[2025-11-21T17:06:02.395325] [INFO ] [MAG ] Starting MAG operation... [2025-11-21T17:06:02.571288] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-21T17:06:02.740159] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-21T17:06:02.904717] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-21T17:06:03.072836] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-21T17:06:03.073198] [WARN ] [STATE ] State set to: WAITING [2025-11-21T17:06:03.073259] [INFO ] [STATE ] Checking service statuses... [2025-11-21T17:06:03.079607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:03.083183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:03.086521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:03.089864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:03.093200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:03.093273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:06.098627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:06.102289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:06.105749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:06.109086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:06.112730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:06.112813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:09.117895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:09.122572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:09.128345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:09.133672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:09.139346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:09.139578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:12.145272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:12.148701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:12.152013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:12.155210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:12.158389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:12.158459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:15.163948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:15.167863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:15.171366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:15.174774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:15.178112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:15.178183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:18.182705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:18.186481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:18.190030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:18.193364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:18.196716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:18.196811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:21.200949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:21.204228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:21.207536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:21.210840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:21.214103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:21.214175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:24.222226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:24.229501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:24.235174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:24.240255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:24.245314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:24.245490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:27.252614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:27.258880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:27.265050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:27.270958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:27.277060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:27.277265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:30.282954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:30.287295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:30.291221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:30.295265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:30.298997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:30.299074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:33.304571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:33.308193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:33.311488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:33.314810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:33.318126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:33.318204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:36.323216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:36.326715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:36.330602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:36.333914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:36.337801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:36.337877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:39.342808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:39.346298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:39.349856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:39.353589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:39.357567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:39.357689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:42.362114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:42.365607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:42.369277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:42.372875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:42.376313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:42.376393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:45.381401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:45.384987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:45.389201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:45.392872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:45.396840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:45.396931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:48.401923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:48.407118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:48.413515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:48.418868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:48.422574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:48.422705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:51.427778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:51.432180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:51.436615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:51.440718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:51.445296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:51.445391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:54.449339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:54.452804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:54.456131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:54.459469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:54.462664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:54.462735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:57.466892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:57.470610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:57.474147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:06:57.477579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:57.480933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:57.481011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:00.486757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:00.491193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:00.495569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:00.500073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:00.504149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:00.504246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:03.508259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:03.511526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:03.514849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:03.518465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:03.522346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:03.522475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:06.527708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:06.532008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:06.535609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:06.538907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:06.542206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:06.542287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:09.546883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:09.550821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:09.554472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:09.558002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:09.561784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:09.561882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:12.566857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:12.571308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:12.575573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:12.580043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:12.584403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:12.584502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:15.589197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:15.592788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:15.596289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:15.599931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:15.603466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:15.603567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:18.607577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:18.611037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:18.614332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:18.617602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:18.620939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:18.621013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:21.625882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:21.630057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:21.633900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:21.637810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:21.641959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:21.642081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:24.646775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:24.650930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:24.654511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:24.659175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:24.663190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:24.663268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:27.668307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:27.672009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:27.675756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:27.679600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:27.683432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:27.683532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:30.688052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:30.691964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:30.695586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:30.699508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:30.703307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:30.703398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:33.708943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:33.712844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:33.716700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:33.720446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:33.724494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:33.724590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:36.730083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:36.733883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:36.737344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:36.740756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:36.745862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:36.746038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:39.751232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:39.755174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:39.759160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:39.762849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:39.766460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:39.766553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:42.771182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:42.774666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:42.778081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:42.781472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:42.784875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:42.784957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:45.789733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:45.794406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:45.798324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:45.801873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:45.805383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:45.805470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:48.810117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:48.813955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:48.817525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:48.821061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:48.824473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:48.824570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:51.829741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:51.833684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:51.837375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:51.842038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:51.846699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:51.846823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:54.851790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:54.855955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:54.860148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:54.864077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:54.868011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:54.868108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:57.872891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:57.876937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:57.881045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:07:57.884458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:57.888244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:57.888349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:00.895704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:00.902345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:00.908565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:00.914360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:00.919439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:00.919687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:03.926896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:03.932318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:03.937340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:03.941532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:03.945349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:03.945425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:06.950271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:06.955161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:06.959125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:06.963230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:06.967151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:06.967236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:09.972227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:09.976462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:09.980212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:09.983855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:09.987701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:09.987805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:12.994155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:12.998424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:13.002753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:13.008350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:13.012921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:13.013000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:16.017396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:16.020839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:16.024113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:16.027424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:16.030760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:16.030847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:19.039287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:19.047668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:19.054010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:19.060043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:19.065305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:19.065443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:22.071934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:22.076356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:22.080785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:22.085927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:22.094224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:22.094375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:25.098994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:25.102798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:25.106565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:25.110058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:25.113352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:25.113428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:28.118590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:28.123061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:28.127268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:28.131978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:28.136156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:28.136262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:31.141597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:31.145699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:31.151208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:31.155579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:31.159386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:31.159464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:34.164458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:34.168774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:34.172766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:34.176364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:34.180150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:34.180242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:37.186524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:37.190571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:37.195575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:37.199960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:37.204096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:37.204205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:40.209198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:40.212752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:40.215993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:40.219417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:40.222772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:40.222851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:43.228944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:43.233101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:43.237134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:43.240838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:43.244511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:43.244631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:46.249949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:46.254362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:46.258778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:46.262508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:46.266517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:46.266608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:49.271091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:49.274513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:49.277954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:49.281188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:49.284549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:49.284622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:52.289301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:52.293085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:52.296673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:52.300264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:52.303875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:52.303958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:55.308547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:55.312439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:55.315877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:55.319292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:55.322869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:55.322951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:58.329535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:58.333898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:58.337423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:08:58.341156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:58.344955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:58.345035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:01.350938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:01.356078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:01.360476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:01.364526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:01.368411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:01.368510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:04.374027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:04.377698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:04.381049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:04.384558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:04.388080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:04.388174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:07.393740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:07.397928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:07.402041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:07.405712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:07.409372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:07.409470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:10.415625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:10.420085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:10.423825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:10.427825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:10.431489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:10.431577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:13.439287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:13.445077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:13.449785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:13.454073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:13.458944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:13.459083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:16.465630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:16.470760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:16.474962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:16.479219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:16.483373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:16.483469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:19.489954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:19.494961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:19.499136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:19.502778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:19.506307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:19.506391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:22.511679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:22.516911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:22.521422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:22.525052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:22.528458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:22.528539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:25.533033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:25.536387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:25.539662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:25.542892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:25.546139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:25.546211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:28.552298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:28.557509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:28.562049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:28.565911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:28.570139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:28.570283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:31.576028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:31.579611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:31.583084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:31.586629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:31.590093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:31.590167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:34.595146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:34.599128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:34.602988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:34.606758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:34.610530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:34.610631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:37.616036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:37.619898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:37.623209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:37.626576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:37.629936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:37.630009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:40.635351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:40.640462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:40.645252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:40.648911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:40.652427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:40.652512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:43.658386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:43.662908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:43.666612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:43.670209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:43.673687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:43.673765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:46.679865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:46.684028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:46.687998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:46.691540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:46.695392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:46.695472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:49.699682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:49.703206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:49.706512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:49.710094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:49.713361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:49.713434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:52.719414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:52.724428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:52.729212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:52.733637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:52.737955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:52.738101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:55.743864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:55.748491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:55.752466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:55.757535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:55.762164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:55.762267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:58.769590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:58.775934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:58.782915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:09:58.787777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:58.792156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:58.792259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:01.798736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:01.804708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:01.809499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:01.813700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:01.818083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:01.818200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:04.823055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:04.826987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:04.830487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:04.833899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:04.837805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:04.838031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:07.843233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:07.847141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:07.853736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:07.857595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:07.861164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:07.861249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:10.866097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:10.870046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:10.873883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:10.878294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:10.882983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:10.883124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:13.887989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:13.892372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:13.896800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:13.900828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:13.904709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:13.904831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:16.909936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:16.913968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:16.917931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:16.921593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:16.925712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:16.925804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:19.930479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:19.934571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:19.938392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:19.942256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:19.946014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:19.946128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:22.951639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:22.956180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:22.959799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:22.963082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:22.966704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:22.966786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:25.973286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:25.978710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:25.984197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:25.988338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:25.991848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:25.991924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:28.997293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:29.001674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:29.005866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:29.009841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:29.013672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:29.013770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:32.018941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:32.023372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:32.027109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:32.032482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:32.037593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:32.037763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:35.042746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:35.046707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:35.050735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:35.054142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:35.057534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:35.057614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:38.062321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:38.065893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:38.069417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:38.072787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:38.076373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:38.076455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:41.081399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:41.084725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:41.088016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:41.091299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:41.094574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:41.094661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:44.099669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:44.103075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:44.106441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:44.109823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:44.113057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:44.113132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:47.118107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:47.122162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:47.126123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:47.129959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:47.133558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:47.133629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:50.138607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:50.142221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:50.145937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:50.149559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:50.153068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:50.153144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:53.157784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:53.161468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:53.164921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:53.168413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:53.171784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:53.171876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:56.176819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:56.180254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:56.183453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:56.186687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:56.189957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:56.190030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:59.194432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:59.198206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:59.201872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:10:59.205254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:59.209003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:59.209102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:02.213971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:02.217395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:02.220687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:02.223899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:02.227188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:02.227290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:05.232721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:05.236437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:05.239874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:05.243253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:05.246526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:05.246596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:08.251149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:08.254516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:08.257873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:08.261206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:08.264503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:08.264584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:11.269505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:11.273172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:11.276692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:11.280128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:11.283605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:11.283718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:14.288362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:14.291969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:14.295385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:14.298893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:14.302310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:14.302387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:17.308896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:17.313693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:17.319930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:17.326232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:17.331067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:17.331191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:20.336405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:20.340444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:20.344449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:20.348466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:20.352453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:20.352568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:23.357506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:23.361701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:23.365935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:23.369846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:23.373235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:23.373312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:26.377701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:26.381160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:26.384477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:26.387886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:26.391283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:26.391362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:29.395999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:29.399734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:29.403409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:29.407011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:29.410734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:29.410842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:32.415260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:32.418539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:32.421772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:32.424933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:32.428130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:32.428202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:35.433136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:35.436813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:35.440772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:35.444718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:35.448278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:35.448371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:38.452746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:38.456613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:38.460764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:38.464743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:38.468746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:38.468854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:41.474575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:41.479159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:41.483728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:41.488415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:41.493068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:41.493185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:44.498742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:44.502321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:44.506242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:44.510201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:44.513448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:44.513518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:47.518117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:47.521890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:47.525191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:47.528527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:47.531919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:47.531990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:50.536187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:50.539981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:50.543538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:50.546844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:50.550222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:50.550299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:53.555110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:53.559014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:53.562724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:53.566594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:53.572007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:53.572131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:56.577151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:56.581790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:56.585727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:56.589727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:56.594035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:56.594118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:59.598951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:59.603177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:59.607431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:11:59.611452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:59.616719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:59.616849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:02.623343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:02.628742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:02.633436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:02.637915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:02.642925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:02.643091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:05.648910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:05.653346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:05.657716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:05.661902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:05.666713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:05.666855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:08.672203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:08.676001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:08.680007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:08.683918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:08.687611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:08.687726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:11.693231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:11.697524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:11.701461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:11.706295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:11.710714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:11.710803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:14.715794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:14.719483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:14.723347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:14.727083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:14.730772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:14.730869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:17.735493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:17.739059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:17.742393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:17.745662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:17.749149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:17.749232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:20.754327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:20.757981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:20.761611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:20.765231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:20.768917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:20.769012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:23.773405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:23.776905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:23.780323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:23.783622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:23.786939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:23.787025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:26.792906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:26.797460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:26.800901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:26.804202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:26.807422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:26.807493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:29.812353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:29.816206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:29.819572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:29.822965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:29.826287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:29.826358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:32.830390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:32.834727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:32.838494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:32.842106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:32.845464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:32.845534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:35.850667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:35.854813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:35.858764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:35.862536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:35.866404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:35.866515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:38.871329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:38.876268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:38.881189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:38.885960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:38.890627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:38.890806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:41.896073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:41.899725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:41.903118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:41.906401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:41.910468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:41.910582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:44.915639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:44.919134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:44.922989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:44.926352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:44.929661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:44.929732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:47.935899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:47.940752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:47.945357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:47.950281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:47.955099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:47.955201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:50.959987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:50.963963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:50.967319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:50.971321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:50.975302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:50.975408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:53.980331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:53.984142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:53.988025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:53.991574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:53.995201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:53.995291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:57.000234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:57.003819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:57.007249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:12:57.010582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:57.014523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:57.014631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:00.019381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:00.022952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:00.026268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:00.029554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:00.032967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:00.033041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:03.037361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:03.041020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:03.044540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:03.047899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:03.051385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:03.051467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:06.056400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:06.060118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:06.063570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:06.066928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:06.070604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:06.070703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:09.075252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:09.079060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:09.082963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:09.087778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:09.091912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:09.092003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:12.097916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:12.101615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:12.105814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:12.109570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:12.112831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:12.112907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:15.117519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:15.121208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:15.124813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:15.128132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:15.131398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:15.131471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:18.136270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:18.140124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:18.143558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:18.147046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:18.150676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:18.150748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:21.155659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:21.159540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:21.162967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:21.166361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:21.169853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:21.169937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:24.175395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:24.179915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:24.184104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:24.188376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:24.193031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:24.193120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:27.198601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:27.202633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:27.206117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:27.209473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:27.212886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:27.212983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:30.218325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:30.222266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:30.226339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:30.230945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:30.235951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:30.236070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:33.240347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:33.243821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:33.247175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:33.250992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:33.255473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:33.255588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:36.260827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:36.265294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:36.269602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:36.273854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:36.277848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:36.277959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:39.282538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:39.285921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:39.289244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:39.292500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:39.295804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:39.295887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:42.300151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:42.303482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:42.306708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:42.309951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:42.313122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:42.313194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:45.319082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:45.323805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:45.328306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:45.332787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:45.337169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:45.337483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:48.342312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:48.346490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:48.350486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:48.354312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:48.358920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:48.359040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:51.364613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:51.369123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:51.373407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:51.377251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:51.380787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:51.380867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:54.385482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:54.389340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:54.392885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:54.396555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:54.400008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:54.400105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:57.404722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:57.408556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:57.412137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:13:57.415910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:57.420705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:57.420803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:00.425714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:00.429577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:00.433331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:00.437048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:00.440773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:00.440856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:03.445808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:03.449423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:03.453360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:03.457462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:03.461514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:03.461626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:06.466703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:06.470252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:06.473548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:06.476815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:06.480174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:06.480262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:09.485057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:09.488684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:09.492187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:09.495524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:09.498992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:09.499090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:12.503967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:12.508061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:12.511876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:12.515798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:12.520117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:12.520216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:15.525190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:15.529521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:15.534786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:15.539899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:15.545384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:15.545509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:18.550579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:18.553953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:18.557151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:18.560348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:18.564083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:18.564152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:21.569152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:21.572997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:21.577329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:21.581195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:21.584680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:21.584776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:24.589812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:24.593677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:24.597453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:24.601134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:24.604759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:24.604849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:27.610991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:27.615919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:27.620747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:27.624589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:27.628289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:27.628364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:30.633221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:30.636950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:30.640672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:30.644215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:30.647785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:30.647867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:33.653256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:33.657440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:33.661520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:33.665767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:33.669947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:33.670067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:36.675084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:36.679179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:36.682889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:36.686742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:36.690557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:36.690660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:39.695575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:39.699565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:39.703137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:39.707310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:39.711747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:39.711844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:42.718262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:42.723513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:42.729025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:42.733762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:42.737479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:42.737581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:45.742418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:45.745849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:45.749250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:45.752879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:45.756206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:45.756279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:48.761270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:48.764812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:48.768313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:48.771992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:48.775511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:48.775603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:51.779976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:51.783981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:51.787700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:51.791270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:51.794967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:51.795047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:54.799690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:54.803459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:54.806947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:54.811114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:54.815375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:54.815488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:57.820232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:57.823950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:57.831328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:14:57.836959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:57.840749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:57.840819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:00.852161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:00.857437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:00.862545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:00.866361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:00.869931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:00.870293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:03.875489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:03.879559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:03.883624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:03.887488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:03.891287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:03.891385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:06.896394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:06.900537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:06.904543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:06.908371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:06.911948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:06.912040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:09.918604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:09.923089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:09.927395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:09.932086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:09.936450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:09.936555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:12.943057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:12.948299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:12.953627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:12.957699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:12.961428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:12.961537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:15.967619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:15.971175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:15.974574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:15.978024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:15.981400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:15.981473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:18.987546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:18.992351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:18.997095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:19.001770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:19.006436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:19.006588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:22.012795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:22.021604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:22.028334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:22.034167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:22.040144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:22.040304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:25.046742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:25.051433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:25.055604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:25.060773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:25.065526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:25.065635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:28.073259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:28.078727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:28.082989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:28.086932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:28.090974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:28.091059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:31.095870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:31.099446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:31.103114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:31.106496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:31.109875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:31.109954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:34.114321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:34.117839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:34.121154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:34.124375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:34.127632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:34.127718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:37.132562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:37.135992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:37.139364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:37.142709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:37.146023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:37.146109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:40.151372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:40.154938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:40.158403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:40.161707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:40.165016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:40.165109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:43.170219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:43.174012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:43.177453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:43.180827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:43.184230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:43.184313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:46.189398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:46.194106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:46.198002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:46.201857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:46.205722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:46.205815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:49.210826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:49.215862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:49.220833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:49.224669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:49.228182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:49.228254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:52.232994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:52.236379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:52.239712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:52.242978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:52.246217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:52.246288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:55.252469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:55.256484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:55.260717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:55.265935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:55.275077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:55.275262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:58.282343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:58.287468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:58.292458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:15:58.297610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:58.320452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:58.320723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:01.325110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:01.328671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:01.331920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:01.335162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:01.338560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:01.338632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:04.344397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:04.348336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:04.351753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:04.355110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:04.358508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:04.358582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:07.363371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:07.367066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:07.370730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:07.374488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:07.377916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:07.377992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:10.384229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:10.388347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:10.392133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:10.395611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:10.399613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:10.399776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:13.407630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:13.415099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:13.422541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:13.430175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:13.437528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:13.437791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:16.443727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:16.448956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:16.453496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:16.458099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:16.464115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:16.464247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:19.470361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:19.476702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:19.482332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:19.486781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:19.490290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:19.490366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:22.494986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:22.498682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:22.501877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:22.505094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:22.508312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:22.508381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:25.512759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:25.516601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:25.520009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:25.523212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:25.526499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:25.526568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:28.532291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:28.535805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:28.539449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:28.542777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:28.548032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:28.548205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:31.552785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:31.556405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:31.559695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:31.562905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:31.566124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:31.566205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:34.570710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:34.574196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:34.577602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:34.581027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:34.584300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:34.584374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:37.589895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:37.594438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:37.598213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:37.601594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:37.604903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:37.604977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:40.609725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:40.613357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:40.616794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:40.620186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:40.623546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:40.623625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:43.628292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:43.631913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:43.635175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:43.638446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:43.641784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:43.641852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:46.648246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:46.653223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:46.658513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:46.663755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:46.668978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:46.669105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:49.675747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:49.680687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:49.687276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:49.692534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:49.698605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:49.698818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:52.703563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:52.707873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:52.712302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:52.716066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:52.719556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:52.719628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:55.724351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:55.727742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:55.731061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:55.734314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:55.737744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:55.737827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:58.742360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:58.745915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:58.749419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:16:58.752728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:58.755994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:58.756064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:01.762474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:01.767937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:01.772951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:01.778028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:01.782857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:01.782989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:04.788168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:04.792686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:04.796149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:04.799384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:04.802638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:04.802729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:07.807557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:07.810985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:07.814224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:07.817529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:07.820794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:07.820882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:10.826014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:10.829492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:10.832776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:10.836158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:10.839666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:10.839747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:13.844523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:13.847871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:13.851167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:13.854408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:13.857625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:13.857708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:16.863203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:16.867915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:16.871913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:16.875451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:16.879209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:16.879303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:19.885334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:19.888879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:19.892897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:19.896363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:19.899775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:19.899852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:22.906369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:22.910607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:22.914348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:22.917982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:22.921974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:22.922081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:25.928858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:25.933629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:25.937996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:25.942759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:25.948195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:25.948372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:28.953572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:28.958479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:28.962861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:28.966950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:28.971041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:28.971156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:31.975949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:31.979378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:31.983031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:31.986524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:31.989985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:31.990056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:34.995243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:34.999471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:35.003174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:35.006832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:35.010419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:35.010507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:38.015590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:38.019438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:38.023969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:38.028840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:38.032325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:38.032401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:41.037000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:41.041183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:41.046290] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:41.051318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:41.055229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:41.055363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:44.060269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:44.064435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:44.067752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:44.071100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:44.074770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:44.074849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:47.079624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:47.084141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:47.087909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:47.091513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:47.095157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:47.095237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:50.100048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:50.103691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:50.107092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:50.111871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:50.116663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:50.116819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:53.123226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:53.127959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:53.132606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:53.137352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:53.142530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:53.142706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:56.147916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:56.151612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:56.155460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:56.159213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:56.162784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:56.162886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:59.167661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:59.171207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:59.174488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:17:59.178120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:59.181520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:59.181792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:02.189120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:02.194894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:02.199932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:02.204701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:02.210019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:02.210155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:05.215444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:05.220058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:05.224131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:05.228040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:05.232069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:05.232189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:08.236864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:08.240610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:08.244193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:08.248220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:08.252368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:08.252493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:11.258242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:11.262872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:11.268623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:11.273687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:11.279121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:11.279281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:14.283886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:14.287556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:14.291023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:14.294343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:14.297708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:14.297796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:17.302408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:17.306577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:17.310324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:17.314054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:17.317530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:17.317608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:20.322213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:20.325723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:20.329244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:20.332541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:20.335843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:20.335938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:23.340714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:23.344095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:23.347258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:23.350439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:23.353673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:23.353775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:26.358919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:26.362462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:26.365998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:26.369523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:26.372791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:26.372867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:29.381197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:29.385864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:29.390185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:29.394387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:29.399800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:29.399964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:32.405357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:32.409110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:32.412537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:32.415879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:32.419252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:32.419340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:35.424353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:35.428551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:35.432773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:35.436910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:35.440684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:35.440787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:38.445236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:38.451516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:38.455016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:38.458371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:38.461758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:38.461835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:41.466520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:41.470238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:41.473639] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:41.477128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:41.480564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:41.480696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:44.485975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:44.489555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:44.493405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:44.496916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:44.501449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:44.501537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:47.506388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:47.510407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:47.514714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:47.518445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:47.522167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:47.522254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:50.528617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:50.532979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:50.537687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:50.542141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:50.545938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:50.546014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:53.551041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:53.554790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:53.558555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:53.562108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:53.565364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:53.565434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:56.570763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:56.574613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:56.578462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:56.581982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:56.585659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:56.585740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:59.591623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:59.595720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:59.599174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:18:59.603019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:59.607296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:59.607421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:02.612701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:02.618051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:02.622587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:02.626352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:02.630131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:02.630222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:05.637674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:05.642761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:05.647018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:05.651191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:05.654751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:05.654827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:08.660288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:08.664731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:08.668449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:08.672104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:08.675566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:08.675659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:11.680468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:11.683860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:11.687267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:11.690708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:11.694207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:11.694290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:14.700866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:14.705511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:14.709603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:14.713492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:14.717530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:14.717681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:17.723366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:17.727440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:17.730980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:17.735354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:17.739803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:17.739915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:20.745514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:20.749089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:20.752562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:20.756463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:20.759772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:20.759843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:23.764283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:23.767734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:23.771178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:23.774398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:23.778145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:23.778224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:26.783088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:26.786826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:26.790213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:26.793666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:26.797045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:26.797138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:29.801955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:29.805439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:29.808851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:29.812140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:29.815849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:29.815933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:32.820862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:32.824542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:32.827930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:32.831322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:32.835849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:32.835940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:35.840903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:35.844475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:35.848019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:35.851527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:35.856944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:35.857098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:38.862564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:38.866374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:38.869690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:38.872868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:38.876018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:38.876089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:41.880639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:41.884278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:41.887589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:41.890993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:41.894381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:41.894454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:44.900986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:44.904724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:44.908344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:44.912396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:44.916090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:44.916183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:47.924417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:47.930774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:47.936682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:47.942385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:47.948578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:47.948759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:50.954965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:50.959120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:50.963298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:50.966634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:50.969915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:50.969985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:53.975154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:53.979458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:53.983806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:53.987512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:53.991735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:53.991833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:56.997960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:57.002103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:57.005830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:19:57.010618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:57.015236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:57.015340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:00.021695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:00.026742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:00.032262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:00.036739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:00.041209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:00.041367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:03.047127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:03.051866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:03.056213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:03.062454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:03.066259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:03.066346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:06.071483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:06.074900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:06.078196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:06.081530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:06.084808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:06.084885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:09.089994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:09.093514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:09.096932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:09.100370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:09.103922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:09.103992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:12.110111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:12.114131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:12.117850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:12.122193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:12.126321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:12.126408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:15.133203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:15.138947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:15.143436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:15.147999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:15.152158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:15.152270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:18.158732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:18.164225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:18.168384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:18.171956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:18.175420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:18.175515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:21.182312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:21.186600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:21.190565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:21.195209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:21.199871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:21.199991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:24.204535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:24.208080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:24.211438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:24.215444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:24.219898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:24.220014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:27.225142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:27.229093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:27.232823] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:27.237965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:27.241680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:27.241750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:30.246133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:30.249657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:30.253010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:30.256316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:30.259666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:30.259758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:33.264496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:33.268049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:33.271594] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:33.275508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:33.279013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:33.279089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:36.283995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:36.288227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:36.292219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:36.296018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:36.299795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:36.299884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:39.309350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:39.314457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:39.319133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:39.324112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:39.328897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:39.328999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:42.335022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:42.343301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:42.347917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:42.352885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:42.356979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:42.357074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:45.362044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:45.365654] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:45.369306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:45.372678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:45.376176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:45.376279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:48.381710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:48.387134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:48.392776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:48.396897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:48.400786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:48.400866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:51.405460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:51.408993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:51.412465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:51.416132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:51.419966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:51.420055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:54.425310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:54.429557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:54.433255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:54.436738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:54.440604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:54.440714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:57.445212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:57.448717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:57.452297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:20:57.456401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:57.460373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:57.460454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:00.465635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:00.469895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:00.474394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:00.478402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:00.482031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:00.482112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:03.487189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:03.490836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:03.494373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:03.499070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:03.502914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:03.503003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:06.508225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:06.512302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:06.516302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:06.520228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:06.524138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:06.524238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:09.529068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:09.532604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:09.536251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:09.539736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:09.543015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:09.543088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:12.548250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:12.555115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:12.559886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:12.565283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:12.570485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:12.570624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:15.576266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:15.580167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:15.583656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:15.586991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:15.590282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:15.590351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:18.595451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:18.600158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:18.604445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:18.608719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:18.612524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:18.612637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:21.617631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:21.621263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:21.624584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:21.628076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:21.631366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:21.631456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:24.636215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:24.639653] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:24.642851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:24.646022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:24.649271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:24.649341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:27.653896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:27.657761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:27.661560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:27.665060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:27.668438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:27.668513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:30.673487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:30.676889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:30.680779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:30.684249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:30.687607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:30.687695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:33.693512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:33.697969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:33.701839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:33.705787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:33.710196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:33.710325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:36.716314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:36.720336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:36.724553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:36.728766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:36.732367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:36.732450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:39.738403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:39.745124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:39.749385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:39.754191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:39.758168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:39.758253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:42.764084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:42.767972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:42.771603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:42.775149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:42.778712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:42.778811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:45.785044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:45.789062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:45.793319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:45.797159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:45.800707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:45.800804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:48.805544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:48.809976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:48.814234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:48.818371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:48.822492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:48.822611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:51.827197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:51.830521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:51.833732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:51.836932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:51.840674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:51.840749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:54.845850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:54.849627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:54.853306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:54.857660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:54.861475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:54.861556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:57.866106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:57.869614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:57.873152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:21:57.876438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:57.879723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:57.879797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:00.884228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:00.887883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:00.891660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:00.895151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:00.898664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:00.898767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:03.904171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:03.908805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:03.913100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:03.918327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:03.923421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:03.923577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:06.930279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:06.934984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:06.939952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:06.944389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:06.949005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:06.949115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:09.955036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:09.958766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:09.962209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:09.965699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:09.970136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:09.970212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:12.976281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:12.981770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:12.987194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:12.992235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:12.996524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:12.996662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:16.001288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:16.006549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:16.011667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:16.016722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:16.021707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:16.021830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:19.027251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:19.031614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:19.036407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:19.041033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:19.045050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:19.045139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:22.051238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:22.055745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:22.059206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:22.064269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:22.068756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:22.068863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:25.075311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:25.080062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:25.084064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:25.088154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:25.092430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:25.092559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:28.097511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:28.101074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:28.104688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:28.108093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:28.111483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:28.111566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:31.116385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:31.120357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:31.124187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:31.128197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:31.131632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:31.131734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:34.136806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:34.141462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:34.145404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:34.149069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:34.152481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:34.152579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:37.157453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:37.161432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:37.165824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:37.169914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:37.173926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:37.174002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:40.180165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:40.184508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:40.189454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:40.193875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:40.197832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:40.197952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:43.202550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:43.205878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:43.209140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:43.212324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:43.217171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:43.217361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:46.222232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:46.225749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:46.230176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:46.234065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:46.237605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:46.237693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:49.242716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:49.246500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:49.250214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:49.254626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:49.259121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:49.259229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:52.264165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:52.267547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:52.271251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:52.276436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:52.282078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:52.282206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:55.287408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:55.290945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:55.294335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:55.297686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:55.300917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:55.300993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:58.307712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:58.312446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:58.317111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:22:58.322121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:58.326732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:58.326852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:01.331906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:01.336024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:01.340615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:01.345168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:01.349428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:01.349533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:04.354661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:04.358963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:04.363171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:04.367093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:04.371506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:04.371702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:07.376114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:07.379463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:07.382735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:07.385871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:07.389214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:07.389286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:10.394905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:10.399100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:10.402623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:10.407626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:10.411606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:10.411723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:13.416895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:13.420855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:13.424397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:13.428083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:13.431712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:13.431805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:16.437348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:16.441358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:16.444926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:16.448404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:16.451920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:16.451998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:19.456626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:19.461162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:19.465521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:19.469290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:19.473015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:19.473107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:22.480890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:22.488165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:22.494273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:22.501320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:22.509258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:22.509539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:25.514197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:25.518615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:25.522569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:25.527297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:25.531484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:25.531610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:28.536167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:28.540408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:28.544292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:28.547878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:28.551287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:28.551374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:31.555577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:31.559053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:31.563934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:31.568029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:31.571701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:31.571777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:34.576615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:34.580069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:34.583870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:34.587170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:34.590500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:34.590568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:37.595609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:37.599145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:37.602969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:37.606226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:37.609426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:37.609509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:40.614531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:40.619101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:40.624208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:40.629183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:40.633225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:40.633315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:43.637915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:43.642209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:43.646230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:43.649901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:43.653607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:43.653699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:46.658450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:46.662052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:46.665608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:46.669990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:46.673808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:46.673924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:49.678947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:49.682665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:49.686307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:49.689880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:49.693473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:49.693577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:52.700237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:52.705616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:52.710864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:52.715566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:52.719813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:52.719914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:55.725314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:55.729258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:55.733188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:55.736964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:55.740707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:55.740819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:58.746212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:58.750336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:58.754009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:23:58.758570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:58.762223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:58.762316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:01.768919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:01.773900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:01.779151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:01.784346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:01.790216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:01.790355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:04.795135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:04.798970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:04.802602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:04.806269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:04.809895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:04.809978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:07.815482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:07.819873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:07.823688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:07.827100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:07.830446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:07.830514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:10.836039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:10.840006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:10.844096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:10.848462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:10.852335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:10.852427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:13.857140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:13.860703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:13.864136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:13.867444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:13.870721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:13.870812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:16.875661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:16.879351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:16.882700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:16.886055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:16.889491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:16.889583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:19.894873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:19.898343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:19.901663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:19.905306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:19.909078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:19.909160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:22.914457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:22.918154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:22.921771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:22.925169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:22.928794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:22.928873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:25.933778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:25.937381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:25.941092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:25.944405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:25.947819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:25.947906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:28.953844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:28.958510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:28.964114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:28.969190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:28.974708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:28.974850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:31.981215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:31.985330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:31.989228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:31.992750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:31.998481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:31.998689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:35.005052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:35.009742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:35.013237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:35.016572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:35.019910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:35.019989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:38.025230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:38.028929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:38.032780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:38.036456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:38.039863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:38.039937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:41.046223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:41.050946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:41.055513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:41.060062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:41.064735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:41.064855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:44.072586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:44.078601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:44.083884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:44.089258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:44.093160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:44.093251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:47.098526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:47.101961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:47.105300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:47.108594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:47.111871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:47.111943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:50.117836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:50.122701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:50.127461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:50.132157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:50.136718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:50.136818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:53.141547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:53.145066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:53.149261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:53.154158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:53.158737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:53.158849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:56.164460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:56.169451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:56.173982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:56.178579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:56.182416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:56.182500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:59.188912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:59.193875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:59.198442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:24:59.202743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:59.206505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:59.206589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:02.216377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:02.231112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:02.244788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:02.256492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:02.265523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:02.265723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:05.271024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:05.275183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:05.279278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:05.283101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:05.287121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:05.287250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:08.291919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:08.296003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:08.299399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:08.302718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:08.306112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:08.306184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:11.310980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:11.315253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:11.319117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:11.323284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:11.327018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:11.327133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:14.332911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:14.338298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:14.342767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:14.346830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:14.351202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:14.351350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:17.355914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:17.359884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:17.363473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:17.367044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:17.370545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:17.370630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:20.375461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:20.379669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:20.383549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:20.387474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:20.391482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:20.391591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:23.396161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:23.400029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:23.403660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:23.407372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:23.410886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:23.410978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:26.416061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:26.419801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:26.423299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:26.426898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:26.430536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:26.430620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:29.435933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:29.439923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:29.443938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:29.447936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:29.451412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:29.451483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:32.456841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:32.461425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:32.465574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:32.469421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:32.472966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:32.473040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:35.478118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:35.481939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:35.485377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:35.488678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:35.491924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:35.492001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:38.496826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:38.500584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:38.504115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:38.507634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:38.511431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:38.511514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:41.516437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:41.520226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:41.523697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:41.527169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:41.530694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:41.530768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:44.536992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:44.541399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:44.545963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:44.550329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:44.554048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:44.554121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:47.559578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:47.563476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:47.566978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:47.570516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:47.574117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:47.574194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:50.579242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:50.583338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:50.586884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:50.590148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:50.594293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:50.594420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:53.600072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:53.604410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:53.608978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:53.612877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:53.616695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:53.616779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:56.622123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:56.625705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:56.629053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:56.632716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:56.636201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:56.636275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:59.640541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:59.644218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:59.648141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:25:59.651759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:59.655081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:59.655151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:02.660411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:02.664558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:02.668636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:02.672490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:02.676183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:02.676280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:05.680840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:05.684395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:05.687672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:05.690888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:05.694095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:05.694163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:08.701750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:08.711889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:08.718957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:08.725806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:08.732779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:08.732969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:11.737862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:11.741507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:11.745036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:11.748468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:11.752087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:11.752182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:14.757261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:14.760660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:14.763929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:14.767170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:14.770535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:14.770609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:17.775574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:17.778990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:17.782253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:17.785479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:17.790192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:17.790344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:20.797087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:20.802155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:20.807149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:20.811140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:20.814757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:20.814831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:23.822164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:23.827733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:23.832323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:23.836845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:23.841825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:23.842009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:26.848851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:26.853794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:26.857733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:26.861358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:26.865321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:26.865427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:29.870363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:29.874558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:29.878415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:29.882463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:29.886234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:29.886354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:32.891387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:32.894809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:32.898090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:32.901290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:32.904481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:32.904550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:35.909867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:35.913497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:35.916968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:35.920392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:35.923913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:35.924004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:38.930200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:38.935417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:38.940984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:38.945672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:38.950806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:38.950932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:41.955969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:41.959590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:41.962904] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:41.966241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:41.970416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:41.970537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:44.976092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:44.981049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:44.984895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:44.988187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:44.991445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:44.991514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:47.996511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:48.001128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:48.005282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:48.009756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:48.013866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:48.013990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:51.018897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:51.022543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:51.026074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:51.029599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:51.033051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:51.033128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:54.040110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:54.044858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:54.049660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:54.054739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:54.059465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:54.059601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:57.066254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:57.071543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:57.076022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:26:57.079698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:57.083247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:57.083338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:00.090678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:00.095958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:00.101452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:00.107143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:00.112050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:00.112165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:03.117158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:03.122101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:03.125498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:03.129114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:03.132528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:03.132610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:06.137787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:06.142000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:06.146086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:06.150038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:06.154124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:06.154229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:09.160810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:09.165052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:09.169109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:09.173331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:09.177449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:09.177546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:12.182684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:12.186798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:12.190328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:12.193676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:12.196972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:12.197044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:15.202879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:15.206571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:15.210019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:15.213823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:15.217324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:15.217396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:18.223593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:18.227604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:18.231255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:18.235170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:18.239187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:18.239276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:21.244918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:21.248432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:21.251838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:21.255144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:21.258634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:21.258736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:24.264051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:24.268968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:24.273169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:24.276786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:24.280851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:24.280927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:27.287722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:27.292264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:27.295970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:27.300135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:27.304015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:27.304091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:30.309137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:30.312755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:30.316702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:30.320879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:30.325194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:30.325280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:33.334403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:33.339338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:33.343265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:33.347750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:33.351845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:33.351923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:36.357551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:36.361319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:36.364850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:36.368238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:36.371471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:36.371539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:39.376695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:39.381415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:39.385321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:39.388809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:39.392132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:39.392206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:42.398444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:42.402189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:42.405860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:42.410050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:42.414657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:42.414783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:45.420916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:45.425069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:45.429415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:45.433685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:45.437608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:45.437730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:48.449020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:48.455067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:48.465560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:48.474138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:48.491686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:48.491877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:51.496742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:51.500908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:51.504894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:51.508813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:51.513288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:51.513426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:54.519997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:54.524310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:54.531007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:54.535070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:54.539250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:54.539354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:57.544835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:57.548661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:57.551980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:27:57.555779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:57.559195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:57.559263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:00.565513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:00.570759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:00.575060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:00.579844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:00.584558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:00.584890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:03.590199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:03.595073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:03.599448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:03.603248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:03.607232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:03.607312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:06.614711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:06.619187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:06.623276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:06.627276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:06.631122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:06.631203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:09.635990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:09.639552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:09.643020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:09.646592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:09.650316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:09.650388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:12.655063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:12.658851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:12.662388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:12.666021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:12.669606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:12.669708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:15.674668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:15.681766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:15.685753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:15.689776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:15.693775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:15.693886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:18.698577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:18.702535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:18.705852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:18.709117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:18.712942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:18.713011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:21.718766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:21.723610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:21.729724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:21.734960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:21.738964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:21.739042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:24.744883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:24.749479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:24.753226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:24.756697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:24.760177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:24.760249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:27.765144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:27.768630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:27.771980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:27.775240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:27.778528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:27.778601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:30.783209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:30.786529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:30.790635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:30.794290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:30.797731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:30.797814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:33.802491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:33.805826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:33.809207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:33.812737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:33.815943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:33.816014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:36.821210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:36.824866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:36.828433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:36.831806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:36.835120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:36.835193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:39.840927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:39.847387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:39.851429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:39.855289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:39.859076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:39.859149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:42.863815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:42.867346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:42.871135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:42.874422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:42.878538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:42.878611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:45.883336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:45.887042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:45.890557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:45.893959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:45.897344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:45.897432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:48.901824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:48.905235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:48.908501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:48.911722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:48.915255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:48.915354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:51.920336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:51.924201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:51.928106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:51.931867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:51.935514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:51.935600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:54.940440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:54.944620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:54.948334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:54.951889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:54.955426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:54.955519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:57.961408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:57.965315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:57.969145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:28:57.972597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:57.975930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:57.976018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:00.980841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:00.984805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:00.988380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:00.991836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:00.996031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:00.996144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:04.002779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:04.007462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:04.011082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:04.014919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:04.019252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:04.019330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:07.025362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:07.029597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:07.034701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:07.039052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:07.042934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:07.043013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:10.049247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:10.053066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:10.057251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:10.060976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:10.064388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:10.064469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:13.069400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:13.073144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:13.076691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:13.080222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:13.083668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:13.083750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:16.090800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:16.097207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:16.103490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:16.110070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:16.115935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:16.116110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:19.121617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:19.126132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:19.130076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:19.133891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:19.137846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:19.137953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:22.143978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:22.147974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:22.151248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:22.154562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:22.158261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:22.158341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:25.164732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:25.169942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:25.175162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:25.180296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:25.186055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:25.186160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:28.190633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:28.194011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:28.197259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:28.201307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:28.204509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:28.204580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:31.209379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:31.213146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:31.216391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:31.219586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:31.222739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:31.222809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:34.228609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:34.232741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:34.236746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:34.240430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:34.243989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:34.244085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:37.249165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:37.252785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:37.256042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:37.259287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:37.262578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:37.262668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:40.268794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:40.272383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:40.275766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:40.279736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:40.283537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:40.283622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:43.289112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:43.294068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:43.297916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:43.301665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:43.305261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:43.305334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:46.311021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:46.315993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:46.320911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:46.324364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:46.327711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:46.327786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:49.333787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:49.338385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:49.342146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:49.345833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:49.349987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:49.350066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:52.357386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:52.363843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:52.370678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:52.376611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:52.382865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:52.383034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:55.387780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:55.391331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:55.394622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:55.397928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:55.401146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:55.401217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:58.406497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:58.410035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:58.414188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:29:58.417947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:58.421221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:58.421290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:01.425692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:01.429428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:01.432825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:01.436184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:01.439844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:01.439926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:04.446467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:04.451886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:04.456084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:04.459823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:04.463851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:04.463941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:07.468975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:07.473026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:07.477591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:07.481255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:07.485937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:07.486132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:10.492325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:10.496832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:10.501953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:10.505533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:10.508987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:10.509057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:13.514995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:13.520125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:13.524716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:13.528692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:13.532186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:13.532264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:16.538147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:16.542923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:16.547800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:16.551506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:16.556161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:16.556321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:19.562688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:19.566799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:19.570914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:19.574481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:19.579394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:19.579559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:22.584841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:22.589906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:22.594656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:22.599351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:22.603256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:22.603332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:25.609296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:25.613370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:25.617257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:25.621905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:25.627336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:25.627498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:28.632415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:28.636242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:28.639921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:28.643788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:28.647678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:28.647774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:31.653990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:31.658406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:31.662727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:31.666864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:31.670868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:31.670985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:34.675636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:34.679966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:34.684246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:34.688123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:34.692171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:34.692278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:37.696822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:37.700249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:37.703529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:37.706772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:37.710025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:37.710094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:40.715876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:40.721172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:40.725923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:40.730694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:40.735555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:40.735691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:43.740791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:43.744858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:43.748868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:43.752823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:43.756813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:43.756910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:46.761567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:46.764982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:46.768231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:46.772432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:46.775909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:46.775982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:49.781121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:49.784869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:49.788252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:49.791983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:49.796233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:49.796350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:52.802588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:52.807287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:52.812069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:52.816239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:52.819870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:52.819956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:55.824796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:55.829443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:55.833587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:55.837569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:55.841546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:55.841676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:58.848564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:58.853394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:58.858617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:30:58.862847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:58.867711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:58.867856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:01.873862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:01.879530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:01.884250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:01.889287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:01.893699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:01.893806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:04.898638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:04.902794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:04.907266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:04.911984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:04.916493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:04.916593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:07.921626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:07.925798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:07.929517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:07.933207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:07.936797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:07.936893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:10.944427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:10.951116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:10.956772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:10.961061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:10.965865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:10.965995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:13.971402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:13.975926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:13.980271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:13.984572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:13.988814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:13.988933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:16.994014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:16.998010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:17.002022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:17.005968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:17.009872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:17.009986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:20.014985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:20.018620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:20.021964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:20.025246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:20.028543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:20.028622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:23.034855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:23.039040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:23.043282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:23.048275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:23.053577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:23.053730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:26.059430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:26.063082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:26.066513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:26.070034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:26.073455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:26.073532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:29.080143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:29.084868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:29.090154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:29.094636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:29.099565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:29.099755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:32.104458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:32.108126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:32.111493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:32.114983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:32.118349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:32.118423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:35.124001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:35.128853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:35.134555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:35.139224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:35.143375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:35.143457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:38.147939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:38.151427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:38.155045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:38.158867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:38.162955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:38.163079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:41.168266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:41.173286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:41.177976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:41.181974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:41.185871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:41.186173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:44.192119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:44.197106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:44.202271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:44.207189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:44.210829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:44.210907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:47.215703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:47.219208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:47.222618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:47.226106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:47.229688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:47.229761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:50.234479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:50.238422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:50.243380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:50.248543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:50.253394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:50.253490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:53.258253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:53.261635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:53.264935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:53.268220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:53.271414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:53.271489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:56.278219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:56.282621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:56.286567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:56.290285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:56.294076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:56.294159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:59.299895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:59.304330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:59.307968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:31:59.311296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:59.314699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:59.314782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:02.322601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:02.329175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:02.334061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:02.338609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:02.342849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:02.342944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:05.350260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:05.355118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:05.359463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:05.363614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:05.368348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:05.368504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:08.374903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:08.380215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:08.386016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:08.390800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:08.394976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:08.395074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:11.400170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:11.404684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:11.408853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:11.413073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:11.417246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:11.417345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:14.422837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:14.426380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:14.429699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:14.433044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:14.436371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:14.436443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:17.441665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:17.446034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:17.450920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:17.455702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:17.460371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:17.460484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:20.466471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:20.471951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:20.477002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:20.481664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:20.485848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:20.485951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:23.492174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:23.497051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:23.501580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:23.505968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:23.510282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:23.510372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:26.515578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:26.519307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:26.522587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:26.525913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:26.529573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:26.529709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:29.536035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:29.541119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:29.545387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:29.551563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:29.558176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:29.558327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:32.564579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:32.570561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:32.575518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:32.579467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:32.583068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:32.583155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:35.587831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:35.592127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:35.596533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:35.600418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:35.604668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:35.604771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:38.612423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:38.618764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:38.623282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:38.630124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:38.635499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:38.635608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:41.642070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:41.646834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:41.650949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:41.654375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:41.658488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:41.658590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:44.665116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:44.670748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:44.676300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:44.680003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:44.684021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:44.684174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:47.690903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:47.695955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:47.700861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:47.705670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:47.711266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:47.711457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:50.716480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:50.720498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:50.723836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:50.727152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:50.730454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:50.730530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:53.737002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:53.741547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:53.746164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:53.749665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:53.752946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:53.753015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:56.757901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:56.761490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:56.764973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:56.768604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:56.772348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:56.772441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:59.777036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:59.780782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:59.786381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:32:59.790404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:59.794306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:59.794390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:02.801090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:02.806480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:02.811201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:02.817000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:02.820676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:02.820752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:05.825375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:05.828883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:05.832142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:05.835408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:05.838945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:05.839038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:08.844937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:08.849315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:08.853135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:08.856725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:08.860229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:08.860309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:11.866039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:11.869778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:11.873275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:11.876754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:11.880345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:11.880427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:14.886561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:14.890868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:14.894585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:14.898273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:14.901763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:14.901838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:17.908235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:17.912325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:17.916122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:17.919449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:17.922695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:17.922765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:20.930227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:20.936364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:20.943545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:20.949775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:20.954930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:20.955031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:23.960836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:23.964371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:23.967777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:23.971358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:23.975859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:23.976020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:26.981723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:26.985383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:26.988695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:26.991864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:26.995074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:26.995145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:30.000685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:30.006359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:30.011911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:30.017581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:30.021718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:30.021800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:33.026657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:33.030609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:33.034492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:33.038212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:33.041829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:33.041920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:36.048018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:36.052405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:36.056543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:36.060719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:36.064451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:36.064525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:39.070409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:39.074809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:39.079319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:39.083162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:39.086482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:39.086570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:42.091134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:42.094746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:42.098391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:42.101964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:42.105329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:42.105419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:45.109974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:45.113374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:45.116971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:45.120599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:45.124316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:45.124413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:48.130196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:48.134229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:48.137954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:48.142147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:48.145492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:48.145564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:51.150346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:51.154397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:51.158133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:51.161812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:51.165363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:51.165464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:54.171351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:54.176328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:54.180666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:54.185167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:54.189964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:54.190087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:57.195084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:57.199292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:57.203939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:33:57.208722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:57.213209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:57.213302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:00.218072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:00.221518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:00.224889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:00.228209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:00.231620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:00.231724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:03.242769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:03.258159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:03.266358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:03.273341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:03.280338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:03.280498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:06.285414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:06.289585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:06.293486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:06.297500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:06.301402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:06.301501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:09.309192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:09.314891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:09.320371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:09.324699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:09.328955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:09.329079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:12.334468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:12.338626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:12.342940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:12.347885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:12.351913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:12.352037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:15.356808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:15.360657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:15.364754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:15.368504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:15.372588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:15.372742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:18.378789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:18.382595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:18.385905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:18.389358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:18.392686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:18.392778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:21.398973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:21.403972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:21.407723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:21.411488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:21.415289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:21.415362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:24.422534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:24.427035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:24.431336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:24.435128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:24.438831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:24.438912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:27.445401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:27.449266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:27.452675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:27.455991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:27.459435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:27.459514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:30.465888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:30.469703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:30.474702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:30.478455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:30.482061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:30.482135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:33.486347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:33.489980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:33.493282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:33.496544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:33.499885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:33.499955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:36.505027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:36.508761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:36.512348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:36.515742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:36.519251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:36.519335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:39.524319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:39.529245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:39.533091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:39.537007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:39.540811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:39.540921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:42.545977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:42.550082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:42.554861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:42.559272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:42.563422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:42.563540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:45.568817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:45.572515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:45.576039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:45.579569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:45.583887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:45.584006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:48.589130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:48.593619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:48.598739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:48.604027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:48.608850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:48.608958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:51.614873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:51.619025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:51.624888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:51.630959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:51.636517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:51.636689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:54.642834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:54.648738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:54.652877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:54.656790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:54.660885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:54.660998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:57.667483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:57.672477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:57.677460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:34:57.681606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:57.685417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:57.685498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:00.690170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:00.694155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:00.698378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:00.702516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:00.706627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:00.706787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:03.712451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:03.717081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:03.724868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:03.731036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:03.736206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:03.736348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:06.741390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:06.745152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:06.748617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:06.753123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:06.756831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:06.756920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:09.763424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:09.768082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:09.772021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:09.776071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:09.780102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:09.780201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:12.786451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:12.791386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:12.795875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:12.800130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:12.804736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:12.804959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:15.810290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:15.814426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:15.818208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:15.821872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:15.825317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:15.825408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:18.830859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:18.834679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:18.838698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:18.842765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:18.846578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:18.846720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:21.851347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:21.855087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:21.858733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:21.862062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:21.865347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:21.865420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:24.870335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:24.873726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:24.876918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:24.880128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:24.883289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:24.883360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:27.887450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:27.891037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:27.894292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:27.897523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:27.901367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:27.901436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:30.906450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:30.909937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:30.913714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:30.916992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:30.920342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:30.920411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:33.925945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:33.930362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:33.933795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:33.938156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:33.942100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:33.942172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:36.947972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:36.952139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:36.956445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:36.960239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:36.964354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:36.964453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:39.971466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:39.976854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:39.980702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:39.984353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:39.988039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:39.988132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:42.998052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:43.004934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:43.012176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:43.021580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:43.027571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:43.027777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:46.033688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:46.038664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:46.042359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:46.045973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:46.049724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:46.049825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:49.056014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:49.061078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:49.065553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:49.070346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:49.074697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:49.074805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:52.081587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:52.086527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:52.091358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:52.095797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:52.100490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:52.100598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:55.106246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:55.110289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:55.114673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:55.118744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:55.122723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:55.122833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:58.128222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:58.132024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:58.135629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:35:58.139065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:58.142471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:58.142544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:01.147489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:01.152055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:01.156334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:01.160694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:01.164666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:01.164780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:04.169499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:04.173206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:04.176556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:04.180008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:04.183325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:04.183416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:07.188315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:07.191708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:07.195440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:07.198997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:07.202416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:07.202486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:10.207205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:10.210949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:10.214444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:10.218081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:10.221624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:10.221720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:13.227501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:13.231658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:13.236346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:13.240487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:13.245886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:13.246080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:16.252060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:16.257043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:16.261291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:16.265951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:16.274278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:16.274404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:19.278708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:19.282140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:19.285416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:19.291347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:19.296733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:19.296862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:22.303674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:22.307688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:22.310989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:22.314287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:22.317516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:22.317586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:25.322485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:25.326056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:25.330254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:25.334085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:25.338700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:25.338891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:28.344613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:28.348635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:28.352409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:28.356053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:28.359483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:28.359556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:31.365017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:31.369109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:31.372629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:31.376046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:31.379906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:31.379977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:34.385885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:34.389558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:34.392947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:34.396848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:34.400808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:34.400905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:37.406986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:37.411041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:37.414446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:37.417933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:37.422018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:37.422126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:40.428138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:40.432246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:40.436462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:40.440370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:40.444175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:40.444266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:43.450467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:43.455089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:43.459354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:43.463483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:43.467859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:43.467971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:46.473919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:46.477499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:46.481340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:46.486512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:46.490754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:46.490849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:49.495619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:49.499755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:49.503270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:49.506901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:49.510507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:49.510600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:52.516503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:52.521016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:52.525728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:52.530635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:52.535376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:52.535525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:55.541793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:55.545882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:55.550685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:55.555871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:55.560773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:55.560889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:58.566313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:58.570284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:58.575159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:36:58.580014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:58.584993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:58.585110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:01.590151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:01.594721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:01.599503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:01.604418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:01.610890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:01.611110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:04.616416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:04.620676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:04.624348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:04.627806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:04.631172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:04.631245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:07.637324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:07.641940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:07.646533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:07.650266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:07.654134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:07.654209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:10.660078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:10.664268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:10.668688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:10.672951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:10.676636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:10.676747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:13.682402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:13.686833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:13.691170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:13.695797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:13.700255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:13.700375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:16.705035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:16.708725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:16.712397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:16.715931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:16.719331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:16.719409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:19.724343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:19.730740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:19.734138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:19.737535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:19.740935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:19.741015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:22.745715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:22.749282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:22.752800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:22.756093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:22.759606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:22.759722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:25.765252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:25.768883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:25.772522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:25.776200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:25.779792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:25.779871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:28.786186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:28.792024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:28.798051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:28.802869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:28.806462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:28.806542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:31.811751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:31.815121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:31.818438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:31.823251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:31.827557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:31.827668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:34.832504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:34.836510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:34.840043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:34.843518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:34.847002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:34.847095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:37.851741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:37.855272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:37.859662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:37.863181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:37.866596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:37.866716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:40.872421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:40.876443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:40.880672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:40.884949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:40.888826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:40.888910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:43.894758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:43.899298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:43.903914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:43.908000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:43.912048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:43.912164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:46.918005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:46.922372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:46.926236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:46.929930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:46.933492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:46.933581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:49.938333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:49.941873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:49.946444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:49.951315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:49.955134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:49.955227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:52.961248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:52.966467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:52.970445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:52.974049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:52.977566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:52.977669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:55.982846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:55.986788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:55.990773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:55.994177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:55.997562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:55.997679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:59.002488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:59.006488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:59.009765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:37:59.012938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:59.016141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:59.016209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:02.021289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:02.025289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:02.028877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:02.032741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:02.036920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:02.037033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:05.043667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:05.048309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:05.052385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:05.056275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:05.060839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:05.060952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:08.068433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:08.072910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:08.077101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:08.081012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:08.084449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:08.084525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:11.091104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:11.095677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:11.099338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:11.102917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:11.106483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:11.106597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:14.113305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:14.117384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:14.121389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:14.125704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:14.130470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:14.130616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:17.136312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:17.140143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:17.143745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:17.147795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:17.151391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:17.151468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:20.157162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:20.161191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:20.165410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:20.170156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:20.174096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:20.174193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:23.180050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:23.185811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:23.190395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:23.193935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:23.197428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:23.197516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:26.203584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:26.207511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:26.210923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:26.214478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:26.217971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:26.218051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:29.228620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:29.236749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:29.242897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:29.248860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:29.258487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:29.258762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:32.263707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:32.267338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:32.270914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:32.274371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:32.277810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:32.277881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:35.282980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:35.286706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:35.290308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:35.294088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:35.297691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:35.297765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:38.302887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:38.307054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:38.310713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:38.315396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:38.320287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:38.320379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:41.324800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:41.328505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:41.333008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:41.336808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:41.340156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:41.340238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:44.346028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:44.351461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:44.357065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:44.362192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:44.366953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:44.367060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:47.371885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:47.375543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:47.378832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:47.382050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:47.385227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:47.385294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:50.389795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:50.393104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:50.396275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:50.399542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:50.402834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:50.402906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:53.407793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:53.411889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:53.415669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:53.419595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:53.423662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:53.423791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:56.429725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:56.433914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:56.437340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:56.441035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:56.444460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:56.444536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:59.449743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:59.454054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:59.457605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:38:59.461293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:59.465392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:59.465528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:02.471678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:02.477305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:02.481490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:02.485362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:02.489512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:02.489593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:05.493935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:05.497626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:05.501547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:05.505366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:05.509219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:05.509317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:08.515130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:08.520250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:08.525114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:08.530109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:08.534844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:08.534957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:11.540812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:11.544626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:11.547995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:11.552108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:11.556150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:11.556265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:14.561976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:14.566847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:14.570934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:14.575149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:14.578578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:14.578673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:17.584943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:17.589812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:17.594470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:17.598775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:17.602844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:17.602969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:20.607994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:20.611690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:20.615003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:20.618394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:20.622106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:20.622191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:23.626797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:23.630810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:23.635012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:23.638462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:23.642267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:23.642376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:26.647157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:26.651314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:26.654931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:26.658544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:26.662701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:26.663005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:29.668803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:29.672862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:29.677774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:29.681925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:29.685488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:29.685585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:32.691090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:32.694407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:32.697675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:32.701524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:32.705189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:32.705272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:35.709617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:35.713082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:35.716368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:35.719707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:35.723083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:35.723164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:38.727999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:38.731636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:38.735230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:38.738753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:38.742289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:38.742368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:41.747287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:41.750992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:41.754576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:41.758129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:41.761775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:41.761861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:44.766774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:44.770906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:44.774761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:44.778467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:44.782146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:44.782252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:47.789118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:47.794587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:47.800265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:47.806910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:47.813209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:47.813363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:50.818756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:50.823110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:50.827001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:50.831275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:50.836475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:50.836602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:53.841886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:53.845899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:53.849824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:53.853668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:53.857869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:53.857974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:56.862982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:56.866761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:56.870425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:56.874001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:56.877673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:56.877766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:59.882424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:59.886186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:59.889971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:39:59.893725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:59.897539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:59.897659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:02.902377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:02.905884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:02.909462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:02.913133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:02.916726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:02.916824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:05.921331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:05.924975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:05.931809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:05.935270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:05.938861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:05.938954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:08.945401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:08.950295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:08.956183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:08.961134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:08.966168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:08.966328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:11.971491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:11.975042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:11.978967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:11.982686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:11.986266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:11.986345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:14.991394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:14.996055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:15.001115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:15.005963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:15.010616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:15.010748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:18.016382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:18.021314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:18.026884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:18.032312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:18.037952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:18.038112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:21.044209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:21.049032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:21.054209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:21.062073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:21.066918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:21.067024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:24.073930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:24.080084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:24.085054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:24.089600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:24.094385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:24.094507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:27.100144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:27.104083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:27.107880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:27.111600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:27.115151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:27.115226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:30.121000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:30.125104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:30.128983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:30.132757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:30.136401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:30.136513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:33.143170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:33.148257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:33.152518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:33.156527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:33.160802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:33.160931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:36.167094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:36.173232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:36.177551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:36.181828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:36.185624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:36.185734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:39.191393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:39.195954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:39.200203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:39.204054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:39.207791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:39.207888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:42.214001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:42.219140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:42.223814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:42.228542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:42.232698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:42.232830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:45.239305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:45.244885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:45.249754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:45.253570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:45.257197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:45.257303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:48.262264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:48.267004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:48.272146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:48.277693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:48.282491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:48.282623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:51.288430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:51.293322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:51.298103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:51.303116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:51.308319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:51.308444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:54.314669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:54.320325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:54.326779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:54.332900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:54.337327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:54.337448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:57.342433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:57.346080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:57.349549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:40:57.353941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:57.358433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:57.358547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:00.364131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:00.367856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:00.371337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:00.376122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:00.380186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:00.380258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:03.385367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:03.389184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:03.395285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:03.401345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:03.406892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:03.407014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:06.414757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:06.420744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:06.426537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:06.430885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:06.434897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:06.435005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:09.440304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:09.444059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:09.447899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:09.451548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:09.455102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:09.455200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:12.461046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:12.465568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:12.470108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:12.475730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:12.480614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:12.480786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:15.485936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:15.489416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:15.493546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:15.497802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:15.503005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:15.503245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:18.508195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:18.511838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:18.515329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:18.519013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:18.523738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:18.523865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:21.529102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:21.533221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:21.537405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:21.541080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:21.544654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:21.544738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:24.549949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:24.553730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:24.558121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:24.562089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:24.565870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:24.565962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:27.570662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:27.575056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:27.579002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:27.582570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:27.586168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:27.586273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:30.591323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:30.594942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:30.598250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:30.601489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:30.604676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:30.604747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:33.609410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:33.612996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:33.616436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:33.620328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:33.624679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:33.624851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:36.629868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:36.633798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:36.637751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:36.641193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:36.644593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:36.644699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:39.650426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:39.653790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:39.657015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:39.664468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:39.668184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:39.668255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:42.673236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:42.677067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:42.681231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:42.685208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:42.689129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:42.689227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:45.694988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:45.699320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:45.703181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:45.706897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:45.710662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:45.710748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:48.715576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:48.719017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:48.722214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:48.725422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:48.728692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:48.728765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:51.734207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:51.738126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:51.741955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:51.745789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:51.749954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:51.750105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:54.756480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:54.760918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:54.766333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:54.771022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:54.774510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:54.774600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:57.779691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:57.783561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:57.787919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:41:57.792427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:57.796991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:57.797152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:00.803349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:00.808205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:00.813510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:00.819439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:00.823373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:00.823469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:03.833181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:03.840573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:03.849513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:03.857533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:03.864060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:03.864206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:06.869176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:06.872549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:06.875776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:06.879017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:06.882250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:06.882321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:09.889263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:09.893958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:09.897448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:09.900652] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:09.903827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:09.903913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:12.908660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:12.912331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:12.916757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:12.920504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:12.924038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:12.924127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:15.931039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:15.936007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:15.940376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:15.944598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:15.948332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:15.948411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:18.954956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:18.960134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:18.964490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:18.968741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:18.972032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:18.972104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:21.977082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:21.980905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:21.985204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:21.989524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:21.993716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:21.993804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:25.000032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:25.006179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:25.011240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:25.015879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:25.020300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:25.020434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:28.026110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:28.030114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:28.034125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:28.038017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:28.042808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:28.042935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:31.047834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:31.051415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:31.055189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:31.058947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:31.062513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:31.062584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:34.068122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:34.071778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:34.075160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:34.078808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:34.082400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:34.082474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:37.087595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:37.092398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:37.097468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:37.102156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:37.106325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:37.106419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:40.112311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:40.117387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:40.121977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:40.126361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:40.130613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:40.130723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:43.136013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:43.141059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:43.146188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:43.149815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:43.153109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:43.153185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:46.159964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:46.165586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:46.171110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:46.176471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:46.180715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:46.180829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:49.185443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:49.189008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:49.192431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:49.195838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:49.199336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:49.199419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:52.204975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:52.209441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:52.213539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:52.217851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:52.222057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:52.222157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:55.229878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:55.236050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:55.241938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:55.248363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:55.253337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:55.253439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:58.259962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:58.265609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:58.270871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:42:58.276171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:58.281341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:58.281484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:01.286733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:01.290578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:01.294045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:01.298404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:01.302870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:01.302994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:04.308008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:04.313044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:04.317612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:04.322607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:04.327062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:04.327281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:07.332816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:07.336825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:07.340509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:07.344340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:07.348114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:07.348201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:10.354483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:10.358882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:10.362906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:10.366852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:10.371450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:10.371550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:13.376729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:13.381319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:13.386033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:13.390826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:13.394629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:13.394731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:16.401611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:16.406813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:16.411263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:16.415468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:16.420095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:16.420218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:19.425046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:19.429740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:19.433340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:19.436860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:19.440419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:19.440503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:22.445564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:22.448976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:22.452188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:22.455448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:22.458666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:22.458752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:25.463541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:25.467537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:25.471475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:25.475637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:25.479779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:25.479918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:28.484862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:28.488636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:28.492401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:28.495974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:28.499691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:28.499799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:31.504572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:31.508118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:31.511537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:31.514962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:31.518266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:31.518358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:34.523450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:34.527148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:34.530950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:34.534492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:34.539310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:34.539480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:37.544369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:37.548102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:37.551742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:37.555304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:37.558738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:37.558823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:40.563533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:40.567063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:40.570378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:40.573629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:40.576938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:40.577009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:43.581734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:43.585192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:43.589083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:43.593047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:43.596533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:43.596613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:46.601160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:46.604950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:46.608518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:46.611823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:46.615430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:46.615508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:49.620253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:49.623583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:49.626863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:49.630066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:49.633264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:49.633333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:52.638537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:52.642035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:52.645352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:52.648755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:52.652164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:52.652257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:55.656520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:55.660172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:55.663766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:55.667506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:55.671007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:55.671092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:58.678118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:58.683907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:58.689381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:43:58.694934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:58.700588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:58.700767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:01.706582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:01.711332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:01.715612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:01.720821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:01.726501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:01.726607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:04.733280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:04.738915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:04.744433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:04.749230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:04.753873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:04.754002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:07.761700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:07.767571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:07.772911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:07.779045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:07.784795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:07.784976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:10.790834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:10.795086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:10.798920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:10.803028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:10.806863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:10.806965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:13.813122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:13.818804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:13.822548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:13.825716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:13.829487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:13.829562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:16.834050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:16.837440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:16.841060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:16.844953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:16.848460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:16.848542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:19.853148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:19.857177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:19.861096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:19.864962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:19.868714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:19.868805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:22.874269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:22.877922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:22.881159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:22.884593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:22.888063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:22.888137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:25.893448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:25.897476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:25.901073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:25.904406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:25.907885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:25.907977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:28.914662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:28.919367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:28.923285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:28.928702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:28.933312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:28.933433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:31.938445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:31.941811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:31.945309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:31.948666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:31.952789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:31.952923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:34.958738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:34.963298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:34.967913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:34.972486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:34.977107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:34.977233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:37.982023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:37.985662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:37.989347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:37.992706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:37.996384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:37.996473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:41.001838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:41.005763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:41.009407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:41.012940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:41.016672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:41.016761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:44.022979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:44.026678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:44.030311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:44.033823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:44.037293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:44.037377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:47.042379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:47.046123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:47.049589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:47.053054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:47.056495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:47.056572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:50.062613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:50.066547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:50.070702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:50.074362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:50.078052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:50.078143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:53.083082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:53.086514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:53.089853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:53.093039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:53.096249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:53.096321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:56.101624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:56.106078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:56.110949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:56.115964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:56.120896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:56.121062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:59.125789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:59.129291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:59.132469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:44:59.135991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:59.140051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:59.140155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:02.145481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:02.150447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:02.154658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:02.158278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:02.161637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:02.161724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:05.167797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:05.172909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:05.177283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:05.181668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:05.186594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:05.186781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:08.193596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:08.198596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:08.202506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:08.206513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:08.211542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:08.211712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:11.217071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:11.221068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:11.224812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:11.228502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:11.232253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:11.232356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:14.239331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:14.244715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:14.248591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:14.252155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:14.256558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:14.256739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:17.261818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:17.265841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:17.269783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:17.273230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:17.276729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:17.276817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:20.282254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:20.286488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:20.290018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:20.293512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:20.296915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:20.296988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:23.302722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:23.306360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:23.309696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:23.313423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:23.317245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:23.317329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:26.323860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:26.327605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:26.330895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:26.334555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:26.338023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:26.338100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:29.344694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:29.350157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:29.354595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:29.358801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:29.363550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:29.363740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:32.369799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:32.374344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:32.378492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:32.383245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:32.387847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:32.387958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:35.392402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:35.396854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:35.400368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:35.403833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:35.407252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:35.407332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:38.412322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:38.416183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:38.420858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:38.426066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:38.431000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:38.431125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:41.437065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:41.441053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:41.444937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:41.448521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:41.452221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:41.452305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:44.457113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:44.460790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:44.464405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:44.467977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:44.471424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:44.471510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:47.476603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:47.481607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:47.485873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:47.490158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:47.494034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:47.494126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:50.500009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:50.504240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:50.508667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:50.512834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:50.516901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:50.517027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:53.522035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:53.525546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:53.528928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:53.532204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:53.535478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:53.535570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:56.540901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:56.544637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:56.548858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:56.552936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:56.556496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:56.556592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:59.561478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:59.565269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:59.568877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:45:59.572329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:59.575812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:59.575890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:02.580717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:02.584271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:02.587853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:02.591500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:02.594946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:02.595030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:05.600299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:05.604088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:05.607938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:05.611669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:05.615319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:05.615421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:08.621203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:08.625208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:08.629153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:08.633429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:08.639586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:08.639784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:11.645619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:11.650096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:11.655702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:11.661057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:11.665469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:11.665570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:14.671090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:14.675100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:14.678748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:14.682574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:14.686381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:14.686487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:17.692841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:17.697748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:17.702474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:17.706473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:17.709998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:17.710080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:20.714518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:20.718329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:20.721932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:20.725204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:20.732575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:20.732743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:23.740630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:23.746140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:23.751049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:23.755623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:23.759319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:23.759394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:26.764497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:26.768831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:26.772621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:26.777169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:26.781458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:26.781572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:29.787151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:29.791985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:29.796179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:29.801462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:29.807189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:29.807389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:32.813253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:32.817467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:32.821143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:32.825100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:32.828486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:32.828560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:35.834372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:35.838931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:35.842898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:35.846704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:35.850142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:35.850217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:38.856675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:38.861565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:38.866629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:38.871913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:38.877705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:38.877890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:41.883937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:41.888975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:41.893730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:41.898022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:41.903211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:41.903353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:44.909777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:44.915588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:44.921053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:44.925620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:44.930737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:44.930817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:47.936716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:47.940633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:47.944166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:47.947694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:47.951614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:47.951714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:50.956841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:50.960561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:50.964038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:50.967518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:50.971100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:50.971174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:53.978050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:53.983345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:53.989010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:53.994080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:53.998615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:53.998740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:57.005905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:57.011700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:57.015399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:46:57.019135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:57.022512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:57.022579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:00.028155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:00.032048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:00.035457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:00.038818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:00.042227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:00.042302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:03.048031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:03.052014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:03.055594] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:03.059392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:03.063672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:03.063787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:06.071709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:06.075886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:06.079288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:06.082560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:06.085821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:06.085891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:09.090873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:09.094463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:09.097982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:09.101387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:09.104785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:09.104878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:12.109063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:12.112478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:12.117522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:12.122359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:12.127400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:12.127526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:15.132520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:15.136568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:15.140695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:15.144518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:15.148316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:15.148429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:18.152930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:18.156403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:18.159906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:18.163305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:18.166742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:18.166828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:21.171903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:21.175538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:21.179209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:21.182855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:21.186460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:21.186543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:24.191338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:24.194814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:24.198520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:24.202051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:24.205464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:24.205548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:27.211669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:27.215525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:27.219806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:27.223540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:27.226827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:27.226901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:30.231481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:30.235257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:30.238933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:30.242554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:30.246134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:30.246225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:33.253334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:33.258347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:33.263142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:33.267834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:33.275722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:33.275886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:36.281577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:36.285672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:36.289591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:36.293507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:36.297973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:36.298111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:39.304437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:39.308472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:39.311849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:39.315176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:39.319959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:39.320117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:42.324912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:42.328899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:42.332996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:42.337024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:42.341024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:42.341146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:45.348133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:45.352909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:45.356421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:45.360226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:45.363763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:45.363841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:48.369463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:48.373392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:48.376777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:48.380203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:48.383584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:48.383683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:51.389500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:51.394560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:51.399874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:51.403992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:51.407597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:51.407687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:54.412715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:54.416423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:54.420144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:54.423787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:54.427428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:54.427536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:57.432569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:57.436592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:57.440429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:47:57.444433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:57.448214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:57.448306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:00.455148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:00.459400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:00.463268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:00.467197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:00.471485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:00.471570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:03.477453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:03.481356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:03.484812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:03.488336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:03.492425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:03.492519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:06.498283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:06.502637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:06.506861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:06.510697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:06.515218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:06.515362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:09.521167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:09.525954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:09.530609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:09.534885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:09.538666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:09.538774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:12.543828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:12.547779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:12.551153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:12.554392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:12.558325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:12.558397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:15.562766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:15.566417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:15.569986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:15.573250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:15.576445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:15.576515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:18.583439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:18.588137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:18.592064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:18.595604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:18.599091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:18.599181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:21.605550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:21.610696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:21.614933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:21.618925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:21.623343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:21.623480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:24.630066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:24.635486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:24.641686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:24.646300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:24.650817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:24.650897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:27.658711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:27.664334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:27.668302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:27.672872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:27.676988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:27.677083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:30.681718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:30.685200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:30.688554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:30.691844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:30.695088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:30.695161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:33.701255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:33.705068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:33.708445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:33.711755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:33.715429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:33.715502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:36.721119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:36.725307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:36.729522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:36.734485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:36.738907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:36.739001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:39.745195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:39.750785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:39.756322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:39.761974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:39.766976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:39.767099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:42.772687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:42.776372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:42.779857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:42.783237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:42.786700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:42.786777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:45.792878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:45.796602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:45.800364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:45.804118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:45.808794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:45.808967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:48.814511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:48.818722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:48.822497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:48.826185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:48.829806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:48.829903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:51.835939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:51.840300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:51.844542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:51.848445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:51.852923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:51.853022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:54.859425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:54.864321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:54.868533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:54.872035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:54.875546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:54.875623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:57.880323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:57.883858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:57.887095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:48:57.890958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:57.894155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:57.894229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:00.898966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:00.903035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:00.906481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:00.909960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:00.913496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:00.913569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:03.918453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:03.922427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:03.926166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:03.929985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:03.933674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:03.933773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:06.939247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:06.943851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:06.948267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:06.952076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:06.955786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:06.955884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:09.961938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:09.965882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:09.969456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:09.973723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:09.978436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:09.978621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:12.984509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:12.990219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:12.995052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:12.999890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:13.005208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:13.005322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:16.010503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:16.014195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:16.018184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:16.022015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:16.025571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:16.025692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:19.032734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:19.037803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:19.045497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:19.050024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:19.054428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:19.054539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:22.064753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:22.069385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:22.073445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:22.077693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:22.081613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:22.081723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:25.087836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:25.092055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:25.096365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:25.100596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:25.104218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:25.104303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:28.111883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:28.116885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:28.121157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:28.124903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:28.128858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:28.128947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:31.135143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:31.140541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:31.146149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:31.151219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:31.156287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:31.156435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:34.163186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:34.168619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:34.173436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:34.179155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:34.184635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:34.184792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:37.190983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:37.195232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:37.199129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:37.203169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:37.206851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:37.206928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:40.212538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:40.218027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:40.223558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:40.229490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:40.235016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:40.235132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:43.239884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:43.243634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:43.247041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:43.250499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:43.253680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:43.253754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:46.258287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:46.261835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:46.266743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:46.271490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:46.275460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:46.275613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:49.281851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:49.286691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:49.290916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:49.294514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:49.298170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:49.298262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:52.302852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:52.306606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:52.309940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:52.313211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:52.317175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:52.317326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:55.322037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:55.325520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:55.328932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:55.332308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:55.335612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:55.335720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:58.340222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:58.343877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:58.347268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:49:58.350663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:58.353936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:58.354011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:01.359542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:01.364500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:01.369880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:01.375167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:01.380211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:01.380342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:04.385566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:04.389958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:04.393268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:04.396603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:04.400447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:04.400519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:07.405986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:07.414038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:07.419150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:07.424515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:07.429286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:07.429407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:10.435183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:10.439764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:10.444274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:10.448520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:10.452241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:10.452326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:13.457912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:13.462289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:13.466185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:13.469578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:13.473046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:13.473121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:16.478595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:16.482408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:16.486158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:16.489779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:16.493101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:16.493172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:19.499852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:19.504382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:19.509724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:19.514902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:19.518807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:19.518914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:22.524394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:22.533729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:22.539347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:22.544485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:22.549707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:22.549843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:25.555618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:25.559951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:25.564618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:25.568575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:25.571918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:25.571995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:28.576386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:28.580325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:28.583922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:28.587336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:28.590774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:28.590848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:31.595745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:31.599322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:31.602633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:31.605901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:31.609583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:31.609709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:34.614435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:34.618180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:34.621738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:34.625078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:34.628551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:34.628630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:37.633545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:37.637017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:37.640385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:37.643673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:37.646875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:37.646944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:40.651993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:40.655540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:40.658938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:40.662311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:40.665749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:40.665824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:43.670948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:43.674889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:43.678701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:43.682399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:43.686269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:43.686361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:46.691262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:46.695145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:46.698578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:46.701942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:46.705271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:46.705374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:49.710795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:49.715606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:49.719415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:49.722804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:49.726094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:49.726171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:52.730969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:52.734754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:52.738941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:52.742531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:52.745963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:52.746055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:55.751301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:55.755557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:55.760103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:55.764324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:55.768217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:55.768312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:58.773070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:58.777579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:58.781909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:50:58.786367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:58.790774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:58.790912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:01.797726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:01.801671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:01.804982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:01.808295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:01.811702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:01.811778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:04.819167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:04.823870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:04.827371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:04.830861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:04.834264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:04.834336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:07.839272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:07.843133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:07.846404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:07.849692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:07.852909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:07.852978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:10.859655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:10.864283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:10.868178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:10.871569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:10.874949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:10.875026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:13.880548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:13.884438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:13.887742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:13.891023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:13.894196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:13.894263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:16.899023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:16.903078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:16.906920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:16.910589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:16.914125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:16.914215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:19.919494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:19.922994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:19.926331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:19.929860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:19.933208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:19.933295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:22.938171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:22.941940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:22.945509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:22.949068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:22.952588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:22.952701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:25.957547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:25.961196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:25.965329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:25.969266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:25.972721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:25.972812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:28.978070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:28.981889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:28.985592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:28.989120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:28.992984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:28.993081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:31.998158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:32.002269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:32.005909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:32.009560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:32.013082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:32.013157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:35.018704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:35.023130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:35.027023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:35.030773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:35.034203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:35.034274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:38.038869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:38.042464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:38.045934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:38.049467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:38.052801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:38.052893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:41.059263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:41.065092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:41.070319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:41.075028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:41.079825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:41.079964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:44.085583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:44.089940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:44.094478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:44.099156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:44.103579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:44.103742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:47.108731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:47.112774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:47.117159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:47.121255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:47.125235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:47.125336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:50.129983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:50.133446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:50.136747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:50.140100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:50.143310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:50.143380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:53.149387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:53.154902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:53.160467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:53.164602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:53.168297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:53.168370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:56.173621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:56.177625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:56.181364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:56.184957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:56.188672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:56.188760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:59.193849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:59.197350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:59.200591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:51:59.204560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:59.208284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:59.208383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:02.213828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:02.217569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:02.221989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:02.226257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:02.229868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:02.229943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:05.235394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:05.239255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:05.243112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:05.247028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:05.250509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:05.250585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:08.255727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:08.259715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:08.263365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:08.267045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:08.270570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:08.270669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:11.275162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:11.279955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:11.284845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:11.290859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:11.296237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:11.296369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:14.301839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:14.305540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:14.309281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:14.312694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:14.316067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:14.316141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:17.320755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:17.324553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:17.328350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:17.331996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:17.335266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:17.335342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:20.340710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:20.345235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:20.349489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:20.353607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:20.357864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:20.357998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:23.362995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:23.366456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:23.369896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:23.373122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:23.376590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:23.376676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:26.381715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:26.385436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:26.389123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:26.392739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:26.396301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:26.396396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:29.402699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:29.406534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:29.410456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:29.414054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:29.417883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:29.417987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:32.423678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:32.428147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:32.433356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:32.439058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:32.442816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:32.442894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:35.449966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:35.454452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:35.458304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:35.461813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:35.465529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:35.465608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:38.470529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:38.473942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:38.477348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:38.480697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:38.484057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:38.484141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:41.489801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:41.493534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:41.496831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:41.500073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:41.503205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:41.503276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:44.509086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:44.512940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:44.516322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:44.520242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:44.523546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:44.523614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:47.530269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:47.535681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:47.540815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:47.545992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:47.549847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:47.549957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:50.556014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:50.560150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:50.564684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:50.569822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:50.574158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:50.574245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:53.580488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:53.585351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:53.590013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:53.594867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:53.599346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:53.599469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:56.605242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:56.609245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:56.612998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:56.616717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:56.620468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:56.620548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:59.626870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:59.631392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:59.635045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:52:59.638502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:59.641859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:59.641929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:02.648023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:02.652609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:02.657137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:02.661135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:02.666154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:02.666322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:05.671621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:05.676097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:05.679906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:05.683372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:05.686806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:05.686880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:08.691743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:08.695698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:08.699482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:08.703608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:08.710715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:08.710846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:11.715537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:11.719818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:11.724078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:11.727959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:11.731584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:11.731705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:14.736960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:14.740980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:14.744684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:14.748252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:14.751938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:14.752039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:17.756632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:17.760095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:17.764124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:17.767760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:17.771472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:17.771553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:20.776520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:20.780838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:20.784839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:20.789791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:20.793817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:20.793892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:23.799169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:23.802787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:23.806557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:23.810089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:23.813626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:23.813724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:26.819554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:26.825488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:26.830056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:26.833730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:26.837414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:26.837506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:29.842773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:29.846506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:29.849824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:29.853114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:29.857008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:29.857144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:32.862193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:32.865829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:32.869275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:32.872482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:32.875713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:32.875785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:35.881039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:35.884692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:35.888018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:35.891495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:35.895108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:35.895177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:38.900999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:38.905342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:38.909936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:38.913869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:38.917443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:38.917524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:41.923669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:41.928318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:41.932419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:41.936450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:41.940725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:41.940835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:44.947030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:44.951569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:44.955042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:44.958353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:44.961704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:44.961778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:47.968084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:47.972592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:47.976766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:47.981305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:47.985237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:47.985313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:50.989915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:50.995217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:51.000040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:51.004272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:51.009224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:51.009345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:54.015665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:54.019701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:54.024161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:54.028247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:54.031606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:54.031693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:57.036868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:57.040390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:57.044189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:53:57.048169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:57.051766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:57.051851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:00.059498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:00.065249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:00.070636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:00.076494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:00.081850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:00.081976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:03.088271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:03.091964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:03.097265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:03.101953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:03.105946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:03.106042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:06.111101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:06.114611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:06.119317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:06.124868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:06.129498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:06.129621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:09.134349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:09.137764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:09.140952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:09.144118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:09.147294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:09.147365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:12.152696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:12.156446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:12.160122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:12.163615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:12.168240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:12.168405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:15.173549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:15.177737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:15.181190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:15.184668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:15.188057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:15.188126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:18.193950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:18.198076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:18.202603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:18.206705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:18.211517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:18.211630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:21.216816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:21.221428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:21.225336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:21.230045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:21.235242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:21.235386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:24.240834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:24.245022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:24.249208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:24.253719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:24.258957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:24.259084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:27.264053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:27.267906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:27.271973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:27.276032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:27.280025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:27.280099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:30.284965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:30.288574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:30.291960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:30.295370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:30.298814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:30.298887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:33.304427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:33.308116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:33.311590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:33.315729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:33.319469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:33.319562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:36.325150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:36.329020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:36.332600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:36.337024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:36.341449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:36.341554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:39.347699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:39.351311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:39.354698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:39.358769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:39.362500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:39.362579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:42.368838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:42.372728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:42.376911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:42.381328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:42.385510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:42.385585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:45.390874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:45.394987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:45.402281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:45.406421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:45.410573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:45.410712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:48.416542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:48.420635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:48.425081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:48.429118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:48.432777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:48.432848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:51.438995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:51.443390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:51.447705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:51.451666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:51.455998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:51.456101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:54.460935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:54.464697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:54.468145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:54.471708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:54.475424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:54.475523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:57.481790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:57.486430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:57.490438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:54:57.494256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:57.498321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:57.498416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:00.503820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:00.507388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:00.510669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:00.513866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:00.517087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:00.517158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:03.522063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:03.525626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:03.529040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:03.532396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:03.535741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:03.535826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:06.541182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:06.544972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:06.550252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:06.555272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:06.560021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:06.560189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:09.566184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:09.570261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:09.573932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:09.577402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:09.580799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:09.580878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:12.586660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:12.591340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:12.595770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:12.600280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:12.604702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:12.604812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:15.610222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:15.613708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:15.616985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:15.620287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:15.623488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:15.623557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:18.628455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:18.633171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:18.637116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:18.641191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:18.645193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:18.645321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:21.650360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:21.654084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:21.657763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:21.661174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:21.664679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:21.664769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:24.669188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:24.672538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:24.675873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:24.679137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:24.682394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:24.682468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:27.691026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:27.698218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:27.708086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:27.715126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:27.721819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:27.721985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:30.727749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:30.732727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:30.738230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:30.741969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:30.745409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:30.745477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:33.750246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:33.753718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:33.757117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:33.760531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:33.764916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:33.765040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:36.771106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:36.775565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:36.779938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:36.784842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:36.793043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:36.793218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:39.798393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:39.802243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:39.805998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:39.809793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:39.813609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:39.813732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:42.818226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:42.821593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:42.824906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:42.828150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:42.831353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:42.831424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:45.836054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:45.839522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:45.842886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:45.846145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:45.849380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:45.849451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:48.855435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:48.859069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:48.862399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:48.865693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:48.869058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:48.869132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:51.875489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:51.879582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:51.883159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:51.888567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:51.892287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:51.892368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:54.897757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:54.901500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:54.905953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:54.909883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:54.913456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:54.913532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:57.918676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:57.923109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:57.928188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:55:57.932602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:57.936388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:57.936484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:00.941503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:00.945263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:00.948510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:00.951837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:00.955108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:00.955270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:03.960964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:03.964696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:03.968288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:03.971700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:03.975137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:03.975212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:06.982334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:06.987805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:06.991933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:06.995621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:06.999723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:06.999803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:10.005765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:10.010096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:10.015793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:10.020563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:10.024380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:10.024476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:13.029252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:13.032791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:13.036262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:13.039727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:13.043129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:13.043209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:16.049659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:16.053664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:16.059444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:16.065166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:16.070024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:16.070123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:19.076369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:19.081222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:19.086686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:19.091433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:19.096832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:19.096936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:22.102182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:22.106463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:22.110726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:22.114422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:22.118341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:22.118440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:25.124314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:25.128178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:25.132075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:25.135418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:25.138789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:25.138858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:28.144176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:28.148309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:28.152776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:28.156821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:28.160451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:28.160523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:31.165800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:31.169922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:31.173272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:31.176461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:31.179781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:31.179850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:34.186481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:34.192437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:34.197905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:34.203028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:34.207632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:34.207805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:37.213456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:37.218028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:37.221612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:37.225879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:37.229541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:37.229622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:40.235594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:40.241236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:40.245787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:40.249984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:40.254160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:40.254258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:43.260367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:43.264735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:43.268770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:43.272378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:43.275823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:43.275906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:46.281031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:46.284608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:46.288478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:46.292220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:46.296033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:46.296134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:49.301638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:49.305688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:49.309392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:49.312942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:49.316445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:49.316532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:52.324059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:52.330822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:52.335825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:52.341988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:52.345939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:52.346011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:55.351022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:55.354782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:55.358381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:55.361948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:55.366251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:55.366336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:58.372574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:58.377973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:58.382989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:56:58.388037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:58.393174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:58.393286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:01.399166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:01.404155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:01.409025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:01.413203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:01.417062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:01.417165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:04.422529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:04.426394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:04.429953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:04.433261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:04.436973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:04.437062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:07.445505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:07.453184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:07.459837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:07.466272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:07.473252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:07.473470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:10.478919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:10.482462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:10.485824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:10.489204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:10.492982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:10.493063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:13.498833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:13.503264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:13.507816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:13.511154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:13.514309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:13.514381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:16.518900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:16.522502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:16.526090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:16.529625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:16.533332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:16.533413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:19.538311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:19.541666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:19.546113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:19.550986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:19.556074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:19.556236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:22.562754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:22.568495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:22.572788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:22.576265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:22.579952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:22.580036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:25.584954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:25.588298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:25.591471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:25.594669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:25.597885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:25.597954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:28.602877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:28.606757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:28.610211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:28.613551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:28.616917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:28.617016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:31.623179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:31.627931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:31.631336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:31.635412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:31.640232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:31.640306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:34.645121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:34.648792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:34.654716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:34.659223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:34.662841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:34.662971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:37.668707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:37.673146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:37.677722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:37.682244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:37.686667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:37.686756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:40.691687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:40.695742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:40.699597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:40.703391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:40.707012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:40.707129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:43.712112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:43.715738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:43.719231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:43.722617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:43.725880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:43.725970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:46.732717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:46.737544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:46.741954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:46.746029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:46.751728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:46.751869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:49.756825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:49.760279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:49.763528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:49.766766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:49.769975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:49.770047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:52.775701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:52.779806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:52.784198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:52.789273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:52.793419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:52.793621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:55.798224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:55.801660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:55.805712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:55.811039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:55.815286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:55.815393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:58.820166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:58.823496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:58.826891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:57:58.830488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:58.834151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:58.834243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:01.838731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:01.842162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:01.846307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:01.850417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:01.854025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:01.854114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:04.859314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:04.863036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:04.866251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:04.869470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:04.872633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:04.872718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:07.877607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:07.881059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:07.884412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:07.887722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:07.891105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:07.891198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:10.896030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:10.899713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:10.902935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:10.906094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:10.909419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:10.909491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:13.913871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:13.917257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:13.920542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:13.923777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:13.926948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:13.927018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:16.931715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:16.936694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:16.941566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:16.945931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:16.950282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:16.950420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:19.955463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:19.959760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:19.963416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:19.966810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:19.970111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:19.970185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:22.975580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:22.983459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:22.987812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:22.991529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:22.994907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:22.994987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:25.999738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:26.003208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:26.006915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:26.010255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:26.014295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:26.014367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:29.020044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:29.024311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:29.029503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:29.034731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:29.039194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:29.039312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:32.044294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:32.047720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:32.050912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:32.054531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:32.059067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:32.059177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:35.064231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:35.067766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:35.071210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:35.074713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:35.078044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:35.078135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:38.083835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:38.088873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:38.093281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:38.097738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:38.101749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:38.101832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:41.108040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:41.114014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:41.120262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:41.126290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:41.131971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:41.132105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:44.137313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:44.141060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:44.144663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:44.148333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:44.152259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:44.152393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:47.158307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:47.162712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:47.166261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:47.169823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:47.173207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:47.173278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:50.178372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:50.181916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:50.185092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:50.188275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:50.191437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:50.191505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:53.196404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:53.200448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:53.204320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:53.207994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:53.211435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:53.211512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:56.216151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:56.219527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:56.222815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:56.226162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:56.229515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:56.229592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:59.234604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:59.238047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:59.241295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:58:59.244510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:59.247815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:59.247887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:02.255607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:02.262444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:02.268772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:02.274071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:02.279508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:02.279678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:05.284823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:05.288687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:05.292617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:05.296226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:05.299957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:05.300044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:08.305005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:08.309146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:08.312602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:08.316425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:08.320016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:08.320112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:11.326151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:11.331169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:11.335825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:11.340690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:11.345351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:11.345447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:14.350263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:14.354029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:14.357253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:14.360442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:14.363882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:14.363956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:17.369829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:17.373390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:17.379046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:17.383487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:17.388524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:17.388668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:20.393371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:20.397044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:20.400461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:20.403808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:20.407355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:20.407441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:23.412013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:23.415620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:23.419042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:23.422417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:23.425790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:23.425870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:26.430880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:26.434524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:26.438011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:26.441466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:26.445128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:26.445207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:29.451099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:29.455002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:29.458911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:29.462487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:29.466100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:29.466177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:32.470741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:32.474231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:32.477543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:32.480920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:32.484220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:32.484298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:35.490352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:35.494897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:35.499380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:35.503767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:35.508110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:35.508193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:38.512569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:38.517242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:38.520828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:38.524626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:38.527930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:38.528001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:41.533466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:41.537568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:41.542303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:41.546130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:41.549509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:41.549578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:44.554685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:44.559739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:44.564047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:44.569325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:44.573727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:44.573796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:47.578583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:47.582412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:47.586228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:47.590049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:47.593835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:47.593928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:50.599222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:50.603659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:50.608313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:50.613488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:50.617655] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:50.617736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:53.622812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:53.626790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:53.630737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:53.634469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:53.638115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:53.638215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:56.645468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:56.651738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:56.656409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:56.660494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:56.664465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:56.664539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:59.669468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:59.673354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:59.677388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T17:59:59.680627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:59.683805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:59.683873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:02.690851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:02.697755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:02.702512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:02.707148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:02.711684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:02.712032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:05.718375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:05.723315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:05.728215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:05.732915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:05.737921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:05.738009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:08.743067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:08.747667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:08.751303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:08.754820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:08.758290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:08.758372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:11.765520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:11.771908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:11.777111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:11.781812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:11.786684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:11.786831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:14.792439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:14.797551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:14.803298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:14.807798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:14.812246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:14.812353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:17.818832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:17.824568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:17.829469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:17.834336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:17.840069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:17.840402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:20.846072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:20.850342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:20.855006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:20.859747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:20.863536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:20.863625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:23.869451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:23.875252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:23.880032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:23.884675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:23.890322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:23.890497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:26.895632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:26.899743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:26.903363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:26.907218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:26.911157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:26.911287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:29.916132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:29.919811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:29.924546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:29.929563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:29.933959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:29.934083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:32.939468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:32.943503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:32.947945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:32.952133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:32.955666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:32.955744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:35.961796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:35.965874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:35.969874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:35.973531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:35.978087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:35.978228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:38.984214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:38.989038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:38.993038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:38.996765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:39.000528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:39.000635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:42.007934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:42.013142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:42.018547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:42.023624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:42.028880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:42.029033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:45.035062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:45.038836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:45.042540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:45.045958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:45.049438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:45.049517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:48.053837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:48.057289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:48.060541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:48.063826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:48.067078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:48.067153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:51.072612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:51.076205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:51.079468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:51.083031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:51.086427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:51.086517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:54.091526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:54.095366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:54.098811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:54.102108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:54.105304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:54.105374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:57.111433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:57.115385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:57.119121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:00:57.122750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:57.126573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:57.126682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:00.133186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:00.139283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:00.145085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:00.151140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:00.157482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:00.157629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:03.163280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:03.167363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:03.171410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:03.175087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:03.178613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:03.178726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:06.182852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:06.186458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:06.189900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:06.193291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:06.196714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:06.196813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:09.202071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:09.205705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:09.209107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:09.212414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:09.215797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:09.215868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:12.221669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:12.225725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:12.229275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:12.232780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:12.236411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:12.236510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:15.242775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:15.247168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:15.251193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:15.254805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:15.258860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:15.258939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:18.263588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:18.267117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:18.270474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:18.273800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:18.277139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:18.277236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:21.282568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:21.286476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:21.290347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:21.294039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:21.297747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:21.297840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:24.303929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:24.308626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:24.313535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:24.318453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:24.322410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:24.322487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:27.328773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:27.333588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:27.338373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:27.343004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:27.347609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:27.347738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:30.353763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:30.357777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:30.361913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:30.365901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:30.369816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:30.369898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:33.375784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:33.380858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:33.385286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:33.389568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:33.393705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:33.393798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:36.399637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:36.403573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:36.407114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:36.411362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:36.415602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:36.415732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:39.420448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:39.424357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:39.427775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:39.431101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:39.434341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:39.434412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:42.439617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:42.444092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:42.448407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:42.452055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:42.456375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:42.456514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:45.461968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:45.466266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:45.470661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:45.474781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:45.480516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:45.480757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:48.485322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:48.489104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:48.492368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:48.495728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:48.499222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:48.499308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:51.505001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:51.508859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:51.512292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:51.515674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:51.519539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:51.519626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:54.524336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:54.527682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:54.531455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:54.535012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:54.538375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:54.538458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:57.543098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:57.546392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:57.550895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:01:57.555292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:57.558679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:57.558750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:00.563375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:00.567283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:00.570558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:00.573771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:00.578057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:00.578169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:03.583464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:03.587334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:03.591062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:03.595431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:03.599880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:03.599964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:06.606017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:06.610435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:06.614496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:06.619098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:06.623567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:06.623677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:09.628848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:09.632994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:09.637559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:09.641272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:09.644758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:09.644851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:12.649755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:12.653307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:12.656718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:12.660104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:12.663689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:12.663774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:15.668863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:15.673018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:15.678491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:15.683053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:15.686583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:15.686686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:18.692601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:18.696736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:18.700719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:18.704281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:18.708883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:18.709047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:21.714732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:21.719204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:21.723503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:21.727412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:21.731110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:21.731180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:24.736349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:24.740879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:24.744893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:24.748688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:24.752787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:24.752880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:27.757668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:27.761254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:27.764688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:27.768058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:27.771571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:27.771680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:30.776955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:30.781367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:30.785418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:30.789481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:30.793156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:30.793226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:33.797518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:33.801658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:33.805916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:33.810138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:33.813963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:33.814057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:36.820360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:36.825911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:36.831704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:36.837024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:36.843255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:36.843373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:39.848014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:39.851690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:39.855245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:39.858869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:39.862477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:39.862565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:42.868116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:42.871929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:42.875166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:42.878549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:42.881907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:42.881985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:45.886693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:45.890224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:45.893514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:45.896809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:45.900172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:45.900247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:48.905864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:48.910119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:48.915130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:48.920117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:48.924277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:48.924413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:51.931007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:51.937244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:51.943248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:51.948620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:51.954295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:51.954410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:54.960933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:54.965465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:54.970476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:54.975482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:54.979799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:54.980083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:57.985862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:57.990418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:57.994549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:02:57.998051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:58.001797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:58.002025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:01.009491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:01.014444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:01.019329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:01.023267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:01.026808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:01.026886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:04.033252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:04.037408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:04.041186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:04.045335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:04.049047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:04.049123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:07.055245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:07.059037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:07.062674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:07.066309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:07.070396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:07.070473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:10.076423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:10.081476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:10.085629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:10.089211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:10.092516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:10.092587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:13.099239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:13.104565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:13.109317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:13.113577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:13.118408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:13.118558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:16.124378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:16.129038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:16.133814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:16.138204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:16.142679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:16.142850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:19.147633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:19.151027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:19.155139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:19.158799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:19.162227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:19.162317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:22.167016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:22.170731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:22.174555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:22.178509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:22.182367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:22.182464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:25.188792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:25.193967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:25.198869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:25.203486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:25.211107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:25.211221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:28.217019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:28.220986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:28.224489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:28.228023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:28.231850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:28.231940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:31.238508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:31.244056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:31.248941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:31.252955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:31.256925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:31.257023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:34.263048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:34.267723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:34.272204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:34.277480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:34.282919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:34.283044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:37.288717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:37.292495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:37.296135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:37.300704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:37.304619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:37.304711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:40.311178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:40.315955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:40.324570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:40.329063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:40.332495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:40.332571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:43.338832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:43.343475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:43.348047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:43.353009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:43.357288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:43.357361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:46.363124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:46.367575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:46.371955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:46.375896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:46.379592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:46.379695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:49.386415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:49.391052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:49.394838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:49.398620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:49.402248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:49.402337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:52.408884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:52.413096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:52.416679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:52.420114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:52.423483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:52.423562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:55.428758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:55.432657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:55.437002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:55.442493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:55.446561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:55.446664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:58.452737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:58.458107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:58.463867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:03:58.468903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:58.473722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:58.473822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:01.480042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:01.484406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:01.489056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:01.494128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:01.498336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:01.498429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:04.505112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:04.510129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:04.514079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:04.517677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:04.521091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:04.521162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:07.527022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:07.531008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:07.534550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:07.538245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:07.542116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:07.542212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:10.548829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:10.552909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:10.556935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:10.560458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:10.563884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:10.563963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:13.568968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:13.572564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:13.576012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:13.579824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:13.583883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:13.584001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:16.596326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:16.604257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:16.614526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:16.626543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:16.635318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:16.635549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:19.641819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:19.647035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:19.652659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:19.656819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:19.660187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:19.660260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:22.666400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:22.671501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:22.676349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:22.680918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:22.685025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:22.685122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:25.689981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:25.693510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:25.696820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:25.700123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:25.704283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:25.704404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:28.710075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:28.713489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:28.716915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:28.720153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:28.723401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:28.723470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:31.728372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:31.731741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:31.734897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:31.738150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:31.741332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:31.741402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:34.747223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:34.751877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:34.755041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:34.758532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:34.762077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:34.762152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:37.768484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:37.773674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:37.777815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:37.781577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:37.786616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:37.786790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:40.792993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:40.797576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:40.801251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:40.804725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:40.808239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:40.808312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:43.815088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:43.820200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:43.823894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:43.827613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:43.832870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:43.833055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:46.840146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:46.845679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:46.850410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:46.855005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:46.860023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:46.860204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:49.866432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:49.870677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:49.874858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:49.878740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:49.883685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:49.883824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:52.888819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:52.892742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:52.896444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:52.899894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:52.903307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:52.903401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:55.908127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:55.912312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:55.916050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:55.919856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:55.923548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:55.923667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:58.930183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:58.934256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:58.937830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:04:58.941328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:58.945103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:58.945186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:01.952819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:01.960004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:01.967218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:01.974045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:01.980822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:01.981056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:04.988034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:04.992657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:04.996936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:05.000884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:05.005062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:05.005150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:08.010304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:08.014034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:08.017502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:08.021199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:08.024725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:08.024804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:11.029666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:11.033524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:11.037467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:11.041343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:11.045083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:11.045200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:14.050616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:14.054735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:14.058503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:14.062169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:14.066162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:14.066255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:17.071709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:17.075667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:17.080499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:17.085350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:17.089535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:17.089622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:20.095758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:20.103461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:20.108401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:20.112184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:20.115842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:20.115944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:23.123050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:23.128415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:23.132027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:23.135431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:23.138812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:23.138883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:26.144808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:26.148552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:26.153180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:26.158175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:26.162592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:26.162727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:29.169245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:29.174329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:29.179085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:29.184038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:29.188586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:29.188720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:32.194823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:32.199937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:32.204695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:32.209597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:32.214509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:32.214666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:35.220610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:35.225090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:35.228694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:35.232912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:35.238498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:35.238712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:38.244445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:38.248873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:38.252910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:38.257950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:38.261758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:38.261831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:41.267616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:41.271528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:41.276385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:41.280793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:41.285083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:41.285211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:44.292580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:44.297741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:44.302087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:44.306686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:44.310991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:44.311075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:47.316771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:47.320975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:47.324833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:47.328898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:47.332553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:47.332670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:50.337445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:50.340819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:50.344004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:50.347129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:50.350318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:50.350388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:53.355889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:53.360798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:53.365247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:53.370539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:53.375001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:53.375096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:56.381055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:56.385245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:56.388795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:56.392213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:56.395533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:56.395605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:59.401933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:59.406231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:59.410733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:05:59.415602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:59.419568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:59.419668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:02.425401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:02.428984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:02.432629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:02.436681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:02.440657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:02.440740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:05.445594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:05.451946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:05.456468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:05.460603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:05.464213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:05.464290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:08.470577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:08.474735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:08.478584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:08.482519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:08.485980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:08.486059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:11.493129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:11.497481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:11.501418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:11.505192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:11.508916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:11.509010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:14.514317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:14.518502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:14.522000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:14.525267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:14.528531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:14.528615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:17.534980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:17.540479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:17.545268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:17.549767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:17.553441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:17.553563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:20.558818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:20.562382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:20.565731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:20.569237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:20.573305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:20.573380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:23.579347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:23.584051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:23.588329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:23.592360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:23.596757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:23.597057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:26.603017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:26.607159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:26.611224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:26.615545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:26.619456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:26.619577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:29.624554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:29.628076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:29.631369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:29.634821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:29.638082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:29.638157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:32.643827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:32.649335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:32.654833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:32.660307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:32.665275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:32.665422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:35.670577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:35.674913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:35.678657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:35.682606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:35.686211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:35.686298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:38.691099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:38.695091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:38.698833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:38.702920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:38.706821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:38.706930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:41.712061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:41.715888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:41.720048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:41.723979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:41.728685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:41.728808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:44.733668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:44.737843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:44.741602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:44.745091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:44.748571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:44.748677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:47.753546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:47.757888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:47.761682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:47.765171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:47.768541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:47.768616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:50.775021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:50.779927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:50.784718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:50.789740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:50.794325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:50.794411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:53.799060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:53.802695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:53.806155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:53.809742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:53.813251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:53.813352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:56.822379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:56.826775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:56.830580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:56.834480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:56.838182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:56.838267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:59.842944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:59.846579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:59.850234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:06:59.854631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:59.858946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:59.859021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:02.863914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:02.867523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:02.870911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:02.874129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:02.877352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:02.877430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:05.885082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:05.892199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:05.897492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:05.901916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:05.905549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:05.905637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:08.910305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:08.913899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:08.917327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:08.920669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:08.924030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:08.924112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:11.930283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:11.934571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:11.938770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:11.943413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:11.947710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:11.947837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:14.953901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:14.958516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:14.962587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:14.966578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:14.970245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:14.970331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:17.974909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:17.978668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:17.982302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:17.986422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:17.990157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:17.990233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:20.995854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:21.000200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:21.004420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:21.008825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:21.013030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:21.013158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:24.019440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:24.025153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:24.029575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:24.033122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:24.037145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:24.037420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:27.042254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:27.046383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:27.049791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:27.053081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:27.056327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:27.056396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:30.062691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:30.068023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:30.072287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:30.075979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:30.080232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:30.080333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:33.085149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:33.088984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:33.094254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:33.098314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:33.101740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:33.101814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:36.107577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:36.111307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:36.114540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:36.117705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:36.121111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:36.121205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:39.126105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:39.129901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:39.133425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:39.137065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:39.140514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:39.140600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:42.145774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:42.149430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:42.153006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:42.156427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:42.159873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:42.159966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:45.166263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:45.171872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:45.176226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:45.179809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:45.183431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:45.183520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:48.190569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:48.195534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:48.200500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:48.206328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:48.211835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:48.211962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:51.218437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:51.223916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:51.229338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:51.233913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:51.238657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:51.238786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:54.245210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:54.249577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:54.253269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:54.257939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:54.262751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:54.262887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:57.267900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:57.271556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:57.274968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:07:57.278300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:57.281829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:57.281933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:00.286434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:00.289933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:00.293235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:00.296524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:00.299834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:00.299904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:03.304838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:03.309039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:03.312602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:03.316094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:03.319486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:03.319581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:06.324841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:06.329126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:06.333194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:06.337701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:06.341694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:06.341793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:09.347528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:09.351214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:09.355145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:09.359092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:09.362628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:09.362745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:12.367597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:12.371687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:12.375441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:12.379270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:12.383578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:12.383685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:15.389436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:15.393714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:15.398101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:15.402285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:15.406059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:15.406137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:18.411160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:18.415807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:18.420558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:18.424712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:18.429099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:18.429216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:21.435856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:21.444219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:21.448638] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:21.452730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:21.456245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:21.456330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:24.462474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:24.468247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:24.474145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:24.479491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:24.484907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:24.485094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:27.490534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:27.494124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:27.497453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:27.500639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:27.503816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:27.503886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:30.508765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:30.512208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:30.515544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:30.518855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:30.522061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:30.522130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:33.528134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:33.532446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:33.536483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:33.540123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:33.543297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:33.543370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:36.549498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:36.554028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:36.561176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:36.565838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:36.569563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:36.569686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:39.574450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:39.578129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:39.581527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:39.584985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:39.588576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:39.588733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:42.593822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:42.597733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:42.601327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:42.604927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:42.608371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:42.608460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:45.613182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:45.616526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:45.619848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:45.623127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:45.626341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:45.626414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:48.631329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:48.635284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:48.638971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:48.642566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:48.646171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:48.646271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:51.652381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:51.656275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:51.659822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:51.663214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:51.666540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:51.666615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:54.672667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:54.677740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:54.682242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:54.685908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:54.689340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:54.689415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:57.704244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:57.717258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:57.725914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:08:57.733615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:57.740724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:57.740939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:00.746847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:00.751250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:00.755272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:00.759169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:00.763393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:00.763586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:03.769358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:03.773567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:03.777170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:03.781826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:03.786449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:03.786581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:06.793015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:06.797583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:06.801518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:06.805100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:06.808547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:06.808618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:09.813137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:09.816477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:09.819710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:09.822888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:09.826074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:09.826144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:12.831089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:12.834820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:12.838234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:12.843016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:12.848023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:12.848189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:15.852881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:15.856577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:15.860029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:15.863328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:15.866630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:15.866731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:18.871013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:18.874433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:18.877894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:18.881163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:18.884479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:18.884551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:21.889689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:21.893263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:21.896837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:21.903543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:21.907156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:21.907254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:24.911741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:24.915269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:24.919037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:24.923267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:24.926476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:24.926549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:27.931098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:27.934508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:27.937821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:27.941668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:27.945267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:27.945354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:30.951233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:30.956165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:30.961223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:30.966244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:30.970638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:30.970734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:33.975480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:33.979130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:33.982613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:33.986358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:33.989881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:33.989953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:36.994717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:36.998074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:37.001662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:37.005392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:37.008796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:37.008866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:40.015186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:40.019291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:40.023440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:40.027694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:40.031593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:40.031694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:43.036590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:43.039997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:43.043317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:43.046984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:43.050708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:43.050800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:46.055903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:46.059931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:46.063731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:46.067321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:46.071429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:46.071575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:49.077829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:49.081910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:49.085262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:49.088549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:49.092041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:49.092117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:52.097021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:52.100953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:52.104462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:52.109315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:52.113981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:52.114084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:55.118971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:55.123567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:55.127731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:55.131348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:55.134930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:55.135016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:58.139631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:58.143172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:58.146617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:09:58.149994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:58.153283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:58.153361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:01.158827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:01.162920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:01.167027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:01.171214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:01.175055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:01.175203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:04.180736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:04.184946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:04.188421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:04.192204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:04.196183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:04.196254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:07.201904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:07.205866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:07.210169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:07.214241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:07.218310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:07.218428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:10.223804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:10.228518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:10.233505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:10.238147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:10.242551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:10.242692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:13.248403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:13.252584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:13.256018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:13.259329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:13.262567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:13.262638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:16.267975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:16.272747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:16.278271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:16.282864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:16.287427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:16.287588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:19.292660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:19.296183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:19.299448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:19.302782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:19.306888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:19.307007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:22.313932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:22.317888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:22.321718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:22.326214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:22.330385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:22.330495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:25.335515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:25.339328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:25.342609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:25.345894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:25.349250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:25.349325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:28.355002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:28.359454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:28.363524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:28.367489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:28.371161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:28.371281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:31.377254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:31.380884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:31.385403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:31.389284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:31.392600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:31.392691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:34.398040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:34.402349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:34.407326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:34.411757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:34.415258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:34.415329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:37.421002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:37.426541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:37.432882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:37.438457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:37.444383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:37.444563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:40.451465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:40.457047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:40.463034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:40.468854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:40.475856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:40.476038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:43.482126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:43.487414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:43.492054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:43.495575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:43.498851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:43.498923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:46.503605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:46.507170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:46.510692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:46.514721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:46.518422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:46.518508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:49.523537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:49.527320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:49.530856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:49.534278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:49.537858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:49.537935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:52.543670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:52.549125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:52.554926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:52.559348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:52.564132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:52.564241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:55.570499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:55.575580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:55.580922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:55.585279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:55.589772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:55.589904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:58.595998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:58.599926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:58.603942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:10:58.608946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:58.613743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:58.613857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:01.624572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:01.630080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:01.635953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:01.641539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:01.647029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:01.647168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:04.652391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:04.655724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:04.658955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:04.662992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:04.666189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:04.666258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:07.672360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:07.677015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:07.682353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:07.688275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:07.693248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:07.693371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:10.698805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:10.703188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:10.707077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:10.710930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:10.714595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:10.714707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:13.720976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:13.725795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:13.730461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:13.735270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:13.740070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:13.740171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:16.745350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:16.749409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:16.753323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:16.757528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:16.761710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:16.761807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:19.767219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:19.772854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:19.777522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:19.781147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:19.784671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:19.784752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:22.789238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:22.792733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:22.795972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:22.803513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:22.807516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:22.807588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:25.812408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:25.816008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:25.819504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:25.822867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:25.826440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:25.826513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:28.831783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:28.835993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:28.840196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:28.844160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:28.847977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:28.848061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:31.853734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:31.859895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:31.865426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:31.870055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:31.874314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:31.874502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:34.879451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:34.883663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:34.888004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:34.895229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:34.901893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:34.901990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:37.906955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:37.910605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:37.913980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:37.917285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:37.920581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:37.920736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:40.926897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:40.930813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:40.935133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:40.939028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:40.942688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:40.942775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:43.947633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:43.951902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:43.955272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:43.959197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:43.962813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:43.962881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:46.967443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:46.971373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:46.975104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:46.978485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:46.981923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:46.981991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:49.988341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:49.992531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:49.996522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:50.001013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:50.004754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:50.004836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:53.010575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:53.014420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:53.017629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:53.020797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:53.023924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:53.023993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:56.030052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:56.034710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:56.039128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:56.042848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:56.046572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:56.046682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:59.051371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:59.056736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:59.060837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:11:59.064605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:59.068234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:59.068312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:02.073834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:02.077928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:02.081975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:02.086176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:02.090018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:02.090088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:05.095271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:05.099731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:05.103504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:05.107246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:05.111184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:05.111281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:08.115821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:08.119295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:08.122613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:08.125885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:08.129084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:08.129155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:11.135845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:11.140785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:11.145083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:11.150170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:11.154961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:11.155103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:14.160181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:14.164344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:14.169162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:14.173551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:14.177588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:14.177733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:17.183728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:17.187439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:17.192348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:17.196203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:17.199432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:17.199505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:20.205164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:20.209258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:20.212989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:20.217578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:20.221944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:20.222035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:23.227874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:23.231480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:23.234996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:23.238175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:23.241563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:23.241634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:26.246881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:26.250700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:26.254073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:26.257441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:26.260984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:26.261056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:29.266708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:29.270306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:29.273658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:29.276944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:29.280947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:29.281053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:32.286117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:32.289524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:32.293701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:32.298167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:32.301795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:32.301879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:35.307806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:35.312459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:35.317355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:35.321516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:35.325369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:35.325466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:38.331186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:38.335384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:38.339463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:38.343412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:38.346952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:38.347024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:41.353141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:41.357033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:41.361007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:41.365600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:41.369866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:41.369946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:44.374811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:44.378321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:44.381705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:44.385027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:44.388463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:44.388538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:47.393873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:47.397599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:47.401252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:47.404891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:47.408254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:47.408344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:50.414846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:50.419083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:50.422355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:50.425654] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:50.428972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:50.429055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:53.434448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:53.438454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:53.442487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:53.447024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:53.451115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:53.451220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:56.456053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:56.459619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:56.463027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:56.466362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:56.470528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:56.470622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:59.476385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:59.482053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:59.486581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:12:59.490633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:59.494751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:59.494843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:02.501162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:02.505966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:02.510383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:02.515693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:02.520619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:02.520777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:05.526137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:05.529916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:05.533600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:05.537011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:05.540923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:05.540993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:08.546764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:08.551258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:08.554915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:08.558742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:08.562571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:08.562704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:11.568281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:11.573925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:11.578995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:11.582918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:11.586388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:11.586461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:14.591891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:14.595840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:14.599221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:14.602821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:14.606381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:14.606478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:17.612701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:17.618349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:17.624783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:17.630873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:17.637006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:17.637157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:20.642467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:20.646030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:20.649561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:20.652917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:20.656232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:20.656301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:23.662237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:23.666924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:23.670827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:23.674472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:23.678888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:23.678971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:26.686105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:26.690904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:26.695700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:26.700325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:26.703998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:26.704070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:29.711190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:29.717016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:29.720899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:29.724230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:29.727728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:29.727808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:32.734107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:32.738476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:32.742001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:32.745449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:32.748994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:32.749067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:35.755367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:35.760254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:35.765124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:35.770498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:35.775328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:35.775488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:38.780988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:38.785291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:38.789457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:38.793670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:38.798057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:38.798181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:41.804294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:41.810172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:41.815512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:41.820702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:41.825015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:41.825087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:44.831510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:44.835761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:44.839335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:44.842725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:44.846542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:44.846621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:47.850660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:47.853986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:47.857209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:47.860443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:47.863747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:47.863816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:50.869821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:50.874671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:50.879036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:50.882570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:50.885809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:50.885878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:53.890783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:53.894346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:53.897788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:53.901299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:53.905692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:53.905814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:56.911858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:56.915898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:56.920759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:56.924485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:56.927941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:56.928014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:59.932671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:59.936027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:59.939277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:13:59.942472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:59.945665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:59.945735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:02.950447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:02.954567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:02.959598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:02.964416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:02.969402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:02.969533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:05.975426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:05.980491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:05.985052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:05.989732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:05.994421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:05.994565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:09.000951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:09.005881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:09.010139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:09.014076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:09.018422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:09.018520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:12.024298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:12.028478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:12.032232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:12.036573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:12.040851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:12.040952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:15.047783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:15.052892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:15.057682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:15.061877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:15.065631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:15.065728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:18.071989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:18.076236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:18.083259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:18.088317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:18.092515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:18.092630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:21.097219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:21.100872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:21.104805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:21.108665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:21.111889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:21.111960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:24.119460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:24.123791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:24.127266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:24.130502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:24.133852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:24.133927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:27.139276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:27.143369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:27.147261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:27.154486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:27.158532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:27.158700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:30.164070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:30.168018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:30.171505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:30.175320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:30.178680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:30.178753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:33.184058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:33.187829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:33.191232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:33.194790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:33.198678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:33.198768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:36.204951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:36.212364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:36.216322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:36.219869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:36.223423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:36.223503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:39.228383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:39.231922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:39.236113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:39.239416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:39.242934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:39.243003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:42.247426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:42.250974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:42.254347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:42.257692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:42.260935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:42.261004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:45.265818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:45.269423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:45.273078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:45.276477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:45.280188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:45.280288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:48.284965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:48.288574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:48.292756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:48.296214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:48.299774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:48.299866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:51.305018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:51.309515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:51.313575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:51.317581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:51.321410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:51.321502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:54.327052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:54.330869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:54.334442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:54.338679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:54.342499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:54.342578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:57.350261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:57.355958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:57.361618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:14:57.367795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:57.373851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:57.374053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:00.378669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:00.382444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:00.386421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:00.390028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:00.393533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:00.393633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:03.399386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:03.403454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:03.407363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:03.411033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:03.414557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:03.414636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:06.420255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:06.425869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:06.430364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:06.434008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:06.437372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:06.437447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:09.442938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:09.446866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:09.450256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:09.453681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:09.458451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:09.458583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:12.464530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:12.469045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:12.473004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:12.476665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:12.480579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:12.480673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:15.485427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:15.492611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:15.495987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:15.499233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:15.502949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:15.503024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:18.510092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:18.516592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:18.520976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:18.524917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:18.528375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:18.528447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:21.533524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:21.539196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:21.543046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:21.546602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:21.550082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:21.550157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:24.555055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:24.559931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:24.563838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:24.567968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:24.572370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:24.572506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:27.577527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:27.581390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:27.584901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:27.588612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:27.592176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:27.592271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:30.597277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:30.601015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:30.604355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:30.607842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:30.611301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:30.611389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:33.617049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:33.621407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:33.625711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:33.630384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:33.634831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:33.634939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:36.639760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:36.643243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:36.646583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:36.649885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:36.653250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:36.653336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:39.659084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:39.663767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:39.668330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:39.672874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:39.677374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:39.677451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:42.682996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:42.687750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:42.693002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:42.697603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:42.701206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:42.701297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:45.707672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:45.712840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:45.718280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:45.724288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:45.730889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:45.731200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:48.736344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:48.740476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:48.743936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:48.747366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:48.750727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:48.750799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:51.755830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:51.760415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:51.764471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:51.768552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:51.772580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:51.772707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:54.777866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:54.782285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:54.786339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:54.790129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:54.794156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:54.794273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:57.798935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:57.802226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:57.805411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:15:57.809013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:57.812157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:57.812225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:00.817002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:00.821224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:00.825148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:00.828907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:00.832422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:00.832506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:03.838209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:03.842129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:03.845390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:03.849421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:03.852723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:03.852796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:06.858574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:06.862403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:06.865917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:06.869938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:06.873808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:06.873883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:09.892915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:09.900394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:09.907503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:09.917091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:09.926970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:09.927164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:12.934848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:12.939418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:12.943175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:12.948626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:12.953859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:12.953935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:15.958217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:15.961952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:15.965315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:15.968723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:15.971977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:15.972071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:18.976808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:18.980298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:18.983714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:18.987091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:18.990487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:18.990562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:21.995766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:21.999551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:22.003091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:22.006560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:22.010060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:22.010137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:25.015478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:25.019436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:25.023345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:25.026899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:25.030299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:25.030384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:28.035838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:28.040257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:28.044350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:28.049056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:28.053101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:28.053199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:31.059581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:31.064083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:31.069016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:31.073209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:31.076768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:31.076845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:34.082907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:34.088848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:34.094564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:34.099914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:34.105412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:34.105536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:37.112272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:37.117577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:37.122940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:37.128311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:37.132976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:37.133061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:40.138315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:40.141863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:40.146325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:40.150666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:40.154204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:40.154284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:43.160738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:43.164457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:43.167974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:43.171780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:43.175276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:43.175354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:46.181037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:46.185204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:46.189335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:46.193193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:46.196944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:46.197045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:49.202653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:49.206681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:49.210665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:49.214566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:49.218491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:49.218581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:52.224149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:52.228681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:52.232654] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:52.236401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:52.240268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:52.240364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:55.246265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:55.250256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:55.253868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:55.257601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:55.261381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:55.261471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:58.266858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:58.270803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:58.274298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:16:58.277753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:58.281189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:58.281267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:01.286447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:01.290259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:01.293770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:01.297545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:01.301145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:01.301214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:04.307029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:04.311926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:04.316704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:04.320981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:04.324424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:04.324502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:07.329580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:07.333471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:07.337320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:07.341480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:07.345384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:07.345513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:10.351625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:10.356315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:10.360215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:10.363995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:10.372580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:10.372796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:13.378489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:13.383159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:13.387461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:13.392463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:13.396836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:13.396933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:16.404133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:16.410450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:16.416806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:16.421942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:16.426101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:16.426187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:19.433211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:19.437655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:19.442425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:19.447263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:19.450786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:19.450856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:22.457267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:22.461706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:22.465224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:22.470178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:22.474223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:22.474306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:25.479430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:25.482891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:25.486133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:25.489552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:25.492804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:25.492874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:28.498344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:28.501955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:28.505469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:28.509427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:28.513074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:28.513153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:31.517722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:31.521166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:31.525411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:31.529195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:31.532737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:31.532823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:34.539074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:34.543034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:34.546575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:34.550761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:34.554455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:34.554544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:37.559376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:37.562885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:37.566280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:37.569804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:37.573689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:37.573766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:40.579549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:40.583301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:40.586690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:40.590526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:40.594233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:40.594314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:43.598954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:43.602397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:43.605815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:43.609450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:43.612786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:43.612869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:46.618946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:46.624556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:46.630300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:46.635912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:46.641366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:46.641518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:49.647574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:49.652623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:49.657775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:49.662315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:49.667940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:49.668183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:52.673856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:52.677860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:52.681388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:52.685125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:52.690076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:52.690242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:55.696008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:55.700890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:55.705916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:55.710686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:55.714873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:55.714973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:58.722362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:58.727351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:58.731072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:17:58.734570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:58.738115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:58.738192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:01.745025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:01.752389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:01.756970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:01.761271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:01.765329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:01.765410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:04.771758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:04.776183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:04.780075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:04.783605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:04.786905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:04.786976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:07.791687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:07.795160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:07.798687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:07.802971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:07.806751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:07.806840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:10.812112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:10.816350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:10.819909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:10.823109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:10.826281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:10.826349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:13.830979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:13.834757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:13.838072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:13.841593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:13.844929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:13.845003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:16.850332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:16.855019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:16.858873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:16.862457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:16.866120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:16.866222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:19.871182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:19.875056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:19.878518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:19.881994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:19.885390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:19.885485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:22.890850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:22.895118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:22.898514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:22.901953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:22.906901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:22.907057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:25.912930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:25.917300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:25.921475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:25.926453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:25.930590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:25.930682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:28.936336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:28.940308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:28.943971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:28.947420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:28.950725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:28.950802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:31.955209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:31.958694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:31.962287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:31.965742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:31.969237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:31.969312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:34.974169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:34.977904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:34.982170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:34.986098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:34.991420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:34.991527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:37.997321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:38.001278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:38.005078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:38.009535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:38.013253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:38.013329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:41.019123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:41.023463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:41.027747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:41.031974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:41.037297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:41.037480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:44.043775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:44.049447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:44.054528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:44.059162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:44.063083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:44.063177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:47.068773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:47.073096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:47.077111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:47.081187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:47.085058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:47.085196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:50.091739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:50.096094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:50.099858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:50.104248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:50.109292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:50.109448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:53.115769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:53.120818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:53.125181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:53.130168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:53.135443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:53.135610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:56.140701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:56.144745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:56.148520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:56.152285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:56.156104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:56.156222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:59.161364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:59.164886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:59.168318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:18:59.171981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:59.175579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:59.175665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:02.182033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:02.186864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:02.191935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:02.197484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:02.203056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:02.203194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:05.210092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:05.215735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:05.220484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:05.225588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:05.230752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:05.230823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:08.236326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:08.239866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:08.243174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:08.246434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:08.250144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:08.250213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:11.256151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:11.261676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:11.266441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:11.270761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:11.274728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:11.274812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:14.280474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:14.284572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:14.288883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:14.293196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:14.296711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:14.296788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:17.303124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:17.308311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:17.313158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:17.317639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:17.321303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:17.321383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:20.327301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:20.332482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:20.337685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:20.342276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:20.347520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:20.347684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:23.352835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:23.356339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:23.359686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:23.364423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:23.368881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:23.369000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:26.374313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:26.377874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:26.382625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:26.387376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:26.391622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:26.391753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:29.396796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:29.400556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:29.404340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:29.408173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:29.411595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:29.411697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:32.416458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:32.419969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:32.423233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:32.426632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:32.430337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:32.430418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:35.436817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:35.441343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:35.446192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:35.450444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:35.454433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:35.454506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:38.461222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:38.465121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:38.468592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:38.472465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:38.476429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:38.476515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:41.481458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:41.484857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:41.488168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:41.491783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:41.495677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:41.495748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:44.501518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:44.506744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:44.510926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:44.514911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:44.519031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:44.519140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:47.524870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:47.529358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:47.533489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:47.537070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:47.540682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:47.540770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:50.545982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:50.549485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:50.553034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:50.556354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:50.559905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:50.559996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:53.565251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:53.569104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:53.572855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:53.576602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:53.580428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:53.580517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:56.585674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:56.590321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:56.593956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:56.597287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:56.600804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:56.600879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:59.606242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:59.610397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:59.614154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:19:59.617659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:59.621151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:59.621238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:02.625508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:02.630062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:02.633905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:02.637405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:02.640808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:02.640880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:05.647260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:05.652047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:05.657542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:05.663822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:05.669811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:05.670033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:08.676978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:08.681864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:08.686565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:08.691581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:08.696084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:08.696208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:11.700935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:11.704364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:11.707905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:11.711315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:11.714712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:11.714793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:14.721719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:14.727444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:14.733412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:14.738240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:14.742450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:14.742553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:17.748481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:17.752926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:17.757406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:17.761189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:17.764635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:17.764727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:20.769900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:20.773341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:20.776915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:20.780611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:20.784505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:20.784611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:23.789525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:23.793239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:23.796826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:23.800392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:23.803914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:23.803999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:26.808695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:26.813051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:26.816896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:26.820817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:26.824259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:26.824333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:29.830509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:29.834621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:29.839708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:29.843710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:29.847081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:29.847155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:32.852992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:32.857639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:32.862431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:32.866402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:32.870304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:32.870374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:35.876232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:35.880208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:35.883745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:35.887306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:35.890874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:35.890955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:38.898265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:38.903597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:38.908705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:38.913397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:38.918113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:38.918244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:41.924285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:41.929276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:41.934439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:41.939474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:41.943713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:41.943825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:44.948325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:44.952038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:44.955436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:44.958721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:44.961923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:44.962003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:47.967103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:47.971262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:47.974891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:47.978329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:47.982012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:47.982118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:50.989386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:50.995473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:51.001445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:51.006822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:51.011539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:51.011684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:54.017508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:54.021520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:54.025382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:54.029036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:54.032595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:54.032695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:57.038871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:57.043830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:57.047873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:20:57.052304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:57.056207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:57.056291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:00.063014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:00.068522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:00.073367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:00.077149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:00.081348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:00.081445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:03.087795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:03.092828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:03.098474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:03.103694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:03.108839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:03.109025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:06.115159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:06.120295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:06.125249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:06.130189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:06.135275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:06.135431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:09.143030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:09.148713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:09.153947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:09.160553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:09.168406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:09.168829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:12.176240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:12.180679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:12.186568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:12.192972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:12.198373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:12.198541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:15.204693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:15.209082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:15.213044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:15.218015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:15.222132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:15.222235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:18.228466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:18.234420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:18.240335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:18.246481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:18.252730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:18.252898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:21.257728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:21.261509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:21.264898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:21.268170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:21.271407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:21.271479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:24.279383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:24.290475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:24.302952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:24.312691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:24.319187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:24.319316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:27.326548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:27.333045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:27.338778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:27.344404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:27.350090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:27.350213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:30.356192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:30.359880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:30.363893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:30.367787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:30.371161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:30.371231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:33.376412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:33.380246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:33.383993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:33.388808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:33.392687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:33.392787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:36.397411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:36.400948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:36.405703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:36.410132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:36.413690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:36.413774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:39.418989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:39.422867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:39.426720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:39.430442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:39.433799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:39.433893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:42.438833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:42.442949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:42.446692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:42.450420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:42.454606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:42.454763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:45.459816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:45.464230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:45.468422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:45.472804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:45.477621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:45.477774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:48.483920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:48.489202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:48.494345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:48.499791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:48.505132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:48.505293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:51.511866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:51.516841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:51.520547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:51.525736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:51.531156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:51.531328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:54.536199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:54.539596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:54.542806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:54.546111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:54.549846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:54.549958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:57.554870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:57.558764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:57.562222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:21:57.565783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:57.569491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:57.569582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:00.575137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:00.580465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:00.585753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:00.590584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:00.595435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:00.595826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:03.601768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:03.607566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:03.612040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:03.616683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:03.621427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:03.621595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:06.627283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:06.631356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:06.635615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:06.640216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:06.644023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:06.644112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:09.649713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:09.653839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:09.657483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:09.661794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:09.665832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:09.665972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:12.671776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:12.676596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:12.680332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:12.683636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:12.687519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:12.687589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:15.692025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:15.695695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:15.699261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:15.702741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:15.706242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:15.706336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:18.712866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:18.718051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:18.722864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:18.727715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:18.733934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:18.734087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:21.739498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:21.743851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:21.748703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:21.753093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:21.757143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:21.757283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:24.762154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:24.766355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:24.770307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:24.774335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:24.778331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:24.778436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:27.783457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:27.787884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:27.792744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:27.797024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:27.801889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:27.802157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:30.806890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:30.810812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:30.814541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:30.818271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:30.822340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:30.822442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:33.827201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:33.830567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:33.834466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:33.838136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:33.841607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:33.841898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:36.847598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:36.851955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:36.856183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:36.860184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:36.863966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:36.864061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:39.868927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:39.872605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:39.877099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:39.881086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:39.884824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:39.884915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:42.889473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:42.892920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:42.896316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:42.899679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:42.903016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:42.903096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:45.908453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:45.912545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:45.916508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:45.921461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:45.925180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:45.925252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:48.932571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:48.937979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:48.944301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:48.950139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:48.955299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:48.955447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:51.960249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:51.964316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:51.968787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:51.972422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:51.975968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:51.976237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:54.981666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:54.985398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:54.988911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:54.992144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:54.995375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:54.995451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:58.001751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:58.006532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:58.011079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:22:58.015316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:58.019673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:58.019776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:01.025080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:01.029223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:01.032821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:01.036827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:01.040516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:01.040598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:04.045858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:04.049733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:04.053498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:04.057747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:04.061925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:04.062058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:07.068700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:07.104127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:07.108662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:07.112901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:07.116849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:07.116933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:10.122037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:10.125901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:10.129748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:10.133729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:10.137528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:10.137629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:13.143804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:13.148267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:13.152378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:13.156430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:13.160502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:13.160615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:16.166496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:16.170504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:16.174141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:16.178781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:16.182553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:16.182658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:19.189234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:19.194654] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:19.199484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:19.204022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:19.208905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:19.209051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:22.216453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:22.221180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:22.227702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:22.233376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:22.238170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:22.238277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:25.244734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:25.250359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:25.255513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:25.260639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:25.265265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:25.265425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:28.270824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:28.274256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:28.278297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:28.282016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:28.285417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:28.285510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:31.290517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:31.294262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:31.297837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:31.301400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:31.304588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:31.304684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:34.309505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:34.313477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:34.317297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:34.321031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:34.324503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:34.324599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:37.331210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:37.336525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:37.340499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:37.343757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:37.347025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:37.347093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:40.353138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:40.358729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:40.363078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:40.366558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:40.370767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:40.370842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:43.375723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:43.379241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:43.382983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:43.386237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:43.389627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:43.389716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:46.394676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:46.398769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:46.402766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:46.406562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:46.410442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:46.410516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:49.415988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:49.420197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:49.423810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:49.427380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:49.431264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:49.431359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:52.436959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:52.440567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:52.444565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:52.447987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:52.451344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:52.451418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:55.458100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:55.464338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:55.469118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:55.473338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:55.477259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:55.477349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:58.483122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:58.487383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:58.491539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:23:58.494978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:58.498345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:58.498423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:01.504923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:01.510125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:01.515085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:01.519942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:01.524802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:01.524962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:04.529788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:04.533268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:04.536607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:04.540280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:04.543691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:04.543778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:07.549939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:07.553741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:07.557094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:07.560370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:07.563660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:07.563739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:10.568579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:10.572250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:10.575768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:10.580254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:10.584339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:10.584411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:13.589377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:13.593020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:13.596596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:13.600194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:13.603696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:13.603776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:16.609908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:16.614052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:16.617445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:16.620719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:16.623917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:16.623988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:19.628604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:19.632111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:19.637399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:19.641607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:19.645712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:19.645836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:22.650856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:22.654418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:22.657823] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:22.661176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:22.664720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:22.664801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:25.669605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:25.673037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:25.676260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:25.679514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:25.682784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:25.682854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:28.687727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:28.691385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:28.694914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:28.698370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:28.702006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:28.702113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:31.707117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:31.710665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:31.713983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:31.717382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:31.720963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:31.721047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:34.726230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:34.730117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:34.733783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:34.737605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:34.741252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:34.741356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:37.746714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:37.750621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:37.755733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:37.760741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:37.765859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:37.766012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:40.771034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:40.774811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:40.778270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:40.781825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:40.785696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:40.785793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:43.790827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:43.794684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:43.798366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:43.801925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:43.805278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:43.805366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:46.810140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:46.813916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:46.817303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:46.820697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:46.824024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:46.824099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:49.828348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:49.831853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:49.835526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:49.838803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:49.842156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:49.842229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:52.847227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:52.851580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:52.855142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:52.858510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:52.861812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:52.861888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:55.867802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:55.872066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:55.876813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:55.881532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:55.885943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:55.886070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:58.892948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:58.897896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:58.903460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:24:58.909464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:58.915499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:58.915699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:01.922210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:01.928063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:01.934115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:01.940473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:01.945707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:01.945851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:04.952068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:04.956357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:04.961205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:04.965251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:04.968637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:04.968723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:07.975203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:07.979428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:07.983182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:07.989957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:07.994584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:07.994757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:11.001214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:11.006403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:11.011125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:11.014943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:11.019144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:11.019217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:14.025588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:14.029869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:14.035627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:14.040719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:14.045507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:14.045657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:17.051689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:17.056378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:17.061345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:17.065592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:17.069421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:17.069506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:20.075134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:20.080103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:20.083729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:20.088297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:20.094094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:20.094190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:23.099286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:23.102899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:23.107739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:23.111732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:23.115411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:23.115499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:26.121905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:26.126074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:26.130832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:26.135699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:26.139480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:26.139560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:29.144392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:29.147803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:29.151028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:29.154441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:29.157680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:29.157751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:32.162739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:32.166230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:32.169772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:32.173079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:32.176467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:32.176541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:35.181412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:35.184932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:35.188383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:35.192061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:35.195820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:35.195952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:38.202002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:38.205901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:38.209613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:38.213262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:38.217815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:38.217980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:41.223291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:41.227384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:41.230918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:41.234703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:41.238689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:41.238792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:44.244936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:44.249544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:44.254671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:44.260351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:44.264837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:44.264911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:47.271218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:47.276499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:47.280861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:47.285847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:47.291095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:47.291230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:50.298083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:50.302448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:50.306843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:50.311269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:50.316684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:50.316829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:53.322139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:53.326087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:53.329813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:53.333670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:53.337213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:53.337286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:56.343670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:56.348370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:56.352945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:56.358172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:56.362046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:56.362125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:59.367882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:59.373796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:59.379454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:25:59.384121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:59.389136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:59.389304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:02.394119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:02.397764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:02.401125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:02.404561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:02.408802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:02.408876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:05.415061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:05.419409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:05.423042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:05.426717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:05.430389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:05.430493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:08.435720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:08.439326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:08.442809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:08.446080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:08.449453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:08.449529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:11.455171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:11.460838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:11.465845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:11.469734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:11.473089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:11.473162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:14.479395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:14.484350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:14.489863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:14.494378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:14.498572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:14.498745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:17.503883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:17.508234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:17.511961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:17.515216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:17.518980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:17.519081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:20.525169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:20.529026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:20.532462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:20.535898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:20.539366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:20.539445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:23.545476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:23.549725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:23.553770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:23.557596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:23.561357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:23.561439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:26.567259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:26.572380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:26.577633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:26.582488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:26.587066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:26.587167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:29.592788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:29.596394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:29.600433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:29.604429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:29.608472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:29.608570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:32.613027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:32.616814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:32.620668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:32.624300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:32.628287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:32.628400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:35.632961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:35.637351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:35.641983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:35.646382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:35.650775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:35.650869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:38.656816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:38.662021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:38.667192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:38.672300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:38.677704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:38.677842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:41.682668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:41.686198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:41.689676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:41.693368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:41.697010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:41.697088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:44.701366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:44.704755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:44.708016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:44.711251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:44.714443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:44.714515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:47.719193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:47.724870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:47.730532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:47.735826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:47.739803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:47.739884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:50.745683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:50.749849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:50.753953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:50.757406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:50.760996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:50.761066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:53.769997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:53.778999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:53.786789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:53.794217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:53.803908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:53.804098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:56.809015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:56.812671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:56.816160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:56.819735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:56.824454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:56.824611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:59.829815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:59.833169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:59.836418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:26:59.839701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:59.842979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:59.843053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:02.848120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:02.852394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:02.856090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:02.860205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:02.863429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:02.863498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:05.869059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:05.872735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:05.876440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:05.880158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:05.883931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:05.884034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:08.888504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:08.892401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:08.896412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:08.900426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:08.904457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:08.904555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:11.909428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:11.913242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:11.916718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:11.920256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:11.924034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:11.924118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:14.930573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:14.936206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:14.941372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:14.946550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:14.951363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:14.951458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:17.956079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:17.959540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:17.962706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:17.965900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:17.969196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:17.969267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:20.973707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:20.976981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:20.980221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:20.983415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:20.986698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:20.986772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:23.992431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:23.997423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:24.002172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:24.006704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:24.011872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:24.011986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:27.016878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:27.020336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:27.023687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:27.026974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:27.030245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:27.030322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:30.036163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:30.041451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:30.045776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:30.051086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:30.055541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:30.055674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:33.061211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:33.065010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:33.069001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:33.072586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:33.075814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:33.075881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:36.081136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:36.084980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:36.088582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:36.092306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:36.095894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:36.096000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:39.102417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:39.107354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:39.111359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:39.115622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:39.120164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:39.120309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:42.126573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:42.130527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:42.133933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:42.137446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:42.141008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:42.141094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:45.146187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:45.150378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:45.154469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:45.158237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:45.161725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:45.161813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:48.167364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:48.172110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:48.176316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:48.180669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:48.184705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:48.184822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:51.190259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:51.194274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:51.198149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:51.202081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:51.205751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:51.205821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:54.212043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:54.215987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:54.219661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:54.224672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:54.228969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:54.229055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:57.234694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:57.239724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:57.244179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:27:57.248969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:57.253590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:57.253822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:00.258930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:00.262505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:00.265838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:00.269057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:00.272221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:00.272291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:03.276971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:03.280702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:03.283915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:03.287167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:03.290369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:03.290437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:06.295210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:06.298635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:06.302503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:06.305993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:06.312477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:06.312721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:09.318110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:09.322590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:09.326611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:09.330316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:09.333943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:09.334040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:12.339422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:12.342819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:12.346237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:12.349688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:12.353162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:12.353264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:15.358053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:15.361517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:15.364889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:15.368309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:15.371804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:15.371885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:18.378904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:18.384600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:18.390280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:18.395199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:18.400104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:18.400206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:21.405630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:21.409289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:21.412631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:21.415949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:21.419269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:21.419342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:24.424362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:24.428346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:24.432201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:24.437253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:24.441787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:24.441902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:27.448309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:27.453220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:27.457976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:27.461721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:27.465057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:27.465130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:30.470797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:30.475453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:30.480139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:30.484832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:30.489577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:30.489701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:33.496746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:33.502497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:33.507710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:33.512805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:33.517954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:33.518098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:36.522937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:36.526682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:36.532777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:36.538192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:36.542118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:36.542209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:39.547141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:39.550866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:39.554190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:39.557449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:39.560738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:39.560807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:42.567237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:42.572111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:42.576245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:42.579972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:42.584580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:42.584762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:45.590319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:45.593972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:45.597767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:45.601357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:45.606370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:45.606519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:48.611531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:48.615851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:48.620017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:48.623985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:48.627792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:48.627889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:51.632857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:51.636456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:51.640218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:51.643961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:51.647780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:51.647875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:54.653784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:54.657920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:54.661670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:54.665499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:54.669353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:54.669467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:57.674049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:57.677611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:57.680837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:28:57.684025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:57.687163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:57.687257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:00.692960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:00.697159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:00.700691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:00.705311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:00.709513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:00.709623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:03.715553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:03.720727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:03.726380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:03.730657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:03.734985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:03.735129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:06.740599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:06.744994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:06.748548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:06.752243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:06.755993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:06.756104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:09.760796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:09.764528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:09.768125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:09.771688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:09.775131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:09.775227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:12.781343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:12.786093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:12.790535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:12.794976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:12.799262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:12.799360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:15.805189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:15.808992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:15.813959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:15.817775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:15.821389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:15.821461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:18.825686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:18.829007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:18.832629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:18.835827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:18.839024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:18.839094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:21.846401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:21.850252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:21.853489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:21.856709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:21.860002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:21.860075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:24.866330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:24.871396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:24.876304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:24.880990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:24.885442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:24.885558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:27.890580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:27.894957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:27.898897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:27.902822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:27.906452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:27.906523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:30.911505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:30.915616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:30.920237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:30.925114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:30.928937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:30.929066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:33.934116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:33.937774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:33.940971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:33.944170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:33.947366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:33.947440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:36.952589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:36.956440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:36.960093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:36.963902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:36.967545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:36.967629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:39.972380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:39.976126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:39.980352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:39.984244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:39.987957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:39.988042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:42.994214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:42.998265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:43.002708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:43.006615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:43.010148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:43.010231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:46.014422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:46.018163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:46.021949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:46.025479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:46.029208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:46.029320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:49.035022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:49.038623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:49.042037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:49.046427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:49.050523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:49.050595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:52.055162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:52.058734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:52.062053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:52.065462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:52.068730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:52.068823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:55.074044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:55.077972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:55.081683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:55.085196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:55.088638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:55.088751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:58.093791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:58.097494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:58.101097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:29:58.104566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:58.107900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:58.107971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:01.113003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:01.116463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:01.119870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:01.123174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:01.126440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:01.126541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:04.134505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:04.140980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:04.147228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:04.153146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:04.158934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:04.159122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:07.165340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:07.170408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:07.175723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:07.181451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:07.185742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:07.185835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:10.191468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:10.196095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:10.200422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:10.204434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:10.208290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:10.208385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:13.214417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:13.218787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:13.222405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:13.225797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:13.229770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:13.229874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:16.234719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:16.239068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:16.243149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:16.247095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:16.251115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:16.251219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:19.257083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:19.261538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:19.265428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:19.269355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:19.273402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:19.273508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:22.278149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:22.281905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:22.285402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:22.288813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:22.292716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:22.292794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:25.298379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:25.302334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:25.306205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:25.309757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:25.315042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:25.315232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:28.331136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:28.339017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:28.345753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:28.351295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:28.357804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:28.357993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:31.363026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:31.367037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:31.370846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:31.374390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:31.378089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:31.378189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:34.384933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:34.389731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:34.393409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:34.397355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:34.400764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:34.400841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:37.406854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:37.410913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:37.414562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:37.418452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:37.422425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:37.422518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:40.428953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:40.433627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:40.437486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:40.441010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:40.445077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:40.445190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:43.451150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:43.455457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:43.458999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:43.462963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:43.466407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:43.466492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:46.472668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:46.477511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:46.481429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:46.484978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:46.488883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:46.488963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:49.493836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:49.497472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:49.501306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:49.505779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:49.510381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:49.510476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:52.515207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:52.518714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:52.522018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:52.525522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:52.529085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:52.529175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:55.534133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:55.537508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:55.540775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:55.544069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:55.547271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:55.547342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:58.552415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:58.556390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:58.560289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:30:58.564857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:58.569106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:58.569237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:01.573773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:01.577465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:01.580805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:01.584077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:01.587420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:01.587494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:04.593031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:04.597332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:04.601853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:04.606247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:04.610728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:04.610857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:07.617251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:07.621849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:07.626116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:07.630716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:07.635341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:07.635489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:10.640033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:10.643426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:10.646746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:10.650088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:10.653322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:10.653392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:13.659989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:13.665280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:13.669731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:13.674860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:13.679856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:13.679995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:16.686562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:16.692144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:16.696951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:16.703205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:16.709862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:16.710040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:19.715896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:19.722828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:19.727499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:19.730959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:19.735059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:19.735141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:22.740342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:22.744506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:22.747889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:22.751202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:22.754542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:22.754611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:25.760620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:25.765560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:25.770571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:25.775595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:25.780622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:25.780777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:28.785406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:28.788966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:28.792166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:28.795376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:28.798585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:28.798671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:31.803953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:31.808438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:31.812812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:31.817036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:31.821361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:31.821450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:34.826441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:34.830056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:34.833568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:34.836901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:34.840275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:34.840350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:37.845204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:37.848769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:37.852105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:37.855405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:37.858898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:37.858981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:40.863965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:40.868449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:40.872626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:40.876863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:40.880957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:40.881079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:43.885962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:43.889571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:43.892964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:43.896915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:43.900372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:43.900467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:46.906350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:46.911693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:46.916756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:46.921890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:46.927492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:46.927688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:49.932296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:49.935993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:49.939684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:49.943407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:49.947174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:49.950742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:52.955813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:52.959164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:52.962344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:52.965656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:52.969144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:52.969215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:55.975737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:55.980117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:55.983606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:55.988700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:55.995050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:55.995181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:58.999911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:59.003991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:59.007751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:31:59.011367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:59.015289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:59.015425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:02.020101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:02.023835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:02.031099] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:02.036297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:02.040230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:02.040311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:05.046461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:05.051215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:05.055853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:05.059977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:05.064771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:05.064877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:08.071115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:08.080128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:08.085944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:08.091727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:08.097154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:08.097432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:11.102431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:11.107761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:11.112203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:11.116357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:11.120699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:11.120871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:14.126334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:14.130545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:14.134150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:14.140692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:14.144539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:14.144658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:17.149392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:17.154723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:17.158160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:17.162450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:17.166499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:17.166582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:20.173276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:20.177859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:20.181629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:20.184973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:20.188196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:20.188271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:23.193381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:23.197107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:23.200952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:23.204590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:23.208139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:23.208225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:26.214034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:26.219281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:26.222948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:26.228188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:26.233254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:26.233386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:29.238544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:29.242310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:29.245968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:29.249603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:29.253206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:29.253288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:32.258177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:32.261542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:32.264746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:32.268003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:32.271285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:32.271388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:35.276565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:35.280286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:35.283593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:35.286962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:35.290933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:35.291023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:38.295923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:38.300245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:38.305234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:38.311858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:38.316007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:38.316128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:41.320875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:41.324902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:41.328882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:41.332335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:41.335929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:41.336221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:44.341005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:44.344680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:44.348143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:44.351333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:44.354490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:44.354562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:47.360500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:47.364707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:47.369941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:47.374445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:47.378500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:47.378586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:50.384303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:50.388488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:50.392206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:50.396278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:50.400326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:50.400427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:53.406545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:53.411238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:53.415277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:53.419286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:53.423247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:53.423365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:56.430018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:56.435932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:56.442046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:56.448064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:56.453909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:56.454073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:59.459329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:59.463284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:59.466924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:32:59.470627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:59.474272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:59.474374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:02.480684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:02.486328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:02.491456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:02.496749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:02.502618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:02.502778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:05.507100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:05.511230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:05.515087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:05.518836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:05.523843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:05.523936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:08.528444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:08.531851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:08.535126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:08.538464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:08.541693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:08.541783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:11.548291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:11.553139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:11.557343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:11.561816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:11.565631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:11.565731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:14.570399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:14.573892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:14.577269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:14.580571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:14.583924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:14.583999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:17.588625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:17.592263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:17.597159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:17.602534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:17.607934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:17.608077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:20.612706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:20.616077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:20.619346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:20.622595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:20.625871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:20.625941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:23.631761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:23.636068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:23.640149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:23.643550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:23.647138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:23.647264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:26.652128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:26.656173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:26.660597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:26.664861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:26.669107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:26.669263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:29.674005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:29.677798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:29.681593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:29.685851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:29.690736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:29.690850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:32.695448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:32.698960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:32.703929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:32.708263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:32.711826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:32.711897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:35.717095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:35.720870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:35.724670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:35.728950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:35.734138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:35.734262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:38.739949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:38.744041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:38.750945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:38.754680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:38.758308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:38.758398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:41.764317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:41.769192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:41.773844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:41.778163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:41.782127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:41.782248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:44.787256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:44.791195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:44.795541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:44.799693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:44.803458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:44.803594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:47.808456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:47.812542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:47.816291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:47.819698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:47.823117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:47.823214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:50.828276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:50.832479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:50.836481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:50.840188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:50.844051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:50.844149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:53.849671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:53.854509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:53.859139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:53.862847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:53.867024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:53.867128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:56.872946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:56.877322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:56.881357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:56.884944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:56.889066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:56.889162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:59.895410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:59.900934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:59.905091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:33:59.909042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:59.913958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:59.914071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:02.920023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:02.925855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:02.932017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:02.937880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:02.943688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:02.943863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:05.948683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:05.952377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:05.955952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:05.959405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:05.962944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:05.963029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:08.968301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:08.971966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:08.975327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:08.978952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:08.982461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:08.982552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:11.987796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:11.991457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:11.994734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:11.998110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:12.002144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:12.002230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:15.008738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:15.014306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:15.020000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:15.024930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:15.029597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:15.029764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:18.035774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:18.040561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:18.045375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:18.049995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:18.053611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:18.053719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:21.058757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:21.062553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:21.066403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:21.069997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:21.073806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:21.073929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:24.078708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:24.082758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:24.086932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:24.090500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:24.093846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:24.093928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:27.098423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:27.102019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:27.105548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:27.108995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:27.112450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:27.112551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:30.117344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:30.121350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:30.125308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:30.129128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:30.132767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:30.132873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:33.138003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:33.141409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:33.144884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:33.148304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:33.151690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:33.151759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:36.156345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:36.160061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:36.163358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:36.166727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:36.170000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:36.170069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:39.175440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:39.179589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:39.183695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:39.187508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:39.191203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:39.191304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:42.195931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:42.199278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:42.202574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:42.205854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:42.209233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:42.209318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:45.214132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:45.218130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:45.221680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:45.225053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:45.228460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:45.228554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:48.234738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:48.242057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:48.245570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:48.249007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:48.252434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:48.252511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:51.257497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:51.261902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:51.266517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:51.271009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:51.274923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:51.275008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:54.280719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:54.285169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:54.289264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:54.293173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:54.299032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:54.299251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:57.304963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:57.308803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:57.312273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:34:57.315683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:57.320658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:57.320825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:00.325919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:00.329857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:00.333378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:00.337104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:00.340614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:00.340708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:03.346233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:03.350526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:03.354936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:03.361581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:03.368200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:03.368402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:06.374740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:06.379734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:06.384280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:06.388674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:06.393038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:06.393186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:09.399062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:09.403711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:09.408956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:09.413795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:09.418237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:09.418333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:12.423131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:12.427270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:12.431231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:12.435010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:12.438724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:12.438810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:15.443764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:15.447407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:15.451228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:15.455142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:15.459029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:15.459137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:18.464785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:18.469829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:18.474358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:18.478400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:18.482223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:18.482317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:21.488076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:21.491924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:21.495785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:21.499583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:21.502960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:21.503031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:24.508411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:24.513826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:24.518543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:24.522057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:24.525305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:24.525376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:27.530318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:27.533726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:27.537249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:27.540567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:27.543836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:27.543914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:30.548861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:30.552557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:30.556129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:30.559608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:30.563059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:30.563158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:33.568229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:33.571869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:33.575346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:33.578970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:33.582817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:33.582910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:36.587672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:36.591239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:36.594447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:36.597663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:36.600862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:36.600932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:39.605240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:39.608761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:39.612098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:39.615414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:39.618714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:39.618807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:42.624221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:42.629167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:42.634239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:42.639511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:42.644967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:42.645103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:45.649578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:45.653053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:45.656339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:45.659658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:45.662783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:45.662854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:48.667457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:48.671241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:48.674905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:48.679191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:48.682825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:48.682929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:51.688166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:51.692135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:51.696430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:51.700184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:51.704241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:51.704352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:54.709550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:54.713629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:54.717748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:54.721537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:54.725552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:54.725671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:57.731735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:57.737279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:57.742071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:35:57.747060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:57.751084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:57.751190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:00.757549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:00.762149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:00.766797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:00.772220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:00.777395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:00.777515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:03.782511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:03.786364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:03.790083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:03.794477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:03.798135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:03.798208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:06.803343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:06.807436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:06.811173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:06.814873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:06.820393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:06.820543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:09.826284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:09.831082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:09.834921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:09.838658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:09.842311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:09.842409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:12.847246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:12.850687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:12.854002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:12.857356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:12.860753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:12.860830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:15.865857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:15.869659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:15.872971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:15.876378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:15.883251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:15.883346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:18.888558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:18.892970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:18.897363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:18.901532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:18.905717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:18.905844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:21.911241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:21.914903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:21.918839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:21.922999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:21.926793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:21.926862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:24.934194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:24.937802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:24.941227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:24.945154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:24.948708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:24.948779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:27.953587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:27.957540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:27.961985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:27.966070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:27.969716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:27.969814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:30.974578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:30.978193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:30.981504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:30.984963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:30.988856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:30.988946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:33.993831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:33.997176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:34.000738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:34.003952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:34.008158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:34.008282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:37.013366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:37.017630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:37.022358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:37.026413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:37.029988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:37.030068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:40.035441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:40.039146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:40.042719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:40.046200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:40.049869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:40.049969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:43.056014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:43.061122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:43.066066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:43.071165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:43.076172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:43.076295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:46.081127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:46.084487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:46.087745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:46.090973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:46.094278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:46.094371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:49.098808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:49.102196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:49.105369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:49.108705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:49.112126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:49.112202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:52.116908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:52.120616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:52.124239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:52.127774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:52.131202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:52.131296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:55.136551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:55.141228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:55.146043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:55.150819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:55.156047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:55.156148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:58.161733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:58.166025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:58.170573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:36:58.174523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:58.178588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:58.178785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:01.182988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:01.186759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:01.190426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:01.193675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:01.197023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:01.197100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:04.202187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:04.206047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:04.209345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:04.212665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:04.216223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:04.216293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:07.220971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:07.224616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:07.228511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:07.232289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:07.235784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:07.235860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:10.243554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:10.249069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:10.254540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:10.259664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:10.263724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:10.263812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:13.269847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:13.273899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:13.279325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:13.284264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:13.288514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:13.288594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:16.293851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:16.297453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:16.300993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:16.304279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:16.307491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:16.307562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:19.313340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:19.317071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:19.320900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:19.324862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:19.328673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:19.328785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:22.334626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:22.339030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:22.342883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:22.346279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:22.349795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:22.349874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:25.356359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:25.360099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:25.364501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:25.369128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:25.373214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:25.373350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:28.378864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:28.382789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:28.386381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:28.390200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:28.393750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:28.393835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:31.399782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:31.403983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:31.408313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:31.413175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:31.416978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:31.417059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:34.421791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:34.425568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:34.434508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:34.438560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:34.443135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:34.443243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:37.450808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:37.456413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:37.462408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:37.469745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:37.475421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:37.476219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:40.481159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:40.485177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:40.489362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:40.493509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:40.497907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:40.498009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:43.502572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:43.506149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:43.509663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:43.513186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:43.516509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:43.516581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:46.520970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:46.524542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:46.527847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:46.531100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:46.534346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:46.534420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:49.540225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:49.544703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:49.549345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:49.553158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:49.556550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:49.556638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:52.562061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:52.565984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:52.569520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:52.573072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:52.576755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:52.576867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:55.582227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:55.586181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:55.590317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:55.595565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:55.599953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:55.600046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:58.604815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:58.608597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:58.612406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:37:58.615928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:58.619567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:58.619673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:01.624774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:01.628413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:01.632173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:01.635757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:01.639201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:01.639275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:04.644190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:04.647875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:04.651309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:04.654700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:04.658269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:04.658374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:07.663154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:07.667164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:07.671239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:07.675582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:07.679961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:07.680075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:10.685410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:10.689514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:10.693387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:10.697106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:10.700797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:10.700903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:13.706428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:13.710439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:13.714001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:13.717496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:13.721050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:13.721131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:16.725483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:16.728927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:16.732188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:16.735574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:16.739584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:16.739684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:19.745177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:19.751751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:19.755222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:19.758500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:19.762050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:19.762119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:22.767472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:22.771497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:22.775104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:22.778895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:22.782763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:22.782854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:25.788141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:25.791808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:25.795080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:25.798944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:25.802418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:25.802488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:28.808317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:28.813146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:28.817701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:28.822636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:28.827105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:28.827191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:31.831768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:31.835090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:31.838605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:31.842085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:31.845379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:31.845452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:34.850624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:34.854997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:34.859061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:34.863031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:34.866747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:34.866853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:37.871882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:37.876964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:37.880815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:37.884011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:37.887167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:37.887260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:40.892269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:40.896149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:40.900028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:40.903655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:40.907061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:40.907145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:43.912484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:43.916283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:43.919744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:43.923401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:43.926973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:43.927072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:46.931630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:46.934992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:46.938334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:46.941535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:46.944765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:46.944839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:49.950010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:49.954082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:49.958218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:49.962155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:49.966122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:49.966229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:52.971548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:52.975956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:52.979850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:52.983742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:52.987356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:52.987440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:55.992889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:55.997136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:56.000943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:56.004359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:56.007597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:56.007688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:59.015017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:59.020946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:59.027117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:38:59.032319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:59.037730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:59.037872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:02.044854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:02.050041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:02.054923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:02.059316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:02.063668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:02.063793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:05.069465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:05.074497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:05.079481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:05.082954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:05.086382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:05.086457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:08.093882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:08.099852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:08.104539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:08.108610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:08.112884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:08.113043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:11.117544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:11.120907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:11.124143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:11.127423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:11.130600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:11.130689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:14.135253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:14.138604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:14.141837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:14.145067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:14.148279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:14.148349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:17.155782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:17.165998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:17.172268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:17.182288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:17.190236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:17.190435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:20.195319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:20.198740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:20.202028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:20.205201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:20.208389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:20.208460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:23.213415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:23.217685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:23.221792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:23.226108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:23.231317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:23.231456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:26.236719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:26.240812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:26.245343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:26.250057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:26.254039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:26.254137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:29.259980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:29.264621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:29.269461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:29.274533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:29.279448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:29.279580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:32.284134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:32.287586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:32.290983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:32.294301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:32.297660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:32.297733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:35.302722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:35.306125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:35.309942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:35.313779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:35.317100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:35.317169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:38.322582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:38.326334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:38.329954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:38.333361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:38.336865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:38.336946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:41.343031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:41.347676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:41.352173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:41.357055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:41.361829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:41.361930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:44.366736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:44.370474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:44.374098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:44.377586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:44.381036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:44.381128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:47.387328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:47.391844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:47.396566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:47.401626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:47.406478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:47.406592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:50.411246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:50.414676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:50.417983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:50.421250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:50.424483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:50.424557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:53.429271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:53.432885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:53.436248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:53.439475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:53.442675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:53.442746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:56.447679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:56.451285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:56.454699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:56.458032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:56.461551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:56.461665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:59.466725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:59.470424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:59.474025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:39:59.477618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:59.481174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:59.481256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:02.487049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:02.491797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:02.496247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:02.501147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:02.506142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:02.506261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:05.511801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:05.516938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:05.522522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:05.527574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:05.531487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:05.531566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:08.537620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:08.541548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:08.546270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:08.550070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:08.553319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:08.553393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:11.558483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:11.562477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:11.566336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:11.570324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:11.573807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:11.573884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:14.578362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:14.582105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:14.585599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:14.589070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:14.592798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:14.592892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:17.598119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:17.602053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:17.605891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:17.609811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:17.613595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:17.613717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:20.619312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:20.623831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:20.627375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:20.631019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:20.634439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:20.634515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:23.640587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:23.644459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:23.647972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:23.652596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:23.656922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:23.657043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:26.662019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:26.665664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:26.669469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:26.673069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:26.676575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:26.676668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:29.681163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:29.685197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:29.688955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:29.692271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:29.695587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:29.695689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:32.700734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:32.704683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:32.708507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:32.711968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:32.715396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:32.715489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:35.720547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:35.724582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:35.729003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:35.733155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:35.737531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:35.737688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:38.743484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:38.747699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:38.751387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:38.755999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:38.760554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:38.760680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:41.765865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:41.769922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:41.773894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:41.777521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:41.781006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:41.781085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:44.786986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:44.791998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:44.796908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:44.801686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:44.806725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:44.806845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:47.812592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:47.816474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:47.820119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:47.824051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:47.827886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:47.827970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:50.833274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:50.837384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:50.841969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:50.845897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:50.849582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:50.849693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:53.854184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:53.857574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:53.860755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:53.863925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:53.867094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:53.867170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:56.872454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:56.876428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:56.880213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:56.883717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:56.887256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:56.887358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:59.892189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:59.895929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:59.899559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:40:59.903097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:59.906574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:59.906671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:02.911752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:02.915178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:02.918558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:02.922068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:02.925489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:02.925571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:05.930806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:05.934581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:05.942113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:05.946218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:05.950143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:05.950241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:08.955201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:08.959353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:08.963268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:08.967357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:08.971559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:08.971695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:11.976387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:11.980003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:11.983383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:11.986790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:11.990230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:11.990305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:14.995070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:14.998984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:15.002229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:15.005428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:15.008718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:15.008816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:18.013886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:18.017410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:18.020710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:18.024014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:18.027486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:18.027577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:21.032796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:21.036733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:21.040687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:21.045219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:21.049529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:21.049698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:24.055500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:24.059493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:24.063509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:24.067538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:24.071155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:24.071252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:27.078379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:27.083778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:27.089318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:27.093897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:27.097550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:27.097631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:30.103727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:30.107695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:30.111307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:30.114695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:30.119335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:30.119493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:33.124486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:33.128299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:33.132055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:33.135743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:33.138996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:33.139070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:36.143916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:36.147330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:36.150575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:36.153900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:36.157083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:36.157153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:39.162817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:39.166402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:39.169858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:39.173292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:39.176771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:39.176841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:42.182636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:42.186547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:42.190211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:42.193959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:42.197967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:42.198074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:45.203126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:45.206717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:45.210239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:45.214029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:45.217460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:45.217532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:48.222479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:48.226171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:48.229763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:48.233069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:48.236432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:48.236527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:51.241503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:51.245202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:51.248674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:51.252016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:51.255271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:51.255346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:54.260009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:54.263536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:54.267163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:54.270624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:54.274085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:54.274180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:57.279218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:57.283281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:57.287543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:41:57.291285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:57.294767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:57.294856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:00.299338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:00.302879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:00.306407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:00.309827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:00.313475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:00.313573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:03.319463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:03.323822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:03.327694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:03.331515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:03.335247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:03.335328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:06.340441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:06.344335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:06.347959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:06.351962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:06.355908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:06.356014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:09.360983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:09.364299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:09.367578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:09.370820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:09.374018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:09.374089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:12.379457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:12.384114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:12.389019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:12.393896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:12.398629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:12.398747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:15.403061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:15.406339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:15.410155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:15.413862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:15.417958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:15.418045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:18.422705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:18.426585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:18.430398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:18.434099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:18.438128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:18.438214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:21.442589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:21.446045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:21.449322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:21.452578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:21.455783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:21.455853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:24.460727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:24.464828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:24.468764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:24.472693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:24.476470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:24.476557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:27.481522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:27.485045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:27.488853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:27.492462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:27.495849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:27.495924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:30.501114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:30.504871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:30.508207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:30.511569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:30.515033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:30.515123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:33.520379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:33.523749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:33.526951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:33.530190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:33.533367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:33.533438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:36.538560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:36.542161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:36.545624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:36.549154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:36.552684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:36.552781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:39.557602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:39.561737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:39.565703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:39.569921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:39.573460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:39.573553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:42.578759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:42.582793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:42.586491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:42.589947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:42.593359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:42.593447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:45.598719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:45.602805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:45.606448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:45.610233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:45.613913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:45.613997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:48.619079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:48.622575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:48.626173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:48.629586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:48.633067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:48.633143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:51.646003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:51.652382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:51.658718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:51.665260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:51.672259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:51.672431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:54.677235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:54.680773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:54.684216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:54.687587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:54.690937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:54.691009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:57.695553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:57.698999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:57.702375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:42:57.705595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:57.708896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:57.708967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:00.713685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:00.717084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:00.720541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:00.723899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:00.727161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:00.727277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:03.732324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:03.735738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:03.739107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:03.742356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:03.745600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:03.745722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:06.750135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:06.753703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:06.757137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:06.760950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:06.765347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:06.765490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:09.770411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:09.773971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:09.777404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:09.780860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:09.784350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:09.784442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:12.789711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:12.793386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:12.797153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:12.800675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:12.804030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:12.804110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:15.809318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:15.813433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:15.818484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:15.823517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:15.828435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:15.828577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:18.833078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:18.836515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:18.839910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:18.843258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:18.846586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:18.846700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:21.852452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:21.856303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:21.859996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:21.863512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:21.867481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:21.867592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:24.872248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:24.876187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:24.880158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:24.884133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:24.888187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:24.888290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:27.893038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:27.897306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:27.901353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:27.905081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:27.908847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:27.908940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:30.913698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:30.917214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:30.920668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:30.923906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:30.927457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:30.927536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:33.932493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:33.935882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:33.939158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:33.943710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:33.947606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:33.947697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:36.953592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:36.957216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:36.960401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:36.963564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:36.966695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:36.966766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:39.972289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:39.975883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:39.979592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:39.983564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:39.987164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:39.987261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:42.991668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:42.995141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:42.998398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:43.001631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:43.005338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:43.005423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:46.010222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:46.014069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:46.018627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:46.022763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:46.026458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:46.026536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:49.031113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:49.034513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:49.037907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:49.041199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:49.044436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:49.044507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:52.049283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:52.052639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:52.056018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:52.059487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:52.062755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:52.062847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:55.067799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:55.071746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:55.075443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:55.078982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:55.082386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:55.082463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:58.089038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:58.094836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:58.100528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:43:58.106317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:58.112183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:58.112351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:01.117178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:01.121143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:01.125027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:01.133928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:01.140562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:01.140758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:04.145522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:04.151928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:04.155264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:04.158806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:04.162372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:04.162516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:07.168000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:07.171751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:07.175986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:07.179597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:07.183147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:07.183237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:10.191059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:10.194953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:10.198258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:10.201602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:10.204860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:10.204933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:13.209530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:13.213027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:13.216247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:13.219514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:13.222745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:13.222815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:16.228398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:16.232260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:16.236145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:16.239948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:16.243686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:16.243777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:19.249082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:19.252432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:19.255844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:19.259092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:19.262263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:19.262331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:22.267047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:22.270910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:22.274450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:22.277866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:22.281296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:22.281375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:25.286002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:25.290063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:25.293869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:25.297772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:25.301711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:25.301808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:28.306987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:28.315921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:28.319941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:28.323332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:28.326694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:28.326913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:31.332804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:31.336932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:31.340761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:31.344548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:31.348315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:31.348388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:34.355064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:34.361052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:34.365313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:34.370469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:34.375414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:34.375572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:37.380340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:37.384044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:37.387323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:37.390703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:37.393950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:37.394019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:40.399018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:40.402622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:40.406311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:40.410291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:40.414020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:40.414108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:43.419223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:43.424050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:43.429199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:43.434001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:43.438703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:43.438805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:46.444893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:46.450271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:46.455158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:46.460187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:46.464334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:46.464448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:49.470610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:49.475091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:49.479959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:49.484331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:49.488015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:49.488106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:52.492789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:52.496202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:52.499616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:52.502862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:52.508019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:52.508185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:55.512695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:55.516287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:55.519795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:55.523252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:55.526764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:55.526835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:58.531661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:58.535152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:58.539073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:44:58.542634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:58.545907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:58.545982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:01.554064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:01.558666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:01.562338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:01.565977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:01.571033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:01.571199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:04.577227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:04.582192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:04.586220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:04.589684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:04.594554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:04.594628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:07.599260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:07.602604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:07.606134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:07.609656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:07.613147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:07.613227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:10.617820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:10.621491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:10.625047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:10.628755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:10.632368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:10.632442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:13.637082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:13.640701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:13.644334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:13.647918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:13.651389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:13.651469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:16.656324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:16.659996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:16.664006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:16.667582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:16.670796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:16.670868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:19.675834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:19.680021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:19.684072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:19.688034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:19.692069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:19.692179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:22.696804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:22.700582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:22.704057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:22.707471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:22.711117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:22.711207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:25.716347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:25.720923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:25.725119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:25.729422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:25.733505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:25.733623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:28.738605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:28.742096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:28.745287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:28.748537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:28.751854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:28.751931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:31.757046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:31.760576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:31.764021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:31.768149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:31.771776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:31.771850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:34.777412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:34.780968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:34.784474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:34.787940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:34.791335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:34.791404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:37.796549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:37.801133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:37.805628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:37.810095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:37.814252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:37.814380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:40.819111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:40.822893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:40.826257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:40.829709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:40.833290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:40.833375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:43.838481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:43.842188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:43.845614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:43.848971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:43.852301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:43.852379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:46.857664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:46.862082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:46.865856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:46.869201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:46.872494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:46.872565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:49.877761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:49.881968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:49.886046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:49.890286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:49.894597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:49.894741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:52.899873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:52.903864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:52.907759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:52.911486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:52.915221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:52.915314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:55.920967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:55.924741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:55.927999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:55.931237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:55.934467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:55.934534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:58.939302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:58.942973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:58.946348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:45:58.949852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:58.953327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:58.953418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:01.958190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:01.961558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:01.964894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:01.968152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:01.971350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:01.971429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:04.976488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:04.980065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:04.983527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:04.986850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:04.990207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:04.990288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:07.995989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:08.000754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:08.006188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:08.010304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:08.013913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:08.014009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:11.018577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:11.023596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:11.028432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:11.033419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:11.038080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:11.038185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:14.044074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:14.048819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:14.052815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:14.057876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:14.063094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:14.063229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:17.069702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:17.073583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:17.077008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:17.083597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:17.087074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:17.087160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:20.091942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:20.095370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:20.098846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:20.102106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:20.105311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:20.105383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:23.110984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:23.114802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:23.118488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:23.122112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:23.125830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:23.125913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:26.131047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:26.134716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:26.138525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:26.142375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:26.146054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:26.146155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:29.150925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:29.154769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:29.158418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:29.162120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:29.165799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:29.165891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:32.171001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:32.175039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:32.178926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:32.182452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:32.186034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:32.186120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:35.191594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:35.195626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:35.199154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:35.202678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:35.206217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:35.206303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:38.212292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:38.216404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:38.220072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:38.223598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:38.228048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:38.228138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:41.232348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:41.235854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:41.239429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:41.243183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:41.246891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:41.246987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:44.252013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:44.255463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:44.258870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:44.262186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:44.265476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:44.265562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:47.270671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:47.274319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:47.277785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:47.281230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:47.284578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:47.284668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:50.289814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:50.293208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:50.297688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:50.301774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:50.305531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:50.305615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:53.309861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:53.313531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:53.316946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:53.320362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:53.323694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:53.323776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:56.328671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:56.332257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:56.335518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:56.338747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:56.341898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:56.341975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:59.346477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:59.350255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:59.353815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:46:59.357091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:59.360365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:59.360436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:02.366363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:02.370175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:02.373940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:02.377907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:02.381564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:02.381670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:05.386834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:05.390244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:05.393697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:05.396948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:05.400235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:05.400309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:08.405387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:08.409574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:08.413402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:08.417428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:08.421288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:08.421379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:11.426156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:11.430188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:11.434492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:11.438243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:11.441445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:11.441515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:14.446554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:14.450523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:14.454288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:14.457842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:14.461443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:14.461542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:17.466936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:17.470578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:17.473851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:17.477773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:17.481706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:17.481826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:20.486742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:20.490518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:20.493967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:20.497453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:20.500774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:20.500859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:23.506799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:23.511634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:23.515841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:23.519747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:23.523658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:23.523761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:26.529568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:26.534263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:26.538801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:26.542630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:26.546376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:26.546472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:29.551392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:29.555431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:29.559520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:29.563229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:29.567465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:29.567566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:32.573347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:32.577161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:32.580697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:32.584394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:32.588017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:32.588100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:35.594696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:35.599857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:35.604493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:35.610025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:35.615002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:35.615149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:38.621483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:38.626314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:38.630832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:38.634826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:38.638930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:38.639035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:41.644172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:41.648598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:41.652593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:41.657415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:41.661735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:41.661844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:44.668198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:44.672863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:44.676821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:44.680426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:44.683758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:44.683837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:47.689175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:47.692992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:47.696966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:47.701678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:47.705379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:47.705450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:50.710781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:50.714250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:50.717782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:50.721017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:50.724369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:50.724440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:53.729354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:53.733817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:53.737711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:53.740965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:53.744154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:53.744226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:56.749290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:56.753365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:56.757351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:56.761129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:56.765222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:56.765320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:59.769764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:59.773314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:59.776712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:47:59.780231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:59.783530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:59.783608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:02.788574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:02.792253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:02.795945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:02.799386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:02.802791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:02.802879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:05.808145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:05.811960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:05.815718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:05.820417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:05.825531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:05.825692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:08.830774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:08.835408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:08.839192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:08.842852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:08.846603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:08.846696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:11.852473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:11.857254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:11.861933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:11.866457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:11.871181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:11.871283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:14.877088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:14.881043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:14.884756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:14.889719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:14.893581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:14.893680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:17.899424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:17.904520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:17.909123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:17.913231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:17.916879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:17.916969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:20.921713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:20.925228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:20.928710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:20.932032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:20.935568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:20.935660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:23.940331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:23.945912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:23.951091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:23.954623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:23.959136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:23.959313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:26.964239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:26.968105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:26.971670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:26.975100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:26.978589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:26.978683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:29.983831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:29.987754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:29.991178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:29.994395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:29.997622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:29.997706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:33.003557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:33.007828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:33.011738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:33.015172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:33.018510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:33.018589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:36.023438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:36.026852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:36.030596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:36.034532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:36.037840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:36.037921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:39.045042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:39.051102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:39.056316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:39.060749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:39.064424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:39.064499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:42.069704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:42.073305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:42.076709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:42.080386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:42.083880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:42.083959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:45.089780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:45.095533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:45.100828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:45.106041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:45.110569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:45.110710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:48.115466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:48.120250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:48.125359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:48.129706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:48.134370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:48.134470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:51.140378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:51.145016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:51.149822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:51.154176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:51.158632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:51.158761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:54.163119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:54.166745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:54.170221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:54.174267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:54.178127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:54.178217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:57.182840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:57.186724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:57.190403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:48:57.193790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:57.197196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:57.197271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:00.202282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:00.205734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:00.209087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:00.212424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:00.215796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:00.215888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:03.221462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:03.225165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:03.228710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:03.232232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:03.235369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:03.235437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:06.240573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:06.244575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:06.248105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:06.251552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:06.254838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:06.254922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:09.261615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:09.266882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:09.271031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:09.274870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:09.278485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:09.278570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:12.283734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:12.287077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:12.290455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:12.293599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:12.296758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:12.296827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:15.301613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:15.305016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:15.308454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:15.311739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:15.315628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:15.315727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:18.320288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:18.324240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:18.328761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:18.332984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:18.336832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:18.336918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:21.342735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:21.347393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:21.351436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:21.356435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:21.360857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:21.360989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:24.365289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:24.369401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:24.373042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:24.376561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:24.380083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:24.380158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:27.384610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:27.388030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:27.391257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:27.394505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:27.397799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:27.397870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:30.402154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:30.405552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:30.408906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:30.412115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:30.415358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:30.415432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:33.419929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:33.423683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:33.427443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:33.431504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:33.435301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:33.435389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:36.440910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:36.445314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:36.448958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:36.452376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:36.456242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:36.456316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:39.461025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:39.464623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:39.468330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:39.471791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:39.475206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:39.475305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:42.480269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:42.483784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:42.486985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:42.490267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:42.493540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:42.493613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:45.498731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:45.502424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:45.505888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:45.509343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:45.512723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:45.512820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:48.517379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:48.520771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:48.524120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:48.527505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:48.530930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:48.531001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:51.536090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:51.540245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:51.543865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:51.547660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:51.551403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:51.551497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:54.556877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:54.560416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:54.563872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:54.567233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:54.570551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:54.570624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:57.575156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:57.579030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:57.583237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:49:57.586976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:57.590433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:57.590510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:00.595002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:00.598450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:00.601965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:00.605250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:00.608705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:00.608788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:03.613344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:03.616768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:03.620077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:03.623408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:03.626783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:03.626881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:06.631637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:06.635437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:06.639002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:06.642617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:06.645940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:06.646018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:09.650531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:09.654348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:09.658256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:09.661902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:09.665511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:09.665597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:12.670218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:12.674084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:12.681129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:12.685198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:12.688849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:12.688953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:15.693622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:15.697821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:15.701541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:15.705007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:15.708439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:15.708558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:18.713026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:18.716723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:18.720389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:18.723954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:18.727344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:18.727421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:21.732527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:21.736396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:21.740688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:21.744547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:21.748458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:21.748559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:24.753516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:24.757631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:24.761342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:24.764994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:24.768702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:24.768814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:27.773291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:27.777041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:27.780484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:27.783816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:27.787354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:27.787430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:30.791907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:30.795528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:30.800858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:30.804492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:30.808090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:30.808170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:33.812712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:33.816474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:33.820013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:33.823495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:33.827258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:33.827358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:36.832293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:36.836006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:36.839494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:36.842978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:36.846510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:36.846608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:39.851035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:39.854416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:39.857862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:39.861336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:39.864995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:39.865081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:42.870209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:42.874578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:42.878505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:42.882323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:42.886436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:42.886594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:45.895082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:45.901315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:45.909167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:45.916832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:45.921933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:45.922077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:48.926741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:48.930670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:48.934470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:48.938193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:48.941556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:48.941661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:51.946514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:51.950210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:51.953615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:51.956983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:51.960906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:51.961021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:54.966047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:54.970946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:54.975987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:54.980782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:54.985166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:54.985311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:57.989499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:57.993196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:57.996585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:50:58.000022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:58.003284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:58.003390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:01.008596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:01.012683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:01.016441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:01.020441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:01.024681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:01.024787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:04.030662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:04.034409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:04.038028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:04.041500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:04.045634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:04.045726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:07.051668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:07.056254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:07.061190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:07.065441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:07.069773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:07.070073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:10.075021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:10.079054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:10.082903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:10.086721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:10.090457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:10.090562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:13.095815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:13.099711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:13.103632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:13.107150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:13.110509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:13.110598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:16.115729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:16.119581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:16.123237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:16.126709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:16.130126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:16.130222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:19.136634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:19.140630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:19.144097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:19.147414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:19.150621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:19.150706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:22.157443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:22.161743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:22.165741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:22.169587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:22.173557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:22.173694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:25.179078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:25.182422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:25.185873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:25.189607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:25.193296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:25.193368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:28.198785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:28.202235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:28.205847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:28.209445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:28.212730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:28.212801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:31.218089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:31.221755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:31.225102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:31.229243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:31.233491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:31.233587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:34.238290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:34.241960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:34.245979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:34.250398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:34.255181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:34.255296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:37.260568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:37.265681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:37.269990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:37.273331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:37.276925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:37.276994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:40.282134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:40.286526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:40.290376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:40.294234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:40.297991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:40.298100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:43.302687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:43.306218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:43.309595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:43.312874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:43.316094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:43.316166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:46.320604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:46.323976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:46.327158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:46.330340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:46.333497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:46.333567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:49.338709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:49.342388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:49.345976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:49.349431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:49.353103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:49.353192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:52.358145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:52.362541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:52.366795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:52.371001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:52.375187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:52.375278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:55.379967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:55.383546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:55.387308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:55.391008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:55.394900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:55.394991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:58.399986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:58.403941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:58.407725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:51:58.411288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:58.415117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:58.415191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:01.420443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:01.424262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:01.427710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:01.430993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:01.434421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:01.434496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:04.440041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:04.444895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:04.448456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:04.451925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:04.455831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:04.455950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:07.460725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:07.464243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:07.468063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:07.471519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:07.475046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:07.475132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:10.480066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:10.483500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:10.486814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:10.490200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:10.493457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:10.493550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:13.499224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:13.503300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:13.506921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:13.510795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:13.514591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:13.514708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:16.522513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:16.526173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:16.529707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:16.533159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:16.537154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:16.537271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:19.543814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:19.547852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:19.551399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:19.555140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:19.558832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:19.558904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:22.563701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:22.567215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:22.570670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:22.574359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:22.579044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:22.579168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:25.584509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:25.588695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:25.592243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:25.595597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:25.600316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:25.600509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:28.605378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:28.612670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:28.616365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:28.620073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:28.623699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:28.623780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:31.628475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:31.632567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:31.636674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:31.640774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:31.644836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:31.644938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:34.649446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:34.653309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:34.656710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:34.660444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:34.663888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:34.663979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:37.669564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:37.673505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:37.677128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:37.680801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:37.684518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:37.684610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:40.690010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:40.694229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:40.697519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:40.700837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:40.704877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:40.705014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:43.709808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:43.714001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:43.718265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:43.722371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:43.726924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:43.727039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:46.731879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:46.735360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:46.738692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:46.741974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:46.745744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:46.745847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:49.750977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:49.755143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:49.759195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:49.763210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:49.767488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:49.767610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:52.773690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:52.777850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:52.781709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:52.785106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:52.788835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:52.788903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:55.793548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:55.797830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:55.801851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:55.805234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:55.808846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:55.808916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:58.814277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:58.818242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:58.821570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:52:58.824792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:58.829205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:58.829319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:01.835139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:01.840768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:01.845568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:01.850102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:01.854261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:01.854361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:04.859723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:04.863464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:04.866896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:04.870223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:04.873377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:04.873448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:07.878429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:07.881829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:07.885226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:07.888461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:07.891855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:07.891928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:10.896610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:10.901108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:10.905389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:10.909831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:10.914178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:10.914262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:13.918778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:13.922293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:13.925635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:13.929031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:13.932400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:13.932478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:16.937115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:16.940745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:16.944237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:16.947591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:16.951185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:16.951274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:19.956247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:19.960211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:19.963917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:19.968126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:19.972148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:19.972248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:22.976774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:22.980291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:22.983670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:22.986958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:22.990350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:22.990422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:25.995072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:25.998745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:26.002121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:26.005447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:26.009910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:26.010028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:29.014976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:29.018296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:29.021605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:29.024798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:29.028109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:29.028181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:32.033026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:32.036422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:32.039680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:32.042949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:32.046100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:32.046170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:35.051589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:35.055392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:35.058939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:35.062426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:35.066780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:35.066878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:38.072401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:38.075791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:38.079030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:38.082220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:38.085365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:38.085434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:41.090558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:41.094281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:41.097789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:41.101132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:41.104392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:41.104467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:44.109563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:44.113408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:44.116832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:44.120322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:44.124085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:44.124168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:47.128710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:47.132045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:47.135859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:47.140378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:47.144274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:47.144376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:50.149656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:50.154203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:50.158947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:50.163182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:50.167406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:50.167498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:53.172284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:53.175911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:53.180117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:53.186063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:53.192688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:53.192832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:56.197555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:56.202360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:56.206502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:56.210764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:56.214835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:56.215022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:59.219672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:59.224359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:59.229065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:53:59.233354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:59.237505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:59.237619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:02.242451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:02.247335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:02.251129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:02.255007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:02.258963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:02.259051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:05.263427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:05.268147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:05.272413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:05.276733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:05.280575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:05.280704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:08.285123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:08.291156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:08.294894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:08.299496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:08.304136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:08.304231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:11.308545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:11.312917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:11.316430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:11.319785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:11.322954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:11.323023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:14.327490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:14.331597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:14.335194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:14.338753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:14.342406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:14.342529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:17.346690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:17.350135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:17.353556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:17.356904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:17.360114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:17.360182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:20.366412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:20.371825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:20.376910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:20.381562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:20.385527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:20.385625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:23.393279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:23.398834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:23.403603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:23.407077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:23.415503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:23.415697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:26.420483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:26.424673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:26.428287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:26.432033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:26.435905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:26.436004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:29.440569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:29.444416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:29.448308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:29.452142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:29.455863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:29.455949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:32.460449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:32.464045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:32.467444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:32.471144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:32.474403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:32.474470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:35.478310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:35.481637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:35.484947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:35.488274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:35.491613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:35.491717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:38.495676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:38.499057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:38.502340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:38.505724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:38.509203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:38.509288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:41.513403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:41.516899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:41.520374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:41.524077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:41.527466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:41.527543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:44.532238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:44.535742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:44.539154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:44.542491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:44.546343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:44.546426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:47.550991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:47.554484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:47.557717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:47.560994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:47.564350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:47.564435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:50.568924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:50.572676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:50.576438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:50.579906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:50.583079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:50.583152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:53.587683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:53.591290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:53.594972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:53.598731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:53.602263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:53.602364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:56.606325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:56.609704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:56.612878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:56.616065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:56.619299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:56.619375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:59.623939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:59.628105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:59.632047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:54:59.635681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:59.639254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:59.639352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:02.643697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:02.647303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:02.650880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:02.654259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:02.657785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:02.657866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:05.661836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:05.665344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:05.668916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:05.672310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:05.675825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:05.675905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:08.680944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:08.684449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:08.687983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:08.691229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:08.694941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:08.695026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:11.699713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:11.703329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:11.706834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:11.710388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:11.714204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:11.714287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:14.718442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:14.721930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:14.725198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:14.728391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:14.731634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:14.731731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:17.736177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:17.739758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:17.743105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:17.746292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:17.749600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:17.749696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:20.753807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:20.757069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:20.760327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:20.763503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:20.766717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:20.766790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:23.771179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:23.774521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:23.777980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:23.782152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:23.786067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:23.786195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:26.791207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:26.794978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:26.798280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:26.801476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:26.804633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:26.804719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:29.810605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:29.814441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:29.818045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:29.821626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:29.825271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:29.825345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:32.830224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:32.833779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:32.837131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:32.840542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:32.844033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:32.844114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:35.849231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:35.852859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:35.856406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:35.860114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:35.863782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:35.863865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:38.869957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:38.874082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:38.877609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:38.881295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:38.884893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:38.884968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:41.890006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:41.893979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:41.897919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:41.901576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:41.905179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:41.905266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:44.910475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:44.914227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:44.917554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:44.922010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:44.927048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:44.927288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:47.931844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:47.935866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:47.939671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:47.943279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:47.947003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:47.947116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:50.951478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:50.955962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:50.960459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:50.965140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:50.969864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:50.969961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:53.974963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:53.978559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:53.981891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:53.985320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:53.988878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:53.988955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:56.994737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:56.998478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:57.002357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:55:57.006256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:57.009954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:57.010029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:00.014359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:00.018153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:00.021941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:00.025480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:00.029392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:00.029495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:03.033416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:03.036742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:03.040061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:03.043320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:03.046527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:03.046605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:06.050971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:06.054266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:06.057718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:06.061243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:06.065165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:06.065250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:09.073661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:09.078339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:09.083628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:09.087821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:09.092043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:09.092141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:12.096787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:12.100461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:12.103981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:12.107580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:12.111259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:12.111362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:15.116381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:15.120738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:15.125377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:15.130826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:15.135954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:15.136094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:18.142178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:18.146979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:18.151579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:18.156327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:18.160398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:18.160492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:21.166310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:21.170142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:21.173363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:21.176531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:21.179780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:21.179849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:24.184812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:24.188616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:24.192203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:24.195703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:24.198942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:24.199023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:27.203729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:27.207320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:27.210780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:27.214219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:27.217673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:27.217774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:30.222515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:30.226181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:30.230165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:30.233987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:30.237807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:30.237904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:33.242813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:33.246316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:33.249769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:33.253256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:33.257557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:33.257707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:36.262041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:36.265297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:36.268511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:36.271660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:36.274776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:36.274847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:39.281056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:39.285833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:39.290503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:39.295040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:39.299368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:39.299471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:42.304101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:42.307853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:42.311415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:42.315244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:42.318896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:42.318981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:45.325003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:45.330051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:45.334195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:45.338086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:45.342302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:45.342408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:48.347840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:48.351756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:48.355285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:48.358522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:48.361738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:48.361808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:51.366751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:51.370834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:51.374697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:51.378743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:51.382212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:51.382287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:54.387522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:54.391181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:54.394712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:54.398040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:54.401341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:54.401411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:57.406974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:57.411112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:57.414756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:56:57.418541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:57.422182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:57.422273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:00.427207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:00.430860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:00.434494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:00.438294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:00.441934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:00.442025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:03.448374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:03.453235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:03.457555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:03.462116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:03.465992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:03.466092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:06.470759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:06.474172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:06.477428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:06.480692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:06.485221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:06.485353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:09.491941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:09.496232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:09.501234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:09.505668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:09.509688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:09.509771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:12.514926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:12.519401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:12.523622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:12.527627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:12.531501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:12.531600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:15.536357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:15.540581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:15.544006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:15.547569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:15.551127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:15.551222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:18.555988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:18.559722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:18.563280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:18.567062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:18.570893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:18.570991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:21.576464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:21.580807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:21.585060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:21.589174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:21.592979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:21.593100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:24.598361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:24.602151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:24.605546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:24.608850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:24.612271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:24.612341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:27.617455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:27.620977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:27.624445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:27.628096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:27.631535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:27.631629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:30.636590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:30.640348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:30.643755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:30.647267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:30.650670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:30.650758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:33.655518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:33.659129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:33.662489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:33.665763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:33.670034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:33.670190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:36.674846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:36.678242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:36.681457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:36.684967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:36.689247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:36.689368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:39.693858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:39.698247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:39.702124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:39.705561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:39.712571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:39.712719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:42.717912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:42.721636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:42.725110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:42.728883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:42.732485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:42.732599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:45.737443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:45.741147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:45.744757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:45.748221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:45.751764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:45.751845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:48.756850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:48.760536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:48.764108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:48.767669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:48.771172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:48.771259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:51.776018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:51.779353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:51.782566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:51.785788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:51.788948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:51.789030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:54.798577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:54.810422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:54.816589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:54.823584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:54.831058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:54.831247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:57.836285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:57.840518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:57.844213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:57:57.849590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:57.853564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:57.853666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:00.858561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:00.862409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:00.866233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:00.870794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:00.874277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:00.874352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:03.879205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:03.883184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:03.887003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:03.890761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:03.894727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:03.894834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:06.899682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:06.903564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:06.907204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:06.911067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:06.914723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:06.914810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:09.920514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:09.925352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:09.930691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:09.935488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:09.939849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:09.939965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:12.944501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:12.947994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:12.951321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:12.955475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:12.959552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:12.959695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:15.963970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:15.967435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:15.970736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:15.974071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:15.977356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:15.977436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:18.982011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:18.985526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:18.988850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:18.992170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:18.995400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:18.995472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:22.000806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:22.004778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:22.008284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:22.011964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:22.015432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:22.015536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:25.021205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:25.024921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:25.028446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:25.031790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:25.035126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:25.035200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:28.039666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:28.043254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:28.046682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:28.050126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:28.053715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:28.053855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:31.058769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:31.062502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:31.066138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:31.069770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:31.074156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:31.074273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:34.080419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:34.084962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:34.089437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:34.093899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:34.098353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:34.098446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:37.103069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:37.106617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:37.110332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:37.114015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:37.120783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:37.120906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:40.125607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:40.129546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:40.133500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:40.137530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:40.141507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:40.141611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:43.146137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:43.149590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:43.153132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:43.156428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:43.159697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:43.159771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:46.164306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:46.167846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:46.171287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:46.174748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:46.178096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:46.178195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:49.182943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:49.186568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:49.189907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:49.193576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:49.197306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:49.197406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:52.202496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:52.205893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:52.209185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:52.212513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:52.216137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:52.216250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:55.220994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:55.224709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:55.228383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:55.232273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:55.236154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:55.236243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:58.241317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:58.244804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:58.248246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:58:58.251562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:58.255455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:58.255537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:01.260890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:01.264701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:01.268544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:01.272136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:01.275749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:01.275842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:04.281483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:04.285596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:04.289694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:04.293740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:04.297795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:04.297890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:07.302595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:07.306445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:07.310229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:07.313757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:07.317238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:07.317323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:10.322818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:10.326766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:10.330715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:10.334585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:10.338174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:10.338250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:13.343088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:13.346693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:13.350192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:13.353791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:13.357304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:13.357402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:16.362359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:16.366254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:16.373365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:16.377146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:16.380918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:16.381017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:19.385469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:19.389224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:19.392674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:19.396018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:19.399408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:19.399487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:22.404502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:22.407984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:22.411262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:22.414597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:22.418075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:22.418167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:25.423094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:25.426915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:25.434716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:25.438425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:25.441931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:25.442004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:28.447575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:28.451712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:28.455135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:28.458596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:28.462225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:28.462313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:31.466675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:31.470428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:31.474215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:31.477974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:31.481480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:31.481584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:34.486453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:34.490142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:34.493734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:34.497563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:34.501101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:34.501182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:37.505740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:37.509320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:37.512768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:37.516030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:37.519387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:37.519460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:40.523968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:40.527362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:40.530766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:40.534104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:40.537480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:40.537567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:43.542384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:43.546010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:43.549661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:43.552986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:43.556329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:43.556401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:46.561435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:46.564920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:46.568333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:46.571635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:46.574902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:46.574975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:49.581557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:49.586487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:49.591477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:49.596632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:49.601397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:49.601539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:52.607102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:52.610951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:52.614730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:52.618367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:52.621970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:52.622048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:55.628249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:55.632048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:55.637008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:55.641693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:55.645922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:55.646011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:58.652119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:58.657002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:58.662090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T18:59:58.667350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:58.672134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:58.672302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:01.677584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:01.682089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:01.686806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:01.691322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:01.695964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:01.696109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:04.701722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:04.706059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:04.710724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:04.714866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:04.718939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:04.719028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:07.724059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:07.728631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:07.732592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:07.736398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:07.740105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:07.740186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:10.746278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:10.750718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:10.756686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:10.761106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:10.765215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:10.765310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:13.772154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:13.776686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:13.780736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:13.784378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:13.788778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:13.788892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:16.793965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:16.797549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:16.800894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:16.804226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:16.807560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:16.807668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:19.812028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:19.815373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:19.818596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:19.821784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:19.824946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:19.825020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:22.829474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:22.833133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:22.836490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:22.840063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:22.843484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:22.843573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:25.848847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:25.852251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:25.855708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:25.859251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:25.862756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:25.862847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:28.867237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:28.870809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:28.874112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:28.877433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:28.880881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:28.880956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:31.886362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:31.890691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:31.894380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:31.898991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:31.902797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:31.902889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:34.907405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:34.911012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:34.914392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:34.917837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:34.921103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:34.921191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:37.926566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:37.930800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:37.934702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:37.938523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:37.942387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:37.942472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:40.947186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:40.952194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:40.957291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:40.962085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:40.966105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:40.966401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:43.975327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:43.979170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:43.984286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:43.988314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:43.991785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:43.991857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:46.997041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:47.000846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:47.005506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:47.009548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:47.013469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:47.013566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:50.018438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:50.021807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:50.025043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:50.028273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:50.032078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:50.032204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:53.037202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:53.041398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:53.045174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:53.052386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:53.056511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:53.056632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:56.062018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:56.065874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:56.069682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:56.073875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:56.078375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:56.078511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:59.084695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:59.089207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:59.093760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:00:59.098135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:59.102538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:59.102629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:02.107324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:02.111231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:02.114815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:02.118774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:02.122419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:02.122513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:05.127325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:05.131703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:05.135474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:05.139994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:05.144459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:05.144579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:08.149032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:08.152759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:08.156374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:08.160095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:08.163932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:08.164031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:11.168488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:11.171990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:11.175496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:11.178993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:11.182398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:11.182480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:14.187681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:14.191763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:14.196938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:14.201358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:14.205481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:14.205583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:17.211472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:17.215988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:17.220496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:17.224875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:17.229222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:17.229321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:20.233865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:20.237535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:20.241392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:20.245513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:20.249528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:20.249627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:23.254709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:23.258093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:23.261289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:23.264435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:23.267761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:23.267832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:26.272900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:26.276980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:26.280973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:26.285136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:26.289188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:26.289275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:29.294412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:29.298818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:29.303106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:29.307584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:29.312825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:29.312974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:32.318126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:32.322830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:32.327439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:32.332164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:32.336672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:32.336755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:35.341953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:35.346440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:35.350104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:35.353532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:35.357690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:35.357797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:38.362622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:38.366848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:38.372137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:38.378046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:38.383813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:38.383900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:41.389114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:41.392979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:41.396633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:41.401020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:41.405849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:41.405952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:44.410706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:44.414064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:44.417473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:44.420848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:44.424093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:44.424164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:47.428264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:47.432064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:47.435679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:47.439436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:47.443124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:47.443218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:50.447833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:50.451831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:50.455753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:50.459539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:50.463291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:50.463391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:53.469205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:53.473868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:53.477235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:53.480504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:53.483983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:53.484068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:56.490348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:56.494615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:56.499319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:56.503206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:56.506876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:56.506960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:59.511593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:59.515255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:59.518831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:01:59.522145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:59.525945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:59.526029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:02.530707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:02.534581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:02.537794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:02.541134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:02.544678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:02.544754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:05.549010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:05.552739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:05.556331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:05.560034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:05.563981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:05.564076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:08.570037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:08.574688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:08.578759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:08.582406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:08.585798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:08.585865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:11.591569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:11.596800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:11.601861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:11.606476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:11.611055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:11.611177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:14.616412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:14.620623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:14.624538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:14.628528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:14.632576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:14.632704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:17.637839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:17.642211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:17.646587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:17.650865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:17.654953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:17.655068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:20.659997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:20.664019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:20.667903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:20.671744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:20.675804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:20.675920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:23.681797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:23.685734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:23.690268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:23.695330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:23.699486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:23.699602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:26.704249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:26.707864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:26.711274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:26.714694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:26.718224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:26.718307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:29.723897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:29.727411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:29.730855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:29.734257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:29.737727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:29.737828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:32.743593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:32.747773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:32.752447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:32.757770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:32.761999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:32.762111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:35.771393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:35.781743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:35.788398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:35.797444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:35.805341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:35.805524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:38.810947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:38.814872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:38.818696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:38.821928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:38.825415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:38.825491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:41.830490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:41.835718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:41.841173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:41.845549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:41.849877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:41.849972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:44.855226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:44.858969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:44.862716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:44.866702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:44.870424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:44.870505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:47.875145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:47.878607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:47.881969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:47.885314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:47.888612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:47.888700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:50.893800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:50.897843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:50.901593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:50.905417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:50.909485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:50.909586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:53.914046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:53.917614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:53.921050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:53.924612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:53.928191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:53.928264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:56.934621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:56.939795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:56.944523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:56.949365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:56.954625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:56.954771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:59.959399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:59.963333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:59.966683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:02:59.970288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:59.973755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:59.973831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:02.978881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:02.982492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:02.986709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:02.990949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:02.994753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:02.994840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:05.999054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:06.002985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:06.006756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:06.010194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:06.013552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:06.013669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:09.019775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:09.025079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:09.030436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:09.035547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:09.039900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:09.040028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:12.044760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:12.049013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:12.052590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:12.056477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:12.059996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:12.060091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:15.064662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:15.068710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:15.072571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:15.075882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:15.079263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:15.079335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:18.084435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:18.087858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:18.091037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:18.094225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:18.097462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:18.097530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:21.101777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:21.105046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:21.108264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:21.111486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:21.114903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:21.114971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:24.121129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:24.125704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:24.130085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:24.134162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:24.140487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:24.140717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:27.147570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:27.152789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:27.157774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:27.163100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:27.168029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:27.168163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:30.172889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:30.176855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:30.180797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:30.184392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:30.187848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:30.187925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:33.192477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:33.195987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:33.199297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:33.202695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:33.206021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:33.206094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:36.210856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:36.214253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:36.217521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:36.220781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:36.223970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:36.224040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:39.231231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:39.235756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:39.239755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:39.243782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:39.248344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:39.248440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:42.253678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:42.257812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:42.261556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:42.265077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:42.268636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:42.268727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:45.273277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:45.276949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:45.280472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:45.283942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:45.287415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:45.287494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:48.292056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:48.295771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:48.299634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:48.303257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:48.306950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:48.307044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:51.311814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:51.315607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:51.325052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:51.329619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:51.333214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:51.333289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:54.337491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:54.341125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:54.344488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:54.350953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:54.354554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:54.354668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:57.359759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:57.363678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:57.367098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:03:57.370442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:57.373709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:57.373781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:00.378345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:00.382619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:00.386058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:00.389392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:00.392762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:00.392857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:03.397664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:03.400958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:03.404220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:03.407426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:03.410630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:03.410719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:06.415614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:06.419318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:06.422825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:06.426401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:06.429997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:06.430087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:09.434790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:09.438157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:09.441485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:09.444790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:09.448043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:09.448115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:12.453773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:12.458158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:12.461810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:12.465242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:12.468630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:12.468728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:15.482142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:15.489395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:15.498589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:15.504941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:15.510490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:15.512026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:18.516446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:18.521100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:18.525704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:18.530487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:18.535245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:18.535348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:21.540150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:21.543726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:21.547050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:21.550432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:21.553775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:21.553847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:24.559676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:24.563883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:24.568137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:24.572414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:24.576138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:24.576231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:27.580994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:27.584637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:27.588140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:27.591853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:27.595946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:27.596050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:30.600961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:30.604566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:30.608932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:30.612839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:30.616330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:30.616440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:33.622326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:33.626104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:33.630271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:33.633908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:33.637356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:33.637429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:36.642887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:36.647184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:36.651541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:36.656147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:36.661279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:36.661408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:39.666259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:39.670971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:39.675419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:39.679713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:39.683998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:39.684086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:42.690217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:42.695130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:42.698566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:42.702040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:42.705453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:42.705527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:45.709999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:45.714717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:45.719584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:45.724300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:45.729150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:45.729256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:48.734147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:48.737788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:48.741278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:48.744713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:48.748250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:48.748332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:51.752966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:51.756528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:51.759990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:51.763238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:51.766443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:51.766514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:54.772232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:54.776673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:54.781041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:54.785324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:54.789509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:54.789596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:57.794134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:57.798798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:57.803441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:04:57.808013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:57.812607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:57.812716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:00.819019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:00.822892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:00.827048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:00.830445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:00.833784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:00.833856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:03.839463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:03.843721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:03.847764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:03.851518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:03.856788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:03.856920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:06.861833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:06.865900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:06.869669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:06.873552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:06.877970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:06.878070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:09.883856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:09.889051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:09.894150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:09.898446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:09.904006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:09.904110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:12.909214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:12.912619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:12.916026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:12.919326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:12.922587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:12.922697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:15.928741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:15.933192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:15.937529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:15.941938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:15.946246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:15.946343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:18.951005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:18.954813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:18.958380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:18.961694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:18.965068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:18.965141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:21.970216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:21.973986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:21.977465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:21.981070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:21.984489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:21.984583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:24.991263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:24.996237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:25.000231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:25.004814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:25.009755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:25.009898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:28.014736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:28.018250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:28.021680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:28.025035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:28.029316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:28.029460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:31.034534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:31.037955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:31.041362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:31.044845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:31.048208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:31.048278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:34.052718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:34.056505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:34.060455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:34.064311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:34.068281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:34.068383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:37.072925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:37.076794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:37.080581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:37.084139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:37.087707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:37.087803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:40.093101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:40.097691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:40.101758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:40.105618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:40.109308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:40.109378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:43.113837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:43.117207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:43.121039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:43.124435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:43.127757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:43.127833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:46.132689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:46.136334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:46.139664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:46.142974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:46.146926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:46.147042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:49.151259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:49.154703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:49.157981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:49.161249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:49.164715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:49.164790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:52.169868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:52.173338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:52.176635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:52.179980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:52.183245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:52.183321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:55.187595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:55.191112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:55.194718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:55.198110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:55.201386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:55.201460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:58.207215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:58.211561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:58.215743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:05:58.220100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:58.224315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:58.224413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:01.229245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:01.233636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:01.237843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:01.241854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:01.245724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:01.245828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:04.251991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:04.257035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:04.262058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:04.267120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:04.272146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:04.272269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:07.276634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:07.280424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:07.283818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:07.287172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:07.290584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:07.290699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:10.297524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:10.303126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:10.308284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:10.313662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:10.319124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:10.319261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:13.323609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:13.327452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:13.331051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:13.334490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:13.338179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:13.338269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:16.342887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:16.347296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:16.351246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:16.355231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:16.359045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:16.359148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:19.363830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:19.367419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:19.371042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:19.374830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:19.378356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:19.378435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:22.384702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:22.389043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:22.392921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:22.397462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:22.401969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:22.402093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:25.406527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:25.409816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:25.412980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:25.416136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:25.419515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:25.419586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:28.424471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:28.428844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:28.432637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:28.436454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:28.440880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:28.441008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:31.446892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:31.451077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:31.455013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:31.458711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:31.462376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:31.462454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:34.467430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:34.470953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:34.474838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:34.478247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:34.481671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:34.481741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:37.486230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:37.489616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:37.492962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:37.496516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:37.499978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:37.500052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:40.504759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:40.508274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:40.511566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:40.514847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:40.518529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:40.518606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:43.523362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:43.526822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:43.530181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:43.533542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:43.536861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:43.536950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:46.541460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:46.544761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:46.547939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:46.551081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:46.554255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:46.554327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:49.559507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:49.563308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:49.567024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:49.570623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:49.573981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:49.574071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:52.578962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:52.582414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:52.585815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:52.592457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:52.596089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:52.596172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:55.601004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:55.604952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:55.608600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:55.612263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:55.616014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:55.616100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:58.620562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:58.623923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:58.627234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:06:58.630508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:58.633766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:58.633839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:01.639538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:01.645218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:01.650107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:01.654167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:01.658170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:01.658246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:04.663021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:04.666729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:04.670233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:04.673610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:04.677174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:04.677262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:07.682063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:07.685425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:07.688770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:07.692051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:07.695298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:07.695369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:10.700182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:10.703697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:10.707032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:10.712563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:10.716109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:10.716201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:13.720702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:13.724374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:13.727830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:13.731293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:13.734689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:13.734765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:16.738989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:16.742844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:16.746137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:16.749384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:16.752705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:16.752779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:19.757593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:19.761489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:19.765342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:19.769044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:19.772562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:19.772662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:22.777403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:22.781358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:22.784936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:22.788633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:22.792372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:22.792477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:25.797693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:25.802022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:25.806208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:25.810102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:25.813825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:25.813909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:28.818690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:28.822244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:28.825693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:28.829050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:28.832372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:28.832445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:31.836772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:31.840448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:31.844062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:31.847595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:31.851229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:31.851301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:34.855626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:34.859451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:34.862913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:34.866399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:34.870241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:34.870334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:37.875204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:37.878900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:37.882329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:37.885915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:37.889481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:37.889553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:40.895473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:40.899133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:40.902456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:40.905810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:40.909275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:40.909350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:43.914147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:43.917824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:43.921431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:43.924854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:43.930097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:43.930248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:46.934984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:46.938359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:46.941635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:46.944805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:46.948022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:46.948098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:49.952636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:49.956288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:49.959610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:49.962937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:49.966677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:49.966748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:52.972143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:52.977473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:52.982803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:52.988230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:52.992775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:52.992891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:55.998514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:56.004832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:56.008849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:56.012836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:56.016493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:56.016572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:59.021450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:59.025608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:59.029603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:07:59.033138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:59.036671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:59.036742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:02.042090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:02.045568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:02.049475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:02.053133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:02.057134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:02.057267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:05.062167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:05.065874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:05.069365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:05.072787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:05.076171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:05.076251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:08.081427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:08.084778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:08.087948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:08.091214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:08.094387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:08.094472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:11.100304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:11.104473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:11.107940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:11.111273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:11.114623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:11.114716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:14.119926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:14.123415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:14.127287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:14.130863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:14.134437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:14.134509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:17.139627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:17.144199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:17.148915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:17.152716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:17.156503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:17.156599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:20.161708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:20.165891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:20.170220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:20.174162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:20.178009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:20.178118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:23.183038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:23.187128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:23.190884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:23.194837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:23.198742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:23.198853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:26.203273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:26.206881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:26.210262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:26.213620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:26.216861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:26.216947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:29.222474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:29.226585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:29.230866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:29.234912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:29.239037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:29.239154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:32.244046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:32.248001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:32.251385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:32.254944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:32.258372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:32.258443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:35.263812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:35.267466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:35.270878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:35.274477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:35.277888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:35.277964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:38.282428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:38.285933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:38.289503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:38.293110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:38.296950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:38.297050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:41.301370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:41.304614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:41.307805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:41.310994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:41.314133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:41.314203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:44.318761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:44.322253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:44.325628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:44.329026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:44.332370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:44.332447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:47.338434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:47.342350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:47.345622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:47.348866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:47.352960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:47.353101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:50.357677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:50.361297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:50.364913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:50.368296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:50.371842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:50.371930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:53.376376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:53.379932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:53.383253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:53.386558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:53.389931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:53.390006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:56.394523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:56.397922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:56.401092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:56.404290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:56.407476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:56.407549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:59.412426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:59.416092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:59.419949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:08:59.423593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:59.426963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:59.427040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:02.431417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:02.435372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:02.439191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:02.442669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:02.445951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:02.446026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:05.450872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:05.454341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:05.457732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:05.461277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:05.464634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:05.464749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:08.469425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:08.473668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:08.477364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:08.481161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:08.484761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:08.484836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:11.489685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:11.493084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:11.496244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:11.499422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:11.502554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:11.502626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:14.507708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:14.511637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:14.515163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:14.520250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:14.524691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:14.524791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:17.529928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:17.533873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:17.537661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:17.541598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:17.545473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:17.545575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:20.550202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:20.554052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:20.557717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:20.561191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:20.564830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:20.564908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:23.571077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:23.576173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:23.583081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:23.586576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:23.591434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:23.591521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:26.597931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:26.602570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:26.606244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:26.609677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:26.613609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:26.613722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:29.618977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:29.622752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:29.626276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:29.629843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:29.633721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:29.633831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:32.639869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:32.644134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:32.647807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:32.651555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:32.655111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:32.655192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:35.660577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:35.664624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:35.669352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:35.672887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:35.676185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:35.676257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:38.681505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:38.685318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:38.689070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:38.692822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:38.696483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:38.696582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:41.701426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:41.704884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:41.708175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:41.711398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:41.714624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:41.714708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:44.721523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:44.726489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:44.732212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:44.739289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:44.744416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:44.744548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:47.749081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:47.752678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:47.756230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:47.759774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:47.763142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:47.763235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:50.767566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:50.771073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:50.774373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:50.778007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:50.781397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:50.781491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:53.787609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:53.792291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:53.797791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:53.801735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:53.805168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:53.805251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:56.809861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:56.813546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:56.816973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:56.820475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:56.824116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:56.824199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:59.829791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:59.834542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:59.839301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:09:59.844054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:59.848693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:59.848814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:02.855212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:02.859947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:02.863632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:02.867219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:02.871520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:02.871616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:05.876259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:05.879946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:05.883523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:05.887447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:05.890924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:05.890998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:08.896867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:08.901212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:08.905800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:08.909994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:08.914627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:08.914762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:11.919724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:11.923311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:11.927193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:11.930416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:11.933594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:11.933682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:14.938455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:14.942352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:14.945870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:14.949809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:14.953752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:14.953841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:17.959725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:17.963577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:17.971833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:17.976316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:17.980005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:17.980084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:20.985140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:20.988987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:20.992901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:20.996473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:21.000128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:21.000211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:24.006017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:24.010170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:24.013776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:24.017713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:24.021301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:24.021385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:27.026335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:27.030275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:27.034008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:27.039050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:27.043375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:27.043474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:30.049724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:30.054043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:30.058061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:30.061528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:30.066036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:30.066198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:33.072768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:33.077626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:33.081271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:33.084942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:33.088817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:33.088907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:36.094895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:36.099050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:36.104008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:36.107951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:36.113606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:36.113703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:39.119019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:39.123023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:39.126634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:39.130290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:39.133957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:39.134055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:42.138946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:42.142365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:42.145781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:42.149302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:42.152988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:42.153067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:45.157490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:45.160945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:45.164184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:45.167770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:45.171426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:45.171531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:48.176206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:48.179967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:48.183525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:48.187076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:48.190464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:48.190539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:51.196335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:51.201084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:51.206261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:51.210195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:51.213536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:51.213607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:54.218534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:54.222602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:54.226365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:54.230014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:54.234045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:54.234135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:57.239194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:57.243041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:57.246667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:10:57.250595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:57.254414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:57.254505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:00.259261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:00.263094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:00.266500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:00.269973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:00.274086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:00.274179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:03.278910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:03.282929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:03.286676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:03.290322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:03.294094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:03.294195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:06.298872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:06.302289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:06.305910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:06.309173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:06.312377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:06.312448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:09.317541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:09.321713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:09.326107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:09.330234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:09.334594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:09.334735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:12.340401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:12.344986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:12.349468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:12.354206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:12.358782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:12.358887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:15.364111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:15.367795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:15.371424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:15.375226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:15.379097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:15.379208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:18.383916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:18.387406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:18.390960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:18.394323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:18.397663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:18.397751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:21.402918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:21.406534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:21.410168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:21.413558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:21.417082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:21.417199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:24.423780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:24.428353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:24.432884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:24.437545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:24.441613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:24.441749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:27.446615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:27.450033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:27.453265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:27.456435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:27.459691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:27.459785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:30.464915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:30.469174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:30.472502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:30.475987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:30.479457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:30.479557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:33.485554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:33.489480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:33.493997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:33.498764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:33.503090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:33.503204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:36.509195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:36.513941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:36.518493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:36.522965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:36.527446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:36.527558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:39.532884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:39.536356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:39.539560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:39.542740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:39.546024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:39.546096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:42.551208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:42.554489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:42.557893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:42.561122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:42.564770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:42.564841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:45.569566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:45.573380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:45.576996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:45.580523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:45.583855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:45.583931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:48.588920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:48.592976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:48.596763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:48.600422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:48.604157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:48.604249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:51.609266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:51.613108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:51.616910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:51.620437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:51.623936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:51.624026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:54.628708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:54.632123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:54.635445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:54.638906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:54.642115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:54.642187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:57.647413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:57.650994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:57.654276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:11:57.657545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:57.660791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:57.660864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:00.665780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:00.670072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:00.673611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:00.677179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:00.680774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:00.680942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:03.688192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:03.693445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:03.699357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:03.704981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:03.709792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:03.709904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:06.714307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:06.718443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:06.723038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:06.726937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:06.730901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:06.731032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:09.735746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:09.739855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:09.743200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:09.746563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:09.750092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:09.750183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:12.754893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:12.759040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:12.762860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:12.766524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:12.770257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:12.770361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:15.775012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:15.779003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:15.782717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:15.786228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:15.789834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:15.789914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:18.794558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:18.798014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:18.801295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:18.804430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:18.807668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:18.807739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:21.814590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:21.819366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:21.823510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:21.826911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:21.830291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:21.830361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:24.835198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:24.839159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:24.842769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:24.846506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:24.850199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:24.850286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:27.855687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:27.859284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:27.862700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:27.866892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:27.870401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:27.870473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:30.875508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:30.878911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:30.882073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:30.885238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:30.888406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:30.888478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:33.894137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:33.899078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:33.903810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:33.907995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:33.911914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:33.912021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:36.917175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:36.921010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:36.924720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:36.928537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:36.932683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:36.932776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:39.937515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:39.941293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:39.945335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:39.949292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:39.952888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:39.952959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:42.959279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:42.963484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:42.967424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:42.971719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:42.975797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:42.975873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:45.980631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:45.984212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:45.987807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:45.991294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:45.994813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:45.994890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:49.000852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:49.005560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:49.010143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:49.014269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:49.018459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:49.018571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:52.023070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:52.026385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:52.029760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:52.032936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:52.036284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:52.036353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:55.042087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:55.047285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:55.052625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:55.057848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:55.061996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:55.062100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:58.066948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:58.070415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:58.073758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:12:58.077030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:58.080465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:58.080558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:01.085051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:01.088393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:01.091581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:01.094791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:01.097973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:01.098043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:04.104093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:04.109219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:04.113987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:04.118267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:04.121983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:04.122065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:07.127106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:07.131689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:07.136038] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:07.139925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:07.144449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:07.144569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:10.149287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:10.153006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:10.156521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:10.159990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:10.163445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:10.163540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:13.168414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:13.172358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:13.176226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:13.179820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:13.183365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:13.183457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:16.189836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:16.195223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:16.199612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:16.204127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:16.208706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:16.208800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:19.213895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:19.217321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:19.220835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:19.224089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:19.227398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:19.227478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:22.231935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:22.235395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:22.238767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:22.242050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:22.245290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:22.245382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:25.250322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:25.253869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:25.257185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:25.261138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:25.264676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:25.264746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:28.269149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:28.273211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:28.277365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:28.280854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:28.284281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:28.284355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:31.289166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:31.292508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:31.295770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:31.299330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:31.302589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:31.302679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:34.307076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:34.310523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:34.313798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:34.316954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:34.320233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:34.320301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:37.325508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:37.329145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:37.332700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:37.336290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:37.340012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:37.340091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:40.344667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:40.348127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:40.351458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:40.355053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:40.358693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:40.358766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:43.363939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:43.367751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:43.371047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:43.374544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:43.378533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:43.378662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:46.382950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:46.386331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:46.389572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:46.392747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:46.395944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:46.396017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:49.400986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:49.404938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:49.408600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:49.412255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:49.415772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:49.415856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:52.421044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:52.424970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:52.428800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:52.432289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:52.435871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:52.435959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:55.440548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:55.444156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:55.447603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:55.451068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:55.454458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:55.454530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:58.460352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:58.464219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:58.467810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:13:58.471148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:58.474471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:58.474552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:01.480480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:01.484812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:01.488660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:01.492702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:01.496103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:01.496176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:04.502763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:04.507079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:04.510726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:04.514526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:04.519157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:04.519304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:07.524075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:07.527859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:07.532854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:07.536775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:07.541677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:07.541843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:10.546996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:10.550386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:10.553800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:10.556969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:10.560345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:10.560420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:13.565669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:13.570006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:13.574034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:13.578323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:13.582308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:13.582411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:16.587484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:16.591114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:16.595066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:16.599017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:16.602863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:16.602964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:19.607934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:19.611361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:19.614582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:19.617827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:19.621050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:19.621121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:22.626172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:22.630578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:22.634281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:22.637539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:22.640685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:22.640753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:25.645552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:25.649205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:25.652485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:25.655758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:25.659053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:25.659138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:28.663754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:28.667162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:28.670464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:28.673670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:28.676867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:28.676936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:31.682003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:31.686288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:31.690380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:31.694247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:31.698191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:31.698307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:34.704053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:34.707909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:34.711618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:34.715053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:34.718436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:34.718516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:37.723755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:37.727258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:37.730570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:37.733840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:37.737121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:37.737216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:40.741997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:40.745742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:40.749259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:40.752723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:40.756084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:40.756163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:43.760842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:43.764626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:43.768269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:43.771924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:43.775370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:43.775441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:46.780951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:46.785353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:46.789004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:46.792859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:46.796290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:46.796364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:49.801029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:49.804533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:49.808756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:49.813223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:49.817428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:49.817563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:52.822694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:52.826792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:52.830537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:52.834082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:52.837827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:52.837928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:55.842952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:55.846678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:55.850545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:55.854554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:55.858091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:55.858171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:58.863277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:58.867398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:58.871198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:14:58.874944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:58.878502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:58.878586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:01.884665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:01.890165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:01.894708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:01.898962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:01.903255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:01.903355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:04.908575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:04.914474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:04.919775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:04.923923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:04.928068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:04.928167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:07.933683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:07.939036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:07.944135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:07.949174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:07.954259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:07.954390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:10.959306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:10.962856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:10.966187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:10.969699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:10.973150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:10.973252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:13.978047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:13.981819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:13.986088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:13.989702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:13.993232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:13.993321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:16.999785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:17.004887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:17.009063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:17.012551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:17.015921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:17.015992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:20.021852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:20.026722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:20.031687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:20.035624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:20.039208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:20.039284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:23.043993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:23.047636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:23.051102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:23.054489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:23.058125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:23.058212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:26.062553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:26.065962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:26.069227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:26.072393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:26.075693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:26.075763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:29.080594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:29.085201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:29.089580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:29.093278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:29.096821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:29.096921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:32.101243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:32.104511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:32.107767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:32.111001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:32.114212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:32.114290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:35.119697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:35.123324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:35.126514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:35.129759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:35.133116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:35.133188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:38.138194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:38.141516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:38.144795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:38.148072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:38.151270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:38.151339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:41.155752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:41.159132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:41.162285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:41.165407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:41.168618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:41.168707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:44.173403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:44.177099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:44.180638] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:44.184287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:44.187788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:44.187875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:47.192365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:47.195906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:47.199393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:47.202785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:47.206117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:47.206199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:50.210997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:50.214731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:50.218396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:50.221916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:50.225561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:50.225664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:53.230210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:53.233719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:53.237474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:53.241153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:53.244851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:53.244965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:56.249515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:56.253110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:56.256506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:56.260032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:56.263472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:56.263552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:59.269893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:59.274859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:59.279115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:15:59.282734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:59.287674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:59.287842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:02.293885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:02.298806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:02.302886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:02.306334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:02.310039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:02.310113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:05.316430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:05.321097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:05.327211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:05.333019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:05.338736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:05.338894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:08.344127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:08.348367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:08.352564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:08.356825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:08.360954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:08.361069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:11.365398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:11.368825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:11.372040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:11.375258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:11.378478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:11.378549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:14.384250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:14.388094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:14.391947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:14.395797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:14.399609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:14.399718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:17.404597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:17.411812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:17.415808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:17.419499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:17.423187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:17.423301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:20.428478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:20.432010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:20.435370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:20.439018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:20.442393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:20.442461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:23.447414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:23.451050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:23.454719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:23.458405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:23.461952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:23.462056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:26.467390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:26.471287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:26.475138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:26.478826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:26.483441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:26.483556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:29.488601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:29.492505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:29.496331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:29.499945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:29.503472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:29.503567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:32.508571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:32.512622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:32.516558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:32.520607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:32.524488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:32.524584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:35.529600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:35.533463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:35.537294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:35.541015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:35.544778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:35.544880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:38.549586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:38.553376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:38.557207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:38.560926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:38.564419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:38.564495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:41.569559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:41.573568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:41.577514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:41.581332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:41.585122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:41.585219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:44.591242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:44.596347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:44.601606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:44.605716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:44.609491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:44.609574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:47.614386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:47.618121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:47.622409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:47.627004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:47.631578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:47.631711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:50.636759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:50.640353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:50.643786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:50.647445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:50.651098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:50.651177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:53.655996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:53.659952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:53.664145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:53.668436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:53.671992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:53.672080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:56.677177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:56.681013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:56.684390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:56.688213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:56.691700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:56.691789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:59.697191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:59.701106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:59.704743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:16:59.708329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:59.711830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:59.711937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:02.717010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:02.720584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:02.724229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:02.727755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:02.731240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:02.731332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:05.738360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:05.744240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:05.749578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:05.753470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:05.756882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:05.756951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:08.761302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:08.764814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:08.768415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:08.771803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:08.775092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:08.775171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:11.781537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:11.786091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:11.789606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:11.794414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:11.799478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:11.799630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:14.804732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:14.808102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:14.811700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:14.815041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:14.818396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:14.818470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:17.823713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:17.827716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:17.831577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:17.835400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:17.839365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:17.839482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:20.843578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:20.847019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:20.850379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:20.853603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:20.858387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:20.858548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:23.862634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:23.865923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:23.869143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:23.872616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:23.875824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:23.875896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:26.880800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:26.884141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:26.887322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:26.890488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:26.893608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:26.893699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:29.898622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:29.902506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:29.906224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:29.910315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:29.914165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:29.914285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:32.921513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:32.927834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:32.933245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:32.939526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:32.944733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:32.944861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:35.949991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:35.954936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:35.959209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:35.962934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:35.966541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:35.966635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:38.980825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:38.991789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:39.000696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:39.011313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:39.028119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:39.028275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:42.032944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:42.036824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:42.040552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:42.044083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:42.047588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:42.047735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:45.052764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:45.056499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:45.060169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:45.064267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:45.068001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:45.068094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:48.072875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:48.076235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:48.080159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:48.084680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:48.089396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:48.089515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:51.095381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:51.100544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:51.105316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:51.109978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:51.114571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:51.114695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:54.119576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:54.123043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:54.126761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:54.130120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:54.133734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:54.133834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:57.138929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:57.142716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:57.146447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:17:57.150667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:57.154954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:57.155055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:00.159736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:00.163244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:00.166572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:00.169893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:00.173156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:00.173235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:03.178499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:03.181962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:03.185214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:03.188449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:03.191911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:03.191982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:06.196666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:06.200422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:06.203853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:06.207265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:06.210734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:06.210822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:09.215188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:09.219110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:09.223224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:09.226908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:09.230309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:09.230383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:12.236452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:12.240340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:12.244181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:12.247868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:12.251747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:12.251825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:15.256397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:15.260066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:15.263678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:15.267741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:15.271137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:15.271208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:18.275990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:18.279401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:18.283484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:18.287290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:18.290614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:18.290699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:21.295521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:21.299178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:21.302445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:21.305717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:21.308996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:21.309087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:24.313829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:24.320156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:24.323687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:24.327803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:24.331128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:24.331201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:27.336246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:27.340024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:27.344058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:27.347840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:27.351401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:27.351489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:30.356357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:30.360004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:30.363563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:30.366937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:30.370536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:30.370619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:33.377025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:33.382383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:33.387671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:33.391796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:33.395259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:33.395335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:36.400015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:36.404360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:36.407893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:36.411231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:36.415823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:36.415981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:39.421700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:39.425841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:39.429613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:39.433034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:39.436602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:39.436703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:42.441768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:42.445635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:42.449423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:42.452994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:42.456556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:42.456659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:45.461157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:45.464527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:45.467783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:45.471368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:45.475071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:45.475142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:48.481159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:48.485361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:48.489621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:48.494158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:48.497958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:48.498059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:51.502919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:51.506901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:51.510286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:51.513815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:51.517081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:51.517176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:54.521666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:54.525555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:54.530105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:54.533774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:54.537309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:54.537396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:57.542006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:57.545969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:57.549606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:18:57.554132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:57.558715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:57.558845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:00.563459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:00.567261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:00.570851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:00.574379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:00.577969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:00.578053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:03.582833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:03.586411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:03.589949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:03.593359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:03.596787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:03.596875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:06.601822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:06.605337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:06.608734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:06.612091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:06.615717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:06.615809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:09.620462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:09.624233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:09.627886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:09.631458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:09.634823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:09.634899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:12.640856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:12.645948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:12.650841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:12.655627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:12.659802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:12.659896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:15.664786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:15.668812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:15.673003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:15.677066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:15.680911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:15.680994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:18.686853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:18.691404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:18.695947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:18.701136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:18.706417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:18.706536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:21.711960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:21.715343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:21.718793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:21.722585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:21.726162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:21.726242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:24.730592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:24.734029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:24.737354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:24.740680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:24.743999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:24.744072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:27.748529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:27.752274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:27.755764] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:27.759268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:27.762787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:27.762878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:30.767787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:30.771469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:30.774907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:30.778369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:30.781922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:30.782011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:33.786770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:33.790656] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:33.794476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:33.798078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:33.802100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:33.802209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:36.807376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:36.810981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:36.814310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:36.817749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:36.821209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:36.821288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:39.826024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:39.830699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:39.835022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:39.838757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:39.842425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:39.842513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:42.847475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:42.852035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:42.855809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:42.859123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:42.862449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:42.862523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:45.867184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:45.870933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:45.874303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:45.877603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:45.881593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:45.881731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:48.886113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:48.889443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:48.892716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:48.895907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:48.899064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:48.899135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:51.904125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:51.907955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:51.911745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:51.915133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:51.921450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:51.921549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:54.925569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:54.929540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:54.932767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:54.936071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:54.939269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:54.939338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:57.944360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:57.948040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:57.951971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:19:57.955478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:57.958708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:57.958779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:00.963590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:00.967210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:00.970457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:00.973686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:00.976929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:00.976998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:03.982029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:03.985680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:03.991171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:03.994864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:03.998134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:03.998204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:07.003357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:07.007134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:07.010456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:07.014031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:07.017400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:07.017472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:10.023437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:10.028776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:10.034293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:10.038128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:10.041991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:10.042077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:13.047456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:13.051745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:13.055671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:13.059466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:13.063302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:13.063407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:16.068465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:16.073352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:16.078079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:16.082549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:16.086701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:16.086815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:19.091986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:19.095983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:19.100082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:19.104111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:19.108300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:19.108429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:22.113854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:22.117988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:22.122593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:22.126400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:22.130363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:22.130456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:25.137310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:25.143715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:25.149295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:25.154894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:25.160615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:25.160845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:28.165352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:28.169516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:28.173666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:28.177026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:28.180288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:28.180360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:31.185229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:31.188674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:31.191963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:31.195451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:31.199065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:31.199154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:34.204208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:34.208267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:34.212269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:34.216015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:34.219812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:34.219909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:37.225038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:37.228667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:37.231927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:37.235769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:37.239430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:37.239511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:40.243939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:40.247691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:40.251334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:40.254994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:40.258625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:40.258737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:43.263899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:43.267856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:43.271551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:43.275291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:43.278986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:43.279085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:46.284212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:46.288219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:46.292098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:46.295832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:46.299924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:46.300049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:49.305383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:49.309463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:49.313300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:49.317172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:49.321064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:49.321186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:52.326166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:52.330518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:52.334737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:52.339137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:52.343424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:52.343553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:55.348689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:55.352994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:55.357312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:55.361555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:55.365908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:55.366007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:58.370724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:58.374001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:58.377224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:20:58.380351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:58.383549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:58.383624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:01.388738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:01.392838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:01.396519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:01.400341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:01.404009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:01.404121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:04.409252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:04.412897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:04.416134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:04.419468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:04.422754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:04.422825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:07.428774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:07.432204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:07.435611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:07.440367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:07.444511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:07.444604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:10.449087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:10.452794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:10.456213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:10.459701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:10.463034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:10.463117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:13.467739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:13.472234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:13.475937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:13.479385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:13.482798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:13.482868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:16.488583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:16.492854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:16.496240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:16.499762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:16.503140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:16.503216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:19.508031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:19.511935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:19.515453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:19.519155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:19.522746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:19.522828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:22.528335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:22.532451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:22.536346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:22.540093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:22.543912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:22.544036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:25.549320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:25.552968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:25.556255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:25.559872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:25.563440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:25.563515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:28.568002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:28.571673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:28.575188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:28.578547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:28.581813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:28.581885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:31.586275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:31.590002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:31.593410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:31.596970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:31.600612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:31.600704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:34.606282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:34.611189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:34.615110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:34.618510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:34.622048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:34.622136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:37.627209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:37.631275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:37.635065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:37.638777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:37.642725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:37.642831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:40.647566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:40.651342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:40.654996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:40.658670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:40.662349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:40.662446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:43.667473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:43.671282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:43.674872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:43.678668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:43.681946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:43.682019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:46.687099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:46.691398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:46.695327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:46.700405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:46.704331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:46.704427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:49.709306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:49.713715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:49.717437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:49.721425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:49.725159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:49.725264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:52.729813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:52.733272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:52.736625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:52.740162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:52.743880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:52.744139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:55.748738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:55.752615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:55.756314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:55.760138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:55.763910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:55.764000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:58.770702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:58.776486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:58.782017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:21:58.787013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:58.794635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:58.794770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:01.801316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:01.805527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:01.809250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:01.813844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:01.817871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:01.817962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:04.829110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:04.836203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:04.842244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:04.848075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:04.853837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:04.853989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:07.858987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:07.863479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:07.867237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:07.871809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:07.876160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:07.876281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:10.880995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:10.884389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:10.887900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:10.891521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:10.894854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:10.894947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:13.901012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:13.906785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:13.911880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:13.916322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:13.920327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:13.920417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:16.925485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:16.929895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:16.933941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:16.938736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:16.943405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:16.943502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:19.948348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:19.955020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:19.960378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:19.964688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:19.968472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:19.968549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:22.973329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:22.977184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:22.981291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:22.984677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:22.988130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:22.988205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:25.993871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:25.997637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:26.001111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:26.004832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:26.008564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:26.008677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:29.013257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:29.017047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:29.020694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:29.024350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:29.027981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:29.028084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:32.032841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:32.036192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:32.039493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:32.042958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:32.046217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:32.046308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:35.051403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:35.054837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:35.058052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:35.061322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:35.064638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:35.064730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:38.070023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:38.074159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:38.078143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:38.081904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:38.085749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:38.085845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:41.090902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:41.094899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:41.099193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:41.102671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:41.105993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:41.106069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:44.110678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:44.114166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:44.117492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:44.120776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:44.124297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:44.124380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:47.129042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:47.132820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:47.136535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:47.140323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:47.144072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:47.144159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:50.150889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:50.156073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:50.161266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:50.165778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:50.170310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:50.170404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:53.175834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:53.179547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:53.183046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:53.186530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:53.189838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:53.189906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:56.195160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:56.199311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:56.203478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:56.207574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:56.211368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:56.211475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:59.216354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:59.220552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:59.223745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:22:59.227783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:59.231746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:59.231821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:02.237243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:02.241680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:02.246758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:02.251164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:02.256219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:02.256364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:05.261820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:05.266443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:05.270941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:05.275180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:05.279866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:05.279991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:08.285159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:08.289553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:08.293476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:08.297346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:08.301131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:08.301236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:11.305787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:11.309257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:11.312489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:11.315879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:11.319686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:11.319781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:14.324937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:14.328897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:14.333020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:14.337103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:14.340579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:14.340680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:17.345217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:17.348705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:17.352042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:17.355489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:17.358784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:17.358855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:20.363742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:20.367443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:20.371136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:20.374753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:20.378285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:20.378371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:23.383115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:23.387491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:23.391491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:23.395396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:23.399503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:23.399606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:26.404072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:26.407586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:26.411041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:26.414466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:26.417906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:26.417989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:29.423285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:29.426735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:29.430288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:29.433762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:29.437104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:29.437207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:32.441807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:32.445446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:32.449031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:32.452443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:32.455778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:32.455855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:35.461051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:35.465075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:35.468980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:35.472817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:35.476727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:35.476830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:38.481837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:38.486657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:38.490973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:38.495536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:38.499829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:38.499940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:41.505374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:41.510480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:41.514940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:41.518621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:41.522439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:41.522528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:44.527118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:44.531168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:44.534986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:44.538673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:44.542587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:44.542732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:47.548722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:47.554074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:47.559266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:47.564469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:47.570980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:47.571191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:50.576033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:50.580077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:50.583479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:50.586948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:50.590502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:50.590594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:53.595365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:53.599296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:53.603420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:53.607130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:53.610673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:53.610749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:56.615175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:56.618743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:56.621964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:56.625121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:56.628710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:56.628793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:59.633696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:59.637957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:59.642361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:23:59.646470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:59.650571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:59.650703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:02.656249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:02.660195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:02.663577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:02.667163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:02.670581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:02.670686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:05.676295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:05.680193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:05.684020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:05.687564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:05.690846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:05.690930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:08.695798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:08.699700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:08.703730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:08.707316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:08.711604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:08.711732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:11.716436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:11.720301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:11.724166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:11.727894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:11.731476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:11.731554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:14.736084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:14.739505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:14.743892] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:14.747779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:14.751345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:14.751447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:17.756343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:17.760142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:17.764575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:17.768410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:17.771700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:17.771770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:20.776106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:20.779669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:20.783273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:20.786824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:20.790147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:20.790220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:23.794777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:23.798429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:23.801821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:23.805233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:23.808868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:23.808963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:26.814392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:26.818448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:26.822170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:26.825621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:26.828985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:26.829057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:29.833795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:29.837754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:29.841457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:29.844806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:29.848094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:29.848165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:32.854325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:32.858780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:32.862456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:32.866245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:32.870187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:32.870293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:35.875389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:35.878778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:35.881966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:35.885162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:35.888458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:35.888529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:38.892945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:38.896712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:38.900505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:38.904196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:38.907836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:38.907914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:41.912460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:41.916097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:41.919789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:41.923357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:41.927120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:41.927242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:44.931789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:44.935310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:44.938790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:44.942100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:44.945373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:44.945446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:47.950082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:47.953753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:47.957107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:47.960784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:47.964066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:47.964146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:50.969083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:50.972878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:50.976974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:50.981444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:50.986431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:50.986547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:53.991262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:53.995215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:53.998639] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:54.002179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:54.005716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:54.005808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:57.010669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:57.014860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:57.019085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:24:57.023092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:57.026869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:57.026956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:00.031358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:00.035304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:00.038847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:00.042082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:00.045337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:00.045447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:03.051117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:03.055600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:03.060771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:03.065871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:03.071411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:03.071588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:06.076539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:06.080127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:06.084010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:06.087828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:06.091508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:06.091600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:09.096264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:09.099943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:09.103314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:09.106746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:09.110167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:09.110249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:12.115346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:12.119040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:12.122568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:12.126312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:12.130263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:12.130347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:15.134628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:15.138177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:15.141581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:15.144937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:15.148228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:15.148301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:18.153457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:18.157180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:18.160825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:18.164312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:18.168319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:18.168439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:21.173811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:21.178263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:21.182111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:21.185616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:21.189693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:21.189783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:24.195162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:24.199636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:24.203767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:24.210526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:24.214615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:24.214728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:27.219919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:27.224217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:27.228168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:27.231782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:27.235267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:27.235356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:30.241310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:30.245093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:30.248418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:30.251707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:30.255298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:30.255418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:33.261795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:33.266747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:33.270632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:33.274152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:33.279112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:33.279304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:36.283628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:36.287293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:36.290762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:36.294216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:36.297860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:36.297966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:39.302832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:39.306686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:39.310388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:39.314094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:39.317880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:39.317963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:42.322786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:42.326829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:42.330598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:42.334390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:42.338237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:42.338337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:45.343147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:45.346693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:45.350360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:45.353768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:45.357342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:45.357432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:48.362368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:48.366083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:48.369493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:48.372749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:48.375990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:48.376063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:51.380924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:51.385830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:51.390425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:51.395331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:51.400062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:51.400166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:54.405627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:54.409456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:54.413295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:54.417053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:54.420701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:54.420803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:57.427119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:57.431124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:57.434830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:25:57.438628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:57.442160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:57.442234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:00.447111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:00.450497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:00.453745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:00.456984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:00.460444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:00.460522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:03.465341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:03.469458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:03.473458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:03.477666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:03.481689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:03.481816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:06.486496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:06.490079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:06.493586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:06.497040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:06.500356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:06.500448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:09.505209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:09.509045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:09.512786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:09.516608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:09.520452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:09.520546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:12.525167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:12.528708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:12.534131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:12.538111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:12.541440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:12.541540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:15.546233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:15.549975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:15.554630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:15.558395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:15.561835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:15.561915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:18.566458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:18.569882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:18.573073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:18.576320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:18.579691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:18.579767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:21.584390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:21.588104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:21.591584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:21.595162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:21.598624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:21.598733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:24.603392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:24.606863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:24.610462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:24.613876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:24.617272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:24.617347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:27.621901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:27.625477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:27.628926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:27.632308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:27.635736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:27.635829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:30.641551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:30.645476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:30.649159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:30.652689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:30.656797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:30.656920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:33.661329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:33.665143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:33.669179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:33.673441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:33.677394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:33.677486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:36.682732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:36.686767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:36.690567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:36.694244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:36.699191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:36.699355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:39.704059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:39.707775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:39.711262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:39.714706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:39.718060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:39.718140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:42.722904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:42.726509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:42.730819] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:42.734264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:42.737698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:42.737770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:45.742126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:45.745620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:45.749082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:45.752585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:45.755991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:45.756070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:48.761880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:48.765806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:48.769662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:48.773390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:48.776929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:48.777015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:51.786177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:51.791442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:51.795973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:51.800006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:51.803513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:51.803607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:54.808896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:54.812839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:54.816206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:54.819610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:54.823074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:54.823146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:57.827756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:57.831507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:57.835155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:26:57.838721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:57.842240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:57.842320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:00.847600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:00.852966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:00.856367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:00.859755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:00.863091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:00.863165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:03.867849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:03.871478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:03.875091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:03.878444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:03.882338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:03.882413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:06.886940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:06.890540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:06.893862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:06.897792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:06.901175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:06.901248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:09.907227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:09.912491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:09.917553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:09.922602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:09.927593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:09.927720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:12.932319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:12.935750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:12.939107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:12.942754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:12.946206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:12.946301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:15.950968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:15.954819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:15.958499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:15.961946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:15.965587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:15.965683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:18.970546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:18.974170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:18.977795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:18.981207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:18.984440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:18.984513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:21.989677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:21.993600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:21.997416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:22.001301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:22.005097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:22.005196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:25.011087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:25.015739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:25.019693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:25.023710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:25.027946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:25.028060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:28.032482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:28.036066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:28.039527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:28.042954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:28.046321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:28.046414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:31.050988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:31.054571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:31.058744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:31.063134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:31.067636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:31.067768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:34.075112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:34.080540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:34.085413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:34.090484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:34.098362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:34.098510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:37.103400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:37.107626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:37.111738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:37.115601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:37.120456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:37.120575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:40.125993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:40.130148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:40.134727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:40.139230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:40.143551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:40.143680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:43.149535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:43.154045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:43.158157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:43.162220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:43.166335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:43.166427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:46.170870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:46.174254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:46.177572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:46.180813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:46.184066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:46.184137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:49.188816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:49.192262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:49.195517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:49.198994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:49.202172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:49.202244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:52.206541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:52.210062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:52.213525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:52.217513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:52.221178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:52.221248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:55.226411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:55.231208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:55.235289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:55.239127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:55.242799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:55.242886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:58.248295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:58.251700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:58.255385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:27:58.259234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:58.262479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:58.262570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:01.268959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:01.273938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:01.278452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:01.282806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:01.286517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:01.286710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:04.291632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:04.295061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:04.298388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:04.301665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:04.304946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:04.305018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:07.310059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:07.313721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:07.316959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:07.320805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:07.324779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:07.324863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:10.329441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:10.332929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:10.336257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:10.339595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:10.342968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:10.343061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:13.351228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:13.355807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:13.359767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:13.364365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:13.368000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:13.368071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:16.373225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:16.376887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:16.380565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:16.383980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:16.387325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:16.387399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:19.392126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:19.395725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:19.399133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:19.402427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:19.405793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:19.405866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:22.411512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:22.415301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:22.418693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:22.422105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:22.425554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:22.425627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:25.430579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:25.434523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:25.438507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:25.442346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:25.446440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:25.446544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:28.451352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:28.454778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:28.458094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:28.461387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:28.464663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:28.464734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:31.470115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:31.474192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:31.478029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:31.481998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:31.485786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:31.485877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:34.490886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:34.494786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:34.498363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:34.501623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:34.504881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:34.504955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:37.510280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:37.514159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:37.517880] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:37.521439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:37.524806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:37.524893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:40.531202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:40.535014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:40.539040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:40.542940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:40.546855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:40.546970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:43.551734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:43.555222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:43.558499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:43.562675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:43.566331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:43.566404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:46.570946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:46.574320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:46.577686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:46.580954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:46.584171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:46.584242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:49.589580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:49.593893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:49.597933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:49.601832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:49.605820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:49.605926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:52.610734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:52.614299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:52.617928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:52.621563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:52.625101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:52.625185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:55.629621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:55.633059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:55.636479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:55.640147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:55.645065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:55.645283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:58.650203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:58.653728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:58.657092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:28:58.660563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:58.663886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:58.663972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:01.668819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:01.672304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:01.675809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:01.679155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:01.682382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:01.682452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:04.687360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:04.691131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:04.694723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:04.698282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:04.701835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:04.701934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:07.706847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:07.710961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:07.715073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:07.718719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:07.722257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:07.722334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:10.726702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:10.733181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:10.736442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:10.739691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:10.742842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:10.742912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:13.751776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:13.758542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:13.764626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:13.770675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:13.776630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:13.776795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:16.783276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:16.787729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:16.791867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:16.795989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:16.799900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:16.799986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:19.805679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:19.809419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:19.812859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:19.816362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:19.819860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:19.819931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:22.825495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:22.829701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:22.833411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:22.836991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:22.840587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:22.840685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:25.846453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:25.850397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:25.854192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:25.859280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:25.863564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:25.863672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:28.868592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:28.872243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:28.875879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:28.879408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:28.882831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:28.882910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:31.887466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:31.891006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:31.894404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:31.897807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:31.901214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:31.901312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:34.906173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:34.909777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:34.913101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:34.916338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:34.919738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:34.919807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:37.924382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:37.928028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:37.931784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:37.936048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:37.939561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:37.939658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:40.945375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:40.952503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:40.957461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:40.961089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:40.965479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:40.965593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:43.971020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:43.975239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:43.978853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:43.983418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:43.987630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:43.987755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:46.993320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:47.001542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:47.006202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:47.010798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:47.015463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:47.015566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:50.020407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:50.023891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:50.027250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:50.030613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:50.033945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:50.034021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:53.038462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:53.041805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:53.045045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:53.048279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:53.051423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:53.051493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:56.056239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:56.059940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:56.063847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:56.067990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:56.072125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:56.072256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:59.076878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:59.080431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:59.083828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:29:59.087076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:59.090334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:59.090404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:02.097778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:02.103588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:02.110295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:02.115286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:02.120524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:02.120690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:05.125363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:05.129329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:05.133275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:05.137036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:05.140753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:05.140847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:08.145363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:08.148998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:08.152422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:08.155809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:08.159141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:08.159219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:11.163485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:11.167000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:11.170493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:11.174098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:11.177592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:11.177692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:14.182389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:14.185876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:14.189247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:14.192570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:14.195959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:14.196037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:17.200284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:17.203582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:17.206900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:17.210351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:17.213629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:17.213713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:20.220337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:20.225033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:20.229876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:20.234596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:20.239363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:20.239473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:23.243593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:23.246970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:23.250233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:23.253432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:23.256722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:23.256818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:26.262589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:26.266961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:26.270457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:26.273785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:26.277018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:26.277091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:29.282074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:29.285892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:29.289622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:29.293378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:29.296813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:29.296888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:32.301873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:32.305467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:32.308847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:32.312244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:32.315633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:32.315724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:35.321282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:35.325773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:35.329889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:35.334417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:35.338455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:35.338567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:38.343441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:38.347189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:38.350583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:38.353957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:38.357492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:38.357587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:41.363299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:41.367773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:41.372072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:41.376344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:41.380732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:41.380831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:44.385045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:44.388819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:44.392249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:44.395787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:44.402934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:44.403022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:47.408019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:47.411344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:47.415988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:47.421026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:47.425037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:47.425166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:50.430141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:50.433543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:50.436884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:50.440280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:50.443577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:50.443664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:53.448850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:53.452470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:53.455839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:53.459368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:53.462848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:53.462932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:56.467343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:56.470828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:56.474133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:56.477671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:56.481011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:56.481083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:59.486808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:59.491039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:59.495083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:30:59.499414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:59.504169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:59.504292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:02.509892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:02.514451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:02.517890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:02.521291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:02.524615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:02.524703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:05.529917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:05.534304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:05.538114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:05.541655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:05.545508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:05.545611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:08.556447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:08.573463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:08.602546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:08.611289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:08.627088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:08.627310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:11.632847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:11.637329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:11.641849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:11.646269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:11.650742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:11.650887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:14.655929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:14.659943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:14.663898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:14.668067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:14.673151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:14.673306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:17.678494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:17.682616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:17.686429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:17.690267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:17.694067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:17.694168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:20.700021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:20.704311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:20.708232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:20.712946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:20.717482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:20.717582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:23.722098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:23.725448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:23.728724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:23.732372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:23.735574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:23.735662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:26.740525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:26.744088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:26.747545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:26.750942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:26.754352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:26.754431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:29.760503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:29.765677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:29.770193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:29.774776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:29.779219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:29.779374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:32.784475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:32.788810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:32.792483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:32.796289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:32.799982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:32.800082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:35.805173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:35.809265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:35.813318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:35.817242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:35.821264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:35.821368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:38.826117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:38.829766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:38.833208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:38.836527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:38.840678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:38.840802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:41.846319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:41.850539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:41.854581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:41.858781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:41.862349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:41.862441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:44.867291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:44.871232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:44.874535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:44.877898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:44.881183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:44.881273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:47.886550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:47.890610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:47.894920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:47.898372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:47.901536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:47.901623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:50.907008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:50.910940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:50.914316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:50.917754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:50.921016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:50.921087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:53.926248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:53.929864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:53.934563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:53.938521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:53.941855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:53.941926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:56.947974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:56.952035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:56.955548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:56.959742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:56.963109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:56.963181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:59.969754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:59.975115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:59.980134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:31:59.985191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:59.990429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:59.990572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:02.995470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:02.999601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:03.003046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:03.006354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:03.009667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:03.009737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:06.014790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:06.018617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:06.022438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:06.026447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:06.030103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:06.030188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:09.034856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:09.038709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:09.042318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:09.045835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:09.049585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:09.049694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:12.054287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:12.057895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:12.061173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:12.064524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:12.068033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:12.068118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:15.073377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:15.076888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:15.080802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:15.084588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:15.088112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:15.088201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:18.095151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:18.101103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:18.106359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:18.110373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:18.113736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:18.113806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:21.119173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:21.123467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:21.127006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:21.130480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:21.133887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:21.133958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:24.139789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:24.144021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:24.148089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:24.151959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:24.156106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:24.156174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:27.161501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:27.165008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:27.168278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:27.171497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:27.174723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:27.174795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:30.180762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:30.186014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:30.190861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:30.195749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:30.200417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:30.200531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:33.205553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:33.209677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:33.213329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:33.216976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:33.220707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:33.220787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:36.226116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:36.230476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:36.234363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:36.238527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:36.242616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:36.242732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:39.248106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:39.253701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:39.258052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:39.262393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:39.266535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:39.266678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:42.271735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:42.275371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:42.279691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:42.283992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:42.287669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:42.287742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:45.292432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:45.296040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:45.299731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:45.303278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:45.306789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:45.306867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:48.317578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:48.332287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:48.340403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:48.348255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:48.357222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:48.357386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:51.362031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:51.365351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:51.368985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:51.373308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:51.376835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:51.376908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:54.381822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:54.385964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:54.389842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:54.393844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:54.398095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:54.398169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:57.402787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:57.406533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:57.410758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:32:57.415247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:57.419891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:57.419990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:00.425836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:00.430467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:00.436096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:00.441932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:00.446747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:00.446822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:03.450871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:03.454552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:03.458052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:03.461295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:03.464529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:03.464600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:06.470018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:06.474716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:06.479081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:06.482735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:06.486209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:06.486286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:09.492727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:09.496982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:09.500448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:09.503912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:09.509123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:09.509270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:12.514069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:12.518775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:12.522949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:12.528047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:12.532187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:12.532303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:15.536329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:15.539970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:15.543494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:15.547002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:15.550569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:15.550673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:18.555470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:18.559184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:18.562622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:18.566026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:18.569457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:18.569554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:21.574673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:21.578428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:21.582882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:21.587622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:21.591612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:21.591735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:24.597207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:24.600839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:24.604304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:24.607623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:24.610917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:24.610986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:27.616379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:27.620289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:27.623747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:27.627286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:27.630799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:27.630869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:30.636011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:30.639699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:30.643357] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:30.646885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:30.650375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:30.650460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:33.656432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:33.660692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:33.664597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:33.668315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:33.672808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:33.672938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:36.677981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:36.681991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:36.685794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:36.689581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:36.693474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:36.693570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:39.699859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:39.703784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:39.707327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:39.711045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:39.714485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:39.714584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:42.720289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:42.724278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:42.728399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:42.732094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:42.735816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:42.735925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:45.740950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:45.744349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:45.747745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:45.751045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:45.754292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:45.754363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:48.758705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:48.762515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:48.766226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:48.769634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:48.772986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:48.773061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:51.778366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:51.782938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:51.787259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:51.790856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:51.794398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:51.794477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:54.799372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:54.803737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:54.808676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:54.813282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:54.817426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:54.817507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:57.822293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:57.825915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:57.829360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:33:57.832943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:57.836266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:57.836340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:00.840973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:00.845153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:00.848519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:00.851786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:00.854994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:00.855062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:03.860950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:03.865247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:03.869188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:03.873863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:03.877524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:03.877612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:06.882391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:06.886786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:06.891585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:06.896248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:06.899629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:06.899718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:09.904548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:09.908613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:09.912453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:09.916274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:09.920236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:09.920333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:12.926004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:12.930737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:12.935074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:12.939332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:12.943457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:12.943549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:15.948186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:15.951783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:15.955153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:15.958510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:15.961915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:15.961994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:18.967003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:18.971451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:18.975971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:18.980392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:18.984573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:18.984701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:21.989367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:21.992870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:21.996313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:21.999839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:22.003391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:22.003478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:25.008510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:25.011851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:25.015004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:25.018211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:25.021950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:25.022019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:28.027040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:28.030604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:28.034183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:28.037847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:28.041569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:28.041682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:31.046272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:31.050094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:31.053784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:31.057223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:31.060780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:31.060867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:34.065736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:34.069208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:34.072618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:34.075873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:34.080243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:34.080367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:37.084927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:37.088676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:37.092189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:37.095770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:37.099297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:37.099389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:40.106041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:40.111343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:40.115465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:40.119100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:40.123203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:40.123281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:43.128619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:43.135006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:43.140905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:43.145819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:43.150220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:43.150324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:46.155282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:46.159439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:46.163364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:46.167399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:46.171192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:46.171291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:49.176077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:49.180829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:49.185767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:49.190417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:49.195086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:49.195214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:52.201739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:52.206187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:52.210222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:52.213984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:52.217611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:52.217712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:55.223098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:55.227944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:55.232450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:55.236759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:55.240901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:55.240989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:58.245563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:58.249670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:58.253589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:34:58.257078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:58.260568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:58.260677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:01.266655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:01.270438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:01.273965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:01.277254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:01.280502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:01.280573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:04.285350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:04.289457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:04.293246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:04.297606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:04.301474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:04.301563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:07.306387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:07.310520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:07.314225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:07.318094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:07.321939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:07.322043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:10.326704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:10.330697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:10.333992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:10.337324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:10.340952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:10.341023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:13.346476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:13.350927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:13.354910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:13.358317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:13.362587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:13.362719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:16.367565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:16.371013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:16.374248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:16.377497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:16.380860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:16.380952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:19.385590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:19.389746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:19.393373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:19.397153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:19.400682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:19.400754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:22.406819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:22.411367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:22.416102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:22.420846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:22.424348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:22.424443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:25.429788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:25.434327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:25.438610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:25.442001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:25.445492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:25.445564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:28.452149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:28.456880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:28.461187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:28.465056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:28.469103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:28.469179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:31.474285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:31.479611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:31.483243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:31.486507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:31.489843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:31.489913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:34.495281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:34.499027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:34.502445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:34.505848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:34.509368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:34.509449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:37.515138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:37.519823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:37.524187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:37.527735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:37.531453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:37.531553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:40.536824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:40.541035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:40.544489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:40.547878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:40.551063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:40.551133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:43.556257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:43.560185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:43.563778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:43.567300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:43.570820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:43.570923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:46.575764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:46.579097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:46.582983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:46.587014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:46.590326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:46.590398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:49.595767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:49.599579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:49.603002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:49.606260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:49.609797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:49.609906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:52.615774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:52.620283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:52.625180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:52.630041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:52.634873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:52.634994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:55.639691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:55.643447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:55.647217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:55.651042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:55.654780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:55.654864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:58.660474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:58.664872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:58.668699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:35:58.672271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:58.675700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:58.675771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:01.681368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:01.686239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:01.690979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:01.694574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:01.698217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:01.698295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:04.703452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:04.707610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:04.711282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:04.714781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:04.718327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:04.718412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:07.723160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:07.726887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:07.730773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:07.734572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:07.738472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:07.738580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:10.743940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:10.748137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:10.752063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:10.756008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:10.760048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:10.760156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:13.764398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:13.767978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:13.771309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:13.774786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:13.778499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:13.778576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:16.783803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:16.787615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:16.791299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:16.795045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:16.798780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:16.798868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:19.803805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:19.808683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:19.812899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:19.816823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:19.820955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:19.821065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:22.826781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:22.832273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:22.837968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:22.843735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:22.849155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:22.849306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:25.854288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:25.858432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:25.862691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:25.867007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:25.871271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:25.871384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:28.876364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:28.879808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:28.883036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:28.886823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:28.890385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:28.890465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:31.895038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:31.898496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:31.902055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:31.905381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:31.908681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:31.908760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:34.914559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:34.918243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:34.921541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:34.924839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:34.928595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:34.928727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:37.933633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:37.937355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:37.940668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:37.943973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:37.947412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:37.947488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:40.952222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:40.956044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:40.959636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:40.963745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:40.967117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:40.967191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:43.973774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:43.978467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:43.983185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:43.987878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:43.992562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:43.992688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:46.997586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:47.001732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:47.005809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:47.009127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:47.012419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:47.012498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:50.017460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:50.020910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:50.024248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:50.027514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:50.030825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:50.030896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:53.035872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:53.039522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:53.042972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:53.046302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:53.049625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:53.049737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:56.055508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:56.059426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:56.062962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:56.066353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:56.069703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:56.069774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:59.074784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:59.078359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:59.081700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:36:59.084976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:59.088241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:59.088318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:02.093977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:02.098568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:02.103022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:02.107734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:02.112749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:02.112865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:05.119104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:05.123904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:05.127420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:05.130702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:05.133851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:05.133917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:08.139300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:08.143973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:08.149033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:08.153694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:08.158697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:08.158825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:11.164003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:11.168190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:11.171921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:11.175464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:11.179543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:11.179622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:14.184729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:14.189500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:14.194870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:14.199491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:14.203433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:14.203532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:17.209724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:17.214622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:17.219228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:17.223523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:17.227212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:17.227309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:20.232045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:20.235900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:20.241125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:20.245609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:20.249809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:20.249913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:23.254783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:23.258543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:23.262482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:23.266203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:23.269863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:23.269953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:26.274404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:26.277964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:26.281403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:26.284804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:26.288432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:26.288529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:29.294126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:29.299280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:29.303990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:29.308891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:29.313552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:29.313674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:32.318260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:32.322130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:32.325873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:32.329384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:32.332869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:32.332955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:35.337684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:35.341479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:35.345129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:35.348659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:35.352243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:35.352326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:38.357026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:38.360547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:38.364263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:38.367589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:38.370908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:38.370987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:41.375810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:41.380279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:41.384169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:41.387414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:41.390689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:41.390759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:44.396937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:44.400445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:44.404333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:44.408061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:44.411349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:44.411422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:47.416419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:47.420384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:47.425114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:47.429145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:47.433078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:47.433155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:50.438274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:50.443170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:50.447351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:50.451167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:50.455422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:50.455507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:53.464952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:53.469049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:53.473067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:53.476691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:53.480318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:53.480412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:56.486322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:56.491838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:56.496436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:56.500947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:56.505201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:56.505326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:59.510669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:59.514930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:59.519174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:37:59.523146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:59.527717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:59.527786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:02.532962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:02.537334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:02.540888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:02.544543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:02.548580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:02.548688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:05.553685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:05.558338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:05.562792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:05.568120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:05.573399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:05.573543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:08.578152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:08.581858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:08.585247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:08.588719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:08.592066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:08.592139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:11.597866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:11.602360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:11.606349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:11.609939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:11.613408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:11.613495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:14.621091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:14.624734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:14.628836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:14.633881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:14.639125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:14.639222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:17.647040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:17.658954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:17.666962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:17.676400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:17.683291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:17.683481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:20.688119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:20.691574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:20.695007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:20.698673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:20.702310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:20.702396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:23.709527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:23.714320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:23.718269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:23.721943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:23.725549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:23.725670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:26.730627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:26.733961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:26.737127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:26.742432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:26.745582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:26.745671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:29.750447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:29.754386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:29.757963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:29.761490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:29.765015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:29.765119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:32.770081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:32.774137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:32.778258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:32.781920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:32.785564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:32.785702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:35.790819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:35.795252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:35.799603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:35.803948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:35.808291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:35.808413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:38.812780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:38.816119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:38.819364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:38.822523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:38.825738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:38.825812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:41.832249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:41.836979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:41.841488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:41.845908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:41.850429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:41.850527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:44.856240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:44.861111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:44.865771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:44.870247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:44.874707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:44.874826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:47.880182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:47.883998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:47.887799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:47.891712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:47.895319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:47.895429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:50.900378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:50.904766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:50.908887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:50.912841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:50.916630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:50.916736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:53.922402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:53.926424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:53.930893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:53.935327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:53.939761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:53.939865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:56.944774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:56.948877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:56.952805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:56.956504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:56.960268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:56.960365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:59.965977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:59.970010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:59.973812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:38:59.977577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:59.980999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:59.981091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:02.986151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:02.989858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:02.993980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:02.997630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:03.001286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:03.001362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:06.007463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:06.011238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:06.014942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:06.018678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:06.022185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:06.022258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:09.026922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:09.030363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:09.033590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:09.036821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:09.040138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:09.040210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:12.044682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:12.048333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:12.051910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:12.055280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:12.058725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:12.058817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:15.065146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:15.070047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:15.074529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:15.079302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:15.084011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:15.084126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:18.089057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:18.092812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:18.096172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:18.099684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:18.103291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:18.103362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:21.109198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:21.113694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:21.117569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:21.121326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:21.125029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:21.125141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:24.129949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:24.133746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:24.137550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:24.142039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:24.146374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:24.146466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:27.150785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:27.154364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:27.157910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:27.161583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:27.165218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:27.165301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:30.169806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:30.173396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:30.177476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:30.181203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:30.184929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:30.185023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:33.189671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:33.193077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:33.197182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:33.201010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:33.204563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:33.204678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:36.209449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:36.212775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:36.215940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:36.219151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:36.222307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:36.222377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:39.226909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:39.230225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:39.233456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:39.236674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:39.239909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:39.239979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:42.244791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:42.248225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:42.251411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:42.254582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:42.257800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:42.257872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:45.262755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:45.266481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:45.270461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:45.274631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:45.278656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:45.278768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:48.284679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:48.288750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:48.293110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:48.296925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:48.300175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:48.300244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:51.305006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:51.309731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:51.314434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:51.320833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:51.324722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:51.324811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:54.329327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:54.332901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:54.336488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:54.340182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:54.343595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:54.343705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:57.350217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:57.356339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:57.361675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:39:57.368131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:57.374071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:57.374213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:00.379306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:00.384423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:00.391246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:00.397742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:00.402599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:00.402762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:03.408109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:03.411706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:03.415445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:03.418902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:03.422454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:03.422562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:06.427077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:06.430658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:06.434142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:06.438038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:06.441869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:06.441978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:09.446667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:09.450936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:09.454708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:09.458991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:09.463059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:09.463179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:12.468060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:12.471550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:12.475022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:12.478768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:12.482259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:12.482359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:15.487061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:15.490911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:15.494459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:15.498044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:15.501569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:15.501666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:18.506362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:18.509913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:18.513150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:18.516354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:18.519713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:18.519787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:21.524673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:21.528118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:21.531418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:21.534958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:21.538529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:21.538622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:24.543890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:24.548058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:24.551986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:24.555855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:24.559608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:24.559715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:27.564631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:27.568583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:27.572085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:27.575758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:27.579246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:27.579315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:30.584350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:30.588105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:30.591593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:30.595242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:30.598840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:30.598933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:33.603580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:33.606975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:33.610266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:33.613508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:33.616764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:33.616834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:36.621795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:36.625239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:36.628537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:36.632235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:36.635768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:36.635848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:39.641693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:39.646491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:39.650796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:39.654756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:39.659877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:39.660007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:42.665142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:42.669862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:42.674211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:42.680026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:42.685362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:42.685464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:45.690007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:45.693374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:45.696659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:45.700407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:45.703704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:45.703796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:48.708896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:48.712634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:48.716758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:48.720281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:48.723754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:48.723830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:51.729048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:51.732863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:51.736487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:51.744146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:51.749318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:51.749474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:54.754320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:54.758348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:54.762163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:54.766830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:54.771931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:54.772049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:57.776879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:57.780837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:57.784597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:40:57.788230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:57.791889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:57.791983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:00.797304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:00.801406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:00.804815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:00.808195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:00.811478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:00.811690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:03.817028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:03.822035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:03.826425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:03.830568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:03.834469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:03.834550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:06.839204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:06.842848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:06.846145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:06.849875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:06.853314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:06.853390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:09.858407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:09.862181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:09.865750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:09.869240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:09.872585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:09.872684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:12.877289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:12.880847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:12.884367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:12.888136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:12.891750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:12.891848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:15.897025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:15.900439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:15.903992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:15.907498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:15.910977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:15.911049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:18.916508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:18.920480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:18.924002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:18.927366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:18.930702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:18.930772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:21.935269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:21.938973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:21.942523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:21.946369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:21.949799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:21.949870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:24.954230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:24.957897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:24.961463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:24.964829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:24.968207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:24.968295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:27.972622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:27.976265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:27.979898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:27.983340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:27.986712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:27.986806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:30.993011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:30.997798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:31.001918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:31.005272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:31.008575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:31.008667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:34.013257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:34.016858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:34.020260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:34.023692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:34.027129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:34.027207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:37.031675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:37.035287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:37.038848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:37.042398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:37.045817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:37.045886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:40.050155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:40.053466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:40.056631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:40.059848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:40.062990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:40.063059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:43.070398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:43.074389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:43.078132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:43.081707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:43.085346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:43.085433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:46.089973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:46.093837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:46.097562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:46.101267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:46.104909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:46.104993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:49.110073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:49.113631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:49.117682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:49.121392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:49.124790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:49.124871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:52.132486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:52.137341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:52.142447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:52.147812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:52.152964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:52.153102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:55.159033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:55.163928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:55.167579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:55.170883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:55.174309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:55.174387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:58.179224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:58.182652] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:58.185835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:41:58.189163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:58.192397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:58.192469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:01.197811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:01.202513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:01.206784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:01.211521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:01.215706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:01.215832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:04.220703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:04.225006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:04.229012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:04.234114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:04.239676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:04.239820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:07.246064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:07.250862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:07.255267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:07.259155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:07.262358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:07.262429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:10.266802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:10.271558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:10.281264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:10.286600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:10.291124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:10.291245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:13.296142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:13.301739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:13.305667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:13.309500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:13.313253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:13.313327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:16.318423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:16.322122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:16.326078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:16.329667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:16.332954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:16.333028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:19.337725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:19.341168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:19.344438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:19.347849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:19.351277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:19.351371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:22.356557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:22.360534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:22.364349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:22.368099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:22.371982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:22.372089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:25.376882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:25.382003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:25.387261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:25.390967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:25.394712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:25.394807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:28.399866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:28.404070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:28.408149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:28.412167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:28.416724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:28.416848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:31.422163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:31.426170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:31.429913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:31.433512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:31.437520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:31.437621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:34.443433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:34.448246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:34.452982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:34.457755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:34.461946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:34.462059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:37.467216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:37.470814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:37.474233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:37.477538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:37.480820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:37.480906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:40.485783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:40.489281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:40.494177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:40.498735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:40.502582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:40.502694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:43.508329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:43.511687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:43.515006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:43.519368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:43.523430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:43.523520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:46.528174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:46.531735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:46.535064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:46.538358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:46.541881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:46.541960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:49.548122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:49.552945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:49.558086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:49.563214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:49.568261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:49.568384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:52.572767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:52.576076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:52.579354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:52.582572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:52.585768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:52.585837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:55.590196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:55.593783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:55.597180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:55.600573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:55.603891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:55.603982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:58.609343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:58.613469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:58.617085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:42:58.620975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:58.624753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:58.624837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:01.629327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:01.633072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:01.636680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:01.640292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:01.643693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:01.643794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:04.648938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:04.652904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:04.656595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:04.660014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:04.663314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:04.663388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:07.668207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:07.672018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:07.676137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:07.679946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:07.684250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:07.684361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:10.691724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:10.696084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:10.700538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:10.704681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:10.708453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:10.708539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:13.713703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:13.717877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:13.722053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:13.726302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:13.730133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:13.730204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:16.736039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:16.741408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:16.745992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:16.750137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:16.754006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:16.754107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:19.758844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:19.762864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:19.766922] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:19.770877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:19.774797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:19.774893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:22.780489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:22.784633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:22.788930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:22.793117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:22.797221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:22.797344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:25.803030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:25.807579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:25.812200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:25.816853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:25.821361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:25.821446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:28.826400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:28.830916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:28.835137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:28.839162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:28.842486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:28.842555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:31.849400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:31.854247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:31.858695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:31.863057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:31.867423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:31.867544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:34.873584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:34.879149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:34.883528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:34.887484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:34.891500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:34.891604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:37.896246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:37.899626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:37.902836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:37.906057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:37.909250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:37.909322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:40.913634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:40.916929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:40.920162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:40.923341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:40.926594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:40.926688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:43.931296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:43.934897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:43.938256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:43.941761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:43.945193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:43.945268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:46.950189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:46.954004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:46.958162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:46.961714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:46.965288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:46.965380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:49.970078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:49.973519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:49.976827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:49.980110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:49.983493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:49.983573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:52.988255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:52.992065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:52.995636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:52.999613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:53.003543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:53.003706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:56.008673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:56.012377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:56.015894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:56.019262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:56.022662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:56.022753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:59.028131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:59.032551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:59.036874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:43:59.041236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:59.045760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:59.045861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:02.050748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:02.055437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:02.060746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:02.064665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:02.068168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:02.068266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:05.073042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:05.076634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:05.080103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:05.083394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:05.087238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:05.087349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:08.092545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:08.097195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:08.102236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:08.107296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:08.112365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:08.112488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:11.116843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:11.123624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:11.128816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:11.134093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:11.139410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:11.139569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:14.145208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:14.150006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:14.154525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:14.160779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:14.164783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:14.164908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:17.169486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:17.172948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:17.176343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:17.180345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:17.183732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:17.183821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:20.189595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:20.193885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:20.198188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:20.202125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:20.206020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:20.206133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:23.211597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:23.215390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:23.219344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:23.222915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:23.226606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:23.226721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:26.232913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:26.237954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:26.241748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:26.245599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:26.249084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:26.249158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:29.253428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:29.256764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:29.259958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:29.263114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:29.266292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:29.266365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:32.271612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:32.275183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:32.278666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:32.282073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:32.285532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:32.285614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:35.290373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:35.293979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:35.297293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:35.300543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:35.303833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:35.303923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:38.309291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:38.312951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:38.316388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:38.319770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:38.323904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:38.324041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:41.328844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:41.332262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:41.336390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:41.340807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:41.345131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:41.345245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:44.351241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:44.355498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:44.359229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:44.363026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:44.366659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:44.366737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:47.373232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:47.377170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:47.380575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:47.385044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:47.389209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:47.389284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:50.393852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:50.397336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:50.400697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:50.404082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:50.407346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:50.407441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:53.412482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:53.416141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:53.420251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:53.424236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:53.428393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:53.428514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:56.433623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:56.437092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:56.440736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:56.444348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:56.448223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:56.448334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:59.453022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:59.456715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:59.460366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:44:59.463942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:59.467418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:59.467489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:02.472468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:02.476346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:02.480627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:02.484457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:02.488099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:02.488178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:05.492899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:05.496219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:05.499504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:05.502750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:05.506328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:05.506413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:08.511550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:08.515859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:08.519607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:08.523098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:08.526479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:08.526548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:11.531296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:11.534766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:11.538123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:11.541399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:11.544735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:11.544826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:14.549750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:14.554030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:14.558080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:14.561924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:14.565544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:14.565677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:17.570468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:17.574049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:17.577442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:17.580846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:17.584464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:17.584562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:20.589231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:20.593200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:20.596525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:20.599980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:20.603322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:20.603397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:23.608732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:23.612744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:23.616757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:23.620537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:23.624275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:23.624386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:26.629928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:26.636745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:26.642801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:26.647890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:26.661470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:26.661726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:29.667150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:29.671281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:29.675355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:29.679196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:29.683062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:29.683180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:32.687673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:32.691199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:32.694683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:32.698186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:32.701492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:32.701568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:35.706210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:35.709793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:35.713220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:35.716674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:35.720544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:35.720719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:38.725462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:38.728885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:38.732360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:38.735633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:38.739075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:38.739153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:41.744180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:41.747740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:41.751078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:41.754783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:41.758453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:41.758554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:44.763222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:44.766824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:44.770475] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:44.773842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:44.777477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:44.777564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:47.782160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:47.785928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:47.789451] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:47.793152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:47.796888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:47.796977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:50.801763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:50.805192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:50.808596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:50.811922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:50.815176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:50.815252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:53.821080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:53.825583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:53.830395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:53.835329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:53.839979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:53.840102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:56.844806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:56.848353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:56.851667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:56.854894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:56.858193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:56.858272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:59.863800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:59.867865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:59.871266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:45:59.874617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:59.879389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:59.879498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:02.884323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:02.888055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:02.891855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:02.895476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:02.899062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:02.899148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:05.905892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:05.910905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:05.914966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:05.918670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:05.922102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:05.922196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:08.927182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:08.931130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:08.934938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:08.938495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:08.941854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:08.941934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:11.946838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:11.950380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:11.953799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:11.957121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:11.960504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:11.960579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:14.966041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:14.970087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:14.973825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:14.977673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:14.981200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:14.981271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:17.986385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:17.989771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:17.993091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:17.996368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:18.000913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:18.001034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:21.006287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:21.011427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:21.016796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:21.024084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:21.028892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:21.029033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:24.033658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:24.037471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:24.041428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:24.045105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:24.048930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:24.049018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:27.055552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:27.061082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:27.065448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:27.069551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:27.073139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:27.073213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:30.078234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:30.081853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:30.085453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:30.089044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:30.092628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:30.092731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:33.097669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:33.101285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:33.104587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:33.107941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:33.111797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:33.111901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:36.116695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:36.120775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:36.124599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:36.128583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:36.132307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:36.132397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:39.137378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:39.141451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:39.145178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:39.148742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:39.152368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:39.152460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:42.157790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:42.161617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:42.165453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:42.169171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:42.172815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:42.172889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:45.177984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:45.182273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:45.186535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:45.190746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:45.194503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:45.194591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:48.199125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:48.202792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:48.206172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:48.209739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:48.213530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:48.213621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:51.217577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:51.220917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:51.224081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:51.227417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:51.230701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:51.230775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:54.235699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:54.239530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:54.243110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:54.246504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:54.249940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:54.250016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:57.255823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:57.260569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:57.265713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:46:57.270459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:57.275103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:57.275208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:00.281209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:00.286068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:00.290623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:00.295225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:00.299888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:00.299992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:03.304353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:03.308089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:03.311387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:03.314629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:03.317938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:03.318011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:06.322802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:06.326457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:06.329938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:06.333198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:06.337061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:06.337205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:09.342638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:09.346726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:09.350657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:09.355080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:09.359081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:09.359202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:12.364340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:12.368436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:12.372334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:12.376183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:12.379723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:12.379801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:15.384590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:15.389604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:15.394295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:15.398829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:15.403346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:15.403470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:18.409511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:18.413664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:18.418032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:18.422023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:18.425978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:18.426071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:21.430825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:21.434694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:21.438123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:21.441430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:21.444997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:21.445092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:24.450354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:24.454510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:24.458177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:24.462160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:24.465867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:24.465951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:27.470418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:27.474034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:27.477755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:27.481178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:27.484566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:27.484674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:30.490012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:30.493851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:30.497591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:30.501361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:30.505143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:30.505242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:33.509965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:33.513794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:33.517853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:33.521328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:33.524867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:33.524940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:36.530066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:36.533473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:36.536782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:36.540110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:36.543366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:36.543459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:39.549083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:39.553209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:39.557342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:39.561305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:39.564838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:39.564913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:42.569885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:42.574943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:42.579216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:42.583382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:42.587605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:42.587721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:45.593964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:45.598619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:45.602527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:45.606620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:45.611383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:45.611474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:48.619098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:48.624697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:48.630446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:48.635352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:48.640235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:48.640371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:51.645189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:51.649154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:51.652877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:51.656635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:51.660263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:51.660356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:54.664941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:54.668529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:54.672961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:54.676291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:54.679736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:54.679808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:57.684972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:57.688461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:57.691859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:47:57.695909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:57.699293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:57.699376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:00.704575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:00.708452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:00.712830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:00.717194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:00.721437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:00.721532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:03.726169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:03.729837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:03.733087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:03.736546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:03.739858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:03.739928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:06.744400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:06.747847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:06.751133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:06.754401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:06.757659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:06.757732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:09.762959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:09.767131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:09.771295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:09.775360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:09.779484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:09.779580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:12.784724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:12.790585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:12.795217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:12.799623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:12.803582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:12.803686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:15.808748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:15.812506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:15.816097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:15.819583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:15.822952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:15.823041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:18.827701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:18.831611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:18.835403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:18.839603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:18.843817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:18.843923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:21.849534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:21.854077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:21.858393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:21.863410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:21.868341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:21.868475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:24.874099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:24.878925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:24.883785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:24.888126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:24.892060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:24.892143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:27.897277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:27.901818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:27.906978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:27.911564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:27.915964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:27.916064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:30.924242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:30.928839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:30.934213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:30.938766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:30.942634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:30.942748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:33.947200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:33.951603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:33.955339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:33.959554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:33.963063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:33.963138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:36.967912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:36.971766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:36.976692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:36.981418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:36.985581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:36.985691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:39.990496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:39.995028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:39.999570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:40.004727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:40.009158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:40.009273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:43.014111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:43.018222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:43.021513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:43.024701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:43.027953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:43.028023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:46.032199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:46.036083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:46.039687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:46.042999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:46.046249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:46.046321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:49.051560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:49.056329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:49.060467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:49.063927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:49.067486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:49.067578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:52.072387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:52.078942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:52.083061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:52.087139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:52.091255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:52.091383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:55.095819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:55.099246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:55.102572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:55.106108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:55.109576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:55.109677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:58.114362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:58.120974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:58.127048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:48:58.131119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:58.134792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:58.134907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:01.139226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:01.143240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:01.147212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:01.151454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:01.155474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:01.155597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:04.159709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:04.163193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:04.166555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:04.169887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:04.173144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:04.173216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:07.178902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:07.182914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:07.186886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:07.190951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:07.196425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:07.196558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:10.201365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:10.204809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:10.208568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:10.211992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:10.215294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:10.215364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:13.220073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:13.223510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:13.227003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:13.230362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:13.233812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:13.233884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:16.239614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:16.244092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:16.248367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:16.252625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:16.256758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:16.256860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:19.262434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:19.267263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:19.272187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:19.276995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:19.281789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:19.281905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:22.286506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:22.290023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:22.293932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:22.298127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:22.301947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:22.302024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:25.307478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:25.312272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:25.316694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:25.321316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:25.325776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:25.325897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:28.330077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:28.333345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:28.336569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:28.339840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:28.343055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:28.343125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:31.347249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:31.350782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:31.354389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:31.357723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:31.360994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:31.361064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:34.366710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:34.371228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:34.375283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:34.379606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:34.384449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:34.384570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:37.392672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:37.396430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:37.400045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:37.403720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:37.406938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:37.407009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:40.411904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:40.415362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:40.418635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:40.422006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:40.425240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:40.425309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:43.430576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:43.434267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:43.437733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:43.441229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:43.444671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:43.444763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:46.450135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:46.454399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:46.458887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:46.463719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:46.468579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:46.468720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:49.473165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:49.476454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:49.479754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:49.482982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:49.486121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:49.486192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:52.490830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:52.494295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:52.497755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:52.501161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:52.504523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:52.504604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:55.509106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:55.512803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:55.516248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:55.520353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:55.523761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:55.523841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:58.530434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:58.536056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:58.540626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:49:58.544934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:58.549610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:58.549744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:01.556301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:01.561206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:01.566696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:01.571828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:01.576931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:01.577115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:04.581523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:04.584909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:04.588137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:04.591528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:04.595013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:04.595095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:07.600180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:07.604855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:07.608952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:07.612883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:07.616302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:07.616393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:10.621012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:10.624486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:10.627857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:10.631164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:10.634470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:10.634546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:13.639437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:13.642982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:13.646343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:13.650032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:13.653565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:13.653654] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:16.658143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:16.661711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:16.665114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:16.668516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:16.671834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:16.671906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:19.676332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:19.679966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:19.683742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:19.687619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:19.691200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:19.691303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:22.696117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:22.700298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:22.703890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:22.707946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:22.711625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:22.711727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:25.718544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:25.723783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:25.728613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:25.733533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:25.738961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:25.739124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:28.744906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:28.749971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:28.754142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:28.758283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:28.762001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:28.762092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:31.766904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:31.771847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:31.776406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:31.780306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:31.783808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:31.783914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:34.788619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:34.792503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:34.796197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:34.799776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:34.803433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:34.803519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:37.807936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:37.811836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:37.815353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:37.819097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:37.822534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:37.822677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:40.829738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:40.835340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:40.839284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:40.842707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:40.846076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:40.846157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:43.852849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:43.857393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:43.861216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:43.866894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:43.871339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:43.871414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:46.875844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:46.879591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:46.883193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:46.886902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:46.890668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:46.890771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:49.895153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:49.898774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:49.902297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:49.905860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:49.910027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:49.910131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:52.916565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:52.922663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:52.928170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:52.931759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:52.935633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:52.935722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:55.941935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:55.946013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:55.949585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:55.952942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:55.958041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:55.958234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:58.965208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:58.970993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:58.975065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:50:58.979599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:58.983787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:58.983863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:01.988519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:01.992701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:01.996607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:02.001714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:02.005770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:02.005885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:05.010678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:05.014131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:05.017696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:05.021157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:05.024443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:05.024519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:08.028714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:08.032497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:08.036218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:08.039664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:08.043146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:08.043231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:11.048237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:11.052346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:11.056056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:11.059414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:11.062803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:11.062881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:14.067552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:14.072186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:14.075773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:14.079525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:14.083040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:14.083153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:17.088158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:17.091676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:17.094972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:17.098381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:17.101590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:17.101683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:20.106609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:20.110055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:20.113228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:20.116405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:20.119614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:20.119700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:23.125057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:23.128741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:23.132154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:23.135467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:23.138826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:23.138902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:26.146080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:26.153586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:26.161717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:26.167847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:26.173755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:26.173884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:29.180267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:29.184587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:29.188503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:29.193368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:29.197766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:29.197848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:32.204263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:32.215851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:32.222704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:32.228436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:32.233538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:32.233805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:35.239230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:35.242870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:35.246133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:35.249360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:35.252587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:35.252671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:38.257886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:38.261292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:38.264547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:38.267855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:38.271108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:38.271177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:41.275634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:41.279181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:41.282606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:41.286348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:41.289814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:41.289889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:44.294780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:44.298629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:44.302339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:44.305867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:44.309320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:44.309402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:47.314009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:47.317413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:47.320626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:47.323814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:47.326967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:47.327037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:50.331709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:50.335314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:50.338780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:50.342234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:50.345869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:50.345984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:53.350416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:53.354025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:53.357370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:53.360701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:53.363993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:53.364085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:56.368966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:56.372327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:56.375510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:56.378865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:56.382081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:56.382150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:59.387195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:59.391870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:59.396002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:51:59.399691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:59.403252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:59.403346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:02.408437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:02.412421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:02.416285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:02.420300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:02.424434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:02.424536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:05.429905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:05.433570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:05.436826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:05.440384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:05.443580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:05.443672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:08.449963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:08.455424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:08.460671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:08.465321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:08.469488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:08.469595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:11.476054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:11.480942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:11.485110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:11.489533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:11.493288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:11.493375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:14.499083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:14.503233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:14.506853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:14.510748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:14.514258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:14.514339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:17.520393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:17.523975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:17.527481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:17.532021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:17.536287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:17.536443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:20.541512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:20.544914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:20.548695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:20.551952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:20.555169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:20.555238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:23.560444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:23.564416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:23.567744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:23.570962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:23.574519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:23.574587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:26.580668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:26.585946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:26.591065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:26.596111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:26.601189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:26.601318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:29.606057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:29.609528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:29.612824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:29.616035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:29.619461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:29.619545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:32.625218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:32.630295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:32.635098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:32.640006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:32.645148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:32.645275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:35.650386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:35.654339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:35.658073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:35.661585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:35.665137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:35.665236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:38.670019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:38.674173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:38.677865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:38.681684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:38.685247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:38.685336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:41.690145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:41.693531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:41.696791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:41.700556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:41.704212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:41.704290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:44.708566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:44.712069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:44.717052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:44.720862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:44.724181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:44.724253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:47.729360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:47.732738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:47.735967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:47.739327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:47.742662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:47.742734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:50.747661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:50.752142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:50.757027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:50.762272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:50.766853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:50.766979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:53.771605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:53.775279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:53.778986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:53.782543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:53.786123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:53.786201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:56.790810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:56.794601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:56.798350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:56.802655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:56.806571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:56.806664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:59.811202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:59.815365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:59.819544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:52:59.823502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:59.827481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:59.827607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:02.832295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:02.836301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:02.843150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:02.847541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:02.851621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:02.851743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:05.856030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:05.859558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:05.862930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:05.866589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:05.870603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:05.870693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:08.876205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:08.880100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:08.884046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:08.887637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:08.891630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:08.891782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:11.896476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:11.900948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:11.905054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:11.909346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:11.913459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:11.913585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:14.919127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:14.923249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:14.927356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:14.931767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:14.935123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:14.935201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:17.939757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:17.943822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:17.947953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:17.951966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:17.955938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:17.956067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:20.960766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:20.964141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:20.967530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:20.970876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:20.974162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:20.974235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:23.979071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:23.982477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:23.985777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:23.989152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:23.992484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:23.992554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:26.997044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:27.000709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:27.004129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:27.007482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:27.010949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:27.011028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:30.015502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:30.019123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:30.024132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:30.028564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:30.032507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:30.032617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:33.037349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:33.040692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:33.044501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:33.047772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:33.050932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:33.051002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:36.057060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:36.062239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:36.067324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:36.072746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:36.078258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:36.078372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:39.083065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:39.086752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:39.090504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:39.094340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:39.098320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:39.098445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:42.102871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:42.106285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:42.109702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:42.113031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:42.116342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:42.116414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:45.122047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:45.125435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:45.128791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:45.132026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:45.136398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:45.136540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:48.140989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:48.144306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:48.147840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:48.151620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:48.155326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:48.155418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:51.159943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:51.163355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:51.166600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:51.169853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:51.173065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:51.173135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:54.178217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:54.182524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:54.186574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:54.190536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:54.194514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:54.194632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:57.199196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:57.202522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:57.205776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:53:57.209050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:57.212324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:57.212395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:00.217078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:00.220774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:00.224267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:00.227674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:00.230976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:00.231069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:03.237581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:03.241890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:03.245515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:03.249195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:03.252591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:03.252690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:06.257776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:06.261600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:06.264888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:06.268112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:06.271293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:06.271364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:09.277128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:09.281523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:09.285593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:09.289773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:09.293066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:09.293135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:12.300785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:12.310783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:12.318046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:12.324879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:12.330939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:12.331089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:15.335981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:15.342940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:15.346363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:15.350175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:15.353393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:15.353461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:18.358336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:18.361850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:18.365364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:18.369586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:18.373540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:18.373634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:21.378637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:21.382583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:21.385988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:21.389336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:21.392656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:21.392725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:24.397826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:24.401626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:24.404905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:24.408269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:24.411585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:24.411669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:27.416183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:27.419837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:27.423398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:27.426870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:27.430300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:27.430385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:30.435576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:30.439330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:30.443016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:30.446702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:30.450277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:30.450380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:33.455016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:33.458593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:33.462052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:33.465549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:33.469240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:33.469317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:36.473889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:36.477900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:36.481195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:36.485189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:36.489465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:36.489558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:39.493985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:39.497381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:39.500708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:39.503883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:39.507114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:39.507189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:42.511455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:42.514762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:42.517987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:42.521183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:42.524326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:42.524397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:45.528776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:45.532236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:45.535500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:45.538808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:45.542009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:45.542078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:48.547037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:48.550728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:48.554154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:48.557577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:48.560956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:48.561048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:51.567177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:51.571428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:51.575177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:51.579165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:51.582923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:51.583020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:54.588689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:54.592368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:54.595966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:54.599634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:54.603257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:54.603353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:57.607948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:57.611949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:57.615893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:54:57.619623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:57.623441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:57.623545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:00.629308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:00.635944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:00.640521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:00.645436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:00.650475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:00.650559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:03.656425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:03.660350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:03.665011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:03.669128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:03.672741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:03.672831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:06.678320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:06.682058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:06.686222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:06.690422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:06.694501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:06.694591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:09.699505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:09.703229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:09.707626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:09.712420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:09.717215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:09.717326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:12.722146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:12.726082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:12.729805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:12.733256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:12.736827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:12.736919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:15.742269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:15.746225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:15.750393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:15.754295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:15.758428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:15.758549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:18.763760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:18.768018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:18.772226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:18.776059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:18.779754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:18.779860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:21.784880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:21.788420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:21.791938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:21.795634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:21.799022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:21.799101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:24.803522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:24.807094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:24.810469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:24.814148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:24.817715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:24.817798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:27.824316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:27.828970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:27.832969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:27.838191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:27.842954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:27.843075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:30.847752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:30.851838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:30.856156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:30.860442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:30.865429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:30.865585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:33.871333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:33.875456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:33.879088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:33.882315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:33.885781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:33.885860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:36.890226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:36.893656] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:36.897081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:36.900519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:36.903868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:36.903948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:39.909508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:39.913122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:39.917497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:39.921293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:39.924938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:39.925019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:42.930374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:42.934264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:42.938173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:42.941951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:42.945571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:42.945709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:45.950389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:45.953744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:45.957063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:45.960342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:45.963664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:45.963736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:48.968280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:48.971853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:48.975480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:48.978997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:48.982237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:48.982306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:51.987316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:51.990742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:51.994098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:51.997377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:52.000783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:52.000858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:55.005758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:55.009676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:55.013118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:55.016427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:55.020320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:55.020400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:58.025425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:58.029025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:58.032443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:55:58.035814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:58.039198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:58.039290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:01.044274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:01.047796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:01.051164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:01.054800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:01.059043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:01.059163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:04.063744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:04.067485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:04.071136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:04.075203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:04.079031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:04.079106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:07.086312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:07.095790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:07.101598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:07.106591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:07.112712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:07.112906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:10.117807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:10.121369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:10.124760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:10.128156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:10.131458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:10.131548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:13.136879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:13.140922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:13.145611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:13.150420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:13.154986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:13.155073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:16.161037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:16.165120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:16.168441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:16.171742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:16.175172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:16.175261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:19.180171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:19.183751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:19.187211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:19.190531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:19.193848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:19.193932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:22.199250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:22.202916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:22.207259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:22.211136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:22.214365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:22.214438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:25.219247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:25.222596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:25.225839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:25.229042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:25.232196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:25.232270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:28.237134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:28.240633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:28.244087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:28.247911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:28.251331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:28.251415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:31.256224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:31.259688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:31.263207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:31.266622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:31.270185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:31.270276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:34.275235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:34.278813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:34.282193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:34.286089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:34.289635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:34.289731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:37.294316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:37.297798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:37.301020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:37.304252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:37.307480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:37.307551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:40.312315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:40.316140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:40.319579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:40.323291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:40.328526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:40.328665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:43.333009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:43.336515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:43.339999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:43.343226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:43.346849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:43.346924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:46.351549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:46.355119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:46.358468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:46.362011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:46.365466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:46.365556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:49.375085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:49.379072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:49.382523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:49.385944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:49.389365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:49.389459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:52.394913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:52.399408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:52.403949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:52.408479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:52.413028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:52.413123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:55.417913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:55.421628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:55.425149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:55.428744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:55.432155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:55.432234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:58.436626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:58.440314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:58.443738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:56:58.447209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:58.450601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:58.450715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:01.455740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:01.460052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:01.465116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:01.470005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:01.475196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:01.475329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:04.480005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:04.483399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:04.486607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:04.489828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:04.492973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:04.493040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:07.498278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:07.501576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:07.504798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:07.507968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:07.511168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:07.511238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:10.516415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:10.520413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:10.523981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:10.528205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:10.532047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:10.532126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:13.537207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:13.540717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:13.543935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:13.547199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:13.550487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:13.550574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:16.555518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:16.559936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:16.563802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:16.567636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:16.571388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:16.571476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:19.576045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:19.579683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:19.583218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:19.586678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:19.590353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:19.590459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:22.595810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:22.599617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:22.603101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:22.606498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:22.609977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:22.610063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:25.615001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:25.618791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:25.622773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:25.626395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:25.629792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:25.629866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:28.634546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:28.638662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:28.642428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:28.646259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:28.650176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:28.650260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:31.655095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:31.659268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:31.663118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:31.666745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:31.670450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:31.670553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:34.674964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:34.678788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:34.682436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:34.685975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:34.689552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:34.689675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:37.694439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:37.697878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:37.701150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:37.704414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:37.707745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:37.707821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:40.712317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:40.715883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:40.719366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:40.722989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:40.726504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:40.726585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:43.731427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:43.735849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:43.739600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:43.742956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:43.746325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:43.746418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:46.753199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:46.758861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:46.764246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:46.769758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:46.774723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:46.774887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:49.779051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:49.782372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:49.785704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:49.788958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:49.792107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:49.792178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:52.796970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:52.800751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:52.804092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:52.807488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:52.810851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:52.810936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:55.816718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:55.820622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:55.824960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:55.828844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:55.832451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:55.832544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:58.837480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:58.841038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:58.845117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:57:58.848451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:58.852220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:58.852293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:01.857698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:01.862902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:01.867905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:01.872912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:01.877912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:01.878045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:04.884296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:04.888291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:04.891991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:04.895941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:04.903043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:04.903155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:07.908821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:07.913463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:07.918182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:07.922541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:07.927037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:07.927155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:10.932438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:10.936101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:10.939601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:10.942840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:10.946222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:10.946291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:13.951376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:13.955604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:13.959985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:13.963490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:13.967068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:13.967184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:16.972109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:16.976077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:16.979999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:16.983818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:16.987528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:16.987666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:19.993280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:19.998217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:20.003041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:20.007345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:20.011231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:20.011328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:23.016092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:23.019880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:23.023536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:23.027136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:23.030769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:23.030853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:26.035684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:26.041056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:26.045997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:26.049442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:26.052633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:26.052723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:29.057819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:29.061293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:29.064776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:29.068213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:29.071515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:29.071593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:32.076378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:32.080606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:32.085083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:32.089332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:32.093457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:32.093569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:35.098741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:35.102655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:35.106573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:35.110495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:35.113961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:35.114056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:38.118626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:38.122032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:38.125239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:38.128556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:38.132006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:38.132088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:41.136500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:41.139933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:41.143227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:41.146518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:41.149979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:41.150055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:44.156092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:44.161631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:44.167308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:44.173733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:44.177919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:44.178019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:47.182691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:47.186818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:47.190867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:47.195062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:47.199253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:47.199377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:50.203926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:50.207684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:50.211477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:50.215180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:50.219259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:50.219342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:53.224086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:53.227639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:53.230893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:53.234101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:53.237343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:53.237416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:56.241881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:56.245291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:56.248559] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:56.251786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:56.255010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:56.255082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:59.259987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:59.263541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:59.266842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:58:59.270161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:59.273367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:59.273442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:02.279531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:02.284540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:02.288745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:02.292096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:02.295441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:02.295516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:05.300549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:05.303976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:05.307359] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:05.311269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:05.315530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:05.315682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:08.321197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:08.324964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:08.328781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:08.332462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:08.336423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:08.336549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:11.341198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:11.344943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:11.348516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:11.352041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:11.355521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:11.355611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:14.360893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:14.364998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:14.369434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:14.372823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:14.376033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:14.376102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:17.381479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:17.385602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:17.389518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:17.392875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:17.396183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:17.396260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:20.403061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:20.408772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:20.414507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:20.419891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:20.424611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:20.424800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:23.430821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:23.435097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:23.438822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:23.442778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:23.445977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:23.446046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:26.451120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:26.454985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:26.458560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:26.461995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:26.465372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:26.465451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:29.470241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:29.474219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:29.477969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:29.481956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:29.485659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:29.485758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:32.490411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:32.493992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:32.497396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:32.501132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:32.504758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:32.504836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:35.509734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:35.513167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:35.516487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:35.519835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:35.523158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:35.523232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:38.529904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:38.533958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:38.537674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:38.541061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:38.544296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:38.544364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:41.549779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:41.553128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:41.556447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:41.560311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:41.563992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:41.564060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:44.569510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:44.573315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:44.577040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:44.580446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:44.583804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:44.583880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:47.589052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:47.592456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:47.596443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:47.600252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:47.603775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:47.603862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:50.611796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:50.616295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:50.620499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:50.624702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:50.628895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:50.629014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:53.634241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:53.638060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:53.641575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:53.645148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:53.648782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:53.648884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:56.654600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:56.659360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:56.663377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:56.666985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:56.670223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:56.670296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:59.676088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:59.681315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:59.685920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T19:59:59.690308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:59.694508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:59.694592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:02.699787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:02.703664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:02.707114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:02.710606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:02.714166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:02.714239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:05.719322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:05.724057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:05.727798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:05.731310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:05.735029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:05.735107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:08.740891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:08.746047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:08.750855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:08.755449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:08.760556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:08.760728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:11.764694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:11.768052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:11.771263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:11.774552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:11.777983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:11.778078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:14.782669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:14.786611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:14.790136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:14.793355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:14.796590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:14.796680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:17.802059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:17.806146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:17.810477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:17.814720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:17.818872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:17.818977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:20.823575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:20.827489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:20.831245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:20.835492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:20.839725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:20.839812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:23.845217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:23.849522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:23.853599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:23.858476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:23.863601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:23.863752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:26.868251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:26.872273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:26.875960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:26.879707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:26.883671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:26.883766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:29.888958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:29.892899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:29.896928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:29.900505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:29.903863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:29.903937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:32.909261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:32.913450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:32.917226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:32.921442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:32.925382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:32.925472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:35.930347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:35.934471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:35.939009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:35.943540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:35.947943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:35.948041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:38.952901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:38.956874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:38.960578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:38.964965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:38.968502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:38.968577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:41.974318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:41.979610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:41.984762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:41.989609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:41.994016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:41.994143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:44.998952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:45.003424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:45.007849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:45.011787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:45.015663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:45.015765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:48.021729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:48.025515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:48.029554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:48.033116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:48.036533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:48.036607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:51.042838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:51.046862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:51.050661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:51.054208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:51.058704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:51.058843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:54.063971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:54.067828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:54.071077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:54.074382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:54.077818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:54.077888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:57.082507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:57.085899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:57.089159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:00:57.092375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:57.095619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:57.095706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:00.101221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:00.104994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:00.108336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:00.111703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:00.115020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:00.115092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:03.119983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:03.123782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:03.127681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:03.131933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:03.136092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:03.136195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:06.141112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:06.145345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:06.149789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:06.153724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:06.157284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:06.157357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:09.162842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:09.167994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:09.172710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:09.177374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:09.182759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:09.182876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:12.187686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:12.191734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:12.195663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:12.202745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:12.206522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:12.206609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:15.212585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:15.217335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:15.222132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:15.226255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:15.230108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:15.230228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:18.235997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:18.240080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:18.243659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:18.246974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:18.250274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:18.250342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:21.254863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:21.258554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:21.262894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:21.267405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:21.271339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:21.271419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:24.277342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:24.281050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:24.284390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:24.287756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:24.291350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:24.291452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:27.296843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:27.300601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:27.304013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:27.307522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:27.311356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:27.311428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:30.318233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:30.323267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:30.327568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:30.331483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:30.334903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:30.334975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:33.340872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:33.344767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:33.348519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:33.353234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:33.357787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:33.357862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:36.362885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:36.370793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:36.375226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:36.378958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:36.383124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:36.383267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:39.387743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:39.391456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:39.395340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:39.399341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:39.403345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:39.403450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:42.407927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:42.411606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:42.414999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:42.418383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:42.421884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:42.421976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:45.426250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:45.430052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:45.433548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:45.438331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:45.443077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:45.443180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:48.447788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:48.451459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:48.455285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:48.459144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:48.462580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:48.462674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:51.467523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:51.471505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:51.475156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:51.478596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:51.481904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:51.481975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:54.486255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:54.490185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:54.494885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:54.499876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:54.504341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:54.504454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:57.509371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:57.513319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:57.516940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:01:57.520514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:57.524216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:57.524303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:00.529552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:00.534196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:00.538713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:00.543247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:00.547755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:00.547857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:03.552272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:03.555591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:03.558949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:03.562204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:03.565417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:03.565487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:06.573178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:06.579805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:06.585746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:06.592742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:06.602448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:06.602610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:09.607388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:09.611256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:09.615043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:09.618854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:09.622554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:09.622671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:12.627204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:12.631115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:12.634973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:12.639328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:12.643243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:12.643324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:15.647864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:15.651827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:15.655999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:15.659833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:15.663236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:15.663327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:18.668905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:18.673475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:18.677920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:18.682240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:18.686550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:18.686631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:21.691557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:21.695201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:21.698723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:21.702082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:21.705436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:21.705533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:24.711062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:24.716138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:24.721059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:24.725793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:24.731091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:24.731200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:27.735986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:27.739962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:27.743923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:27.747906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:27.751572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:27.751668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:30.756573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:30.761607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:30.766166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:30.770857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:30.775276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:30.775387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:33.780167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:33.784039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:33.787544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:33.791038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:33.794430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:33.794510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:36.799849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:36.803872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:36.807419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:36.810825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:36.814409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:36.814488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:39.819672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:39.823562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:39.828134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:39.832232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:39.835930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:39.836039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:42.840914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:42.845230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:42.849148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:42.853564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:42.857986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:42.858092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:45.863388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:45.867735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:45.871606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:45.875939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:45.879957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:45.880055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:48.885275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:48.889083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:48.892706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:48.896517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:48.900364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:48.900462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:51.905442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:51.909432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:51.912920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:51.916160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:51.919444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:51.919522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:54.924589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:54.932181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:54.936951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:54.941860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:54.945780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:54.945877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:57.952436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:57.957326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:57.961620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:02:57.966189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:57.970013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:57.970104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:00.974987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:00.978909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:00.982480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:00.985947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:00.989319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:00.989388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:03.994052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:03.997977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:04.001606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:04.004999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:04.008327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:04.008399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:07.014591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:07.019427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:07.024510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:07.028731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:07.032924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:07.033060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:10.038226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:10.042049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:10.045681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:10.049771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:10.053682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:10.053775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:13.058019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:13.061398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:13.064990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:13.068559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:13.072134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:13.072221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:16.077005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:16.080796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:16.084510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:16.088624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:16.092469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:16.092563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:19.097618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:19.101144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:19.104632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:19.108400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:19.112300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:19.112390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:22.119608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:22.124562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:22.129740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:22.135808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:22.140459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:22.140532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:25.146490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:25.151048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:25.155565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:25.160727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:25.165278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:25.165408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:28.170455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:28.173929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:28.177360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:28.180579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:28.183809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:28.183881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:31.188689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:31.192533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:31.196116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:31.199552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:31.203372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:31.203462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:34.209091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:34.213349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:34.218811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:34.222911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:34.226520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:34.226606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:37.232771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:37.237773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:37.242442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:37.246706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:37.250635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:37.250757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:40.255800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:40.259209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:40.262818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:40.266062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:40.269390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:40.269465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:43.273978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:43.277634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:43.281046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:43.284869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:43.288361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:43.288436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:46.293527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:46.298007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:46.302743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:46.307696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:46.311950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:46.312093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:49.316721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:49.320533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:49.324659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:49.329703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:49.334255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:49.334387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:52.339260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:52.343182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:52.346920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:52.350688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:52.354412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:52.354497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:55.360870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:55.365012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:55.368870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:55.372730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:55.376467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:55.376550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:58.381708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:58.385488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:58.388931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:03:58.393154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:58.396920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:58.397005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:01.401383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:01.404969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:01.408740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:01.412205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:01.415670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:01.415765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:04.422336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:04.427542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:04.432330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:04.437204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:04.442082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:04.442190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:07.447190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:07.451266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:07.455562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:07.459895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:07.464004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:07.464102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:10.470233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:10.474679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:10.479409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:10.483480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:10.487186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:10.487319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:13.493858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:13.498471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:13.502690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:13.506775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:13.511265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:13.511354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:16.516761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:16.520390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:16.524994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:16.528975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:16.532366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:16.532448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:19.537432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:19.540931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:19.544167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:19.547386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:19.550619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:19.550708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:22.555518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:22.558995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:22.562262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:22.565567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:22.568856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:22.568928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:25.574518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:25.579296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:25.583899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:25.587776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:25.591558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:25.591673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:28.596359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:28.599797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:28.603227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:28.606683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:28.610278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:28.610355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:31.615087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:31.619174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:31.623341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:31.627271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:31.630749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:31.630832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:34.636255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:34.640564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:34.644256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:34.647936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:34.651525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:34.651608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:37.656467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:37.659892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:37.663062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:37.666220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:37.669455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:37.669526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:40.674232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:40.677654] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:40.681075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:40.684457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:40.687846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:40.687916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:43.693232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:43.697464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:43.701296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:43.705081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:43.708516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:43.708587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:46.713311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:46.716687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:46.719886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:46.723057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:46.726176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:46.726244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:49.730691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:49.734299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:49.737755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:49.741186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:49.744570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:49.744656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:52.750541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:52.755448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:52.760058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:52.764016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:52.767407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:52.767484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:55.773309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:55.778006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:55.781811] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:55.785393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:55.789086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:55.789165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:58.793560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:58.797405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:58.800857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:04:58.804136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:58.807962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:58.808059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:01.812855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:01.816223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:01.819574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:01.822864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:01.826094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:01.826167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:04.831179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:04.834693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:04.839301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:04.842883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:04.846319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:04.846410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:07.851474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:07.855116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:07.858541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:07.861796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:07.865051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:07.865125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:10.869721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:10.873142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:10.876458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:10.879705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:10.882950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:10.883022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:13.887691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:13.891305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:13.894611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:13.897930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:13.901311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:13.901388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:16.906615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:16.911166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:16.915043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:16.918689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:16.922191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:16.922273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:19.926796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:19.930582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:19.934319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:19.938035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:19.941788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:19.941885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:22.946634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:22.950659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:22.954304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:22.958123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:22.962185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:22.962349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:25.967129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:25.970730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:25.974427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:25.981492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:25.985639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:25.985778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:28.990852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:28.994385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:28.998004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:29.001726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:29.005518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:29.005616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:32.010654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:32.014227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:32.017722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:32.021295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:32.024910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:32.024995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:35.029601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:35.033247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:35.036721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:35.040134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:35.043533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:35.043606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:38.050028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:38.054240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:38.057689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:38.061019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:38.065213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:38.065353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:41.070050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:41.073408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:41.076662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:41.079959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:41.083137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:41.083208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:44.089470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:44.094100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:44.098729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:44.103970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:44.109925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:44.110087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:47.115477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:47.119119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:47.122626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:47.126167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:47.129618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:47.129718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:50.135868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:50.141049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:50.146696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:50.151911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:50.157167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:50.157334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:53.163861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:53.169820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:53.175108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:53.180077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:53.185206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:53.185308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:56.190179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:56.193888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:56.197292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:56.200806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:56.206044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:56.206183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:59.211030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:59.214755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:59.221436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:05:59.225336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:59.228831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:59.228910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:02.234197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:02.238230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:02.242165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:02.246296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:02.250241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:02.250323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:05.256203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:05.259978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:05.263697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:05.267956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:05.271867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:05.271979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:08.276912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:08.281224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:08.285865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:08.290292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:08.294153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:08.294257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:11.298861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:11.302930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:11.308033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:11.312950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:11.318002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:11.318133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:14.323397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:14.327424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:14.331565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:14.335037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:14.339158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:14.339275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:17.344560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:17.348968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:17.352173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:17.355315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:17.358477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:17.358549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:20.363286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:20.367032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:20.370957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:20.374418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:20.377875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:20.377967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:23.382764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:23.386757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:23.390414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:23.393991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:23.397711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:23.397800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:26.402877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:26.406546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:26.410127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:26.413616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:26.417201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:26.417287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:29.422353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:29.426120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:29.433139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:29.436796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:29.440237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:29.440312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:32.445516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:32.449610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:32.453405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:32.457183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:32.460865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:32.460952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:35.466883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:35.470704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:35.474310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:35.477760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:35.481197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:35.481272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:38.485704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:38.489558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:38.493309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:38.496702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:38.500076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:38.500149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:41.505406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:41.509301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:41.512908] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:41.516562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:41.520085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:41.520184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:44.524569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:44.528396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:44.532054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:44.535302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:44.538539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:44.538617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:47.543722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:47.547428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:47.551223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:47.554511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:47.557749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:47.557821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:50.562339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:50.566231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:50.569771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:50.573259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:50.576483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:50.576560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:53.582226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:53.586811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:53.591363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:53.596039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:53.601056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:53.601190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:56.606321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:56.609833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:56.614834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:56.619042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:56.622972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:56.623055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:59.627814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:59.631344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:59.635432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:06:59.639341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:59.642942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:59.643034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:02.648350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:02.651788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:02.654955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:02.659290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:02.663179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:02.663261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:05.667967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:05.671450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:05.674854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:05.678200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:05.681541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:05.681624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:08.686799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:08.690746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:08.694283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:08.697707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:08.701569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:08.701695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:11.706239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:11.709955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:11.713347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:11.716737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:11.720209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:11.720294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:14.725956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:14.729894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:14.733497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:14.738476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:14.742377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:14.742448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:17.748605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:17.753773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:17.757590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:17.761807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:17.765554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:17.765631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:20.772632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:20.777128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:20.782155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:20.786302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:20.789786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:20.789868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:23.795604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:23.799721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:23.803419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:23.807288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:23.811025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:23.811140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:26.816231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:26.819892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:26.823983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:26.827818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:26.832365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:26.832511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:29.837909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:29.842938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:29.846802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:29.850405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:29.853904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:29.853982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:32.858835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:32.862199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:32.865479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:32.868765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:32.872144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:32.872226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:35.878385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:35.882984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:35.887991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:35.892489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:35.896900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:35.897016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:38.902377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:38.906855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:38.910536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:38.914077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:38.917487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:38.917555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:41.922345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:41.925788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:41.929092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:41.932249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:41.935381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:41.935453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:44.939727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:44.943098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:44.946305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:44.949476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:44.952660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:44.952732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:47.957575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:47.961067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:47.964408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:47.968033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:47.971508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:47.971588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:50.976135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:50.979559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:50.982766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:50.985931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:50.989245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:50.989348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:53.994630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:53.998835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:54.002929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:54.008352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:54.013253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:54.013346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:57.021475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:57.025088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:57.028532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:07:57.031935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:57.035400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:57.035481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:00.040347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:00.044041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:00.047622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:00.051145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:00.054470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:00.054545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:03.059933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:03.063282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:03.067319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:03.070923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:03.074458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:03.074553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:06.079144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:06.082770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:06.086124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:06.089443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:06.092784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:06.092875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:09.098747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:09.103503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:09.107861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:09.112852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:09.118291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:09.118403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:12.123977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:12.127864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:12.131425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:12.135217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:12.139587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:12.139736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:15.145289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:15.149510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:15.153218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:15.156599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:15.159939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:15.160018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:18.164663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:18.168360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:18.171772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:18.175075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:18.178446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:18.178523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:21.183520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:21.187328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:21.190530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:21.193730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:21.196941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:21.197009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:24.202102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:24.205690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:24.209289] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:24.212778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:24.216568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:24.216686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:27.221788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:27.225357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:27.229007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:27.232618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:27.236184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:27.236268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:30.241181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:30.245029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:30.248464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:30.251750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:30.255133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:30.255227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:33.260123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:33.263730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:33.267373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:33.270869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:33.274441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:33.274518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:36.279973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:36.284748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:36.289476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:36.293386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:36.297014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:36.297132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:39.303072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:39.307014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:39.310478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:39.313836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:39.317308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:39.317385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:42.321902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:42.325546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:42.329022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:42.332593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:42.336168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:42.336266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:45.341799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:45.345973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:45.349785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:45.353380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:45.357028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:45.357140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:48.361591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:48.365013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:48.368283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:48.371469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:48.374971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:48.375059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:51.379805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:51.383526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:51.386837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:51.390107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:51.393372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:51.393444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:54.398457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:54.402130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:54.405683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:54.409229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:54.412779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:54.412868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:57.418310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:57.422039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:57.425353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:08:57.428670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:57.431940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:57.432035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:00.437335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:00.441419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:00.445469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:00.449694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:00.454968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:00.455139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:03.459991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:03.464340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:03.468702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:03.472932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:03.476929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:03.477048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:06.483304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:06.488270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:06.492679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:06.496612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:06.500833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:06.500945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:09.506941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:09.511523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:09.515668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:09.519858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:09.523953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:09.524089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:12.528940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:12.532383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:12.535727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:12.539049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:12.542303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:12.542377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:15.549859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:15.557522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:15.563836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:15.569474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:15.575279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:15.575431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:18.580774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:18.584711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:18.589101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:18.593086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:18.597024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:18.597173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:21.602141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:21.605909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:21.609449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:21.612771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:21.616084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:21.616155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:24.621430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:24.625491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:24.629046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:24.633119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:24.637032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:24.637145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:27.641853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:27.645394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:27.648816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:27.652382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:27.655959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:27.656054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:30.661212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:30.665363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:30.671924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:30.676209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:30.680846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:30.680992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:33.686015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:33.689927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:33.693710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:33.697299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:33.700553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:33.700626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:36.706749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:36.711483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:36.715152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:36.718543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:36.721978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:36.722071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:39.728539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:39.733600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:39.738555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:39.743377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:39.748271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:39.748385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:42.753040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:42.756342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:42.759628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:42.762911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:42.766133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:42.766216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:45.770432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:45.773781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:45.776968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:45.780198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:45.783370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:45.783441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:48.788178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:48.791892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:48.795467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:48.799330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:48.803210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:48.803321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:51.808243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:51.812826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:51.816442] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:51.819876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:51.823281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:51.823353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:54.828234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:54.833127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:54.838489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:54.843606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:54.848417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:54.848538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:57.854148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:57.857854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:57.861236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:09:57.864669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:57.868070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:57.868298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:00.872874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:00.876173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:00.879586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:00.882786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:00.885948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:00.886019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:03.890701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:03.894453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:03.898174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:03.901678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:03.904997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:03.905076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:06.909841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:06.913618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:06.917305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:06.921211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:06.924598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:06.924687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:09.929417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:09.932928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:09.936612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:09.940726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:09.944561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:09.944693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:12.949471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:12.953832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:12.957059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:12.960279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:12.964232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:12.964394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:15.973822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:15.978262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:15.982258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:15.986182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:15.990007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:15.990112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:18.995102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:18.998934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:19.003303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:19.008777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:19.012919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:19.013042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:22.019178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:22.024378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:22.029538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:22.034708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:22.039552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:22.039685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:25.044281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:25.047773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:25.051303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:25.054705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:25.058141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:25.058218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:28.063276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:28.066868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:28.070216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:28.073693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:28.077250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:28.077344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:31.081898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:31.085347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:31.088803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:31.092069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:31.095291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:31.095365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:34.100419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:34.104263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:34.107930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:34.111594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:34.115108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:34.115200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:37.120489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:37.124085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:37.127426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:37.130755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:37.133994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:37.134065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:40.139343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:40.142982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:40.146354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:40.149762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:40.153324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:40.153421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:43.161290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:43.164926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:43.168423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:43.171857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:43.175221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:43.175297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:46.181477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:46.186129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:46.190688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:46.195052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:46.199459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:46.199546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:49.204256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:49.208758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:49.212469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:49.215751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:49.219124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:49.219208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:52.223759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:52.227257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:52.230487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:52.234096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:52.237946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:52.238048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:55.242526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:55.246274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:55.249935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:55.253423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:55.256927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:55.257017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:58.261916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:58.266070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:58.270064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:10:58.274059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:58.277781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:58.277873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:01.282684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:01.286839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:01.290629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:01.294281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:01.298094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:01.298195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:04.302785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:04.306231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:04.309705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:04.313419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:04.317187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:04.317290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:07.322277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:07.326009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:07.331164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:07.336047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:07.342506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:07.342621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:10.349113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:10.354975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:10.359955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:10.365262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:10.369943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:10.370062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:13.375956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:13.380934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:13.385929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:13.391113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:13.395444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:13.395592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:16.400298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:16.403741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:16.407098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:16.411392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:16.416419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:16.416573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:19.421306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:19.424979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:19.429144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:19.432903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:19.436912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:19.437022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:22.442258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:22.445702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:22.448970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:22.452146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:22.455291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:22.455360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:25.460554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:25.464295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:25.468570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:25.472262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:25.475584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:25.475674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:28.480250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:28.483746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:28.487087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:28.490485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:28.493914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:28.493985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:31.499347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:31.503016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:31.506730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:31.510452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:31.514162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:31.514270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:34.518732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:34.522529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:34.525829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:34.529042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:34.532227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:34.532295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:37.537965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:37.542278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:37.546235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:37.550305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:37.553825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:37.553917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:40.558581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:40.562062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:40.565306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:40.568547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:40.571811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:40.571878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:43.576488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:43.580115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:43.583437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:43.586830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:43.590227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:43.590299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:46.595027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:46.599165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:46.602913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:46.606527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:46.610467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:46.610567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:49.616921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:49.621927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:49.626946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:49.631199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:49.635520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:49.635663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:52.641071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:52.644886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:52.648387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:52.651835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:52.655202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:52.655297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:55.660750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:55.665157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:55.669527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:55.673830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:55.678173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:55.678268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:58.682607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:58.685956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:58.689215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:11:58.692421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:58.695708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:58.695782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:01.701547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:01.705409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:01.709074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:01.713085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:01.716528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:01.716606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:04.721422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:04.724816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:04.728080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:04.731397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:04.734598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:04.734688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:07.740497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:07.744308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:07.748267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:07.752228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:07.755920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:07.756004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:10.761854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:10.766896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:10.771616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:10.776822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:10.781417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:10.781560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:13.786272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:13.789807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:13.793108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:13.796375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:13.799878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:13.799970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:16.804446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:16.807776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:16.811937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:16.815689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:16.819036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:16.819108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:19.823670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:19.827388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:19.831129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:19.834767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:19.838454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:19.838561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:22.843868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:22.848438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:22.852546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:22.856547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:22.860704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:22.860824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:25.866296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:25.870476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:25.874368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:25.878667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:25.882666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:25.882781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:28.888348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:28.891857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:28.895829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:28.899891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:28.903437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:28.903517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:31.908364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:31.912008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:31.915982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:31.919480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:31.922703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:31.922771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:34.927679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:34.931440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:34.935041] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:34.938871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:34.942933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:34.943021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:37.948299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:37.951956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:37.955674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:37.959394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:37.963029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:37.963128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:40.969301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:40.973265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:40.976748] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:40.980199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:40.983795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:40.983861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:43.989106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:43.993101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:43.997372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:44.001521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:44.005706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:44.005837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:47.011419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:47.015561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:47.019582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:47.023569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:47.027505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:47.027619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:50.033851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:50.038680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:50.043293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:50.049244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:50.055264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:50.055475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:53.060101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:53.063617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:53.067020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:53.070382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:53.073745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:53.073827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:56.078675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:56.082459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:56.086622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:56.090700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:56.094667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:56.094760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:59.099451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:59.102966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:59.106380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:12:59.110054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:59.113424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:59.113522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:02.118090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:02.121386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:02.124608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:02.127837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:02.131101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:02.131174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:05.135842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:05.139322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:05.143168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:05.146758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:05.150725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:05.150814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:08.155219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:08.158834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:08.162155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:08.165322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:08.168509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:08.168581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:11.172522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:11.175953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:11.179205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:11.182426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:11.185743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:11.185814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:14.190627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:14.194763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:14.199116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:14.204012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:14.209074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:14.209183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:17.215081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:17.219790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:17.223702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:17.227594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:17.231452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:17.231545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:20.236443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:20.240290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:20.243924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:20.247464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:20.250991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:20.251085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:23.256957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:23.261107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:23.264684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:23.268456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:23.271997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:23.272091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:26.276686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:26.280261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:26.283551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:26.286846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:26.290487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:26.290568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:29.295322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:29.298964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:29.302380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:29.305790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:29.309359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:29.309429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:32.314145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:32.318081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:32.322160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:32.326423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:32.330710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:32.330824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:35.335453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:35.339346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:35.342906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:35.346314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:35.349896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:35.349986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:38.354674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:38.358772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:38.362466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:38.366430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:38.370117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:38.370202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:41.375023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:41.378618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:41.382115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:41.386555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:41.390681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:41.390782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:44.395498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:44.400265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:44.405376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:44.410811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:44.415336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:44.415439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:47.419951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:47.424022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:47.427734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:47.431186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:47.434667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:47.434748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:50.441332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:50.445230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:50.448816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:50.452340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:50.456040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:50.456135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:53.461242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:53.465314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:53.468785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:53.472012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:53.475533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:53.475610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:56.482386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:56.490456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:56.502210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:56.508977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:56.514539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:56.514705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:59.519480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:59.523177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:59.526899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:13:59.530483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:59.534077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:59.534209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:02.540486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:02.545975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:02.550956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:02.557270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:02.562931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:02.563106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:05.568864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:05.572987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:05.576887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:05.581241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:05.585729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:05.585815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:08.592403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:08.597894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:08.602548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:08.607223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:08.612769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:08.612959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:11.618539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:11.622288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:11.626027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:11.629427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:11.632659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:11.632729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:14.637391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:14.640897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:14.644121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:14.647323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:14.650591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:14.650677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:17.655441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:17.658826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:17.662093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:17.666310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:17.669856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:17.669926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:20.674666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:20.678720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:20.682920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:20.686418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:20.689775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:20.689843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:23.694686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:23.698223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:23.701858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:23.705244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:23.708775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:23.708854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:26.714562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:26.718505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:26.722264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:26.725797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:26.729198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:26.729273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:29.733998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:29.738187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:29.742290] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:29.746022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:29.749774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:29.749875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:32.754418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:32.757882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:32.761172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:32.764440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:32.767835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:32.767910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:35.772837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:35.776895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:35.780523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:35.784020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:35.787949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:35.788058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:38.794073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:38.799227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:38.804243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:38.813868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:38.818806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:38.818925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:41.824057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:41.828252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:41.831622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:41.835309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:41.838748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:41.838842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:44.844070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:44.848365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:44.852279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:44.856180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:44.860326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:44.860438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:47.866070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:47.870200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:47.875300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:47.884140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:47.889674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:47.889826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:50.894429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:50.898424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:50.902181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:50.905494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:50.908914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:50.908991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:53.914466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:53.918457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:53.923162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:53.927179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:53.931013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:53.931088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:56.936548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:56.940447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:56.944448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:56.949347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:56.954257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:56.954357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:59.958947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:59.962627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:59.966139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:14:59.970255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:59.974290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:59.974375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:02.979235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:02.983769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:02.988240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:02.992771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:02.996782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:02.996880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:06.001367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:06.005096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:06.008711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:06.012414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:06.016373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:06.016478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:09.021515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:09.025369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:09.029050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:09.032428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:09.035918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:09.036008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:12.040972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:12.045131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:12.049884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:12.054609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:12.059394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:12.059521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:15.064933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:15.068838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:15.074142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:15.079108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:15.082749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:15.082821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:18.088749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:18.092960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:18.096956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:18.100852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:18.104846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:18.104956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:21.110858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:21.115681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:21.120547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:21.125338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:21.129869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:21.130055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:24.136340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:24.142015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:24.147223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:24.152260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:24.156996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:24.157127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:27.162400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:27.166299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:27.170274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:27.174203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:27.177889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:27.177987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:30.182360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:30.185843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:30.189479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:30.193252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:30.197311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:30.197435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:33.203735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:33.208778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:33.212714] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:33.216571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:33.220733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:33.220825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:36.227709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:36.233664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:36.240667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:36.247175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:36.252855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:36.253006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:39.258390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:39.262872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:39.267185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:39.271196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:39.275389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:39.275511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:42.280289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:42.284143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:42.288021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:42.291788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:42.295360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:42.295459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:45.301077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:45.305883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:45.310582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:45.315392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:45.320134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:45.320267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:48.326116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:48.330592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:48.334516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:48.338504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:48.342382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:48.342476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:51.348232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:51.352266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:51.357198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:51.360983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:51.364853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:51.364949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:54.371077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:54.375449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:54.378988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:54.382397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:54.386495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:54.386592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:57.392300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:57.396099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:57.399952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:15:57.405383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:57.410135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:57.410266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:00.415526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:00.419239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:00.422681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:00.426359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:00.429815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:00.429898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:03.435946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:03.440281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:03.444090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:03.448368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:03.453026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:03.453177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:06.460676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:06.466401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:06.470837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:06.474300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:06.477851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:06.477927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:09.483710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:09.487924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:09.492690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:09.496854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:09.500517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:09.500601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:12.506489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:12.511315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:12.515789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:12.519525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:12.523145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:12.523235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:15.529313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:15.533422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:15.537522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:15.541525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:15.545587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:15.545732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:18.551607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:18.556396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:18.561111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:18.565600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:18.570224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:18.570322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:21.574583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:21.578187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:21.581462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:21.584783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:21.588042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:21.588132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:24.593123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:24.597210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:24.601155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:24.604859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:24.608722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:24.608822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:27.613699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:27.617630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:27.621415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:27.625194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:27.629113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:27.629216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:30.634969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:30.639719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:30.643914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:30.648468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:30.653848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:30.654005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:33.660095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:33.665059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:33.670147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:33.674186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:33.677980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:33.678304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:36.682955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:36.686672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:36.690211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:36.693983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:36.701478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:36.701607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:39.706426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:39.709878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:39.714066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:39.717288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:39.720497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:39.720565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:42.725529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:42.729171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:42.732601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:42.735968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:42.739483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:42.739565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:45.744182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:45.748110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:45.752003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:45.755911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:45.759751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:45.759883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:48.764474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:48.767964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:48.771552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:48.774900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:48.778259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:48.778337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:51.783307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:51.787739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:51.791622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:51.794957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:51.798616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:51.798726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:54.804006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:54.808340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:54.812307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:54.816464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:54.820696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:54.820806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:57.826687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:57.832308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:57.838044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:16:57.842279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:57.846590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:57.846750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:00.851395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:00.855420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:00.859431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:00.863375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:00.867470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:00.867575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:03.872373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:03.876234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:03.880395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:03.883785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:03.886990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:03.887085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:06.891745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:06.895098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:06.898348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:06.901569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:06.904818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:06.904891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:09.909664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:09.913145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:09.916743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:09.920349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:09.923789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:09.923898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:12.928669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:12.932408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:12.935997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:12.939507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:12.942887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:12.942981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:15.948851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:15.952467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:15.956308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:15.959720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:15.963279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:15.963349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:18.968321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:18.971944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:18.975322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:18.978993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:18.982511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:18.982614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:21.988496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:21.993144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:21.996900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:22.001154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:22.006048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:22.006176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:25.011310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:25.014969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:25.018217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:25.021448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:25.024621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:25.024708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:28.029630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:28.033061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:28.036436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:28.039774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:28.043009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:28.043092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:31.050024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:31.055673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:31.060750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:31.065548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:31.070568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:31.070707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:34.075790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:34.080388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:34.084627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:34.088613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:34.092584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:34.092727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:37.097291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:37.101372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:37.105663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:37.109459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:37.113074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:37.113155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:40.117632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:40.121278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:40.124761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:40.128279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:40.131626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:40.131730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:43.137632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:43.142085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:43.145895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:43.149169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:43.152467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:43.152540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:46.157167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:46.160694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:46.164353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:46.167827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:46.171270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:46.171417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:49.177928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:49.182484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:49.186230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:49.189880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:49.193386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:49.193482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:52.199494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:52.203380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:52.206959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:52.211694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:52.216152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:52.216233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:55.221332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:55.225041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:55.228882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:55.232718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:55.236070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:55.236144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:58.242745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:58.247716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:58.253736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:17:58.257701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:58.261469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:58.261556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:01.266406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:01.270571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:01.273906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:01.277159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:01.280541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:01.280610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:04.285426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:04.289217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:04.292751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:04.296172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:04.299740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:04.299858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:07.304986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:07.308574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:07.311791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:07.315555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:07.319199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:07.319276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:10.324292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:10.329046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:10.334073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:10.338361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:10.342433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:10.342529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:13.347709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:13.351377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:13.354864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:13.358307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:13.361861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:13.361950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:16.367141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:16.371862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:16.376526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:16.381343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:16.385190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:16.385332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:19.390098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:19.393622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:19.397000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:19.400362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:19.403636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:19.403736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:22.408785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:22.412967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:22.417006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:22.420774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:22.424325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:22.424416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:25.429419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:25.433779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:25.438080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:25.442166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:25.446596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:25.446747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:28.451691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:28.455048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:28.458279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:28.461581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:28.465467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:28.465615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:31.470316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:31.474107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:31.477911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:31.481450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:31.484878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:31.484955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:34.490888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:34.494861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:34.498537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:34.503436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:34.507312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:34.507390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:37.513200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:37.517428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:37.521852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:37.525910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:37.529846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:37.529927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:40.535814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:40.540479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:40.544993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:40.549588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:40.554147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:40.554237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:43.560666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:43.564836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:43.568665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:43.572469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:43.576283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:43.576364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:46.580583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:46.583874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:46.587179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:46.590365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:46.593678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:46.593752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:49.598517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:49.602484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:49.606203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:49.609919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:49.613968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:49.614084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:52.618986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:52.622237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:52.625419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:52.628596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:52.631932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:52.632154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:55.638611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:55.644000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:55.649097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:55.654008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:55.659114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:55.659255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:58.664344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:58.668333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:58.672196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:18:58.676011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:58.679787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:58.679873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:01.685230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:01.689089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:01.693806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:01.701327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:01.706093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:01.706205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:04.710574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:04.713958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:04.717380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:04.721132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:04.724686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:04.724758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:07.729442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:07.733183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:07.736429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:07.740244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:07.744313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:07.744432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:10.749009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:10.752320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:10.756084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:10.759478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:10.762934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:10.763012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:13.769516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:13.773348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:13.777942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:13.782114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:13.785951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:13.786061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:16.792275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:16.797051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:16.801658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:16.805841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:16.810297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:16.810443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:19.815139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:19.818931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:19.822342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:19.825928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:19.829519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:19.829629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:22.835436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:22.840001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:22.844635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:22.848952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:22.852278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:22.852348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:25.857117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:25.860896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:25.864227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:25.867685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:25.871152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:25.871237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:28.875575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:28.879193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:28.882494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:28.886197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:28.889883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:28.889973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:31.894507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:31.897927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:31.901181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:31.904690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:31.907995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:31.908070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:34.912927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:34.916517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:34.920118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:34.923727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:34.927305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:34.927406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:37.932238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:37.936340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:37.940209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:37.944010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:37.947856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:37.947953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:40.952168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:40.955637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:40.959013] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:40.962307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:40.965776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:40.965850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:43.971138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:43.975136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:43.979360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:43.984519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:43.990285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:43.990434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:46.994936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:46.998525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:47.001776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:47.004931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:47.008328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:47.008396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:50.013405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:50.017191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:50.020801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:50.024637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:50.028203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:50.028282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:53.034222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:53.038761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:53.042989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:53.048273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:53.053486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:53.053725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:56.059022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:56.063347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:56.067474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:56.071585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:56.075625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:56.075750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:59.081531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:59.086188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:59.090449] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:19:59.094734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:59.098762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:59.098869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:02.104242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:02.108524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:02.112396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:02.116465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:02.120478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:02.120592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:05.126362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:05.131120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:05.135835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:05.140417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:05.144289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:05.144386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:08.149985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:08.154497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:08.158683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:08.162424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:08.167082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:08.167186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:11.171803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:11.175489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:11.179129] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:11.182609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:11.185975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:11.186044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:14.191025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:14.194937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:14.200246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:14.203685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:14.207106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:14.207177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:17.211835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:17.215847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:17.219717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:17.223516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:17.227507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:17.227614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:20.233415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:20.238218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:20.242086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:20.245721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:20.249408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:20.249484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:23.254086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:23.257834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:23.261471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:23.264622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:23.267800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:23.267867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:26.272538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:26.276227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:26.279733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:26.283341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:26.286707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:26.286782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:29.291335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:29.294978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:29.298518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:29.301883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:29.305123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:29.305194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:32.310683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:32.314876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:32.319081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:32.323960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:32.328734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:32.328840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:35.334433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:35.338808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:35.343335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:35.346960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:35.351320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:35.351449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:38.357408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:38.361693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:38.366465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:38.371310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:38.374868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:38.374953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:41.380507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:41.384241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:41.387859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:41.391529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:41.395212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:41.395306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:44.400357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:44.404288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:44.408103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:44.412118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:44.416153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:44.416279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:47.422205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:47.426476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:47.430183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:47.433553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:47.436825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:47.436893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:50.441516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:50.445073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:50.448516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:50.452220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:50.455727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:50.455801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:53.461189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:53.465507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:53.469281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:53.472832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:53.477169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:53.477263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:56.481775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:56.485263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:56.488611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:56.491949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:56.495381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:56.495491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:59.501016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:59.505019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:59.511723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:20:59.515024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:59.518229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:59.518297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:02.523129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:02.526924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:02.530583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:02.534119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:02.537562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:02.537667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:05.542226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:05.545905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:05.549507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:05.552958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:05.556530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:05.556614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:08.563465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:08.568750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:08.574153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:08.579035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:08.583901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:08.584022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:11.588669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:11.592437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:11.595912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:11.599349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:11.602753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:11.602850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:14.608108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:14.611526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:14.614845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:14.618339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:14.621725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:14.621808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:17.626745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:17.630519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:17.634283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:17.637727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:17.640989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:17.641067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:20.645846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:20.650007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:20.653863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:20.657428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:20.660971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:20.661054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:23.665924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:23.669626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:23.673209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:23.676696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:23.680050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:23.680136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:26.687287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:26.692320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:26.696709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:26.700560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:26.704230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:26.704337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:29.710916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:29.715154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:29.719182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:29.722863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:29.727455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:29.727954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:32.733172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:32.737093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:32.740846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:32.744961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:32.748833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:32.748922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:35.753864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:35.758092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:35.762209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:35.766367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:35.770353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:35.770456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:38.775737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:38.779922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:38.784000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:38.788180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:38.792181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:38.792298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:41.797555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:41.802215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:41.805890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:41.809617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:41.814088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:41.814249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:44.819322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:44.822995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:44.826447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:44.830781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:44.835073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:44.835181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:47.840297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:47.844333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:47.849581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:47.854198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:47.857921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:47.858028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:50.863132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:50.867525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:50.871782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:50.876013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:50.880428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:50.880545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:53.885595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:53.889712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:53.893802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:53.897390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:53.900680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:53.900750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:56.905893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:56.909523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:56.912885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:56.916199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:56.919452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:56.919527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:59.924678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:59.928692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:59.932622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:21:59.938188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:59.942274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:59.942349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:02.947622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:02.952184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:02.956441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:02.960402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:02.964509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:02.964623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:05.969729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:05.973275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:05.976671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:05.980034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:05.983342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:05.983418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:08.988807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:08.992255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:08.996534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:09.000376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:09.003848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:09.003921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:12.008568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:12.011891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:12.015149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:12.018376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:12.021697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:12.021767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:15.026265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:15.029992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:15.033927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:15.038921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:15.044229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:15.044358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:18.049693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:18.053540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:18.057288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:18.061479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:18.065342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:18.065413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:21.070550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:21.074287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:21.078025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:21.081741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:21.085242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:21.085338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:24.090621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:24.094774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:24.098211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:24.101523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:24.105212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:24.105326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:27.110434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:27.114243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:27.118269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:27.122264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:27.125992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:27.126084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:30.131570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:30.135708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:30.139529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:30.143214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:30.146618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:30.146725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:33.151271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:33.154949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:33.158451] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:33.161950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:33.165212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:33.165285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:36.170110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:36.173398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:36.176575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:36.179767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:36.182893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:36.182962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:39.189044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:39.193893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:39.198585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:39.203169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:39.207818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:39.207932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:42.214227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:42.219369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:42.224455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:42.230023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:42.235491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:42.235639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:45.240482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:45.243952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:45.247127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:45.250406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:45.253673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:45.253744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:48.260418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:48.266451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:48.272592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:48.278313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:48.283711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:48.283828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:51.288932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:51.293286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:51.297142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:51.300866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:51.305918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:51.306066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:54.310853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:54.314216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:54.317525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:54.320797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:54.324047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:54.324147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:57.329186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:57.332937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:57.336555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:22:57.340525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:57.344577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:57.344712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:00.349325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:00.353097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:00.356546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:00.359954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:00.363321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:00.363415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:03.369681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:03.374793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:03.378818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:03.382904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:03.386834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:03.386912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:06.392002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:06.395579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:06.399439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:06.403051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:06.406396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:06.406465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:09.411696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:09.416197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:09.420482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:09.424520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:09.428552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:09.428704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:12.433851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:12.437741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:12.441307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:12.444657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:12.449174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:12.449284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:15.454539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:15.458964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:15.462470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:15.496860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:15.500712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:15.500800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:18.505414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:18.508962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:18.512248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:18.515482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:18.518828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:18.518897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:21.523858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:21.527478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:21.531068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:21.534457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:21.537909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:21.537993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:24.543973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:24.549134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:24.554196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:24.559213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:24.563160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:24.563236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:27.568259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:27.572060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:27.575708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:27.579474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:27.583157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:27.583255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:30.589422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:30.594530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:30.599484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:30.604602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:30.609716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:30.609851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:33.616271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:33.621618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:33.626045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:33.631237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:33.636117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:33.636246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:36.642840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:36.648860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:36.654100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:36.659440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:36.664954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:36.665086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:39.669767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:39.673279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:39.676537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:39.679983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:39.683537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:39.683621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:42.688537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:42.692202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:42.695761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:42.699854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:42.703556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:42.703672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:45.708563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:45.712046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:45.715380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:45.718782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:45.722074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:45.722147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:48.727126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:48.731281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:48.734995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:48.738297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:48.741670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:48.741747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:51.746785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:51.750672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:51.754084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:51.757560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:51.761202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:51.761290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:54.765828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:54.769559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:54.773063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:54.776509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:54.780198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:54.780291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:57.784891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:57.788827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:57.792461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:23:57.796100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:57.799512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:57.799591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:00.804185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:00.807731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:00.811194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:00.814562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:00.817937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:00.818010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:03.822583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:03.826161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:03.829553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:03.832919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:03.836169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:03.836247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:06.841547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:06.845070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:06.848491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:06.851714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:06.854934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:06.855005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:09.860419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:09.864251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:09.867824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:09.871237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:09.874556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:09.874628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:12.879724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:12.884067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:12.887387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:12.890672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:12.894578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:12.894715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:15.900055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:15.903623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:15.907598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:15.911551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:15.915291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:15.915395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:18.920512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:18.924635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:18.928815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:18.932687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:18.937145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:18.937255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:21.945065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:21.949502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:21.953774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:21.958007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:21.962199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:21.962321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:24.967803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:24.971356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:24.974725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:24.979019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:24.982960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:24.983049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:27.988678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:27.992489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:27.996169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:27.999694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:28.003298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:28.003374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:31.008748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:31.012316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:31.015757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:31.019178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:31.022656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:31.022763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:34.027569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:34.031756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:34.035350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:34.039251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:34.043255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:34.043352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:37.048504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:37.052176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:37.055675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:37.059330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:37.063000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:37.063088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:40.068665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:40.072831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:40.076856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:40.080801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:40.084578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:40.084699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:43.091987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:43.097138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:43.101777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:43.105754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:43.109862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:43.109982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:46.114904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:46.120199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:46.125677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:46.130689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:46.134885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:46.135017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:49.141389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:49.146280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:49.151075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:49.155944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:49.160209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:49.160324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:52.164768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:52.168265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:52.171515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:52.174744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:52.178387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:52.178491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:55.183904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:55.188419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:55.192888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:55.196986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:55.202210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:55.202348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:58.206755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:58.210780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:58.214568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:24:58.218423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:58.222363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:58.222477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:01.227690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:01.231891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:01.237260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:01.243539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:01.247899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:01.247980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:04.252236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:04.255798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:04.259315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:04.262934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:04.266587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:04.266685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:07.271385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:07.275141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:07.278723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:07.282160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:07.285624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:07.285726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:10.289914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:10.294026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:10.297579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:10.301043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:10.304660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:10.304754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:13.309662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:13.313820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:13.317520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:13.322654] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:13.326903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:13.326979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:16.333005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:16.336735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:16.340166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:16.344348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:16.348891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:16.348994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:19.354456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:19.358179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:19.361911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:19.365683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:19.369583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:19.369727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:22.374021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:22.377691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:22.381288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:22.385333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:22.390129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:22.390275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:25.395020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:25.398410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:25.401630] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:25.404846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:25.408087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:25.408170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:28.413701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:28.418422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:28.422994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:28.427676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:28.432570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:28.432701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:31.440092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:31.447084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:31.453573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:31.459163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:31.463891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:31.464012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:34.469962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:34.474234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:34.478329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:34.482091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:34.485769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:34.485862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:37.490482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:37.493920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:37.497144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:37.500412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:37.503689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:37.503762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:40.508499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:40.512452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:40.516221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:40.519971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:40.523656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:40.523736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:43.528465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:43.532244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:43.535929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:43.540063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:43.543469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:43.543553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:46.549077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:46.553204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:46.557211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:46.560694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:46.564052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:46.564127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:49.569224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:49.572574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:49.575816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:49.579025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:49.582570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:49.582711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:52.589336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:52.593615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:52.598997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:52.603600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:52.607393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:52.607477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:55.612224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:55.616497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:55.620561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:55.624580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:55.628377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:55.628457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:58.633395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:58.636951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:58.641195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:25:58.645027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:58.648528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:58.648612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:01.653375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:01.656873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:01.660153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:01.663314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:01.666565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:01.666638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:04.671598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:04.675463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:04.679081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:04.683046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:04.686303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:04.686374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:07.691028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:07.694749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:07.699091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:07.703832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:07.707872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:07.707966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:10.714110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:10.718682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:10.723208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:10.727700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:10.732041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:10.732149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:13.736447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:13.739931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:13.743267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:13.746565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:13.750348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:13.750446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:16.757667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:16.763213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:16.768397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:16.773719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:16.778852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:16.778978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:19.785379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:19.789536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:19.793660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:19.798216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:19.802565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:19.802726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:22.808967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:22.813298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:22.817389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:22.820967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:22.824407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:22.824479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:25.829574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:25.833536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:25.837166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:25.841169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:25.845143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:25.845248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:28.850553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:28.854063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:28.857598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:28.861267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:28.865109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:28.865192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:31.873918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:31.877847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:31.881264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:31.884618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:31.887937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:31.888010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:34.892243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:34.895814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:34.899214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:34.902478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:34.905874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:34.905950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:37.911218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:37.914933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:37.918625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:37.922041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:37.925412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:37.925487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:40.930450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:40.935128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:40.939421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:40.944244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:40.948482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:40.948588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:43.953831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:43.958065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:43.962439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:43.966890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:43.971343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:43.971478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:46.976986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:46.981455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:46.984924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:46.988272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:46.991495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:46.991564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:49.997276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:50.001637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:50.005768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:50.010098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:50.014203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:50.014325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:53.019550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:53.024186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:53.029029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:53.033749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:53.039124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:53.039276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:56.044114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:56.048352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:56.052326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:56.056403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:56.060366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:56.060480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:59.066553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:59.070981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:59.075183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:26:59.079599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:59.084056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:59.084182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:02.090284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:02.095051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:02.099113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:02.103361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:02.108415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:02.108539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:05.113461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:05.117873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:05.121944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:05.125992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:05.130047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:05.130156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:08.135399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:08.139433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:08.143501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:08.147398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:08.151371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:08.151481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:11.159805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:11.165096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:11.171494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:11.177817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:11.183854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:11.184004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:14.189273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:14.193017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:14.197283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:14.201348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:14.205022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:14.205098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:17.211030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:17.215464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:17.218975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:17.223053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:17.227603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:17.227731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:20.232451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:20.236179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:20.239700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:20.242968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:20.246184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:20.246256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:23.250911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:23.254347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:23.258054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:23.261827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:23.265736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:23.265841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:26.270671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:26.274237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:26.277622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:26.280964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:26.285124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:26.285246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:29.290059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:29.293416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:29.296622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:29.300008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:29.303773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:29.303888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:32.308568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:32.312235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:32.316524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:32.321019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:32.325120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:32.325202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:35.330360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:35.333856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:35.340110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:35.343476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:35.346712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:35.346795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:38.351782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:38.355806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:38.359606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:38.363384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:38.367239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:38.367340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:41.371935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:41.375480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:41.378936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:41.382221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:41.385471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:41.385562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:44.390062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:44.393336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:44.396571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:44.399893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:44.403116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:44.403188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:47.408023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:47.411574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:47.415170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:47.418777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:47.422297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:47.422406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:50.426731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:50.430132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:50.433320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:50.436610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:50.439884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:50.439955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:53.444451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:53.448248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:53.452112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:53.455764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:53.459345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:53.459433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:56.463950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:56.467246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:56.470390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:56.473604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:56.476767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:56.476838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:59.481423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:59.484879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:59.489321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:27:59.493479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:59.496785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:59.496857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:02.501272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:02.504719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:02.508072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:02.511404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:02.514870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:02.514955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:05.521265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:05.525780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:05.529882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:05.533917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:05.537852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:05.537970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:08.542989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:08.546875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:08.550746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:08.554313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:08.557873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:08.557976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:11.563192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:11.566678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:11.570115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:11.573390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:11.576669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:11.576743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:14.583066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:14.587168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:14.590552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:14.593830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:14.597012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:14.597097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:17.602333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:17.606395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:17.611110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:17.615342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:17.620312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:17.620427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:20.625443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:20.629711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:20.633310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:20.636833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:20.640387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:20.640482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:23.645148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:23.648849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:23.652629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:23.656773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:23.660352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:23.660431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:26.665422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:26.669390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:26.674040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:26.678635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:26.683036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:26.683134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:29.688109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:29.692112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:29.695953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:29.699980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:29.703865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:29.703975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:32.709440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:32.713454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:32.717368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:32.721180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:32.724759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:32.724851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:35.729657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:35.733070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:35.736544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:35.739888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:35.743242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:35.743310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:38.749470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:38.753348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:38.756956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:38.760572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:38.766038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:38.766177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:41.771839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:41.776433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:41.780314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:41.784825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:41.789089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:41.789212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:44.794732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:44.798598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:44.802846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:44.806988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:44.811184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:44.811260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:47.816294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:47.820059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:47.824179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:47.829131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:47.833301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:47.833402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:50.838172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:50.841994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:50.845348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:50.848976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:50.852458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:50.852541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:53.857520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:53.861686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:53.865385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:53.869351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:53.873351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:53.873474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:56.878944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:56.883871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:56.889065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:56.893986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:56.899008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:56.899139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:59.903760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:59.907363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:59.910979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:28:59.914523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:59.918272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:59.918376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:02.925279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:02.930591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:02.936025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:02.940761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:02.944827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:02.944920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:05.949428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:05.953177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:05.956616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:05.959939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:05.963207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:05.963280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:08.968302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:08.972463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:08.976073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:08.979573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:08.983262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:08.983358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:11.988278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:11.991889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:11.995592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:11.999131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:12.003261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:12.003370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:15.008294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:15.011757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:15.015047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:15.018295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:15.021767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:15.021859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:18.026462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:18.030162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:18.033845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:18.037382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:18.040958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:18.041042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:21.045731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:21.049467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:21.052999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:21.056421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:21.060483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:21.060562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:24.065679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:24.069828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:24.073709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:24.077682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:24.081813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:24.081894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:27.086324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:27.090102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:27.094055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:27.098169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:27.101952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:27.102055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:30.106421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:30.110019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:30.114419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:30.117857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:30.121131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:30.121209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:33.125676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:33.129219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:33.132606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:33.136066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:33.139453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:33.139530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:36.145247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:36.149861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:36.154317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:36.158986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:36.163741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:36.163848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:39.168290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:39.171901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:39.175620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:39.180021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:39.183343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:39.183416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:42.188258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:42.191962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:42.195470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:42.199902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:42.203462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:42.203530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:45.208180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:45.211768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:45.215078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:45.218472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:45.221824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:45.221899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:48.226993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:48.231026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:48.235113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:48.238757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:48.242052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:48.242126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:51.246513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:51.250003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:51.253369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:51.256607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:51.259900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:51.259969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:54.264679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:54.269942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:54.275263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:54.280691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:54.286338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:54.286599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:57.291310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:57.294973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:57.298703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:29:57.302381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:57.306022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:57.306127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:00.311731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:00.315992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:00.320180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:00.324561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:00.328999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:00.329135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:03.334055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:03.338331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:03.342597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:03.346901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:03.350810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:03.350936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:06.355971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:06.360080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:06.363691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:06.368780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:06.373952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:06.374175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:09.380475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:09.384603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:09.388893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:09.392476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:09.395994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:09.396093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:12.401488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:12.406062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:12.410515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:12.414656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:12.419032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:12.419135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:15.424210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:15.428212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:15.432077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:15.435791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:15.439879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:15.439984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:18.445090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:18.449385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:18.453271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:18.457035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:18.461168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:18.461261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:21.466257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:21.469692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:21.474534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:21.478966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:21.482731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:21.482802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:24.487232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:24.490621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:24.493802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:24.496970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:24.500118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:24.500185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:27.505443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:27.509219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:27.513025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:27.516717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:27.520295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:27.520401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:30.525831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:30.529556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:30.532919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:30.536308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:30.539720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:30.539798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:33.545149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:33.549476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:33.553484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:33.557361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:33.561386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:33.561490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:36.566249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:36.570419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:36.574445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:36.578528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:36.582791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:36.582906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:39.588693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:39.592463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:39.595933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:39.599299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:39.602849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:39.602944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:42.607801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:42.611395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:42.614815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:42.618310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:42.621692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:42.621771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:45.627441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:45.631668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:45.635912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:45.639700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:45.644188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:45.644316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:48.649587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:48.653505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:48.657187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:48.660958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:48.664466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:48.664558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:51.670238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:51.674205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:51.677989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:51.681560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:51.685891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:51.685996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:54.690575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:54.694530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:54.699371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:54.704210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:54.708895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:54.709014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:57.714110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:57.717680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:57.720946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:30:57.724150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:57.727437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:57.727507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:00.731820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:00.735433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:00.738909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:00.742271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:00.745749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:00.745836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:03.750284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:03.753707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:03.756920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:03.760123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:03.763273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:03.763346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:06.768711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:06.772677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:06.776909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:06.780683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:06.784234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:06.784327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:09.791710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:09.795729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:09.799723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:09.803395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:09.807077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:09.807192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:12.812630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:12.816220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:12.819610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:12.822939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:12.826356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:12.826440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:15.832270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:15.836458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:15.840389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:15.844233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:15.847818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:15.847902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:18.853094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:18.857258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:18.861141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:18.864846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:18.868609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:18.868716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:21.873712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:21.877235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:21.880933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:21.884158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:21.887419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:21.887493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:24.892153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:24.895614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:24.898923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:24.902143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:24.905373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:24.905452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:27.910242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:27.913975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:27.918569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:27.922380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:27.925895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:27.925966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:30.930967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:30.934905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:30.938454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:30.941882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:30.945266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:30.945341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:33.950705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:33.954322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:33.957595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:33.960839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:33.964019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:33.964088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:36.968940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:36.972181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:36.975332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:36.979540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:36.983233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:36.983309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:39.988199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:39.991605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:39.995125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:39.998445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:40.001977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:40.002057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:43.006876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:43.010325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:43.013822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:43.017106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:43.020349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:43.020420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:46.025128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:46.028756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:46.032239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:46.035433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:46.038663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:46.038735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:49.043709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:49.047813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:49.051492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:49.054813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:49.058071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:49.058145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:52.066625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:52.084963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:52.091489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:52.097021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:52.104735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:52.104939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:55.110223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:55.114261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:55.118443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:55.122501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:55.126443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:55.126535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:58.134310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:58.137813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:58.141197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:31:58.144511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:58.147847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:58.147921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:01.154737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:01.161427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:01.167693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:01.173849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:01.179687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:01.179899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:04.185090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:04.189386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:04.193189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:04.197004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:04.200552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:04.200636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:07.205386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:07.209124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:07.212620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:07.216392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:07.220394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:07.220487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:10.225137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:10.228701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:10.231884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:10.235237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:10.238543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:10.238616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:13.243538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:13.247457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:13.251422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:13.255280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:13.259118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:13.259223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:16.263920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:16.268146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:16.272065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:16.275663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:16.279266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:16.279352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:19.284318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:19.288234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:19.292091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:19.296630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:19.300272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:19.300343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:22.304843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:22.308384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:22.311766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:22.315060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:22.318388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:22.318478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:25.323368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:25.327581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:25.331106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:25.334710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:25.338379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:25.338478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:28.342947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:28.346415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:28.349820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:28.353115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:28.356316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:28.356394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:31.361360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:31.365332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:31.369145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:31.372857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:31.376672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:31.376758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:34.381522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:34.385527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:34.389454] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:34.393254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:34.397043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:34.397171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:37.401627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:37.404910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:37.408175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:37.411393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:37.414675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:37.414748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:40.419732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:40.423617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:40.427550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:40.431843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:40.436383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:40.436523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:43.441403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:43.445012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:43.448894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:43.452595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:43.456588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:43.456729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:46.461934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:46.466502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:46.470252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:46.473570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:46.476769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:46.476837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:49.481615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:49.485172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:49.489349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:49.493017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:49.496676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:49.496776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:52.502410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:52.506547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:52.510686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:52.514332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:52.517985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:52.518055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:55.524248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:55.531800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:55.535920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:55.539607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:55.543299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:55.543402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:58.549046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:58.552769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:58.555995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:32:58.559273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:58.562692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:58.562762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:01.569065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:01.573638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:01.577317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:01.580918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:01.584456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:01.584549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:04.589871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:04.593573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:04.596817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:04.600234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:04.604745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:04.604843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:07.610175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:07.613718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:07.616989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:07.620403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:07.623570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:07.623639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:10.628768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:10.632840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:10.636511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:10.640057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:10.643526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:10.643609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:13.649054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:13.652678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:13.656151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:13.659539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:13.662852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:13.662949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:16.667485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:16.671763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:16.675218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:16.678777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:16.682199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:16.682276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:19.687226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:19.691083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:19.694874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:19.698449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:19.701949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:19.702044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:22.706617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:22.710627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:22.715210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:22.718838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:22.722306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:22.722393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:25.726871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:25.730394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:25.733857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:25.737215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:25.740774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:25.740856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:28.746113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:28.749659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:28.753024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:28.757308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:28.761732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:28.761807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:31.767861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:31.772593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:31.777332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:31.781946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:31.786659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:31.786758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:34.791863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:34.796180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:34.800431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:34.803987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:34.807864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:34.807963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:37.812840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:37.817002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:37.821024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:37.825038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:37.828864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:37.828946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:40.833844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:40.838136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:40.842523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:40.847112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:40.850999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:40.851094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:43.856228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:43.860253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:43.863854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:43.867035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:43.870214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:43.870284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:46.876429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:46.880259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:46.883635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:46.887966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:46.891758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:46.891862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:49.896441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:49.900003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:49.904789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:49.908504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:49.912198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:49.912298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:52.917335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:52.921834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:52.925770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:52.929727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:52.933440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:52.933550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:55.938130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:55.942011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:55.945805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:55.949907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:55.953683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:55.953793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:58.958557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:58.962506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:58.966299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:33:58.970065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:58.973852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:58.973947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:01.979159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:01.983209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:01.987377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:01.991443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:01.995625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:01.995777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:05.001947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:05.006106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:05.009719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:05.013238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:05.016683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:05.017172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:08.022618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:08.026554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:08.030315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:08.034398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:08.038739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:08.038837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:11.043930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:11.047940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:11.051482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:11.054915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:11.058325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:11.058405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:14.063435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:14.069012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:14.074100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:14.078250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:14.081886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:14.081963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:17.086667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:17.090630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:17.095724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:17.100297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:17.104813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:17.104906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:20.109527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:20.113209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:20.116476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:20.119852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:20.123135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:20.123205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:23.128703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:23.132854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:23.136743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:23.141354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:23.145745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:23.145823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:26.151892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:26.155591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:26.159572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:26.163082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:26.167710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:26.167869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:29.173088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:29.177521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:29.181591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:29.185226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:29.189431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:29.189523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:32.195928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:32.201107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:32.206061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:32.210556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:32.215775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:32.215888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:35.221188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:35.224925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:35.228425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:35.231828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:35.235246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:35.235351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:38.239859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:38.243734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:38.247258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:38.250893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:38.254355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:38.254435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:41.259425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:41.264345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:41.268394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:41.272123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:41.275757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:41.275858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:44.280361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:44.283698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:44.286996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:44.290340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:44.293634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:44.293727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:47.298983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:47.302666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:47.306602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:47.310086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:47.313537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:47.313609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:50.323168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:50.327527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:50.331360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:50.334667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:50.338059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:50.338127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:53.342340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:53.345665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:53.348906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:53.352523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:53.355849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:53.355922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:56.360834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:56.364358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:56.367854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:56.371168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:56.374612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:56.374719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:59.379408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:59.383178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:59.386608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:34:59.390003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:59.393298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:59.393374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:02.398294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:02.402364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:02.406609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:02.410749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:02.414718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:02.414829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:05.420029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:05.424432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:05.428611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:05.433627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:05.439279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:05.439407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:08.444381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:08.448632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:08.453828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:08.458958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:08.465033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:08.465223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:11.469597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:11.473295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:11.476670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:11.480191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:11.484247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:11.484346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:14.489453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:14.493560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:14.497519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:14.501432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:14.505218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:14.505332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:17.509862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:17.513242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:17.516479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:17.519785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:17.523206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:17.523281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:20.527985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:20.531843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:20.535819] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:20.539855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:20.543298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:20.543372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:23.549241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:23.553931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:23.557964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:23.561452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:23.565290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:23.565392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:26.570341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:26.574938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:26.579295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:26.583277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:26.588169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:26.588279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:29.594989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:29.600209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:29.605279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:29.611061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:29.617163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:29.617309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:32.623660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:32.628796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:32.633024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:32.636842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:32.641374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:32.641502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:35.647611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:35.652208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:35.656317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:35.660455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:35.664243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:35.664381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:38.670692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:38.674887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:38.680022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:38.685756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:38.691775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:38.691890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:41.698406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:41.703817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:41.709102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:41.713458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:41.717884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:41.717994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:44.724221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:44.728527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:44.732011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:44.735910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:44.739306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:44.739378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:47.745886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:47.751104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:47.756802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:47.761627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:47.766042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:47.766183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:50.772418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:50.776586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:50.780432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:50.784110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:50.787836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:50.787922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:53.793152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:53.797180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:53.801117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:53.804919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:53.808698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:53.808814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:56.813525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:56.817114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:56.820612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:56.824328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:56.827834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:56.827924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:59.835540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:59.839904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:59.843972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:35:59.847918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:59.851300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:59.851375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:02.856473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:02.860626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:02.864554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:02.870079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:02.874441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:02.874537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:05.880536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:05.886002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:05.891160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:05.896233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:05.901136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:05.901243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:08.906671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:08.910765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:08.914447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:08.918086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:08.921631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:08.921730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:11.927159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:11.932165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:11.936524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:11.940929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:11.944792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:11.944890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:14.949456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:14.952936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:14.956178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:14.959462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:14.962722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:14.962794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:17.967408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:17.971736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:17.975340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:17.979023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:17.982517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:17.982613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:20.987141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:20.990788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:20.994292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:20.997737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:21.001073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:21.001157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:24.006455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:24.010068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:24.013379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:24.016672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:24.019943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:24.020019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:27.024746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:27.028385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:27.031809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:27.035204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:27.038793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:27.038873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:30.043947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:30.047668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:30.051756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:30.055694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:30.059363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:30.059440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:33.064203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:33.067575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:33.070814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:33.074032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:33.077215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:33.077287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:36.081984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:36.085511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:36.088953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:36.092432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:36.096153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:36.096267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:39.101064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:39.104588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:39.108025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:39.111406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:39.114668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:39.114743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:42.119458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:42.123111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:42.126391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:42.130151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:42.133404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:42.133474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:45.138360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:45.142248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:45.145817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:45.149280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:45.152708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:45.152787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:48.157374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:48.160740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:48.163979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:48.167160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:48.170319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:48.170388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:51.174798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:51.178332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:51.181761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:51.184986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:51.188219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:51.188310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:54.193059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:54.196391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:54.199751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:54.202915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:54.206100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:54.206170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:57.211381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:57.215249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:57.219055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:36:57.222970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:57.230038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:57.230178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:00.234579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:00.237921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:00.241370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:00.244541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:00.247796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:00.247865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:03.252406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:03.256248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:03.260211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:03.263781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:03.267349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:03.267446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:06.274556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:06.284721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:06.290821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:06.295995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:06.300020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:06.300106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:09.305364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:09.310784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:09.316314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:09.321690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:09.327298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:09.327438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:12.331848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:12.335112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:12.338298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:12.341459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:12.344607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:12.344700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:15.349672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:15.353253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:15.356674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:15.360030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:15.363475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:15.363553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:18.368675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:18.372410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:18.376367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:18.380602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:18.385097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:18.385214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:21.389663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:21.392980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:21.396233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:21.399484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:21.402729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:21.402804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:24.407713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:24.411883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:24.415226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:24.418614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:24.421943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:24.422014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:27.426192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:27.429582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:27.432855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:27.436232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:27.439485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:27.439566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:30.444615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:30.448147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:30.451464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:30.454716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:30.458002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:30.458072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:33.463223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:33.466841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:33.470423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:33.473752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:33.477034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:33.477136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:36.481834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:36.485238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:36.489523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:36.492876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:36.497732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:36.497868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:39.503940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:39.512416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:39.517203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:39.521098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:39.525350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:39.525429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:42.530312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:42.533800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:42.536991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:42.540210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:42.543402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:42.543474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:45.548473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:45.552066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:45.555588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:45.559083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:45.562433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:45.562506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:48.567628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:48.571197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:48.574430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:48.577578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:48.580719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:48.580790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:51.586127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:51.589778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:51.593132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:51.596361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:51.599665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:51.599741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:54.605659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:54.610204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:54.613854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:54.618267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:54.622510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:54.622607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:57.628148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:57.632201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:57.637331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:37:57.642879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:57.647538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:57.647666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:00.653589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:00.658629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:00.662982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:00.667176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:00.670953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:00.671060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:03.676274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:03.680012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:03.683672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:03.688003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:03.691440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:03.691513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:06.696361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:06.700255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:06.704097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:06.708948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:06.713171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:06.713275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:09.718456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:09.722917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:09.726563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:09.730082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:09.733502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:09.733576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:12.738375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:12.741856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:12.745320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:12.748790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:12.752383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:12.752484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:15.757205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:15.760806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:15.764343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:15.767844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:15.771793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:15.771884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:18.776544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:18.780420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:18.784055] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:18.787803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:18.791288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:18.791393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:21.796027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:21.799679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:21.802903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:21.806087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:21.809306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:21.809376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:24.815568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:24.820743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:24.825471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:24.830165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:24.834703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:24.834796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:27.839668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:27.843527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:27.846945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:27.850330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:27.853580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:27.853667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:30.858216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:30.861881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:30.866836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:30.871307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:30.876017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:30.876168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:33.881435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:33.885764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:33.889564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:33.893637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:33.897366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:33.897454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:36.902510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:36.906734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:36.910916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:36.914283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:36.917658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:36.917734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:39.922417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:39.926287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:39.929965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:39.933462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:39.937152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:39.937254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:42.943212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:42.952521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:42.957086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:42.960838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:42.964398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:42.964487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:45.968916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:45.972961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:45.977410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:45.980872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:45.984287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:45.984386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:48.990057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:48.994336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:48.998369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:49.001943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:49.005577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:49.005701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:52.010577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:52.014855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:52.018587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:52.022635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:52.026535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:52.026674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:55.032667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:55.038493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:55.043499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:55.048829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:55.053200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:55.053279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:58.057581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:58.060964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:58.064226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:38:58.067572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:58.071479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:58.071594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:01.077611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:01.082807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:01.088153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:01.092481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:01.096938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:01.097128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:04.102665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:04.106913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:04.111863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:04.116638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:04.121512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:04.121617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:07.126526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:07.130459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:07.134306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:07.138118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:07.141880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:07.141973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:10.147402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:10.152070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:10.156518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:10.161738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:10.166888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:10.167006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:13.171814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:13.175369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:13.178928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:13.182501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:13.186282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:13.186363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:16.191758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:16.196046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:16.200194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:16.203890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:16.207708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:16.207784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:19.214032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:19.218993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:19.223894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:19.228274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:19.232078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:19.232166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:22.236507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:22.239914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:22.243274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:22.246612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:22.249961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:22.250036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:25.256176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:25.260663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:25.264518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:25.268282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:25.272188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:25.272282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:28.277234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:28.280661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:28.283973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:28.287308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:28.290591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:28.290684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:31.295015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:31.298404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:31.301664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:31.305058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:31.308430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:31.308516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:34.313245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:34.317004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:34.320553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:34.324086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:34.328191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:34.328291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:37.332602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:37.335890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:37.339174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:37.342331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:37.345493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:37.345561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:40.350806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:40.354319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:40.357542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:40.360753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:40.363880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:40.363948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:43.369762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:43.373980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:43.377481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:43.382287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:43.386345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:43.386433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:46.391371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:46.394979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:46.398346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:46.401719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:46.404948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:46.405032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:49.409549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:49.413326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:49.417793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:49.421617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:49.425246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:49.425336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:52.430809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:52.434860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:52.438692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:52.442594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:52.446614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:52.446730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:55.451827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:55.455759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:55.459783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:55.463477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:55.467534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:55.467666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:58.473033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:58.477390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:58.481483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:39:58.485628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:58.489808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:58.489937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:01.495368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:01.499940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:01.504514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:01.508603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:01.512900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:01.513002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:04.519845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:04.524663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:04.529457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:04.534029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:04.538577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:04.538694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:07.543470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:07.547953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:07.551895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:07.555765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:07.559300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:07.559392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:10.564293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:10.567732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:10.570934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:10.574204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:10.577477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:10.577548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:13.582107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:13.585522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:13.588872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:13.592110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:13.595532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:13.595609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:16.600231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:16.603567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:16.606794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:16.610082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:16.613271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:16.613343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:19.618584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:19.622019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:19.625424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:19.628985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:19.632351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:19.632423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:22.638464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:22.643246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:22.648133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:22.652787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:22.657501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:22.657622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:25.662605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:25.666779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:25.670573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:25.674212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:25.678455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:25.678565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:28.684166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:28.689208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:28.693975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:28.698723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:28.703362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:28.703476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:31.708318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:31.711939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:31.715334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:31.718756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:31.722258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:31.722342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:34.726747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:34.730307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:34.733833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:34.737219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:34.740675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:34.740755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:37.745396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:37.749459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:37.753424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:37.757495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:37.761456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:37.761562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:40.766786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:40.771342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:40.775067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:40.778849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:40.783031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:40.783107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:43.787627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:43.791024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:43.794631] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:43.797974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:43.801332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:43.801410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:46.806108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:46.809727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:46.813090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:46.816496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:46.820017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:46.820090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:49.824626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:49.827975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:49.831140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:49.834297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:49.837469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:49.837538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:52.842903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:52.847245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:52.850986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:52.854537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:52.858235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:52.858315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:55.863080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:55.866745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:55.870179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:55.873559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:55.876918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:55.877017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:58.881767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:58.885755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:58.889969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:40:58.894202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:58.897727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:58.897815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:01.902957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:01.907160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:01.914415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:01.919269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:01.923740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:01.923848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:04.928890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:04.932677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:04.936538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:04.940328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:04.944232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:04.944356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:07.950072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:07.953906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:07.957800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:07.962625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:07.967022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:07.967152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:10.972090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:10.975932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:10.979587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:10.983414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:10.987177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:10.987276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:13.993773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:13.998386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:14.003267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:14.007810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:14.012808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:14.012944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:17.017571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:17.022507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:17.027107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:17.031658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:17.036279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:17.036410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:20.040665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:20.044369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:20.047815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:20.051721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:20.055110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:20.055183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:23.060541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:23.063914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:23.067170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:23.070341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:23.073498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:23.073567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:26.078821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:26.082723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:26.086294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:26.089702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:26.093058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:26.093133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:29.098037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:29.101340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:29.104511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:29.107748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:29.110901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:29.110971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:32.115847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:32.119749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:32.123721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:32.127694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:32.131289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:32.131391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:35.136158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:35.139820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:35.143257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:35.146623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:35.150038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:35.150128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:38.155180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:38.159217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:38.162929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:38.166465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:38.170444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:38.170565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:41.175298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:41.179584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:41.183708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:41.187696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:41.191777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:41.191912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:44.197796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:44.202990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:44.208399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:44.213474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:44.218354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:44.218486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:47.223117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:47.227329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:47.231268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:47.235283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:47.239320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:47.239440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:50.245599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:50.250600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:50.255216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:50.260612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:50.265228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:50.265361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:53.270361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:53.274417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:53.278974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:53.282800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:53.286983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:53.287134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:56.291864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:56.295424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:56.299586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:56.303406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:56.306805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:56.306877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:59.312978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:59.317665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:59.321937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:41:59.325323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:59.328659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:59.328736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:02.333196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:02.336787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:02.340353] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:02.343787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:02.347310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:02.347385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:05.351881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:05.355545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:05.358954] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:05.362229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:05.365550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:05.365660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:08.371290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:08.375390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:08.379750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:08.384057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:08.387800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:08.387892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:11.392677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:11.396563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:11.400181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:11.403816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:11.407339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:11.407453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:14.413348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:14.417707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:14.422124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:14.426538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:14.430613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:14.430749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:17.435154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:17.439095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:17.442805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:17.446462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:17.450166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:17.450269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:20.455949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:20.461466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:20.466087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:20.469729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:20.473120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:20.473189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:23.478730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:23.482407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:23.485855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:23.489582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:23.492946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:23.493016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:26.497683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:26.501111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:26.504342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:26.507606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:26.510829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:26.510896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:29.515316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:29.518864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:29.522218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:29.525747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:29.529166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:29.529251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:32.534330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:32.537799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:32.541078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:32.544339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:32.547537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:32.547605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:35.552535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:35.556344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:35.559840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:35.563335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:35.567019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:35.567152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:38.571799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:38.575673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:38.579611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:38.583596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:38.587404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:38.587510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:41.593992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:41.598974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:41.603579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:41.607988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:41.612926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:41.613065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:44.619422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:44.623949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:44.627914] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:44.631577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:44.635624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:44.635737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:47.640839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:47.644655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:47.648339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:47.651623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:47.654890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:47.654977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:50.660034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:50.663364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:50.666537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:50.669736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:50.672889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:50.672959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:53.677970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:53.681504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:53.685738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:53.689382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:53.693445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:53.693523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:56.698557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:56.702109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:56.705429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:56.708923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:56.712251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:56.712338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:59.717109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:59.720522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:59.723858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:42:59.727124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:59.730434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:59.730506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:02.735485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:02.739103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:02.742868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:02.746254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:02.749688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:02.749760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:05.754018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:05.757337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:05.760552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:05.763718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:05.766850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:05.766934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:08.771463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:08.774948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:08.778331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:08.781616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:08.784941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:08.785033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:11.789988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:11.794950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:11.799443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:11.803552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:11.806925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:11.806998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:14.811657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:14.814950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:14.818186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:14.821377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:14.824510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:14.824577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:17.829102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:17.832719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:17.836042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:17.841229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:17.844850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:17.844934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:20.850085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:20.853554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:20.856917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:20.860342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:20.863772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:20.863859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:23.869699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:23.874423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:23.879136] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:23.883743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:23.888282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:23.888406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:26.892568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:26.896065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:26.899376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:26.902610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:26.905780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:26.905851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:29.912565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:29.916866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:29.921681] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:29.925689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:29.930080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:29.930192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:32.934742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:32.938423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:32.942283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:32.946524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:32.951573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:32.951715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:35.957446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:35.962302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:35.966712] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:35.971795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:35.976017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:35.976639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:38.983181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:38.989607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:38.994526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:38.999581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:39.005057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:39.005265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:42.011896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:42.016583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:42.021049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:42.025374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:42.029043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:42.029150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:45.034411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:45.040189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:45.044275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:45.048352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:45.052706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:45.052801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:48.058152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:48.064443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:48.068416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:48.071735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:48.075057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:48.075126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:51.080817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:51.086963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:51.090805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:51.094744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:51.098252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:51.098325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:54.102958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:54.107246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:54.111560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:54.116292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:54.123205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:54.123311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:57.128850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:57.134025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:57.139131] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:43:57.143840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:57.148856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:57.148980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:00.154091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:00.158798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:00.163575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:00.168028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:00.172841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:00.172988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:03.178489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:03.182168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:03.185490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:03.188889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:03.192382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:03.192457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:06.199633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:06.205709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:06.211366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:06.216311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:06.220868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:06.220984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:09.224899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:09.228171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:09.231308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:09.234505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:09.237662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:09.237732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:12.241808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:12.245038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:12.248257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:12.251442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:12.254668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:12.254738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:15.259488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:15.263362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:15.267180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:15.271711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:15.275783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:15.275871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:18.281923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:18.286527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:18.290297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:18.293700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:18.296980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:18.297074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:21.301423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:21.304739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:21.308072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:21.311278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:21.314501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:21.314574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:24.318819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:24.322169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:24.325382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:24.328596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:24.331845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:24.331913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:27.336037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:27.339364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:27.342627] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:27.346092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:27.349461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:27.349534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:30.353722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:30.357089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:30.360328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:30.363624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:30.366932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:30.367026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:33.373259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:33.377724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:33.382040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:33.386210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:33.390376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:33.390465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:36.395044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:36.398795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:36.402324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:36.405812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:36.409296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:36.409394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:39.413699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:39.417275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:39.420817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:39.424568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:39.428214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:39.428283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:42.433942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:42.439094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:42.442896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:42.446079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:42.449312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:42.449382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:45.454165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:45.458353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:45.461964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:45.465486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:45.469016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:45.469112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:48.474835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:48.479834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:48.484604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:48.489014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:48.492527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:48.492605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:51.498393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:51.502332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:51.505852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:51.509327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:51.512776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:51.512861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:54.517338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:54.520914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:54.524582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:54.528008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:54.531493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:54.531585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:57.536026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:57.539673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:57.543239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:44:57.546574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:57.550274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:57.550365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:00.555265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:00.559086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:00.562917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:00.566468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:00.570253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:00.570464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:03.575489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:03.579351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:03.582579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:03.585840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:03.589633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:03.589779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:06.595324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:06.600084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:06.604703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:06.609308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:06.613619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:06.613873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:09.619491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:09.623724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:09.628105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:09.632136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:09.636740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:09.636877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:12.642932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:12.647672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:12.653212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:12.658897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:12.663563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:12.663698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:15.668137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:15.671805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:15.675376] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:15.678989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:15.682381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:15.682477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:18.687821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:18.691363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:18.694716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:18.698183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:18.701611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:18.701699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:21.706442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:21.710131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:21.713404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:21.716630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:21.720033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:21.720105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:24.725747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:24.729595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:24.733218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:24.736841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:24.740546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:24.740625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:27.744933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:27.748536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:27.751995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:27.755413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:27.758931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:27.759004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:30.764185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:30.767694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:30.772840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:30.776700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:30.780184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:30.780257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:33.785500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:33.791458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:33.796979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:33.801022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:33.804601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:33.804702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:36.810751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:36.815153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:36.819080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:36.823770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:36.827813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:36.827886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:39.833244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:39.836840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:39.840547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:39.843994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:39.847385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:39.847474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:42.851938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:42.855502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:42.858915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:42.862240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:42.865768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:42.865862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:45.870445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:45.874086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:45.877633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:45.881029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:45.884434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:45.884537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:48.890195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:48.893715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:48.897229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:48.900626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:48.904065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:48.904139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:51.908520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:51.911963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:51.915240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:51.918458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:51.921634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:51.921720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:54.926246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:54.929878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:54.933267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:54.936667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:54.940028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:54.940102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:57.944428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:57.947999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:57.951687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:45:57.955157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:57.958688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:57.958772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:00.963432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:00.967336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:00.971182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:00.975068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:00.978986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:00.979096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:04.023798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:04.028008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:04.031876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:04.036009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:04.039675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:04.039762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:07.045348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:07.050287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:07.054168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:07.058447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:07.062755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:07.062869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:10.067141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:10.070472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:10.073727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:10.077089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:10.080399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:10.080470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:13.084953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:13.088269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:13.091440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:13.095806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:13.099758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:13.099855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:16.104014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:16.110949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:16.114305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:16.117592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:16.120944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:16.121014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:19.128258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:19.132984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:19.139384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:19.145600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:19.151327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:19.151489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:22.158143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:22.163886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:22.168817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:22.173485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:22.178112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:22.178248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:25.183991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:25.188209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:25.192415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:25.195939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:25.201798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:25.202043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:28.209426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:28.217984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:28.225280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:28.231555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:28.237753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:28.237929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:31.244210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:31.249994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:31.254161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:31.257706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:31.261226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:31.261314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:34.267932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:34.273856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:34.279112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:34.283558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:34.287431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:34.287513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:37.291806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:37.295164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:37.298420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:37.301592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:37.304805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:37.304875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:40.309795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:40.313723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:40.317304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:40.320756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:40.324110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:40.324189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:43.328966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:43.332705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:43.336208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:43.340585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:43.344856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:43.344980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:46.349571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:46.353040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:46.356383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:46.359956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:46.363387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:46.363486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:49.368851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:49.372975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:49.377208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:49.381255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:49.385507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:49.385608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:52.391718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:52.395858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:52.399727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:52.403609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:52.407426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:52.407528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:55.416014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:55.429831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:55.441381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:55.456860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:55.465118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:55.465294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:58.470612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:58.474455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:58.478059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:46:58.481580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:58.485366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:58.485457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:01.493609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:01.497807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:01.501510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:01.504766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:01.508064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:01.508136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:04.513178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:04.517220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:04.522009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:04.526100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:04.529609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:04.529705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:07.533994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:07.537379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:07.540663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:07.543969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:07.547250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:07.547323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:10.552836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:10.556895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:10.560894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:10.565331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:10.570018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:10.570127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:13.574846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:13.578752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:13.584026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:13.589635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:13.593630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:13.593737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:16.598495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:16.602258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:16.606181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:16.610357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:16.614388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:16.614505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:19.619117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:19.623232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:19.626467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:19.629779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:19.633249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:19.633317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:22.638377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:22.642597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:22.646792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:22.650724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:22.654671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:22.654787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:25.659554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:25.663331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:25.666963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:25.671580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:25.675237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:25.675307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:28.680716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:28.686157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:28.691028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:28.695587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:28.703473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:28.703594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:31.709123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:31.712670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:31.715975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:31.719210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:31.722482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:31.722550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:34.728301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:34.731899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:34.735267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:34.739285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:34.742782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:34.742854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:37.747940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:37.751809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:37.755671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:37.759951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:37.763930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:37.764019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:40.768481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:40.772312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:40.775986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:40.779787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:40.783377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:40.783461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:43.788391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:43.791846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:43.795094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:43.798399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:43.801562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:43.801635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:46.806256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:46.810116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:46.813571] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:46.816859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:46.820289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:46.820365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:49.824951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:49.828487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:49.831799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:49.835157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:49.839028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:49.839161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:52.845055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:52.848531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:52.851863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:52.855144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:52.858533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:52.858607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:55.863102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:55.866996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:55.870793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:55.874595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:55.877835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:55.877904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:58.883240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:58.887608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:58.891931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:47:58.895604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:58.899217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:58.899313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:01.904316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:01.908497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:01.912378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:01.916226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:01.920248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:01.920347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:04.924914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:04.928604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:04.932234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:04.935803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:04.939417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:04.939520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:07.944206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:07.948682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:07.951911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:07.955096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:07.958284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:07.958353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:10.962989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:10.966461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:10.969777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:10.973093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:10.976361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:10.976431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:13.982739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:13.987757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:13.992157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:13.996594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:14.000686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:14.000759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:17.006199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:17.010384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:17.014135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:17.017965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:17.021566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:17.021696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:20.026398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:20.029994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:20.033398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:20.036749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:20.040138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:20.040229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:23.044834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:23.048602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:23.052103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:23.055661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:23.059476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:23.059583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:26.065948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:26.069664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:26.073062] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:26.076318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:26.079545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:26.079616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:29.085274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:29.088773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:29.092500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:29.100291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:29.104809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:29.104939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:32.111808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:32.116761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:32.121002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:32.125382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:32.129737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:32.129827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:35.136897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:35.147349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:35.153233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:35.158929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:35.164258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:35.164392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:38.170114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:38.174850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:38.179529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:38.184149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:38.188793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:38.188898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:41.193886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:41.197772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:41.201322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:41.204897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:41.208696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:41.208787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:44.213366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:44.216965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:44.220270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:44.223740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:44.227364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:44.227448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:47.232103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:47.235755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:47.239341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:47.242828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:47.246144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:47.246223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:50.251180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:50.254587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:50.257865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:50.261209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:50.264468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:50.264538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:53.269746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:53.273230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:53.276703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:53.279993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:53.283638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:53.283735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:56.288332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:56.292334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:56.296329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:56.300204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:56.303545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:56.303625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:59.307979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:59.311350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:59.314613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:48:59.317921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:59.321168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:59.321243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:02.325733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:02.329303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:02.332946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:02.336298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:02.339740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:02.339823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:05.345894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:05.350040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:05.353362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:05.356661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:05.360071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:05.360144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:08.365450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:08.369328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:08.372675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:08.375932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:08.379197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:08.379272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:11.384786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:11.388399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:11.391855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:11.395377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:11.398938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:11.399008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:14.403923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:14.407774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:14.411603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:14.415332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:14.419095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:14.419192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:17.425443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:17.430307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:17.434367] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:17.438099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:17.441625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:17.441714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:20.447402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:20.452115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:20.456606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:20.460482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:20.464211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:20.464334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:23.469292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:23.472883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:23.476379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:23.479936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:23.483435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:23.483524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:26.488303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:26.492233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:26.495959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:26.499505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:26.503309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:26.503417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:29.509024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:29.513080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:29.516780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:29.520206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:29.523771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:29.523869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:32.528722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:32.532378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:32.535980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:32.539321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:32.542630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:32.542734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:35.548147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:35.551468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:35.554728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:35.558025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:35.561492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:35.561583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:38.566341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:38.570447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:38.574193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:38.578128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:38.581954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:38.582052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:41.588739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:41.592935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:41.597580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:41.602222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:41.606197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:41.606299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:44.610839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:44.614373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:44.618060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:44.621885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:44.625295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:44.625371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:47.632026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:47.636422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:47.640751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:47.645783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:47.650267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:47.650372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:50.656499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:50.661080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:50.665278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:50.669413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:50.673359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:50.673459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:53.678739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:53.682359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:53.685713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:53.692554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:53.696107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:53.696175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:56.701275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:56.704919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:56.708256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:56.711753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:56.715214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:56.715294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:59.720917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:59.725338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:59.729924] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:49:59.734374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:59.737930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:59.738005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:02.743028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:02.747175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:02.751111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:02.754831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:02.758562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:02.758681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:05.764946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:05.769812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:05.773770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:05.778393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:05.782745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:05.782828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:08.788096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:08.792773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:08.797426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:08.801607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:08.805304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:08.805391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:11.810950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:11.814880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:11.818389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:11.821655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:11.825344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:11.825450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:14.830019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:14.833456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:14.836868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:14.840573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:14.843920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:14.843993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:17.848583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:17.852278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:17.855863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:17.859530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:17.863137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:17.863226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:20.868187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:20.871494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:20.874733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:20.877958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:20.881180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:20.881252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:23.885672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:23.889489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:23.892935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:23.896378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:23.899817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:23.899912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:26.906006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:26.910051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:26.913546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:26.916859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:26.920217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:26.920292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:29.925049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:29.928683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:29.933308] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:29.937144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:29.941037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:29.941133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:32.945564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:32.949226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:32.952785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:32.956356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:32.960080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:32.960188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:35.965022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:35.968782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:35.973158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:35.977295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:35.980930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:35.981027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:38.986009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:38.989929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:38.993806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:38.997699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:39.001230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:39.001312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:42.005762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:42.009451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:42.012779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:42.016080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:42.019777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:42.019852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:45.024894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:45.028763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:45.032202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:45.035765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:45.039382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:45.039490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:48.044691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:48.048299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:48.051613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:48.055013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:48.058708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:48.058792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:51.064102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:51.068543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:51.071992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:51.075341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:51.078554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:51.078624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:54.085166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:54.089764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:54.093280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:54.096523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:54.099892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:54.099971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:57.105288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:57.109322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:57.113241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:50:57.117537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:57.121105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:57.121180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:00.125840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:00.129959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:00.133971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:00.138051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:00.141944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:00.142036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:03.147134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:03.150621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:03.153929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:03.157317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:03.160703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:03.160780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:06.165816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:06.169259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:06.172464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:06.175723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:06.178923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:06.178994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:09.184051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:09.187493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:09.190942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:09.194359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:09.197781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:09.197864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:12.202663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:12.206179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:12.210628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:12.214826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:12.218703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:12.218819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:15.223511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:15.227520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:15.231541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:15.235507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:15.239829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:15.239945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:18.244757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:18.248467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:18.251921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:18.255697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:18.259745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:18.259823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:21.268388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:21.276069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:21.284472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:21.291792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:21.299253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:21.299509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:24.305906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:24.311335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:24.316788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:24.321889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:24.327156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:24.327274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:27.332917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:27.337393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:27.341154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:27.344792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:27.348202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:27.348277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:30.354253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:30.358918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:30.363185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:30.366985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:30.370493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:30.370572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:33.375438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:33.380058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:33.384086] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:33.387918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:33.391654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:33.391769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:36.396045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:36.399427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:36.402621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:36.405783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:36.408972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:36.409044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:39.413673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:39.417412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:39.420878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:39.424218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:39.427703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:39.427789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:42.433078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:42.437088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:42.440824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:42.444602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:42.448452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:42.448539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:45.453664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:45.457169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:45.460471] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:45.463786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:45.467100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:45.467198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:48.471832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:48.475434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:48.479145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:48.482879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:48.486405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:48.486487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:51.491273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:51.495399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:51.499497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:51.503379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:51.507198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:51.507318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:54.512447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:54.515891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:54.519351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:54.522785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:54.526174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:54.526246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:57.530613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:57.534168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:57.537598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:51:57.540943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:57.544544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:57.544657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:00.549179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:00.552535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:00.555775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:00.559016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:00.562227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:00.562298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:03.567163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:03.570610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:03.573855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:03.577031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:03.580230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:03.580301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:06.585153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:06.588746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:06.592219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:06.595675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:06.599083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:06.599161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:09.603967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:09.607782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:09.611534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:09.616127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:09.620280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:09.620378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:12.626137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:12.629758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:12.633168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:12.637953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:12.642266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:12.642375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:15.648305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:15.652376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:15.656582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:15.661033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:15.665077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:15.665213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:18.671769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:18.675881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:18.680074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:18.684083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:18.687979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:18.688059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:21.692260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:21.695835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:21.699661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:21.703189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:21.706706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:21.706788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:24.712577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:24.717365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:24.722012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:24.726690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:24.731390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:24.731499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:27.735917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:27.739364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:27.742677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:27.746033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:27.749401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:27.749479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:30.754021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:30.757850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:30.761366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:30.764756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:30.768084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:30.768162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:33.773806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:33.779007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:33.784508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:33.788574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:33.792196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:33.792274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:36.796748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:36.800388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:36.803804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:36.807106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:36.810480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:36.810559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:39.815204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:39.819665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:39.824148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:39.828048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:39.831540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:39.831659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:42.836220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:42.839830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:42.843155] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:42.846394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:42.849621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:42.849709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:45.854837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:45.858309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:45.861731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:45.865188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:45.869958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:45.870122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:48.874962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:48.878662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:48.882018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:48.885972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:48.889673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:48.889753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:51.894363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:51.897933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:51.901270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:51.904620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:51.908101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:51.908194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:54.913008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:54.916931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:54.920482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:54.924314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:54.928370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:54.928492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:57.933812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:57.937612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:57.941105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:52:57.944814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:57.949000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:57.949140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:00.954315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:00.958094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:00.961891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:00.965480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:00.968994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:00.969068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:03.973890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:03.977661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:03.981168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:03.984592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:03.988491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:03.988578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:06.992830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:06.996243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:06.999536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:07.003122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:07.006793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:07.006874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:10.011631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:10.015636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:10.019408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:10.023342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:10.027304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:10.027422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:13.032184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:13.036175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:13.039816] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:13.043536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:13.047214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:13.047322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:16.056308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:16.064783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:16.096683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:16.105209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:16.114306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:16.114461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:19.119248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:19.122548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:19.125790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:19.129050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:19.132252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:19.132321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:22.137494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:22.141585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:22.145000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:22.148347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:22.152040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:22.152157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:25.157407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:25.161425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:25.165318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:25.169077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:25.172520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:25.172590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:28.177206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:28.180831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:28.184325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:28.187904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:28.191273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:28.191366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:31.196659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:31.201184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:31.204705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:31.208043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:31.211351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:31.211429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:34.217032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:34.221228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:34.225400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:34.229265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:34.232623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:34.232904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:37.237289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:37.240717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:37.244036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:37.247778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:37.251184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:37.251262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:40.257880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:40.261943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:40.266001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:40.269715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:40.273415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:40.273496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:43.279090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:43.282958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:43.286204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:43.290417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:43.294425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:43.294497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:46.298999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:46.303048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:46.306361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:46.309609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:46.312824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:46.312896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:49.317673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:49.321628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:49.325275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:49.328928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:49.332457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:49.332543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:52.338222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:52.342599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:52.348355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:52.353066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:52.356558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:52.356637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:55.361950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:55.366055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:55.370234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:55.374014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:55.377511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:55.377589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:58.382053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:58.385613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:58.389159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:53:58.393155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:58.396966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:58.397110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:01.401731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:01.405077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:01.408433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:01.411989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:01.415375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:01.415464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:04.421149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:04.424926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:04.428801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:04.432312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:04.436076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:04.436152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:07.441927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:07.446431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:07.450334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:07.453734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:07.457133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:07.457210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:10.462254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:10.465982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:10.469373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:10.472843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:10.476658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:10.476780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:13.481824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:13.485888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:13.489215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:13.492525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:13.495972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:13.496042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:16.500754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:16.504351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:16.507828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:16.511149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:16.514726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:16.514805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:19.519752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:19.523535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:19.527108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:19.530767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:19.534296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:19.534382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:22.540626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:22.544346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:22.548719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:22.552870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:22.556201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:22.556274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:25.561414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:25.565249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:25.568856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:25.572384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:25.575778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:25.575850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:28.580929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:28.584389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:28.587768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:28.591091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:28.594394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:28.594466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:31.600734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:31.604667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:31.608142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:31.612251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:31.616316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:31.616407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:34.621192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:34.624530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:34.627826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:34.631033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:34.634280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:34.634360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:37.639327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:37.642774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:37.646096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:37.649489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:37.652785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:37.652856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:40.657261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:40.660777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:40.664285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:40.667825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:40.671338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:40.671431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:43.676141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:43.679508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:43.682749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:43.685942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:43.689286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:43.689371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:46.694292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:46.697874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:46.701169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:46.704498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:46.707867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:46.707951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:49.713484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:49.717202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:49.721141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:49.724790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:49.728111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:49.728181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:52.734401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:52.738899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:52.743615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:52.748171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:52.752954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:52.753075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:55.758557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:55.763409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:55.769386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:55.774139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:55.778607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:55.778768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:58.783625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:58.787304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:58.790749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:54:58.794124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:58.797747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:58.797828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:01.803528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:01.807818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:01.811582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:01.815590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:01.819333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:01.819436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:04.825524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:04.829725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:04.833253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:04.837917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:04.842332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:04.842428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:07.848356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:07.852256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:07.855846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:07.862663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:07.866134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:07.866207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:10.870631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:10.874022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:10.878965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:10.883127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:10.886736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:10.886821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:13.892437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:13.896044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:13.899477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:13.902827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:13.906155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:13.906226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:16.912583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:16.916983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:16.920668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:16.924208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:16.927791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:16.927863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:19.933603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:19.938313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:19.943402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:19.947709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:19.951356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:19.951440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:22.957878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:22.962725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:22.967347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:22.972305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:22.976069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:22.976152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:25.982969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:25.987993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:25.992163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:25.997434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:26.002195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:26.002338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:29.007508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:29.012712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:29.017470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:29.021413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:29.025240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:29.025324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:32.030663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:32.034074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:32.037514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:32.040802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:32.044087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:32.044167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:35.049070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:35.052945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:35.056579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:35.060123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:35.063862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:35.063963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:38.069935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:38.074750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:38.078468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:38.081912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:38.085398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:38.085471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:41.091354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:41.095346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:41.099388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:41.103720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:41.108383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:41.108534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:44.115901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:44.121250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:44.125458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:44.129884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:44.134496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:44.134597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:47.139823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:47.143884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:47.150706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:47.155350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:47.159950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:47.160085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:50.164759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:50.168426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:50.172879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:50.176450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:50.179811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:50.179885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:53.185246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:53.189502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:53.193408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:53.196785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:53.200215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:53.200301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:56.204859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:56.208508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:56.212207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:56.215972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:56.219548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:56.219660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:59.224378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:59.228169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:59.231740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:55:59.235316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:59.241513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:59.241609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:02.246591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:02.251808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:02.256135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:02.260773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:02.265602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:02.265756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:05.271835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:05.275469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:05.278781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:05.281962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:05.285128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:05.285197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:08.292516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:08.298718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:08.304566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:08.309593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:08.313572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:08.313669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:11.318197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:11.321850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:11.325342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:11.328859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:11.332262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:11.332341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:14.337358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:14.342084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:14.346064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:14.350382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:14.354247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:14.354334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:17.360492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:17.365474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:17.369601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:17.373347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:17.376934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:17.377025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:20.381923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:20.385398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:20.389528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:20.392797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:20.395993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:20.396062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:23.401735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:23.406126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:23.410566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:23.414018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:23.417479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:23.417565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:26.422528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:26.426423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:26.430280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:26.434391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:26.438215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:26.438312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:29.442916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:29.446353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:29.449896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:29.453199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:29.456898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:29.457003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:32.462873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:32.467118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:32.471424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:32.475193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:32.480074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:32.480187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:35.485203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:35.489589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:35.493937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:35.497765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:35.501504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:35.501599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:38.506363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:38.511433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:38.516408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:38.521475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:38.526722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:38.526844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:41.531728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:41.535460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:41.539296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:41.542953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:41.546465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:41.546552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:44.552067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:44.556091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:44.559995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:44.563710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:44.568276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:44.568438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:47.572631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:47.576412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:47.579756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:47.582983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:47.586211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:47.586301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:50.590933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:50.594471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:50.597831] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:50.601144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:50.604512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:50.604602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:53.611036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:53.615550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:53.619500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:53.624321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:53.629122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:53.629276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:56.634806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:56.638374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:56.641705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:56.644932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:56.648168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:56.648242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:59.653662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:59.657480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:59.661535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:56:59.665365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:59.668742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:59.668812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:02.673604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:02.677310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:02.681341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:02.685454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:02.689165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:02.689254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:05.693876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:05.697380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:05.700717] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:05.703964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:05.707292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:05.707376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:08.712177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:08.716267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:08.720148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:08.723580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:08.727134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:08.727217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:11.732942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:11.736695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:11.740085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:11.743331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:11.746715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:11.746797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:14.751697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:14.755381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:14.758912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:14.762805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:14.766892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:14.767008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:17.771962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:17.775477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:17.779019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:17.782449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:17.786138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:17.786230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:20.790515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:20.793992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:20.797319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:20.800619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:20.803924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:20.803997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:23.808877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:23.812451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:23.816339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:23.819792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:23.823322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:23.823396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:26.828179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:26.831948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:26.835249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:26.838444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:26.841561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:26.841631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:29.846735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:29.850262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:29.853591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:29.856817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:29.860065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:29.860144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:32.865562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:32.869311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:32.872713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:32.876112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:32.879451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:32.879521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:35.884308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:35.887805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:35.891170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:35.894489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:35.897732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:35.897804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:38.904030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:38.908079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:38.912584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:38.917754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:38.923523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:38.923686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:41.928976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:41.934043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:41.938972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:41.943095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:41.946716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:41.946794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:44.951865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:44.956467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:44.960400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:44.964212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:44.968187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:44.968306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:47.973072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:47.976904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:47.980506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:47.983915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:47.987269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:47.987344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:50.991902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:50.996313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:51.000182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:51.003684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:51.006919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:51.007002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:54.011696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:54.015704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:54.019636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:54.023322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:54.027014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:54.027127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:57.032517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:57.036253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:57.039622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:57:57.042904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:57.046391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:57.046465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:00.052525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:00.056735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:00.060778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:00.064758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:00.068551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:00.068657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:03.073152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:03.076447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:03.079625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:03.082796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:03.085921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:03.085990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:06.091174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:06.094700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:06.098049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:06.101522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:06.104878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:06.104950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:09.109835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:09.113317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:09.116736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:09.120099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:09.123434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:09.123517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:12.128208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:12.131705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:12.135054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:12.138482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:12.141786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:12.141865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:15.146663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:15.150507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:15.154349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:15.161390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:15.165525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:15.165624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:18.170572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:18.174207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:18.177812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:18.181411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:18.185272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:18.185391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:21.190277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:21.193889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:21.197270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:21.200691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:21.204070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:21.204153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:24.210090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:24.213583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:24.217377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:24.221295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:24.225310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:24.225444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:27.230041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:27.233676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:27.237342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:27.240960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:27.244271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:27.244345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:30.251029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:30.257291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:30.264580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:30.269574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:30.274013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:30.274120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:33.278531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:33.282036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:33.285601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:33.289591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:33.293093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:33.293171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:36.298481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:36.302685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:36.306400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:36.310313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:36.314263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:36.314366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:39.319039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:39.323178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:39.326561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:39.330086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:39.333442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:39.333535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:42.338217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:42.341838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:42.345945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:42.349603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:42.353207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:42.353282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:45.357661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:45.361105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:45.364400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:45.367985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:45.371356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:45.371450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:48.377613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:48.382277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:48.386824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:48.391375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:48.396494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:48.396609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:51.401225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:51.405019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:51.408812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:51.412750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:51.416757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:51.416867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:54.422346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:54.426993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:54.431679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:54.436743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:54.442023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:54.442147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:57.447308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:57.451082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:57.455599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:58:57.459353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:57.463982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:57.464099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:00.469618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:00.474733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:00.478625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:00.482031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:00.485470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:00.485562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:03.490497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:03.494892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:03.498600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:03.501941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:03.505235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:03.505319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:06.510324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:06.514279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:06.517673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:06.521153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:06.524521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:06.524603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:09.532001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:09.536082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:09.539591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:09.543230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:09.547284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:09.547371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:12.552297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:12.556066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:12.559720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:12.563338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:12.566879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:12.566955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:15.571542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:15.575458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:15.579193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:15.583085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:15.586677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:15.586780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:18.593174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:18.597308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:18.600603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:18.604068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:18.607484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:18.607558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:21.611585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:21.614908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:21.618187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:21.621387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:21.624529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:21.624599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:24.629516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:24.633275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:24.636662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:24.639902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:24.643154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:24.643233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:27.647974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:27.651592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:27.655016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:27.658356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:27.661612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:27.661703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:30.667523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:30.671785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:30.675392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:30.678781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:30.682248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:30.682333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:33.686942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:33.690786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:33.694700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:33.698454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:33.702357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:33.702456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:36.707400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:36.711228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:36.715319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:36.719099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:36.722455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:36.722525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:39.728354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:39.732877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:39.737769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:39.742892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:39.747084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:39.747169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:42.752262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:42.756279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:42.759687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:42.762972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:42.766475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:42.766545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:45.771675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:45.776129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:45.780431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:45.785070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:45.790091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:45.790227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:48.795318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:48.799132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:48.803116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:48.806982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:48.810783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:48.810872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:51.817097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:51.821349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:51.825316] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:51.828765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:51.832095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:51.832169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:54.837262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:54.841200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:54.844605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:54.848103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:54.851664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:54.851745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:57.856547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:57.860501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:57.864009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T20:59:57.867249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:57.870445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:57.870516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:00.875501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:00.879333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:00.883084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:00.886886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:00.890482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:00.890575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:03.895469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:03.899207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:03.902918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:03.906562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:03.910078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:03.910156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:06.915014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:06.919710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:06.924071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:06.928234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:06.931950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:06.932030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:09.936536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:09.940260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:09.943682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:09.947212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:09.950632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:09.950723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:12.955568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:12.959209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:12.962593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:12.966163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:12.969481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:12.969575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:15.975669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:15.979751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:15.983488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:15.987018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:15.991776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:15.991886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:18.996706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:19.000682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:19.004593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:19.008512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:19.012427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:19.012521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:22.016909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:22.020298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:22.023505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:22.026681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:22.029930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:22.030001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:25.037399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:25.047855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:25.056455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:25.062711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:25.068981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:25.069123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:28.073493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:28.076960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:28.080407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:28.083752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:28.087096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:28.087193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:31.092601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:31.096976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:31.101400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:31.105960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:31.111388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:31.111514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:34.115953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:34.119456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:34.122867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:34.126610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:34.130082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:34.130163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:37.134313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:37.137739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:37.140948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:37.144140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:37.147363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:37.147437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:40.152002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:40.155392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:40.158730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:40.162086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:40.165413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:40.165488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:43.170747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:43.174778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:43.178606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:43.182285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:43.186192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:43.186293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:46.191121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:46.195209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:46.198928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:46.202419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:46.206108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:46.206216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:49.211499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:49.215799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:49.219398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:49.223667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:49.228184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:49.228787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:52.233386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:52.237190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:52.240715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:52.244401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:52.247897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:52.247988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:55.253771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:55.258859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:55.263865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:55.269169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:55.273657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:55.273799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:58.278699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:58.282352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:58.285820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:00:58.289337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:58.292759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:58.292842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:01.297486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:01.301077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:01.304569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:01.307900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:01.311190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:01.311283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:04.316823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:04.321171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:04.325678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:04.330467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:04.335056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:04.335159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:07.340235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:07.344112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:07.347358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:07.350582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:07.353892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:07.353976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:10.362302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:10.366525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:10.370253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:10.374434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:10.378513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:10.378595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:13.383096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:13.386833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:13.390237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:13.393513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:13.398088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:13.398225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:16.403773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:16.407441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:16.411074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:16.414609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:16.417843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:16.417910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:19.422353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:19.426011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:19.429665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:19.433071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:19.436598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:19.436700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:22.441187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:22.444826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:22.448306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:22.451677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:22.455179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:22.455263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:25.461665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:25.465812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:25.469510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:25.472814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:25.476294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:25.476368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:28.480551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:28.483950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:28.487232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:28.490448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:28.493738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:28.493813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:31.498492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:31.502101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:31.505484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:31.509296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:31.513398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:31.513467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:34.519088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:34.523106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:34.527087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:34.531066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:34.534831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:34.534937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:37.540924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:37.545484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:37.549837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:37.554369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:37.558710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:37.558818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:40.564167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:40.567671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:40.571167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:40.574429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:40.577740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:40.577823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:43.582458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:43.586342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:43.589907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:43.593254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:43.596817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:43.596910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:46.601558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:46.605026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:46.608403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:46.613042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:46.616992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:46.617103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:49.622682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:49.628203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:49.632959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:49.637412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:49.641448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:49.641596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:52.647269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:52.650956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:52.654900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:52.658672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:52.662120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:52.662192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:55.667138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:55.670829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:55.674474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:55.678045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:55.681546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:55.681634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:58.686896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:58.690609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:58.694158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:01:58.698066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:58.701967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:58.702043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:01.712054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:01.717150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:01.721216] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:01.725010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:01.729609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:01.729757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:04.736244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:04.742354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:04.748298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:04.753800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:04.759407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:04.759548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:07.764810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:07.768377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:07.771757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:07.775195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:07.778636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:07.778750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:10.784109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:10.787879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:10.791434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:10.795040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:10.798608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:10.798711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:13.804882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:13.809515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:13.813554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:13.817072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:13.820394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:13.820465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:16.825437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:16.829633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:16.833602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:16.837499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:16.841400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:16.841513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:19.846177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:19.850416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:19.854487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:19.858131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:19.861666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:19.861760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:22.865859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:22.869260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:22.872523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:22.875718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:22.878909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:22.878997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:25.883911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:25.887433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:25.890865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:25.894144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:25.897484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:25.897570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:28.901882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:28.905213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:28.908527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:28.911815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:28.915035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:28.915106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:31.923057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:31.928802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:31.933672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:31.938202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:31.943083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:31.943223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:34.948874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:34.953359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:34.957769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:34.962179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:34.966269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:34.966375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:37.971024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:37.974588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:37.978117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:37.981577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:37.984848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:37.984921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:40.990040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:40.993907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:40.997715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:41.001374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:41.004967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:41.005071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:44.010311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:44.013929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:44.017345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:44.020629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:44.023922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:44.023997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:47.028784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:47.032181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:47.035506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:47.038772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:47.041961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:47.042030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:50.046918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:50.050881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:50.055460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:50.058998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:50.062725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:50.062921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:53.068991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:53.073724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:53.077808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:53.081018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:53.084404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:53.084474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:56.089244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:56.092853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:56.096259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:56.099698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:56.103029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:56.103106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:59.109572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:59.115281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:59.120336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:02:59.124316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:59.127774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:59.127847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:02.132536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:02.136006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:02.139280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:02.142430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:02.145724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:02.145810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:05.150883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:05.154336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:05.157763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:05.161111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:05.164411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:05.164501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:08.169270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:08.172831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:08.176195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:08.179696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:08.183040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:08.183126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:11.188857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:11.193251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:11.197281] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:11.201094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:11.205419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:11.205531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:14.210064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:14.213608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:14.217022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:14.220563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:14.223890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:14.223983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:17.228783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:17.232415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:17.236093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:17.243230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:17.247170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:17.247268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:20.252798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:20.257379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:20.261154] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:20.264529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:20.267953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:20.268024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:23.273215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:23.277347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:23.281618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:23.285743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:23.290030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:23.290141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:26.294780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:26.299027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:26.303052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:26.307285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:26.311455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:26.311548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:29.316326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:29.319874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:29.323213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:29.326599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:29.330307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:29.330378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:32.335163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:32.338675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:32.341969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:32.345167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:32.348371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:32.348439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:35.354177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:35.357797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:35.361203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:35.364532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:35.367956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:35.368029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:38.373721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:38.378115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:38.381726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:38.385208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:38.388841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:38.388915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:41.393931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:41.398024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:41.401913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:41.405967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:41.409945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:41.410035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:44.415189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:44.418924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:44.422309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:44.425619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:44.429078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:44.429160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:47.434314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:47.438538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:47.442624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:47.446795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:47.450863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:47.450989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:50.456544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:50.460408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:50.463732] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:50.467046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:50.470250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:50.470324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:53.474987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:53.478531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:53.481776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:53.484981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:53.488227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:53.488304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:56.493111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:56.496566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:56.500142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:56.505083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:56.509639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:56.509778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:59.514999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:59.519462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:59.524009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:03:59.528556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:59.533123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:59.533252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:02.538510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:02.542954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:02.546917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:02.550635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:02.553993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:02.554066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:05.558545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:05.561931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:05.565443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:05.568791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:05.572111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:05.572203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:08.577302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:08.580929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:08.585244] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:08.590776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:08.595354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:08.595480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:11.600249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:11.603929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:11.607301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:11.610735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:11.614273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:11.614360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:14.619250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:14.623111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:14.627009] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:14.630522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:14.634327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:14.634436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:17.639239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:17.642922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:17.646341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:17.650629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:17.654419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:17.654499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:20.662628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:20.666066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:20.669272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:20.672471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:20.675633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:20.675719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:23.680212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:23.683940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:23.687311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:23.690794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:23.694303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:23.694402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:26.699482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:26.703730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:26.708176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:26.712558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:26.716517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:26.716635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:29.721186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:29.724606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:29.727835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:29.731073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:29.734357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:29.734430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:32.739182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:32.742667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:32.746110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:32.749547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:32.752856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:32.752939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:35.758840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:35.763942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:35.769222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:35.774317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:35.779436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:35.779556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:38.784312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:38.788481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:38.792497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:38.796151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:38.799714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:38.799790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:41.805016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:41.808316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:41.811506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:41.814938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:41.818101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:41.818170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:44.823900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:44.827727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:44.831808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:44.835707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:44.839497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:44.839613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:47.844491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:47.847901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:47.851476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:47.855708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:47.859525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:47.859613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:50.865509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:50.869535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:50.872958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:50.876555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:50.880052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:50.880124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:53.884350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:53.887743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:53.890934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:53.894375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:53.897694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:53.897764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:56.902636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:56.906456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:56.910518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:56.914769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:56.918379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:56.918465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:59.922513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:59.926001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:59.929505] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:04:59.932971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:59.936271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:59.936358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:02.941138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:02.944863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:02.948415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:02.951967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:02.955363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:02.955451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:05.960241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:05.964452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:05.968123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:05.971723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:05.975340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:05.975447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:08.980814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:08.985108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:08.989103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:08.993058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:08.996702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:08.996796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:12.002869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:12.008539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:12.013243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:12.018064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:12.021944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:12.022083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:15.026865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:15.030741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:15.034427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:15.038833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:15.042668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:15.042768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:18.047595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:18.052131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:18.056393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:18.060706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:18.064535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:18.064625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:21.069452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:21.073140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:21.076939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:21.080304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:21.083849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:21.083930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:24.089724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:24.093132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:24.096338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:24.099864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:24.104009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:24.104116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:27.109715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:27.113783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:27.117660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:27.121361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:27.126751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:27.126924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:30.134140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:30.140047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:30.146330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:30.151434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:30.155596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:30.155692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:33.162955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:33.168044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:33.172568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:33.177246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:33.181759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:33.181851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:36.186676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:36.190273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:36.193573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:36.196979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:36.200289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:36.200365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:39.208844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:39.214482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:39.219943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:39.224678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:39.229200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:39.229328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:42.234621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:42.238417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:42.242491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:42.246314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:42.250139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:42.250225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:45.255124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:45.258835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:45.262272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:45.265632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:45.268991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:45.269067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:48.273326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:48.276960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:48.280682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:48.284690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:48.288021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:48.288092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:51.292583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:51.295892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:51.299274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:51.302768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:51.306966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:51.307098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:54.312101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:54.316226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:54.319746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:54.323217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:54.327732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:54.327840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:57.332254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:57.335770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:57.339182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:05:57.342455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:57.345743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:57.345836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:00.351523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:00.358703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:00.364427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:00.368394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:00.372030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:00.372140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:03.377243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:03.380974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:03.384392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:03.388037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:03.392122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:03.392236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:06.397568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:06.401926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:06.406462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:06.410722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:06.414169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:06.414245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:09.418874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:09.422530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:09.427025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:09.432551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:09.438282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:09.438435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:12.443034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:12.446658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:12.450229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:12.453596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:12.457106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:12.457194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:15.462887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:15.467327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:15.471299] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:15.475405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:15.479818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:15.479925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:18.484288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:18.487882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:18.491441] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:18.494864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:18.498730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:18.498824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:21.503798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:21.507292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:21.510838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:21.514304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:21.517661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:21.517736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:24.522797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:24.526543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:24.530458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:24.534252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:24.538111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:24.538216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:27.543441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:27.546930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:27.550235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:27.553580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:27.557024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:27.557124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:30.561943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:30.566192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:30.570533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:30.574544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:30.578236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:30.578313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:33.583025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:33.586678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:33.590071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:33.593393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:33.596762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:33.596842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:36.601473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:36.605219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:36.608792] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:36.612192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:36.615546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:36.615638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:39.620595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:39.624306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:39.627625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:39.630930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:39.634236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:39.634308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:42.638774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:42.642237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:42.645447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:42.649107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:42.652542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:42.652621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:45.658010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:45.662038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:45.665854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:45.669497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:45.672945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:45.673041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:48.678130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:48.681859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:48.685808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:48.690205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:48.693851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:48.693920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:51.698685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:51.702625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:51.706201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:51.709734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:51.713295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:51.713392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:54.718078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:54.721584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:54.724995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:54.728298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:54.731594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:54.731696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:57.736378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:57.740096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:57.744385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:06:57.748194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:57.752769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:57.752862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:00.757575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:00.761206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:00.764531] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:00.767814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:00.770995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:00.771066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:03.775837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:03.779849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:03.783177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:03.786589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:03.790239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:03.790334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:06.795010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:06.798434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:06.801786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:06.805036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:06.808375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:06.808457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:09.814762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:09.819695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:09.824162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:09.828286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:09.831501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:09.831574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:12.836592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:12.839982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:12.843219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:12.848348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:12.852612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:12.852762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:15.858498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:15.862410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:15.866048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:15.869604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:15.873523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:15.873605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:18.879743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:18.885168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:18.888973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:18.892280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:18.895720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:18.895802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:21.900515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:21.903871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:21.907090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:21.910285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:21.913433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:21.913502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:24.918409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:24.921861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:24.925147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:24.928463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:24.931778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:24.931854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:27.936491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:27.940192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:27.943590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:27.946961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:27.950584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:27.950683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:30.956024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:30.959423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:30.962770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:30.966072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:30.969335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:30.969439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:33.975047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:33.979315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:33.982829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:33.986328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:33.989656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:33.989727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:36.994299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:36.997723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:37.002097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:37.005845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:37.009244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:37.009325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:40.014203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:40.017706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:40.021095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:40.024348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:40.027819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:40.027896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:43.032562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:43.035969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:43.039319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:43.042635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:43.045930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:43.046005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:46.051091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:46.054950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:46.058635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:46.062547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:46.066402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:46.066497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:49.072343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:49.076123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:49.079770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:49.083288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:49.087904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:49.088070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:52.092413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:52.095800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:52.099093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:52.102336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:52.105525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:52.105594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:55.110477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:55.113819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:55.116979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:55.120177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:55.123349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:55.123419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:58.129162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:58.133728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:58.138669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:07:58.143713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:58.148777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:58.148913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:01.153505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:01.157519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:01.161363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:01.165431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:01.169422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:01.169517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:04.173555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:04.176973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:04.180350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:04.183601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:04.186874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:04.186944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:07.192551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:07.196072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:07.199410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:07.202683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:07.205886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:07.205971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:10.211116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:10.215229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:10.219266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:10.222588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:10.225877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:10.225947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:13.231067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:13.234884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:13.238148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:13.241431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:13.244720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:13.244795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:16.249668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:16.253556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:16.257713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:16.261811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:16.265450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:16.265532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:19.270277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:19.274487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:19.278932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:19.282445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:19.286288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:19.286388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:22.292662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:22.296439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:22.300858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:22.304825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:22.308226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:22.308301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:25.313105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:25.316811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:25.320272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:25.323670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:25.327872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:25.328025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:28.333266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:28.336894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:28.340731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:28.344254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:28.347654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:28.347727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:31.353329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:31.357286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:31.361806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:31.365594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:31.369003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:31.369076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:34.375460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:34.380571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:34.384937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:34.389140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:34.392760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:34.392839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:37.398923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:37.403558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:37.407970] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:37.412326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:37.417040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:37.417179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:40.422964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:40.426852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:40.430463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:40.434011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:40.437565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:40.437664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:43.442357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:43.445722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:43.448979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:43.452211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:43.455529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:43.455624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:46.460194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:46.463758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:46.467913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:46.471193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:46.475088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:46.475163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:49.480157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:49.483427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:49.486612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:49.489772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:49.492893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:49.492963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:52.497848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:52.501197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:52.504504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:52.507765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:52.510966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:52.511039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:55.516016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:55.519764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:55.523303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:55.526710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:55.530110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:55.530192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:58.534675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:58.538115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:58.541365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:08:58.544606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:58.547878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:58.547955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:01.552684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:01.556082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:01.559535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:01.562964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:01.566286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:01.566377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:04.572637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:04.576312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:04.579877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:04.583211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:04.586623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:04.586750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:07.591620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:07.595412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:07.598886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:07.602287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:07.606588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:07.606713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:10.611374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:10.615294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:10.619151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:10.622480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:10.625827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:10.625899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:13.631634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:13.635415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:13.639479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:13.643157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:13.646432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:13.646506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:16.651219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:16.654577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:16.658674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:16.662253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:16.665787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:16.665864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:19.670347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:19.673754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:19.677007] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:19.680210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:19.683391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:19.683479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:22.688194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:22.692033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:22.696907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:22.702198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:22.706766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:22.706878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:25.711971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:25.715442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:25.719393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:25.723066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:25.726499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:25.726582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:28.731229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:28.735483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:28.738917] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:28.742216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:28.745580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:28.745666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:31.749969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:31.753298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:31.756508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:31.759930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:31.763166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:31.763236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:34.768386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:34.772129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:34.775288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:34.778470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:34.781571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:34.781656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:37.786242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:37.789569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:37.792836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:37.796042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:37.799270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:37.799359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:40.804475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:40.808310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:40.811659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:40.815141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:40.818326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:40.818399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:43.822991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:43.826937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:43.830190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:43.833505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:43.836776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:43.836846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:46.841572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:46.845023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:46.848381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:46.851667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:46.854932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:46.855004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:49.858912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:49.862188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:49.865438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:49.868698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:49.871994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:49.872068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:52.877691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:52.882860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:52.887161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:52.890616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:52.893945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:52.894018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:55.899987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:55.904852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:55.908709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:55.911919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:55.915200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:55.915282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:58.919555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:58.923436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:58.926783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:09:58.930073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:58.934014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:58.934086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:01.939133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:01.944076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:01.948084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:01.952145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:01.956211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:01.956358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:04.961603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:04.966067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:04.969694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:04.973628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:04.977293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:04.977368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:07.983434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:07.987576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:07.991548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:07.996389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:08.001563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:08.001708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:11.008050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:11.011908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:11.015277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:11.020389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:11.025694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:11.025848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:14.031454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:14.035773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:14.040518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:14.044855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:14.048800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:14.048902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:17.053662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:17.057693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:17.061656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:17.065299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:17.069281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:17.069384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:20.074244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:20.078063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:20.081601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:20.085148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:20.088796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:20.088882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:23.093366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:23.096773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:23.100067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:23.103248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:23.106395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:23.106465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:26.111149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:26.114730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:26.118190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:26.121613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:26.124929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:26.125002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:29.131440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:29.135233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:29.138601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:29.141901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:29.145205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:29.145276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:32.150066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:32.153829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:32.157221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:32.160511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:32.164015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:32.164091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:35.169969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:35.173952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:35.177607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:35.181324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:35.185014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:35.185090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:38.189988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:38.193406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:38.196674] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:38.199915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:38.203183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:38.203254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:41.208454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:41.211904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:41.215149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:41.221332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:41.225242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:41.225317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:44.230705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:44.234563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:44.238560] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:44.241874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:44.245301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:44.245375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:47.250720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:47.255057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:47.259285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:47.263178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:47.267051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:47.267181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:50.271356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:50.275076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:50.278381] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:50.281765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:50.285047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:50.285116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:53.289540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:53.292951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:53.296182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:53.299386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:53.302751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:53.302822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:56.307420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:56.311025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:56.315398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:56.320286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:56.324113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:56.324212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:59.329230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:59.333269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:59.337709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:10:59.341635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:59.345882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:59.345975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:02.351044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:02.355596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:02.360194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:02.364235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:02.368600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:02.368753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:05.373836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:05.377241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:05.380558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:05.383976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:05.387240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:05.387334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:08.392545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:08.396023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:08.399658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:08.403202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:08.406580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:08.406688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:11.412438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:11.416157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:11.420702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:11.424819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:11.428253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:11.428339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:14.434535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:14.438498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:14.442478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:14.446285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:14.450174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:14.450247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:17.454481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:17.458140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:17.461601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:17.464924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:17.468336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:17.468428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:20.474261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:20.478121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:20.482555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:20.486718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:20.490046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:20.490116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:23.494549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:23.498212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:23.501664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:23.504965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:23.508317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:23.508387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:26.513166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:26.517011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:26.521052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:26.524955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:26.528689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:26.528777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:29.533561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:29.537108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:29.540488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:29.543827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:29.547330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:29.547405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:32.551997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:32.555465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:32.559005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:32.562786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:32.566484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:32.566578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:35.575240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:35.579440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:35.583414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:35.587220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:35.591045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:35.591137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:38.596823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:38.600310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:38.603511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:38.606637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:38.609784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:38.609855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:41.615155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:41.618924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:41.622414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:41.626089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:41.629765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:41.629868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:44.634810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:44.638320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:44.641588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:44.644961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:44.648538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:44.648616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:47.654470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:47.658322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:47.662039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:47.665908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:47.669285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:47.669359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:50.674041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:50.677487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:50.681624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:50.685291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:50.688932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:50.689017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:53.693689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:53.697562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:53.701090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:53.705221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:53.708600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:53.708697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:56.715879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:56.722203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:56.728293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:56.735546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:56.742402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:56.742581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:59.748986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:59.753825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:59.758160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:11:59.762143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:59.766709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:59.766836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:02.771463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:02.775399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:02.779326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:02.783246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:02.786824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:02.786916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:05.793067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:05.797839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:05.801962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:05.806086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:05.810618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:05.810750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:08.816501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:08.821066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:08.824680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:08.828873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:08.832925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:08.832995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:11.839986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:11.844389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:11.848116] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:11.851611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:11.855958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:11.856113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:14.862223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:14.866141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:14.870087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:14.873427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:14.877331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:14.877431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:17.881866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:17.885326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:17.888693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:17.891946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:17.895254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:17.895327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:20.899741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:20.903352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:20.906753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:20.910175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:20.913524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:20.913600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:23.918873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:23.922908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:23.926835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:23.930803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:23.934234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:23.934307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:26.940237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:26.943893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:26.947104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:26.951344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:26.955427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:26.955498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:29.960550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:29.964198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:29.967513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:29.971020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:29.974330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:29.974403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:32.978953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:32.982266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:32.985795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:32.989038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:32.992401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:32.992469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:35.996799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:36.000306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:36.003558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:36.006811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:36.010149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:36.010219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:39.014897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:39.018234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:39.021455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:39.024692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:39.028055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:39.028137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:42.032349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:42.035844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:42.039358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:42.042748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:42.046011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:42.046086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:45.051249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:45.054799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:45.058298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:45.061745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:45.065389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:45.065486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:48.070151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:48.073983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:48.077393] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:48.080659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:48.084506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:48.084623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:51.089261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:51.092985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:51.096664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:51.100111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:51.103635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:51.103755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:54.108215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:54.112255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:54.116047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:54.119934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:54.123892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:54.123984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:57.128804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:57.132080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:57.135362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:12:57.138596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:57.141799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:57.141873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:00.146477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:00.150330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:00.153962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:00.157307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:00.160746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:00.160823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:03.166801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:03.170712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:03.174213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:03.177787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:03.181448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:03.181540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:06.187267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:06.190930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:06.194736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:06.198359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:06.201553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:06.201625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:09.206675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:09.210209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:09.214178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:09.217653] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:09.220776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:09.220845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:12.225205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:12.228685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:12.232023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:12.235313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:12.238635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:12.238723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:15.243056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:15.246600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:15.250064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:15.253535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:15.257048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:15.257156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:18.262703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:18.266661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:18.270978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:18.275296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:18.279548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:18.279625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:21.284706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:21.288706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:21.291928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:21.296327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:21.300113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:21.300198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:24.305127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:24.308816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:24.314005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:24.319099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:24.324192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:24.324330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:27.330591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:27.335590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:27.339446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:27.342750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:27.346026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:27.346121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:30.351933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:30.355940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:30.359615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:30.363555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:30.367527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:30.367670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:33.372191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:33.375467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:33.378907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:33.382181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:33.385370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:33.385443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:36.392714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:36.399087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:36.412214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:36.417712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:36.426013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:36.426166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:39.431385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:39.435229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:39.438729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:39.442230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:39.445509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:39.445575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:42.450674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:42.454762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:42.458343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:42.462088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:42.465478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:42.465552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:45.472047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:45.477366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:45.482864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:45.488063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:45.493524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:45.493677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:48.500458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:48.504929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:48.509071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:48.513425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:48.517861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:48.517974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:51.522883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:51.526276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:51.529778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:51.533126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:51.537469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:51.537588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:54.542671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:54.546832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:54.550944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:54.555165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:54.559234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:54.559323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:57.565515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:57.570605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:57.575293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:13:57.580235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:57.585027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:57.585152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:00.589786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:00.593082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:00.596354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:00.599713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:00.603219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:00.603314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:03.610135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:03.614615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:03.619166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:03.625265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:03.630784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:03.630959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:06.636880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:06.641804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:06.646530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:06.651575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:06.656592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:06.656806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:09.661854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:09.665497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:09.668960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:09.672516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:09.676107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:09.676203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:12.682142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:12.686242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:12.690190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:12.694006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:12.698030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:12.698120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:15.704790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:15.709250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:15.713465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:15.717997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:15.721876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:15.721961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:18.726776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:18.730680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:18.734292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:18.738441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:18.742042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:18.742125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:21.749053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:21.753893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:21.759005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:21.763629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:21.767674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:21.767754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:24.772917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:24.777548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:24.782302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:24.787065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:24.791690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:24.791817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:27.796507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:27.800262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:27.803746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:27.807615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:27.811284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:27.811373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:30.815871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:30.819407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:30.822586] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:30.825939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:30.829191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:30.829260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:33.834141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:33.837450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:33.840597] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:33.843852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:33.847039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:33.847133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:36.852167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:36.855741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:36.859036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:36.863217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:36.866917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:36.866999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:39.871784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:39.875113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:39.878448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:39.881700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:39.884974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:39.885050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:42.889728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:42.893437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:42.900656] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:42.904560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:42.908049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:42.908126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:45.915121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:45.920910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:45.925868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:45.930060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:45.933437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:45.933508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:48.937533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:48.940940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:48.944151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:48.947331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:48.950545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:48.950618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:51.955429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:51.959022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:51.962241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:51.966011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:51.969502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:51.969591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:54.974338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:54.978585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:54.982713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:54.986636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:54.994193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:54.994294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:57.999691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:58.004582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:58.008896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:14:58.012564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:58.016349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:58.016423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:01.022619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:01.027204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:01.031032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:01.034748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:01.039615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:01.040003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:04.045711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:04.050453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:04.054330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:04.057929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:04.061227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:04.061312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:07.065951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:07.069667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:07.073232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:07.076840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:07.080290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:07.080369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:10.086006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:10.089980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:10.093567] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:10.097340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:10.100970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:10.101058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:13.106099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:13.109681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:13.113102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:13.117262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:13.121432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:13.121542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:16.126405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:16.130224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:16.133973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:16.137821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:16.141383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:16.141466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:19.145717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:19.149229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:19.152802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:19.156101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:19.159351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:19.159422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:22.164388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:22.168077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:22.171626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:22.175068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:22.178511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:22.178604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:25.183572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:25.187416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:25.191015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:25.194603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:25.198201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:25.198297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:28.203570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:28.207871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:28.211719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:28.215536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:28.219533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:28.219685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:31.225196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:31.228968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:31.232207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:31.235468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:31.238775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:31.238854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:34.244157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:34.248428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:34.252053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:34.256122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:34.259860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:34.259946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:37.264965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:37.269252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:37.273159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:37.276925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:37.280751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:37.280847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:40.285807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:40.291194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:40.295994] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:40.300520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:40.304267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:40.304363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:43.310297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:43.314673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:43.318413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:43.322340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:43.326167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:43.326266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:46.332397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:46.336910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:46.341260] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:46.346343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:46.350977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:46.351079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:49.355744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:49.359221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:49.362509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:49.365895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:49.369271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:49.369344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:52.373950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:52.377839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:52.381669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:52.385762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:52.389631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:52.389872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:55.394393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:55.397868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:55.401188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:55.404522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:55.407839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:55.407930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:58.412488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:58.415831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:58.419036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:15:58.422235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:58.425389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:58.425460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:01.430358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:01.434248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:01.437728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:01.441057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:01.444498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:01.444605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:04.449218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:04.452579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:04.455856] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:04.459163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:04.462436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:04.462508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:07.467910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:07.471612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:07.475301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:07.479046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:07.482769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:07.482867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:10.487738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:10.491434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:10.495090] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:10.498572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:10.502109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:10.502189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:13.507508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:13.511044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:13.515594] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:13.520131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:13.523951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:13.524048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:16.529001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:16.532859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:16.536546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:16.540077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:16.543436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:16.543507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:19.549917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:19.555129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:19.560100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:19.564943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:19.569984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:19.570101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:22.575624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:22.579718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:22.582978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:22.586825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:22.590479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:22.590566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:25.595551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:25.599768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:25.603962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:25.608378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:25.612300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:25.612370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:28.617191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:28.621128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:28.624615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:28.628318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:28.631993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:28.632090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:31.637236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:31.640763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:31.644110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:31.648186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:31.651733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:31.651809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:34.656634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:34.660138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:34.663386] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:34.666630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:34.672864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:34.672953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:37.677926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:37.681224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:37.684632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:37.688254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:37.691827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:37.691922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:40.696337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:40.699890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:40.703223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:40.706529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:40.709889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:40.709974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:43.714509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:43.718224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:43.721950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:43.725527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:43.729061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:43.729139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:46.733831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:46.737501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:46.741192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:46.744998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:46.748787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:46.748895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:49.753807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:49.757170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:49.760450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:49.763658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:49.766784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:49.766853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:52.771231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:52.774957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:52.778404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:52.781858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:52.785289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:52.785397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:55.790628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:55.794437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:55.798111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:55.801705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:55.805205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:55.805304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:58.809899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:58.814334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:58.818530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:16:58.822796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:58.826318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:58.826397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:01.831952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:01.837022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:01.841766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:01.846102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:01.850292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:01.850410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:04.855079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:04.859202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:04.863183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:04.866758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:04.870419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:04.870503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:07.875774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:07.879769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:07.883719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:07.887561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:07.891851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:07.891974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:10.898577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:10.903905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:10.909590] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:10.916547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:10.921685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:10.921839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:13.927122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:13.930978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:13.934542] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:13.938656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:13.943082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:13.943207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:16.948013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:16.951603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:16.955138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:16.958583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:16.962020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:16.962105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:19.968266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:19.972762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:19.976618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:19.980718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:19.984747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:19.984860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:22.990589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:22.994590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:22.999283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:23.003553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:23.007212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:23.007288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:26.013267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:26.017557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:26.022032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:26.027052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:26.031805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:26.031928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:29.037038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:29.041297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:29.044947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:29.048498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:29.051969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:29.052054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:32.057017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:32.060754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:32.064383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:32.067995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:32.071432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:32.071512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:35.077449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:35.082596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:35.087706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:35.092840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:35.098189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:35.098324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:38.103035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:38.106680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:38.110074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:38.113554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:38.117397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:38.117512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:41.121877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:41.127070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:41.131435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:41.134925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:41.138385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:41.138470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:44.143315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:44.147300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:44.151499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:44.155070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:44.158612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:44.158732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:47.163807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:47.167552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:47.171133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:47.174690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:47.178438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:47.178543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:50.183357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:50.188041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:50.191981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:50.195432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:50.198802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:50.198881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:53.203542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:53.207548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:53.211320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:53.214975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:53.218544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:53.218662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:56.223331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:56.228075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:56.231821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:56.235069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:56.238304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:56.238374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:59.244005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:59.248479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:59.252837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:17:59.257245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:59.261669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:59.261774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:02.266484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:02.270295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:02.273834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:02.277347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:02.280876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:02.280974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:05.286895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:05.290502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:05.293956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:05.297419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:05.300904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:05.300981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:08.306072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:08.309800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:08.313206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:08.316666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:08.320174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:08.320254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:11.326730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:11.330696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:11.334809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:11.338747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:11.342331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:11.342414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:14.348245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:14.353379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:14.357878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:14.361566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:14.366227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:14.366378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:17.372802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:17.378564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:17.383164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:17.386883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:17.390542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:17.390633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:20.395028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:20.398756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:20.402538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:20.406717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:20.411071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:20.411172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:23.417319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:23.421593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:23.425684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:23.429529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:23.433469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:23.433580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:26.438359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:26.441938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:26.445877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:26.449108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:26.452356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:26.452425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:29.457250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:29.461038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:29.464521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:29.467828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:29.471094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:29.471162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:32.475567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:32.479560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:32.483288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:32.486622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:32.490011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:32.490098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:35.495147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:35.498745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:35.502683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:35.506965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:35.511148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:35.511279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:38.515608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:38.519176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:38.522511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:38.528176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:38.534249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:38.534407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:41.539449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:41.543042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:41.546689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:41.551142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:41.555296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:41.555406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:44.560198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:44.564072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:44.567992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:44.571669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:44.575452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:44.575570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:47.580673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:47.584485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:47.588262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:47.592866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:47.596990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:47.597121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:50.602696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:50.608289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:50.612704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:50.617923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:50.622738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:50.622824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:53.629837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:53.634474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:53.638534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:53.642625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:53.646340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:53.646433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:56.651219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:56.654938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:56.658499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:56.662491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:56.666255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:56.666350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:59.671669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:59.675175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:59.680382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:18:59.685668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:59.689400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:59.689475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:02.694637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:02.700501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:02.704788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:02.708888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:02.712832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:02.712932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:05.718526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:05.725305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:05.731794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:05.737742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:05.743868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:05.744015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:08.749374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:08.753353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:08.757710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:08.761733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:08.765237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:08.765314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:11.772048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:11.776911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:11.780606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:11.785418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:11.791376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:11.791524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:14.796811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:14.800256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:14.803535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:14.806778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:14.810045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:14.810114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:17.814512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:17.817946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:17.821177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:17.824511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:17.828397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:17.828488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:20.834176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:20.838736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:20.844018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:20.848552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:20.852400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:20.852485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:23.858607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:23.862150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:23.865467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:23.869024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:23.873192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:23.873303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:26.877968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:26.881983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:26.885747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:26.889356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:26.892894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:26.892977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:29.897948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:29.901248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:29.904437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:29.907617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:29.910819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:29.910888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:32.916171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:32.920026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:32.923733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:32.927824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:32.931530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:32.931614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:35.936551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:35.940174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:35.943544] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:35.947277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:35.951260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:35.951344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:38.956356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:38.960623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:38.964168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:38.967878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:38.971205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:38.971289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:41.975727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:41.979137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:41.982384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:41.985609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:41.988892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:41.988966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:44.993943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:44.997791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:45.001261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:45.004894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:45.008441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:45.008527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:48.012954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:48.016579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:48.019949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:48.023280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:48.026656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:48.026749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:51.031588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:51.035058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:51.038306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:51.041518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:51.044700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:51.044771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:54.049800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:54.053186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:54.056469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:54.059808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:54.063020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:54.063110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:57.067122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:57.070477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:57.073730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:19:57.076956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:57.080185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:57.080254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:00.085049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:00.088555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:00.091881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:00.095423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:00.099069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:00.099165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:03.104176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:03.108540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:03.113115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:03.117171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:03.121721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:03.121847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:06.126544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:06.130712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:06.134113] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:06.137404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:06.140795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:06.140866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:09.146998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:09.151188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:09.156181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:09.160837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:09.164660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:09.164733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:12.169588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:12.173424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:12.177250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:12.181002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:12.184289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:12.184368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:15.189483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:15.193197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:15.196529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:15.199734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:15.202945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:15.203014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:18.208339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:18.211786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:18.215139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:18.218527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:18.221848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:18.221925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:21.227517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:21.232287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:21.237282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:21.241200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:21.245019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:21.245101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:24.252419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:24.257031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:24.260629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:24.264285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:24.268736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:24.268889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:27.273352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:27.276827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:27.280397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:27.283666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:27.286947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:27.287021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:30.292276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:30.296461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:30.300447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:30.304628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:30.308530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:30.308658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:33.313485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:33.317863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:33.321264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:33.324518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:33.327754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:33.327824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:36.335451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:36.339853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:36.343528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:36.347075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:36.350768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:36.350847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:39.355445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:39.359327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:39.363326] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:39.366964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:39.370541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:39.370622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:42.375199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:42.378636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:42.382068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:42.385547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:42.388913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:42.389004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:45.397753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:45.406539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:45.420168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:45.427144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:45.434725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:45.434884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:48.439718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:48.443281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:48.446949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:48.450515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:48.453958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:48.454032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:51.459610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:51.463364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:51.466869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:51.470411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:51.473810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:51.473887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:54.478560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:54.482272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:54.485708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:54.489339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:54.492778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:54.492873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:57.499802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:57.505458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:57.509302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:20:57.512885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:57.516740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:57.516815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:00.522102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:00.526024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:00.529842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:00.533254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:00.536933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:00.537120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:03.543010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:03.546960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:03.551563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:03.555818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:03.559564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:03.559691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:06.564446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:06.568311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:06.571894] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:06.575727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:06.579831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:06.579941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:09.584541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:09.588392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:09.592464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:09.596396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:09.600158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:09.600251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:12.605618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:12.609887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:12.614045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:12.618158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:12.622066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:12.622178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:15.626905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:15.634693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:15.638633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:15.642398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:15.646070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:15.646170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:18.652211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:18.656123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:18.660051] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:18.663635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:18.668530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:18.668708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:21.673717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:21.677131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:21.680484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:21.683886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:21.687155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:21.687227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:24.692003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:24.695473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:24.698860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:24.702264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:24.705610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:24.705700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:27.710605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:27.714314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:27.717529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:27.720777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:27.723954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:27.724024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:30.730332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:30.735277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:30.739882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:30.743975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:30.747532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:30.747609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:33.753230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:33.757383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:33.761366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:33.765482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:33.769732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:33.769823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:36.774412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:36.777815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:36.781078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:36.784296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:36.787672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:36.787749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:39.792607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:39.796484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:39.800034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:39.803512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:39.807540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:39.807688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:42.812076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:42.815419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:42.818753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:42.822030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:42.825310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:42.825400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:45.830262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:45.834210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:45.838202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:45.842427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:45.845847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:45.845927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:48.850865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:48.854747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:48.858499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:48.862189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:48.865561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:48.865674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:51.871755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:51.878226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:51.883527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:51.888928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:51.894620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:51.894784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:54.899686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:54.903508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:54.907127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:54.910706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:54.914138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:54.914214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:57.919367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:57.923620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:57.927342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:21:57.932486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:57.938050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:57.938206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:00.943484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:00.947822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:00.951835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:00.955262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:00.959211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:00.959404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:03.964020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:03.967607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:03.971040] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:03.974446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:03.978866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:03.978989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:06.984194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:06.988053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:06.991775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:06.995237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:06.998739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:06.998835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:10.003263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:10.006518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:10.009720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:10.012867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:10.016015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:10.016084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:13.020751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:13.024256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:13.027607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:13.030844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:13.034067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:13.034139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:16.038545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:16.042108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:16.045907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:16.049355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:16.052639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:16.052729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:19.059049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:19.063565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:19.067785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:19.072060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:19.077382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:19.077529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:22.083756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:22.091339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:22.095425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:22.099458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:22.104095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:22.104210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:25.109596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:25.113144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:25.116564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:25.120325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:25.124372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:25.124454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:28.129741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:28.133417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:28.137103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:28.140612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:28.144122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:28.144204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:31.149303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:31.153460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:31.157395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:31.160741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:31.164096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:31.164204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:34.170079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:34.175534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:34.179956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:34.183882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:34.188705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:34.188876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:37.195063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:37.199789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:37.204776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:37.209489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:37.213675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:37.213778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:40.219548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:40.224798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:40.229660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:40.234342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:40.239171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:40.239278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:43.244628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:43.248469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:43.252118] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:43.255736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:43.259451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:43.259557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:46.265295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:46.269309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:46.272872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:46.276371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:46.279922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:46.280007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:49.285039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:49.288721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:49.292054] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:49.295499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:49.298973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:49.299065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:52.303364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:52.306751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:52.310301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:52.314262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:52.318104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:52.318178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:55.323226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:55.327017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:55.330765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:55.334430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:55.338272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:55.338358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:58.343770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:58.347931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:58.352613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:22:58.356907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:58.362590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:58.362725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:01.367787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:01.371296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:01.374778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:01.378210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:01.381634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:01.381725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:04.386769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:04.391084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:04.395443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:04.399745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:04.403822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:04.403915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:07.409190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:07.413455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:07.417444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:07.421073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:07.424700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:07.424793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:10.430810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:10.434892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:10.438633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:10.442289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:10.445977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:10.446056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:13.450987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:13.454440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:13.457671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:13.462081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:13.465565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:13.465634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:16.472363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:16.477099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:16.480703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:16.484821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:16.489204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:16.489280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:19.496311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:19.502372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:19.508071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:19.513259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:19.517998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:19.518126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:22.522768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:22.526692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:22.530498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:22.534511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:22.539800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:22.539971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:25.544720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:25.548317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:25.551729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:25.555236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:25.559363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:25.559477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:28.565729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:28.569727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:28.573727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:28.578197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:28.582043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:28.582156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:31.587214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:31.590956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:31.594432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:31.598225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:31.601679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:31.601764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:34.607715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:34.612689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:34.616201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:34.620412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:34.624411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:34.624489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:37.630076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:37.633538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:37.637623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:37.642836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:37.646481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:37.646567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:40.651689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:40.655190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:40.658470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:40.661811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:40.665250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:40.665338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:43.670228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:43.674078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:43.677574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:43.681504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:43.685621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:43.685733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:46.690562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:46.694023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:46.697401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:46.700724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:46.703987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:46.704068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:49.708633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:49.712270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:49.715758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:49.720078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:49.723696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:49.723765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:52.728560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:52.731939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:52.735262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:52.738767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:52.742154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:52.742244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:55.746557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:55.750380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:55.753841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:55.757200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:55.760604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:55.760712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:58.767030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:58.771723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:58.776061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:23:58.780675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:58.784954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:58.785035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:01.789533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:01.793489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:01.797114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:01.800666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:01.804248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:01.804327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:04.809067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:04.812594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:04.816374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:04.819710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:04.824202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:04.824366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:07.829138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:07.833205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:07.836947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:07.843084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:07.846741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:07.846827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:10.851798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:10.855470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:10.858937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:10.862338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:10.865708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:10.865787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:13.870139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:13.873482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:13.876718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:13.879909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:13.883134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:13.883202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:16.887801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:16.891443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:16.894719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:16.897923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:16.901081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:16.901155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:19.906202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:19.910221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:19.913907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:19.917407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:19.920794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:19.920882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:22.925399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:22.928901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:22.932767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:22.936215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:22.939903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:22.939998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:25.944951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:25.948797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:25.952429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:25.956223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:25.959586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:25.959674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:28.964156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:28.967783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:28.971332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:28.975140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:28.979354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:28.979460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:31.984205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:31.987971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:31.991301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:31.994864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:32.001222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:32.001309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:35.007155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:35.011052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:35.014678] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:35.018344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:35.022167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:35.022258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:38.028137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:38.032260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:38.035558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:38.040239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:38.044820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:38.044899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:41.050248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:41.053951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:41.057751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:41.061376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:41.064932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:41.065014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:44.070727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:44.074702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:44.078148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:44.081629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:44.085160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:44.085245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:47.090201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:47.093672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:47.097059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:47.100431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:47.103848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:47.103916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:50.108729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:50.112950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:50.116407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:50.119873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:50.123267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:50.123340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:53.129623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:53.133719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:53.137272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:53.141021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:53.144565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:53.144639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:56.149554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:56.153028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:56.156315] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:56.159805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:56.163075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:56.163146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:59.167150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:59.170494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:59.174146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:24:59.177351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:59.180695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:59.180767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:02.186454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:02.191631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:02.196996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:02.202848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:02.208638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:02.208784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:05.214493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:05.218145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:05.221478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:05.225283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:05.229404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:05.229480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:08.236547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:08.241347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:08.245879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:08.250921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:08.254928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:08.255004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:11.260702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:11.266179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:11.270618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:11.275227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:11.279471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:11.279571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:14.285397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:14.290725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:14.295690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:14.300001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:14.305043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:14.305189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:17.312295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:17.316978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:17.320807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:17.324685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:17.328261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:17.328360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:20.334599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:20.338488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:20.342278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:20.347261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:20.351320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:20.351417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:23.357438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:23.362188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:23.366080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:23.369841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:23.373669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:23.373775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:26.382607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:26.389204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:26.402960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:26.411041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:26.416502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:26.416701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:29.423277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:29.427940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:29.432069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:29.435974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:29.439810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:29.439910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:32.445320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:32.448927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:32.452240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:32.455455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:32.458855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:32.458931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:35.464786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:35.469074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:35.472533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:35.476535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:35.480067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:35.480138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:38.484943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:38.488591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:38.492057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:38.495574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:38.499060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:38.499147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:41.504308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:41.508128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:41.511657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:41.515174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:41.518709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:41.518813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:44.523843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:44.528330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:44.532307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:44.536231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:44.540227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:44.540337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:47.545185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:47.548625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:47.551868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:47.555118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:47.558357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:47.558429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:50.563747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:50.568258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:50.572011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:50.576084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:50.580086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:50.580176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:53.584630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:53.588053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:53.591457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:53.594814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:53.598097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:53.598170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:56.602807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:56.606215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:56.610261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:56.614007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:56.617569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:56.617688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:59.622212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:59.625869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:59.629294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:25:59.632739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:59.636209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:59.636304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:02.642093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:02.646306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:02.650092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:02.653777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:02.657460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:02.657564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:05.664281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:05.668499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:05.672345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:05.676725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:05.680928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:05.681029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:08.686530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:08.691175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:08.694531] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:08.697831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:08.701093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:08.701167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:11.707954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:11.712963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:11.717665] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:11.722188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:11.726230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:11.726311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:14.730943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:14.734248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:14.737540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:14.740770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:14.744017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:14.744092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:17.750148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:17.754201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:17.757969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:17.761505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:17.765761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:17.765900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:20.770852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:20.774332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:20.777871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:20.781189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:20.784385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:20.784456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:23.790545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:23.795223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:23.799056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:23.803254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:23.807101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:23.807175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:26.811495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:26.814826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:26.818082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:26.821229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:26.824568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:26.824655] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:29.830100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:29.834009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:29.839250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:29.843386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:29.847054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:29.847163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:32.853104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:32.857450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:32.861458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:32.865401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:32.869397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:32.869492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:35.875359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:35.879449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:35.883235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:35.887932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:35.892219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:35.892321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:38.898094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:38.903449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:38.908165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:38.912741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:38.917160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:38.917292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:41.922496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:41.926200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:41.929414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:41.932623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:41.935919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:41.935987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:44.940560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:44.944382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:44.948700] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:44.952602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:44.956309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:44.956392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:47.961050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:47.965138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:47.969213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:47.973190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:47.977559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:47.977675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:50.982694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:50.986604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:50.990670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:50.994990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:50.999481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:50.999621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:54.004139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:54.007592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:54.010985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:54.014230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:54.017578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:54.017691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:57.022715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:57.026335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:57.030354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:26:57.034392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:57.038443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:57.038543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:00.043528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:00.047600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:00.051680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:00.055824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:00.060059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:00.060159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:03.064607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:03.067987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:03.071298] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:03.074597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:03.077915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:03.077986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:06.083663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:06.088994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:06.093255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:06.097282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:06.100996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:06.101078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:09.105694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:09.109172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:09.112382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:09.115706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:09.119035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:09.119106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:12.124269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:12.128005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:12.131495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:12.135059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:12.138623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:12.138728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:15.144540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:15.148909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:15.153546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:15.158144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:15.163120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:15.163250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:18.168170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:18.171661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:18.175191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:18.178756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:18.183115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:18.183221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:21.187167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:21.190617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:21.193912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:21.197209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:21.200421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:21.200496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:24.205899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:24.209694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:24.213138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:24.216593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:24.220546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:24.220683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:27.226914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:27.231871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:27.235682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:27.239069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:27.242544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:27.242620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:30.252761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:30.256715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:30.259920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:30.263055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:30.266228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:30.266303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:33.271144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:33.275107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:33.278935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:33.282827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:33.287387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:33.287491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:36.292613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:36.297198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:36.300720] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:36.304254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:36.307960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:36.308034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:39.314058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:39.318172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:39.321858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:39.325292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:39.329970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:39.330122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:42.334766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:42.338363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:42.341761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:42.344966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:42.348201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:42.348271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:45.352876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:45.356320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:45.359619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:45.362883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:45.366093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:45.366164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:48.371699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:48.376136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:48.380200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:48.384103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:48.388034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:48.388134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:51.392935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:51.396542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:51.400466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:51.404025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:51.408175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:51.408281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:54.413267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:54.416675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:54.420719] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:54.424423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:54.427985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:54.428076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:57.434086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:57.439265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:57.444163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:27:57.449702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:57.454656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:57.454741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:00.460112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:00.463795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:00.468777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:00.473033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:00.477195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:00.477280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:03.481842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:03.485313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:03.488818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:03.492212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:03.495544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:03.495623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:06.500929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:06.504720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:06.508365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:06.511934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:06.515478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:06.515568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:09.522075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:09.527132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:09.530956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:09.534243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:09.537449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:09.537519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:12.542160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:12.545502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:12.548752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:12.552010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:12.555224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:12.555294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:15.561128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:15.565579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:15.569737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:15.575576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:15.579831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:15.579910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:18.585504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:18.589347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:18.593466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:18.596830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:18.600120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:18.600189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:21.606076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:21.611141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:21.615305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:21.619718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:21.623592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:21.623717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:24.630421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:24.635261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:24.639724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:24.643302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:24.646789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:24.646862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:27.651504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:27.654940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:27.658481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:27.662349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:27.666374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:27.666489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:30.671435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:30.674847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:30.678156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:30.681348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:30.684623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:30.684718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:33.689630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:33.693835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:33.698080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:33.702548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:33.706261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:33.706337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:36.710489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:36.713982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:36.717309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:36.720696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:36.724088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:36.724174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:39.728835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:39.732200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:39.735412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:39.738619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:39.741988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:39.742065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:42.746671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:42.750184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:42.753492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:42.756670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:42.759908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:42.759979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:45.764266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:45.767921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:45.771164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:45.774378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:45.777633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:45.777718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:48.783368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:48.787210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:48.790711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:48.794225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:48.797526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:48.797597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:51.803046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:51.806680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:51.810321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:51.813529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:51.817565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:51.817700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:54.823430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:54.827001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:54.830288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:54.833492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:54.836733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:54.836804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:57.841438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:57.844944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:57.848431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:28:57.851970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:57.855383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:57.855478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:00.864098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:00.870345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:00.875396] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:00.880589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:00.886833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:00.886989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:03.891720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:03.895420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:03.899000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:03.902347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:03.905705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:03.905773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:06.910223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:06.914116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:06.917611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:06.921110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:06.924883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:06.924989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:09.930215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:09.933788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:09.937153] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:09.940956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:09.944633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:09.944729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:12.949326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:12.953732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:12.960942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:12.964667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:12.968169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:12.968243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:15.972924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:15.976458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:15.979843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:15.983204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:15.986503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:15.986583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:18.991221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:18.995034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:18.998502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:19.001750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:19.004991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:19.005065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:22.010282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:22.014199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:22.017887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:22.021368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:22.025152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:22.025255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:25.029952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:25.033504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:25.036971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:25.040545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:25.044028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:25.044110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:28.048777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:28.052348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:28.055701] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:28.059247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:28.062874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:28.062964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:31.067479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:31.071218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:31.074519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:31.077828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:31.081166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:31.081239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:34.086468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:34.090767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:34.094300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:34.097535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:34.100911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:34.100980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:37.106157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:37.109810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:37.113584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:37.117429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:37.120738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:37.120809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:40.126460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:40.130401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:40.134202] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:40.137884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:40.141507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:40.141603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:43.147293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:43.150850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:43.154066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:43.157300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:43.160506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:43.160574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:46.165603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:46.169204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:46.172623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:46.176025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:46.180494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:46.180625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:49.185408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:49.188957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:49.192588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:49.196378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:49.199967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:49.200058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:52.206840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:52.211662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:52.216261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:52.220744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:52.224901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:52.225013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:55.229957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:55.234136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:55.237740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:55.241356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:55.244801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:55.244887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:58.250362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:58.253842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:58.257097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:29:58.263056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:58.266307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:58.266378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:01.273926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:01.278415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:01.285515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:01.290111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:01.294229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:01.294381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:04.300281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:04.305045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:04.310088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:04.314711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:04.319790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:04.319917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:07.324394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:07.327823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:07.331117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:07.334357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:07.338412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:07.338521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:10.344524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:10.348663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:10.352072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:10.356162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:10.359744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:10.359814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:13.365755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:13.370066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:13.374008] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:13.377922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:13.381774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:13.381863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:16.386980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:16.390401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:16.393654] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:16.396849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:16.400074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:16.400144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:19.405708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:19.410150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:19.414317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:19.418115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:19.421620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:19.421730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:22.426561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:22.430252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:22.433725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:22.437128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:22.440462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:22.440534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:25.445226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:25.448635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:25.451946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:25.455251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:25.458500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:25.458572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:28.463300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:28.467182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:28.470733] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:28.474144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:28.477950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:28.478036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:31.482981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:31.486410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:31.489826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:31.493305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:31.496950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:31.497023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:34.503754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:34.509293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:34.512978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:34.516389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:34.519715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:34.519789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:37.524499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:37.528232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:37.531724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:37.535043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:37.539562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:37.539728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:40.544662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:40.548191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:40.551345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:40.554504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:40.557724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:40.557795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:43.562765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:43.566122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:43.569328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:43.572469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:43.575593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:43.575684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:46.580871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:46.585002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:46.588626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:46.592430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:46.596623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:46.596742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:49.601420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:49.605441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:49.609145] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:49.612558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:49.615972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:49.616047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:52.621791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:52.625503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:52.628906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:52.632271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:52.635989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:52.636085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:55.641758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:55.645462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:55.649231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:55.652939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:55.656595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:55.656732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:58.662193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:58.666094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:58.669470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:30:58.672822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:58.675986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:58.676057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:01.682139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:01.687798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:01.693410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:01.698662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:01.703890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:01.704007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:04.708992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:04.712857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:04.716473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:04.720766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:04.725050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:04.725176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:07.731605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:07.736906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:07.742895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:07.747529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:07.752010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:07.752115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:10.757018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:10.761121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:10.765127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:10.769714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:10.774091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:10.774231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:13.779029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:13.782566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:13.786085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:13.789558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:13.792900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:13.792993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:16.799834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:16.805225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:16.810528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:16.815329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:16.820002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:16.820091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:19.826670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:19.831825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:19.836418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:19.840302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:19.844008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:19.844106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:22.848457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:22.851912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:22.855309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:22.858745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:22.862132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:22.862209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:25.867512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:25.871157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:25.874428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:25.878392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:25.882672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:25.882763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:28.887574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:28.891090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:28.895669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:28.899290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:28.902587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:28.902673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:31.907830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:31.911482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:31.915010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:31.918597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:31.922247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:31.922339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:34.928672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:34.933157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:34.936927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:34.941203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:34.945975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:34.946102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:37.953560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:37.960111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:37.966217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:37.970322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:37.973895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:37.973977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:40.978712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:40.982331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:40.985772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:40.989241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:40.992613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:40.992703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:43.997728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:44.001663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:44.005060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:44.008766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:44.012331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:44.012411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:47.017217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:47.022667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:47.026686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:47.031450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:47.036147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:47.036262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:50.040857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:50.044360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:50.047804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:50.051101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:50.054785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:50.054886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:53.060717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:53.065899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:53.071126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:53.076186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:53.081156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:53.081283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:56.090774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:56.096942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:56.101251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:56.104995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:56.108611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:56.108723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:59.114563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:59.119679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:59.124069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:31:59.128251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:59.132442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:59.132546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:02.138806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:02.144206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:02.148734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:02.152471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:02.156282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:02.156367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:05.161160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:05.164959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:05.168533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:05.172191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:05.176030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:05.176147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:08.181140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:08.185124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:08.188805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:08.192499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:08.196661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:08.196741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:11.201914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:11.205880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:11.209668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:11.213376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:11.217230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:11.217320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:14.221981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:14.225553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:14.229144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:14.232754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:14.236191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:14.236274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:17.241228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:17.244680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:17.247989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:17.251329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:17.254894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:17.254987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:20.260082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:20.263794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:20.267385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:20.270838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:20.274203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:20.274291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:23.279423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:23.283154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:23.286506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:23.289945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:23.293271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:23.293350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:26.298380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:26.302666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:26.306295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:26.309963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:26.313528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:26.313627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:29.319794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:29.325031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:29.329312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:29.333398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:29.337848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:29.337944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:32.343849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:32.348779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:32.353587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:32.358302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:32.362743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:32.362853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:35.373575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:35.383734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:35.390168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:35.398475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:35.407333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:35.407482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:38.412621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:38.417212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:38.421850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:38.426504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:38.431188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:38.431300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:41.436236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:41.440039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:41.443834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:41.447447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:41.450883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:41.450962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:44.455496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:44.459401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:44.463191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:44.467031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:44.473225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:44.473339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:47.478764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:47.483298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:47.488178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:47.492040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:47.495717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:47.495808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:50.500721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:50.504689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:50.508927] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:50.512854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:50.516683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:50.516814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:53.524372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:53.530202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:53.534403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:53.538309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:53.542576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:53.542689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:56.547344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:56.551091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:56.554842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:56.558451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:56.562068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:56.562161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:59.566730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:59.570663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:59.574287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:32:59.577831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:59.581138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:59.581211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:02.587341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:02.591808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:02.596121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:02.600578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:02.605063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:02.605224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:05.610109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:05.613755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:05.617284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:05.620690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:05.624012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:05.624104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:08.628809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:08.632201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:08.635429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:08.638632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:08.642102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:08.642192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:11.652318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:11.657616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:11.661858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:11.665821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:11.670082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:11.670176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:14.675240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:14.678837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:14.683905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:14.687924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:14.692400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:14.692530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:17.697142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:17.700663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:17.703967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:17.707319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:17.710707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:17.710783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:20.715356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:20.718813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:20.722063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:20.725393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:20.728690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:20.728766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:23.733796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:23.738157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:23.742710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:23.747491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:23.751470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:23.751568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:26.757466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:26.762240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:26.766605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:26.771369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:26.776083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:26.776194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:29.781393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:29.785166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:29.789205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:29.792556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:29.795939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:29.796038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:32.801009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:32.804308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:32.807539] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:32.810829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:32.814058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:32.814129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:35.818937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:35.822258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:35.825661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:35.829084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:35.832347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:35.832419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:38.837315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:38.841505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:38.845827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:38.850715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:38.855550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:38.855711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:41.860663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:41.864414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:41.867767] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:41.871030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:41.874458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:41.874531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:44.880419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:44.884465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:44.889234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:44.893303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:44.896799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:44.896907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:47.902376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:47.906563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:47.910171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:47.914018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:47.917294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:47.917365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:50.922289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:50.926566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:50.931965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:50.936078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:50.940037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:50.940129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:53.944550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:53.948612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:53.952294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:53.955778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:53.962619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:53.962731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:56.967411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:56.970844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:56.974059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:56.977237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:56.980409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:56.980490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:59.985892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:59.989601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:59.993843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:33:59.997275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:00.000718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:00.000802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:03.006747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:03.011535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:03.015661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:03.019419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:03.023366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:03.023525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:06.028295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:06.032177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:06.036151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:06.040115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:06.044013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:06.044117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:09.050861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:09.056105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:09.061695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:09.066981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:09.071437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:09.071567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:12.076594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:12.079929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:12.083092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:12.086313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:12.089527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:12.089597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:15.096004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:15.101523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:15.107234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:15.112501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:15.117948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:15.118074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:18.124031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:18.127969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:18.131554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:18.135334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:18.139975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:18.140146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:21.144748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:21.148095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:21.151329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:21.154546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:21.157718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:21.157804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:24.162404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:24.166243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:24.170188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:24.173833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:24.177523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:24.177617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:27.182061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:27.186000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:27.189810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:27.193211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:27.197146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:27.197264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:30.202616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:30.206255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:30.210564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:30.214594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:30.218100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:30.218182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:33.222267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:33.226194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:33.229858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:33.233791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:33.237634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:33.237738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:36.242497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:36.245907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:36.249195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:36.252348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:36.255592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:36.255681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:39.260367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:39.264371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:39.269072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:39.272931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:39.276838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:39.276966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:42.282835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:42.287925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:42.292059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:42.296411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:42.300368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:42.300455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:45.306933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:45.311705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:45.316330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:45.321319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:45.326049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:45.326163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:48.332429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:48.336681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:48.340440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:48.344021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:48.348290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:48.348408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:51.353891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:51.357530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:51.360933] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:51.364269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:51.367973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:51.368059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:54.372518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:54.376174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:54.379746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:54.383451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:54.387379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:54.387488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:57.392349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:57.396354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:57.400478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:34:57.404147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:57.407879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:57.407965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:00.412429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:00.415777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:00.419016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:00.422161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:00.425337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:00.425435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:03.431744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:03.435467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:03.439275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:03.442670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:03.445944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:03.446020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:06.450726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:06.454502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:06.458365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:06.462028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:06.465607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:06.465730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:09.470625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:09.474298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:09.478279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:09.482455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:09.486519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:09.486601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:12.492889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:12.498006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:12.502377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:12.506285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:12.510155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:12.510234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:15.515299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:15.519208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:15.523171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:15.527182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:15.531416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:15.531530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:18.537436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:18.542959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:18.548553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:18.553979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:18.558975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:18.559091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:21.564033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:21.568014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:21.571855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:21.575787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:21.579568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:21.579700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:24.584107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:24.588099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:24.591548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:24.595828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:24.599236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:24.599317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:27.603830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:27.607493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:27.611126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:27.615004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:27.618600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:27.618700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:30.623019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:30.626340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:30.629552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:30.632749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:30.636077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:30.636154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:33.641561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:33.646120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:33.651144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:33.655781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:33.660903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:33.661030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:36.666419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:36.671004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:36.675614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:36.679560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:36.683049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:36.683135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:39.687877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:39.691675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:39.695321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:39.699047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:39.702752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:39.702858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:42.708239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:42.712347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:42.716440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:42.720841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:42.724995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:42.725108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:45.730113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:45.733911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:45.737221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:45.740609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:45.743933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:45.744006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:48.749947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:48.754124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:48.757480] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:48.760782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:48.764543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:48.764671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:51.772684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:51.778830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:51.783808] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:51.789411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:51.794981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:51.795083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:54.800715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:54.804742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:54.808460] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:54.811947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:54.815345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:54.815422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:57.820811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:57.824897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:57.828523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:35:57.832226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:57.836071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:57.836171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:00.841223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:00.844785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:00.848167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:00.851754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:00.855050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:00.855122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:03.860340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:03.863897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:03.867112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:03.870265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:03.873380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:03.873450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:06.880612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:06.886044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:06.891327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:06.895840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:06.899509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:06.899602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:09.905620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:09.909968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:09.914983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:09.919064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:09.922793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:09.922869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:12.927276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:12.930617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:12.933882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:12.937422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:12.940794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:12.940868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:15.948494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:15.952764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:15.956156] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:15.959849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:15.963324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:15.963403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:18.969071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:18.973229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:18.977406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:18.981520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:18.985479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:18.985584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:21.990551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:21.994102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:21.997341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:22.001193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:22.004910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:22.004984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:25.009402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:25.012806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:25.016087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:25.019446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:25.022778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:25.022891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:28.027671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:28.031340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:28.035108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:28.038861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:28.042759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:28.042835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:31.047901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:31.051631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:31.054918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:31.058192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:31.061487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:31.061559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:34.066298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:34.070195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:34.074052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:34.077764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:34.081292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:34.081379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:37.085773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:37.089569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:37.093178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:37.096718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:37.100333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:37.100434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:40.105318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:40.108946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:40.112479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:40.116166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:40.119997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:40.120103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:43.125000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:43.128892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:43.132546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:43.136439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:43.140317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:43.140413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:46.146656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:46.151470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:46.154973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:46.158313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:46.162183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:46.162263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:49.167080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:49.170747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:49.174709] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:49.178573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:49.182164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:49.182250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:52.188951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:52.193399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:52.197941] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:52.201981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:52.205262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:52.205333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:55.209922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:55.213842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:55.217835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:55.221822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:55.225663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:55.225756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:58.230631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:58.234732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:58.238614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:36:58.242679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:58.246422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:58.246527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:01.251472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:01.255673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:01.259634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:01.263491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:01.267568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:01.267710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:04.272145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:04.275729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:04.279097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:04.282450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:04.286157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:04.286247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:07.291085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:07.294604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:07.298226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:07.301630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:07.305017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:07.305094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:10.309904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:10.314815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:10.319237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:10.322883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:10.326503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:10.326611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:13.331028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:13.334695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:13.338159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:13.341449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:13.344860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:13.344938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:16.350132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:16.353916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:16.357415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:16.362670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:16.366706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:16.366787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:19.371298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:19.375058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:19.378495] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:19.381782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:19.385124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:19.385193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:22.390019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:22.394344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:22.397986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:22.401498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:22.405036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:22.405122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:25.410250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:25.413926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:25.418235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:25.421735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:25.424914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:25.424982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:28.430881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:28.435849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:28.440936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:28.445816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:28.450736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:28.450855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:31.456753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:31.460838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:31.464680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:31.468338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:31.471866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:31.471944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:34.476692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:34.480553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:34.483990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:34.487483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:34.490796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:34.490873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:37.495417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:37.499187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:37.502662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:37.506461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:37.510476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:37.510567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:40.515421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:40.519055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:40.522473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:40.525802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:40.529188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:40.529263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:43.534158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:43.537853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:43.541835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:43.545325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:43.548627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:43.548718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:46.553894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:46.557901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:46.561804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:46.565763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:46.572502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:46.572631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:49.577758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:49.581398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:49.584907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:49.589166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:49.593057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:49.593148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:52.598453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:52.602292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:52.606223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:52.610010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:52.613517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:52.613607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:55.618830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:55.622803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:55.626412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:55.630069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:55.634056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:55.634157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:58.638909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:58.642957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:58.647417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:37:58.650788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:58.653982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:58.654050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:01.658709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:01.662408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:01.665871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:01.669584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:01.673225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:01.673310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:04.677796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:04.681288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:04.684632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:04.688003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:04.691351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:04.691427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:07.695871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:07.699359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:07.702676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:07.705999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:07.709513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:07.709594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:10.714016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:10.717504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:10.720812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:10.724051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:10.727388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:10.727475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:13.732154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:13.736655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:13.740739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:13.744771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:13.748912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:13.749008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:16.753664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:16.757740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:16.761319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:16.765092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:16.769209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:16.769313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:19.774424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:19.777947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:19.781227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:19.784619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:19.789315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:19.789430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:22.794127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:22.797667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:22.800895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:22.804116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:22.807335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:22.807407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:25.812054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:25.815488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:25.818845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:25.822238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:25.825503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:25.825574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:28.830467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:28.834162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:28.838106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:28.841790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:28.845372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:28.845483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:31.851026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:31.855023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:31.858783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:31.862525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:31.866403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:31.866481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:34.872199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:34.876591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:34.880346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:34.884582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:34.888411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:34.888485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:37.893229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:37.896743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:37.900234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:37.903787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:37.907320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:37.907392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:40.912342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:40.915998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:40.919533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:40.923156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:40.926776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:40.926872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:43.931495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:43.935031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:43.938430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:43.941738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:43.944998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:43.945088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:46.949756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:46.953730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:46.957320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:46.960793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:46.964186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:46.964266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:49.969130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:49.973343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:49.979810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:49.984703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:49.989694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:49.989839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:52.994994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:52.998815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:53.002721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:53.006330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:53.009912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:53.009993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:56.015026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:56.018585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:56.021786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:56.024920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:56.028176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:56.028248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:59.032837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:59.036414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:59.039760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:38:59.043081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:59.046494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:59.046569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:02.052187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:02.057171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:02.061855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:02.066882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:02.070562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:02.070639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:05.075558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:05.079376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:05.082800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:05.086220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:05.089733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:05.089836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:08.095743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:08.100385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:08.104839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:08.109256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:08.113618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:08.113737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:11.118470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:11.122626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:11.125976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:11.129366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:11.132715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:11.132788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:14.138747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:14.143420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:14.147902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:14.152085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:14.156490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:14.156598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:17.162014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:17.166801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:17.170564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:17.173974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:17.177336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:17.177420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:20.182440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:20.186371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:20.189995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:20.193972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:20.197875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:20.197990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:23.204453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:23.209083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:23.213012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:23.216755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:23.220330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:23.220435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:26.225383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:26.229271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:26.232984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:26.236613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:26.240883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:26.241013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:29.245945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:29.249925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:29.253322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:29.256544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:29.259703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:29.259772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:32.264480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:32.267954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:32.271485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:32.274794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:32.278046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:32.278122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:35.282634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:35.286329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:35.289766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:35.293039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:35.296354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:35.296426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:38.302516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:38.306620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:38.311328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:38.315148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:38.318692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:38.318772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:41.323555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:41.327278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:41.330833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:41.334328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:41.337744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:41.337823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:44.343929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:44.348440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:44.353458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:44.357818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:44.361538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:44.361661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:47.366995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:47.370544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:47.373871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:47.377174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:47.380439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:47.380509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:50.385577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:50.389106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:50.392360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:50.395740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:50.399174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:50.399257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:53.404361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:53.408425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:53.413197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:53.418892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:53.423624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:53.423726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:56.429385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:56.433239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:56.436474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:56.440302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:56.444308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:56.444380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:59.449778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:59.453914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:59.457942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:39:59.461761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:59.465282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:59.465371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:02.472918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:02.479090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:02.484736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:02.490738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:02.494703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:02.494777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:05.501172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:05.506358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:05.510945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:05.515878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:05.520347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:05.520448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:08.526439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:08.531057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:08.535042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:08.539136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:08.543923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:08.544037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:11.549545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:11.553412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:11.557081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:11.560680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:11.564123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:11.564193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:14.568548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:14.571949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:14.575249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:14.578580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:14.581856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:14.581925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:17.586427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:17.590257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:17.593581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:17.596919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:17.600173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:17.600242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:20.604757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:20.608290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:20.611666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:20.614917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:20.618240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:20.618328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:23.622712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:23.626208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:23.629541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:23.632781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:23.635946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:23.636014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:26.641048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:26.644997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:26.648830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:26.652758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:26.656766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:26.656873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:29.663736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:29.672159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:29.678349] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:29.688520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:29.694948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:29.695290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:32.701095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:32.704931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:32.709937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:32.714287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:32.718453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:32.718536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:35.723250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:35.726609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:35.731382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:35.735452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:35.739398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:35.739502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:38.745160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:38.749985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:38.755783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:38.760480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:38.764458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:38.764539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:41.768859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:41.772256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:41.775557] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:41.778866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:41.782123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:41.782194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:44.786766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:44.790550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:44.794063] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:44.797621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:44.801112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:44.801211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:47.806753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:47.811383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:47.815427] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:47.819449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:47.823233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:47.823324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:50.827970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:50.831420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:50.834979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:50.838852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:50.842451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:50.842522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:53.847294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:53.850892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:53.854271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:53.857758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:53.861155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:53.861238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:56.865969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:56.870157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:56.874173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:56.878204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:56.882289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:56.882398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:59.887178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:59.890934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:59.894268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:40:59.897863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:59.901629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:59.901734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:02.906549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:02.910402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:02.913930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:02.917364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:02.920720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:02.920812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:05.925705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:05.929094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:05.932354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:05.935532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:05.938794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:05.938864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:08.943669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:08.947289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:08.950839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:08.954538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:08.957956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:08.958036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:11.963801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:11.968786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:11.973707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:11.978849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:11.983996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:11.984127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:14.988698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:14.992148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:14.995445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:14.999253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:15.003287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:15.003364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:18.007909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:18.012118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:18.016048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:18.019304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:18.022482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:18.022552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:21.027433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:21.031024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:21.034882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:21.038260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:21.041812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:21.041918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:24.046721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:24.051299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:24.056424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:24.061463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:24.066595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:24.066722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:27.071816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:27.075554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:27.079541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:27.083162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:27.086784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:27.086886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:30.092928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:30.097251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:30.100918] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:30.104559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:30.108102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:30.108176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:33.114593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:33.120834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:33.125296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:33.131098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:33.136441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:33.136592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:36.141261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:36.144719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:36.148262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:36.151693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:36.154982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:36.155055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:39.161048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:39.166791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:39.171437] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:39.175144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:39.179088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:39.179184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:42.183790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:42.187288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:42.190876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:42.194427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:42.199055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:42.199161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:45.204185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:45.207773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:45.211351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:45.214788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:45.218270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:45.218345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:48.225006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:48.230095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:48.234851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:48.239155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:48.243963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:48.244085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:51.250317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:51.255083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:51.258897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:51.262406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:51.267297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:51.267408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:54.272329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:54.275814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:54.279498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:54.283098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:54.286574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:54.286677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:57.291837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:57.296306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:57.300572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:41:57.304051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:57.307583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:57.307692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:00.312390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:00.316044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:00.319339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:00.322529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:00.325690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:00.325760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:03.331108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:03.335257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:03.338926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:03.342608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:03.346029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:03.346103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:06.350811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:06.354397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:06.357810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:06.361191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:06.364767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:06.364862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:09.371904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:09.377296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:09.383439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:09.394677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:09.403082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:09.403254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:12.407942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:12.411903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:12.415711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:12.419478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:12.423232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:12.423342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:15.428396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:15.431931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:15.435121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:15.439285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:15.443004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:15.443081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:18.447999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:18.452020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:18.455804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:18.459632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:18.463504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:18.463612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:21.468958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:21.473488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:21.477450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:21.481407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:21.485402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:21.485500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:24.490530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:24.494689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:24.498691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:24.502958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:24.507263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:24.507392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:27.512098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:27.515833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:27.519433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:27.523045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:27.526881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:27.526968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:30.531832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:30.535678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:30.540558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:30.545225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:30.549994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:30.550104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:33.556242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:33.561471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:33.566530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:33.571106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:33.575453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:33.575585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:36.580693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:36.584568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:36.588821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:36.592958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:36.597502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:36.597614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:39.602519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:39.606090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:39.609423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:39.612849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:39.616129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:39.616207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:42.621150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:42.624639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:42.630975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:42.634819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:42.638312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:42.638401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:45.643209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:45.646629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:45.650293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:45.653626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:45.656907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:45.656980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:48.663127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:48.668950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:48.673768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:48.678595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:48.683627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:48.683757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:51.688812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:51.692558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:51.696344] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:51.700147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:51.703615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:51.703709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:54.708081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:54.711395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:54.714666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:54.717848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:54.721028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:54.721101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:57.725684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:57.729440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:57.733358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:42:57.736911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:57.740530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:57.740615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:00.745272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:00.748908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:00.752406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:00.755846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:00.759315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:00.759398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:03.764206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:03.768371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:03.771939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:03.775531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:03.778949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:03.779022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:06.784230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:06.793604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:06.798198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:06.802321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:06.806140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:06.806226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:09.814373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:09.820385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:09.826306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:09.830596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:09.834615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:09.834718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:12.839458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:12.843305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:12.846939] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:12.850867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:12.854422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:12.854499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:15.859710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:15.863500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:15.867139] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:15.870956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:15.874420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:15.874489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:18.879455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:18.883206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:18.886493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:18.889844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:18.893199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:18.893266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:21.898153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:21.901461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:21.904797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:21.909025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:21.912587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:21.912683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:24.917972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:24.921603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:24.925898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:24.930086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:24.934011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:24.934116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:27.940614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:27.946043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:27.950537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:27.955239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:27.959351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:27.959428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:30.964561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:30.968202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:30.971570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:30.975279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:30.978897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:30.978976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:33.983690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:33.987221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:33.990545] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:33.994007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:33.997344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:33.997422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:37.002100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:37.005823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:37.009110] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:37.012312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:37.015572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:37.015658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:40.021137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:40.025229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:40.029028] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:40.032601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:40.036286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:40.036376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:43.041444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:43.045860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:43.050066] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:43.053834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:43.057353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:43.057438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:46.062254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:46.066410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:46.070482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:46.074416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:46.078389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:46.078484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:49.082985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:49.086431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:49.090015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:49.093232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:49.097703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:49.097878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:52.102480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:52.106008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:52.109456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:52.113007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:52.116806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:52.116914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:55.121730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:55.125082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:55.128334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:55.131586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:55.134869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:55.134950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:58.140392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:58.144209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:58.147801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:43:58.152239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:58.156177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:58.156252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:01.163128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:01.167375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:01.171336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:01.175506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:01.179732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:01.179852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:04.186537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:04.192709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:04.198276] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:04.203869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:04.209504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:04.209683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:07.215423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:07.220209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:07.223960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:07.227252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:07.230558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:07.230675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:10.236208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:10.240919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:10.244958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:10.249034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:10.253560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:10.253659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:13.260449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:13.264130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:13.268174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:13.274308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:13.280536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:13.281206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:16.286217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:16.290179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:16.294949] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:16.301027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:16.306087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:16.306188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:19.310837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:19.315320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:19.320801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:19.325451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:19.330041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:19.330159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:22.336230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:22.342121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:22.347846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:22.352936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:22.357158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:22.357288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:25.362531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:25.367207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:25.371380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:25.375277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:25.380023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:25.380130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:28.384689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:28.388663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:28.392392] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:28.395793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:28.399247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:28.399322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:31.403188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:31.406618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:31.410164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:31.413388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:31.416581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:31.416670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:34.420828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:34.424248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:34.427578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:34.430944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:34.434542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:34.434618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:37.439073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:37.442798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:37.446138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:37.449966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:37.453303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:37.453376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:40.457963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:40.461979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:40.466282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:40.470563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:40.474775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:40.474897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:43.478838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:43.482189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:43.485440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:43.488718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:43.492051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:43.492124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:46.496004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:46.499447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:46.502845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:46.506134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:46.509574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:46.509686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:49.514465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:49.518944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:49.523001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:49.527041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:49.531002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:49.531102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:52.535143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:52.538566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:52.542015] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:52.545269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:52.548668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:52.548740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:55.552707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:55.556033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:55.559278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:55.562462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:55.565621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:55.565710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:58.570014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:58.573398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:58.576791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:44:58.580978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:58.584595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:58.584696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:01.589516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:01.593361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:01.597076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:01.600828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:01.604307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:01.604478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:04.608748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:04.612219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:04.615504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:04.618879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:04.622138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:04.622212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:07.626548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:07.629892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:07.633143] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:07.636344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:07.639617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:07.639719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:10.644661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:10.648388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:10.651947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:10.655432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:10.659361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:10.659571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:13.664163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:13.667551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:13.671348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:13.674741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:13.678246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:13.678315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:16.683887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:16.689196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:16.693485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:16.697477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:16.701193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:16.701282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:19.707145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:19.711587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:19.715784] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:19.719912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:19.724027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:19.724174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:22.728033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:22.731377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:22.734577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:22.738207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:22.741407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:22.741478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:25.746209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:25.749957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:25.753587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:25.757183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:25.760781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:25.760868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:28.765448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:28.769000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:28.773485] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:28.777521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:28.781565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:28.781823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:31.785521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:31.788873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:31.792307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:31.795523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:31.799051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:31.799129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:34.803971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:34.808268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:34.813207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:34.817456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:34.821692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:34.821798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:37.825825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:37.829232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:37.832419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:37.835808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:37.839047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:37.839148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:40.844239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:40.848211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:40.851832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:40.855376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:40.858845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:40.858916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:43.871253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:43.877841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:43.884850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:43.892701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:43.900412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:43.900567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:46.906029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:46.910475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:46.914533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:46.918940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:46.923104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:46.923230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:49.927778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:49.931151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:49.934420] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:49.937702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:49.940868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:49.940937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:52.946609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:52.950382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:52.953888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:52.957511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:52.961071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:52.961147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:55.967148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:55.972215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:55.977341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:55.982436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:55.987315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:55.987431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:58.993928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:58.998507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:59.002161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:45:59.005665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:59.009122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:59.009196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:02.013937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:02.018205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:02.022440] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:02.026290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:02.030222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:02.030314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:05.035035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:05.038665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:05.041977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:05.045430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:05.049122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:05.049198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:08.055319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:08.059385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:08.062974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:08.066486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:08.069894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:08.069968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:11.074608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:11.078394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:11.082176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:11.086558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:11.090427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:11.090522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:14.094868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:14.098304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:14.101744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:14.105050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:14.108381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:14.108468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:17.114374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:17.119526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:17.124664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:17.129833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:17.134918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:17.135053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:20.139793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:20.143974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:20.147802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:20.152699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:20.157091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:20.157203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:23.161796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:23.165927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:23.169695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:23.172964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:23.176258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:23.176333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:26.180911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:26.184340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:26.187773] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:26.191262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:26.194955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:26.195036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:29.199553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:29.203361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:29.206772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:29.210102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:29.213324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:29.213392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:32.218168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:32.221884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:32.225407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:32.229130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:32.232829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:32.232907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:35.237691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:35.241549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:35.244938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:35.248481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:35.252106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:35.252178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:38.257497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:38.260890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:38.264085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:38.267262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:38.270476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:38.270545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:41.276590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:41.281022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:41.285654] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:41.289552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:41.293760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:41.293859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:44.298765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:44.302659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:44.307206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:44.311349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:44.316937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:44.317093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:47.322156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:47.325629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:47.328999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:47.332290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:47.335953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:47.336076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:50.340908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:50.345193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:50.349231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:50.353148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:50.357071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:50.357171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:53.361939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:53.365484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:53.368909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:53.372206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:53.375544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:53.375618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:56.380183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:56.383607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:56.386971] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:56.390380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:56.393860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:56.393943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:59.399639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:59.403311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:59.406775] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:46:59.410371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:59.414047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:59.414125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:02.420566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:02.425034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:02.431517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:02.436049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:02.440096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:02.440195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:05.444784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:05.448361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:05.451761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:05.455577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:05.459147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:05.459252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:08.464347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:08.468034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:08.471424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:08.475086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:08.478448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:08.478519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:11.482856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:11.486887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:11.490874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:11.494927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:11.498668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:11.498767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:14.503195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:14.507148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:14.511408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:14.514926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:14.518660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:14.518744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:17.525137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:17.528911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:17.533564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:17.537729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:17.541393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:17.541477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:20.545611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:20.548902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:20.552434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:20.555601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:20.558841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:20.558909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:23.563803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:23.567737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:23.571104] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:23.574324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:23.577781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:23.577852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:26.583282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:26.587621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:26.592852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:26.596707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:26.600177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:26.600251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:29.604804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:29.608144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:29.611434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:29.614610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:29.617885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:29.617956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:32.622332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:32.625768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:32.629058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:32.632307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:32.635549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:32.635621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:35.641507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:35.646073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:35.650965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:35.655592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:35.660176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:35.660297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:38.666458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:38.672991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:38.677613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:38.681700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:38.685729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:38.685854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:41.690688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:41.694064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:41.697300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:41.700518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:41.704796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:41.704918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:44.710010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:44.714108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:44.717960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:44.721657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:44.725225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:44.725315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:47.729975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:47.733300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:47.736521] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:47.739808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:47.743059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:47.743130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:50.749307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:50.755148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:50.760196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:50.763975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:50.767360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:50.767442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:53.772255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:53.775956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:53.779470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:53.782989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:53.786531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:53.786624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:56.790991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:56.794319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:56.797566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:56.800791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:56.804022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:56.804090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:59.808950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:59.814156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:59.819378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:47:59.823635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:59.827048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:59.827125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:02.832369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:02.836489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:02.840565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:02.844320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:02.849243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:02.849415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:05.854755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:05.858509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:05.861928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:05.865244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:05.868565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:05.868665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:08.873524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:08.877360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:08.881020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:08.885707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:08.889891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:08.889982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:11.894542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:11.898084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:11.901587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:11.904929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:11.908288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:11.908367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:14.912873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:14.916702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:14.921352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:14.927029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:14.931722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:14.931847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:17.936971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:17.940658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:17.944955] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:17.948504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:17.952151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:17.952226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:20.959262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:20.965584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:20.971018] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:20.975891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:20.980782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:20.980928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:23.985756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:23.989344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:23.992890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:23.996080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:23.999323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:23.999391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:27.005529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:27.010242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:27.015025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:27.019217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:27.023423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:27.023544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:30.029140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:30.033369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:30.038089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:30.043180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:30.047352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:30.047479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:33.052718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:33.056581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:33.060023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:33.063406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:33.066749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:33.066824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:36.071688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:36.075337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:36.079122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:36.082737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:36.086080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:36.086170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:39.091577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:39.095619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:39.100247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:39.104340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:39.108420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:39.108515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:42.114032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:42.117919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:42.121443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:42.124973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:42.128535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:42.128614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:45.134860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:45.140365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:45.144246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:45.148276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:45.152602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:45.152783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:48.157505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:48.160879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:48.164075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:48.167289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:48.170537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:48.170609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:51.175155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:51.179134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:51.182859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:51.186551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:51.190035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:51.190136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:54.195396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:54.199824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:54.203742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:54.207908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:54.212870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:54.213005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:57.217494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:57.221563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:57.225245] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:48:57.228888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:57.232616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:57.232717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:00.237223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:00.241054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:00.244693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:00.248669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:00.252543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:00.252661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:03.257540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:03.261444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:03.265144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:03.268952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:03.272500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:03.272586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:06.277164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:06.280482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:06.283691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:06.286894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:06.290055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:06.290124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:09.294922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:09.298812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:09.302409] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:09.306037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:09.310130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:09.310252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:12.316623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:12.321131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:12.326148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:12.330157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:12.333596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:12.333687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:15.339570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:15.344508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:15.349324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:15.353830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:15.358185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:15.358264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:18.363143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:18.367029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:18.370336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:18.373616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:18.376922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:18.377019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:21.382148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:21.386046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:21.391174] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:21.395268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:21.399428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:21.399529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:24.404920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:24.408444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:24.411844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:24.415177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:24.418626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:24.418740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:27.423844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:27.427730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:27.431666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:27.435897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:27.440196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:27.440308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:30.445237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:30.449265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:30.453569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:30.457317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:30.460609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:30.460695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:33.466691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:33.471833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:33.476213] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:33.480631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:33.485849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:33.485980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:36.492704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:36.496589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:36.500335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:36.503995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:36.507390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:36.507470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:39.513166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:39.517246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:39.520821] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:39.524501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:39.528077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:39.528172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:42.532427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:42.536314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:42.539919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:42.543573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:42.547161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:42.547243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:45.551669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:45.555181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:45.558496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:45.561798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:45.565186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:45.565260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:48.571484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:48.576945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:48.581760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:48.586793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:48.591753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:48.591883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:51.598792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:51.604301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:51.612696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:51.617441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:51.622108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:51.622206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:54.628391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:54.632229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:54.636128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:54.641164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:54.645344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:54.645430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:57.651331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:57.655551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:57.659340] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:49:57.662886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:57.667218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:57.667308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:00.673588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:00.677797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:00.681931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:00.685674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:00.689377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:00.689452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:03.694413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:03.697876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:03.701261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:03.705290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:03.708659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:03.708729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:06.714266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:06.717866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:06.722873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:06.727571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:06.731665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:06.731755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:09.737539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:09.742343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:09.746715] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:09.751670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:09.755927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:09.756022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:12.761050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:12.764480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:12.767991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:12.772163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:12.776090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:12.776191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:15.781467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:15.785224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:15.788982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:15.792594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:15.796171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:15.796260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:18.800763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:18.804449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:18.808243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:18.811908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:18.815511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:18.815614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:21.820155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:21.823788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:21.827350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:21.831012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:21.834478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:21.834564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:24.840580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:24.845767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:24.851095] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:24.856342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:24.861473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:24.861581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:27.867266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:27.871705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:27.876322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:27.880422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:27.884008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:27.884092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:30.889924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:30.894432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:30.899220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:30.903915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:30.907468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:30.907548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:33.913095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:33.917179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:33.921105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:33.924918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:33.928696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:33.928798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:36.935356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:36.940095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:36.943906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:36.947668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:36.951485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:36.951587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:39.956790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:39.960302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:39.963913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:39.967219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:39.970446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:39.970516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:42.976079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:42.980264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:42.983742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:42.987914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:42.991487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:42.991560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:45.997210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:46.000705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:46.004891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:46.008838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:46.012971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:46.013079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:49.017817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:49.021754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:49.025615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:49.029587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:49.033585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:49.033714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:52.039091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:52.042553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:52.045810] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:52.049071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:52.052405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:52.052491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:55.056781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:55.060517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:55.063944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:55.067465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:55.070791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:55.070860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:58.075194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:58.078819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:58.082035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:50:58.085252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:58.088702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:58.088781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:01.095321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:01.100623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:01.104421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:01.108307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:01.113167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:01.114054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:04.119829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:04.124447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:04.129431] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:04.133700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:04.137258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:04.137330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:07.142016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:07.145985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:07.149690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:07.153089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:07.156577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:07.156674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:10.161446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:10.165095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:10.168443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:10.171966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:10.175596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:10.175699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:13.185393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:13.194422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:13.201671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:13.213272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:13.219630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:13.219810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:16.224671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:16.230135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:16.236034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:16.240704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:16.244328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:16.244410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:19.250228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:19.255178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:19.259729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:19.264325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:19.268676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:19.268784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:22.273330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:22.276786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:22.280088] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:22.283391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:22.286729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:22.286805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:25.291079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:25.294877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:25.298356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:25.302180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:25.305750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:25.305827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:28.310751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:28.314661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:28.318634] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:28.322608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:28.326424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:28.326501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:31.331339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:31.334829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:31.338256] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:31.341518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:31.344837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:31.344907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:34.350827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:34.354267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:34.357575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:34.360944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:34.364154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:34.364225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:37.368505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:37.372624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:37.376205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:37.379758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:37.383201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:37.383297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:40.387872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:40.391313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:40.394690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:40.398130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:40.401588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:40.401702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:43.407664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:43.412911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:43.417087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:43.421344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:43.425353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:43.425456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:46.430949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:46.436235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:46.441502] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:46.446922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:46.452468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:46.452611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:49.458268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:49.463622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:49.467514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:49.471108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:49.475166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:49.475304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:52.481058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:52.485128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:52.489330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:52.494469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:52.499726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:52.499858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:55.504564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:55.508079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:55.511403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:55.514738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:55.518042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:55.518113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:58.522800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:58.526202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:58.529473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:51:58.533745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:58.537533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:58.537621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:01.542835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:01.547385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:01.553242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:01.558504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:01.562521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:01.562632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:04.568149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:04.572114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:04.576235] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:04.579788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:04.583272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:04.583351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:07.588696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:07.593150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:07.597410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:07.601883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:07.605859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:07.605965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:10.611888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:10.616055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:10.619511] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:10.623633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:10.627279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:10.627366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:13.631896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:13.635356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:13.638702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:13.641985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:13.645801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:13.645911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:16.650537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:16.654294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:16.657826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:16.661243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:16.664941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:16.665034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:19.670859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:19.676173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:19.681179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:19.686391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:19.690942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:19.691045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:22.695712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:22.699282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:22.702469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:22.706200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:22.709933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:22.710014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:25.715328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:25.718968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:25.722419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:25.726414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:25.730245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:25.730317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:28.735015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:28.738711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:28.742766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:28.746777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:28.750289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:28.750389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:31.755079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:31.759190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:31.762727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:31.766222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:31.769661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:31.769749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:34.775790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:34.781316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:34.786635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:34.791242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:34.795891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:34.795978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:37.801798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:37.805654] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:37.808996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:37.812182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:37.815367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:37.815438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:40.820256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:40.823932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:40.827305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:40.830635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:40.834043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:40.834120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:43.840046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:43.844074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:43.847583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:43.851055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:43.854404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:43.854479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:46.860798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:46.866263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:46.870288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:46.873776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:46.877857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:46.877945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:49.884013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:49.887784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:49.891348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:49.895255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:49.899989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:49.900124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:52.905342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:52.910452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:52.915414] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:52.920623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:52.926429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:52.926516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:55.931798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:55.935349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:55.938781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:55.942074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:55.945437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:55.945519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:58.950283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:58.954059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:58.958004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:52:58.961799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:58.965440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:58.965537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:01.970627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:01.974724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:01.978533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:01.982373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:01.986526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:01.986663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:04.991510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:04.995536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:04.999788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:05.003903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:05.008078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:05.008222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:08.013093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:08.016876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:08.025278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:08.028993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:08.032534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:08.032622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:11.037809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:11.042388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:11.046803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:11.050772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:11.054260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:11.054337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:14.059441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:14.062864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:14.066208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:14.069758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:14.073057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:14.073132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:17.078489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:17.082170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:17.085912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:17.089586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:17.092999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:17.093087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:20.098120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:20.101708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:20.105223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:20.108798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:20.112198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:20.112290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:23.116713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:23.120073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:23.123199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:23.126354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:23.129533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:23.129604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:26.134473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:26.137799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:26.141046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:26.144194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:26.147423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:26.147495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:29.152555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:29.156125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:29.159452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:29.163585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:29.167639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:29.167776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:32.172554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:32.176172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:32.180533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:32.184387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:32.187955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:32.188034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:35.192535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:35.195947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:35.199179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:35.202366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:35.207606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:35.207791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:38.212677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:38.216399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:38.219812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:38.223115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:38.227002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:38.227074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:41.232865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:41.237664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:41.242341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:41.246521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:41.250766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:41.250887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:44.256725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:44.261827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:44.266963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:44.271063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:44.275201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:44.275307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:47.280170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:47.283700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:47.287098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:47.290663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:47.294031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:47.294099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:50.299165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:50.302488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:50.305768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:50.308994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:50.312112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:50.312182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:53.316843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:53.320684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:53.324438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:53.327977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:53.331573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:53.331682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:56.336547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:56.340426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:56.343966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:56.347398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:56.351016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:56.351091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:59.361340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:59.371977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:59.382278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:53:59.388083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:59.398167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:59.398357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:02.403155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:02.407728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:02.411302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:02.414692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:02.419196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:02.419353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:05.424663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:05.428973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:05.433036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:05.436908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:05.440373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:05.440460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:08.444946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:08.448474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:08.451891] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:08.456290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:08.461049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:08.461166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:11.466135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:11.469439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:11.472705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:11.476009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:11.479287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:11.479358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:14.483881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:14.488143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:14.491864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:14.495237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:14.499100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:14.499185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:17.506694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:17.512787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:17.517776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:17.522628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:17.527434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:17.527554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:20.532083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:20.535493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:20.538752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:20.542038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:20.545253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:20.545322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:23.550467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:23.553834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:23.557776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:23.561201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:23.564450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:23.564520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:26.569431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:26.572894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:26.576146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:26.579456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:26.582750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:26.582820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:29.587551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:29.590935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:29.594188] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:29.597402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:29.601098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:29.601167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:32.606365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:32.610058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:32.613494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:32.617049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:32.620678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:32.620765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:35.625395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:35.628977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:35.632360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:35.635688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:35.638989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:35.639065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:38.643539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:38.647094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:38.650742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:38.654274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:38.657738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:38.657813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:41.662401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:41.666044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:41.669556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:41.673135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:41.676541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:41.676618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:44.681597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:44.685514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:44.688884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:44.692729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:44.696476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:44.696563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:47.701383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:47.704881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:47.708191] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:47.711411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:47.714598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:47.714684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:50.719791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:50.723268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:50.727183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:50.730833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:50.734263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:50.734336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:53.739224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:53.743057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:53.746725] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:53.750049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:53.753261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:53.753331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:56.758427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:56.762561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:56.765877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:56.769539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:56.772749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:56.772818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:59.777698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:59.781272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:59.784741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:54:59.788165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:59.791587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:59.791683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:02.796284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:02.800077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:02.803694] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:02.807195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:02.810754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:02.810868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:05.817365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:05.822047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:05.826751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:05.831304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:05.835060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:05.835142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:08.840611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:08.845097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:08.849093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:08.853273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:08.857821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:08.857928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:11.862790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:11.866711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:11.870537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:11.874335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:11.878179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:11.878289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:14.883672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:14.888444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:14.892973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:14.897453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:14.901989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:14.902076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:17.907078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:17.910976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:17.914766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:17.918258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:17.923147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:17.923290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:20.928178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:20.932009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:20.935693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:20.939257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:20.943063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:20.943174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:23.948113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:23.951505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:23.954879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:23.958200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:23.961478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:23.961549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:26.966465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:26.969782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:26.974606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:26.978683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:26.982138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:26.982215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:29.987183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:29.990883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:29.994428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:29.997917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:30.001457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:30.001563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:33.007744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:33.012598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:33.016564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:33.020387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:33.024028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:33.024123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:36.029125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:36.032694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:36.035997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:36.039217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:36.042423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:36.042493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:39.049482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:39.058432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:39.068870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:39.077192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:39.083798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:39.083949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:42.091053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:42.096170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:42.100730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:42.105189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:42.109877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:42.109995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:45.114871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:45.118668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:45.122291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:45.125837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:45.129211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:45.129290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:48.134169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:48.137854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:48.141182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:48.144590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:48.149242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:48.149399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:51.153841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:51.157528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:51.161022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:51.164368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:51.167631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:51.167723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:54.172339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:54.176274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:54.180258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:54.184293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:54.188006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:54.188128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:57.192620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:57.196402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:57.199990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:55:57.203436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:57.207175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:57.207297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:00.211876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:00.216023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:00.224352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:00.227989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:00.231535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:00.231621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:03.237731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:03.241568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:03.245029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:03.248469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:03.252263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:03.252368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:06.256907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:06.260409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:06.263711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:06.267221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:06.270557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:06.270626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:09.275521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:09.279002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:09.282490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:09.285917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:09.289282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:09.289376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:12.293979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:12.297637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:12.301351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:12.305278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:12.308982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:12.309065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:15.313980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:15.319211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:15.323006] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:15.327109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:15.332332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:15.332445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:18.338431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:18.343129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:18.347673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:18.352160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:18.356637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:18.356741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:21.361722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:21.365182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:21.368488] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:21.371965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:21.375275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:21.375367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:24.383421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:24.388908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:24.394443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:24.399158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:24.402857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:24.402948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:27.408863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:27.412827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:27.416077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:27.419401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:27.422596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:27.422687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:30.427733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:30.431755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:30.435526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:30.439512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:30.443564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:30.443701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:33.449759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:33.454887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:33.460164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:33.465231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:33.470312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:33.470443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:36.475387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:36.479116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:36.482842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:36.486228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:36.489619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:36.489722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:39.494538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:39.498479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:39.502311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:39.506144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:39.509804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:39.509895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:42.514471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:42.517806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:42.521301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:42.524606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:42.527978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:42.528055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:45.532747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:45.536262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:45.539483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:45.542666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:45.545893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:45.545966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:48.550662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:48.554335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:48.559087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:48.562656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:48.566157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:48.566229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:51.571983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:51.576106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:51.579722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:51.583057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:51.586457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:51.586533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:54.591119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:54.594739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:54.598379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:54.602252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:54.606168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:54.606281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:57.614416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:57.619476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:57.623972] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:56:57.627358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:57.630522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:57.630593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:00.635309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:00.639002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:00.642745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:00.646199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:00.649664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:00.649738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:03.654520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:03.658694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:03.662472] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:03.666168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:03.669896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:03.669993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:06.675682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:06.679398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:06.682869] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:06.686246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:06.689758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:06.689836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:09.694466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:09.698684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:09.703208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:09.707571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:09.711359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:09.711443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:12.716392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:12.719793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:12.723014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:12.726318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:12.729728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:12.729800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:15.735396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:15.740111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:15.744584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:15.749038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:15.753452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:15.753551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:18.758771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:18.762728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:18.766660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:18.770979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:18.775293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:18.775394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:21.779810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:21.783285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:21.786558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:21.790247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:21.794209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:21.794278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:24.799073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:24.802694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:24.806068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:24.809523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:24.812889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:24.812968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:27.818280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:27.821968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:27.825512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:27.828930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:27.832318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:27.832410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:30.836934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:30.840580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:30.844065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:30.847453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:30.850933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:30.851021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:33.855609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:33.859744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:33.863745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:33.867567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:33.871454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:33.871547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:36.876418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:36.880272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:36.883977] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:36.887824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:36.891335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:36.891416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:39.896279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:39.900842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:39.905164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:39.909588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:39.913924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:39.914039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:42.918878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:42.922545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:42.926574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:42.930049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:42.933232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:42.933303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:45.937907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:45.941216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:45.944512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:45.947762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:45.951228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:45.951300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:48.956722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:48.960297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:48.963616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:48.966855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:48.970124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:48.970193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:51.975095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:51.978619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:51.981809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:51.985198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:51.988544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:51.988615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:54.993147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:54.996472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:54.999659] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:55.002764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:55.005887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:55.005954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:58.010208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:58.013674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:58.017010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:57:58.020315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:58.023572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:58.023682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:01.028309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:01.032574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:01.036993] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:01.041484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:01.045682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:01.045811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:04.050875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:04.054605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:04.058123] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:04.061561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:04.065025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:04.065109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:07.070544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:07.075456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:07.080261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:07.085254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:07.090210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:07.090321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:10.095098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:10.098573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:10.101916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:10.105304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:10.108731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:10.108811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:13.113183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:13.116462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:13.119865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:13.123104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:13.126472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:13.126559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:16.130934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:16.134363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:16.137724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:16.140985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:16.144297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:16.144371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:19.148875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:19.153031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:19.156806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:19.163597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:19.168471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:19.168578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:22.173155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:22.176600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:22.179962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:22.183412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:22.187037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:22.187112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:25.191716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:25.195685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:25.199330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:25.203371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:25.207088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:25.207159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:28.212456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:28.216476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:28.220394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:28.224485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:28.228464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:28.228583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:31.232865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:31.236767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:31.240387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:31.243944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:31.247553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:31.247663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:34.252537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:34.255900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:34.259231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:34.262471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:34.265633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:34.265719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:37.270958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:37.274331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:37.277563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:37.280878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:37.284222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:37.284298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:40.289227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:40.292805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:40.296078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:40.299396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:40.302717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:40.302796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:43.307747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:43.311155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:43.314815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:43.318148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:43.321413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:43.321486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:46.325861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:46.329213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:46.332400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:46.335600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:46.338782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:46.338867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:49.343702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:49.347987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:49.352076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:49.356215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:49.361437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:49.361666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:52.367629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:52.372422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:52.376425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:52.381091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:52.386254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:52.386423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:55.391883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:55.395830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:55.399254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:55.403262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:55.407191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:55.407278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:58.412019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:58.415722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:58.419192] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:58:58.422570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:58.426090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:58.426185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:01.431467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:01.434885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:01.438180] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:01.441390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:01.444636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:01.444722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:04.449687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:04.453376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:04.457023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:04.461160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:04.465119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:04.465235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:07.471228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:07.475939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:07.479855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:07.483332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:07.487406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:07.487522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:10.492292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:10.496682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:10.500815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:10.504815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:10.508555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:10.508692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:13.515563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:13.521474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:13.526546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:13.531132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:13.536025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:13.536115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:16.542243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:16.546108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:16.549510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:16.553396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:16.556993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:16.557088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:19.562009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:19.565628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:19.569186] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:19.572561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:19.576010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:19.576098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:22.581724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:22.585666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:22.590201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:22.594290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:22.598295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:22.598421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:25.603507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:25.611510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:25.616091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:25.620034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:25.623429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:25.623512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:28.628355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:28.632235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:28.636026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:28.639803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:28.643686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:28.643773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:31.648760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:31.653093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:31.657094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:31.661013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:31.664562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:31.664660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:34.669192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:34.672480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:34.675702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:34.678854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:34.681965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:34.682035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:37.686077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:37.689527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:37.692750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:37.695896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:37.699084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:37.699154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:40.703961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:40.707336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:40.710568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:40.714709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:40.718394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:40.718500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:43.722974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:43.726850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:43.730277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:43.733668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:43.736863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:43.736934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:46.741437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:46.744969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:46.748238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:46.751725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:46.755026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:46.755106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:49.760501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:49.764120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:49.767598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:49.771314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:49.775079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:49.775201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:52.780523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:52.784215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:52.787682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:52.790988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:52.794390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:52.794467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:55.799387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:55.803131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:55.806689] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:55.810298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:55.814197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:55.814294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:58.819136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:58.823295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:58.827019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T21:59:58.830555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:58.833918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:58.834033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:01.839064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:01.843032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:01.846766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:01.850849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:01.855094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:01.855233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:04.861392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:04.865439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:04.870229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:04.874123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:04.877599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:04.877698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:07.883145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:07.887096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:07.890507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:07.894422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:07.898134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:07.898214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:10.903358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:10.907147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:10.910384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:10.913693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:10.916940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:10.917036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:13.921790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:13.925460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:13.929328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:13.932998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:13.936406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:13.936480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:16.941666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:16.945747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:16.949395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:16.953224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:16.957135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:16.957229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:19.962391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:19.966659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:19.970574] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:19.974124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:19.977981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:19.978066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:22.982136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:22.985615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:22.988812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:22.991931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:22.995063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:22.995134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:26.000485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:26.003989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:26.007443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:26.010710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:26.014043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:26.014120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:29.020271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:29.025391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:29.030501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:29.035341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:29.040213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:29.040324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:32.045407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:32.049097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:32.052328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:32.056223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:32.060170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:32.060266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:35.065194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:35.068638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:35.071952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:35.075176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:35.078346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:35.078432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:38.083624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:38.087509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:38.091199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:38.095038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:38.099594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:38.099727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:41.104250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:41.108164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:41.111788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:41.115526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:41.120152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:41.120242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:44.124603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:44.128070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:44.131325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:44.134585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:44.137904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:44.137975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:47.142254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:47.145529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:47.148841] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:47.152501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:47.156550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:47.156667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:50.161550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:50.165877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:50.170577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:50.174445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:50.178667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:50.178788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:53.183410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:53.186824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:53.190075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:53.193291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:53.196516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:53.196604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:56.201437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:56.205298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:56.209265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:56.213218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:56.217130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:56.217270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:59.222320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:59.225883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:59.229238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:00:59.232551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:59.235994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:59.236081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:02.241026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:02.244822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:02.248497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:02.252045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:02.256112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:02.256222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:05.262775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:05.268002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:05.272487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:05.276095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:05.279586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:05.279674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:08.287714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:08.293030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:08.298508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:08.305201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:08.311358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:08.311508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:11.316571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:11.319984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:11.323253] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:11.326451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:11.329678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:11.329782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:14.334329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:14.338341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:14.341781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:14.345360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:14.348970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:14.349059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:17.354008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:17.358056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:17.361562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:17.365715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:17.369728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:17.369800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:20.375542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:20.380196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:20.385470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:20.389793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:20.394333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:20.394440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:23.399435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:23.403224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:23.406713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:23.410078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:23.413773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:23.413871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:26.419041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:26.423269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:26.427124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:26.430734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:26.434189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:26.434293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:29.439725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:29.443707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:29.447111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:29.450450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:29.453825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:29.453913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:32.458996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:32.462431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:32.465956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:32.470070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:32.473838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:32.473920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:35.479078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:35.482898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:35.486285] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:35.489542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:35.493484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:35.493614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:38.499634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:38.503595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:38.507091] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:38.510426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:38.513954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:38.514024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:41.519438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:41.522814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:41.526026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:41.529662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:41.533349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:41.533426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:44.538202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:44.541691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:44.545003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:44.548372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:44.551622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:44.551717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:47.558236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:47.562241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:47.565556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:47.568852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:47.572143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:47.572211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:50.577319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:50.580842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:50.583989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:50.587203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:50.590571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:50.590656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:53.595901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:53.600084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:53.604219] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:53.608161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:53.612006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:53.612099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:56.616702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:56.620144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:56.623763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:56.627161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:56.630380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:56.630453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:59.636158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:59.640632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:59.644533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:01:59.649047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:59.652831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:59.652936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:02.657451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:02.660876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:02.664117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:02.667373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:02.670617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:02.670721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:05.676313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:05.680340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:05.683926] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:05.687740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:05.691207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:05.691281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:08.697682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:08.701248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:08.704585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:08.709095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:08.712924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:08.713007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:11.718515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:11.722816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:11.728252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:11.732792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:11.736716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:11.736797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:14.741793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:14.745730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:14.749481] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:14.753383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:14.757214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:14.757297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:17.762113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:17.766230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:17.770096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:17.773730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:17.777514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:17.777604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:20.782566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:20.786456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:20.789885] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:20.793271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:20.796785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:20.796878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:23.802906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:23.807934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:23.812295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:23.817024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:23.821951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:23.822092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:26.827568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:26.832140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:26.836135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:26.840631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:26.845185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:26.845296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:29.850838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:29.854736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:29.859092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:29.862803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:29.867075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:29.867167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:32.873189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:32.877912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:32.881742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:32.885385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:32.889515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:32.889597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:35.896046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:35.900740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:35.904802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:35.908393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:35.913207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:35.913390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:38.919014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:38.923033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:38.927304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:38.931708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:38.936039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:38.936138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:41.941865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:41.946801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:41.951668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:41.956239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:41.959949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:41.960034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:44.965410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:44.969363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:44.972677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:44.977293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:44.981426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:44.981515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:47.985977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:47.989637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:47.993075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:47.996371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:47.999691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:47.999763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:51.004551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:51.008201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:51.011537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:51.014847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:51.018037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:51.018107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:54.022349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:54.025774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:54.029167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:54.032684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:54.036213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:54.036306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:57.041108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:57.044943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:57.048473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:02:57.051813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:57.055706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:57.055820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:00.060713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:00.064656] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:00.068178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:00.071595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:00.075282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:00.075361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:03.081431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:03.085518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:03.089772] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:03.094746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:03.099474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:03.099585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:06.104056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:06.108445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:06.112899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:06.116966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:06.120807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:06.120887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:09.125605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:09.129845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:09.134120] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:09.138080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:09.141719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:09.141803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:12.146348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:12.149774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:12.153083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:12.156347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:12.159629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:12.159719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:15.163925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:15.167263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:15.170516] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:15.173792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:15.177052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:15.177126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:18.181846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:18.185947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:18.189875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:18.193903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:18.197659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:18.197748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:21.202326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:21.206022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:21.209549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:21.213050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:21.216547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:21.216623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:24.221448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:24.225971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:24.229598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:24.232971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:24.236292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:24.236370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:27.241056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:27.244758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:27.248483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:27.253391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:27.257358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:27.257454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:30.262429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:30.266399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:30.270163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:30.273925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:30.277630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:30.277740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:33.282357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:33.285864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:33.289320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:33.292583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:33.295991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:33.296066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:36.301308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:36.304974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:36.308306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:36.312219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:36.315840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:36.315913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:39.320578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:39.324003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:39.327291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:39.330581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:39.333851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:39.333921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:42.338826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:42.342477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:42.346347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:42.350026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:42.353473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:42.353550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:45.358162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:45.361524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:45.364697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:45.367917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:45.371022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:45.371090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:48.376021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:48.379626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:48.383164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:48.386657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:48.390074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:48.390147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:51.394880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:51.398478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:51.401859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:51.405152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:51.408449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:51.408520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:54.413410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:54.417449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:54.421126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:54.424843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:54.428722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:54.428823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:57.433519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:57.437052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:57.440587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:03:57.444091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:57.447466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:57.447548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:00.453686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:00.458815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:00.463152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:00.466799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:00.470586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:00.470697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:03.477031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:03.482174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:03.487019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:03.491664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:03.495984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:03.496064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:06.500977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:06.504356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:06.507605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:06.510837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:06.514053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:06.514124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:09.518684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:09.521976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:09.525169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:09.528407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:09.531568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:09.531662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:12.536559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:12.540433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:12.544486] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:12.548182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:12.552057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:12.552163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:15.557570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:15.561315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:15.564752] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:15.568510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:15.572113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:15.572181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:18.576206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:18.579996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:18.583616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:18.587205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:18.590791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:18.590883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:21.595614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:21.599055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:21.602267] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:21.605453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:21.608657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:21.608725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:24.613420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:24.617083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:24.620463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:24.623896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:24.627309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:24.627400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:27.631799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:27.635141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:27.638365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:27.641575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:27.644787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:27.644858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:30.649451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:30.653058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:30.656614] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:30.660230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:30.663740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:30.663821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:33.669021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:33.672631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:33.676078] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:33.679425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:33.683785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:33.683897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:36.688618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:36.692356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:36.695825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:36.699341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:36.702985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:36.703093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:39.707628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:39.711060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:39.714445] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:39.717929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:39.721363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:39.721443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:42.727376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:42.732191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:42.736391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:42.740166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:42.743509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:42.743583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:45.749658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:45.754852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:45.759944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:45.763961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:45.767461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:45.767542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:48.772458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:48.776668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:48.780662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:48.784525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:48.788512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:48.788638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:51.793320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:51.797170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:51.800920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:51.804996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:51.809289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:51.809381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:54.815738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:54.819395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:54.822974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:54.828162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:54.832196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:54.832284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:57.837060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:57.840666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:57.843984] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:04:57.847359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:57.850748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:57.850837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:00.855484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:00.860015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:00.864210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:00.868178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:00.872006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:00.872105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:03.876899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:03.880739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:03.884458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:03.888100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:03.891489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:03.891593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:06.896779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:06.900637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:06.904415] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:06.908095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:06.911726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:06.911840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:09.916444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:09.920600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:09.925250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:09.929196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:09.932687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:09.932757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:12.938666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:12.943352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:12.947584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:12.951506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:12.955044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:12.955139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:15.959793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:15.963168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:15.966503] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:15.970166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:15.974314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:15.974395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:18.980002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:18.983800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:18.987671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:18.991219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:18.994769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:18.994866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:22.000052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:22.003812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:22.007248] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:22.010852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:22.014157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:22.014232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:25.019772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:25.024197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:25.028457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:25.032842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:25.037406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:25.037512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:28.043169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:28.047484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:28.051011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:28.054701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:28.059410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:28.059561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:31.064323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:31.067710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:31.070967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:31.074338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:31.077745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:31.077827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:34.082393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:34.085959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:34.089528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:34.092859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:34.096223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:34.096308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:37.101560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:37.104917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:37.108212] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:37.111578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:37.114806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:37.114874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:40.119060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:40.122519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:40.126026] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:40.129713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:40.133990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:40.134096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:43.138764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:43.142356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:43.145812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:43.149289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:43.152558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:43.152635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:46.157128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:46.161392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:46.165498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:46.169267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:46.172885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:46.172977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:49.178261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:49.181727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:49.184991] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:49.188590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:49.191959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:49.192111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:52.196464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:52.200036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:52.203633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:52.207010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:52.210388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:52.210476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:55.215140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:55.219133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:55.222938] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:55.226787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:55.231918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:55.232039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:58.238505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:58.243952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:58.249408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:05:58.253724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:58.257516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:58.257608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:01.264668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:01.269516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:01.274222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:01.279613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:01.283904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:01.284018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:04.289182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:04.292956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:04.296198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:04.299832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:04.303523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:04.303594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:07.308593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:07.312141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:07.315529] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:07.318842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:07.322051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:07.322122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:10.326846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:10.330230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:10.333547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:10.336796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:10.340044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:10.340116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:13.344749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:13.348601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:13.352206] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:13.355848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:13.359890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:13.359985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:16.365015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:16.368527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:16.373680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:16.378494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:16.382484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:16.382608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:19.387487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:19.391172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:19.394797] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:19.398352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:19.401938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:19.402031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:22.406898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:22.410983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:22.414411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:22.417913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:22.421362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:22.421445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:25.426124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:25.430244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:25.433803] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:25.437709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:25.441431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:25.441525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:28.446581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:28.450124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:28.453438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:28.456765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:28.460260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:28.460348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:31.464981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:31.469007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:31.472758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:31.476551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:31.480704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:31.480810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:34.486450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:34.490199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:34.493515] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:34.496747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:34.499949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:34.500026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:37.504399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:37.508021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:37.511329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:37.514623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:37.517961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:37.518045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:40.522536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:40.525926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:40.529195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:40.532488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:40.535664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:40.535737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:43.540310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:43.543877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:43.547195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:43.550478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:43.553976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:43.554070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:46.558711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:46.562172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:46.565661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:46.569123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:46.572368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:46.572459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:49.577030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:49.580718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:49.584012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:49.587329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:49.590634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:49.590724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:52.595268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:52.598982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:52.602388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:52.605843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:52.609413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:52.609509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:55.614161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:55.620944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:55.624771] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:55.628222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:55.631554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:55.631628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:58.637398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:58.641967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:58.646333] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:06:58.650518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:58.654244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:58.654348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:01.659623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:01.663375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:01.666921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:01.670448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:01.674523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:01.674677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:04.679518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:04.683110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:04.686468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:04.689793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:04.693096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:04.693182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:07.698946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:07.703687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:07.707737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:07.711747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:07.716590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:07.716731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:10.721873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:10.725733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:10.729552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:10.733332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:10.737202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:10.737312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:13.741888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:13.745428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:13.749103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:13.752470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:13.755798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:13.755887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:16.762175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:16.767123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:16.771983] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:16.776843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:16.781370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:16.781488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:19.786059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:19.790096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:19.793756] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:19.797451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:19.801127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:19.801229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:22.806722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:22.810328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:22.813990] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:22.817680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:22.821239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:22.821309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:25.826142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:25.832016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:25.836698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:25.841349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:25.846095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:25.846204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:28.851028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:28.854860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:28.858407] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:28.862401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:28.866363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:28.866447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:31.871388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:31.875426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:31.879144] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:31.882851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:31.886459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:31.886547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:34.891756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:34.895749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:34.899824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:34.903695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:34.907488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:34.907597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:37.913411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:37.917350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:37.923258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:37.927047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:37.930686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:37.930786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:40.935610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:40.940462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:40.945140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:40.949855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:40.953305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:40.953385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:43.958500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:43.962976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:43.967385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:43.971687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:43.975842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:43.975938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:46.981083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:46.984905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:46.988278] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:46.991625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:46.994921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:46.995013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:49.999926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:50.003948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:50.008010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:50.011970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:50.015923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:50.016043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:53.020863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:53.025064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:53.029157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:53.033132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:53.037175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:53.037288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:56.042178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:56.046352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:56.050388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:56.054820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:56.058960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:56.059081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:59.064637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:59.068699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:59.072661] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:07:59.076775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:59.080459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:59.080530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:02.085270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:02.089086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:02.092724] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:02.096255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:02.100097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:02.100190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:05.104697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:05.108293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:05.111675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:05.115007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:05.118334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:05.118408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:08.123130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:08.126702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:08.130037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:08.133296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:08.136522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:08.136592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:11.141121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:11.144589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:11.148251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:11.151678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:11.154993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:11.155079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:14.161265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:14.166546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:14.171330] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:14.175822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:14.180392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:14.180517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:17.185942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:17.198217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:17.204236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:17.209302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:17.214191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:17.214322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:20.219524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:20.223056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:20.227149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:20.231025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:20.234712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:20.234789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:23.239868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:23.243345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:23.246576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:23.249847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:23.253000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:23.253070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:26.258884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:26.263729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:26.268199] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:26.272039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:26.275916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:26.276023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:29.280661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:29.284043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:29.287476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:29.290726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:29.293965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:29.294042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:32.299406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:32.304760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:32.309084] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:32.312953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:32.316490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:32.316559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:35.321614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:35.325094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:35.328820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:35.332733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:35.336404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:35.336546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:38.340998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:38.344370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:38.347593] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:38.351660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:38.355246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:38.355317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:41.360057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:41.363675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:41.367098] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:41.370563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:41.374173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:41.374263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:44.380255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:44.385752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:44.389818] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:44.393266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:44.396631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:44.396717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:47.401442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:47.405016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:47.408609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:47.412013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:47.415402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:47.415473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:50.422478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:50.428245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:50.432576] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:50.436282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:50.439870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:50.439953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:53.445407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:53.448955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:53.452264] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:53.456155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:53.459686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:53.459769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:56.465564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:56.469604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:56.473838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:56.478315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:56.481903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:56.482004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:59.486723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:59.490498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:59.494388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:08:59.498028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:59.501499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:59.501579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:02.507566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:02.511774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:02.515468] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:02.520062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:02.524078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:02.524173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:05.528598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:05.531984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:05.535204] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:05.538586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:05.541840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:05.541910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:08.546372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:08.550415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:08.554019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:08.557362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:08.560568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:08.560635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:11.565704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:11.569599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:11.573208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:11.576876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:11.580528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:11.580610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:14.585489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:14.588981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:14.592222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:14.596562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:14.600927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:14.601005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:17.606369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:17.610887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:17.615142] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:17.619147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:17.623218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:17.623330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:20.628373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:20.632105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:20.635826] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:20.639556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:20.643153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:20.643237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:23.647630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:23.651299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:23.655003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:23.658871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:23.662290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:23.662368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:26.666864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:26.671298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:26.675425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:26.678984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:26.683678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:26.683829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:29.689215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:29.692924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:29.696100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:29.699241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:29.702564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:29.702632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:32.707634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:32.711327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:32.714604] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:32.717929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:32.721105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:32.721188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:35.726306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:35.729692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:35.732965] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:35.736150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:35.739310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:35.739380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:38.744566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:38.748286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:38.751799] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:38.755344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:38.758833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:38.758915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:41.763724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:41.767062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:41.770303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:41.773578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:41.776864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:41.776942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:44.781398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:44.785068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:44.788840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:44.792176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:44.795480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:44.795569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:47.800345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:47.804264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:47.808385] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:47.812488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:47.816547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:47.816677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:50.821460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:50.825083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:50.828405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:50.831730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:50.835635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:50.835765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:53.840517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:53.844532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:53.848548] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:53.852611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:53.856480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:53.856593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:56.861873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:56.866516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:56.870814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:56.875004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:56.879727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:56.879870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:59.884632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:59.889228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:59.893318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:09:59.896887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:59.900618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:59.900730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:02.905424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:02.909332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:02.913257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:02.917069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:02.920600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:02.920723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:05.925916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:05.929638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:05.932921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:05.936211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:05.939524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:05.939602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:08.944210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:08.947859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:08.951218] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:08.954571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:08.957894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:08.957971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:11.964320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:11.968263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:11.971901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:11.975453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:11.979255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:11.979350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:14.984294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:14.988334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:14.992625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:14.996230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:14.999610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:14.999703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:18.004104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:18.007603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:18.010898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:18.014077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:18.017266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:18.017337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:21.021916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:21.026292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:21.030342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:21.033765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:21.037173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:21.037257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:24.041694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:24.045210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:24.052433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:24.056357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:24.059734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:24.059805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:27.064530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:27.067897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:27.071030] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:27.074256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:27.077515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:27.077598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:30.082410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:30.086187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:30.090064] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:30.093768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:30.097371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:30.097481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:33.101826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:33.105293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:33.108791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:33.112052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:33.115428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:33.115499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:36.120293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:36.123609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:36.126828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:36.130141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:36.133357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:36.133428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:39.138189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:39.141908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:39.145555] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:39.149151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:39.152601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:39.152720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:42.157099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:42.160556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:42.163925] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:42.167212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:42.170417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:42.170489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:45.175783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:45.179348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:45.182599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:45.185844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:45.189098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:45.189188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:48.193935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:48.197595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:48.201137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:48.204718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:48.208437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:48.208529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:51.213033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:51.216365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:51.219570] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:51.222749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:51.225904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:51.225972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:54.230775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:54.234980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:54.238872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:54.242562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:54.246437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:54.246552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:57.251385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:57.254857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:57.258122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:10:57.261356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:57.264580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:57.264666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:00.269527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:00.273701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:00.278208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:00.282407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:00.287068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:00.287170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:03.292527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:03.296536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:03.300455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:03.304256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:03.308024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:03.308118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:06.313678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:06.318351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:06.322728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:06.326303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:06.329562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:06.329632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:09.334418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:09.338089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:09.341675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:09.345174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:09.348618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:09.348713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:12.353581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:12.357155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:12.360473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:12.364049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:12.367432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:12.367535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:15.371579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:15.375155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:15.378580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:15.382001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:15.385440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:15.385525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:18.390233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:18.393923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:18.397706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:18.401360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:18.404834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:18.404917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:21.409589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:21.413160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:21.416372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:21.419594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:21.423136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:21.423218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:24.428035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:24.431578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:24.434897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:24.438352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:24.441618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:24.441725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:27.446661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:27.450096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:27.453368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:27.456564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:27.459819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:27.459899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:30.465258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:30.468690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:30.471921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:30.475248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:30.478805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:30.478903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:33.484634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:33.490084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:33.494871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:33.498485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:33.501963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:33.502043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:36.506858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:36.510179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:36.513351] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:36.516579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:36.519752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:36.519819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:39.524405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:39.527810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:39.531081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:39.534362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:39.537708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:39.537780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:42.542474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:42.545823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:42.549005] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:42.552131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:42.556430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:42.556543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:45.562385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:45.567176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:45.570999] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:45.574274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:45.577525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:45.577598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:48.582319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:48.585904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:48.589443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:48.593323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:48.596790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:48.596863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:51.601839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:51.605450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:51.608893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:51.612380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:51.615767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:51.615852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:54.620634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:54.624216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:54.627623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:54.631060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:54.634385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:54.634458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:57.639182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:57.642715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:57.646017] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:11:57.649477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:57.652669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:57.652739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:00.657200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:00.660533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:00.663855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:00.667053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:00.670534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:00.670609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:03.675553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:03.678890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:03.682232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:03.685575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:03.688900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:03.688969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:06.695305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:06.699022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:06.702462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:06.706557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:06.713589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:06.713683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:09.719929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:09.724035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:09.727847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:09.732214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:09.737266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:09.737398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:12.743195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:12.748245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:12.752793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:12.757621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:12.762329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:12.762452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:15.768855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:15.772895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:15.777166] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:15.780795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:15.784124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:15.784196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:18.788769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:18.792699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:18.796259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:18.799918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:18.803530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:18.803616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:21.808775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:21.813021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:21.817500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:21.821873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:21.825337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:21.825414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:24.830220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:24.833930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:24.837552] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:24.841271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:24.844970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:24.845073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:27.849810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:27.853859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:27.857274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:27.860849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:27.864433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:27.864516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:30.870638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:30.875501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:30.880341] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:30.885063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:30.889866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:30.889962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:33.896021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:33.900106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:33.903929] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:33.907975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:33.911794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:33.911926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:36.918080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:36.923613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:36.927526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:36.930849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:36.934166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:36.934235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:39.939150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:39.942458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:39.945845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:39.949388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:39.952962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:39.953045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:42.957978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:42.962014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:42.965602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:42.969130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:42.972496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:42.972581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:45.977746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:45.982669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:45.987208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:45.991282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:45.994682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:45.994755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:48.999887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:49.003694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:49.007331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:49.010946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:49.015613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:49.015737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:52.020703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:52.024180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:52.027845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:52.031155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:52.035185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:52.035342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:55.040215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:55.043611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:55.046879] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:55.050095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:55.053527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:55.053608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:58.058800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:58.062590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:58.066085] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:12:58.070272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:58.073631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:58.073719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:01.079196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:01.083676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:01.088607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:01.092513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:01.095865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:01.095960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:04.100438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:04.103966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:04.107306] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:04.110557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:04.114119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:04.114216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:07.119734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:07.123635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:07.127465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:07.131117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:07.134367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:07.134440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:10.140006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:10.144663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:10.149776] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:10.154181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:10.158480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:10.158563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:13.163255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:13.166898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:13.170173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:13.173393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:13.178290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:13.178411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:16.183857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:16.188290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:16.192553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:16.196794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:16.201013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:16.201096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:19.205235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:19.208685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:19.211992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:19.215243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:19.218517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:19.218603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:22.223424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:22.227613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:22.231270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:22.234621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:22.238503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:22.238606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:25.242748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:25.247315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:25.250711] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:25.254508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:25.257902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:25.257986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:28.263439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:28.267218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:28.271044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:28.275027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:28.278938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:28.279028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:31.284713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:31.289306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:31.292968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:31.296410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:31.299824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:31.299894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:34.304287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:34.308117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:34.312050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:34.316011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:34.319925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:34.320039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:37.325470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:37.329088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:37.332744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:37.336187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:37.339819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:37.339890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:40.345975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:40.350987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:40.355906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:40.359566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:40.362828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:40.362898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:43.369314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:43.374002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:43.378638] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:43.383509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:43.387963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:43.388061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:46.392943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:46.396620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:46.400428] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:46.403922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:46.407373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:46.407474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:49.412857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:49.416773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:49.420477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:49.423815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:49.427140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:49.427214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:52.432310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:52.436302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:52.439902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:52.443836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:52.447380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:52.447453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:55.452258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:55.456042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:55.460003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:55.463728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:55.467956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:55.468060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:58.473287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:58.477066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:58.480418] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:13:58.483860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:58.487190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:58.487264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:01.491992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:01.495663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:01.499195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:01.503069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:01.507220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:01.507331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:04.513475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:04.517807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:04.521592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:04.525235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:04.528701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:04.528778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:07.534606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:07.539426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:07.543768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:07.547808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:07.551418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:07.551514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:10.557535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:10.562592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:10.566840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:10.570378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:10.573715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:10.573789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:13.578870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:13.582385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:13.586027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:13.589291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:13.592855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:13.592928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:16.597602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:16.601924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:16.605992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:16.609616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:16.613215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:16.613317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:19.618217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:19.622252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:19.626079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:19.629692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:19.633467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:19.633602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:22.638416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:22.642096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:22.645843] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:22.650289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:22.653929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:22.654022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:25.659123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:25.662665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:25.666595] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:25.670021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:25.673888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:25.674029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:28.680113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:28.684493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:28.688842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:28.692467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:28.695869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:28.695959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:31.703395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:31.709671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:31.715762] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:31.721319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:31.726429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:31.726550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:34.732339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:34.736176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:34.740562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:34.744223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:34.751629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:34.751788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:37.756611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:37.760094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:37.763366] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:37.766621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:37.770009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:37.770080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:40.775583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:40.779573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:40.782944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:40.786230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:40.789544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:40.789628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:43.794358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:43.798035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:43.801838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:43.805345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:43.808736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:43.808828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:46.814767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:46.819851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:46.824793] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:46.829266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:46.832834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:46.832914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:49.837390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:49.840934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:49.844268] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:49.847550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:49.850847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:49.850919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:52.855809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:52.860146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:52.863997] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:52.867686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:52.871097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:52.871180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:55.876957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:55.881271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:55.884942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:55.889625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:55.893571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:55.893663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:58.898442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:58.902415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:58.906048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:14:58.909754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:58.913304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:58.913396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:01.918193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:01.921980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:01.926569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:01.930928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:01.934879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:01.934984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:04.939616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:04.942973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:04.946241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:04.950974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:04.955168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:04.955261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:07.959913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:07.963239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:07.966448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:07.969745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:07.972884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:07.972954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:10.978036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:10.981530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:10.984951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:10.989143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:10.992878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:10.992949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:13.998135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:14.001951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:14.005807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:14.009717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:14.013453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:14.013558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:17.017891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:17.021530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:17.025002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:17.028469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:17.031840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:17.031914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:20.037801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:20.042720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:20.047520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:20.052321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:20.057161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:20.057278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:23.061551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:23.065308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:23.068860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:23.072321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:23.076377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:23.076483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:26.082639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:26.088104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:26.092699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:26.096276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:26.100008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:26.100089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:29.105045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:29.110277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:29.114736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:29.118562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:29.122818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:29.122906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:32.128030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:32.131854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:32.135173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:32.138904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:32.142513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:32.142627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:35.148099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:35.152303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:35.156081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:35.159712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:35.163099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:35.163167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:38.167791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:38.171509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:38.175227] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:38.178957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:38.182572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:38.182674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:41.188036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:41.191966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:41.195388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:41.199689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:41.203345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:41.203417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:44.207864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:44.211578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:44.215148] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:44.218878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:44.222489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:44.222574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:47.229013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:47.232972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:47.236698] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:47.240376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:47.245307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:47.245453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:50.250748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:50.254352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:50.257633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:50.260938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:50.264164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:50.264235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:53.268805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:53.272163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:53.275536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:53.278853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:53.282372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:53.282470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:56.287257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:56.291191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:56.294968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:56.298598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:56.302416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:56.302525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:59.307884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:59.312167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:59.316334] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:15:59.320343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:59.324300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:59.324416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:02.329420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:02.333468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:02.338075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:02.342323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:02.346434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:02.346523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:05.351768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:05.355801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:05.359587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:05.363709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:05.367616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:05.367751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:08.374133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:08.378007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:08.381591] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:08.385139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:08.388859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:08.388942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:11.393635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:11.398266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:11.402523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:11.406835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:11.411101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:11.411226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:14.417017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:14.422145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:14.426706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:14.430997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:14.434912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:14.435009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:17.439689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:17.443788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:17.447319] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:17.451021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:17.454459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:17.454546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:20.458981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:20.462336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:20.465683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:20.468941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:20.472149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:20.472222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:23.477084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:23.480964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:23.484492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:23.487882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:23.491131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:23.491202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:26.496022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:26.499628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:26.503140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:26.506527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:26.509958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:26.510043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:29.516406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:29.522598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:29.528556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:29.532934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:29.537363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:29.537434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:32.543841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:32.548143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:32.552840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:32.557205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:32.560726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:32.560801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:35.565597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:35.569066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:35.572337] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:35.575714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:35.578944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:35.579023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:38.584560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:38.588885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:38.592833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:38.596773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:38.601979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:38.602135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:41.607427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:41.611734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:41.615847] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:41.620607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:41.625619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:41.625767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:44.630845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:44.634713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:44.638498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:44.642288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:44.646069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:44.646165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:47.650488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:47.653951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:47.657222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:47.660482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:47.664084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:47.664186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:50.669622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:50.674331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:50.678132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:50.681730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:50.685631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:50.685746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:53.691046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:53.695315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:53.698626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:53.701864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:53.705132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:53.705202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:56.711128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:56.715227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:56.718766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:56.722093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:56.725356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:56.725432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:59.731924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:59.736701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:59.741336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:16:59.746248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:59.750654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:59.750788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:02.756846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:02.762131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:02.767224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:02.772583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:02.777279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:02.777432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:05.782961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:05.787976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:05.792564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:05.796496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:05.801701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:05.801826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:08.807084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:08.811099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:08.814877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:08.818712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:08.822748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:08.822851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:11.827360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:11.831374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:11.836106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:11.840178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:11.844152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:11.844260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:14.850586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:14.856137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:14.861167] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:14.865458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:14.869794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:14.869891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:17.874780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:17.878386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:17.881713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:17.884943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:17.888465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:17.888547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:20.892883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:20.896865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:20.900301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:20.903622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:20.906952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:20.907043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:23.911444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:23.914893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:23.918230] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:23.921471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:23.924932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:23.925013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:26.929514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:26.933228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:26.936791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:26.940257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:26.943985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:26.944094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:29.948873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:29.952244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:29.955465] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:29.958719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:29.961939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:29.962008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:32.966093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:32.969569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:32.973181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:32.976835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:32.980303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:32.980395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:35.985439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:35.989021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:35.992401] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:35.995729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:35.998968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:35.999049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:39.003838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:39.007393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:39.010812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:39.014238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:39.017573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:39.017661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:42.022439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:42.026488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:42.030214] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:42.033819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:42.037398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:42.037482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:45.042250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:45.045614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:45.048985] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:45.052285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:45.055587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:45.055706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:48.060459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:48.064692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:48.068430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:48.071816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:48.075108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:48.075180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:51.079538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:51.083045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:51.086887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:51.090196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:51.093365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:51.093435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:54.098261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:54.101924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:54.105187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:54.108473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:54.111795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:54.111884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:57.116539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:57.120624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:57.124056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:17:57.128237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:57.131735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:57.131811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:00.136674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:00.142932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:00.146581] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:00.150400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:00.154855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:00.154953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:03.159421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:03.162950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:03.166710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:03.170471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:03.173823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:03.173896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:06.179883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:06.184546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:06.188860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:06.192235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:06.195442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:06.195517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:09.201879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:09.206032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:09.209825] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:09.213709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:09.218451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:09.218606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:12.223393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:12.227299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:12.231540] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:12.235463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:12.239038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:12.239113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:15.243899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:15.247367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:15.250687] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:15.254043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:15.257583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:15.257677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:18.262604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:18.266441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:18.269951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:18.273176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:18.276465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:18.276535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:21.281328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:21.285059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:21.288523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:21.292226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:21.295606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:21.295706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:24.300218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:24.304366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:24.308072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:24.311984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:24.316391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:24.316486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:27.321722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:27.326121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:27.330525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:27.335671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:27.339929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:27.340011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:30.345003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:30.349337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:30.353328] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:30.357166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:30.360981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:30.361095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:33.366008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:33.371277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:33.375896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:33.379541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:33.382934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:33.383009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:36.388038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:36.391793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:36.395338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:36.398820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:36.402221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:36.402293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:39.407996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:39.411665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:39.415159] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:39.418952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:39.425242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:39.425337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:42.430437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:42.434520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:42.438374] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:42.442696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:42.447748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:42.447864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:45.452846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:45.456888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:45.460450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:45.463867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:45.470931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:45.471047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:48.476323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:48.480236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:48.484042] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:48.487476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:48.491139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:48.491244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:51.495921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:51.499587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:51.503069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:51.506768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:51.510926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:51.511011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:54.516389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:54.520507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:54.524677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:54.528879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:54.533031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:54.533136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:57.538125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:57.541541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:57.544877] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:18:57.548151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:57.551463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:57.551539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:00.557508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:00.563232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:00.568753] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:00.574729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:00.580983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:00.581126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:03.587681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:03.592041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:03.596910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:03.601505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:03.605462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:03.605574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:06.610145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:06.613932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:06.618737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:06.622609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:06.626161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:06.626247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:09.631002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:09.634351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:09.637680] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:09.640865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:09.644020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:09.644092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:12.649634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:12.653459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:12.656815] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:12.660805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:12.664505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:12.664589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:15.669384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:15.672869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:15.676243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:15.679622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:15.682887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:15.682969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:18.688147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:18.691558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:18.694770] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:18.697983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:18.701177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:18.701248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:21.706224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:21.710017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:21.713377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:21.716727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:21.720247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:21.720327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:24.725048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:24.728749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:24.732233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:24.735579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:24.739090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:24.739182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:27.745526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:27.750558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:27.754901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:27.759591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:27.764343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:27.764462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:30.768709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:30.772287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:30.775605] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:30.779615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:30.782858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:30.782930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:33.787580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:33.791047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:33.794317] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:33.797596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:33.800945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:33.801018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:36.805526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:36.809050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:36.812399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:36.815966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:36.819311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:36.819386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:39.824922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:39.828495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:39.831915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:39.835466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:39.838872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:39.838963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:42.844318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:42.848407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:42.853737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:42.857560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:42.860977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:42.861049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:45.866221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:45.869673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:45.873114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:45.876479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:45.879828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:45.879900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:48.884203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:48.888003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:48.891547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:48.895077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:48.898600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:48.898697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:51.903322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:51.907017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:51.910286] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:51.913535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:51.916758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:51.916825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:54.921390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:54.925349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:54.928935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:54.932334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:54.935657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:54.935730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:57.940890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:57.944461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:57.947863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:19:57.951378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:57.954882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:57.954975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:00.959556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:00.963055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:00.966578] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:00.969851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:00.973075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:00.973228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:03.977875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:03.981851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:03.986077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:03.989703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:03.993577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:03.993700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:06.998391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:07.002030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:07.005387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:07.008706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:07.012128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:07.012229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:10.017419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:10.021249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:10.024749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:10.028359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:10.031839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:10.031936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:13.037470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:13.041628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:13.045111] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:13.048822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:13.052233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:13.052305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:16.056730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:16.060168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:16.063452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:16.066719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:16.069981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:16.070053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:19.074557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:19.078157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:19.081504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:19.084966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:19.088281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:19.088357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:22.093701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:22.097612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:22.101135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:22.104414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:22.107745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:22.107826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:25.112529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:25.116388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:25.120027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:25.123567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:25.127238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:25.127327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:28.132716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:28.136585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:28.140600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:28.144682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:28.148540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:28.148656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:31.153379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:31.156766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:31.160185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:31.163409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:31.166671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:31.166762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:34.172082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:34.175820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:34.179331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:34.183499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:34.187581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:34.187713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:37.192321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:37.196012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:37.199456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:37.202830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:37.206087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:37.206163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:40.210566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:40.214278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:40.217950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:40.221402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:40.224862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:40.224950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:43.229959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:43.234113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:43.238453] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:43.242835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:43.247053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:43.247169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:46.252472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:46.256864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:46.260781] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:46.264735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:46.270193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:46.270412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:49.275294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:49.278890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:49.282275] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:49.285721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:49.289144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:49.289223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:52.294127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:52.297930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:52.301491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:52.305337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:52.309004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:52.309098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:55.314204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:55.317763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:55.321223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:55.324601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:55.328185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:55.328269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:58.332805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:58.336740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:58.340718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:20:58.344436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:58.348312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:58.348437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:01.353246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:01.356760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:01.360080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:01.363308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:01.366544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:01.366620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:04.372321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:04.377608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:04.382112] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:04.386882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:04.391239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:04.391366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:07.396065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:07.399904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:07.403662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:07.407469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:07.411100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:07.411188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:10.415484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:10.419237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:10.422835] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:10.426457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:10.430085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:10.430188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:13.435006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:13.438483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:13.442242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:13.446145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:13.449864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:13.449950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:16.455108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:16.459051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:16.462398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:16.466032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:16.469770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:16.469841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:19.475426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:19.480390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:19.485222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:19.489530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:19.493694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:19.493772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:22.497938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:22.501257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:22.504462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:22.507689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:22.511227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:22.511299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:25.515992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:25.519787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:25.523121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:25.526388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:25.529697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:25.529775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:28.534773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:28.538695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:28.542538] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:28.546306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:28.549947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:28.550034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:31.555127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:31.558699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:31.562011] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:31.565543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:31.569616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:31.569763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:34.575713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:34.579525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:34.584458] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:34.591824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:34.595792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:34.595864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:37.600768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:37.604462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:37.608686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:37.612055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:37.615321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:37.615392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:40.620630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:40.624918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:40.628920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:40.632937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:40.636881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:40.637008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:43.642282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:43.645531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:43.648805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:43.653188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:43.656735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:43.656805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:46.661822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:46.665874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:46.669768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:46.673227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:46.676412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:46.676482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:49.681348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:49.685516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:49.689223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:49.693067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:49.696473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:49.696560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:52.701202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:52.704735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:52.708208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:52.711611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:52.715144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:52.715224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:55.719496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:55.723151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:55.726568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:55.729951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:55.733184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:55.733259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:58.738764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:58.742340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:58.745951] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:21:58.749754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:58.754467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:58.754589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:01.759777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:01.763484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:01.767255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:01.770957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:01.775036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:01.775148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:04.779692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:04.783745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:04.787745] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:04.791461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:04.795141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:04.795252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:07.800123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:07.805533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:07.809587] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:07.813197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:07.816571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:07.816675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:10.821808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:10.825346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:10.828898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:10.832992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:10.836910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:10.837011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:13.841180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:13.844581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:13.847848] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:13.851252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:13.854610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:13.854706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:16.860024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:16.863569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:16.867056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:16.871216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:16.875042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:16.875122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:19.880031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:19.884308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:19.887960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:19.891507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:19.895228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:19.895302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:22.901325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:22.905173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:22.908556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:22.911800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:22.915166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:22.915251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:25.920351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:25.923755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:25.927025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:25.930218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:25.933427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:25.933498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:28.939775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:28.943557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:28.947314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:28.951054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:28.955100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:28.955234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:31.960274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:31.964235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:31.967992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:31.971592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:31.975247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:31.975330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:34.984727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:34.994378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:35.003025] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:35.009522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:35.016737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:35.016894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:38.021621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:38.025409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:38.030122] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:38.034277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:38.038810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:38.040062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:41.044840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:41.048564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:41.052149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:41.056266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:41.060159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:41.060234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:44.066042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:44.071068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:44.075027] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:44.078326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:44.081977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:44.082107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:47.088668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:47.093784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:47.098882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:47.102768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:47.106902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:47.107015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:50.112408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:50.116248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:50.119660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:50.122887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:50.126286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:50.126363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:53.131556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:53.135370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:53.138666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:53.141921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:53.145138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:53.145207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:56.149799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:56.153355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:56.156903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:56.160421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:56.163959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:56.164045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:59.169458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:59.173295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:59.177173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:22:59.180753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:59.184514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:59.184604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:02.189920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:02.193430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:02.197115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:02.200731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:02.204247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:02.204336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:05.209220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:05.213064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:05.216618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:05.219968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:05.223219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:05.223291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:08.227859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:08.231211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:08.235443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:08.239423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:08.242995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:08.243066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:11.248085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:11.251457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:11.254660] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:11.257841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:11.261012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:11.261084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:14.266032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:14.269421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:14.272696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:14.275897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:14.279087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:14.279157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:17.284082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:17.287832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:17.291450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:17.294854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:17.298466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:17.298541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:20.303558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:20.307724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:20.311225] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:20.314549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:20.318351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:20.318427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:23.322996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:23.326435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:23.329759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:23.333057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:23.336311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:23.336402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:26.341825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:26.345284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:26.348743] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:26.352236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:26.355741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:26.355811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:29.361672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:29.366527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:29.370273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:29.373619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:29.376874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:29.376977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:32.381842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:32.385910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:32.390127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:32.394602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:32.399167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:32.399287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:35.404235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:35.407721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:35.411140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:35.414430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:35.417782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:35.417880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:38.422212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:38.426032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:38.429636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:38.433091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:38.436492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:38.436586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:41.441839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:41.445380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:41.448734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:41.452508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:41.456175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:41.456253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:44.461266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:44.466426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:44.471446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:44.476007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:44.481019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:44.481134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:47.486567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:47.490238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:47.493633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:47.497540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:47.501172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:47.501256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:50.507749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:50.512344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:50.517500] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:50.521632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:50.525013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:50.525090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:53.529701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:53.533427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:53.537079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:53.542453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:53.547538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:53.547697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:56.554192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:56.559779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:56.564849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:56.569027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:56.572966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:56.573062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:59.577827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:59.581767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:59.585490] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:23:59.589202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:59.592955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:59.593075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:02.598296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:02.601761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:02.605519] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:02.609045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:02.612693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:02.612776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:05.622718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:05.628021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:05.632871] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:05.637055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:05.640950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:05.641081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:08.646077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:08.649942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:08.653782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:08.657487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:08.661422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:08.661504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:11.666108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:11.669731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:11.673048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:11.676408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:11.679773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:11.679849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:14.684870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:14.689330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:14.695389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:14.699597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:14.703397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:14.703488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:17.708235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:17.711844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:17.715158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:17.718472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:17.721766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:17.721840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:20.726868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:20.730820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:20.734211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:20.737722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:20.741679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:20.741752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:23.747820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:23.753099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:23.758423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:23.763805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:23.769152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:23.769308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:26.773998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:26.777696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:26.781240] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:26.784618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:26.787995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:26.788070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:29.793440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:29.797392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:29.801383] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:29.805316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:29.808890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:29.808986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:32.813576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:32.817009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:32.820288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:32.823484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:32.826742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:32.826839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:35.832564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:35.836535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:35.840169] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:35.843705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:35.847107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:35.847188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:38.851733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:38.855114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:38.858373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:38.861592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:38.864835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:38.864910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:41.869529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:41.873738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:41.877727] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:41.882173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:41.887208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:41.887323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:44.892275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:44.895698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:44.899012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:44.902338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:44.905678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:44.905752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:47.910333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:47.914305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:47.917981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:47.921735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:47.925165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:47.925241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:50.930420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:50.933975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:50.937416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:50.940758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:50.945179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:50.945287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:53.950449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:53.954262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:53.958172] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:53.961763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:53.965283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:53.965392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:56.970250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:56.974239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:56.978331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:24:56.981920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:56.985242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:56.985324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:59.991228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:59.995703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:00.000327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:00.004880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:00.009321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:00.009443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:03.014060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:03.017738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:03.021380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:03.025044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:03.028519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:03.028595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:06.033002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:06.037542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:06.042603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:06.046866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:06.052764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:06.052884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:09.058727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:09.062612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:09.066303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:09.070126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:09.073811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:09.073922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:12.078289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:12.081967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:12.085600] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:12.089256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:12.092779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:12.092863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:15.097987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:15.101862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:15.105322] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:15.108784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:15.111999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:15.112071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:18.117026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:18.121030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:18.124484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:18.127897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:18.132581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:18.132794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:21.138814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:21.143738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:21.148074] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:21.151761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:21.155084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:21.155155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:24.161067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:24.165867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:24.170395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:24.175004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:24.179372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:24.179488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:27.184946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:27.189009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:27.192575] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:27.196258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:27.200161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:27.200248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:30.205225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:30.208821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:30.212228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:30.215877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:30.219573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:30.219694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:33.224488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:33.228011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:33.231558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:33.235100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:33.238629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:33.238741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:36.243605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:36.247009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:36.250221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:36.253446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:36.256629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:36.256777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:39.261782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:39.266626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:39.271243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:39.275172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:39.278853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:39.278948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:42.283958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:42.287445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:42.290859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:42.294278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:42.297678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:42.297759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:45.302431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:45.305997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:45.309384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:45.312726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:45.316075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:45.316168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:48.322215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:48.326688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:48.330229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:48.333708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:48.338062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:48.338200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:51.342848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:51.346573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:51.350361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:51.353985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:51.357573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:51.357699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:54.362587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:54.366034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:54.369493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:54.372956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:54.376225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:54.376334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:57.381571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:57.384986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:57.389022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:25:57.392840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:57.396326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:57.396407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:00.404946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:00.409911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:00.414536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:00.419296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:00.423816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:00.423930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:03.429593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:03.433701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:03.437805] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:03.441755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:03.445812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:03.445917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:06.450862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:06.454850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:06.458579] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:06.462269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:06.465998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:06.466102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:09.471416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:09.475568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:09.480072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:09.484407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:09.488968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:09.489090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:12.494888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:12.498793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:12.502397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:12.505994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:12.509704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:12.509820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:15.514388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:15.518948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:15.523093] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:15.526530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:15.530044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:15.530122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:18.534568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:18.538446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:18.542292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:18.546166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:18.549994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:18.550098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:21.555118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:21.558714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:21.562190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:21.565656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:21.569144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:21.569221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:24.573238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:24.576562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:24.580160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:24.583375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:24.586594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:24.586685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:27.591524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:27.595043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:27.598422] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:27.601691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:27.605145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:27.605219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:30.610097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:30.613684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:30.617058] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:30.620574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:30.624038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:30.624150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:33.629004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:33.632475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:33.635740] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:33.639056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:33.642350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:33.642422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:36.647150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:36.651148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:36.654754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:36.658298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:36.661667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:36.661763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:39.666709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:39.670524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:39.674251] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:39.678226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:39.681936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:39.682018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:42.687233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:42.690637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:42.694523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:42.698394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:42.702395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:42.702513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:45.706858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:45.710373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:45.713861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:45.717216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:45.720600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:45.720724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:48.725895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:48.729770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:48.733866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:48.737813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:48.741502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:48.741590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:51.746237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:51.749727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:51.753037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:51.756248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:51.759424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:51.759495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:54.764727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:54.768602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:54.772222] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:54.776925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:54.781111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:54.781185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:57.786102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:57.790409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:57.794274] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:26:57.798188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:57.801965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:57.802081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:00.807951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:00.812169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:00.816056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:00.820409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:00.824672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:00.824783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:03.831718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:03.836123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:03.840092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:03.843503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:03.848070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:03.848227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:06.853469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:06.857699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:06.861410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:06.864830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:06.868842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:06.868978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:09.875150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:09.879101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:09.882679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:09.887021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:09.891415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:09.891714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:12.897217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:12.900885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:12.904509] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:12.908048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:12.911475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:12.911558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:15.917053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:15.920999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:15.924858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:15.928762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:15.932887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:15.932996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:18.937440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:18.941187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:18.944598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:18.947852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:18.951127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:18.951209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:21.956167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:21.959862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:21.963238] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:21.966603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:21.970923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:21.971031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:24.976345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:24.980103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:24.984205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:24.987955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:24.991368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:24.991448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:27.997447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:28.002012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:28.007492] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:28.010929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:28.014161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:28.014230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:31.019567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:31.023507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:31.027470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:31.031402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:31.035313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:31.035414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:34.040586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:34.044729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:34.048532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:34.052608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:34.056306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:34.056382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:37.061979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:37.066138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:37.069596] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:37.072840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:37.076026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:37.076098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:40.080914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:40.085048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:40.088867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:40.092529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:40.096282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:40.096379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:43.101411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:43.104900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:43.108255] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:43.111528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:43.114886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:43.114961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:46.119815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:46.123491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:46.126860] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:46.130267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:46.133640] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:46.133734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:49.139684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:49.144076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:49.148432] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:49.153130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:49.157868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:49.157998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:52.163411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:52.167480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:52.171523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:52.175779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:52.180195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:52.180291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:55.184988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:55.188597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:55.192061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:55.195553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:55.198911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:55.199005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:58.204225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:58.208676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:58.212699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:27:58.216619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:58.219973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:58.220045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:01.225569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:01.229109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:01.233061] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:01.236652] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:01.241093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:01.241169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:04.245815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:04.249205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:04.252533] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:04.255762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:04.258969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:04.259041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:07.263464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:07.266830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:07.270077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:07.273262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:07.276503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:07.276578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:10.281365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:10.284960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:10.288416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:10.291795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:10.295121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:10.295214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:13.300859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:13.305196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:13.309563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:13.313401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:13.317292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:13.317410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:16.322283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:16.326336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:16.330183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:16.333875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:16.337441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:16.337549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:19.342043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:19.345525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:19.349047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:19.352565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:19.356419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:19.356527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:22.361460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:22.365339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:22.369372] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:22.373218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:22.376872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:22.376992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:25.382019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:25.386014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:25.389795] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:25.393576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:25.397264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:25.397366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:28.401983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:28.405385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:28.408666] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:28.411919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:28.415243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:28.415320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:31.420274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:31.423639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:31.426889] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:31.430159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:31.433359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:31.433435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:34.438375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:34.441960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:34.445258] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:34.448544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:34.451872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:34.451946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:37.456625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:37.460358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:37.464857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:37.468663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:37.471906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:37.471989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:40.479402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:40.484342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:40.487746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:40.491601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:40.495281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:40.495352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:43.501524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:43.507512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:43.512610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:43.517360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:43.521579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:43.521718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:46.526317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:46.530087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:46.533672] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:46.537364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:46.540932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:46.541019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:49.545510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:49.549044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:49.552280] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:49.555538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:49.558810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:49.558882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:52.563439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:52.567404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:52.571302] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:52.574968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:52.578464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:52.578542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:55.583253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:55.586768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:55.590092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:55.593460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:55.596994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:55.597076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:58.601297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:58.604917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:58.608310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:28:58.611633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:58.615196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:58.615288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:01.620455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:01.624000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:01.627378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:01.630822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:01.634194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:01.634264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:04.639304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:04.642836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:04.646609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:04.650822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:04.654294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:04.654389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:07.659324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:07.663109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:07.667412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:07.672272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:07.676982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:07.677088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:10.682913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:10.687974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:10.693321] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:10.698385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:10.702778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:10.702893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:13.707632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:13.712069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:13.715888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:13.719528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:13.722902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:13.722976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:16.728059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:16.732035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:16.735897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:16.739700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:16.743959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:16.744083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:19.748697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:19.752268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:19.755952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:19.759571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:19.762994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:19.763107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:22.767170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:22.770524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:22.773744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:22.776881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:22.780158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:22.780227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:25.785257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:25.788790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:25.792173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:25.795502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:25.799051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:25.799139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:28.804435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:28.808176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:28.812783] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:28.816229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:28.819428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:28.819499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:31.824786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:31.828446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:31.831910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:31.835141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:31.838380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:31.838454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:34.843240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:34.846689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:34.850050] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:34.853300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:34.857311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:34.857422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:37.862929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:37.868164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:37.873347] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:37.877520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:37.881543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:37.881686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:40.886991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:40.890827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:40.894103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:40.897308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:40.900497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:40.900573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:43.905775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:43.909878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:43.914107] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:43.917724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:43.921158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:43.921231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:46.926178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:46.929687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:46.932978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:46.936241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:46.939610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:46.939713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:49.944303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:49.948144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:49.951890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:49.955573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:49.959270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:49.959361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:52.964563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:52.968433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:52.971943] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:52.975457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:52.979084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:52.979167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:55.983996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:55.987315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:55.990573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:55.993789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:55.997089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:55.997165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:59.002989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:59.007679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:59.012314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:29:59.016870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:59.021571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:59.021707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:02.026591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:02.032322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:02.037408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:02.041686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:02.045614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:02.045723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:05.052366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:05.057033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:05.060788] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:05.064040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:05.067321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:05.067428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:08.071968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:08.075474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:08.078840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:08.082176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:08.085387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:08.085460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:11.090361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:11.093963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:11.097403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:11.100622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:11.103823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:11.103893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:14.109492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:14.113066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:14.116373] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:14.119855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:14.124771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:14.124921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:17.129378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:17.133754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:17.137470] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:17.141085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:17.144504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:17.144587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:20.149350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:20.153233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:20.157049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:20.160882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:20.164967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:20.165070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:23.174156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:23.178934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:23.183257] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:23.187820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:23.192239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:23.192364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:26.198287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:26.202720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:26.207402] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:26.212837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:26.217488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:26.217599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:29.221895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:29.225330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:29.229071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:29.233196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:29.236627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:29.236710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:32.241608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:32.245513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:32.249686] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:32.253618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:32.257853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:32.257970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:35.262739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:35.266878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:35.270916] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:35.274890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:35.278706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:35.278797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:38.283371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:38.287415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:38.291425] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:38.295140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:38.298847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:38.298943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:41.305112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:41.310712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:41.315884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:41.321203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:41.327206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:41.327343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:44.332275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:44.335801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:44.339149] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:44.342581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:44.345858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:44.345947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:47.351016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:47.355248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:47.359370] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:47.363307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:47.367160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:47.367275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:50.372393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:50.376252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:50.379942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:50.383536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:50.387188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:50.387275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:53.392152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:53.395849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:53.399450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:53.403095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:53.406908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:53.408945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:56.413556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:56.417213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:56.420846] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:56.424387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:56.428157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:56.428233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:59.433059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:59.436798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:59.440667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:30:59.444507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:59.449268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:59.449390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:02.454250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:02.458050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:02.461726] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:02.466225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:02.470150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:02.470253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:05.475305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:05.478681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:05.481836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:05.486332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:05.491326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:05.491461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:08.497325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:08.501844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:08.506249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:08.510420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:08.514096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:08.514195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:11.519048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:11.522876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:11.526742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:11.530631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:11.534435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:11.534553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:14.539315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:14.543525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:14.547563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:14.551402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:14.555459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:14.555559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:17.560421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:17.564447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:17.568296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:17.572029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:17.575545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:17.575662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:20.580612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:20.584410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:20.588569] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:20.592092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:20.595978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:20.596100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:23.601446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:23.605212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:23.608881] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:23.613045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:23.617447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:23.617554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:26.622232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:26.626662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:26.630518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:26.634870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:26.639160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:26.639272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:29.645381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:29.650010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:29.654360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:29.658679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:29.663246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:29.663430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:32.668786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:32.673046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:32.677338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:32.681753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:32.685812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:32.685927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:35.690550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:35.694470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:35.698884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:35.702901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:35.706352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:35.706446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:38.714390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:38.718150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:38.721585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:38.724959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:38.728420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:38.728501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:41.733169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:41.736519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:41.739862] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:41.743039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:41.746194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:41.746263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:44.751312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:44.754800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:44.758087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:44.761532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:44.764773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:44.764862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:47.770923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:47.775085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:47.779518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:47.783676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:47.787053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:47.787128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:50.791808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:50.795665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:50.799361] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:50.802972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:50.806993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:50.807093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:53.812911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:53.817843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:53.822852] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:53.828266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:53.832869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:53.832989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:56.837775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:56.841398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:56.845209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:56.849046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:56.852411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:56.852485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:59.859007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:59.862980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:59.866476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:31:59.869876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:59.873383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:59.873473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:02.879611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:02.884629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:02.889802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:02.894625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:02.899120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:02.899221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:05.904395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:05.908368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:05.912200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:05.916178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:05.920035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:05.920138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:08.925596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:08.930881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:08.935636] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:08.939626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:08.943619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:08.943749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:11.949634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:11.953824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:11.958128] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:11.961986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:11.965698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:11.965815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:14.970595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:14.974461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:14.978318] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:14.981866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:14.985385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:14.985465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:17.991223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:17.995029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:17.999683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:18.005067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:18.010220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:18.010362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:21.016002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:21.020392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:21.024676] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:21.028906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:21.033428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:21.033523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:24.038347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:24.042482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:24.046403] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:24.050175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:24.054215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:24.054330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:27.059848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:27.063669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:27.070158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:27.074402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:27.078238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:27.078324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:30.084064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:30.088246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:30.092546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:30.097563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:30.101851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:30.101939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:33.106768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:33.111492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:33.115814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:33.120009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:33.123902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:33.124004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:36.129503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:36.133307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:36.136863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:36.140213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:36.143455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:36.143530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:39.148336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:39.151731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:39.155189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:39.158488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:39.161939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:39.162028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:42.166872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:42.170915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:42.174611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:42.178592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:42.182748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:42.182840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:45.187255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:45.190795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:45.194469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:45.197996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:45.201795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:45.201889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:48.207293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:48.211422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:48.215150] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:48.218941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:48.223023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:48.223137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:51.227462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:51.230912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:51.234198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:51.237457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:51.240763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:51.240835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:54.246030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:54.249833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:54.253613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:54.257349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:54.260787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:54.260866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:57.265244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:57.268900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:57.272288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:32:57.275694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:57.278994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:57.279088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:00.284025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:00.287477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:00.291226] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:00.294659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:00.298713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:00.298836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:03.303625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:03.308792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:03.313193] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:03.317263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:03.321036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:03.321116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:06.327344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:06.331972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:06.336210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:06.340366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:06.344699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:06.344844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:09.349070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:09.352468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:09.355754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:09.358970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:09.362142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:09.362213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:12.367513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:12.371426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:12.375237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:12.379010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:12.382563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:12.382687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:15.387489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:15.391327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:15.394806] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:15.401197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:15.404725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:15.404813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:18.409508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:18.413090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:18.417419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:18.420913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:18.424289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:18.424361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:21.429241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:21.433515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:21.437840] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:21.442059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:21.446180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:21.446297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:24.451348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:24.455258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:24.459037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:24.462622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:24.466324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:24.466417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:27.471196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:27.475250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:27.479364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:27.483538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:27.487658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:27.487773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:30.493169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:30.498017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:30.503141] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:30.507917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:30.512080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:30.512183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:33.517195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:33.521251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:33.525121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:33.529065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:33.532912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:33.533010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:36.543142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:36.547784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:36.551947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:36.556077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:36.560293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:36.560414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:39.564967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:39.568441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:39.572140] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:39.576225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:39.580049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:39.580125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:42.585367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:42.589079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:42.592513] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:42.598102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:42.604080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:42.604244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:45.609623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:45.613877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:45.617915] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:45.621751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:45.625502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:45.625598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:48.630211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:48.633863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:48.637133] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:48.640428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:48.643687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:48.643759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:51.648657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:51.652120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:51.655525] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:51.659251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:51.662919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:51.663013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:54.668327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:54.672390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:54.676177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:54.679932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:54.683892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:54.683998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:57.688707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:57.692556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:57.696261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:33:57.700372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:57.703986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:57.704056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:00.713023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:00.721424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:00.728763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:00.735252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:00.741683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:00.741807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:03.746775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:03.750106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:03.754457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:03.758064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:03.761367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:03.761439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:06.766905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:06.770867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:06.774897] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:06.778684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:06.783087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:06.783229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:09.788118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:09.792235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:09.796197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:09.800018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:09.803638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:09.803767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:12.808518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:12.812467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:12.815920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:12.819414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:12.823016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:12.823102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:15.827966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:15.831513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:15.834935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:15.838799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:15.842614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:15.842731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:18.850981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:18.855290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:18.859057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:18.862613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:18.866328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:18.866429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:21.871230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:21.874772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:21.878132] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:21.881458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:21.884789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:21.884867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:24.889602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:24.893396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:24.897035] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:24.900534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:24.904009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:24.904107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:27.909023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:27.912555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:27.915832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:27.919095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:27.922298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:27.922371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:30.927173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:30.930445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:30.933704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:30.936952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:30.940155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:30.940224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:33.945214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:33.949338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:33.953101] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:33.957061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:33.960822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:33.960915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:36.965472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:36.969234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:36.972683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:36.976003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:36.979357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:36.979441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:39.985831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:39.990614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:39.994217] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:39.999890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:40.003703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:40.003795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:43.008187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:43.012068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:43.015389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:43.018623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:43.021799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:43.021869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:46.026576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:46.030379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:46.033888] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:46.037329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:46.040770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:46.040845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:49.045877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:49.049579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:49.052842] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:49.056036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:49.059311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:49.059380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:52.064514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:52.068222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:52.071963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:52.075401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:52.080487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:52.080703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:55.085907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:55.090307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:55.094558] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:55.102200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:55.106957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:55.107081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:58.111783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:58.115551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:58.119200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:34:58.122701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:58.126109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:58.126205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:01.132179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:01.137194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:01.142130] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:01.147105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:01.151791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:01.151899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:04.157414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:04.161858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:04.165855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:04.169907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:04.173964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:04.174101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:07.179464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:07.183031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:07.186876] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:07.190501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:07.194936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:07.195062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:10.199942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:10.203614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:10.206995] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:10.210362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:10.213793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:10.213868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:13.220748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:13.226215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:13.230844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:13.235621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:13.239692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:13.239786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:16.244563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:16.248554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:16.252952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:16.257035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:16.261123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:16.261240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:19.267050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:19.272414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:19.277839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:19.283075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:19.288294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:19.288411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:22.294672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:22.300560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:22.305448] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:22.310516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:22.315083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:22.315185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:25.321089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:25.325369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:25.330461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:25.334813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:25.339272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:25.339396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:28.345390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:28.349833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:28.355082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:28.359934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:28.363810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:28.363921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:31.369613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:31.375340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:31.380081] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:31.385000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:31.389472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:31.389576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:34.394273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:34.398575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:34.402498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:34.406443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:34.410895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:34.411015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:37.416003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:37.419675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:37.423239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:37.426574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:37.429977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:37.430061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:40.434972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:40.438542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:40.442329] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:40.446768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:40.451134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:40.451238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:43.456190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:43.460027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:43.463786] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:43.467396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:43.471064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:43.471155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:46.476403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:46.480912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:46.484844] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:46.488873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:46.492554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:46.492677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:49.498021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:49.501839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:49.505602] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:49.509354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:49.512942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:49.513028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:52.519060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:52.524929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:52.530697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:52.534723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:52.538029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:52.538107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:55.542983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:55.546989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:55.551613] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:55.555586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:55.559537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:55.559633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:58.564962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:58.569028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:58.573019] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:35:58.577141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:58.581032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:58.581116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:01.587273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:01.592335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:01.596489] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:01.604871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:01.609828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:01.609962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:04.615221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:04.619100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:04.622626] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:04.626384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:04.630308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:04.630420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:07.636076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:07.639957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:07.643527] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:07.647170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:07.650739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:07.650813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:10.655783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:10.659625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:10.663233] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:10.667032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:10.670568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:10.670662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:13.676197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:13.680762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:13.686346] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:13.692532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:13.698244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:13.698363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:16.705137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:16.710088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:16.713973] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:16.717676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:16.722334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:16.722495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:19.727631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:19.731494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:19.735522] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:19.739925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:19.743712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:19.743815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:22.748737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:22.752037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:22.755181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:22.758406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:22.761601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:22.761691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:25.767956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:25.772424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:25.776135] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:25.780031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:25.783636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:25.783741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:28.787992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:28.791367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:28.794731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:28.797987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:28.801227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:28.801296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:31.806484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:31.810632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:31.814564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:31.818595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:31.822839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:31.822958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:34.828520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:34.832336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:34.836178] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:34.839982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:34.843804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:34.843921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:37.848583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:37.852492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:37.856053] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:37.859528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:37.862988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:37.863064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:40.868038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:40.872125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:40.875982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:40.879898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:40.883737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:40.883836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:43.889025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:43.892378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:43.895568] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:43.898776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:43.901947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:43.902018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:46.906157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:46.909465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:46.912834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:46.916162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:46.919380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:46.919450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:49.924079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:49.927942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:49.931820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:49.935441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:49.939293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:49.939382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:52.944427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:52.948379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:52.952435] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:52.956585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:52.960852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:52.960965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:55.964973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:55.968703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:55.972194] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:55.976021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:55.979492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:55.979565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:58.984529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:58.988924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:58.993004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:36:58.996968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:59.000616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:59.000734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:02.007150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:02.012277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:02.017412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:02.022350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:02.027488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:02.027581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:05.032481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:05.036085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:05.039457] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:05.042841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:05.046359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:05.046441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:08.050714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:08.054662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:08.058411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:08.062016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:08.066457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:08.066568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:11.071435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:11.075102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:11.079390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:11.083097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:11.086412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:11.086488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:14.092051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:14.096967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:14.101790] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:14.106352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:14.110128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:14.110225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:17.115141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:17.118843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:17.122455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:17.125845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:17.129265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:17.129340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:20.133963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:20.137510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:20.140928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:20.144257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:20.147659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:20.147741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:23.152429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:23.156287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:23.163021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:23.166510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:23.170067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:23.170148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:26.175228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:26.179084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:26.182706] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:26.186212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:26.189607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:26.189703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:29.194487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:29.198313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:29.202176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:29.205777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:29.209062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:29.209135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:32.213795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:32.217306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:32.220667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:32.224112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:32.227834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:32.227914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:35.233262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:35.236724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:35.240022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:35.244077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:35.247633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:35.247722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:38.252859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:38.256987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:38.262106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:38.267393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:38.272696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:38.272829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:41.278188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:41.282127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:41.286438] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:41.291329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:41.295193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:41.295267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:44.300215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:44.304218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:44.308124] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:44.312231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:44.316737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:44.316873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:47.322846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:47.327302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:47.331913] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:47.336769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:47.341675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:47.341795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:50.346291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:50.349814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:50.353082] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:50.356314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:50.360686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:50.360788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:53.365872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:53.369457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:53.372883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:53.376218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:53.379819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:53.379911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:56.385966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:56.390665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:56.395426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:56.399953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:56.403964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:56.404067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:59.409111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:59.413485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:59.417452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:37:59.421626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:59.425919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:59.426068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:02.432448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:02.437569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:02.442501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:02.446803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:02.451505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:02.451621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:05.458199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:05.463316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:05.468272] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:05.473118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:05.478044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:05.478215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:08.483268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:08.487185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:08.491043] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:08.495529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:08.499455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:08.499547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:11.505706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:11.510699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:11.515553] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:11.520432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:11.525224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:11.525342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:14.530817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:14.535937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:14.540945] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:14.545351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:14.550546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:14.550698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:17.555672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:17.559447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:17.563115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:17.566661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:17.570167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:17.570248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:20.575055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:20.578987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:20.582987] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:20.587034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:20.590865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:20.590962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:23.596109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:23.600721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:23.606016] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:23.610092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:23.613916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:23.614012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:26.618960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:26.623005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:26.626669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:26.630368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:26.634150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:26.634259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:29.640005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:29.645059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:29.649047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:29.652854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:29.656515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:29.656592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:32.661660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:32.665078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:32.668336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:32.671543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:32.674741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:32.674815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:35.679567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:35.683342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:35.687354] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:35.691203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:35.695198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:35.695305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:38.700211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:38.703998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:38.707702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:38.711475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:38.715074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:38.715175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:41.720184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:41.724417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:41.728562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:41.732883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:41.737204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:41.737317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:44.742109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:44.745838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:44.749211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:44.752795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:44.756511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:44.756617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:47.761372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:47.765605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:47.769477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:47.773568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:47.777428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:47.777519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:50.782118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:50.786142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:50.790301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:50.794462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:50.798977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:50.799094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:53.804332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:53.808943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:53.812378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:53.815958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:53.819327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:53.819408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:56.825525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:56.831126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:56.835363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:56.839124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:56.842774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:56.842851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:59.848030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:59.852019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:59.855520] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:38:59.859020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:59.862398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:59.862486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:02.868364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:02.872809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:02.877164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:02.881526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:02.885147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:02.885224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:05.889397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:05.892913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:05.896247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:05.899535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:05.902803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:05.902889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:08.907493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:08.910867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:08.914109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:08.917311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:08.920482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:08.920555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:11.925408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:11.930199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:11.936224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:11.940507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:11.944801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:11.944915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:14.949631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:14.953517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:14.956824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:14.960089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:14.963513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:14.963605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:17.969020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:17.974827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:17.980398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:17.985596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:17.990510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:17.990666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:20.995524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:20.999436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:21.003301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:21.007504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:21.011270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:21.011365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:24.018003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:24.023527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:24.028446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:24.033813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:24.038767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:24.038884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:27.043618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:27.047519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:27.050886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:27.054076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:27.057302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:27.057377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:30.061907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:30.065329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:30.068625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:30.071909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:30.075167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:30.075252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:33.079908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:33.083320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:33.086564] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:33.089795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:33.093094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:33.093168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:36.097974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:36.101938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:36.106114] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:36.109995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:36.113506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:36.113582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:39.118311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:39.122575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:39.126187] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:39.130542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:39.134756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:39.134859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:42.139857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:42.144146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:42.149185] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:42.153049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:42.156404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:42.156485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:45.161113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:45.165262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:45.169263] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:45.172870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:45.176520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:45.176604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:48.181105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:48.184555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:48.188049] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:48.191366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:48.194684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:48.194758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:51.199063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:51.202482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:51.206269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:51.209962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:51.213248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:51.213324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:54.217932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:54.222311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:54.227430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:54.232575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:54.237575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:54.237712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:57.244634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:57.250041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:57.255423] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:39:57.259457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:57.262751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:57.262825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:00.268289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:00.271760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:00.275075] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:00.278729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:00.282310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:00.282399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:03.286947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:03.290454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:03.293721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:03.297008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:03.300567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:03.300664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:06.305510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:06.309219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:06.312868] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:06.316267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:06.319613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:06.319704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:09.324612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:09.328212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:09.331716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:09.335267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:09.339142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:09.339223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:12.344889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:12.348508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:12.352685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:12.356443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:12.360175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:12.360263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:15.365394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:15.369633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:15.373477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:15.377480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:15.381034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:15.381105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:18.386323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:18.391004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:18.395236] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:18.398965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:18.402662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:18.402756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:21.407672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:21.411409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:21.415048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:21.418519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:21.421954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:21.422034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:24.426979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:24.431147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:24.435157] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:24.439043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:24.442888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:24.443003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:27.448424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:27.452407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:27.456707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:27.460015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:27.463238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:27.463307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:30.468863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:30.473199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:30.476594] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:30.480384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:30.483783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:30.483857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:33.488952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:33.492698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:33.497229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:33.501711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:33.505499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:33.505594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:36.511225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:36.514632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:36.517928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:36.521222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:36.526171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:36.526318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:39.531195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:39.534977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:39.538585] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:39.542163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:39.545720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:39.545817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:42.550944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:42.555006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:42.559611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:42.563615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:42.567630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:42.567758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:45.572780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:45.576427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:45.580850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:45.584450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:45.587716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:45.587789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:48.592203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:48.595975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:48.599685] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:48.603195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:48.606583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:48.606691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:51.612593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:51.617111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:51.621451] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:51.625764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:51.630132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:51.630216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:54.635155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:54.638982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:54.642455] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:54.646968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:54.651341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:54.651492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:57.656627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:57.660982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:57.664920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:40:57.668806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:57.672707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:57.672804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:00.677490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:00.681539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:00.685496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:00.689634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:00.693710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:00.693821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:03.698502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:03.702532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:03.706350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:03.710427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:03.714569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:03.714692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:06.719581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:06.723164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:06.726669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:06.730430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:06.734149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:06.734242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:09.738869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:09.742713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:09.746301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:09.749891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:09.753520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:09.753625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:12.762377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:12.769367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:12.774375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:12.780275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:12.786360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:12.786501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:15.791956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:15.796326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:15.800234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:15.804381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:15.808264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:15.808391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:18.813099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:18.817181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:18.821201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:18.825268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:18.829381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:18.829479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:21.834267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:21.837896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:21.841215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:21.844630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:21.847992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:21.848070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:24.853530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:24.858012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:24.863014] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:24.866803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:24.870288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:24.870363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:27.874672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:27.878916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:27.882565] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:27.886138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:27.889759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:27.889839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:30.894183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:30.897620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:30.900902] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:30.904184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:30.907501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:30.907591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:33.913916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:33.918333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:33.923105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:33.928082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:33.932309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:33.932433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:36.937099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:36.940843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:36.944300] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:36.947807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:36.951597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:36.951701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:39.956635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:39.960544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:39.964270] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:39.967963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:39.971711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:39.971804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:42.976354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:42.980458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:42.984410] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:42.988276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:42.991833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:42.991916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:45.996284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:45.999750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:46.003368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:46.007390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:46.010961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:46.011049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:49.016468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:49.020004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:49.024211] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:49.027967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:49.032177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:49.032346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:52.037373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:52.041923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:52.045562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:52.049259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:52.052480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:52.052553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:55.058000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:55.062345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:55.065667] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:55.068909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:55.072360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:55.072464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:58.076980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:58.080448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:58.084000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:41:58.087341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:58.090623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:58.090710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:01.095229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:01.099536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:01.103291] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:01.106935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:01.110149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:01.110217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:04.114991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:04.118383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:04.121980] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:04.126561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:04.130256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:04.130341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:07.135147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:07.139371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:07.143138] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:07.146776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:07.150713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:07.150825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:10.155690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:10.159269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:10.162957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:10.166828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:10.170398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:10.170490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:13.176302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:13.180230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:13.184426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:13.188851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:13.192561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:13.192682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:16.198246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:16.202331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:16.206197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:16.210226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:16.214300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:16.214414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:19.220608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:19.224304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:19.228510] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:19.233036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:19.236709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:19.236804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:22.241632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:22.245435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:22.249358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:22.253219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:22.257399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:22.257530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:25.262278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:25.265668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:25.268919] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:25.272173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:25.275396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:25.275467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:28.281204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:28.286109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:28.290981] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:28.295966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:28.300759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:28.300880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:31.306320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:31.309980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:31.313577] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:31.320304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:31.324121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:31.324208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:34.329243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:34.332943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:34.336474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:34.339922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:34.343344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:34.343427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:37.349741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:37.354799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:37.359828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:37.364715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:37.369547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:37.369688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:40.374728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:40.378726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:40.382800] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:40.391544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:40.395597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:40.395703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:43.400090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:43.403338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:43.406484] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:43.409713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:43.412847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:43.412914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:46.418204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:46.422773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:46.426702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:46.430711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:46.434975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:46.435119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:49.440366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:49.443962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:49.447198] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:49.450419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:49.454090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:49.454220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:52.460213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:52.465221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:52.470780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:52.475569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:52.480315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:52.480480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:55.485982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:55.489737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:55.493541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:55.497486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:55.501178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:55.501272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:58.506401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:58.510490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:58.514827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:42:58.519155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:58.522773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:58.522856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:01.528687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:01.533455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:01.538190] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:01.542731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:01.547307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:01.547445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:04.552298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:04.555863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:04.559461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:04.563105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:04.566576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:04.566694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:07.571466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:07.575490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:07.580309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:07.584429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:07.588083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:07.588157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:10.592791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:10.596938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:10.601071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:10.605239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:10.609440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:10.609555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:13.614714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:13.618171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:13.621566] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:13.624963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:13.628334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:13.628412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:16.633530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:16.637148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:16.640397] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:16.643616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:16.646845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:16.646951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:19.651331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:19.654898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:19.658301] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:19.661721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:19.665068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:19.665159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:22.669851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:22.673953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:22.677794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:22.681525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:22.684946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:22.685018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:25.690743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:25.695467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:25.699906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:25.705085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:25.709122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:25.709216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:28.714031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:28.718101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:28.721624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:28.724957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:28.728563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:28.728684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:31.733552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:31.738317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:31.742668] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:31.746942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:31.751392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:31.751535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:34.756339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:34.760033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:34.763618] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:34.767264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:34.770819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:34.770904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:37.776621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:37.781385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:37.785960] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:37.790388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:37.795208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:37.795319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:40.799856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:40.803559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:40.807089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:40.810550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:40.814121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:40.814202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:43.820204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:43.824111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:43.827845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:43.831691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:43.835461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:43.835560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:46.840461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:46.844128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:46.848045] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:46.852227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:46.857854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:46.858029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:49.862895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:49.866810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:49.870175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:49.873465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:49.876764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:49.876837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:52.881672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:52.885495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:52.889060] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:52.892426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:52.896007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:52.896090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:55.901370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:55.904688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:55.907957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:55.911185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:55.914372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:55.914442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:58.919815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:58.923804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:58.927436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:43:58.932085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:58.936831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:58.936958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:01.942924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:01.947936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:01.952782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:01.957822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:01.962833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:01.962943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:04.967820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:04.971622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:04.975433] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:04.979223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:04.983295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:04.983402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:07.988721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:07.992216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:07.995506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:07.998722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:08.001919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:08.001987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:11.006817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:11.010244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:11.013562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:11.017525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:11.021206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:11.021307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:14.026477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:14.030386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:14.033766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:14.037042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:14.040251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:14.040320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:17.044968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:17.048915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:17.052400] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:17.055880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:17.059260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:17.059350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:20.064173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:20.067603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:20.070886] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:20.074112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:20.077352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:20.077424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:23.082277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:23.085885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:23.089313] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:23.092935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:23.096399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:23.096486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:26.101225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:26.104660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:26.107966] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:26.111395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:26.114925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:26.115002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:29.120003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:29.124000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:29.127956] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:29.131628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:29.135390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:29.135490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:32.140053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:32.144221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:32.148297] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:32.152065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:32.155710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:32.155799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:35.160250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:35.163692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:35.166858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:35.170075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:35.173443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:35.173515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:38.179074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:38.182879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:38.186404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:38.190079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:38.194449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:38.194551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:41.199117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:41.202366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:41.205691] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:41.209050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:41.212306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:41.212385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:44.218010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:44.221736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:44.225288] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:44.229069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:44.232668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:44.232777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:47.238479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:47.243402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:47.248029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:47.252912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:47.258443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:47.258577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:50.265447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:50.270461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:50.274550] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:50.278882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:50.282636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:50.282764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:53.287775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:53.291737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:53.295399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:53.299206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:53.302976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:53.303082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:56.308429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:56.312175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:56.315944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:56.319947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:56.323550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:56.323658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:59.329839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:59.334976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:59.339663] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:44:59.344515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:59.349593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:59.349744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:02.354611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:02.358656] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:02.362499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:02.366600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:02.370384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:02.370479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:05.375285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:05.379342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:05.382905] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:05.386344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:05.389794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:05.389871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:08.394613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:08.398286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:08.401787] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:08.405505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:08.409156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:08.409251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:11.413721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:11.417241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:11.420599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:11.423887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:11.427156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:11.427232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:14.432153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:14.436024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:14.439506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:14.442888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:14.446137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:14.446212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:17.450978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:17.455061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:17.459356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:17.463494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:17.467638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:17.467774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:20.472950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:20.476403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:20.479813] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:20.483188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:20.486437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:20.486510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:23.491191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:23.494722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:23.498177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:23.501609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:23.505071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:23.505151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:26.510046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:26.514783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:26.518183] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:26.521443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:26.524696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:26.524765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:29.529220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:29.532882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:29.536466] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:29.540103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:29.543570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:29.543703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:32.548837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:32.552403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:32.555760] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:32.559159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:32.562509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:32.562597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:35.567605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:35.572292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:35.575812] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:35.579017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:35.582285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:35.582360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:38.588067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:38.592985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:38.597723] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:38.602377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:38.606946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:38.607045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:41.612109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:41.616153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:41.619861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:41.623687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:41.627816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:41.627945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:44.633061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:44.636773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:44.640181] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:44.643497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:44.646794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:44.646867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:47.651973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:47.655751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:47.659365] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:47.662880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:47.666780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:47.666912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:50.672163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:50.675722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:50.679757] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:50.682979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:50.686178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:50.686249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:53.692324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:53.697592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:53.702556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:53.707865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:53.713085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:53.713215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:56.718887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:56.723724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:56.727526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:56.730837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:56.734169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:56.734237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:59.738970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:59.742524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:59.745850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:45:59.749214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:59.752672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:59.752756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:02.757147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:02.760869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:02.764231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:02.767600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:02.771130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:02.771216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:05.776162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:05.780297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:05.783734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:05.786957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:05.790221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:05.790288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:08.794818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:08.799514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:08.804151] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:08.808030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:08.811859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:08.811937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:11.818390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:11.823361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:11.827335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:11.831774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:11.836919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:11.837226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:14.842399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:14.846512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:14.850031] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:14.853841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:14.857833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:14.857954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:17.862526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:17.866243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:17.869633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:17.873602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:17.877406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:17.877478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:20.882448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:20.886193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:20.890012] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:20.893730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:20.897458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:20.897578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:23.902819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:23.906326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:23.909635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:23.912865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:23.916221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:23.916298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:26.921565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:26.925414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:26.929551] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:26.934552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:26.939624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:26.939752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:29.944341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:29.947752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:29.951052] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:29.954355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:29.957771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:29.957846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:32.962712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:32.966394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:32.970059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:32.973765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:32.977620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:32.977739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:35.983092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:35.986860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:35.990789] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:35.994347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:35.998015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:35.998121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:39.003933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:39.008552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:39.013152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:39.017741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:39.022107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:39.022193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:42.027110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:42.030693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:42.034117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:42.037744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:42.041157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:42.041258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:45.045895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:45.049375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:45.052896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:45.056369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:45.059796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:45.059889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:48.065691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:48.070443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:48.075080] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:48.079919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:48.084351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:48.084461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:51.089822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:51.093329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:51.096628] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:51.100027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:51.103306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:51.103395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:54.108172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:54.111993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:54.115530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:54.119025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:54.123107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:54.123229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:57.127815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:57.131154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:57.134368] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:46:57.137663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:57.140947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:57.141037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:00.147377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:00.152593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:00.156554] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:00.160193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:00.163863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:00.163979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:03.170178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:03.174559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:03.178696] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:03.182010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:03.185160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:03.185234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:06.190081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:06.193712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:06.197617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:06.201742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:06.205381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:06.205465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:09.210236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:09.213593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:09.216814] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:09.220505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:09.223737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:09.223810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:12.228915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:12.232394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:12.235946] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:12.239741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:12.243526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:12.243631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:15.248616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:15.252297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:15.255827] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:15.259192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:15.262492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:15.262582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:18.267135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:18.270427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:18.273598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:18.276815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:18.279972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:18.280041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:21.284680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:21.288336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:21.291616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:21.294949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:21.298226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:21.298296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:24.303350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:24.306735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:24.310377] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:24.314156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:24.318052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:24.318171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:27.323862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:27.327736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:27.330974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:27.334380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:27.341242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:27.341324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:30.346244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:30.350360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:30.354105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:30.357696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:30.361099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:30.361190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:33.366326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:33.370276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:33.373619] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:33.376966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:33.380247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:33.380319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:36.384737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:36.388260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:36.391802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:36.395317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:36.398692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:36.398793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:39.404120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:39.408280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:39.411697] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:39.415243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:39.418716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:39.418799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:42.423590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:42.427861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:42.431765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:42.435399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:42.439029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:42.439134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:45.443762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:45.447442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:45.451010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:45.454664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:45.458198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:45.458290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:48.463332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:48.467238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:48.473309] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:48.477494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:48.481500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:48.481612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:51.486324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:51.490078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:51.493482] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:51.496786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:51.500223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:51.500308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:54.505287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:54.508859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:54.512622] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:54.516116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:54.519553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:54.519733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:57.524392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:57.527854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:57.531115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:47:57.534266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:57.537450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:57.537520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:00.542605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:00.546136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:00.549534] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:00.553353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:00.557023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:00.557114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:03.562029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:03.565369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:03.568710] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:03.571955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:03.575056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:03.575126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:06.579898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:06.583760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:06.587292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:06.590914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:06.594446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:06.594528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:09.599239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:09.602714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:09.605967] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:09.609176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:09.612475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:09.612549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:12.617391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:12.621513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:12.625477] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:12.629394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:12.633292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:12.633393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:15.638351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:15.642015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:15.645695] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:15.649123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:15.652431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:15.652509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:18.657132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:18.660750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:18.664108] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:18.667588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:18.671069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:18.671148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:21.678139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:21.683471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:21.688294] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:21.693591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:21.700508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:21.700676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:24.705483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:24.709098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:24.712499] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:24.715908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:24.719408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:24.719486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:27.725044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:27.729604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:27.733536] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:27.736889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:27.740324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:27.740393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:30.745433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:30.749022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:30.753105] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:30.761213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:30.765535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:30.765672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:33.769981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:33.773386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:33.776670] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:33.779992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:33.783238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:33.783327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:36.788113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:36.792164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:36.796039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:36.800014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:36.805403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:36.805536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:39.810095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:39.813530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:39.816884] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:39.820384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:39.823760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:39.823833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:42.829483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:42.833290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:42.836742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:42.840182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:42.843668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:42.843740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:45.848588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:45.852994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:45.856508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:45.859798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:45.863299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:45.863368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:48.868732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:48.872374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:48.875940] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:48.879681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:48.883355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:48.883438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:51.887826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:51.891308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:51.894986] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:51.898236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:51.901433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:51.901499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:54.906262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:54.909900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:54.913162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:54.916341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:54.919840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:54.919909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:57.924664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:57.928898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:57.932895] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:48:57.936420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:57.940085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:57.940154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:00.946163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:00.951407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:00.955273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:00.959237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:00.963123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:00.963222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:03.967929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:03.971629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:03.975310] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:03.978919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:03.982810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:03.982914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:06.987439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:06.991270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:06.994910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:06.998446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:07.002062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:07.002148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:10.007659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:10.011692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:10.015621] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:10.019472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:10.023298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:10.023404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:13.028492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:13.032051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:13.035197] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:13.038352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:13.041492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:13.041560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:16.047516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:16.052768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:16.057996] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:16.062867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:16.067610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:16.067750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:19.072573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:19.075911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:19.079161] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:19.082353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:19.085565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:19.085634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:22.090118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:22.093704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:22.097170] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:22.100510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:22.103828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:22.103928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:25.109032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:25.112524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:25.116065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:25.119591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:25.122993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:25.123072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:28.127455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:28.130751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:28.134168] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:28.137535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:28.140918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:28.141008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:31.145734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:31.149600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:31.153134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:31.156655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:31.160149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:31.160230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:34.164704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:34.168361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:34.171703] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:34.174970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:34.178293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:34.178382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:37.183033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:37.186500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:37.189850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:37.193089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:37.196617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:37.196775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:40.201902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:40.206323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:40.210494] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:40.213915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:40.217130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:40.217199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:43.221868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:43.225541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:43.228901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:43.232210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:43.235450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:43.235524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:46.240632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:46.244265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:46.247782] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:46.251149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:46.254510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:46.254597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:49.259478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:49.262817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:49.266325] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:49.271848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:49.276264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:49.276355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:52.282492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:52.287675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:52.292829] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:52.297794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:52.301919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:52.302035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:55.307364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:55.311104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:55.315147] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:55.322476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:55.327570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:55.327714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:58.333263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:58.336974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:58.340483] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:49:58.344360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:58.347936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:58.348011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:01.363584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:01.377963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:01.392543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:01.404194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:01.415460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:01.416453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:04.422202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:04.426976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:04.434901] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:04.443988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:04.448432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:04.448542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:07.452448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:07.456623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:07.462173] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:07.466545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:07.471636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:07.471774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:10.477036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:10.481233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:10.485355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:10.489728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:10.493552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:10.493667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:13.497626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:13.501310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:13.505021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:13.508558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:13.511795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:13.511867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:16.516094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:16.520253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:16.523911] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:16.527433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:16.530692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:16.530764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:19.535071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:19.538915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:19.543237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:19.547029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:19.550774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:19.550896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:22.556173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:22.561379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:22.566175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:22.570975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:22.575859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:22.575982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:25.580153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:25.583688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:25.587044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:25.590587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:25.593980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:25.594048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:28.598098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:28.601620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:28.605125] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:28.608706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:28.612199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:28.612287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:31.616585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:31.620158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:31.623549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:31.626819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:31.630108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:31.630175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:34.634224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:34.637790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:34.641209] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:34.644731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:34.648090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:34.648169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:37.652819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:37.656893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:37.660508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:37.664102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:37.667681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:37.667806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:40.673320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:40.677384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:40.681292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:40.685737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:40.690795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:40.690941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:43.695274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:43.699210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:43.702833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:43.706350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:43.709887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:43.709970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:46.714059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:46.717441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:46.720857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:46.724123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:46.729809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:46.729913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:49.735065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:49.740049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:49.745265] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:49.750232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:49.755007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:49.755136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:52.760418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:52.764151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:52.767526] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:52.770852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:52.774182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:52.774251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:55.779054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:55.783117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:55.786948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:55.790597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:55.794138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:55.794262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:58.799109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:58.802968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:58.806463] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:50:58.810129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:58.813501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:58.813579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:01.819007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:01.822862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:01.826774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:01.830884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:01.834106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:01.834177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:04.839676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:04.844248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:04.848304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:04.851898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:04.855379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:04.855459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:07.861002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:07.865248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:07.869459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:07.873335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:07.877396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:07.877493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:10.881593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:10.886029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:10.889461] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:10.892931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:10.896482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:10.896565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:13.901229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:13.904924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:13.908735] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:13.913234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:13.917126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:13.917294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:16.922025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:16.925797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:16.929358] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:16.933010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:16.936559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:16.936684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:19.940757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:19.944163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:19.947859] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:19.951330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:19.954724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:19.954817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:22.959680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:22.963625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:22.968073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:22.972254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:22.976473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:22.976591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:25.981866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:25.985495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:25.988739] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:25.992133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:25.995686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:25.995772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:29.000348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:29.003741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:29.008065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:29.012180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:29.016068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:29.016145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:32.021292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:32.024856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:32.028345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:32.031738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:32.035277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:32.035401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:35.039848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:35.043414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:35.047047] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:35.050390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:35.053717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:35.053798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:38.058083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:38.061470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:38.064718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:38.067922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:38.071125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:38.071196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:41.075593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:41.079189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:41.082612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:41.086030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:41.092792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:41.092892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:44.097905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:44.101572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:44.105003] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:44.108402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:44.111752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:44.111819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:47.116549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:47.120419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:47.124215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:47.127851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:47.131424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:47.131543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:50.137206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:50.141315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:50.145048] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:50.148691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:50.152385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:50.152484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:53.157775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:53.161262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:53.164791] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:53.168185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:53.171669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:53.171742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:56.179493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:56.185411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:56.190874] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:56.195591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:56.200277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:56.200414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:59.205459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:59.209231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:59.212804] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:51:59.216947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:59.224732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:59.224940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:02.229882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:02.233767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:02.237399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:02.241079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:02.244584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:02.244683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:05.248946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:05.252838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:05.256182] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:05.259627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:05.263577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:05.263686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:08.268072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:08.271537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:08.275179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:08.278721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:08.282195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:08.282297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:11.288121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:11.292440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:11.296355] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:11.300043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:11.303464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:11.303546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:14.308790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:14.312902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:14.316838] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:14.320489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:14.323946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:14.324042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:17.330044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:17.334512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:17.338582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:17.342031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:17.345525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:17.345604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:20.353586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:20.357378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:20.360992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:20.364711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:20.368341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:20.368435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:23.373774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:23.378630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:23.382584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:23.385974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:23.389371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:23.389444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:26.393986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:26.397712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:26.401343] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:26.405329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:26.409211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:26.409337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:29.413621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:29.417408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:29.421023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:29.424481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:29.427937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:29.428020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:32.432819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:32.436411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:32.439989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:32.443393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:32.446792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:32.446894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:35.451567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:35.455376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:35.458899] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:35.462243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:35.466205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:35.466307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:38.471514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:38.474989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:38.478292] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:38.481526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:38.484967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:38.485035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:41.489682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:41.493341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:41.496839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:41.500528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:41.504356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:41.504453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:44.508903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:44.512512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:44.515898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:44.519955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:44.523422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:44.523520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:47.528141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:47.531976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:47.535572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:47.539170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:47.542979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:47.543083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:50.547712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:50.551320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:50.554547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:50.557870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:50.561067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:50.561136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:53.566134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:53.569827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:53.573824] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:53.577852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:53.581417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:53.581495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:56.586465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:56.590532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:56.593974] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:56.597754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:56.601336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:56.601427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:59.605941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:59.610040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:59.613491] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:52:59.616820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:59.620345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:59.620422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:02.624503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:02.627847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:02.631102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:02.634290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:02.637505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:02.637577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:05.642199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:05.645671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:05.648982] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:05.652264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:05.655585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:05.655678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:08.660344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:08.663873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:08.667562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:08.671103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:08.674482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:08.674561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:11.679424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:11.683504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:11.687541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:11.691322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:11.694695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:11.694781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:14.699357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:14.702778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:14.706176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:14.709627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:14.712965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:14.713060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:17.718857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:17.722843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:17.726589] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:17.730078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:17.733501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:17.733609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:20.738377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:20.741680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:20.745067] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:20.748964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:20.752778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:20.752872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:23.758097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:23.761595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:23.765417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:23.768720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:23.771927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:23.772000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:26.777058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:26.780706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:26.784106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:26.788083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:26.791487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:26.791561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:29.796087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:29.799671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:29.802958] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:29.806221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:29.809501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:29.809593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:32.814032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:32.817368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:32.820675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:32.823948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:32.827242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:32.827316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:35.832816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:35.837674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:35.842249] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:35.846294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:35.850186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:35.850288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:38.854930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:38.859129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:38.863266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:38.867588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:38.871542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:38.871675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:41.876778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:41.880869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:41.884746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:41.888565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:41.892717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:41.892840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:44.899025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:44.903045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:44.906352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:44.909998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:44.913725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:44.913795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:47.918686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:47.922285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:47.925736] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:47.929139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:47.932462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:47.932547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:50.937038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:50.940388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:50.943637] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:50.946907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:50.950123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:50.950193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:53.954589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:53.958317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:53.961629] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:53.964969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:53.968266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:53.968340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:56.973129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:56.977351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:56.981271] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:53:56.984747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:56.988096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:56.988170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:59.992928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:59.996827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:00.000898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:00.004436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:00.007953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:00.008049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:03.013388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:03.017607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:03.021247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:03.024791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:03.030403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:03.030616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:06.036424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:06.040441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:06.043920] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:06.047425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:06.051916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:06.052066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:09.056967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:09.060954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:09.064615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:09.068211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:09.071747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:09.071836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:12.076390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:12.079842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:12.083146] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:12.086351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:12.089634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:12.089736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:15.095020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:15.098475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:15.101699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:15.104892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:15.108261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:15.108337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:18.113055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:18.116590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:18.120089] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:18.123404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:18.126659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:18.126733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:21.131485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:21.135399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:21.139404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:21.143600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:21.149194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:21.149387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:24.154498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:24.158412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:24.162360] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:24.165812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:24.170018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:24.170336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:27.174877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:27.178467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:27.182056] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:27.185572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:27.188787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:27.188855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:30.194018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:30.197598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:30.201004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:30.204285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:30.207591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:30.207689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:33.212859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:33.216851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:33.220234] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:33.223556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:33.227943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:33.228129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:36.234071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:36.237607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:36.241718] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:36.245412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:36.248628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:36.248723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:39.252792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:39.256283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:39.260342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:39.263604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:39.266862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:39.266939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:42.271701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:42.274931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:42.278115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:42.281246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:42.284364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:42.284433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:45.289475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:45.292991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:45.296303] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:45.299575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:45.302833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:45.302903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:48.307741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:48.311086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:48.314348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:48.317634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:48.320950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:48.321026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:51.325788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:51.329607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:51.333283] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:51.336867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:51.340424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:51.340514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:54.345567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:54.349284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:54.352734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:54.356341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:54.359874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:54.359967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:57.364779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:57.368838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:57.372456] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:54:57.376030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:57.379966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:57.380075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:00.384939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:00.388946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:00.392721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:00.396571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:00.400477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:00.400761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:03.405409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:03.409328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:03.412907] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:03.416290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:03.419825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:03.419926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:06.424761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:06.428265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:06.431512] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:06.434946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:06.438686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:06.438825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:09.443779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:09.447285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:09.450857] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:09.454788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:09.458759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:09.458878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:12.464682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:12.469766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:12.475210] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:12.480152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:12.485174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:12.485328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:15.491229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:15.495064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:15.498611] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:15.502040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:15.505331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:15.505406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:18.510638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:18.514716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:18.518338] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:18.521777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:18.525108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:18.525201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:21.529690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:21.533275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:21.536746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:21.540229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:21.543612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:21.543708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:24.549903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:24.554842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:24.559742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:24.564899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:24.568961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:24.569049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:27.573914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:27.577462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:27.581424] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:27.585938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:27.590380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:27.590541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:30.595575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:30.600089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:30.606134] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:30.612359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:30.617759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:30.617869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:33.624321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:33.630146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:33.635765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:33.640876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:33.645799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:33.645964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:36.651163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:36.654995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:36.658976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:36.662432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:36.665809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:36.665886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:39.670503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:39.674047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:39.677467] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:39.681630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:39.686623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:39.686748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:42.691204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:42.694771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:42.698220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:42.701591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:42.705149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:42.705220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:45.711018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:45.716466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:45.720102] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:45.723524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:45.727266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:45.727341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:48.732163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:48.735748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:48.739541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:48.743150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:48.747022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:48.747110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:51.752225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:51.756038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:51.760352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:51.764436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:51.769445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:51.769550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:54.774489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:54.778167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:54.781779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:54.785089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:54.789517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:54.789586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:57.795703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:57.800905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:57.805394] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:55:57.809415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:57.813396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:57.813537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:00.818344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:00.822402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:00.826223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:00.830408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:00.834269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:00.834427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:03.839001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:03.842951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:03.847312] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:03.851358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:03.855205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:03.855302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:06.861197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:06.865601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:06.869243] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:06.872815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:06.876348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:06.876444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:09.880876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:09.884380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:09.887989] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:09.891353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:09.894670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:09.894747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:12.899438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:12.902830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:12.906152] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:12.909490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:12.912735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:12.912807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:15.917354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:15.921269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:15.924833] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:15.928299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:15.931853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:15.931936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:18.936903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:18.940523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:18.943950] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:18.947287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:18.950856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:18.950928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:21.957569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:21.964206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:21.970469] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:21.977772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:21.984887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:21.985113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:24.991415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:24.996084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:25.000777] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:25.005381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:25.010385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:25.010524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:28.015716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:28.019755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:28.023071] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:28.027083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:28.030715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:28.030787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:31.035814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:31.040252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:31.044083] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:31.047702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:31.051233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:31.051299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:34.057077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:34.061558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:34.065331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:34.069116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:34.072797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:34.072869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:37.078144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:37.082073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:37.085669] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:37.089455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:37.093613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:37.093732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:40.098708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:40.102332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:40.106404] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:40.111907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:40.117177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:40.117305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:43.122312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:43.125970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:43.129944] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:43.133731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:43.137268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:43.137340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:46.142032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:46.145682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:46.149092] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:46.153399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:46.157314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:46.157414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:49.161880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:49.165279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:49.168635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:49.171996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:49.175300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:49.175379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:52.179967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:52.183446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:52.186912] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:52.190167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:52.193408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:52.193482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:55.198249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:55.202118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:55.206369] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:55.211797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:55.215593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:55.215707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:58.222696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:58.226802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:58.231708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:56:58.236913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:58.243372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:58.243696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:01.249316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:01.254122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:01.258447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:01.261831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:01.266179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:01.266251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:04.272433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:04.277728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:04.281749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:04.285384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:04.288946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:04.289034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:07.294037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:07.298375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:07.301969] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:07.305554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:07.308934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:07.309006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:10.313609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:10.317330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:10.320807] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:10.324240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:10.328738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:10.328847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:13.333602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:13.337233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:13.340517] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:13.343972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:13.347272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:13.347346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:16.351994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:16.356291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:16.359758] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:16.363244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:16.366896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:16.366978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:19.371712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:19.376316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:19.380487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:19.384906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:19.389148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:19.389273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:22.393800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:22.397349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:22.401858] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:22.405791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:22.409427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:22.409513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:25.414128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:25.418902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:25.422768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:25.426198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:25.429953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:25.430052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:28.434560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:28.438139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:28.441479] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:28.444799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:28.448183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:28.448275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:31.452973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:31.457008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:31.460906] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:31.464786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:31.468785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:31.468886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:34.474609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:34.478249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:34.481541] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:34.484960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:34.489527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:34.489678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:37.495486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:37.499395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:37.503942] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:37.508157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:37.511929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:37.512017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:40.518019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:40.523567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:40.531444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:40.535348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:40.538905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:40.538994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:43.544165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:43.548336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:43.552097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:43.556097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:43.559791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:43.559872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:46.564539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:46.568184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:46.571708] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:46.575244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:46.578796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:46.578868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:49.584725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:49.589401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:49.593870] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:49.597895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:49.601225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:49.601299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:52.605949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:52.609605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:52.613126] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:52.616391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:52.619731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:52.619806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:55.624538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:55.628408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:55.632794] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:55.637543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:55.641673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:55.641759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:58.646438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:58.650576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:58.655220] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:57:58.659322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:58.662591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:58.662693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:01.667159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:01.670762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:01.675250] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:01.679093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:01.682684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:01.682764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:04.687841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:04.692030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:04.697246] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:04.700883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:04.704237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:04.704310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:07.708899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:07.713144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:07.717228] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:07.720633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:07.724002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:07.724071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:10.728708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:10.732330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:10.735935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:10.739478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:10.743273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:10.743356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:13.749219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:13.754154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:13.759103] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:13.763722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:13.767502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:13.767591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:16.774243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:16.780825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:16.786327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:16.794039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:16.799893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:16.800054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:19.804792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:19.808681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:19.812508] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:19.816543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:19.822771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:19.822908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:22.827742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:22.831980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:22.835417] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:22.839301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:22.842863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:22.842934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:25.848275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:25.852220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:25.855658] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:25.859120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:25.863234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:25.863308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:28.868252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:28.871806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:28.875507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:28.880052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:28.884781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:28.884902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:31.890286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:31.894227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:31.897572] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:31.900794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:31.904004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:31.904073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:34.909359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:34.913411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:34.917688] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:34.921355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:34.924868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:34.924960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:37.929434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:37.932776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:37.935975] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:37.939219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:37.942662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:37.942754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:40.947855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:40.952752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:40.956380] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:40.959739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:40.962963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:40.963032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:43.967671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:43.971321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:43.974882] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:43.978415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:43.981802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:43.981891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:46.986805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:46.990679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:46.994034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:46.997473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:47.000765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:47.000835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:50.006679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:50.011399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:50.015506] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:50.020241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:50.024217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:50.024308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:53.029838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:53.033574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:53.037273] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:53.040674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:53.044537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:53.044607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:56.049403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:56.053438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:56.057378] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:56.061149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:56.064980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:56.065079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:59.069985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:59.073981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:59.077737] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:58:59.081013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:59.084360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:59.084434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:02.089030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:02.092906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:02.096734] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:02.101433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:02.105292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:02.105375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:05.110314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:05.114027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:05.118057] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:05.121761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:05.125315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:05.125395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:08.130303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:08.135428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:08.140164] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:08.143952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:08.147553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:08.147706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:11.152814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:11.156777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:11.160497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:11.164269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:11.168835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:11.168950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:14.173875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:14.177859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:14.181398] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:14.185186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:14.188965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:14.189046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:17.194832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:17.198888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:17.202583] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:17.206154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:17.210968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:17.211105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:20.215754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:20.221421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:20.225742] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:20.230377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:20.233950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:20.234025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:23.240005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:23.244768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:23.248673] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:23.252486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:23.256897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:23.257001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:26.261798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:26.265616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:26.269137] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:26.272529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:26.275824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:26.275891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:29.280374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:29.284308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:29.288411] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:29.292523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:29.296910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:29.297023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:32.301677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:32.304990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:32.308189] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:32.311358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:32.314538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:32.314609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:35.319069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:35.323024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:35.327493] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:35.331340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:35.334785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:35.334865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:38.339414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:38.342899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:38.346342] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:38.349735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:38.353003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:38.353077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:41.357430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:41.360927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:41.364224] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:41.367525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:41.370813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:41.370886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:44.375434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:44.379160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:44.382623] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:44.386997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:44.390791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:44.390874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:47.395953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:47.400693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:47.404682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:47.408829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:47.412902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:47.412974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:50.418128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:50.422460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:50.425828] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:50.429599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:50.433456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:50.433565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:53.438041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:53.441672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:53.445282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:53.448977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:53.452385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:53.452459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:56.462033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:56.468278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:56.475171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:56.481321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:56.489045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:56.489215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:59.496385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:59.501977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:59.506106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T22:59:59.509586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:59.513055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:59.513157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:02.519231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:02.523745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:02.528405] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:02.533541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:02.538203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:02.538419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:05.543157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:05.546874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:05.552898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:05.559054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:05.565422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:05.565560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:08.570337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:08.574799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:08.579573] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:08.584069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:08.588301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:08.588420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:11.593001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:11.596665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:11.600160] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:11.603895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:11.607505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:11.607593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:14.613747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:14.619014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:14.623721] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:14.628146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:14.631737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:14.631808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:17.637518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:17.641166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:17.645364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:17.649183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:17.652960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:17.653062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:20.659490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:20.664192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:20.667705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:20.671054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:20.674436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:20.674512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:23.679892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:23.683774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:23.687327] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:23.691277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:23.694628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:23.694718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:26.699672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:26.703924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:26.708070] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:26.712798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:26.717460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:26.717588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:29.723044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:29.727746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:29.731443] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:29.735519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:29.739684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:29.739778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:32.744688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:32.748278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:32.751780] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:32.755136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:32.758469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:32.758552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:35.763067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:35.766682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:35.770464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:35.774164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:35.777447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:35.777519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:38.783345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:38.788244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:38.792873] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:38.796388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:38.800083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:38.800179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:41.804856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:41.809228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:41.813119] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:41.817769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:41.821810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:41.821928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:44.827467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:44.831500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:44.835324] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:44.839224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:44.843018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:44.843115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:47.848507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:47.852829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:47.857684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:47.862633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:47.867495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:47.867605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:50.873136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:50.876851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:50.880421] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:50.883786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:50.887122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:50.887202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:53.892115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:53.895846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:53.900632] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:53.904217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:53.908448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:53.908605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:56.913142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:56.916932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:56.923785] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:56.927808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:56.933078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:56.933205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:59.938816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:59.945117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:59.950547] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:00:59.955317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:59.958985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:59.959083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:02.963971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:02.967953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:02.972004] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:02.976026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:02.980005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:02.980107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:05.986085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:05.990252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:05.995707] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:06.000682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:06.005165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:06.005426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:09.009950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:09.013421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:09.016610] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:09.019967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:09.023815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:09.023932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:12.028633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:12.032102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:12.036077] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:12.040406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:12.043831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:12.043902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:15.048927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:15.052908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:15.056599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:15.060947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:15.064935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:15.065039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:18.070278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:18.074701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:18.079339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:18.083914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:18.088502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:18.088626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:21.093788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:21.097621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:21.101073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:21.104420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:21.107907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:21.107992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:24.113542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:24.119227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:24.122953] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:24.126395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:24.130476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:24.130547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:27.135506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:27.140216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:27.145223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:27.149635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:27.154089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:27.154203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:30.160252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:30.165372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:30.170284] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:30.173817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:30.177119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:30.177192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:33.181975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:33.185299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:33.189109] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:33.192288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:33.195520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:33.195588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:36.201626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:36.207015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:36.210979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:36.215143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:36.218723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:36.218799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:39.224244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:39.228729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:39.232796] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:39.237418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:39.244902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:39.245033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:42.249923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:42.253740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:42.257363] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:42.260878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:42.264336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:42.264418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:45.268898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:45.272655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:45.276262] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:45.279988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:45.283519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:45.283605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:48.288449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:48.292550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:48.296863] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:48.300428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:48.303972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:48.304047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:51.309601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:51.314074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:51.318388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:51.324627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:51.330399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:51.330523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:54.334900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:54.338437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:54.341962] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:54.345439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:54.348840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:54.348922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:57.353707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:57.357623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:57.361323] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:01:57.365857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:57.371342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:57.371454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:00.376391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:00.380500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:00.384094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:00.392359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:00.398219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:00.398391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:03.403055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:03.409973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:03.413961] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:03.417957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:03.421480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:03.421555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:06.426238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:06.430129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:06.433761] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:06.437495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:06.441290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:06.441407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:09.446516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:09.450546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:09.453778] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:09.457255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:09.460421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:09.460490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:12.465492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:12.470779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:12.475582] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:12.480092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:12.483962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:12.484034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:15.488799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:15.493777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:15.497459] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:15.500944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:15.504196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:15.504268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:18.510152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:18.515209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:18.520436] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:18.525138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:18.529068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:18.529159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:21.537918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:21.544313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:21.550639] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:21.557923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:21.562468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:21.562585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:24.568478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:24.573323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:24.577830] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:24.581227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:24.584456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:24.584530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:27.590813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:27.595450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:27.601196] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:27.605237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:27.609023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:27.609099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:30.613472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:30.617060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:30.620738] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:30.624152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:30.627595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:30.627697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:33.633519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:33.639222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:33.644237] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:33.647474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:33.650719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:33.650790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:36.655866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:36.660858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:36.665612] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:36.669865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:36.673873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:36.673983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:39.679684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:39.684548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:39.688836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:39.692828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:39.698385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:39.698564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:42.703322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:42.706854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:42.710239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:42.713592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:42.717035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:42.717113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:45.722237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:45.726117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:45.729561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:45.733061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:45.736445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:45.736525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:48.741685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:48.746195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:48.750617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:48.754094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:48.759274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:48.759419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:51.764035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:51.767609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:51.771010] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:51.774287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:51.777539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:51.777611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:54.783064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:54.787761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:54.791722] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:54.795769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:54.800168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:54.800281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:57.805478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:57.810844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:57.817462] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:02:57.822405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:57.827905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:57.828045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:00.833108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:00.838051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:00.842311] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:00.845915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:00.849715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:00.849869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:03.854930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:03.858718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:03.863964] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:03.870027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:03.874452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:03.874561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:06.878969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:06.882803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:06.886362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:06.889850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:06.893431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:06.893531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:09.898264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:09.901804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:09.905507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:09.908931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:09.912578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:09.912668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:12.917106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:12.920703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:12.924379] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:12.927917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:12.931360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:12.931442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:15.936590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:15.940795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:15.945072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:15.948989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:15.952864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:15.952955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:18.959922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:18.964202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:18.968115] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:18.971922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:18.975622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:18.975720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:21.981437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:21.985734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:21.989117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:21.992659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:21.995995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:21.996072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:25.002210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:25.006331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:25.010279] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:25.013955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:25.017745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:25.017817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:28.022457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:28.026764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:28.030923] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:28.034918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:28.038782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:28.038874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:31.045043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:31.052363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:31.058839] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:31.065666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:31.071978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:31.072120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:34.076944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:34.081561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:34.086117] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:34.090183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:34.093594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:34.093680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:37.099440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:37.103662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:37.107487] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:37.111529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:37.115381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:37.115467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:40.120466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:40.124125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:40.127713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:40.131525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:40.135510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:40.135585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:43.140466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:43.144186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:43.147497] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:43.151219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:43.154927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:43.155033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:46.160171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:46.164187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:46.167684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:46.171036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:46.174416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:46.174488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:49.179384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:49.182753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:49.186474] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:49.192077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:49.196215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:49.196336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:52.201917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:52.206721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:52.210935] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:52.215190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:52.219048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:52.219126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:55.224056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:55.228021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:55.231588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:55.235146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:55.239833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:55.239945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:58.245230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:58.249200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:58.253165] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:03:58.257624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:58.261750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:58.261885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:01.267782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:01.271979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:01.275408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:01.279275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:01.282596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:01.282684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:04.288545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:04.292961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:04.298261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:04.303572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:04.307452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:04.307545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:07.312677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:07.316740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:07.320282] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:07.325179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:07.330273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:07.330385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:10.336058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:10.341327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:10.347872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:10.353638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:10.359291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:10.359399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:13.364421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:13.368383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:13.371679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:13.375378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:13.378812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:13.378887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:16.383520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:16.386916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:16.390247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:16.393481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:16.396691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:16.396767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:19.401358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:19.405533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:19.409671] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:19.413581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:19.417368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:19.417469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:22.422074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:22.426771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:22.431375] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:22.435508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:22.439263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:22.439345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:25.444166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:25.447805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:25.451524] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:25.455805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:25.459501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:25.459575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:28.464590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:28.468953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:28.472731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:28.476335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:28.479738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:28.479810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:31.484352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:31.488721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:31.493384] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:31.498712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:31.503402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:31.503499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:34.509398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:34.513533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:34.517562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:34.521830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:34.526259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:34.526381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:37.531247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:37.534775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:37.538399] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:37.542196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:37.545517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:37.545597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:40.550244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:40.553718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:40.557598] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:40.561810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:40.565026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:40.565094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:43.570540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:43.574356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:43.577930] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:43.581422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:43.585011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:43.585083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:46.590181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:46.594530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:46.598439] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:46.602139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:46.605679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:46.605751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:49.612744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:49.618200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:49.623948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:49.627842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:49.631962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:49.632119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:52.637216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:52.641177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:52.644546] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:52.651972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:52.656892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:52.657092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:55.662149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:55.666356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:55.670261] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:55.674045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:55.677625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:55.677760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:58.683074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:58.687120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:58.692205] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:04:58.696870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:58.701595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:58.701730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:01.708565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:01.714360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:01.720277] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:01.726097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:01.730109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:01.730190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:04.736441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:04.740873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:04.744537] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:04.748249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:04.752217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:04.752338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:07.757460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:07.761954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:07.765690] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:07.769617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:07.773311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:07.773382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:10.777914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:10.781731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:10.785201] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:10.789158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:10.793404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:10.793487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:13.799333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:13.804266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:13.809617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:13.814572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:13.819319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:13.819427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:16.824024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:16.827497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:16.830867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:16.834752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:16.838432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:16.838502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:19.843315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:19.847487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:19.851426] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:19.855634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:19.860127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:19.860261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:22.865014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:22.868576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:22.872097] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:22.875406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:22.879015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:22.879085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:25.885946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:25.893005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:25.898683] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:25.905303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:25.912043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:25.912218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:28.917075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:28.920891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:28.924561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:28.928247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:28.931875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:28.931984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:31.937027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:31.941081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:31.944633] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:31.948276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:31.951805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:31.951883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:34.956522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:34.960248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:34.963496] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:34.966866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:34.970039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:34.970109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:37.975092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:37.979336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:37.983021] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:37.986718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:37.991038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:37.991126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:40.996087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:41.000093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:41.005024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:41.009793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:41.013598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:41.013714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:44.018416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:44.022410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:44.027932] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:44.033086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:44.041530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:44.041671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:47.046394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:47.049903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:47.053179] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:47.056746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:47.060395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:47.060464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:50.065300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:50.069403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:50.073023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:50.076376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:50.080104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:50.080179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:53.084889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:53.088291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:53.091616] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:53.094849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:53.098214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:53.098283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:56.103279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:56.106910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:56.110657] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:56.114697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:56.118695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:56.118779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:59.123630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:59.127326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:59.131387] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:05:59.134817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:59.138155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:59.138225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:02.142855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:02.147199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:02.150849] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:02.156975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:02.161885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:02.162005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:05.167145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:05.171531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:05.176713] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:05.181698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:05.186966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:05.187105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:08.191714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:08.196631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:08.201029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:08.205008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:08.208424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:08.208493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:11.213263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:11.217367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:11.221872] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:11.225231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:11.228562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:11.228634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:14.234917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:14.240173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:14.244617] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:14.249506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:14.253225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:14.253314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:17.259146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:17.263320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:17.267473] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:17.271349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:17.275289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:17.275400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:20.280512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:20.287591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:20.292389] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:20.297634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:20.301774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:20.301873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:23.306815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:23.310373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:23.313853] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:23.317057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:23.320279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:23.320351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:26.325365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:26.329173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:26.332705] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:26.336121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:26.339973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:26.340071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:29.344925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:29.349418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:29.353200] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:29.356462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:29.360065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:29.360154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:32.364566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:32.368246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:32.371620] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:32.374963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:32.378297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:32.378380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:35.382817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:35.386229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:35.389855] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:35.393870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:35.397503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:35.397577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:38.402616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:38.408299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:38.412934] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:38.416484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:38.420209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:38.420295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:41.424845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:41.428987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:41.432836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:41.436406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:41.439787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:41.439861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:44.445042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:44.448993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:44.452861] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:44.456711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:44.460608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:44.460718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:47.465470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:47.469261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:47.472979] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:47.476620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:47.480408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:47.480482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:50.485257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:50.489277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:50.492875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:50.496510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:50.499837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:50.499906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:53.504709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:53.508763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:53.512408] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:53.515920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:53.519410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:53.519495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:56.524097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:56.528221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:56.531998] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:56.535682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:56.539475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:56.539568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:59.544022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:59.547575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:59.550968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:06:59.554318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:59.557783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:59.557865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:02.562587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:02.566270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:02.569893] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:02.573416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:02.577891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:02.578012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:05.584004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:05.590430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:05.597419] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:05.603953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:05.610261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:05.610428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:08.614853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:08.618374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:08.621765] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:08.625100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:08.628499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:08.628578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:11.633316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:11.637447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:11.640959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:11.644444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:11.647938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:11.648009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:14.652831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:14.656451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:14.659992] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:14.663420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:14.667299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:14.667414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:17.671826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:17.675372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:17.678834] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:17.682191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:17.685538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:17.685617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:20.692017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:20.697053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:20.701514] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:20.705107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:20.708470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:20.708542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:23.714118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:23.719513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:23.723331] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:23.727415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:23.731894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:23.732009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:26.738233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:26.743207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:26.747320] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:26.751212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:26.754739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:26.754810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:29.760190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:29.763909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:29.767287] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:29.770977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:29.774446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:29.774524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:32.779145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:32.782515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:32.785730] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:32.788878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:32.792087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:32.792157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:35.796841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:35.801142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:35.804957] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:35.809561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:35.814336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:35.814469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:38.819921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:38.823844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:38.829452] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:38.833891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:38.837463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:38.837532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:41.842210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:41.847027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:41.852033] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:41.856599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:41.860454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:41.860584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:44.865935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:44.870427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:44.874413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:44.878116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:44.881514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:44.881584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:47.887409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:47.891853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:47.895959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:47.899491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:47.903228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:47.903298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:50.908286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:50.912507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:50.915864] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:50.919456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:50.922685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:50.922755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:53.927449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:53.931338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:53.935625] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:53.939707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:53.943476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:53.943583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:56.948355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:56.953399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:56.957350] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:56.960776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:56.965602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:56.965763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:59.970610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:59.974621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:59.978530] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:07:59.982084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:59.985624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:59.985752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:02.992071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:02.997193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:03.001759] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:03.005431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:03.009573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:03.009666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:06.014013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:06.018145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:06.021608] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:06.025227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:06.028913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:06.028983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:09.034104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:09.038466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:09.043036] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:09.047544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:09.052942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:09.053048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:12.058241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:12.061908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:12.066845] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:12.071078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:12.074516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:12.074590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:15.080731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:15.086304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:15.090677] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:15.094891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:15.099540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:15.099682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:18.104249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:18.108284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:18.111936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:18.115759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:18.120329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:18.120480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:21.125149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:21.128657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:21.131836] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:21.135009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:21.139155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:21.139226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:24.144062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:24.147561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:24.151087] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:24.154431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:24.157778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:24.157854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:27.162469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:27.166493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:27.170269] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:27.174214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:27.178193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:27.178297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:30.182769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:30.186368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:30.189822] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:30.193695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:30.197520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:30.197593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:33.202173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:33.205998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:33.209653] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:33.213085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:33.216408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:33.216483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:36.220886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:36.224518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:36.228239] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:36.231805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:36.235398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:36.235479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:39.239855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:39.243318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:39.246562] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:39.249803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:39.253244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:39.253314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:42.257637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:42.261623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:42.265001] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:42.268539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:42.271996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:42.272077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:45.278582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:45.282901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:45.286336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:45.290100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:45.293500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:45.293571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:48.299009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:48.303111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:48.307073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:48.310475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:48.314865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:48.315027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:51.321736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:51.327739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:51.331931] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:51.335425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:51.339854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:51.339983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:54.345056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:54.349599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:54.353952] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:54.359610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:54.365951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:54.366085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:57.372701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:57.376901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:57.380606] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:08:57.385336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:57.389727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:57.389828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:00.396486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:00.402928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:00.409584] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:00.416407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:00.422908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:00.423214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:03.427982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:03.431733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:03.435076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:03.438579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:03.441925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:03.441998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:06.446985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:06.451139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:06.455023] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:06.458445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:06.462353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:06.462481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:09.466990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:09.470553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:09.473878] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:09.477124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:09.480405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:09.480478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:12.485728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:12.490010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:12.494176] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:12.498864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:12.503237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:12.503357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:15.508338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:15.513600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:15.517903] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:15.521575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:15.525081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:15.525161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:18.530159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:18.533740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:18.537029] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:18.540442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:18.543776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:18.543859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:21.550190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:21.555576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:21.560615] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:21.565313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:21.570091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:21.570166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:24.575206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:24.580280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:24.584352] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:24.588086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:24.591716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:24.591810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:27.596823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:27.601141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:27.605100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:27.609281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:27.613049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:27.613160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:30.618307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:30.622009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:30.626100] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:30.629868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:30.633941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:30.634154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:33.639321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:33.643666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:33.647478] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:33.651693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:33.655736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:33.655826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:36.660451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:36.664852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:36.669223] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:36.673353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:36.677183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:36.677256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:39.683689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:39.688552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:39.692046] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:39.696507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:39.700450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:39.700535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:42.705052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:42.708801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:42.712241] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:42.715515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:42.718838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:42.718907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:45.723979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:45.728570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:45.732679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:45.736321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:45.739760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:45.739839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:48.744737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:48.748919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:48.753549] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:48.757744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:48.762252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:48.762379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:51.767190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:51.770742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:51.774259] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:51.777938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:51.781969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:51.782057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:54.786666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:54.790398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:54.794221] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:54.797908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:54.801450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:54.801554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:57.806333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:57.810762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:57.814968] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:09:57.818613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:57.823538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:57.823616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:00.831164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:00.838901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:00.844065] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:00.851069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:00.857140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:00.857326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:03.862276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:03.866056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:03.869837] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:03.873684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:03.877409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:03.877526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:06.882310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:06.885633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:06.888909] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:06.892134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:06.895345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:06.895414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:09.900074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:09.903941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:09.907295] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:09.910787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:09.914392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:09.914465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:12.919039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:12.922789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:12.926362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:12.930013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:12.933448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:12.933527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:15.938936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:15.942717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:15.946076] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:15.950234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:15.954199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:15.954273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:18.958771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:18.962214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:18.965498] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:18.968816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:18.972585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:18.972703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:21.977703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:21.981897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:21.985556] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:21.989377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:21.992978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:21.993047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:24.997818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:25.002669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:25.006464] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:25.010328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:25.014067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:25.014157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:28.019171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:28.022866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:28.026304] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:28.029713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:28.033935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:28.034042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:31.039958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:31.044077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:31.048296] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:31.053519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:31.058282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:31.058437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:34.062920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:34.066422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:34.069664] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:34.072952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:34.076401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:34.076471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:37.080919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:37.084313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:37.087675] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:37.090940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:37.094145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:37.094216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:40.100993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:40.106073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:40.111599] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:40.116855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:40.121931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:40.122051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:43.127698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:43.131544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:43.135518] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:43.139974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:43.144272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:43.144418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:46.148987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:46.152945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:46.156247] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:46.159594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:46.162927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:46.162998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:49.168014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:49.171987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:49.175476] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:49.179040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:49.183521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:49.183918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:52.189381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:52.194152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:52.198699] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:52.202724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:52.206495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:52.206565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:55.210779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:55.214950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:55.219106] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:55.223168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:55.227176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:55.227285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:58.231939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:58.235420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:58.239561] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:10:58.244930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:58.249894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:58.249978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:01.254892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:01.258625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:01.264900] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:01.268992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:01.272334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:01.272408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:04.278453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:04.282453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:04.286293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:04.294458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:04.299356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:04.299473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:07.304067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:07.307968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:07.311580] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:07.315380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:07.319001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:07.319098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:10.324027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:10.327511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:10.330851] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:10.334423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:10.337751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:10.337820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:13.342799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:13.346677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:13.350779] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:13.354493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:13.358607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:13.358696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:16.363475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:16.367468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:16.371044] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:16.374911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:16.378582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:16.378674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:19.383190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:19.386855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:19.390177] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:19.393480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:19.396813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:19.396887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:22.403286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:22.407593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:22.411763] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:22.415393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:22.419376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:22.419450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:25.425976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:25.431010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:25.435293] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:25.439182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:25.442983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:25.443060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:28.448274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:28.453979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:28.458507] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:28.463078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:28.468632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:28.468776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:31.474889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:31.479811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:31.483802] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:31.488190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:31.492880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:31.493042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:34.499635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:34.504835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:34.509682] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:34.514179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:34.518611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:34.518709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:37.523436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:37.527000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:37.530339] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:37.534074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:37.538266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:37.538357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:40.543182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:40.546610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:40.550068] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:40.553294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:40.556515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:40.556589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:43.561321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:43.564751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:43.568020] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:43.571279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:43.574586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:43.574680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:46.580790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:46.584616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:46.588203] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:46.592007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:46.595634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:46.595731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:49.600989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:49.604585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:49.608416] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:49.612340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:49.615866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:49.615937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:52.621727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:52.625909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:52.629305] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:52.633366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:52.637874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:52.638028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:55.644930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:55.650468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:55.654769] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:55.659303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:55.662527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:55.662598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:58.667348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:58.671663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:58.675195] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:11:58.678513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:58.681832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:58.681899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:01.687849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:01.694176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:01.700798] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:01.706364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:01.712527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:01.712938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:04.718439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:04.723198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:04.727896] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:04.732341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:04.737438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:04.737636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:07.742619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:07.747097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:07.751867] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:07.757005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:07.761429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:07.761538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:10.766462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:10.770509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:10.774364] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:10.777799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:10.781314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:10.781405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:13.786144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:13.790164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:13.794528] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:13.798319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:13.801809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:13.801877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:16.806715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:16.810495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:16.813854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:16.817422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:16.820754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:16.820833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:19.825536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:19.828924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:19.832184] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:19.836167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:19.840410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:19.840543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:22.846438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:22.852089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:22.856345] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:22.860877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:22.864475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:22.864554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:25.869540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:25.873561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:25.877444] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:25.880758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:25.884051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:25.884124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:28.894046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:28.898704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:28.902072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:28.905598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:28.909317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:28.909433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:31.914230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:31.918407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:31.922704] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:31.928071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:31.932404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:31.932483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:34.937099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:34.941338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:34.946079] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:34.951165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:34.955301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:34.955394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:37.961467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:37.965566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:37.969430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:37.973194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:37.976852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:37.977073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:40.982077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:40.985517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:40.988890] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:40.992631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:40.997101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:40.997203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:44.001986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:44.005736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:44.009413] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:44.013075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:44.016305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:44.016373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:47.021390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:47.024980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:47.028266] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:47.031735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:47.035361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:47.035442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:50.040363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:50.044102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:50.052039] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:50.056701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:50.061828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:50.061956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:53.066873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:53.070357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:53.073754] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:53.077322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:53.080962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:53.081055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:56.085655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:56.090551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:56.094429] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:56.097755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:56.101103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:56.101178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:59.105913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:59.109912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:59.113563] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:12:59.117233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:59.120971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:59.121066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:02.126128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:02.130460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:02.134592] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:02.138666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:02.143176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:02.143305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:05.148875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:05.153747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:05.158163] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:05.162891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:05.166499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:05.166568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:08.171292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:08.174621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:08.178744] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:08.182260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:08.185494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:08.185564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:11.190053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:11.193604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:11.197037] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:11.200461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:11.204058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:11.204146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:14.210762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:14.215195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:14.219866] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:14.223679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:14.227323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:14.227399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:17.233245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:17.236826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:17.240809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:17.244821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:17.248478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:17.248551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:20.252994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:20.256374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:20.259729] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:20.263564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:20.267464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:20.267557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:23.272539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:23.277579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:23.281883] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:23.287264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:23.291496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:23.291597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:26.296322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:26.299862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:26.303937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:26.308018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:26.311566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:26.311657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:29.317870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:29.323079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:29.327947] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:29.331598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:29.335890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:29.336009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:32.342932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:32.348494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:32.353504] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:32.359072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:32.363726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:32.363800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:35.368693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:35.372532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:35.375976] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:35.379407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:35.382899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:35.382992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:38.387333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:38.391037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:38.394232] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:38.397439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:38.400621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:38.400707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:41.405740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:41.409927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:41.413921] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:41.417443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:41.420762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:41.420832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:44.426935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:44.431605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:44.436175] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:44.440567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:44.444287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:44.444377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:47.449005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:47.452573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:47.455809] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:47.459094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:47.462327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:47.462416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:50.467751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:50.471634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:50.475817] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:50.479210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:50.483895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:50.484019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:53.489123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:53.493189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:53.498094] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:53.504011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:53.508335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:53.508421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:56.513426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:56.517312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:56.520750] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:56.524224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:56.527528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:56.527598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:59.533255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:59.537042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:59.540382] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:13:59.544915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:59.549098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:59.549185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:02.554191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:02.558447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:02.563446] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:02.567469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:02.571429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:02.571530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:05.578282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:05.583290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:05.587171] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:05.591922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:05.596578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:05.596768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:08.601446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:08.605595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:08.609391] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:08.612898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:08.616285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:08.616390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:11.621239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:11.626055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:11.630887] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:11.635706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:11.640400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:11.640508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:14.645998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:14.650018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:14.653702] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:14.657192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:14.660774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:14.660856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:17.666711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:17.671629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:17.676207] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:17.680369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:17.684135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:17.684266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:20.690065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:20.693940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:20.697601] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:20.701170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:20.704452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:20.704521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:23.709025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:23.712376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:23.716127] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:23.719368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:23.722609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:23.722696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:26.727114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:26.730540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:26.733766] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:26.737027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:26.740450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:26.740545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:29.745336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:29.748945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:29.752162] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:29.755478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:29.758726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:29.758797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:32.763538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:32.767464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:32.771121] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:32.774480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:32.777871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:32.777949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:35.782867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:35.786712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:35.790390] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:35.794499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:35.798350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:35.798421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:38.804531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:38.808955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:38.812910] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:38.816294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:38.819689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:38.819771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:41.824666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:41.828508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:41.831832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:41.835916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:41.839510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:41.839581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:44.844238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:44.851126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:44.854692] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:44.858129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:44.861576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:44.861665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:47.866851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:47.870597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:47.874307] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:47.878409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:47.882492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:47.882599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:50.887066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:50.890770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:50.894024] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:50.897312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:50.900512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:50.900580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:53.904962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:53.908229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:53.911693] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:53.915726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:53.919841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:53.919960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:56.924589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:56.928347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:56.931959] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:56.935667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:56.939196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:56.939281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:59.946164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:59.951978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:59.956336] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:14:59.961599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:59.966408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:59.966482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:02.971015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:02.974362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:02.977728] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:02.981836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:02.985554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:02.985625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:05.991446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:05.996890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:06.000936] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:06.004291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:06.008104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:06.008201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:09.013876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:09.018339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:09.022684] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:09.027207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:09.031001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:09.031083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:12.035571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:12.039596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:12.043501] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:12.047599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:12.052074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:12.052188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:15.056984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:15.060552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:15.064032] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:15.067431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:15.070974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:15.071044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:18.075932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:18.080666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:18.085624] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:18.090440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:18.094899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:18.095022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:21.100422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:21.104246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:21.108022] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:21.111754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:21.115708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:21.115812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:24.120983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:24.124556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:24.128096] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:24.131376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:24.134994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:24.135068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:27.139718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:27.143580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:27.147034] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:27.150475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:27.153991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:27.154065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:30.158627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:30.161998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:30.165229] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:30.168547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:30.171719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:30.171787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:33.176661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:33.180131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:33.183832] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:33.188274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:33.192794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:33.192900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:36.198331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:36.202878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:36.206543] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:36.211319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:36.216045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:36.216197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:39.220932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:39.224948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:39.228865] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:39.232701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:39.236458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:39.236596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:42.241426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:42.245189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:42.249059] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:42.252374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:42.255716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:42.255791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:45.261490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:45.265848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:45.269635] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:45.273801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:45.277493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:45.277580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:48.282033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:48.285746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:48.289412] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:48.293119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:48.296542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:48.296618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:51.301176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:51.304933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:51.308335] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:51.311676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:51.315147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:51.315224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:54.321124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:54.325791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:54.330768] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:54.335512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:54.340606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:54.340737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:57.347250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:57.351926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:57.356362] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:15:57.360367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:57.365109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:57.365274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:00.371528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:00.375531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:00.380356] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:00.384250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:00.388840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:00.388985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:03.393895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:03.397972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:03.402072] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:03.405984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:03.409884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:03.410006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:06.415304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:06.419120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:06.422716] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:06.426235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:06.432682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:06.432839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:09.441574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:09.447217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:09.452069] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:09.457387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:09.463449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:09.463674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:12.469601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:12.477476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:12.485231] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:12.491017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:12.496959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:12.497137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:15.503718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:15.508518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:15.512820] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:15.516951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:15.522178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:15.522341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:18.527002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:18.530388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:18.533751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:18.537062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:18.540709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:18.540790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:21.545589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:21.550498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:21.554430] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:21.558909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:21.562707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:21.562779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:24.568268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:24.572053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:24.575434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:24.579576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:24.583301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:24.583371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:27.588372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:27.591943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:27.595434] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:27.599061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:27.602511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:27.602580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:30.608512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:30.613063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:30.618254] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:30.622716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:30.627743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:30.627848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:33.632825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:33.636247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:33.639609] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:33.642960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:33.646816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:33.646935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:36.652561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:36.656537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:36.661002] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:36.664923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:36.668406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:36.668476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:39.673284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:39.676966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:39.680406] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:39.683687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:39.687373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:39.687453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:42.693365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:42.697630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:42.701978] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:42.706292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:42.710486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:42.710599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:45.715561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:45.720401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:45.724898] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:45.729736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:45.734073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:45.734146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:48.738881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:48.742444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:48.745747] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:48.749018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:48.752888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:48.752964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:51.758069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:51.762495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:51.765963] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:51.769846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:51.773464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:51.773553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:54.778527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:54.782223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:54.785774] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:54.789512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:54.792872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:54.792945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:57.798405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:57.802753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:57.807208] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:16:57.810976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:57.815080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:57.815179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:00.822194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:00.826203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:00.830395] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:00.835428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:00.839657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:00.839808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:03.845435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:03.850748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:03.857000] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:03.861703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:03.866063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:03.866189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:06.871272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:06.875777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:06.879801] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:06.883226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:06.886719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:06.886824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:09.894315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:09.901012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:09.906332] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:09.911302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:09.914832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:09.914931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:12.919570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:12.923127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:12.926535] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:12.929946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:12.933932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:12.934051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:15.939634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:15.943728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:15.947242] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:15.951983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:15.956106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:15.956176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:18.960972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:18.964828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:18.968388] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:18.971964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:18.975433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:18.975517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:21.983207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:21.987498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:21.990948] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:21.994601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:21.998315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:21.998387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:25.003517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:25.007997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:25.011348] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:25.014944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:25.018341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:25.018411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:28.023685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:28.028462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:28.032523] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:28.035917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:28.039273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:28.039381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:31.046123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:31.051463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:31.055988] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:31.060383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:31.065076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:31.065174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:34.071277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:34.076865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:34.081447] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:34.086438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:34.090763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:34.090836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:37.098191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:37.104302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:37.109588] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:37.113422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:37.116690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:37.116879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:40.121747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:40.126547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:40.131158] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:40.134782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:40.138724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:40.138793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:43.143737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:43.147911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:43.151532] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:43.155070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:43.158555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:43.158675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:46.163350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:46.167083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:46.170854] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:46.174445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:46.177827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:46.177912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:49.182548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:49.186264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:49.189937] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:49.193568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:49.197243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:49.197348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:52.202818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:52.207820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:52.211755] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:52.214962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:52.218917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:52.219022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:55.223714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:55.227154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:55.231371] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:55.236015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:55.239622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:55.239725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:58.244253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:58.247746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:58.251607] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:17:58.255007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:58.258543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:58.258616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:01.266242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:01.271148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:01.275679] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:01.279353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:01.283856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:01.283998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:04.289194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:04.293606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:04.297850] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:04.301509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:04.305420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:04.305523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:07.310090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:07.313621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:07.317215] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:07.320757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:07.324188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:07.324266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:10.329343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:10.333607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:10.337746] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:10.341202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:10.344432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:10.344505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:13.353324] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:13.359521] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:13.366760] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:13.377361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:13.377534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:16.385708] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:16.392128] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:16.398661] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:16.408160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:16.408439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:19.414877] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:19.418947] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:19.422607] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:19.430361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:19.430473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:22.437217] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:22.442760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:22.447495] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:22.457718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:22.457821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:25.462715] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:25.466422] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:25.469868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:25.477356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:25.477480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:28.484829] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:28.490331] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:28.494227] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:28.503419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:28.503494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:31.508558] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:31.512505] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:31.516193] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:31.526612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:31.526815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:34.531429] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:34.535028] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:34.538301] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:34.544704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:34.544778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:37.549793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:37.553493] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:37.556803] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:37.563612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:37.563705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:40.568207] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:40.571842] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:40.575133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:40.582581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:40.582699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:43.590006] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:43.596010] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:43.600536] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:43.611177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:43.611309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:46.616603] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:46.621781] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:46.626765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:46.636846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:46.636949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:49.643914] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:49.648873] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:49.654041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:49.662697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:49.662795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:52.669017] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:52.675422] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:52.680902] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:52.691060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:52.691197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:55.696978] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:55.702036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:55.706700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:55.715155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:55.715226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:58.722600] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:58.727672] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:58.733038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:18:58.742053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:58.742182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:01.748252] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:01.752336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:01.756136] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:01.763547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:01.763719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:04.768789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:04.772907] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:04.776369] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:04.783103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:04.783276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:07.790567] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:07.796426] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:07.801246] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:07.810776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:07.810943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:10.817887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:10.823155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:10.827973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:10.835214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:10.835299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:13.843544] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:13.848377] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:13.852529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:13.860882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:13.860957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:16.866551] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:16.871424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:16.877068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:16.886366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:16.886437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:19.894191] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:19.899876] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:19.907159] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:19.919858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:19.919999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:22.928246] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:22.935534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:22.941956] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:22.953022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:22.953192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:25.958751] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:25.964974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:25.968858] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:25.978252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:25.978346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:28.983071] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:28.986487] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:28.989765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:28.996439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:28.996535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:32.002039] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:32.008691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:32.012820] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:32.021468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:32.021572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:35.027970] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:35.033601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:35.037761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:35.046531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:35.046632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:38.051732] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:38.055627] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:38.059250] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:38.065704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:38.065773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:41.074497] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:41.079700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:41.083694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:41.093590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:41.093712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:44.100977] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:44.108345] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:44.114798] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:44.128025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:44.128208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:47.134080] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:47.138683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:47.142673] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:47.151582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:47.151698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:50.157050] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:50.164123] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:50.168871] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:50.176942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:50.177023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:53.183326] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:53.189957] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:53.193778] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:53.204692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:53.204951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:56.211024] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:56.216935] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:56.220802] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:56.228892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:56.228992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:19:59.235556] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:19:59.240804] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:19:59.245958] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:19:59.256001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:19:59.256185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:02.263515] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:02.269475] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:02.275358] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:02.289051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:02.289209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:05.296468] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:05.300995] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:05.304735] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:05.313005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:05.313108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:08.320274] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:08.324473] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:08.328343] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:08.338515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:08.338608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:11.344840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:11.349422] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:11.353819] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:11.364523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:11.364636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:14.371878] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:14.377311] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:14.382267] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:14.390965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:14.391074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:17.395925] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:17.400012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:17.403703] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:17.410348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:17.410502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:20.417469] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:20.422675] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:20.427541] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:20.436193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:20.436268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:23.442222] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:23.448035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:23.452632] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:23.464528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:23.464706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:26.469860] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:26.473221] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:26.476468] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:26.483026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:26.483097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:29.491880] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:29.497507] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:29.502041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:29.512008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:29.512120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:32.516685] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:32.520338] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:32.523665] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:32.530156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:32.530227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:35.535379] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:35.539526] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:35.542910] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:35.549330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:35.549402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:38.554241] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:38.561024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:38.567048] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:38.576274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:38.576445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:41.582742] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:41.588879] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:41.592670] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:41.599413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:41.599488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:44.606856] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:44.612690] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:44.617322] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:44.627415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:44.627520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:47.633068] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:47.638738] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:47.642864] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:47.653212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:47.653504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:50.660371] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:50.665192] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:50.669297] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:50.678620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:50.678763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:53.685572] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:53.689325] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:53.692937] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:53.699469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:53.699572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:56.707995] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:56.712766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:56.716489] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:56.727760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:56.727864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:20:59.732090] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:20:59.735624] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:20:59.739032] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:20:59.745481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:20:59.745556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:02.752630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:02.757727] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:02.761736] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:02.769323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:02.769712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:05.776381] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:05.780510] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:05.784561] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:05.792447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:05.792598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:08.802161] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:08.808962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:08.815032] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:08.823001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:08.823104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:11.830121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:11.835833] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:11.842703] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:11.853532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:11.853731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:14.860957] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:14.867336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:14.871812] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:14.881939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:14.882090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:17.888754] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:17.892815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:17.896286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:17.907878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:17.907959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:20.915877] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:20.921825] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:20.925968] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:20.934440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:20.934516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:23.941706] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:23.947718] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:23.954000] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:23.965716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:23.965907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:26.972761] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:26.977009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:26.981100] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:26.988351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:26.988428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:29.995863] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:30.001046] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:30.006572] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:30.016144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:30.016221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:33.021464] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:33.025313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:33.029373] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:33.039142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:33.039223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:36.045323] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:36.051129] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:36.057112] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:36.065320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:36.065458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:39.073062] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:39.077782] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:39.082931] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:39.092572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:39.092713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:42.097752] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:42.101615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:42.105009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:42.112051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:42.112279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:45.118631] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:45.124573] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:45.129946] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:45.142090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:45.142245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:48.146906] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:48.150481] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:48.153813] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:48.160258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:48.160328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:51.165406] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:51.169226] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:51.172728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:51.179622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:51.179743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:54.185744] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:54.192623] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:54.197101] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:54.208306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:54.208402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:21:57.213029] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:21:57.216610] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:21:57.219949] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:21:57.226351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:21:57.226424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:00.235035] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:00.239288] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:00.244337] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:00.252478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:00.252579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:03.258273] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:03.262263] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:03.266613] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:03.276234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:03.276330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:06.280991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:06.284489] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:06.287919] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:06.295081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:06.295203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:09.302592] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:09.307933] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:09.313850] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:09.324603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:09.324780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:12.334311] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:12.340163] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:12.344597] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:12.354323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:12.354448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:15.360454] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:15.364370] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:15.368214] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:15.380215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:15.380365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:18.388731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:18.395456] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:18.399485] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:18.408689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:18.408772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:21.413096] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:21.416413] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:21.420329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:21.427527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:21.427607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:24.432215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:24.435718] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:24.439338] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:24.445860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:24.445932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:27.450538] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:27.453903] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:27.457226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:27.463935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:27.464009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:30.473897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:30.480349] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:30.487015] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:30.494199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:30.494370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:33.500840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:33.505617] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:33.510163] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:33.519387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:33.519461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:36.524289] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:36.528480] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:36.532111] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:36.539053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:36.539129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:39.546894] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:39.552395] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:39.557971] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:39.565874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:39.566014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:42.570796] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:42.574213] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:42.577465] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:42.584217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:42.584412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:45.589163] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:45.592469] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:45.595722] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:45.602149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:45.602216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:48.609808] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:48.615773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:48.620620] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:48.629677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:48.629753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:51.634600] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:51.637969] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:51.641349] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:51.649976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:51.650077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:54.655236] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:54.659339] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:54.663165] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:54.669918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:54.669988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:22:57.675888] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:22:57.680075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:22:57.683823] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:22:57.690921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:22:57.691165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:00.696330] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:00.700287] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:00.705943] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:00.716841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:00.716949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:03.722929] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:03.728435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:03.732469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:03.740392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:03.740486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:06.744362] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:06.747674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:06.750841] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:06.757082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:06.757153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:09.762981] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:09.768014] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:09.772940] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:09.781560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:09.781685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:12.787064] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:12.792049] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:12.798770] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:12.812466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:12.812623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:15.819936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:15.825347] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:15.829995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:15.839368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:15.839501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:18.844415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:18.848107] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:18.851513] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:18.857981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:18.858149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:21.864574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:21.869234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:21.873720] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:21.881625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:21.881749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:24.885980] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:24.889220] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:24.892595] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:24.899001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:24.899077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:27.908657] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:27.912744] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:27.916738] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:27.924925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:27.925027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:30.930437] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:30.938164] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:30.942006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:30.949459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:30.949557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:33.959216] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:33.966232] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:33.972825] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:33.983823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:33.983932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:36.989012] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:36.994899] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:36.999852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:37.008630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:37.008845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:40.015164] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:40.019699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:40.023476] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:40.030720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:40.030823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:43.037622] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:43.046122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:43.052002] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:43.062176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:43.062309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:46.067499] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:46.071100] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:46.074696] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:46.082194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:46.082385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:49.088737] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:49.094339] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:49.099451] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:49.110903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:49.111064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:52.118962] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:52.124205] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:52.130053] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:52.139777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:52.140146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:55.146147] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:55.150122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:55.154533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:55.163681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:55.163807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:23:58.169797] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:23:58.175055] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:23:58.181123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:23:58.196204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:23:58.196438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:01.202867] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:01.209953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:01.217621] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:01.231707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:01.232610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:04.241675] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:04.247380] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:04.251276] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:04.261045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:04.261120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:07.268877] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:07.273983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:07.277682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:07.286584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:07.286683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:10.291977] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:10.296388] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:10.300308] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:10.311046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:10.311239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:13.317627] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:13.323003] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:13.328117] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:13.337496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:13.337774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:16.342826] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:16.346766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:16.350221] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:16.357152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:16.357402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:19.363009] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:19.367138] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:19.370392] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:19.376689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:19.376774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:22.383556] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:22.389183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:22.395221] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:22.403849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:22.403981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:25.408905] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:25.413245] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:25.416973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:25.423862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:25.424014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:28.428855] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:28.432152] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:28.435362] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:28.442136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:28.442205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:31.447274] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:31.450627] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:31.454241] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:31.460868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:31.460944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:34.468202] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:34.473697] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:34.478337] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:34.490758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:34.490830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:37.495671] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:37.499706] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:37.502934] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:37.509497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:37.509573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:40.515797] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:40.520758] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:40.526052] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:40.535601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:40.535700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:43.542435] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:43.546796] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:43.551609] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:43.561689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:43.561796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:46.566813] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:46.572271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:46.576342] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:46.588309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:46.588420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:49.594203] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:49.598276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:49.602349] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:49.613601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:49.613737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:52.618900] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:52.622859] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:52.626604] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:52.633417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:52.633488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:55.642896] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:55.647877] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:55.652333] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:55.661256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:55.661353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:24:58.668444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:24:58.674668] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:24:58.680153] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:24:58.691194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:24:58.691320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:01.697428] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:01.702498] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:01.706868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:01.719226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:01.719382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:04.726339] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:04.730884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:04.735401] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:04.744349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:04.744427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:07.751739] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:07.755904] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:07.760271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:07.768969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:07.769055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:10.775569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:10.781297] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:10.786093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:10.793804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:10.793916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:13.802107] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:13.807978] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:13.812875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:13.824488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:13.824590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:16.830168] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:16.833942] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:16.837535] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:16.844338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:16.844408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:19.851217] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:19.856774] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:19.861000] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:19.869208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:19.869299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:22.881562] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:22.888233] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:22.893697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:22.904811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:22.904948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:25.911804] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:25.919271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:25.923906] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:25.932774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:25.932846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:28.939610] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:28.945585] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:28.949817] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:28.959827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:28.959900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:31.966073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:31.972116] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:31.978318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:31.989046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:31.989187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:34.997154] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:35.002130] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:35.007277] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:35.017243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:35.017392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:38.022031] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:38.025389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:38.028772] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:38.036127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:38.036234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:41.041422] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:41.047364] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:41.052694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:41.063414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:41.063623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:44.071737] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:44.076247] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:44.082322] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:44.090987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:44.091079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:47.096383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:47.100336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:47.104193] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:47.112554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:47.112798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:50.117619] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:50.121184] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:50.124524] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:50.132060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:50.132211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:53.136934] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:53.140504] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:53.143824] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:53.150390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:53.150492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:56.155263] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:56.159394] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:56.162879] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:56.169372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:56.169467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:25:59.175402] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:25:59.182795] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:25:59.187319] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:25:59.195503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:25:59.195601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:02.200547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:02.204216] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:02.207472] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:02.214036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:02.214206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:05.219389] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:05.222928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:05.226276] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:05.233125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:05.233194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:08.239685] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:08.245419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:08.249782] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:08.259102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:08.259277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:11.266700] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:11.270670] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:11.275415] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:11.284012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:11.284098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:14.289106] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:14.292667] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:14.295953] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:14.302536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:14.302607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:17.307621] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:17.311396] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:17.314915] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:17.321731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:17.321811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:20.329618] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:20.336109] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:20.341905] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:20.351687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:20.351773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:23.357893] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:23.363021] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:23.367909] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:23.376508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:23.376579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:26.383792] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:26.390494] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:26.395671] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:26.403800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:26.403992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:29.408672] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:29.411919] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:29.415156] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:29.421802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:29.421874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:32.427485] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:32.433566] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:32.437695] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:32.447508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:32.447599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:35.455879] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:35.461802] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:35.467018] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:35.477517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:35.477603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:38.483890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:38.488334] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:38.493963] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:38.502217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:38.502310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:41.508142] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:41.511946] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:41.515366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:41.522086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:41.522160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:44.529692] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:44.534067] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:44.538767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:44.547939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:44.548142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:47.554301] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:47.560076] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:47.564858] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:47.575037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:47.575235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:50.582322] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:50.590659] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:50.595958] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:50.606483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:50.606585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:53.613064] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:53.617926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:53.622541] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:53.631504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:53.631582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:56.638409] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:56.644434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:56.649049] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:56.657586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:56.657823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:26:59.663804] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:26:59.668820] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:26:59.672835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:26:59.681012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:26:59.681096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:02.685985] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:02.689396] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:02.693094] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:02.702622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:02.705757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:05.712137] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:05.716986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:05.720711] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:05.727787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:05.727888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:08.734709] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:08.738993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:08.742755] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:08.751433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:08.751509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:11.757006] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:11.760603] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:11.767063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:11.774987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:11.775090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:14.780882] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:14.785549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:14.790319] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:14.798882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:14.798977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:17.804438] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:17.809337] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:17.814013] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:17.822880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:17.823051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:20.828330] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:20.832430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:20.835913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:20.844860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:20.844938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:23.854712] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:23.858579] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:23.862048] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:23.868685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:23.868759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:26.876393] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:26.880677] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:26.886759] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:26.896327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:26.896424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:29.900499] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:29.904624] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:29.910059] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:29.920988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:29.921105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:32.926574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:32.930390] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:32.933689] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:32.940200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:32.940280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:35.950179] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:35.955979] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:35.963958] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:35.975732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:35.975933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:38.982128] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:38.988008] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:38.993878] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:39.005975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:39.006189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:42.014852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:42.019243] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:42.023229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:42.031133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:42.031208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:45.037412] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:45.041248] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:45.044826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:45.051819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:45.051903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:48.056630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:48.060593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:48.064093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:48.070749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:48.070838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:51.076567] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:51.081988] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:51.085832] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:51.093378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:51.093552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:54.100072] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:54.104235] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:54.109170] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:54.119078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:54.119261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:27:57.124324] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:27:57.128257] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:27:57.132837] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:27:57.140105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:27:57.140187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:00.146868] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:00.152100] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:00.157503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:00.165011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:00.165087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:03.171465] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:03.176326] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:03.180270] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:03.188823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:03.188897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:06.194080] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:06.197832] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:06.201344] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:06.207987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:06.208056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:09.212991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:09.216240] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:09.219468] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:09.225896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:09.225968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:12.234903] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:12.240183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:12.250402] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:12.258949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:12.259026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:15.264547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:15.269430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:15.273590] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:15.282430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:15.282526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:18.288115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:18.292861] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:18.298010] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:18.305887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:18.305986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:21.313904] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:21.319420] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:21.323486] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:21.331816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:21.331931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:24.339091] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:24.347167] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:24.352579] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:24.362734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:24.362880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:27.367885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:27.371982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:27.375953] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:27.382352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:27.382424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:30.390073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:30.395155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:30.399673] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:30.409573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:30.409761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:33.415538] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:33.423446] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:33.429475] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:33.441686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:33.441783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:36.447891] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:36.452385] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:36.457103] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:36.465508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:36.465684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:39.474825] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:39.481140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:39.485031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:39.492631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:39.492922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:42.498382] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:42.502324] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:42.505876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:42.512954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:42.513052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:45.518232] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:45.522377] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:45.526357] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:45.533466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:45.533558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:48.543054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:48.547329] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:48.552546] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:48.561014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:48.561112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:51.566969] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:51.573755] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:51.578999] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:51.588594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:51.588742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:54.594868] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:54.598972] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:54.602445] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:54.609623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:54.609854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:28:57.614833] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:28:57.618749] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:28:57.624463] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:28:57.633794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:28:57.633889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:00.640180] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:00.649035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:00.652803] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:00.663058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:00.663162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:03.668138] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:03.671786] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:03.675503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:03.682209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:03.682323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:06.691090] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:06.696985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:06.701835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:06.711403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:06.711481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:09.717484] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:09.724695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:09.731012] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:09.740767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:09.740867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:12.747153] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:12.751066] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:12.754561] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:12.761691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:12.761789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:15.769082] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:15.776602] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:15.781093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:15.790185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:15.790306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:18.800317] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:18.808568] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:18.817594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:18.834459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:18.834711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:21.843010] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:21.849129] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:21.855448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:21.863696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:21.863805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:24.869387] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:24.872991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:24.876661] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:24.883478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:24.883549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:27.889448] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:27.895824] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:27.902693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:27.914709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:27.915113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:30.920676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:30.928087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:30.933567] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:30.943988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:30.944238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:33.950446] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:33.954528] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:33.957915] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:33.965723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:33.965816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:36.972675] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:36.978866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:36.984404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:36.996141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:36.996346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:40.004879] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:40.011695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:40.016153] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:40.022838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:40.022910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:43.028345] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:43.032970] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:43.037414] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:43.046153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:43.046352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:46.052729] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:46.057578] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:46.062371] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:46.071487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:46.071587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:49.078182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:49.082293] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:49.086866] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:49.096262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:49.096434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:52.101367] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:52.105125] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:52.108362] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:52.114663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:52.114730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:55.119440] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:55.123058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:55.126284] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:55.133303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:55.133408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:29:58.138699] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:29:58.142287] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:29:58.146233] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:29:58.154921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:29:58.155075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:01.162608] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:01.166847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:01.171257] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:01.182259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:01.182385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:04.190052] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:04.196537] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:04.202168] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:04.214070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:04.214231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:07.221800] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:07.227484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:07.235111] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:07.248507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:07.248730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:10.254061] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:10.258252] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:10.261944] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:10.269792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:10.269863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:13.275912] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:13.280776] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:13.285439] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:13.294860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:13.295044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:16.304880] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:16.310940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:16.314990] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:16.323462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:16.323563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:19.328918] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:19.332661] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:19.335939] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:19.343178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:19.343248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:22.351137] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:22.355813] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:22.361301] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:22.370489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:22.370627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:25.376465] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:25.382685] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:25.387156] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:25.396866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:25.396967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:28.403788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:28.408624] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:28.412727] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:28.422047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:28.422137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:31.427409] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:31.431924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:31.436774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:31.444884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:31.444977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:34.449962] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:34.454149] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:34.458017] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:34.464673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:34.464948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:37.471858] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:37.476495] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:37.482257] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:37.490468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:37.490551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:40.496631] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:40.501541] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:40.506312] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:40.516178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:40.516249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:43.523369] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:43.528689] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:43.533053] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:43.544722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:43.544814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:46.551253] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:46.555959] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:46.560224] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:46.569034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:46.569124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:49.575157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:49.580341] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:49.585031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:49.592719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:49.592823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:52.597610] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:52.601108] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:52.605090] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:52.611715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:52.611814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:55.616583] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:55.620836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:55.624618] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:55.631652] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:55.631727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:30:58.641856] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:30:58.648041] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:30:58.652008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:30:58.658845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:30:58.658984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:01.665539] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:01.670884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:01.674537] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:01.683413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:01.683515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:04.689665] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:04.693880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:04.698672] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:04.708043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:04.708173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:07.714750] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:07.720007] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:07.724295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:07.734026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:07.734180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:10.742882] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:10.747571] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:10.751912] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:10.760723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:10.760925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:13.766626] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:13.770993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:13.774912] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:13.781843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:13.781919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:16.786896] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:16.790714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:16.794892] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:16.802535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:16.802609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:19.812354] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:19.817773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:19.822573] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:19.831927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:19.832049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:22.836802] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:22.840588] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:22.843841] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:22.850446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:22.850522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:25.858975] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:25.866048] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:25.870964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:25.880954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:25.881141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:28.919355] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:28.924358] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:28.928957] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:28.938048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:28.938130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:31.946789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:31.952395] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:31.957697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:31.969174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:31.969595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:34.980780] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:34.986958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:34.990934] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:34.998244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:34.998359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:38.006656] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:38.012401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:38.018783] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:38.030360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:38.030463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:41.034827] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:41.040274] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:41.043859] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:41.050708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:41.050801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:44.057718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:44.062978] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:44.067918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:44.077526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:44.077737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:47.083205] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:47.086854] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:47.090223] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:47.097053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:47.097127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:50.102690] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:50.106529] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:50.110107] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:50.116689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:50.116787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:53.122478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:53.126540] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:53.129888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:53.136387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:53.136466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:56.145266] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:56.149219] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:56.154016] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:56.162915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:56.162991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:31:59.168143] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:31:59.172388] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:31:59.176363] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:31:59.187821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:31:59.187894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:02.192920] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:02.196840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:02.200567] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:02.208613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:02.208769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:05.217103] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:05.225614] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:05.236768] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:05.252601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:05.252840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:08.258152] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:08.262252] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:08.265880] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:08.274317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:08.274397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:11.281373] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:11.285722] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:11.290245] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:11.297329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:11.297423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:14.305698] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:14.312007] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:14.315803] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:14.324018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:14.324093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:17.332834] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:17.337120] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:17.341737] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:17.349416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:17.349535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:20.355239] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:20.360766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:20.367698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:20.378068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:20.378433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:23.385370] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:23.392433] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:23.397757] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:23.410882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:23.411069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:26.416983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:26.421404] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:26.425357] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:26.432474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:26.432599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:29.437530] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:29.441329] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:29.444680] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:29.451185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:29.451254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:32.457847] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:32.464078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:32.469040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:32.477498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:32.477580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:35.484689] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:35.488572] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:35.494011] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:35.501596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:35.501728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:38.506510] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:38.510140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:38.513384] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:38.519933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:38.520011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:41.525998] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:41.533007] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:41.540056] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:41.551825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:41.551929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:44.562856] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:44.569719] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:44.573817] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:44.581349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:44.581443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:47.586029] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:47.589691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:47.592924] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:47.599399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:47.599470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:50.605422] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:50.612558] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:50.616948] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:50.628971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:50.629173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:53.634017] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:53.638002] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:53.642733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:53.652775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:53.652861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:56.657682] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:56.661037] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:56.664488] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:56.671048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:56.671120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:32:59.676199] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:32:59.679719] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:32:59.683435] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:32:59.690097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:32:59.690174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:02.697516] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:02.703163] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:02.707740] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:02.717606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:02.717886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:05.724696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:05.729996] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:05.734741] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:05.746333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:05.746635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:08.753448] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:08.758305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:08.762927] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:08.771853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:08.772111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:11.779919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:11.785955] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:11.791229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:11.803814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:11.803968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:14.814102] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:14.821067] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:14.824965] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:14.832237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:14.832311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:17.840986] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:17.847092] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:17.851469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:17.860835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:17.860974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:20.869900] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:20.874555] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:20.879084] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:20.888820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:20.888971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:23.898395] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:23.904903] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:23.910066] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:23.919353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:23.919592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:26.926990] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:26.932712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:26.937983] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:26.947506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:26.947611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:29.955995] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:29.964182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:29.971813] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:30.038781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:30.039032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:33.047072] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:33.053993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:33.059750] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:33.070603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:33.070821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:36.075623] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:36.079660] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:36.083611] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:36.090499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:36.090576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:39.097558] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:39.104001] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:39.108846] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:39.118066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:39.118161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:42.126021] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:42.133903] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:42.140751] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:42.155288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:42.155492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:45.163143] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:45.168821] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:45.174003] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:45.183461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:45.183581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:48.192017] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:48.198575] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:48.202502] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:48.212566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:48.212682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:51.218081] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:51.222429] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:51.226158] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:51.233282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:51.233351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:54.243231] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:54.249036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:54.253988] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:54.265053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:54.265157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:33:57.270144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:33:57.273550] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:33:57.277587] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:33:57.285823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:33:57.285913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:00.291328] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:00.297007] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:00.302392] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:00.313245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:00.313384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:03.320684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:03.326428] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:03.332199] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:03.341910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:03.342012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:06.351396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:06.356407] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:06.363411] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:06.373629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:06.373767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:09.382873] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:09.388025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:09.394174] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:09.403833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:09.403951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:12.411835] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:12.417089] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:12.421952] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:12.432695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:12.432843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:15.439159] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:15.446913] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:15.453786] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:15.464202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:15.464334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:18.469169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:18.473044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:18.476440] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:18.483110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:18.483268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:21.488915] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:21.492826] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:21.496404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:21.504836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:21.504919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:24.512894] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:24.517389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:24.521705] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:24.530228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:24.530299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:27.535810] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:27.540740] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:27.545687] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:27.554267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:27.554460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:30.560309] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:30.564787] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:30.568287] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:30.575300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:30.575382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:33.581572] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:33.586773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:33.592375] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:33.600275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:33.600446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:36.605810] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:36.612476] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:36.616192] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:36.626815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:36.626903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:39.631732] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:39.635670] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:39.639053] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:39.645735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:39.645805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:42.652394] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:42.658126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:42.663190] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:42.673155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:42.673268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:45.679580] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:45.683600] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:45.687726] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:45.695516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:45.695695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:48.705042] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:48.711085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:48.715468] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:48.725150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:48.725279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:51.732752] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:51.738727] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:51.744822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:51.758933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:51.759094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:54.766481] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:54.774048] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:54.779359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:54.789420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:54.789823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:34:57.798126] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:34:57.805238] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:34:57.811558] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:34:57.821906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:34:57.822055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:00.827135] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:00.832303] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:00.836852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:00.844949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:00.845074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:03.852865] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:03.858469] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:03.863596] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:03.873961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:03.874135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:06.882267] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:06.890296] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:06.897725] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:06.912467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:06.912623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:09.918676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:09.923615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:09.927795] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:09.937391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:09.937489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:12.945839] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:12.951692] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:12.956882] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:12.966207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:12.966291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:15.972147] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:15.976694] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:15.981140] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:15.989752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:15.989844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:18.996910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:19.002270] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:19.007522] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:19.016266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:19.016352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:22.022340] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:22.027866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:22.034040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:22.043833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:22.043931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:25.048776] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:25.052659] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:25.058071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:25.069671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:25.069787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:28.077701] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:28.084634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:28.092385] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:28.105476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:28.105928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:31.112403] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:31.117138] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:31.121807] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:31.129873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:31.130036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:34.136585] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:34.141928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:34.149060] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:34.157463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:34.157555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:37.163938] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:37.170245] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:37.175006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:37.187797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:37.187991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:40.192708] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:40.196501] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:40.199979] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:40.206597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:40.206684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:43.211781] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:43.216990] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:43.223054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:43.231867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:43.231979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:46.236842] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:46.240414] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:46.243702] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:46.250594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:46.250703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:49.255419] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:49.259081] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:49.262409] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:49.269126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:49.269216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:52.277084] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:52.281619] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:52.285866] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:52.293726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:52.293826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:55.300193] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:55.308836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:55.313180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:55.322630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:55.322789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:35:58.331187] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:35:58.336789] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:35:58.342577] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:35:58.352675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:35:58.352860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:01.359501] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:01.365467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:01.373700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:01.381798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:01.381941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:04.388068] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:04.392230] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:04.395905] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:04.403127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:04.403226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:07.410451] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:07.415671] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:07.422700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:07.431464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:07.431743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:10.438672] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:10.444660] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:10.449457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:10.457985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:10.458144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:13.463183] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:13.466466] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:13.469761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:13.476075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:13.476142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:16.481320] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:16.485306] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:16.492348] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:16.500960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:16.501099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:19.505985] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:19.511340] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:19.517786] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:19.526456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:19.526556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:22.531000] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:22.535455] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:22.539025] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:22.545637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:22.545727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:25.554795] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:25.561569] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:25.566107] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:25.577144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:25.577409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:28.583143] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:28.588492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:28.593241] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:28.602818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:28.603002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:31.610518] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:31.618303] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:31.626176] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:31.642375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:31.642609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:34.648303] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:34.652928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:34.656954] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:34.664273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:34.664518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:37.670904] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:37.675704] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:37.679659] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:37.691906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:37.692105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:40.698084] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:40.701899] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:40.705320] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:40.712239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:40.712318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:43.722759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:43.728221] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:43.732570] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:43.743193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:43.743360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:46.750758] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:46.756732] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:46.761079] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:46.770309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:46.770478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:49.779238] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:49.784806] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:49.789062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:49.798157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:49.798237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:52.805254] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:52.811695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:52.815822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:52.824507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:52.824703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:55.831691] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:55.838524] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:55.843955] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:55.853288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:55.853461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:36:58.859597] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:36:58.865078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:36:58.871062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:36:58.880864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:36:58.881043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:01.888359] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:01.894262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:01.898375] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:01.908105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:01.908186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:04.916233] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:04.921771] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:04.927919] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:04.939242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:04.939402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:07.945759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:07.954235] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:07.958353] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:07.966538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:07.966621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:10.972270] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:10.976200] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:10.979844] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:10.987053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:10.987139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:13.993026] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:13.997569] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:14.001295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:14.008623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:14.008732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:17.017851] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:17.023301] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:17.029233] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:17.038235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:17.038536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:20.044630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:20.049357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:20.054044] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:20.063160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:20.063235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:23.068268] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:23.072593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:23.076699] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:23.083661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:23.083738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:26.093330] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:26.099698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:26.104196] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:26.113693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:26.113896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:29.119919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:29.124012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:29.127559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:29.134707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:29.134839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:32.144527] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:32.153483] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:32.159190] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:32.168568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:32.168734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:35.176731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:35.185815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:35.193837] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:35.214064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:35.214613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:38.219819] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:38.223729] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:38.231513] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:38.246590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:38.246994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:41.252086] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:41.256552] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:41.261487] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:41.268584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:41.268760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:44.274538] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:44.278051] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:44.282058] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:44.290991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:44.291089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:47.299546] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:47.306140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:47.312087] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:47.324100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:47.324295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:50.330540] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:50.334115] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:50.337495] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:50.344839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:50.344929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:53.354236] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:53.359880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:53.366890] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:53.378821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:53.378981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:56.383751] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:56.388155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:56.392006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:56.398661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:56.398818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:37:59.405044] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:37:59.409288] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:37:59.413143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:37:59.420333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:37:59.420453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:02.425719] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:02.429614] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:02.433031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:02.441435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:02.441532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:05.448943] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:05.454804] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:05.460014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:05.469442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:05.469604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:08.474984] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:08.478766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:08.482581] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:08.490259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:08.490355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:11.499169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:11.504869] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:11.511569] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:11.523280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:11.523382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:14.532928] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:14.539421] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:14.545950] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:14.555858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:14.555965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:17.563805] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:17.570189] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:17.576292] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:17.589175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:17.589581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:20.598990] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:20.603380] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:20.610362] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:20.621414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:20.621623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:23.628421] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:23.634861] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:23.639339] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:23.648113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:23.648227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:26.653931] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:26.658309] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:26.662453] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:26.670483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:26.670586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:29.676084] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:29.679983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:29.683635] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:29.690846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:29.690929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:32.700949] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:32.705905] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:32.710703] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:32.721993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:32.722126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:35.728794] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:35.733707] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:35.738963] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:35.747533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:35.747606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:38.751821] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:38.755766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:38.759226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:38.765586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:38.765699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:41.772605] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:41.778906] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:41.783453] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:41.792092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:41.792179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:44.797172] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:44.800567] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:44.803888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:44.810269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:44.810340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:47.817905] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:47.823200] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:47.828024] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:47.836031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:47.836106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:50.843209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:50.847914] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:50.851679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:50.860500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:50.860587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:53.865424] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:53.869198] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:53.873087] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:53.879692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:53.879766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:56.888039] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:56.894923] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:56.899865] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:56.910176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:56.910309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:38:59.916182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:38:59.921549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:38:59.927180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:38:59.938261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:38:59.938419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:02.945494] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:02.951046] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:02.956147] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:02.967797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:02.968083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:05.975834] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:05.981041] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:05.985895] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:05.994597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:05.994719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:09.002842] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:09.008947] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:09.015675] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:09.026926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:09.027108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:12.033441] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:12.040741] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:12.046577] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:12.055541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:12.055662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:15.064563] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:15.071877] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:15.078904] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:15.097138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:15.097330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:18.105301] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:18.110165] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:18.114409] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:18.123601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:18.124000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:21.130305] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:21.135986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:21.141605] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:21.151258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:21.151707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:24.159999] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:24.166674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:24.174076] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:24.187376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:24.187752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:27.194181] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:27.198490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:27.202423] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:27.212825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:27.213006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:30.219712] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:30.224776] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:30.229141] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:30.238461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:30.238546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:33.243717] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:33.247443] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:33.253472] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:33.262988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:33.263244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:36.270674] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:36.275708] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:36.280338] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:36.289768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:36.289864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:39.295695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:39.299734] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:39.303217] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:39.310154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:39.310237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:42.315139] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:42.319005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:42.322366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:42.329438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:42.329512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:45.335517] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:45.339712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:45.346370] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:45.356475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:45.356594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:48.363390] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:48.369454] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:48.376629] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:48.390053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:48.390192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:51.400116] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:51.408821] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:51.414245] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:51.427688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:51.427778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:54.435186] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:54.439493] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:54.444042] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:54.454030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:54.454142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:39:57.459336] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:39:57.462884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:39:57.466529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:39:57.473154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:39:57.473224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:00.482020] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:00.487201] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:00.491726] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:00.501397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:00.501862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:03.510808] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:03.515842] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:03.521060] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:03.528959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:03.529064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:06.536112] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:06.542232] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:06.548230] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:06.555676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:06.555831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:09.560449] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:09.563842] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:09.567372] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:09.573806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:09.573913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:12.580719] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:12.585544] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:12.590471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:12.601197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:12.601295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:15.606429] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:15.611508] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:15.615844] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:15.625619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:15.625740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:18.630933] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:18.634698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:18.638542] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:18.645394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:18.645504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:21.650156] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:21.653737] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:21.657054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:21.663440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:21.663514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:24.670870] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:24.675745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:24.680492] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:24.690600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:24.690777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:27.696320] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:27.701287] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:27.706966] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:27.718823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:27.718920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:30.725576] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:30.730268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:30.734275] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:30.742585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:30.742784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:33.749865] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:33.755684] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:33.761550] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:33.771250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:33.771431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:36.777417] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:36.781021] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:36.784391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:36.791785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:36.791889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:39.796924] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:39.800803] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:39.804111] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:39.811371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:39.811449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:42.818599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:42.825109] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:42.828469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:42.835472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:42.835549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:45.843054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:45.848424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:45.852093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:45.858671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:45.858761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:48.863862] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:48.867896] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:48.871498] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:48.878769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:48.878901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:51.885692] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:51.890884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:51.895753] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:51.905240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:51.905464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:54.910430] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:54.918872] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:54.923070] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:54.930612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:54.930744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:40:57.935494] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:40:57.939161] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:40:57.942484] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:40:57.948986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:40:57.949092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:00.956478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:00.961847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:00.966684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:00.973664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:00.973761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:03.978682] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:03.982019] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:03.985261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:03.991684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:03.991755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:06.997573] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:07.003482] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:07.008570] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:07.017175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:07.017264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:10.022633] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:10.026364] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:10.029837] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:10.036866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:10.036940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:13.043004] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:13.047526] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:13.054391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:13.062357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:13.062434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:16.068181] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:16.072325] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:16.076021] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:16.082987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:16.083075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:19.089121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:19.093893] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:19.098150] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:19.106896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:19.107242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:22.113413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:22.117514] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:22.121194] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:22.128352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:22.128702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:25.135222] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:25.140780] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:25.145537] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:25.154242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:25.154606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:28.162978] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:28.169388] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:28.175698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:28.184899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:28.185132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:31.191918] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:31.198419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:31.202460] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:31.210587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:31.210704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:34.217897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:34.222726] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:34.226531] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:34.235773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:34.235871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:37.241214] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:37.244881] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:37.248624] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:37.255511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:37.255607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:40.262593] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:40.266675] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:40.270385] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:40.277571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:40.277784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:43.285930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:43.292508] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:43.299801] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:43.309688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:43.309828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:46.317400] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:46.322906] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:46.327462] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:46.337433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:46.337519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:49.343904] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:49.349091] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:49.353691] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:49.362431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:49.362559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:52.370144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:52.376360] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:52.380523] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:52.390149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:52.390290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:55.398144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:55.404090] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:55.408990] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:55.418994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:55.419167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:41:58.424046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:41:58.428147] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:41:58.431585] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:41:58.438105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:41:58.438177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:01.445266] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:01.451079] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:01.454960] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:01.464434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:01.464574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:04.470505] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:04.476071] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:04.480928] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:04.491419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:04.491540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:07.500255] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:07.504516] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:07.508575] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:07.516233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:07.516416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:10.524296] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:10.531487] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:10.537072] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:10.546709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:10.547034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:13.553733] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:13.558211] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:13.563470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:13.573888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:13.573991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:16.581627] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:16.586808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:16.590533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:16.600729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:16.600891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:19.606621] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:19.613173] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:19.618605] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:19.627031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:19.627194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:22.632526] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:22.635917] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:22.639244] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:22.645970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:22.646042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:25.653928] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:25.660451] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:25.666003] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:25.675569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:25.675711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:28.681876] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:28.685725] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:28.689775] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:28.703003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:28.703177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:31.712246] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:31.717134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:31.722172] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:31.734715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:31.734849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:34.739906] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:34.747705] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:34.752591] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:34.762948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:34.763128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:37.769273] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:37.774372] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:37.780076] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:37.787498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:37.787698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:40.794196] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:40.799620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:40.803994] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:40.814364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:40.814488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:43.819500] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:43.823277] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:43.826921] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:43.834161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:43.834387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:46.841881] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:46.848169] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:46.852750] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:46.861444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:46.861624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:49.866126] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:49.870134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:49.873596] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:49.880078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:49.880152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:52.886237] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:52.891934] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:52.896701] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:52.905460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:52.905562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:55.911371] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:55.916836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:55.922039] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:55.931799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:55.932005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:42:58.940735] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:42:58.945577] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:42:58.949554] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:42:58.957462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:42:58.957536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:01.962021] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:01.965685] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:01.968969] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:01.975586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:01.975711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:04.980364] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:04.983670] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:04.986932] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:04.993506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:04.993592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:08.000631] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:08.005512] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:08.010376] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:08.019920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:08.020090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:11.026852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:11.031724] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:11.037068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:11.045335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:11.045408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:14.052841] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:14.057841] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:14.062022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:14.069820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:14.069893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:17.075285] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:17.081078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:17.085345] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:17.093276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:17.093352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:20.099878] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:20.107171] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:20.112255] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:20.120746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:20.120823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:23.127401] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:23.133496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:23.137750] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:23.145250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:23.145353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:26.150349] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:26.154026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:26.159700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:26.168787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:26.168859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:29.174297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:29.178923] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:29.183636] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:29.192455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:29.192615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:32.202156] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:32.212383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:32.217731] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:32.227361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:32.227536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:35.236025] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:35.243532] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:35.255381] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:35.271284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:35.271745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:38.278930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:38.283071] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:38.286799] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:38.293763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:38.293861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:41.299179] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:41.303023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:41.306708] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:41.313384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:41.313454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:44.320787] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:44.325016] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:44.329527] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:44.338771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:44.338858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:47.345697] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:47.350053] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:47.353467] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:47.360537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:47.360676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:50.368333] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:50.374301] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:50.382262] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:50.392896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:50.393015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:53.399109] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:53.403751] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:53.408366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:53.417876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:53.417998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:56.425386] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:56.430222] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:56.434318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:56.443044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:56.443163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:43:59.451098] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:43:59.456205] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:43:59.461240] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:43:59.469481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:43:59.469560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:02.475041] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:02.479354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:02.483689] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:02.491790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:02.491884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:05.498057] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:05.504850] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:05.509493] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:05.518422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:05.518497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:08.523417] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:08.527545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:08.530875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:08.537276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:08.537344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:11.542864] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:11.546393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:11.550448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:11.557172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:11.557244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:14.562224] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:14.565744] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:14.569030] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:14.575831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:14.575899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:17.580898] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:17.584520] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:17.587852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:17.594527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:17.594661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:20.603822] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:20.608262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:20.611971] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:20.620920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:20.620996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:23.626123] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:23.630484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:23.634255] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:23.641436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:23.641511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:26.648926] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:26.653962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:26.659052] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:26.668167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:26.668247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:29.673521] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:29.679023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:29.684520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:29.691672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:29.691761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:32.699695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:32.704432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:32.710320] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:32.718781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:32.719016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:35.724101] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:35.728381] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:35.731835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:35.738469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:35.738548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:38.743478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:38.747399] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:38.750935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:38.758034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:38.758136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:41.766047] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:41.770250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:41.774130] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:41.781865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:41.781968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:44.788863] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:44.794449] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:44.799009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:44.808392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:44.808501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:47.815760] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:47.821351] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:47.825324] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:47.834407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:47.834502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:50.839829] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:50.844439] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:50.848842] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:50.857636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:50.857757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:53.862925] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:53.867704] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:53.872415] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:53.881774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:53.882015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:56.886991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:56.890593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:56.893893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:56.900583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:56.900697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:44:59.907991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:44:59.912577] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:44:59.916767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:44:59.925766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:44:59.925865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:02.931695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:02.936347] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:02.941629] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:02.951867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:02.952026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:05.958171] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:05.964700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:05.968878] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:05.979059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:05.979145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:08.984923] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:08.989239] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:08.993695] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:09.003205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:09.003310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:12.009015] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:12.014563] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:12.019990] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:12.029289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:12.029561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:15.035998] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:15.039977] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:15.047013] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:15.054078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:15.054154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:18.058702] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:18.062797] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:18.066361] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:18.073822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:18.073894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:21.080547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:21.084236] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:21.088323] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:21.095352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:21.095593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:24.104258] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:24.110610] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:24.118160] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:24.129279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:24.129435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:27.138385] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:27.144181] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:27.151614] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:27.164381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:27.164571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:30.171002] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:30.177609] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:30.184080] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:30.198136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:30.198342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:33.203065] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:33.206872] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:33.213694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:33.224105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:33.224257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:36.231433] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:36.238701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:36.244144] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:36.257348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:36.257540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:39.263487] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:39.268371] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:39.272702] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:39.281843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:39.282005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:42.288162] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:42.293367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:42.298812] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:42.310854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:42.310999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:45.316063] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:45.319828] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:45.323270] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:45.326486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:45:45.329764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:45.329832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:48.337531] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:48.343144] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:48.348995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:48.353064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:45:48.357302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:48.357517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:51.362885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:51.370531] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:51.374638] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:51.378167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:45:51.381806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:51.381878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:54.390045] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:54.398478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:54.404625] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:54.410091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:45:54.415517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:54.415620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:45:57.421415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:45:57.425438] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:45:57.429329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:45:57.433337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:45:57.437303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:45:57.437435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:00.444732] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:00.450734] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:00.454251] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:00.458245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:00.462414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:00.462489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:03.468721] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:03.476043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:03.480280] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:03.484368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:03.489160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:03.489245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:06.495058] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:06.500158] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:06.504499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:06.508310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:06.513685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:06.513799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:09.520866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:09.527766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:09.532147] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:09.537948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:09.543630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:09.543784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:12.551413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:12.557723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:12.562272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:12.568412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:12.572420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:12.572519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:15.577395] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:15.580771] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:15.583968] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:15.588292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:15.592116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:15.592196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:18.600049] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:18.604847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:18.610036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:18.614778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:18.618684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:18.618768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:21.623272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:21.627091] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:21.630508] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:21.634050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:21.640148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:21.640234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:24.645230] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:24.649249] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:24.652736] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:24.656128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:24.659535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:24.659608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:27.666172] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:27.672545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:27.678802] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:27.686211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:27.691467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:27.691599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:30.697302] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:30.702451] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:30.707017] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:30.710885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:30.714627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:30.714797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:33.720678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:33.725880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:33.732179] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:33.737048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:33.741466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:33.741561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:36.752111] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:36.757102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:36.762483] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:36.767282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:36.771999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:36.772086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:39.777853] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:39.782898] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:39.789203] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:39.793976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:39.797790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:39.797945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:42.804109] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:42.809767] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:42.814822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:42.819577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:42.824997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:42.825182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:45.832893] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:45.837053] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:45.842015] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:45.847567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:45.851882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:45.851980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:48.858101] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:48.863628] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:48.868586] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:48.873230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:48.877377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:48.877449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:51.882395] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:51.885831] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:51.889506] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:51.892898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:51.896866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:51.896973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:54.906103] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:54.911985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:54.917722] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:54.922208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:54.927701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:54.927804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:46:57.932851] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:46:57.937474] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:46:57.942530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:46:57.948106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:46:57.952575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:46:57.952665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:00.957973] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:00.962617] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:00.968455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:00.974923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:00.980538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:00.980757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:03.985828] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:03.993846] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:04.001145] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:04.007135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:04.010820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:04.010994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:07.019457] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:07.024602] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:07.029445] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:07.034065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:07.041773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:07.042000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:10.048801] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:10.055127] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:10.060709] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:10.067297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:10.074043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:10.074201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:13.079729] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:13.084392] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:13.088561] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:13.093231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:13.097600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:13.097825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:16.102926] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:16.106777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:16.110242] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:16.113877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:16.117680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:16.117775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:19.122605] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:19.126086] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:19.130006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:19.133240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:19.136774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:19.136887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:22.141919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:22.145214] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:22.148523] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:22.151811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:22.155059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:22.155128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:25.159966] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:25.163423] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:25.166726] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:25.171278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:25.174712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:25.174796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:28.179853] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:28.183567] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:28.186960] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:28.190282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:28.193725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:28.193825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:31.202427] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:31.210085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:31.215081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:31.222309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:31.226751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:31.226874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:34.233142] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:34.238010] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:34.241655] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:34.246324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:34.253155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:34.253254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:37.259516] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:37.264569] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:37.269250] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:37.273126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:37.276596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:37.276692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:40.284357] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:40.289731] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:40.295624] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:40.301881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:40.310724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:40.310868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:43.318956] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:43.323072] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:43.328584] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:43.332476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:43.337698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:43.337806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:46.343802] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:46.347853] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:46.351279] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:46.354741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:46.358138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:46.358210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:49.366481] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:49.370814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:49.376578] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:49.381606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:49.385539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:49.385666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:52.392547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:52.399926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:52.405237] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:52.409485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:52.413831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:52.413903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:55.420981] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:55.427674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:55.434298] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:55.440340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:55.447386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:55.447561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:47:58.455288] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:47:58.459629] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:47:58.465542] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:47:58.471620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:47:58.475492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:47:58.475589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:01.484335] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:01.491955] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:01.497619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:01.504804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:01.510618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:01.512774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:04.519396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:04.525489] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:04.531295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:04.535710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:04.541456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:04.541743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:07.548069] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:07.552383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:07.556677] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:07.561086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:07.564916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:07.565021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:10.574707] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:10.579701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:10.584517] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:10.589068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:10.594251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:10.594393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:13.601406] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:13.607525] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:13.612531] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:13.616822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:13.620887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:13.621055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:16.628187] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:16.634046] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:16.641977] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:16.648902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:16.655362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:16.655580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:19.661117] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:19.665040] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:19.668316] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:19.671515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:19.674817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:19.674887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:22.683872] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:22.688634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:22.694180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:22.699025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:22.703396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:22.703554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:25.710953] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:25.716147] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:25.720439] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:25.724591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:25.728473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:25.728548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:28.734454] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:28.740073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:28.743999] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:28.748397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:28.754679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:28.754790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:31.759825] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:31.764628] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:31.770409] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:31.775245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:31.780299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:31.780395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:34.786470] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:34.791486] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:34.795318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:34.798601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:34.801827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:34.801894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:37.809454] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:37.816136] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:37.820920] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:37.825185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:37.830068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:37.830224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:40.839180] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:40.844047] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:40.850188] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:40.854011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:40.857630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:40.857725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:43.863592] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:43.867851] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:43.871370] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:43.874888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:43.878321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:43.878394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:46.885588] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:46.890175] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:46.894359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:46.898778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:46.903396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:46.903474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:49.911659] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:49.917575] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:49.922693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:49.927301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:49.933227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:49.933322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:52.940148] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:52.945367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:52.950225] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:52.954760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:52.960000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:52.960097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:55.965954] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:55.970859] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:55.975564] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:55.979605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:55.983549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:55.983624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:48:58.991607] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:48:58.995349] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:48:58.999891] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:48:59.004135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:48:59.007769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:48:59.007840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:02.013242] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:02.016831] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:02.020042] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:02.023694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:02.028322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:02.028497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:05.033832] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:05.037911] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:05.041982] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:05.046041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:05.050534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:05.050761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:08.055787] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:08.059688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:08.063542] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:08.067247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:08.070849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:08.070993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:11.077710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:11.083676] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:11.088139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:11.093696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:11.097698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:11.097803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:14.102718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:14.106085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:14.109352] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:14.112609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:14.115872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:14.115940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:17.120863] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:17.124209] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:17.127433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:17.130639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:17.133850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:17.133918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:20.142926] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:20.147661] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:20.152028] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:20.157065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:20.161524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:20.161593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:23.167952] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:23.173350] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:23.177697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:23.182397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:23.186332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:23.186404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:26.191322] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:26.194761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:26.200977] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:26.204361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:26.207712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:26.207783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:29.212613] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:29.216085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:29.219315] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:29.222500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:29.225816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:29.225891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:32.230656] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:32.234028] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:32.237279] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:32.240440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:32.243639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:32.243724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:35.253059] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:35.258985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:35.263340] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:35.267108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:35.271382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:35.271456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:38.276714] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:38.280185] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:38.283489] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:38.286818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:38.290097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:38.290170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:41.295531] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:41.299961] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:41.303425] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:41.307369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:41.311325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:41.311635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:44.318343] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:44.323773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:44.328224] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:44.332294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:44.336293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:44.336387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:47.344593] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:47.349913] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:47.355689] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:47.362322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:47.367109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:47.367232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:50.373719] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:50.378133] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:50.381509] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:50.384868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:50.388372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:50.388446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:53.393883] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:53.398481] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:53.402694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:53.406582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:53.410177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:53.410339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:56.421253] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:56.430284] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:56.436982] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:56.444315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:56.451028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:56.451404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:49:59.456869] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:49:59.460982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:49:59.464716] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:49:59.468239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:49:59.472049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:49:59.472134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:02.476961] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:02.480398] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:02.483893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:02.487286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:02.490743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:02.490816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:05.499788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:05.506252] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:05.511697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:05.518843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:05.523712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:05.523995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:08.533261] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:08.539555] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:08.544713] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:08.551768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:08.557241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:08.557528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:11.565015] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:11.571620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:11.577139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:11.582017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:11.586490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:11.586561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:14.592688] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:14.596625] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:14.600819] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:14.605105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:14.609031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:14.609155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:17.615726] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:17.619861] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:17.623266] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:17.627091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:17.630574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:17.630664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:20.636271] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:20.640336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:20.643965] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:20.647581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:20.651458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:20.651557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:23.657053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:23.661275] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:23.665036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:23.668909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:23.673354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:23.673451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:26.681048] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:26.686918] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:26.691263] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:26.695257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:26.700177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:26.700274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:29.707854] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:29.713263] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:29.717416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:29.721419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:29.725691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:29.725764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:32.731037] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:32.737365] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:32.741485] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:32.745460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:32.749146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:32.749218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:35.754907] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:35.760289] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:35.764222] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:35.768075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:35.771807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:35.772068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:38.776748] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:38.780229] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:38.783526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:38.787342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:38.790678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:38.790747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:41.795330] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:41.798920] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:41.802081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:41.805245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:41.808434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:41.808505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:44.813415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:44.817222] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:44.820781] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:44.824235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:44.827597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:44.827684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:47.836365] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:47.842105] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:47.846470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:47.851848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:47.855765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:47.855841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:50.860912] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:50.864614] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:50.868073] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:50.871413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:50.874627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:50.874715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:53.880266] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:53.884121] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:53.887524] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:53.890950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:53.894942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:53.895060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:56.904674] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:56.909838] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:56.914103] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:56.917931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:56.922587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:56.922700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:50:59.929207] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:50:59.935005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:50:59.941374] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:50:59.945891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:50:59.950307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:50:59.950387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:02.955509] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:02.959522] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:02.963045] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:02.966444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:02.969842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:02.969926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:05.977670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:05.982265] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:05.987697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:05.992761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:05.997685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:05.997881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:09.002723] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:09.006490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:09.009972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:09.013356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:09.017299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:09.017534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:12.025022] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:12.030488] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:12.035416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:12.039806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:12.045683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:12.045776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:15.050862] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:15.054432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:15.057882] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:15.061176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:15.064491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:15.064586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:18.074926] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:18.079383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:18.083261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:18.086903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:18.090454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:18.090660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:21.095610] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:21.099726] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:21.103098] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:21.106387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:21.109671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:21.109740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:24.119238] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:24.127065] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:24.134917] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:24.141223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:24.147693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:24.150853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:27.158084] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:27.162743] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:27.167502] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:27.173382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:27.178779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:27.178929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:30.216114] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:30.220753] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:30.224252] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:30.228721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:30.232253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:30.232322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:33.241347] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:33.246824] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:33.253776] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:33.260452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:33.266193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:33.266337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:36.272296] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:36.277107] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:36.282035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:36.286976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:36.292576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:36.292984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:39.297277] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:39.300635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:39.303913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:39.307114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:39.312682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:39.312760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:42.317930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:42.322445] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:42.326113] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:42.329445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:42.332671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:42.332741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:45.338860] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:45.343145] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:45.348273] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:45.354805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:45.358803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:45.358958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:48.367577] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:48.373016] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:48.377281] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:48.382041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:48.388037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:48.388114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:51.395759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:51.404030] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:51.409067] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:51.414050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:51.419032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:51.419181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:54.426093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:54.430974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:54.436047] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:54.439896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:54.444127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:54.445897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:51:57.451034] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:51:57.455277] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:51:57.462360] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:51:57.468504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:51:57.472470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:51:57.472562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:00.477311] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:00.481467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:00.486222] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:00.491936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:00.496225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:00.496395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:03.501443] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:03.507533] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:03.511194] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:03.515461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:03.519149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:03.519243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:06.529444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:06.535598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:06.541690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:06.546783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:06.552724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:06.552847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:09.560887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:09.567807] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:09.572545] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:09.577083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:09.581555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:09.581685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:12.587753] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:12.592231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:12.596347] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:12.601275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:12.606074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:12.606220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:15.613947] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:15.618018] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:15.623012] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:15.628718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:15.633759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:15.633858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:18.640861] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:18.646542] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:18.651361] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:18.656032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:18.660471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:18.660543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:21.666999] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:21.672312] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:21.677127] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:21.681797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:21.686270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:21.686349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:24.693414] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:24.699203] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:24.704508] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:24.709537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:24.714589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:24.714688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:27.720993] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:27.725579] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:27.729325] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:27.732923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:27.736378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:27.736457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:30.743182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:30.749085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:30.754037] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:30.759055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:30.763527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:30.763609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:33.772294] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:33.779385] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:33.783571] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:33.787937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:33.791693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:33.791876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:36.796880] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:36.801959] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:36.807141] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:36.810801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:36.815207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:36.815368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:39.822883] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:39.827553] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:39.832769] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:39.837455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:39.841597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:39.841718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:42.847339] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:42.850866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:42.854510] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:42.858022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:42.861476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:42.861545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:45.866894] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:45.870491] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:45.874050] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:45.881830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:45.886252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:45.886408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:48.891626] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:48.895796] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:48.899408] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:48.903223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:48.906689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:48.906879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:51.913616] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:51.919811] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:51.923469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:51.927903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:51.931701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:51.931773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:54.938243] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:54.943788] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:54.949851] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:54.953800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:54.957619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:54.957713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:52:57.964547] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:52:57.969740] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:52:57.974929] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:52:57.979372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:52:57.983362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:52:57.983437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:00.990287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:00.994681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:00.999796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:01.004538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:01.009548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:01.009733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:04.015355] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:04.018953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:04.022966] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:04.026838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:04.030285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:04.030356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:07.035932] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:07.041045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:07.045707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:07.049279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:07.053292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:07.053400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:10.063334] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:10.069460] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:10.076718] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:10.082583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:10.090219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:10.090315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:13.095582] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:13.100043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:13.105792] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:13.109806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:13.113667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:13.113736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:16.121852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:16.127056] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:16.131166] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:16.135120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:16.138752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:16.138844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:19.145198] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:19.151526] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:19.158313] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:19.165082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:19.170248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:19.170331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:22.177229] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:22.181424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:22.185911] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:22.189831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:22.193546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:22.193638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:25.198573] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:25.202099] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:25.205664] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:25.209059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:25.212360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:25.212433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:28.217297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:28.220674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:28.223970] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:28.227446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:28.230736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:28.230804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:31.238115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:31.244804] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:31.251077] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:31.257144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:31.264193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:31.264352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:34.270220] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:34.273981] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:34.277474] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:34.281064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:34.284897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:34.285024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:37.291759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:37.298021] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:37.302055] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:37.307519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:37.312482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:37.312559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:40.317910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:40.322908] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:40.327964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:40.332384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:40.337445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:40.337519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:43.343354] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:43.348494] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:43.352271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:43.355605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:43.362381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:43.362452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:46.368357] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:46.372245] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:46.375991] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:46.379664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:46.383419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:46.383531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:49.394326] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:49.401455] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:49.406336] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:49.410975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:49.416007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:49.416142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:52.424823] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:52.430064] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:52.434894] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:52.439439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:52.444345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:52.444501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:55.450820] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:55.456096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:55.461318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:55.465781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:55.471395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:55.471467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:53:58.476453] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:53:58.480180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:53:58.484086] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:53:58.487508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:53:58.490882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:53:58.490950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:01.499167] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:01.504452] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:01.508842] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:01.512794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:01.518694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:01.518772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:04.525826] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:04.531318] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:04.537041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:04.541623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:04.545689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:04.545771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:07.550572] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:07.554083] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:07.557355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:07.560564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:07.563782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:07.563849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:10.571370] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:10.575769] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:10.579877] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:10.584583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:10.588498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:10.588698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:13.593985] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:13.598308] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:13.602100] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:13.605764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:13.609568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:13.609688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:16.614468] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:16.618391] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:16.621629] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:16.624876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:16.628186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:16.628258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:19.634239] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:19.639305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:19.644757] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:19.648965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:19.653103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:19.653214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:22.660701] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:22.665926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:22.670552] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:22.674410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:22.678742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:22.678822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:25.685518] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:25.690151] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:25.694745] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:25.698718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:25.703658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:25.703750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:28.708481] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:28.711836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:28.715088] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:28.718522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:28.721755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:28.721823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:31.729210] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:31.734030] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:31.738746] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:31.742826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:31.747169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:31.747389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:34.753593] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:34.759424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:34.764063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:34.768995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:34.774030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:34.774193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:37.779291] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:37.782967] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:37.786261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:37.789663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:37.793386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:37.793666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:40.801279] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:40.806854] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:40.810745] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:40.816461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:40.821079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:40.821164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:43.827149] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:43.832525] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:43.836961] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:43.843612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:43.847882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:43.847963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:46.852796] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:46.856271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:46.859627] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:46.862867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:46.866110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:46.866206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:49.871374] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:49.875034] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:49.879344] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:49.883362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:49.887812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:49.887913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:52.892792] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:52.898900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:52.904690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:52.909670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:52.915208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:52.915453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:55.921135] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:55.927636] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:55.932442] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:55.936896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:55.946153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:55.946267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:54:58.953634] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:54:58.958418] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:54:58.963046] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:54:58.967557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:54:58.971755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:54:58.971929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:01.978186] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:01.981956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:01.985526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:01.989087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:01.992826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:01.992974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:05.000755] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:05.006951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:05.012067] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:05.017166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:05.022190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:05.022333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:08.029202] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:08.033704] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:08.039423] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:08.043266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:08.047278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:08.047371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:11.053006] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:11.056983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:11.060456] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:11.063893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:11.067278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:11.067387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:14.074216] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:14.078030] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:14.081428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:14.085498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:14.089819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:14.089930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:17.095952] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:17.100365] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:17.104249] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:17.107734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:17.111291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:17.111382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:20.120705] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:20.127289] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:20.135022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:20.141486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:20.146358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:20.146483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:23.153755] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:23.159884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:23.164743] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:23.170820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:23.175512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:23.175603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:26.183432] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:26.190426] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:26.197388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:26.202952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:26.207871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:26.207999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:29.214599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:29.218987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:29.223498] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:29.227724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:29.232483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:29.232574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:32.237402] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:32.240897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:32.244533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:32.247990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:32.251329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:32.251405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:35.258989] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:35.263373] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:35.267737] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:35.271691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:35.275416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:35.275510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:38.282124] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:38.285950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:38.290122] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:38.296389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:38.300277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:38.300348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:41.307634] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:41.312231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:41.316137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:41.321487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:41.326176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:41.326254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:44.332670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:44.337545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:44.343693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:44.348151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:44.352287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:44.352405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:47.357416] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:47.361244] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:47.364838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:47.368221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:47.371530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:47.371605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:50.378793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:50.384695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:50.388604] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:50.393574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:50.398447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:50.398541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:53.405694] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:53.410705] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:53.414910] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:53.420816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:53.425179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:53.425278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:56.430508] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:56.435143] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:56.441129] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:56.445248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:56.452008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:56.452112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:55:59.456910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:55:59.460551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:55:59.464788] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:55:59.468600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:55:59.472322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:55:59.472405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:02.478781] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:02.483262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:02.487376] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:02.490919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:02.494345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:02.494424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:05.502213] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:05.509635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:05.516113] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:05.519799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:05.524119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:05.524297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:08.530444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:08.534435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:08.538142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:08.542514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:08.546456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:08.546540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:11.552116] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:11.557274] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:11.561955] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:11.566555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:11.571626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:11.571757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:14.579112] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:14.585859] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:14.590821] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:14.595091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:14.599818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:14.599894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:17.604603] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:17.608245] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:17.611900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:17.615504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:17.619111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:17.619183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:20.624115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:20.628413] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:20.632351] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:20.635808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:20.639104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:20.639176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:23.644078] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:23.647444] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:23.650729] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:23.653969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:23.657213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:23.657282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:26.663340] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:26.669310] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:26.674893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:26.680073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:26.684443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:26.684550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:29.691624] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:29.697108] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:29.701158] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:29.704905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:29.708587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:29.708714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:32.714008] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:32.718132] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:32.721613] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:32.724939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:32.728284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:32.728382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:35.736855] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:35.741551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:35.746366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:35.750485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:35.754593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:35.754710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:38.764105] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:38.768518] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:38.772588] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:38.777742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:38.783696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:38.783809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:41.789029] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:41.793980] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:41.798809] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:41.802838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:41.806528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:41.806627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:44.814141] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:44.819559] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:44.823692] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:44.828399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:44.833690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:44.833777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:47.841192] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:47.846525] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:47.850446] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:47.855199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:47.859728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:47.859884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:50.866970] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:50.872951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:50.878001] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:50.881810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:50.885963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:50.886057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:53.891241] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:53.896510] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:53.901006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:53.905009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:53.909413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:53.909483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:56.914524] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:56.918374] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:56.924622] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:56.930462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:56.936192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:56.936308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:56:59.942785] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:56:59.947956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:56:59.952433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:56:59.958038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:56:59.962189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:56:59.962282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:02.967966] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:02.972342] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:02.976173] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:02.980119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:02.983950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:02.984106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:05.991859] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:05.997489] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:06.001267] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:06.005568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:06.010891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:06.010985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:09.017613] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:09.023608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:09.027618] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:09.033515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:09.037710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:09.037816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:12.044111] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:12.048357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:12.053515] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:12.057307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:12.061780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:12.061872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:15.069016] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:15.074880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:15.078530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:15.082806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:15.088036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:15.088111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:18.094594] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:18.099100] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:18.104018] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:18.108951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:18.112884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:18.112970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:21.118658] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:21.122210] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:21.125862] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:21.129226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:21.132571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:21.132668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:24.140756] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:24.146232] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:24.153724] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:24.158477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:24.163629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:24.163985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:27.173299] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:27.178580] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:27.183625] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:27.187429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:27.190944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:27.191179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:30.196684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:30.200523] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:30.204414] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:30.207865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:30.211329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:30.211399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:33.218337] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:33.224721] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:33.229430] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:33.234846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:33.240689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:33.240836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:36.247901] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:36.252372] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:36.259431] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:36.265071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:36.269847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:36.269930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:39.275787] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:39.280925] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:39.284984] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:39.288465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:39.294897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:39.294989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:42.301859] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:42.307038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:42.313032] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:42.317034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:42.321436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:42.321504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:45.327578] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:45.332825] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:45.339372] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:45.343194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:45.347306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:45.347401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:48.353241] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:48.359023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:48.363119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:48.368689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:48.372681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:48.372785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:51.378838] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:51.382592] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:51.385954] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:51.389257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:51.392466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:51.392534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:54.399115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:54.405383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:54.410137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:54.415947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:54.421939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:54.422040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:57:57.427874] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:57:57.433777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:57:57.437282] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:57:57.441437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:57:57.445442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:57:57.445514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:00.454152] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:00.459169] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:00.465119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:00.469542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:00.473329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:00.473444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:03.479915] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:03.486227] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:03.493210] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:03.499885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:03.509519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:03.509981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:06.515335] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:06.519829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:06.523240] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:06.527187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:06.530912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:06.530986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:09.537383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:09.541930] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:09.546101] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:09.550738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:09.554791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:09.554885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:12.559467] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:12.562777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:12.566038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:12.569328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:12.572566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:12.572634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:15.580452] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:15.587126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:15.591787] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:15.596870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:15.601585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:15.601706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:18.609424] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:18.614417] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:18.620119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:18.624783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:18.629004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:18.629137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:21.637541] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:21.642401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:21.648108] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:21.652835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:21.657596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:21.657729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:24.663259] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:24.667595] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:24.670970] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:24.674452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:24.677948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:24.678042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:27.687320] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:27.692410] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:27.697617] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:27.702360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:27.707997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:27.708079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:30.717782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:30.724435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:30.730005] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:30.735493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:30.743060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:30.743395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:33.749093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:33.753183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:33.757381] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:33.761906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:33.766802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:33.766967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:36.771922] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:36.775604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:36.779123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:36.782407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:36.785779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:36.785880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:39.790889] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:39.794681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:39.798230] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:39.801501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:39.804805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:39.804902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:42.809851] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:42.813203] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:42.818520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:42.823718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:42.827517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:42.827608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:45.833965] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:45.838617] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:45.843900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:45.848329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:45.852713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:45.854736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:48.859414] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:48.863212] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:48.867230] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:48.871042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:48.874420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:48.874491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:51.880263] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:51.884415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:51.888019] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:51.891518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:51.896390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:51.896560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:54.903852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:54.910788] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:54.917198] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:54.922627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:54.926882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:54.926982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:58:57.932192] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:58:57.936636] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:58:57.940537] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:58:57.944395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:58:57.948480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:58:57.948574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:00.956956] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:00.962703] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:00.969143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:00.972821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:00.977272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:00.977361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:03.982446] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:03.989268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:03.994998] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:03.998982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:04.003241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:04.003312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:07.008072] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:07.011328] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:07.014896] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:07.018233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:07.021529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:07.021598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:10.029679] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:10.035834] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:10.041789] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:10.047377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:10.053038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:10.053197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:13.059221] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:13.063725] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:13.067516] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:13.071536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:13.076121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:13.076624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:16.081040] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:16.084691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:16.088003] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:16.091237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:16.094478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:16.094575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:19.104226] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:19.111954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:19.118692] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:19.123372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:19.127454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:19.127528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:22.132175] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:22.135779] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:22.139076] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:22.142295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:22.145613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:22.145701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:25.153447] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:25.157749] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:25.161545] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:25.165304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:25.169052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:25.169203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:28.177665] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:28.184180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:28.188831] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:28.193260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:28.199104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:28.199333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:31.204298] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:31.208034] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:31.211524] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:31.214762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:31.218004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:31.218074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:34.222614] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:34.226226] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:34.229552] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:34.232837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:34.236142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:34.236213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:37.241343] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:37.244801] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:37.248198] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:37.251534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:37.254819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:37.254889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:40.260743] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:40.265237] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:40.269038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:40.272761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:40.276807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:40.276985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:43.287869] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:43.293031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:43.299607] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:43.305984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:43.312314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:43.312424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:46.322341] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:46.329863] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:46.339791] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:46.348332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:46.357771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:46.358043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:49.362585] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:49.366722] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:49.370108] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:49.373508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:49.376952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:49.377114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:52.381959] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:52.385283] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:52.388694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:52.392190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:52.395430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:52.395499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:55.400332] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:55.404352] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:55.407947] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:55.411265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:55.414914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:55.414986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:59:58.419353] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:59:58.422858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:59:58.426114] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-21T23:59:58.429395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:59:58.432691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:59:58.432760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:01.440695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:01.448000] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:01.455261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:01.461105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:01.467337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:01.467622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:04.475825] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:04.480894] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:04.485805] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:04.490858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:04.495808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:04.495976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:07.504121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:07.509428] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:07.513876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:07.518577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:07.523165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:07.523281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:10.531560] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:10.538449] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:10.544178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:10.549872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:10.558414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:10.559757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:13.566063] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:13.570960] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:13.575394] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:13.579702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:13.583910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:13.584059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:16.589930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:16.593927] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:16.597510] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:16.600965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:16.604577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:16.604744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:19.614148] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:19.619448] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:19.623598] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:19.627687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:19.633467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:19.633562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:22.639890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:22.644707] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:22.648500] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:22.652047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:22.655423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:22.655498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:25.662630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:25.668392] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:25.672559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:25.677000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:25.681576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:25.681686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:28.686304] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:28.690197] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:28.693612] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:28.697038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:28.700795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:28.701079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:31.712322] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:31.718717] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:31.723317] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:31.730712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:31.736259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:31.736396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:34.741799] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:34.745683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:34.749166] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:34.752701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:34.756194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:34.756295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:37.766789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:37.776597] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:37.788010] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:37.796903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:37.806278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:37.806518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:40.815286] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:40.819415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:40.824455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:40.828233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:40.832032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:40.832298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:43.837373] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:43.840695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:43.848591] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:43.854077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:43.858136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:43.858204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:46.863006] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:46.867938] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:46.872035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:46.876470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:46.880307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:46.880464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:49.887181] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:49.892174] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:49.896496] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:49.900466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:49.904547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:49.904731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:52.910132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:52.914621] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:52.919029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:52.923835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:52.928944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:52.929113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:55.933396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:55.936805] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:55.940273] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:55.943752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:55.947109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:55.947185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:00:58.953030] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:00:58.957697] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:00:58.962103] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:00:58.966155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:00:58.970679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:00:58.970778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:01.977899] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:01.983939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:01.989154] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:01.994112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:01.999456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:01.999556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:05.005731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:05.010377] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:05.015085] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:05.019664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:05.027770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:05.027939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:08.031837] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:08.035308] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:08.038676] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:08.042097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:08.045475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:08.045571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:11.053704] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:11.059243] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:11.063867] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:11.069382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:11.073383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:11.073478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:14.078479] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:14.082377] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:14.086237] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:14.089530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:14.093684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:14.093780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:17.100534] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:17.106592] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:17.112274] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:17.118033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:17.123236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:17.123343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:20.129744] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:20.134559] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:20.138418] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:20.142348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:20.145920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:20.146087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:23.154304] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:23.160119] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:23.167257] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:23.172186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:23.178214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:23.178422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:26.186452] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:26.193546] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:26.198851] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:26.205084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:26.211779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:26.211878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:29.220242] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:29.229723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:29.236679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:29.243913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:29.250795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:29.250891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:32.289342] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:32.294578] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:32.305051] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:32.310167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:32.315132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:32.315381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:35.323257] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:35.327663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:35.333805] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:35.338560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:35.343689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:35.343785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:38.351899] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:38.359492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:38.364895] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:38.370951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:38.377458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:38.377717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:41.385112] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:41.392002] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:41.397193] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:41.402565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:41.407930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:41.408001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:44.412844] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:44.416420] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:44.419758] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:44.423018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:44.426290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:44.426361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:47.433412] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:47.440164] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:47.445535] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:47.450443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:47.454869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:47.455512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:50.462119] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:50.466993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:50.476018] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:50.482692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:50.489689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:50.489788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:53.496734] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:53.501940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:53.506490] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:53.510549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:53.514746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:53.514924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:56.520700] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:56.526608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:56.531005] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:56.535150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:56.539103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:56.539202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:01:59.547490] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:01:59.552957] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:01:59.556784] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:01:59.560793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:01:59.564508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:01:59.564601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:02.569862] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:02.575066] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:02.580333] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:02.585137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:02.589667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:02.589775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:05.597146] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:05.601803] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:05.606753] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:05.611489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:05.615842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:05.615958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:08.621392] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:08.626125] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:08.630633] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:08.635276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:08.640738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:08.640859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:11.646272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:11.650431] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:11.654300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:11.659145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:11.663963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:11.664075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:14.669201] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:14.672548] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:14.676721] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:14.680514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:14.684131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:14.684202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:17.691118] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:17.695657] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:17.703027] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:17.706889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:17.710542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:17.710614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:20.715492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:20.718940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:20.722180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:20.725452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:20.728757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:20.728828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:23.733927] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:23.737622] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:23.740866] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:23.744047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:23.747269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:23.747338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:26.753566] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:26.757685] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:26.764033] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:26.767698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:26.771980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:26.772051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:29.779325] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:29.784606] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:29.788859] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:29.792961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:29.797493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:29.797588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:32.804494] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:32.810104] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:32.815579] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:32.820856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:32.825955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:32.826082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:35.833692] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:35.839247] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:35.845630] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:35.849740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:35.854578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:35.854764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:38.860073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:38.863900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:38.870049] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:38.874902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:38.879555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:38.879674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:41.885363] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:41.890403] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:41.895471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:41.899897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:41.903958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:41.905741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:44.910769] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:44.914346] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:44.917588] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:44.920848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:44.924156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:44.924228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:47.931258] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:47.935282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:47.940263] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:47.944610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:47.949410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:47.949506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:50.954403] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:50.957862] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:50.961182] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:50.964927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:50.968207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:50.968305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:53.973157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:53.976816] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:53.980099] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:53.983275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:53.986452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:53.986522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:02:56.994502] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:02:56.999166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:02:57.003252] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:02:57.007238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:02:57.012474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:02:57.012558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:00.017406] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:00.021552] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:00.025234] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:00.028674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:00.033446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:00.033580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:03.039111] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:03.042877] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:03.046209] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:03.049594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:03.053191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:03.053265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:06.061689] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:06.067895] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:06.072262] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:06.076345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:06.080106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:06.080200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:09.087673] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:09.092469] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:09.096927] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:09.101487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:09.106372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:09.106468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:12.111611] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:12.116792] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:12.123143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:12.127497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:12.131307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:12.131403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:15.136764] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:15.140565] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:15.144160] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:15.147988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:15.151513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:15.151633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:18.160913] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:18.168937] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:18.172773] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:18.177069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:18.180749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:18.180825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:21.185813] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:21.189357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:21.192704] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:21.196074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:21.199634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:21.199752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:24.206456] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:24.211741] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:24.217433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:24.221884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:24.227669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:24.227789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:27.232615] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:27.236057] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:27.239387] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:27.242700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:27.245962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:27.246035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:30.250931] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:30.254725] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:30.258238] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:30.261501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:30.264774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:30.264844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:33.271591] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:33.275810] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:33.280763] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:33.284504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:33.289356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:33.289538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:36.294601] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:36.298304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:36.301652] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:36.304920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:36.308216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:36.308289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:39.313300] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:39.318754] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:39.323618] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:39.328136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:39.332804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:39.332930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:42.337743] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:42.341152] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:42.344611] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:42.347906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:42.351093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:42.351161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:45.357688] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:45.362058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:45.366508] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:45.370539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:45.377553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:45.377667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:48.384089] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:48.387720] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:48.391385] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:48.394597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:48.397816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:48.397885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:51.402730] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:51.406047] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:51.409344] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:51.412586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:51.415799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:51.415896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:54.421793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:54.428299] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:54.432593] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:54.436685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:54.441705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:54.441828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:03:57.448701] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:03:57.455934] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:03:57.459739] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:03:57.463616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:03:57.467336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:03:57.467428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:00.477207] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:00.483683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:00.488002] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:00.492551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:00.498840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:00.499009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:03.505826] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:03.510385] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:03.514748] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:03.519397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:03.524027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:03.524097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:06.530278] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:06.533809] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:06.537111] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:06.540715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:06.543994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:06.544066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:09.552353] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:09.556808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:09.561875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:09.565943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:09.570910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:09.571027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:12.578250] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:12.584586] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:12.591401] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:12.597484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:12.604185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:12.604348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:15.609855] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:15.615986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:15.620747] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:15.626047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:15.630873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:15.630948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:18.635961] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:18.639955] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:18.643339] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:18.646667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:18.649987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:18.650061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:21.658143] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:21.662691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:21.666744] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:21.672698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:21.676601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:21.676692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:24.682197] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:24.687318] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:24.691118] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:24.696033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:24.699889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:24.699986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:27.705149] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:27.709113] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:27.712808] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:27.716227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:27.719532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:27.719615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:30.726431] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:30.731518] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:30.736392] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:30.740684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:30.745069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:30.745174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:33.750191] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:33.753810] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:33.757227] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:33.760658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:33.764163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:33.764252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:36.769536] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:36.773190] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:36.776734] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:36.780185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:36.783431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:36.783502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:39.788667] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:39.792250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:39.797965] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:39.802781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:39.806922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:39.807016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:42.813599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:42.817447] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:42.822084] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:42.825674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:42.830687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:42.830762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:45.838931] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:45.844701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:45.849375] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:45.853336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:45.857328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:45.857399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:48.862425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:48.866286] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:48.869995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:48.876472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:48.880321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:48.880417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:51.886676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:51.890784] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:51.895564] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:51.903328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:51.908066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:51.908167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:54.914937] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:54.919572] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:54.923821] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:54.928319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:54.933541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:54.933663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:04:57.940528] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:04:57.947954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:04:57.952200] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:04:57.957890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:04:57.962249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:04:57.962353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:00.967866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:00.972299] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:00.979215] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:00.984934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:00.991411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:00.991507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:03.997014] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:04.004985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:04.009590] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:04.013945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:04.018438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:04.018518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:07.025002] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:07.030456] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:07.035228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:07.039918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:07.045367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:07.045476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:10.053937] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:10.058529] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:10.063980] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:10.068455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:10.074702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:10.074850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:13.080630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:13.085125] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:13.089495] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:13.093170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:13.097066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:13.097139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:16.103442] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:16.107729] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:16.111806] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:16.116389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:16.121403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:16.121499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:19.126475] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:19.130002] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:19.133584] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:19.136950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:19.140203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:19.140298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:22.145960] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:22.151203] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:22.155314] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:22.158826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:22.162436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:22.162611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:25.168933] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:25.173915] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:25.179768] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:25.183901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:25.188608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:25.188789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:28.194527] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:28.200026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:28.204419] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:28.209017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:28.212968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:28.213037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:31.218860] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:31.224045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:31.228632] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:31.232719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:31.237601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:31.237697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:34.242691] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:34.246534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:34.249937] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:34.254027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:34.258288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:34.258401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:37.266228] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:37.271120] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:37.276690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:37.282044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:37.286259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:37.286510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:40.292744] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:40.298416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:40.302869] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:40.307663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:40.311528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:40.311664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:43.317492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:43.321434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:43.324701] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:43.328036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:43.331272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:43.331340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:46.338895] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:46.344012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:46.348021] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:46.352385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:46.358165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:46.358265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:49.365132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:49.370918] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:49.375064] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:49.380946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:49.385723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:49.387931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:52.394713] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:52.400745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:52.407299] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:52.415051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:52.423270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:52.423476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:55.429073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:55.435715] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:55.439563] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:55.444365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:55.448335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:55.448436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:05:58.455049] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:05:58.460326] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:05:58.465011] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:05:58.469968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:05:58.474862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:05:58.475040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:01.480938] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:01.487166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:01.491148] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:01.495370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:01.500911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:01.501002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:04.507065] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:04.513608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:04.517356] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:04.522853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:04.526505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:04.526600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:07.535214] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:07.540386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:07.544948] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:07.549685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:07.554543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:07.554860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:10.559821] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:10.563929] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:10.567469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:10.570862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:10.574279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:10.574361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:13.582550] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:13.587344] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:13.591397] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:13.597269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:13.601075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:13.601179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:16.607977] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:16.612862] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:16.617419] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:16.621628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:16.625956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:16.626142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:19.631293] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:19.635023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:19.638306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:19.641560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:19.644808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:19.644876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:22.649728] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:22.653880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:22.657566] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:22.661317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:22.664979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:22.665058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:25.672097] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:25.676502] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:25.681450] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:25.687410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:25.692325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:25.692421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:28.698548] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:28.703462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:28.709200] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:28.713250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:28.717059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:28.717236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:31.726199] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:31.730613] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:31.734307] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:31.737674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:31.740964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:31.741032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:34.749896] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:34.755389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:34.758899] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:34.762780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:34.766746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:34.766822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:37.773503] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:37.778696] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:37.782238] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:37.787688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:37.791488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:37.791569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:40.797015] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:40.800669] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:40.803903] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:40.807303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:40.810559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:40.810629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:43.816533] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:43.820083] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:43.823548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:43.826865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:43.830289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:43.830361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:46.837337] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:46.842526] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:46.846228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:46.851920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:46.855496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:46.855592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:49.860777] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:49.865028] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:49.869973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:49.874391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:49.878022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:49.878115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:52.883042] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:52.886866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:52.891920] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:52.895425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:52.900708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:52.900816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:55.909130] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:55.914502] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:55.920436] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:55.925344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:55.930050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:55.930154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:06:58.936628] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:06:58.940950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:06:58.944530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:06:58.948125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:06:58.951550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:06:58.951620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:01.957396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:01.961952] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:01.967452] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:01.972739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:01.977690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:01.977866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:04.982578] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:04.985956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:04.989413] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:04.992818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:04.996138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:04.996214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:08.001118] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:08.004468] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:08.007718] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:08.011084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:08.014544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:08.014612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:11.022751] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:11.027939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:11.032257] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:11.036496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:11.040231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:11.040318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:14.045422] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:14.050381] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:14.054888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:14.060511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:14.064746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:14.064842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:17.069716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:17.073239] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:17.076534] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:17.080095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:17.083324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:17.083393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:20.091876] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:20.097822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:20.103964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:20.111722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:20.120453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:20.120688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:23.125741] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:23.131478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:23.137206] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:23.142327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:23.146409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:23.146506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:26.154858] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:26.161024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:26.165350] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:26.170009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:26.174996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:26.175068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:29.180755] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:29.186208] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:29.190684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:29.194432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:29.198092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:29.198183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:32.204089] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:32.208615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:32.213193] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:32.218008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:32.222857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:32.223059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:35.233676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:35.240261] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:35.244968] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:35.249741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:35.254016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:35.254109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:38.260263] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:38.264129] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:38.267471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:38.271294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:38.274698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:38.274770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:41.283891] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:41.289525] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:41.293990] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:41.298483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:41.302490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:41.302576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:44.309606] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:44.314013] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:44.319760] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:44.323804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:44.327973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:44.328070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:47.337396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:47.346514] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:47.353619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:47.361748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:47.372225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:47.372415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:50.378762] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:50.384509] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:50.388506] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:50.392338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:50.398024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:50.398136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:53.403983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:53.408855] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:53.413407] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:53.417522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:53.421323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:53.421391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:56.426772] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:56.430389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:56.434078] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:56.437466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:56.440847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:56.440925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:07:59.447695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:07:59.453370] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:07:59.457925] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:07:59.462051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:07:59.465952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:07:59.466030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:02.476567] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:02.483604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:02.490848] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:02.496731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:02.501507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:02.501620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:05.509017] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:05.515382] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:05.520830] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:05.526543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:05.531475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:05.531711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:08.538386] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:08.543237] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:08.548071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:08.552509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:08.555970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:08.556052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:11.563074] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:11.567252] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:11.571245] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:11.575022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:11.578674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:11.578787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:14.586663] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:14.594226] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:14.600359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:14.604897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:14.610068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:14.610318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:17.615757] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:17.620025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:17.624872] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:17.629802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:17.633920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:17.634069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:20.639313] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:20.643287] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:20.647302] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:20.651079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:20.654855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:20.654964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:23.662229] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:23.666419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:23.670167] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:23.673923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:23.677629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:23.677828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:26.685404] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:26.691953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:26.696761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:26.702229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:26.706321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:26.706457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:29.714083] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:29.719801] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:29.724496] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:29.730027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:29.734904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:29.734991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:32.742168] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:32.748592] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:32.756272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:32.761614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:32.766754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:32.766965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:35.773626] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:35.778586] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:35.782310] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:35.786559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:35.791921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:35.792019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:38.796770] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:38.800106] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:38.803336] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:38.806555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:38.811323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:38.811572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:41.817989] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:41.822262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:41.825884] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:41.829771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:41.833271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:41.833382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:44.837940] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:44.841274] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:44.844561] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:44.847838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:44.851089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:44.851158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:47.859046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:47.866693] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:47.871537] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:47.876339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:47.880963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:47.881086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:50.886525] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:50.890550] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:50.894885] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:50.899255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:50.903113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:50.903218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:53.911705] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:53.916278] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:53.920285] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:53.925003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:53.929486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:53.929580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:56.934782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:56.938899] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:56.942246] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:56.945486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:56.948834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:56.948911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:08:59.957716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:08:59.961881] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:08:59.966138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:08:59.970287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:08:59.976169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:08:59.976268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:02.982912] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:02.988472] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:02.993703] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:02.998272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:03.002815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:03.002931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:06.009906] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:06.014840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:06.021309] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:06.027591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:06.032738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:06.032822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:09.041230] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:09.048231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:09.055686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:09.061532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:09.067823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:09.068023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:12.075922] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:12.080875] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:12.086611] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:12.090604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:12.094417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:12.094523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:15.104399] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:15.109926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:15.114404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:15.118170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:15.122343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:15.122441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:18.129093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:18.133879] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:18.139351] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:18.144765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:18.149147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:18.149269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:21.155075] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:21.159119] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:21.162563] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:21.166008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:21.169476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:21.169585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:24.175680] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:24.180166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:24.185845] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:24.191323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:24.196622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:24.196834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:27.203346] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:27.207666] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:27.211233] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:27.214855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:27.218854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:27.219135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:30.225236] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:30.230013] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:30.233951] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:30.237373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:30.240673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:30.240745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:33.248622] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:33.254535] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:33.258451] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:33.262158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:33.268104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:33.268190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:36.276023] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:36.280991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:36.285850] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:36.291034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:36.295941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:36.296040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:39.302225] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:39.306710] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:39.310856] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:39.314881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:39.319927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:39.320030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:42.327289] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:42.331555] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:42.336324] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:42.342823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:42.348056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:42.348245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:45.353379] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:45.357241] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:45.360669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:45.364085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:45.367593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:45.367682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:48.375598] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:48.380874] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:48.385206] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:48.389921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:48.395733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:48.395874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:51.401474] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:51.405304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:51.408875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:51.412160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:51.415463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:51.415548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:54.423877] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:54.431061] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:54.436714] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:54.440530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:54.443931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:54.444001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:09:57.451896] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:09:57.458047] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:09:57.463036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:09:57.468014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:09:57.471909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:09:57.472081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:00.477505] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:00.483488] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:00.488786] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:00.495524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:00.500990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:00.501163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:03.506710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:03.510769] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:03.514030] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:03.517621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:03.520958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:03.521030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:06.526713] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:06.530502] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:06.533847] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:06.537134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:06.540535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:06.540616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:09.548018] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:09.552913] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:09.557663] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:09.562561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:09.568387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:09.568542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:12.577039] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:12.582367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:12.587558] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:12.592423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:12.597037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:12.597168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:15.602466] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:15.606840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:15.611202] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:15.615137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:15.619261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:15.619370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:18.627961] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:18.632897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:18.639198] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:18.646002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:18.650877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:18.651009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:21.657381] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:21.661354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:21.665630] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:21.670423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:21.674342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:21.674429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:24.682678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:24.688354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:24.692875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:24.697375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:24.701369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:24.701441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:27.707731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:27.712082] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:27.715713] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:27.719226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:27.722746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:27.722822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:30.730218] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:30.737102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:30.743887] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:30.748303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:30.752106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:30.752185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:33.758583] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:33.763622] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:33.768122] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:33.772857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:33.778077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:33.778225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:36.785000] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:36.791528] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:36.796444] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:36.801050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:36.805154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:36.805227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:39.810496] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:39.814187] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:39.819121] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:39.823282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:39.827039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:39.827127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:42.837240] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:42.842053] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:42.846286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:42.857865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:42.862033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:42.862121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:45.869207] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:45.873898] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:45.878512] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:45.882962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:45.887591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:45.887701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:48.894184] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:48.898357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:48.902334] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:48.907224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:48.911243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:48.911316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:51.916426] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:51.920516] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:51.924594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:51.927969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:51.931328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:51.931397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:54.938858] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:54.942982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:54.949731] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:54.954052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:54.958210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:54.958342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:10:57.964011] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:10:57.969144] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:10:57.973102] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:10:57.976583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:10:57.979955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:10:57.980029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:00.987117] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:00.992621] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:01.000920] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:01.006120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:01.012515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:01.012715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:04.017540] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:04.020859] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:04.024163] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:04.027474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:04.031051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:04.031130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:07.037019] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:07.044116] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:07.049345] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:07.053471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:07.057491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:07.057585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:10.063090] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:10.068326] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:10.072832] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:10.076532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:10.080418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:10.080512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:13.086120] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:13.090320] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:13.095054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:13.100030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:13.104077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:13.104175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:16.109119] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:16.114179] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:16.118193] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:16.122973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:16.128362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:16.128456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:19.133912] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:19.138562] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:19.143263] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:19.147545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:19.152856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:19.153045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:22.157719] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:22.161474] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:22.165295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:22.168876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:22.172812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:22.172959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:25.180688] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:25.187188] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:25.193092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:25.197959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:25.202210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:25.202324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:28.209161] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:28.213496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:28.217226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:28.221233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:28.225293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:28.225370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:31.231790] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:31.235916] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:31.240733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:31.244670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:31.248456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:31.248571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:34.254457] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:34.258440] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:34.261959] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:34.265499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:34.270231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:34.270376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:37.275833] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:37.279567] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:37.282858] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:37.286140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:37.289460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:37.289559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:40.296703] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:40.302054] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:40.306410] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:40.310212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:40.314232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:40.314327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:43.322767] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:43.328461] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:43.332881] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:43.336847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:43.341342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:43.341437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:46.346287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:46.350042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:46.353482] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:46.356795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:46.360089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:46.360156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:49.364818] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:49.368194] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:49.371850] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:49.375099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:49.378327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:49.378395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:52.384690] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:52.390006] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:52.394894] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:52.399707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:52.404445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:52.404572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:55.409750] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:55.413850] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:55.417286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:55.420680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:55.423992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:55.424061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:11:58.433798] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:11:58.438868] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:11:58.442665] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:11:58.446047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:11:58.449557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:11:58.449736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:01.456164] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:01.462994] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:01.467685] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:01.471987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:01.476832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:01.476938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:04.482408] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:04.487022] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:04.491221] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:04.495316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:04.499324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:04.499398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:07.504995] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:07.509673] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:07.513547] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:07.517472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:07.521264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:07.521360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:10.526455] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:10.530601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:10.534345] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:10.538081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:10.541781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:10.541968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:13.549029] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:13.554207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:13.560269] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:13.564838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:13.568847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:13.569025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:16.575038] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:16.578954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:16.582748] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:16.586427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:16.591692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:16.591779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:19.596609] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:19.601932] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:19.606013] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:19.610534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:19.614201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:19.614274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:22.620486] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:22.626573] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:22.630583] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:22.635486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:22.640693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:22.640800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:25.647564] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:25.651784] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:25.655548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:25.659356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:25.663194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:25.663298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:28.669122] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:28.674045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:28.679059] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:28.682934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:28.686736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:28.686833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:31.692590] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:31.696889] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:31.700614] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:31.704384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:31.708103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:31.708302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:34.713360] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:34.718389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:34.722078] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:34.726993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:34.731166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:34.731327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:37.736138] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:37.739970] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:37.743267] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:37.746591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:37.749922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:37.750021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:40.756678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:40.763438] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:40.767789] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:40.772611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:40.776677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:40.776770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:43.783878] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:43.789042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:43.792791] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:43.796801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:43.802456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:43.802532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:46.810391] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:46.815158] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:46.818710] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:46.822094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:46.825410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:46.825604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:49.830868] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:49.835035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:49.838328] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:49.841762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:49.845701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:49.845821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:52.851380] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:52.855481] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:52.863123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:52.867227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:52.871219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:52.871321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:55.876331] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:55.880044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:55.883360] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:55.886663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:55.890066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:55.890160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:12:58.898080] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:12:58.902948] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:12:58.906771] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:12:58.911264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:12:58.915784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:12:58.915882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:01.921291] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:01.925681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:01.929934] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:01.935719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:01.940570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:01.940715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:04.945819] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:04.951041] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:04.956502] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:04.960357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:04.964747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:04.964838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:07.970450] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:07.973962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:07.977341] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:07.980980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:07.984367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:07.984448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:10.993235] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:11.000700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:11.005352] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:11.011671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:11.016160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:11.016244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:14.021944] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:14.025614] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:14.029547] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:14.032806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:14.036115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:14.036274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:17.047039] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:17.053742] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:17.061416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:17.069727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:17.076044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:17.076184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:20.081064] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:20.086905] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:20.090732] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:20.097037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:20.101221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:20.101317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:23.108819] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:23.114545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:23.120618] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:23.125213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:23.129277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:23.129376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:26.140936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:26.146074] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:26.150089] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:26.155624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:26.161242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:26.161369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:29.172288] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:29.178048] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:29.181853] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:29.189103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:29.195032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:29.195113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:32.201174] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:32.206595] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:32.211510] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:32.216827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:32.252333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:32.252504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:35.257671] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:35.261367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:35.266027] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:35.269627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:35.274069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:35.274139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:38.279319] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:38.282760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:38.286043] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:38.289322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:38.292554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:38.292621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:41.297977] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:41.301932] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:41.305716] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:41.310188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:41.313863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:41.313961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:44.319277] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:44.323063] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:44.326505] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:44.329862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:44.333197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:44.333272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:47.340809] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:47.345601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:47.349329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:47.353279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:47.358319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:47.358391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:50.364121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:50.368593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:50.372416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:50.376085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:50.379509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:50.379689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:53.384950] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:53.388794] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:53.393023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:53.396966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:53.400504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:53.400575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:56.407615] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:56.413225] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:56.418393] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:56.422914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:56.427218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:56.427299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:13:59.433980] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:13:59.438989] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:13:59.443068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:13:59.447886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:13:59.451477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:13:59.451549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:02.458793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:02.465491] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:02.471141] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:02.475976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:02.480452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:02.480587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:05.487714] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:05.491669] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:05.496148] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:05.500356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:05.504026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:05.504096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:08.509951] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:08.513997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:08.517890] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:08.521543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:08.525519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:08.525615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:11.530940] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:11.535496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:11.539160] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:11.542912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:11.546292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:11.546448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:14.553169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:14.559695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:14.563893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:14.567498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:14.571230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:14.571302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:17.576151] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:17.579790] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:17.583297] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:17.586919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:17.590695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:17.590849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:20.596020] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:20.600314] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:20.603854] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:20.607180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:20.610721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:20.610937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:23.615916] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:23.619348] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:23.622700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:23.626341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:23.630731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:23.630818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:26.636395] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:26.640799] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:26.644170] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:26.647595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:26.651565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:26.651710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:29.659924] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:29.664402] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:29.668810] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:29.672813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:29.677446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:29.677539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:32.682841] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:32.687043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:32.690455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:32.693707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:32.696993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:32.697061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:35.704936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:35.709983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:35.713710] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:35.717796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:35.722738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:35.722812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:38.727699] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:38.731059] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:38.734282] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:38.737542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:38.740895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:38.740967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:41.745939] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:41.749882] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:41.753371] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:41.756745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:41.762591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:41.762774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:44.768976] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:44.773563] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:44.779818] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:44.784156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:44.788325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:44.788426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:47.793507] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:47.796991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:47.800404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:47.803787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:47.807197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:47.807271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:50.814319] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:50.818250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:50.823997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:50.828489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:50.832391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:50.832494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:53.837486] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:53.843042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:53.847881] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:53.852242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:53.856338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:53.856496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:56.864022] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:56.870323] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:56.878018] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:56.883885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:56.889686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:56.889926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:14:59.896804] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:14:59.902123] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:14:59.906047] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:14:59.911481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:14:59.915231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:14:59.915308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:02.921881] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:02.928038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:02.932365] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:02.936387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:02.941701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:02.941850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:05.947995] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:05.952327] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:05.956615] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:05.964419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:05.969040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:05.969228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:08.975088] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:08.981533] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:08.985669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:08.989793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:08.995423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:08.995604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:12.001278] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:12.006051] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:12.009963] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:12.014414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:12.018337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:12.018411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:15.023514] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:15.027383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:15.031216] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:15.034968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:15.038853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:15.038969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:18.045293] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:18.051234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:18.055798] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:18.059460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:18.063229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:18.063504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:21.068239] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:21.071602] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:21.074929] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:21.078183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:21.081369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:21.081439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:24.086256] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:24.090297] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:24.094460] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:24.097938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:24.101369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:24.101450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:27.109149] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:27.115254] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:27.120840] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:27.125844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:27.131030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:27.131299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:30.135959] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:30.139528] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:30.142927] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:30.146195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:30.149668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:30.149745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:33.154286] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:33.157883] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:33.161153] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:33.164359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:33.167603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:33.167703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:36.172591] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:36.176450] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:36.179921] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:36.183274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:36.186632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:36.186727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:39.191708] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:39.195384] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:39.198679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:39.201901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:39.205323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:39.205395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:42.212418] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:42.216551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:42.220229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:42.224232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:42.228204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:42.228327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:45.233011] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:45.236654] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:45.239983] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:45.243240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:45.246436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:45.246504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:48.256833] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:48.261330] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:48.265460] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:48.270517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:48.275075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:48.275158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:51.279818] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:51.283378] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:51.286838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:51.290288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:51.293728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:51.293831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:54.301512] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:54.307071] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:54.312097] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:54.316392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:54.321431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:54.321723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:15:57.326939] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:15:57.330951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:15:57.334404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:15:57.337883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:15:57.341378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:15:57.341549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:00.346690] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:00.350079] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:00.353615] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:00.356838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:00.360132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:00.360200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:03.367587] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:03.372205] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:03.376158] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:03.380886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:03.385077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:03.385172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:06.390069] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:06.393681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:06.396974] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:06.400931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:06.404312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:06.404381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:09.411695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:09.415711] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:09.421800] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:09.426478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:09.431250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:09.431383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:12.436373] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:12.440225] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:12.443609] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:12.446966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:12.451025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:12.451159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:15.458127] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:15.466967] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:15.472302] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:15.477556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:15.481821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:15.481898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:18.492344] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:18.496818] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:18.500993] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:18.504777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:18.508823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:18.508895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:21.513965] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:21.517934] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:21.522607] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:21.528105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:21.532042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:21.532187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:24.537202] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:24.541301] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:24.544825] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:24.548488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:24.552219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:24.552443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:27.560975] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:27.566353] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:27.571266] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:27.576155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:27.579599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:27.579693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:30.586607] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:30.590333] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:30.597068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:30.600686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:30.605117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:30.605198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:33.611050] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:33.615511] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:33.620780] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:33.624633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:33.629334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:33.629430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:36.634758] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:36.639199] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:36.643191] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:36.646879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:36.650420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:36.650519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:39.657363] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:39.662470] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:39.667457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:39.671332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:39.675411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:39.675483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:42.680215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:42.683628] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:42.687035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:42.690328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:42.693565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:42.693637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:45.700178] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:45.704674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:45.708858] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:45.712933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:45.719039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:45.719121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:48.724954] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:48.728898] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:48.732613] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:48.736458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:48.740329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:48.740494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:51.749291] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:51.756725] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:51.762972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:51.770993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:51.777184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:51.777482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:54.783674] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:54.789484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:54.795562] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:54.800944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:54.804899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:54.804974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:16:57.811991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:16:57.816951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:16:57.820822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:16:57.824597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:16:57.828346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:16:57.828441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:00.833452] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:00.837009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:00.840440] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:00.843706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:00.846929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:00.847000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:03.855694] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:03.860122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:03.863942] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:03.867633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:03.872467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:03.872567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:06.883710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:06.891158] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:06.897198] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:06.902160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:06.907585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:06.907727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:09.916533] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:09.922115] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:09.926448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:09.930970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:09.934812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:09.934969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:12.940528] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:12.945917] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:12.950668] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:12.955429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:12.959447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:12.959615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:15.965312] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:15.969706] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:15.973265] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:15.976810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:15.980891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:15.981086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:18.988735] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:18.994856] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:19.000912] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:19.007837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:19.016098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:19.016250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:22.021983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:22.026939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:22.031476] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:22.035079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:22.038707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:22.038777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:25.045226] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:25.049581] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:25.053596] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:25.057032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:25.060251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:25.060321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:28.070272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:28.077832] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:28.085379] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:28.089934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:28.094002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:28.094134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:31.102384] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:31.107894] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:31.111975] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:31.116249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:31.120451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:31.120622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:34.126208] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:34.130183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:34.133527] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:34.136942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:34.140218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:34.140288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:37.148451] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:37.154089] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:37.160032] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:37.165037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:37.169284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:37.169393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:40.175257] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:40.180171] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:40.184561] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:40.188416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:40.192366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:40.192474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:43.201903] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:43.206805] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:43.210983] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:43.215386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:43.219449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:43.219523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:46.225713] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:46.229798] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:46.233381] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:46.236821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:46.240883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:46.240956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:49.250630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:49.259434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:49.266236] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:49.270789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:49.277789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:49.278260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:52.284571] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:52.289248] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:52.293576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:52.299752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:52.304973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:52.305137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:55.310149] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:55.313839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:55.317176] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:55.320559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:55.324004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:55.324084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:17:58.328918] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:17:58.332350] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:17:58.335582] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:17:58.338902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:17:58.342156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:17:58.342225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:01.348433] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:01.353313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:01.358998] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:01.364026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:01.367852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:01.368020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:04.373370] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:04.379037] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:04.383669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:04.387445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:04.390758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:04.390933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:07.396554] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:07.400709] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:07.404260] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:07.409296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:07.415709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:07.415841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:10.420916] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:10.424367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:10.427679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:10.430942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:10.434474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:10.434560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:13.439355] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:13.442791] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:13.446496] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:13.449838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:13.453178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:13.453250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:16.460069] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:16.464309] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:16.468868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:16.473029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:16.477395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:16.477486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:19.485021] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:19.490626] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:19.496526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:19.501360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:19.506688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:19.506774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:22.512296] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:22.515991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:22.519374] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:22.522675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:22.525947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:22.526016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:25.535218] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:25.539998] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:25.543980] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:25.549043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:25.552723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:25.552796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:28.558132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:28.565012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:28.569989] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:28.574232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:28.578864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:28.579030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:31.585085] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:31.589426] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:31.593430] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:31.597980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:31.601911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:31.601989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:34.608688] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:34.614855] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:34.619752] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:34.625519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:34.631596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:34.631711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:37.638135] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:37.643022] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:37.648019] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:37.652760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:37.657974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:37.658051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:40.664408] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:40.671916] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:40.678559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:40.684448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:40.690269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:40.690374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:43.695358] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:43.699698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:43.703566] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:43.707463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:43.710810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:43.710884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:46.720873] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:46.725419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:46.733178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:46.737457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:46.741798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:46.741897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:49.747186] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:49.752005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:49.756188] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:49.764291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:49.768621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:49.768756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:52.774885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:52.781162] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:52.787025] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:52.794632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:52.799006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:52.799117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:55.807002] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:55.813535] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:55.819558] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:55.824942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:55.831428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:55.831866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:18:58.841694] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:18:58.846244] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:18:58.851023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:18:58.856047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:18:58.859919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:18:58.859995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:01.865973] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:01.870756] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:01.875313] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:01.878831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:01.884184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:01.884301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:04.890233] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:04.897123] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:04.901834] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:04.906893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:04.911407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:04.911501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:07.919916] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:07.926517] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:07.933809] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:07.939147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:07.943698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:07.943809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:10.949619] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:10.953614] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:10.957159] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:10.960678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:10.964086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:10.964159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:13.973016] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:13.978460] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:13.984007] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:13.988772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:13.993619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:13.993716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:16.999556] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:17.005307] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:17.012863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:17.017063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:17.020962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:17.021140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:20.026321] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:20.029843] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:20.033275] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:20.036620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:20.040058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:20.040129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:23.047162] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:23.052663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:23.056594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:23.061861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:23.067694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:23.067832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:26.072800] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:26.076456] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:26.079808] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:26.083002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:26.086190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:26.086259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:29.091046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:29.094537] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:29.097961] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:29.101325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:29.104704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:29.104869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:32.112902] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:32.118342] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:32.124255] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:32.128131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:32.131849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:32.131927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:35.138424] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:35.146167] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:35.150918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:35.155599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:35.159788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:35.159870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:38.165077] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:38.168928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:38.172404] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:38.175670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:38.179061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:38.179137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:41.184344] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:41.188122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:41.191837] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:41.195380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:41.198985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:41.199073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:44.204122] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:44.207816] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:44.210995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:44.214222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:44.217450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:44.217555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:47.226101] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:47.230761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:47.234637] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:47.238881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:47.244044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:47.244139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:50.249294] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:50.254295] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:50.258635] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:50.263963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:50.267780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:50.267871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:53.274071] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:53.279968] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:53.283813] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:53.287465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:53.291073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:53.291218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:56.296272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:56.300004] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:56.303268] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:56.306535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:56.310022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:56.310094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:19:59.317482] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:19:59.321549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:19:59.325829] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:19:59.332599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:19:59.336371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:19:59.336444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:02.342583] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:02.349984] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:02.354453] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:02.359197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:02.366612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:02.366777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:05.373239] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:05.378979] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:05.383405] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:05.388319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:05.392574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:05.392667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:08.398842] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:08.404604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:08.409105] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:08.413088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:08.417370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:08.417492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:11.422405] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:11.426883] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:11.430585] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:11.433964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:11.437237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:11.437309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:14.444102] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:14.449796] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:14.456707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:14.461006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:14.466695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:14.466817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:17.474897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:17.481423] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:17.486490] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:17.492045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:17.496608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:17.496703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:20.501990] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:20.505820] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:20.511929] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:20.515844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:20.519875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:20.519973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:23.525034] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:23.529234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:23.532826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:23.536280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:23.539776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:23.539945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:26.544844] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:26.548307] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:26.551520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:26.554798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:26.558024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:26.558096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:29.565119] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:29.570984] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:29.575569] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:29.581680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:29.585754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:29.585846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:32.591920] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:32.595774] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:32.599229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:32.602768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:32.606172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:32.606246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:35.613448] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:35.618670] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:35.624094] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:35.628376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:35.633093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:35.633375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:38.639860] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:38.645116] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:38.649819] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:38.655524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:38.659830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:38.660003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:41.666323] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:41.673075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:41.678439] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:41.685044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:41.689069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:41.689187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:44.694065] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:44.698069] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:44.701594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:44.705004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:44.708379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:44.708483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:47.714013] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:47.720576] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:47.724816] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:47.729559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:47.733495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:47.734739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:50.739862] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:50.744285] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:50.748003] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:50.751883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:50.755667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:50.755752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:53.762100] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:53.766058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:53.769799] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:53.773526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:53.777117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:53.777200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:56.781914] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:56.785257] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:56.788491] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:56.791675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:56.794837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:56.794904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:20:59.802820] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:20:59.811194] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:20:59.818714] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:20:59.824282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:20:59.831124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:20:59.831380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:02.838926] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:02.843834] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:02.848945] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:02.853199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:02.857915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:02.857988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:05.862803] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:05.866788] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:05.870231] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:05.873480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:05.876759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:05.876827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:08.887010] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:08.892379] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:08.896823] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:08.901331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:08.905574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:08.905678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:11.912323] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:11.918518] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:11.926231] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:11.930623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:11.934617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:11.934767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:14.939801] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:14.943670] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:14.947285] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:14.950785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:14.954424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:14.954556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:17.961016] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:17.965732] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:17.969961] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:17.974162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:17.977895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:17.977967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:20.983495] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:20.988232] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:20.992224] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:20.996326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:21.000598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:21.000742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:24.005657] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:24.009439] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:24.012738] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:24.015963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:24.019311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:24.019381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:27.027514] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:27.033604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:27.038885] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:27.043393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:27.049236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:27.049329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:30.057329] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:30.061887] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:30.067889] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:30.071500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:30.076088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:30.076167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:33.082687] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:33.088383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:33.094137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:33.098260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:33.102093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:33.102166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:36.107429] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:36.111507] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:36.114849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:36.118214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:36.122532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:36.122663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:39.131896] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:39.136180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:39.140830] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:39.145036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:39.148671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:39.148770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:42.157914] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:42.163434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:42.168738] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:42.172322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:42.176402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:42.176513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:45.181331] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:45.185380] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:45.189036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:45.192581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:45.196008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:45.196133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:48.206906] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:48.216007] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:48.225843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:48.232076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:48.238240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:48.238401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:51.243692] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:51.249153] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:51.255220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:51.260116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:51.265434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:51.265585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:54.273169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:54.278220] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:54.281981] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:54.285593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:54.289277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:54.289490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:21:57.295282] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:21:57.299796] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:21:57.303482] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:21:57.309925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:21:57.313935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:21:57.314101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:00.320103] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:00.324981] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:00.331698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:00.336218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:00.340999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:00.341129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:03.349363] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:03.354492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:03.358888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:03.363236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:03.368005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:03.368075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:06.374247] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:06.378393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:06.382301] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:06.385771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:06.390111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:06.390204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:09.399765] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:09.405044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:09.410888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:09.416881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:09.421014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:09.421174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:12.426635] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:12.431096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:12.434440] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:12.438176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:12.441536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:12.441720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:15.446661] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:15.450096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:15.453363] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:15.456667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:15.459977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:15.460074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:18.468581] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:18.473863] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:18.478014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:18.483247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:18.488027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:18.488121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:21.495126] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:21.500881] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:21.505909] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:21.510448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:21.515073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:21.515260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:24.521371] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:24.526182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:24.530496] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:24.534629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:24.538926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:24.539080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:27.546106] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:27.551038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:27.554913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:27.558937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:27.563035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:27.563106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:30.569044] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:30.574185] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:30.582190] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:30.589355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:30.593510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:30.593674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:33.601078] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:33.605702] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:33.610012] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:33.615628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:33.619884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:33.619965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:36.624541] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:36.628112] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:36.631377] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:36.634608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:36.637846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:36.637913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:39.642939] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:39.646489] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:39.650426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:39.653866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:39.657156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:39.657231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:42.666287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:42.671108] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:42.675226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:42.679310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:42.684102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:42.684199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:45.690696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:45.696407] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:45.701438] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:45.706410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:45.710878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:45.711088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:48.719289] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:48.724869] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:48.730693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:48.735803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:48.743315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:48.743457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:51.749391] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:51.754063] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:51.757704] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:51.763681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:51.769571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:51.769719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:54.774474] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:54.777897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:54.781480] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:54.784804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:54.788381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:54.788477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:22:57.793775] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:22:57.797754] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:22:57.801576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:22:57.805560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:22:57.809469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:22:57.809565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:00.816670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:00.823231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:00.829956] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:00.835787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:00.843212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:00.843384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:03.850435] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:03.854759] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:03.859261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:03.865633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:03.871254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:03.871427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:06.879888] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:06.885836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:06.892004] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:06.898018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:06.904077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:06.904253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:09.912850] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:09.919226] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:09.923503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:09.929452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:09.933405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:09.933479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:12.939075] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:12.943870] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:12.948924] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:12.953380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:12.958256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:12.958407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:15.963457] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:15.967122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:15.970631] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:15.974133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:15.977835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:15.977922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:18.982919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:18.986306] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:18.989599] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:18.993064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:18.996300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:18.996369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:22.001437] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:22.005681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:22.011938] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:22.016638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:22.023773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:22.024013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:25.030116] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:25.036165] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:25.041709] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:25.046874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:25.051171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:25.051272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:28.056866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:28.060891] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:28.064470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:28.069212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:28.073049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:28.073125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:31.081118] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:31.087518] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:31.092213] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:31.160865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:31.165245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:31.165385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:34.174575] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:34.180016] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:34.215752] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:34.220726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:34.226259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:34.226457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:37.233134] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:37.237822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:37.242062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:37.246453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:37.251012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:37.251106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:40.257987] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:40.264581] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:40.269398] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:40.275925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:40.281083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:40.281167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:43.287850] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:43.293152] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:43.298699] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:43.302721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:43.306622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:43.306743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:46.311829] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:46.315215] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:46.318503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:46.322044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:46.325289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:46.325357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:49.331227] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:49.335217] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:49.338762] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:49.342144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:49.345472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:49.345576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:52.355179] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:52.359534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:52.364226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:52.368488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:52.372460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:52.372554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:55.381129] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:55.386072] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:55.389925] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:55.393724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:55.397435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:55.397526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:23:58.405671] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:23:58.410462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:23:58.416072] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:23:58.421029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:23:58.425929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:23:58.426057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:01.433666] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:01.443447] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:01.449340] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:01.455770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:01.461336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:01.461625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:04.470007] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:04.475023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:04.479315] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:04.484321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:04.491272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:04.491349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:07.497418] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:07.501794] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:07.505465] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:07.509010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:07.512523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:07.512711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:10.520729] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:10.525921] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:10.531295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:10.538999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:10.543945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:10.544128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:13.550095] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:13.554361] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:13.558679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:13.562722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:13.566677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:13.566786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:16.578765] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:16.584571] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:16.589505] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:16.594205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:16.602223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:16.602415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:19.610458] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:19.617022] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:19.623619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:19.629831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:19.635264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:19.635411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:22.642674] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:22.647683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:22.652448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:22.658136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:22.662965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:22.663071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:25.670125] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:25.674430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:25.678002] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:25.681683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:25.685544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:25.685724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:28.692243] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:28.697150] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:28.702704] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:28.707526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:28.711979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:28.712134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:31.719131] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:31.724998] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:31.730019] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:31.734016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:31.738977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:31.739128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:34.747171] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:34.753783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:34.759754] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:34.765145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:34.771375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:34.771589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:37.778848] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:37.784877] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:37.789240] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:37.795418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:37.800330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:37.800460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:40.807405] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:40.813383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:40.818051] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:40.822438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:40.826452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:40.826553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:43.832846] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:43.837236] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:43.840716] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:43.844824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:43.848377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:43.848454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:46.856377] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:46.863698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:46.867988] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:46.871886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:46.876086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:46.876162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:49.882421] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:49.889442] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:49.894039] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:49.899057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:49.903809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:49.903904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:52.912716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:52.918857] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:52.923350] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:52.928257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:52.933610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:52.933711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:55.941791] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:55.947666] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:55.954337] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:55.962234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:55.968402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:55.968574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:24:58.974900] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:24:58.978957] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:24:58.982304] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:24:58.985751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:24:58.989125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:24:58.989203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:01.997312] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:02.003213] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:02.009416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:02.014473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:02.018352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:02.018453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:05.024735] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:05.029800] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:05.034407] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:05.038670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:05.043848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:05.043948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:08.049444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:08.053581] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:08.056914] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:08.060204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:08.063405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:08.063475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:11.070667] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:11.075275] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:11.080456] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:11.085303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:11.091409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:11.091512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:14.096392] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:14.100258] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:14.103548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:14.106777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:14.110205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:14.110279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:17.115223] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:17.119826] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:17.123635] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:17.126995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:17.130326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:17.130423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:20.138264] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:20.142154] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:20.146554] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:20.150725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:20.155052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:20.155132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:23.165942] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:23.175290] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:23.181863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:23.187705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:23.193187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:23.193379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:26.199176] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:26.203321] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:26.208753] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:26.213332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:26.217007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:26.217101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:29.221925] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:29.225999] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:29.231493] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:29.236970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:29.242373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:29.242528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:32.247130] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:32.250549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:32.253856] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:32.257189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:32.260795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:32.260901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:35.268809] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:35.274022] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:35.277952] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:35.284060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:35.288023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:35.288186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:38.294131] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:38.299399] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:38.303908] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:38.308769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:38.313101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:38.313266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:41.319669] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:41.324213] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:41.329016] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:41.333276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:41.337518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:41.337694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:44.345840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:44.350815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:44.355137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:44.359860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:44.363767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:44.363912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:47.369983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:47.374270] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:47.377880] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:47.381414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:47.385211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:47.385283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:50.393026] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:50.397525] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:50.401976] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:50.406375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:50.411027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:50.411139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:53.416969] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:53.421747] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:53.425486] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:53.429335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:53.434716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:53.434875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:56.439852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:56.443244] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:56.447422] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:56.450738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:56.454007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:56.454077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:25:59.460121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:25:59.463779] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:25:59.467181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:25:59.470771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:25:59.474118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:25:59.474189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:02.483998] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:02.488200] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:02.492045] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:02.495979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:02.500025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:02.500105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:05.505919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:05.512271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:05.515852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:05.520261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:05.523838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:05.523933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:08.529321] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:08.532781] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:08.536389] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:08.539794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:08.543159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:08.543230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:11.550286] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:11.554336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:11.561690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:11.566336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:11.570802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:11.570897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:14.575921] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:14.580033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:14.584686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:14.588819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:14.592600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:14.592713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:17.601334] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:17.605560] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:17.609192] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:17.612840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:17.616611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:17.616786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:20.624190] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:20.630496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:20.635175] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:20.639069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:20.642800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:20.642873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:23.648102] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:23.652260] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:23.655908] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:23.660348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:23.664151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:23.664223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:26.669508] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:26.673446] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:26.676800] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:26.680080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:26.684009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:26.684129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:29.691716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:29.698814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:29.705824] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:29.711244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:29.716100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:29.716219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:32.723429] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:32.729501] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:32.733695] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:32.737479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:32.741009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:32.741080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:35.749362] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:35.754835] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:35.760785] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:35.765382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:35.772538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:35.772634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:38.780448] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:38.786771] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:38.791682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:38.797632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:38.802079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:38.802163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:41.811744] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:41.818783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:41.826138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:41.833881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:41.838682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:41.838787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:44.844774] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:44.848857] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:44.854503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:44.858675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:44.863674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:44.863760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:47.870374] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:47.876039] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:47.880924] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:47.885233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:47.889990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:47.890065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:50.895552] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:50.900713] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:50.904919] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:50.909756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:50.913515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:50.913587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:53.919459] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:53.924037] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:53.927692] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:53.931888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:53.935872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:53.935964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:56.941157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:56.944929] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:56.948276] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:56.951562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:56.955035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:56.955104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:26:59.959935] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:26:59.963550] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:26:59.966941] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:26:59.970115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:26:59.973299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:26:59.973367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:02.978425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:02.982152] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:02.985753] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:02.989486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:02.992850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:02.992933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:06.000203] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:06.009084] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:06.014767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:06.020842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:06.026050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:06.026122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:09.031577] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:09.035617] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:09.039069] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:09.042333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:09.045572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:09.045661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:12.050434] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:12.053983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:12.057356] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:12.060600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:12.063987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:12.064065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:15.074732] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:15.081487] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:15.087359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:15.094218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:15.100808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:15.101031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:18.109246] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:18.115268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:18.121882] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:18.127098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:18.133066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:18.133189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:21.139161] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:21.143579] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:21.147088] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:21.150534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:21.154030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:21.154104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:24.159275] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:24.163180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:24.166472] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:24.169868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:24.173140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:24.173237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:27.180518] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:27.186257] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:27.192139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:27.198727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:27.203551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:27.203692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:30.209792] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:30.215921] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:30.221289] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:30.225377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:30.229434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:30.229548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:33.235720] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:33.242459] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:33.249074] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:33.254363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:33.260337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:33.260410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:36.266234] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:36.271940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:36.276226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:36.281059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:36.286134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:36.286232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:39.292119] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:39.297142] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:39.301216] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:39.305498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:39.309295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:39.309387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:42.314425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:42.319140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:42.323999] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:42.327667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:42.331254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:42.331348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:45.337376] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:45.345544] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:45.350253] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:45.354320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:45.358959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:45.360767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:48.366829] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:48.372212] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:48.377225] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:48.381859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:48.385832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:48.385918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:51.390785] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:51.394570] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:51.401813] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:51.407720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:51.412490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:51.412588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:54.418072] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:54.422034] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:54.425733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:54.428981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:54.432203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:54.432274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:27:57.442320] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:27:57.447963] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:27:57.452806] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:27:57.456928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:27:57.462863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:27:57.463025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:00.471178] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:00.478465] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:00.482945] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:00.486685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:00.490449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:00.490599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:03.498960] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:03.504962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:03.511559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:03.517105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:03.521386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:03.521501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:06.529308] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:06.534025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:06.538731] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:06.542915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:06.548085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:06.548203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:09.553339] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:09.557612] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:09.561250] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:09.564757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:09.568067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:09.568151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:12.576899] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:12.583483] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:12.588173] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:12.592367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:12.596918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:12.597047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:15.603757] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:15.608003] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:15.611870] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:15.615156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:15.618474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:15.618549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:18.624962] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:18.629958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:18.636178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:18.640371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:18.645133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:18.645236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:21.651383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:21.656290] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:21.661017] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:21.664851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:21.668752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:21.668820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:24.674072] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:24.678108] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:24.681879] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:24.685199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:24.689447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:24.689876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:27.696087] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:27.701926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:27.706186] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:27.710565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:27.716680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:27.716834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:30.721674] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:30.725663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:30.729041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:30.732286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:30.735483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:30.735553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:33.740601] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:33.744088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:33.748820] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:33.753674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:33.757584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:33.757763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:36.763148] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:36.766899] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:36.770269] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:36.773779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:36.777341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:36.777420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:39.787105] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:39.792932] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:39.798504] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:39.804130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:39.809748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:39.809922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:42.818195] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:42.826255] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:42.830810] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:42.835952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:42.840516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:42.840628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:45.847569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:45.854693] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:45.859976] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:45.865526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:45.871230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:45.871457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:48.876951] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:48.880597] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:48.883906] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:48.887236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:48.891156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:48.891226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:51.898219] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:51.903840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:51.909982] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:51.913898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:51.918875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:51.918951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:54.927936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:54.933411] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:54.938114] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:54.942529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:54.949806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:54.950271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:28:57.957684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:28:57.962872] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:28:57.967774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:28:57.974129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:28:57.979708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:28:57.979826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:00.985369] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:00.989467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:00.995986] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:01.001379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:01.007464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:01.007612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:04.013983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:04.021445] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:04.026220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:04.030755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:04.035947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:04.036060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:07.043113] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:07.049271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:07.054308] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:07.061125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:07.065916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:07.066031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:10.071059] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:10.075098] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:10.079126] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:10.082402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:10.085614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:10.085705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:13.090442] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:13.094103] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:13.097379] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:13.100598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:13.104101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:13.104172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:16.111805] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:16.117511] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:16.122524] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:16.127316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:16.132736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:16.132822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:19.138316] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:19.142701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:19.148023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:19.152892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:19.157182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:19.157348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:22.162836] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:22.167294] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:22.172077] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:22.176231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:22.182194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:22.182284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:25.191682] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:25.198073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:25.204300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:25.212418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:25.218077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:25.218196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:28.225342] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:28.230698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:28.235211] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:28.241725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:28.246838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:28.246942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:31.255036] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:31.261874] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:31.266838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:31.270473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:31.274062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:31.274136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:34.280269] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:34.284695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:34.289836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:34.295061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:34.299321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:34.299414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:37.304421] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:37.308354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:37.313661] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:37.317904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:37.322481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:37.322580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:40.331232] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:40.335956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:40.340991] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:40.345498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:40.350749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:40.350848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:43.356054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:43.360269] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:43.364090] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:43.367636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:43.370881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:43.370948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:46.378225] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:46.385696] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:46.389422] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:46.394334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:46.398523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:46.398694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:49.405413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:49.409545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:49.414345] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:49.418698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:49.422979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:49.423085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:52.429863] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:52.435054] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:52.440493] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:52.444317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:52.448435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:52.448529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:55.457390] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:55.463145] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:55.468271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:55.474699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:55.479554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:55.479691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:29:58.485430] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:29:58.489439] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:29:58.493045] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:29:58.496601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:29:58.500398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:29:58.500485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:01.508818] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:01.517517] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:01.524029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:01.529139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:01.534456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:01.534617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:04.540458] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:04.546795] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:04.552784] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:04.557700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:04.563633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:04.563789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:07.568806] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:07.573011] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:07.577078] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:07.580769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:07.584211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:07.584304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:10.593347] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:10.598035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:10.604515] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:10.608811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:10.613059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:10.613152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:13.624704] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:13.629861] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:13.635782] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:13.641763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:13.648524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:13.648697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:16.653897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:16.661010] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:16.666038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:16.670265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:16.674893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:16.674974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:19.683258] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:19.687213] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:19.691283] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:19.694792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:19.699448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:19.699524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:22.704634] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:22.708928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:22.712979] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:22.716670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:22.720157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:22.720228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:25.728211] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:25.733282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:25.737178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:25.741767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:25.745751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:25.747753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:28.754904] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:28.759939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:28.764576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:28.769351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:28.773821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:28.773906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:31.779441] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:31.783684] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:31.787051] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:31.790390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:31.793981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:31.794057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:34.799530] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:34.803263] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:34.806724] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:34.810207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:34.813424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:34.813504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:37.820839] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:37.827214] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:37.831769] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:37.835555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:37.839602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:37.839695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:40.847885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:40.853228] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:40.857274] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:40.861332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:40.865312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:40.865406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:43.871693] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:43.875564] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:43.879838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:43.885798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:43.889597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:43.889700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:46.894688] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:46.898090] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:46.901359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:46.904596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:46.907856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:46.907927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:49.912783] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:49.916106] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:49.919577] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:49.922815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:49.926289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:49.926385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:52.931449] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:52.935075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:52.938479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:52.941801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:52.945149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:52.945218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:55.952667] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:55.958533] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:55.962886] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:55.968005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:55.972517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:55.972621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:30:58.978800] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:30:58.982528] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:30:58.986139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:30:58.990016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:30:58.993468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:30:58.993578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:02.001304] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:02.008366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:02.015233] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:02.020126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:02.026893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:02.027060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:05.032054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:05.035581] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:05.039040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:05.042550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:05.045811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:05.045908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:08.057190] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:08.063368] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:08.068074] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:08.072879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:08.077330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:08.077429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:11.083126] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:11.089126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:11.093918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:11.099559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:11.105201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:11.105320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:14.112789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:14.118551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:14.124112] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:14.128876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:14.133761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:14.133859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:17.138939] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:17.143291] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:17.149188] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:17.155969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:17.159675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:17.159830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:20.164782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:20.168146] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:20.172112] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:20.176137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:20.179490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:20.179560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:23.184582] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:23.188183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:23.191522] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:23.194782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:23.198025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:23.198120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:26.203094] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:26.207377] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:26.211426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:26.215246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:26.219008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:26.219089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:29.224046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:29.227760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:29.231047] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:29.234372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:29.237811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:29.237883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:32.242711] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:32.246035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:32.249548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:32.253481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:32.257348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:32.257418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:35.264434] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:35.268339] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:35.273658] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:35.278342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:35.282330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:35.282403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:38.287050] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:38.290661] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:38.293987] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:38.297232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:38.300485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:38.300556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:41.305558] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:41.309261] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:41.312541] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:41.315889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:41.319235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:41.319306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:44.326686] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:44.330453] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:44.334755] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:44.339036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:44.343140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:44.343233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:47.349008] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:47.354033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:47.358667] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:47.363248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:47.368369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:47.368465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:50.375012] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:50.380068] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:50.385781] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:50.390230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:50.395699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:50.395831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:53.400634] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:53.404107] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:53.407497] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:53.410731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:53.413964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:53.414059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:56.419360] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:56.423316] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:56.429595] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:56.435280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:56.440788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:56.440882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:31:59.446882] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:31:59.452383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:31:59.458510] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:31:59.463672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:31:59.468878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:31:59.469086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:02.474140] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:02.477633] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:02.480945] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:02.484179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:02.489495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:02.489578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:05.495725] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:05.501107] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:05.508150] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:05.513043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:05.517716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:05.517858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:08.524710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:08.528543] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:08.533765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:08.537570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:08.542461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:08.542559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:11.547686] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:11.552922] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:11.557185] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:11.562504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:11.566604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:11.566726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:14.571559] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:14.575510] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:14.578986] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:14.582410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:14.586045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:14.586121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:17.593887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:17.598997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:17.603328] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:17.607238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:17.610916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:17.611019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:20.618262] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:20.622783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:20.628352] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:20.633022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:20.636577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:20.636688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:23.644210] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:23.651065] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:23.656717] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:23.664619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:23.674549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:23.674820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:26.684614] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:26.691122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:26.695359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:26.701090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:26.705397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:26.705570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:29.711009] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:29.716852] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:29.721992] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:29.726435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:29.730750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:29.730870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:32.738296] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:32.742750] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:32.746514] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:32.750932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:32.755361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:32.755454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:35.763719] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:35.769532] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:35.779297] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:35.785045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:35.791816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:35.791908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:38.796916] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:38.800276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:38.803489] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:38.807070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:38.810618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:38.810710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:41.815825] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:41.819462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:41.822898] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:41.826371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:41.829787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:41.829859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:44.835971] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:44.842595] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:44.846771] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:44.851237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:44.855674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:44.855791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:47.861061] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:47.865294] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:47.868698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:47.871895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:47.875097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:47.875166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:50.880438] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:50.884318] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:50.888023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:50.891632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:50.895171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:50.895284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:53.901608] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:53.907313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:53.912780] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:53.918688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:53.922998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:53.923092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:56.930184] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:56.935695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:56.940504] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:56.944948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:56.948907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:56.948991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:32:59.956561] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:32:59.963839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:32:59.967713] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:32:59.973396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:32:59.976996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:32:59.977068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:02.982123] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:02.985402] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:02.988667] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:02.991883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:02.995172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:02.995244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:06.000334] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:06.003917] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:06.007300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:06.010858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:06.014231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:06.014313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:09.021602] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:09.026462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:09.033026] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:09.037562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:09.041490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:09.041621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:12.048550] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:12.053797] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:12.058684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:12.062752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:12.067675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:12.069724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:15.075447] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:15.079040] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:15.082376] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:15.085727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:15.089059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:15.089164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:18.096561] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:18.103282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:18.108769] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:18.113408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:18.119688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:18.119804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:21.125944] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:21.131468] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:21.135816] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:21.139755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:21.145268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:21.145358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:24.154168] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:24.159122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:24.166463] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:24.172172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:24.177123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:24.177224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:27.182224] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:27.188048] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:27.192790] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:27.196516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:27.201392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:27.201514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:30.210659] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:30.215486] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:30.220656] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:30.224545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:30.230656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:30.230882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:33.237808] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:33.242893] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:33.247059] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:33.251721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:33.255841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:33.255933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:36.261773] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:36.268122] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:36.272305] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:36.277057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:36.281557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:36.281636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:39.286870] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:39.291997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:39.296065] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:39.300463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:39.304340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:39.304411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:42.310169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:42.314603] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:42.318576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:42.323612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:42.328132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:42.328230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:45.335003] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:45.339463] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:45.344521] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:45.350593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:45.354622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:45.354758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:48.359586] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:48.364688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:48.369195] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:48.373008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:48.376868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:48.377051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:51.382183] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:51.386281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:51.390125] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:51.393622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:51.398412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:51.398534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:54.408177] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:54.413910] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:54.417380] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:54.421439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:54.425109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:54.425301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:33:57.432300] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:33:57.437250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:33:57.442686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:33:57.448375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:33:57.452978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:33:57.453109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:00.461818] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:00.468542] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:00.473741] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:00.478078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:00.483680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:00.483773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:03.492152] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:03.497839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:03.504737] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:03.509634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:03.513961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:03.515812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:06.523820] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:06.530096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:06.535533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:06.540698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:06.546600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:06.546761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:09.552633] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:09.557017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:09.561522] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:09.565374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:09.569661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:09.569761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:12.574365] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:12.578355] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:12.582259] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:12.586080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:12.590190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:12.590284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:15.596067] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:15.601838] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:15.605568] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:15.610691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:15.614467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:15.614537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:18.620755] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:18.626701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:18.631446] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:18.635771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:18.640534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:18.640629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:21.646598] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:21.650828] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:21.655321] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:21.659591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:21.663884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:21.663985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:24.671695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:24.676420] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:24.680248] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:24.684888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:24.688631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:24.688717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:27.693399] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:27.700772] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:27.705213] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:27.709298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:27.714495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:27.714739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:30.719156] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:30.723353] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:30.727471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:30.731421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:30.735218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:30.735367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:33.740399] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:33.745206] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:33.752727] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:33.757179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:33.761569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:33.761749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:36.766339] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:36.770136] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:36.773811] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:36.777565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:36.781235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:36.781396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:39.786478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:39.790989] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:39.796138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:39.801516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:39.808700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:39.808923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:42.813635] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:42.817376] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:42.821026] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:42.824627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:42.828291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:42.828378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:45.834718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:45.839900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:45.844476] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:45.849512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:45.853824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:45.853948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:48.862173] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:48.868226] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:48.872480] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:48.878090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:48.884083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:48.884203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:51.890372] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:51.895085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:51.902159] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:51.906117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:51.910053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:51.910173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:54.916910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:54.920814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:54.926013] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:54.931989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:54.935678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:54.935773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:34:57.941120] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:34:57.945459] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:34:57.949346] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:34:57.954862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:34:57.958191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:34:57.958389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:00.965101] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:00.971044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:00.976012] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:00.981947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:00.986781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:00.986955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:03.994902] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:03.999596] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:04.003827] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:04.007681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:04.013879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:04.013956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:07.019220] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:07.022931] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:07.026766] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:07.030823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:07.037692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:07.037893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:10.046843] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:10.051892] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:10.056408] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:10.060795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:10.066058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:10.066179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:13.074345] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:13.081092] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:13.086315] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:13.093723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:13.102270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:13.102437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:16.110472] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:16.116114] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:16.123064] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:16.128900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:16.133993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:16.134311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:19.140477] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:19.144119] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:19.147902] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:19.151303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:19.155923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:19.156065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:22.161297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:22.164935] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:22.168940] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:22.172359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:22.175847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:22.175919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:25.188250] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:25.193938] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:25.199483] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:25.205583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:25.212528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:25.212924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:28.221894] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:28.228522] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:28.234101] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:28.241294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:28.248782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:28.248964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:31.256713] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:31.265109] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:31.271712] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:31.278853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:31.287188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:31.288145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:34.293297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:34.297534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:34.301382] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:34.304957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:34.308774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:34.308967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:37.315746] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:37.323033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:37.329002] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:37.333004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:37.338036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:37.338131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:40.344035] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:40.349840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:40.354868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:40.358625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:40.362295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:40.362365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:43.367460] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:43.370823] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:43.374499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:43.377883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:43.381380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:43.381448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:46.388105] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:46.395765] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:46.400167] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:46.404332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:46.408834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:46.408996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:49.415433] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:49.421407] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:49.425932] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:49.430468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:49.435371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:49.435452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:52.440420] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:52.445835] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:52.450130] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:52.454598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:52.458392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:52.458462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:55.463797] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:55.468027] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:55.472299] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:55.477021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:55.481686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:55.481759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:35:58.487067] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:35:58.491078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:35:58.495554] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:35:58.499308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:35:58.503882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:35:58.503954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:01.509496] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:01.513615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:01.517624] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:01.521293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:01.525046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:01.525140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:04.530867] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:04.535024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:04.538448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:04.541955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:04.545575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:04.545912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:07.553288] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:07.558067] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:07.562315] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:07.566600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:07.571848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:07.571923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:10.578689] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:10.582823] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:10.587496] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:10.591879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:10.595916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:10.595989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:13.601442] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:13.605332] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:13.608980] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:13.612614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:13.617146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:13.617297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:16.622656] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:16.626950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:16.631165] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:16.635015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:16.638756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:16.638907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:19.648254] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:19.653706] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:19.657796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:19.662207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:19.666098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:19.666194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:22.674503] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:22.680229] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:22.686528] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:22.691845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:22.696883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:22.697041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:25.703248] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:25.708049] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:25.712359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:25.716294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:25.720066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:25.720161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:28.726088] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:28.730763] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:28.735029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:28.739074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:28.743306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:28.743457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:31.749429] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:31.754558] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:31.759044] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:31.762942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:31.766780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:31.766857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:34.774533] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:34.779921] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:34.785560] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:34.790454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:34.796256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:34.796472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:37.802365] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:37.807189] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:37.810775] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:37.814478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:37.817845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:37.817915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:40.823282] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:40.827054] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:40.830328] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:40.833592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:40.837141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:40.837221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:43.842121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:43.845462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:43.848765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:43.852985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:43.856656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:43.856739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:46.863848] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:46.867833] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:46.872920] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:46.877445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:46.881840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:46.881913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:49.887240] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:49.891087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:49.894446] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:49.898562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:49.902020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:49.902089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:52.907923] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:52.912903] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:52.917997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:52.922146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:52.926297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:52.926389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:55.932572] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:55.938904] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:55.943137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:55.947346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:55.951304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:55.951379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:36:58.959754] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:36:58.964765] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:36:58.972279] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:36:58.977008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:36:58.981709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:36:58.981823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:01.987206] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:01.990681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:01.993978] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:01.997349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:02.000621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:02.000713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:05.009188] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:05.016307] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:05.024167] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:05.028512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:05.034599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:05.034716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:08.043252] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:08.047261] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:08.050654] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:08.054099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:08.057510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:08.057584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:11.068024] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:11.074625] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:11.081432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:11.088234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:11.093962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:11.094130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:14.102329] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:14.110186] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:14.115588] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:14.120429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:14.125252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:14.125358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:17.132582] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:17.139044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:17.144043] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:17.148739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:17.152895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:17.152967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:20.159806] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:20.166090] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:20.171040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:20.175809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:20.180024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:20.180124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:23.186141] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:23.189875] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:23.193610] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:23.197044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:23.200437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:23.200538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:26.206407] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:26.210217] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:26.213800] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:26.218388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:26.222431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:26.222503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:29.229023] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:29.235180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:29.239747] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:29.243852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:29.247572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:29.247693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:32.254793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:32.259161] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:32.262973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:32.267386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:32.273549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:32.273672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:35.280178] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:35.286488] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:35.290718] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:35.295693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:35.299687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:35.299766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:38.305470] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:38.309105] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:38.312571] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:38.317364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:38.321549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:38.321639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:41.327382] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:41.331978] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:41.335687] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:41.339277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:41.342939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:41.343025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:44.348854] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:44.353090] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:44.356433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:44.359923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:44.363356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:44.363430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:47.369636] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:47.375452] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:47.382393] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:47.387776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:47.391657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:47.391759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:50.398098] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:50.401561] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:50.405038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:50.408428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:50.411806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:50.411881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:53.418958] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:53.424583] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:53.428853] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:53.433799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:53.439277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:53.439406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:56.444487] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:56.448506] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:56.452534] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:56.455816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:56.459164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:56.459338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:37:59.467575] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:37:59.474125] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:37:59.479081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:37:59.483075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:37:59.486549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:37:59.486720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:02.493586] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:02.498663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:02.502361] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:02.507124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:02.512311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:02.512405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:05.517528] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:05.521270] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:05.524547] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:05.527899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:05.531178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:05.531247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:08.538450] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:08.542633] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:08.547235] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:08.551224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:08.556135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:08.556230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:11.561221] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:11.568042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:11.573208] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:11.577994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:11.582689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:11.582780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:14.591729] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:14.596843] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:14.600888] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:14.605075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:14.610442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:14.610561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:17.617071] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:17.624121] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:17.629040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:17.632879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:17.636451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:17.636537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:20.641569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:20.645635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:20.649232] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:20.652575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:20.656844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:20.656991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:23.662383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:23.666233] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:23.669712] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:23.672953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:23.676509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:23.676579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:26.683814] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:26.690476] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:26.696008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:26.700575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:26.705346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:26.705482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:29.712997] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:29.718939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:29.722836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:29.727839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:29.731964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:29.732058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:32.739123] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:32.746085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:32.750222] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:32.753921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:32.757518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:32.757590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:35.763849] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:35.768149] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:35.771935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:35.775794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:35.779702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:35.779868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:38.788761] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:38.795761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:38.801928] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:38.807844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:38.812876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:38.812988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:41.818313] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:41.821864] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:41.825288] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:41.828674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:41.832031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:41.832101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:44.840249] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:44.847819] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:44.853192] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:44.858118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:44.863165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:44.863305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:47.872096] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:47.876939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:47.881449] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:47.885608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:47.890012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:47.890085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:50.895244] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:50.899104] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:50.903292] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:50.907392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:50.911007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:50.911098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:53.918964] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:53.923131] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:53.928061] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:53.932849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:53.937076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:53.937232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:56.942269] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:56.945694] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:56.949262] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:56.952733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:56.956276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:56.956347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:38:59.966019] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:38:59.970858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:38:59.975415] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:38:59.979516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:38:59.983559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:38:59.983634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:02.989558] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:02.996678] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:03.000603] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:03.006691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:03.010598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:03.010781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:06.016278] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:06.020330] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:06.023913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:06.027370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:06.030739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:06.030809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:09.037914] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:09.042580] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:09.048009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:09.052398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:09.058158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:09.058313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:12.064714] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:12.070582] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:12.075868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:12.079740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:12.084698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:12.084867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:15.090053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:15.093694] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:15.096922] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:15.100241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:15.103445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:15.103513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:18.111107] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:18.115314] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:18.119091] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:18.122608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:18.126083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:18.126168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:21.135789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:21.141274] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:21.147140] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:21.151944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:21.156474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:21.156546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:24.163617] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:24.169095] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:24.173569] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:24.177479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:24.181492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:24.181584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:27.193220] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:27.199540] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:27.204600] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:27.209332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:27.214424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:27.214532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:30.221154] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:30.227987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:30.232633] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:30.237601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:30.242032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:30.242103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:33.250212] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:33.256042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:33.261733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:33.267547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:33.274686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:33.274799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:36.281859] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:36.286346] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:36.290820] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:36.296015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:36.300354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:36.300448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:39.305845] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:39.309714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:39.314046] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:39.319159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:39.323389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:39.323482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:42.328527] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:42.335836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:42.341388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:42.346443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:42.350690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:42.350866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:45.359005] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:45.363624] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:45.368702] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:45.373427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:45.377988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:45.378165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:48.385177] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:48.390476] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:48.395070] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:48.401141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:48.405863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:48.406040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:51.411007] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:51.416076] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:51.419918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:51.425417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:51.429170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:51.429263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:54.437319] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:54.442403] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:54.446615] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:54.451005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:54.455362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:54.455469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:39:57.463736] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:39:57.472905] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:39:57.479966] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:39:57.487550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:39:57.494794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:39:57.494959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:00.501093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:00.505691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:00.510847] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:00.514805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:00.518562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:00.518633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:03.523784] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:03.527681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:03.531005] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:03.534253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:03.537591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:03.537680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:06.545241] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:06.552073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:06.557534] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:06.564069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:06.569097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:06.569215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:09.574904] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:09.579734] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:09.584717] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:09.588950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:09.592374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:09.592447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:12.598852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:12.604613] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:12.608761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:12.612574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:12.616168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:12.616242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:15.626949] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:15.631769] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:15.636085] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:15.641548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:15.647150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:15.647280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:18.655062] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:18.663112] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:18.667843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:18.675245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:18.679678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:18.679761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:21.686104] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:21.695417] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:21.699607] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:21.703823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:21.707534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:21.707613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:24.717191] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:24.722137] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:24.726077] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:24.730365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:24.735441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:24.735515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:27.741317] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:27.746943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:27.750741] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:27.756399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:27.760668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:27.760741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:30.765987] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:30.769926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:30.773258] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:30.776467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:30.779745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:30.779812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:33.789701] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:33.794975] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:33.800937] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:33.805504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:33.810450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:33.810553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:36.817374] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:36.822783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:36.827823] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:36.832380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:36.837440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:36.837513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:39.842574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:39.846240] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:39.849815] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:39.853092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:39.856299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:39.856369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:42.863433] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:42.867629] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:42.871783] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:42.877062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:42.881335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:42.881408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:45.887617] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:45.892401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:45.896366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:45.902809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:45.906658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:45.906756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:48.911716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:48.916001] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:48.921410] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:48.926003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:48.930583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:48.930700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:51.937835] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:51.943284] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:51.947507] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:51.952814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:51.959074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:51.959150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:54.963759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:54.967467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:54.970910] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:54.974295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:54.977627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:54.977756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:40:57.983413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:40:57.987524] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:40:57.990855] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:40:57.994171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:40:57.997636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:40:57.997727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:01.002865] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:01.006736] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:01.010333] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:01.014407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:01.018237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:01.018333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:04.027543] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:04.033009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:04.036548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:04.040171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:04.044283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:04.044353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:07.049478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:07.053829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:07.060226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:07.065051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:07.069320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:07.069421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:10.077939] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:10.086013] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:10.089931] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:10.096116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:10.100915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:10.101012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:13.106670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:13.112403] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:13.116670] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:13.120791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:13.124866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:13.124937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:16.131971] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:16.136431] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:16.144041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:16.148229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:16.154033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:16.154140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:19.161584] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:19.165924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:19.171037] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:19.175500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:19.181099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:19.181211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:22.186466] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:22.192935] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:22.197855] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:22.202837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:22.207949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:22.208059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:25.214219] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:25.219050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:25.223869] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:25.229686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:25.233801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:25.233893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:28.240840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:28.245971] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:28.250531] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:28.254373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:28.259572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:28.259671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:31.266317] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:31.270411] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:31.274854] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:31.278590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:31.282577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:31.282669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:34.288132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:34.293959] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:34.299479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:34.304204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:34.308425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:34.308615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:37.314749] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:37.320019] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:37.324125] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:37.328374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:37.332748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:37.332909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:40.337878] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:40.341916] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:40.345287] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:40.349320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:40.352949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:40.353050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:43.361233] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:43.366368] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:43.372209] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:43.379041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:43.383502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:43.383622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:46.391717] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:46.395757] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:46.399438] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:46.403355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:46.407125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:46.407273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:49.414842] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:49.420060] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:49.424500] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:49.429019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:49.433034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:49.433115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:52.439888] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:52.446255] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:52.452248] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:52.459008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:52.466151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:52.466311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:55.474949] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:55.480009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:55.484600] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:55.491056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:55.495450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:55.495559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:41:58.501125] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:41:58.505688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:41:58.510716] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:41:58.515039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:41:58.519635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:41:58.519727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:01.524770] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:01.528700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:01.532071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:01.535445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:01.539030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:01.539104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:04.544053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:04.547797] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:04.551159] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:04.554507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:04.557832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:04.557909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:07.566697] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:07.574217] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:07.580327] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:07.585484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:07.592571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:07.592701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:10.600614] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:10.606700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:10.611663] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:10.617472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:10.625300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:10.625724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:13.633785] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:13.640239] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:13.648529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:13.653704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:13.658990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:13.659312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:16.668350] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:16.673841] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:16.678393] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:16.682289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:16.685902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:16.686021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:19.691992] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:19.695991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:19.699770] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:19.703789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:19.707497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:19.707575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:22.714952] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:22.720924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:22.726025] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:22.732018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:22.735659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:22.735846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:25.742188] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:25.746222] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:25.751411] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:25.755273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:25.759241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:25.759311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:28.764321] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:28.768079] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:28.771876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:28.775573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:28.780201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:28.780366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:31.790182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:31.794913] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:31.798707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:31.802234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:31.805926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:31.806023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:34.811051] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:34.814464] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:34.817778] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:34.821032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:34.824465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:34.824535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:37.830303] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:37.838134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:37.842485] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:37.848329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:37.852296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:37.852367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:40.858215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:40.862475] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:40.865913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:40.869227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:40.872658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:40.872732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:43.881781] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:43.888561] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:43.894266] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:43.900709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:43.905120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:43.905310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:46.911684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:46.917070] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:46.921398] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:46.925104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:46.935777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:46.936424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:49.942664] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:49.946367] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:49.950191] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:49.953599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:49.957039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:49.957114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:52.967718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:52.975681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:52.980668] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:52.985925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:52.990254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:52.990337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:55.998929] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:56.005492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:56.011562] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:56.018770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:56.022848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:56.022939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:42:59.032604] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:42:59.039097] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:42:59.044086] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:42:59.049171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:42:59.053963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:42:59.054043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:02.060023] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:02.065389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:02.070020] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:02.075065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:02.079715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:02.079859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:05.086167] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:05.090359] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:05.093982] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:05.098182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:05.102577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:05.102708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:08.111073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:08.115588] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:08.120081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:08.123882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:08.127631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:08.127809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:11.132747] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:11.137111] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:11.140523] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:11.143940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:11.147351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:11.147497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:14.156155] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:14.162487] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:14.167329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:14.172202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:14.178072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:14.178265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:17.183919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:17.188620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:17.193388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:17.198422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:17.203135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:17.203478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:20.208981] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:20.212723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:20.216739] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:20.220107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:20.223673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:20.223834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:23.229128] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:23.232523] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:23.235865] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:23.239174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:23.242401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:23.242473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:26.249438] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:26.255338] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:26.259349] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:26.263700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:26.269355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:26.269454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:29.275660] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:29.279619] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:29.283081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:29.287289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:29.290635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:29.290749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:32.297599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:32.302235] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:32.305995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:32.309815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:32.313609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:32.313718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:35.322991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:35.327745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:35.331797] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:35.367275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:35.401007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:35.401088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:38.408144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:38.413584] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:38.418701] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:38.422942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:38.427221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:38.427322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:41.432473] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:41.435966] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:41.439299] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:41.443146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:41.446378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:41.446446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:44.455463] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:44.459991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:44.464597] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:44.470554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:44.475235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:44.475329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:47.482764] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:47.490009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:47.496334] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:47.501218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:47.506088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:47.506185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:50.512984] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:50.518043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:50.522973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:50.527813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:50.533692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:50.533789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:53.539832] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:53.545391] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:53.549881] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:53.555102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:53.559517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:53.559713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:56.565210] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:56.569305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:56.572774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:56.576039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:56.579460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:56.579531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:43:59.590221] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:43:59.596320] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:43:59.601429] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:43:59.606207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:43:59.610485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:43:59.610610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:02.617272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:02.622334] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:02.627443] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:02.632494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:02.640236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:02.640453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:05.646774] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:05.651939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:05.656964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:05.662683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:05.667362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:05.667537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:08.673460] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:08.677478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:08.681187] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:08.684814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:08.688807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:08.688966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:11.694008] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:11.697443] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:11.700793] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:11.704066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:11.707383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:11.707453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:14.715907] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:14.721251] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:14.725202] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:14.729895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:14.733719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:14.733792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:17.739595] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:17.744414] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:17.748826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:17.752934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:17.757331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:17.757402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:20.763843] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:20.768980] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:20.774479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:20.780139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:20.784608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:20.785900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:23.793159] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:23.797774] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:23.804204] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:23.808097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:23.812993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:23.813084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:26.818376] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:26.824334] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:26.831001] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:26.835597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:26.839821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:26.839916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:29.848617] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:29.852635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:29.857481] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:29.862468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:29.866166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:29.866261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:32.872403] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:32.877786] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:32.881962] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:32.888170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:32.892447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:32.892612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:35.901955] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:35.906736] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:35.911445] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:35.915812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:35.920447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:35.920528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:38.931231] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:38.936358] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:38.943235] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:38.951592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:38.958791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:38.958990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:41.964578] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:41.968512] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:41.972001] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:41.975297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:41.978676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:41.978745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:44.984213] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:44.988853] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:44.993109] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:44.997046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:45.001111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:45.001205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:48.009042] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:48.015971] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:48.020988] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:48.026190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:48.030665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:48.030756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:51.036636] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:51.040968] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:51.044980] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:51.048621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:51.052372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:51.052485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:54.059225] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:54.064432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:54.069197] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:54.073704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:54.077963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:54.078063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:44:57.084095] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:44:57.088330] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:44:57.091981] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:44:57.095465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:44:57.101106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:44:57.101199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:00.108944] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:00.116459] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:00.120528] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:00.124601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:00.128162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:00.128239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:03.138486] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:03.147327] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:03.152843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:03.159034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:03.163288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:03.163388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:06.169854] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:06.176625] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:06.183062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:06.187191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:06.190934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:06.191026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:09.198848] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:09.204393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:09.209470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:09.213680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:09.219345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:09.219416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:12.224696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:12.230041] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:12.234762] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:12.239754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:12.244745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:12.244817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:15.251157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:15.257940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:15.262857] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:15.268968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:15.274971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:15.275068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:18.280266] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:18.283612] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:18.286963] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:18.290295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:18.293572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:18.293660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:21.298728] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:21.302058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:21.305354] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:21.309095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:21.312482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:21.312551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:24.323238] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:24.327982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:24.335717] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:24.343081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:24.349939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:24.350079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:27.355348] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:27.359153] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:27.362860] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:27.366348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:27.371513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:27.371595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:30.378999] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:30.383733] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:30.388823] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:30.392792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:30.397751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:30.397847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:33.404447] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:33.408950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:33.413493] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:33.419484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:33.423428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:33.423529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:36.428596] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:36.432191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:36.435453] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:36.438734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:36.441973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:36.442045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:39.446739] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:39.450093] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:39.453341] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:39.456574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:39.459869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:39.459939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:42.466969] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:42.472043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:42.476398] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:42.482750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:42.487172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:42.487308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:45.495763] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:45.500909] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:45.504893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:45.509388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:45.513861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:45.513958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:48.520582] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:48.526713] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:48.532165] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:48.537037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:48.540921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:48.541043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:51.546108] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:51.549822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:51.553106] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:51.556330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:51.559585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:51.559693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:54.568698] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:54.573587] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:54.577619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:54.581461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:54.585971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:54.586070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:45:57.591205] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:45:57.594815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:45:57.598377] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:45:57.602111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:45:57.605525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:45:57.605624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:00.613215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:00.619696] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:00.623568] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:00.628776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:00.633341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:00.633506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:03.638612] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:03.642376] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:03.646220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:03.650234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:03.653835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:03.653918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:06.663209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:06.670762] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:06.676565] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:06.682189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:06.686868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:06.687009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:09.694394] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:09.702604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:09.708135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:09.712914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:09.717152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:09.717265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:12.723271] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:12.727128] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:12.731534] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:12.735769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:12.739507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:12.739603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:15.746819] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:15.751943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:15.756402] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:15.760329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:15.764618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:15.764744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:18.770464] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:18.774537] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:18.778247] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:18.781661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:18.785036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:18.785107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:21.791529] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:21.797059] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:21.802275] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:21.808936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:21.814004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:21.814120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:24.819231] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:24.823791] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:24.827796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:24.832017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:24.836348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:24.836579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:27.845807] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:27.855083] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:27.859960] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:27.863934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:27.867490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:27.867753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:30.872999] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:30.877137] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:30.880970] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:30.885091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:30.888881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:30.888973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:33.894369] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:33.898866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:33.902526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:33.905951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:33.909371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:33.909463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:36.915786] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:36.920829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:36.925334] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:36.932681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:36.937603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:36.937695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:39.943826] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:39.947970] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:39.951679] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:39.955141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:39.958531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:39.958603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:42.966707] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:42.972553] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:42.977373] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:42.982111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:42.988045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:42.988343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:45.995042] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:45.999740] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:46.004671] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:46.009387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:46.014003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:46.014209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:49.021745] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:49.027942] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:49.032759] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:49.037631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:49.044441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:49.044517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:52.049403] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:52.052686] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:52.055932] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:52.059135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:52.062314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:52.062384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:55.069890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:55.075143] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:55.079692] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:55.083386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:55.087019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:55.087096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:46:58.093800] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:46:58.099481] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:46:58.103837] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:46:58.107734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:46:58.111845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:46:58.111937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:01.117278] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:01.122276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:01.126455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:01.130460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:01.135898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:01.135992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:04.142149] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:04.147044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:04.151179] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:04.155107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:04.159350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:04.159420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:07.165256] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:07.169281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:07.173754] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:07.178079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:07.185592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:07.185744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:10.192704] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:10.199634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:10.204728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:10.209597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:10.215692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:10.215921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:13.221288] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:13.224991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:13.228233] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:13.231391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:13.234585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:13.234673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:16.239887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:16.243841] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:16.247151] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:16.250588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:16.253858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:16.253934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:19.260862] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:19.265755] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:19.269851] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:19.273819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:19.280373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:19.280447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:22.287283] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:22.293986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:22.299519] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:22.304125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:22.308412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:22.308487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:25.314443] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:25.318435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:25.322022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:25.325915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:25.329316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:25.329424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:28.334355] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:28.340051] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:28.343794] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:28.347706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:28.352467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:28.352620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:31.360849] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:31.365698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:31.371780] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:31.376134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:31.382227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:31.382347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:34.390296] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:34.399012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:34.403999] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:34.409042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:34.413047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:34.413121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:37.420022] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:37.427130] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:37.431526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:37.437803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:37.442899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:37.442987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:40.449611] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:40.453441] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:40.457036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:40.460348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:40.463690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:40.463762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:43.472018] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:43.476888] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:43.480917] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:43.486445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:43.491998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:43.492093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:46.497055] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:46.501605] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:46.505670] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:46.509309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:46.512896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:46.512991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:49.518782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:49.524477] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:49.529410] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:49.535990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:49.539816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:49.539976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:52.547413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:52.554892] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:52.562306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:52.571452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:52.578957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:52.579226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:55.584514] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:55.588522] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:55.591863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:55.595147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:55.598668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:55.598761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:47:58.606536] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:47:58.611699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:47:58.616948] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:47:58.620840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:47:58.625728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:47:58.625803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:01.632209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:01.637764] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:01.643095] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:01.648364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:01.654014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:01.654419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:04.662236] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:04.666044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:04.669624] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:04.673732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:04.678885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:04.678959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:07.683872] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:07.687442] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:07.691062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:07.694428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:07.697917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:07.697996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:10.706702] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:10.710954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:10.714731] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:10.718288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:10.721700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:10.721975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:13.727034] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:13.730835] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:13.734241] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:13.737702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:13.741335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:13.741417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:16.748569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:16.754149] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:16.758529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:16.764850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:16.769451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:16.769562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:19.775322] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:19.780521] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:19.784459] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:19.789859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:19.793758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:19.793829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:22.800995] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:22.806033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:22.810075] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:22.815993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:22.821052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:22.821158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:25.827412] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:25.833338] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:25.838471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:25.842353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:25.848220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:25.848317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:28.853985] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:28.857863] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:28.861529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:28.865463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:28.869196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:28.869448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:31.874745] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:31.878506] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:31.881774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:31.885918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:31.892868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:31.892941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:34.898009] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:34.901630] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:34.904936] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:34.908208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:34.911596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:34.911683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:37.916415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:37.919986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:37.923215] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:37.926704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:37.930631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:37.930759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:40.935654] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:40.939323] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:40.943192] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:40.947103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:40.950482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:40.950553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:43.957370] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:43.962700] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:43.967555] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:43.971765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:43.975435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:43.975507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:46.980427] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:46.984270] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:46.987795] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:46.991230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:46.994750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:46.994870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:50.000079] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:50.004087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:50.007809] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:50.011331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:50.014764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:50.014846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:53.024274] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:53.028990] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:53.032838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:53.036869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:53.040947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:53.041041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:56.048421] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:56.053900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:56.057860] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:56.062348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:56.066717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:56.066821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:48:59.076714] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:48:59.081987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:48:59.086504] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:48:59.090794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:48:59.097252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:48:59.100074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:02.106859] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:02.112018] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:02.116716] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:02.120935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:02.124959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:02.125126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:05.130974] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:05.135228] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:05.138858] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:05.142531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:05.146418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:05.146581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:08.155689] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:08.161488] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:08.165536] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:08.169205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:08.172966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:08.173039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:11.178420] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:11.182292] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:11.185872] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:11.189310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:11.192687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:11.192758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:14.197469] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:14.200840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:14.204217] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:14.208164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:14.211423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:14.211521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:17.216834] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:17.220511] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:17.223901] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:17.228176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:17.232244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:17.232315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:20.237366] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:20.240815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:20.244047] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:20.247255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:20.250492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:20.250560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:23.255487] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:23.259273] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:23.262589] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:23.266472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:23.270139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:23.270224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:26.274999] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:26.278813] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:26.282227] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:26.286247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:26.289533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:26.289602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:29.294353] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:29.297703] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:29.301447] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:29.304748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:29.308101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:29.308169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:32.313244] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:32.316847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:32.320086] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:32.323446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:32.326612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:32.326697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:35.333338] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:35.338416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:35.341978] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:35.347481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:35.351633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:35.351721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:38.356953] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:38.360890] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:38.364524] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:38.368083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:38.371564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:38.371672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:41.379986] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:41.385413] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:41.391756] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:41.396080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:41.402547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:41.402713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:44.410491] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:44.415289] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:44.420720] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:44.425697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:44.429706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:44.429812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:47.437687] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:47.442883] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:47.448272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:47.453782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:47.460467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:47.460840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:50.470051] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:50.474540] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:50.478984] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:50.484085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:50.487884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:50.487957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:53.495797] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:53.502023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:53.506947] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:53.510868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:53.514531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:53.514611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:56.519539] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:56.522912] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:56.527499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:56.531855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:56.536619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:56.536735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:49:59.543893] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:49:59.547952] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:49:59.551531] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:49:59.555017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:49:59.558316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:49:59.558389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:02.566792] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:02.573851] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:02.578272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:02.583022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:02.588246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:02.588387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:05.593810] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:05.597882] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:05.601256] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:05.604532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:05.607916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:05.608029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:08.614711] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:08.619967] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:08.624122] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:08.628146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:08.631795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:08.631868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:11.637014] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:11.640831] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:11.644235] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:11.647566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:11.650920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:11.651006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:14.656284] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:14.659893] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:14.666703] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:14.670947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:14.676526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:14.676655] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:17.684127] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:17.689026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:17.693119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:17.697081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:17.701631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:17.701746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:20.707714] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:20.712612] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:20.716855] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:20.721298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:20.725792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:20.725885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:23.732964] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:23.736957] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:23.740630] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:23.744007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:23.747442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:23.747524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:26.753561] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:26.759175] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:26.765454] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:26.769585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:26.773966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:26.774088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:29.779742] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:29.785334] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:29.790009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:29.794003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:29.797808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:29.797880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:32.804102] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:32.809954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:32.813821] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:32.817593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:32.823584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:32.823795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:35.829419] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:35.832704] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:35.836094] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:35.840119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:35.843744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:35.843826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:38.851884] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:38.856927] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:38.860672] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:38.866312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:38.870208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:38.870301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:41.875163] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:41.878943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:41.882869] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:41.886792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:41.892619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:41.892715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:44.900602] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:44.904366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:44.908550] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:44.912224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:44.915852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:44.915948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:47.923499] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:47.931070] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:47.935381] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:47.939735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:47.943843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:47.943937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:50.949857] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:50.956688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:50.960732] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:50.964962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:50.968814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:50.968884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:53.976453] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:53.981062] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:53.985428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:53.989719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:53.994053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:53.995752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:50:57.001313] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:50:57.005492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:50:57.009700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:50:57.013385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:50:57.017108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:50:57.017231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:00.022591] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:00.026699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:00.030467] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:00.034075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:00.037488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:00.037616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:03.045113] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:03.050756] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:03.055397] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:03.060685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:03.064581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:03.064752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:06.071597] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:06.076924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:06.081838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:06.085705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:06.089418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:06.089495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:09.097115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:09.102847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:09.107250] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:09.111403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:09.115567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:09.115760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:12.123121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:12.129209] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:12.135456] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:12.140768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:12.145457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:12.145729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:15.150901] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:15.154511] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:15.157953] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:15.161245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:15.164691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:15.164762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:18.172391] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:18.178463] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:18.184031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:18.187931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:18.192398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:18.192494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:21.203382] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:21.208436] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:21.212977] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:21.217440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:21.222182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:21.222310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:24.228466] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:24.234669] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:24.242684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:24.249152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:24.253834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:24.253976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:27.261589] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:27.267831] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:27.273887] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:27.278756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:27.284694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:27.284842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:30.290843] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:30.296014] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:30.300395] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:30.306751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:30.311508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:30.311593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:33.317287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:33.321830] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:33.326353] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:33.330211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:33.334461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:33.334534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:36.340936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:36.346204] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:36.350745] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:36.356123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:36.361991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:36.362240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:39.368415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:39.372918] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:39.376974] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:39.381509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:39.386443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:39.386542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:42.393138] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:42.398185] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:42.402274] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:42.405944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:42.409612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:42.409702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:45.418590] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:45.422967] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:45.427903] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:45.432747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:45.438597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:45.438735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:48.447164] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:48.451556] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:48.455013] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:48.458536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:48.462210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:48.462399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:51.467279] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:51.470741] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:51.474025] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:51.477600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:51.480809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:51.480878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:54.486574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:54.493741] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:54.498900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:54.504860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:54.510194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:54.510455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:51:57.514949] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:51:57.519219] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:51:57.523110] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:51:57.526359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:51:57.530046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:51:57.530206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:00.537897] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:00.542768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:00.547067] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:00.551346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:00.554950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:00.555047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:03.560618] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:03.566013] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:03.570408] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:03.574498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:03.578753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:03.578990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:06.585381] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:06.591038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:06.595319] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:06.599328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:06.603071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:06.603153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:09.608528] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:09.612432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:09.616430] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:09.620432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:09.624197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:09.624266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:12.632927] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:12.638455] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:12.642971] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:12.647115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:12.653180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:12.653280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:15.659218] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:15.664551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:15.668796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:15.673154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:15.676808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:15.676962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:18.684172] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:18.689398] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:18.693931] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:18.698224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:18.702773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:18.702868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:21.707799] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:21.711305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:21.714765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:21.718071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:21.721668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:21.721737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:24.727556] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:24.732297] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:24.736009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:24.739469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:24.742809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:24.742879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:27.752343] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:27.758681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:27.766551] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:27.775443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:27.781589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:27.781817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:30.790021] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:30.796907] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:30.803749] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:30.809722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:30.818180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:30.818492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:33.825005] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:33.830734] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:33.835532] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:33.839981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:33.844726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:33.844887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:36.852782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:36.861011] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:36.864995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:36.868635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:36.872414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:36.872699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:39.879211] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:39.885057] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:39.889895] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:39.893696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:39.897254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:39.897323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:42.904070] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:42.909157] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:42.913128] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:42.917152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:42.921002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:42.921146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:45.927307] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:45.931219] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:45.935080] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:45.939052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:45.942827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:45.942923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:48.952297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:48.957045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:48.960835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:48.964495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:48.968503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:48.968723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:51.974325] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:51.978902] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:51.982460] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:51.986035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:51.989764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:51.989848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:54.995306] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:54.999014] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:55.002352] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:55.005634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:55.009106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:55.009179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:52:58.017138] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:52:58.022858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:52:58.027944] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:52:58.032914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:52:58.037247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:52:58.037345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:01.044467] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:01.048531] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:01.053862] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:01.057740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:01.063216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:01.063413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:04.072077] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:04.077404] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:04.082258] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:04.086672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:04.095769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:04.095878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:07.102051] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:07.107100] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:07.111054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:07.115261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:07.119195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:07.119288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:10.124147] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:10.128368] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:10.131943] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:10.135211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:10.138628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:10.138820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:13.143596] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:13.147186] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:13.150506] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:13.154167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:13.157379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:13.157450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:16.162768] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:16.166674] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:16.170006] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:16.173325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:16.176611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:16.176698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:19.183542] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:19.188142] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:19.191827] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:19.196759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:19.201140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:19.201288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:22.208048] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:22.214947] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:22.222075] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:22.230151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:22.237716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:22.238072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:25.243288] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:25.247430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:25.250776] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:25.254713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:25.258593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:25.258788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:28.265808] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:28.270217] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:28.275439] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:28.279115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:28.282773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:28.282932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:31.288228] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:31.294496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:31.299010] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:31.302884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:31.306622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:31.306752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:34.311864] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:34.315625] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:34.319488] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:34.323076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:34.326489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:34.326565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:37.334840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:37.341205] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:37.440939] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:37.445710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:37.449567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:37.449657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:40.458396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:40.464961] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:40.469527] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:40.474843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:40.479736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:40.479916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:43.486223] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:43.493596] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:43.498022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:43.503469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:43.510191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:43.510429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:46.521460] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:46.527731] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:46.531903] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:46.535531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:46.539621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:46.539812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:49.544805] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:49.548425] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:49.551774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:49.555125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:49.558421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:49.558490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:52.563836] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:52.567785] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:52.571092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:52.574723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:52.578498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:52.578611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:55.583156] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:55.586530] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:55.589882] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:55.593128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:55.596349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:55.596422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:53:58.601393] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:53:58.604779] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:53:58.608247] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:53:58.611503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:53:58.614700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:53:58.614769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:01.619585] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:01.623097] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:01.626368] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:01.629940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:01.633213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:01.633283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:04.638813] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:04.643016] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:04.647011] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:04.650435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:04.653853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:04.653922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:07.660284] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:07.664935] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:07.668897] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:07.674458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:07.678809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:07.678900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:10.684758] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:10.689168] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:10.694521] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:10.698556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:10.704245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:10.704348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:13.710529] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:13.715591] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:13.720023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:13.723317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:13.726751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:13.726818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:16.733578] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:16.741043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:16.745833] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:16.750861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:16.755672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:16.755798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:19.764758] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:19.769544] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:19.773262] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:19.776843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:19.780428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:19.780580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:22.785696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:22.789389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:22.792786] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:22.796082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:22.799304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:22.799373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:25.804449] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:25.808191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:25.811768] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:25.815084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:25.818394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:25.818466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:28.826169] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:28.831433] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:28.835435] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:28.839398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:28.844403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:28.844504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:31.850198] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:31.856026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:31.861285] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:31.865360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:31.870487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:31.870602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:34.876696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:34.880698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:34.884277] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:34.887989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:34.891870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:34.892026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:37.898303] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:37.902731] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:37.908389] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:37.912445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:37.916909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:37.917029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:40.923207] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:40.928974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:40.933577] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:40.938036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:40.942527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:40.942601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:43.947791] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:43.951434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:43.954759] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:43.958108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:43.961407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:43.961479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:46.968557] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:46.975710] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:46.980525] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:46.986465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:46.991299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:46.991407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:49.996834] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:50.000913] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:50.004728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:50.008522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:50.011866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:50.011935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:53.020080] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:53.026621] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:53.032474] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:53.038013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:53.044208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:53.044421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:56.052492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:56.056982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:56.061469] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:56.065394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:56.069569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:56.069666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:54:59.076027] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:54:59.080507] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:54:59.084785] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:54:59.089144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:54:59.092922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:54:59.093043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:02.102246] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:02.111087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:02.118220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:02.126027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:02.133286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:02.133635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:05.141186] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:05.147660] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:05.152586] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:05.157313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:05.161531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:05.161757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:08.166654] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:08.170663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:08.174142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:08.177981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:08.181465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:08.181547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:11.186284] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:11.190173] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:11.193722] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:11.197012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:11.200338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:11.200406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:14.207407] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:14.211207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:14.215317] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:14.220110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:14.223724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:14.223795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:17.233143] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:17.238412] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:17.242580] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:17.248741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:17.253148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:17.253241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:20.259231] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:20.262952] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:20.266306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:20.269686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:20.273221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:20.273318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:23.284071] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:23.290393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:23.295479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:23.301766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:23.307482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:23.307564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:26.313282] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:26.317974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:26.322992] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:26.328168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:26.332864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:26.332966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:29.340282] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:29.344929] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:29.349918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:29.354143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:29.359815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:29.359897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:32.366425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:32.372015] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:32.376938] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:32.382848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:32.386312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:32.386408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:35.391209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:35.394534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:35.397894] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:35.401233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:35.404592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:35.404681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:38.415082] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:38.419340] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:38.424016] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:38.430154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:38.436089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:38.436164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:41.441683] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:41.445282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:41.448974] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:41.452309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:41.455938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:41.456009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:44.465781] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:44.473626] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:44.478854] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:44.483817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:44.488128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:44.488211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:47.496786] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:47.503454] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:47.507298] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:47.511599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:47.515490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:47.515563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:50.522194] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:50.527050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:50.531203] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:50.536401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:50.540206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:50.540277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:53.546446] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:53.551078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:53.556051] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:53.559924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:53.564065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:53.564171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:56.568678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:56.572158] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:56.575428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:56.578699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:56.581961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:56.582056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:55:59.588796] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:55:59.593925] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:55:59.598686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:55:59.602289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:55:59.606798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:55:59.606871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:02.611783] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:02.615144] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:02.619069] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:02.622593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:02.625920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:02.625990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:05.630799] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:05.634057] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:05.638000] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:05.641945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:05.645558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:05.645632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:08.654180] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:08.660715] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:08.670688] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:08.676718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:08.682824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:08.683011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:11.688002] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:11.691429] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:11.694765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:11.698202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:11.701482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:11.701757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:14.706726] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:14.710272] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:14.713821] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:14.717080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:14.720309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:14.720383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:17.725275] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:17.728933] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:17.732273] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:17.735558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:17.738839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:17.738907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:20.743927] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:20.747552] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:20.750822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:20.754081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:20.757317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:20.757386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:23.767170] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:23.772276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:23.776711] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:23.781544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:23.785564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:23.785692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:26.792844] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:26.797565] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:26.803009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:26.806785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:26.811296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:26.811390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:29.817819] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:29.823401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:29.828470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:29.834212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:29.838221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:29.838316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:32.844080] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:32.848421] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:32.852325] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:32.855961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:32.859605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:32.859704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:35.865788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:35.869925] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:35.873594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:35.877157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:35.883623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:35.883795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:38.888848] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:38.893258] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:38.897427] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:38.901810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:38.906044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:38.906142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:41.913694] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:41.917934] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:41.923876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:41.929078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:41.934716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:41.934819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:44.939802] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:44.943415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:44.947303] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:44.950692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:44.954044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:44.954138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:47.959046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:47.962795] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:47.966323] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:47.969756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:47.973143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:47.973214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:50.981098] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:50.984899] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:50.988567] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:50.992144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:50.996139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:50.996300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:54.001186] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:54.004530] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:54.008083] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:54.011344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:54.014538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:54.014607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:56:57.019613] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:56:57.023151] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:56:57.026615] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:56:57.029993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:56:57.033264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:56:57.033335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:00.039734] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:00.044982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:00.048680] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:00.054068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:00.057916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:00.057988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:03.067485] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:03.072966] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:03.077681] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:03.081729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:03.085232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:03.085393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:06.092915] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:06.097865] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:06.103061] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:06.107495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:06.112003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:06.112100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:09.120284] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:09.127717] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:09.132553] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:09.139785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:09.144618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:09.144760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:12.151060] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:12.156276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:12.162958] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:12.167215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:12.171207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:12.171395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:15.177554] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:15.181296] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:15.184756] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:15.189410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:15.193962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:15.194040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:18.205115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:18.210235] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:18.214272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:18.218559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:18.222615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:18.222728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:21.227915] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:21.232490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:21.236391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:21.240672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:21.244210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:21.244302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:24.249569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:24.253345] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:24.256632] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:24.262042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:24.266849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:24.266948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:27.273501] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:27.279808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:27.285028] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:27.289495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:27.293242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:27.293354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:30.299669] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:30.303965] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:30.310269] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:30.316392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:30.321165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:30.321291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:33.329209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:33.335115] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:33.341080] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:33.345987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:33.349780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:33.349946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:36.356716] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:36.360490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:36.365183] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:36.369319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:36.372659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:36.372731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:39.379470] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:39.386194] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:39.391873] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:39.397174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:39.403146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:39.403292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:42.408365] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:42.412043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:42.415368] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:42.418802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:42.422208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:42.422279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:45.427577] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:45.433036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:45.437977] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:45.443031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:45.448161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:45.448272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:48.457998] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:48.465078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:48.472117] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:48.478605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:48.487166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:48.487365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:51.492269] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:51.496321] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:51.499855] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:51.503469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:51.506908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:51.507021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:54.511980] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:54.515777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:54.519350] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:54.522690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:54.526033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:54.526185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:57:57.532466] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:57:57.537311] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:57:57.541930] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:57:57.547220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:57:57.552038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:57:57.552130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:00.558134] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:00.562897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:00.568817] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:00.572609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:00.576336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:00.576493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:03.581670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:03.586020] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:03.589747] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:03.593189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:03.596731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:03.596926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:06.603606] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:06.609105] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:06.613414] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:06.618424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:06.622423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:06.622497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:09.628724] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:09.632432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:09.637890] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:09.641568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:09.645627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:09.645722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:12.653718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:12.659188] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:12.663989] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:12.668019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:12.672493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:12.672603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:15.678209] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:15.683150] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:15.689157] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:15.694031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:15.700690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:15.700779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:18.706035] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:18.710176] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:18.715686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:18.719974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:18.724503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:18.724576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:21.730152] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:21.734528] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:21.738754] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:21.746055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:21.750280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:21.750356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:24.756348] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:24.760890] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:24.765576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:24.770112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:24.774115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:24.774197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:27.780184] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:27.784983] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:27.788890] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:27.792734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:27.796493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:27.796700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:30.801410] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:30.805187] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:30.809207] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:30.812688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:30.816185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:30.816309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:33.823269] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:33.828541] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:33.835100] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:33.839536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:33.843922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:33.844008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:36.849053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:36.852767] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:36.856302] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:36.859757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:36.863213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:36.863284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:39.871885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:39.877042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:39.883843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:39.887495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:39.891212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:39.891385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:42.896166] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:42.899621] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:42.902877] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:42.906115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:42.909376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:42.909475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:45.914609] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:45.918592] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:45.922264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:45.925817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:45.929280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:45.929395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:48.935782] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:48.942315] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:48.946402] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:48.950432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:48.954351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:48.954540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:51.964550] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:51.972084] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:51.980961] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:51.986878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:51.995013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:51.995545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:55.002290] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:55.007099] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:55.011549] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:55.016615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:55.022735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:55.022919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:58:58.028389] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:58:58.032773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:58:58.036148] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:58:58.039576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:58:58.046355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:58:58.046493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:01.055350] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:01.060387] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:01.066419] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:01.072109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:01.077131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:01.077237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:04.083275] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:04.087042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:04.090529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:04.093977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:04.097415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:04.097489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:07.105480] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:07.110203] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:07.115822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:07.119576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:07.123326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:07.123449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:10.130128] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:10.135781] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:10.141484] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:10.148400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:10.155497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:10.155687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:13.163163] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:13.168543] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:13.172904] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:13.177206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:13.181367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:13.181479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:16.187932] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:16.193850] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:16.198318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:16.202432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:16.206620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:16.206719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:19.214866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:19.219592] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:19.224092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:19.228553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:19.232796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:19.232870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:22.239460] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:22.244344] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:22.249157] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:22.253136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:22.258113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:22.258188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:25.263837] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:25.271039] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:25.274959] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:25.279060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:25.283210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:25.283300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:28.289187] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:28.295035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:28.300597] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:28.305190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:28.309635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:28.309888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:31.316020] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:31.322389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:31.326508] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:31.330946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:31.335283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:31.335400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:34.341873] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:34.347607] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:34.352610] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:34.358200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:34.364968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:34.365155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:37.371117] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:37.375036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:37.378671] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:37.382206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:37.387632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:37.387786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:40.392660] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:40.396017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:40.399839] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:40.403054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:40.406365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:40.406436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:43.417363] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:43.424307] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:43.430898] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:43.438783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:43.448560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:43.448851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:46.456973] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:46.462333] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:46.467048] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:46.473333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:46.480139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:46.480259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:49.485400] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:49.489448] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:49.492994] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:49.496346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:49.499753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:49.499820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:52.507175] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:52.511005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:52.515092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:52.518464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:52.521754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:52.521824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:55.528065] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:55.534231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:55.539220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:55.543504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:55.547779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:55.547874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T00:59:58.555480] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T00:59:58.559768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T00:59:58.563715] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T00:59:58.567770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T00:59:58.571385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T00:59:58.571475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:01.579797] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:01.587829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:01.593979] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:01.600373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:01.605446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:01.606839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:04.615090] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:04.619463] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:04.626223] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:04.630388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:04.634985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:04.635085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:07.642698] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:07.650412] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:07.656462] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:07.664218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:07.669301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:07.669464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:10.676941] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:10.685293] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:10.689737] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:10.693531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:10.698894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:10.698999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:13.705058] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:13.709765] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:13.714123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:13.717952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:13.721551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:13.721654] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:16.730201] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:16.736937] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:16.744071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:16.751882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:16.758196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:16.758326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:19.765311] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:19.770951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:19.775158] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:19.779702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:19.785127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:19.785258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:22.795840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:22.803398] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:22.810167] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:22.816625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:22.821415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:22.821526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:25.827881] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:25.832317] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:25.837428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:25.841968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:25.845696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:25.845777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:28.851536] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:28.859613] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:28.867835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:28.877625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:28.884344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:28.884597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:31.890565] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:31.894505] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:31.897997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:31.901421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:31.905059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:31.905135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:34.910158] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:34.913683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:34.917201] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:34.920493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:34.923918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:34.923988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:37.934930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:37.940512] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:37.945283] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:37.949558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:37.955121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:37.955283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:40.964512] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:40.969918] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:40.974903] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:40.979496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:40.983949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:40.984102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:43.990257] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:43.994304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:43.998996] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:44.004327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:44.009268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:44.009383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:47.014910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:47.018740] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:47.022063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:47.025279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:47.028537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:47.028754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:50.036662] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:50.041699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:50.047054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:50.051207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:50.055190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:50.055375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:53.062908] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:53.067045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:53.070665] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:53.074247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:53.078058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:53.078220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:56.084074] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:56.089675] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:56.095144] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:56.099441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:56.103963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:56.104078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:00:59.109599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:00:59.114618] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:00:59.118262] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:00:59.121801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:00:59.125519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:00:59.125613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:02.131358] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:02.136040] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:02.140322] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:02.144280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:02.149303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:02.149459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:05.158287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:05.164062] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:05.168341] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:05.172132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:05.176453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:05.176592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:08.186019] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:08.191487] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:08.195564] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:08.199294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:08.203195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:08.203266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:11.210475] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:11.215083] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:11.220043] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:11.224006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:11.228177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:11.228275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:14.237579] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:14.243761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:14.250433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:14.256773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:14.263308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:14.263510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:17.269472] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:17.273461] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:17.277343] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:17.280880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:17.284290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:17.284391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:20.291145] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:20.295773] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:20.299320] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:20.302886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:20.306296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:20.306366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:23.312061] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:23.315866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:23.319232] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:23.322715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:23.326523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:23.326595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:26.333699] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:26.339800] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:26.346174] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:26.351473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:26.356458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:26.356551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:29.361954] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:29.366724] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:29.370400] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:29.373715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:29.376990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:29.377087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:32.382585] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:32.386390] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:32.389836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:32.393179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:32.396531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:32.396605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:35.404911] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:35.410585] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:35.416707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:35.421213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:35.425231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:35.425320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:38.464930] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:38.470181] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:38.474039] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:38.478044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:38.481953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:38.482166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:41.489672] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:41.495026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:41.500035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:41.504423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:41.508885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:41.508961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:44.514312] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:44.519433] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:44.523267] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:44.527153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:44.532973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:44.533197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:47.538369] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:47.542124] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:47.546512] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:47.550794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:47.554693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:47.554815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:50.562295] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:50.567075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:50.571360] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:50.576699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:50.581119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:50.581209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:53.586515] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:53.590602] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:53.594135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:53.597700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:53.601147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:53.601217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:56.610136] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:56.615416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:56.619878] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:56.624740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:56.629526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:56.629632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:01:59.635444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:01:59.639875] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:01:59.643854] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:01:59.647659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:01:59.651470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:01:59.651542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:02.656718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:02.660376] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:02.664527] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:02.668330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:02.671697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:02.671770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:05.679809] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:05.685370] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:05.691848] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:05.696360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:05.700511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:05.700706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:08.706226] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:08.709885] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:08.713110] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:08.717130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:08.721174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:08.721253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:11.728781] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:11.734005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:11.737909] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:11.742945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:11.747702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:11.747773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:14.752715] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:14.756253] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:14.759682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:14.763295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:14.766715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:14.766819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:17.776226] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:17.783659] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:17.790465] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:17.797378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:17.803066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:17.803168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:20.813200] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:20.819376] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:20.825142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:20.832704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:20.838384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:20.838572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:23.844878] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:23.849987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:23.854927] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:23.859973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:23.865070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:23.865221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:26.870853] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:26.874449] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:26.877942] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:26.881280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:26.884789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:26.884897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:29.890830] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:29.895310] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:29.899143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:29.902581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:29.906084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:29.906166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:32.911280] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:32.915277] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:32.918552] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:32.921731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:32.924968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:32.925036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:35.930133] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:35.934075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:35.938906] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:35.943144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:35.947553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:35.947702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:38.954936] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:38.960631] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:38.965504] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:38.969969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:38.976777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:38.976881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:41.985940] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:41.991355] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:41.996438] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:42.001325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:42.006353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:42.006427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:45.013083] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:45.017481] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:45.022011] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:45.026820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:45.031861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:45.032013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:48.039133] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:48.045200] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:48.049751] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:48.054159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:48.058312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:48.058413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:51.063319] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:51.067549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:51.071326] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:51.074663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:51.078020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:51.078177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:54.083555] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:54.087254] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:54.090520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:54.093721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:54.096950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:54.097059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:02:57.102042] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:02:57.106062] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:02:57.109699] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:02:57.113012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:02:57.116372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:02:57.116464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:00.122517] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:00.127975] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:00.131950] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:00.135345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:00.138777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:00.138862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:03.143713] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:03.147465] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:03.150841] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:03.154460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:03.157984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:03.158058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:06.166268] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:06.173598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:06.178451] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:06.182633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:06.188476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:06.188581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:09.193430] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:09.197075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:09.200317] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:09.203554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:09.206819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:09.206914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:12.214818] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:12.220024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:12.225959] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:12.231807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:12.235451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:12.235705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:15.242687] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:15.247538] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:15.251354] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:15.255395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:15.259257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:15.259787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:18.267293] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:18.272048] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:18.279794] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:18.285755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:18.290340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:18.290440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:21.295555] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:21.300573] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:21.304882] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:21.309010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:21.315010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:21.315082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:24.320741] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:24.325974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:24.330798] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:24.334805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:24.339420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:24.339597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:27.345770] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:27.349777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:27.353271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:27.356825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:27.360314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:27.360385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:30.366208] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:30.370243] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:30.377116] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:30.383478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:30.389764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:30.389960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:33.397529] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:33.403017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:33.406733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:33.410340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:33.414049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:33.414119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:36.419237] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:36.422637] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:36.426030] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:36.429383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:36.432671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:36.432748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:39.438400] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:39.443239] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:39.448318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:39.452670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:39.456985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:39.457087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:42.463134] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:42.467415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:42.471997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:42.475956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:42.480126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:42.480199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:45.485054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:45.488799] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:45.492179] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:45.495497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:45.498861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:45.498938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:48.503920] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:48.507598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:48.511034] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:48.514253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:48.517592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:48.517680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:51.522469] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:51.525804] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:51.531444] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:51.537818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:51.541935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:51.542034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:54.551940] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:54.556044] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:54.559893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:54.563793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:54.567760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:54.567838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:03:57.576141] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:03:57.580752] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:03:57.585201] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:03:57.589526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:03:57.593889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:03:57.593983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:00.600467] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:00.608542] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:00.614012] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:00.618871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:00.623855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:00.623976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:03.630194] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:03.634950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:03.639241] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:03.643375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:03.647630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:03.647927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:06.654957] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:06.659623] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:06.663830] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:06.668089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:06.672937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:06.673044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:09.679637] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:09.684432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:09.689617] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:09.694346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:09.700482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:09.700669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:12.706991] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:12.712587] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:12.718243] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:12.723280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:12.728287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:12.728429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:15.733504] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:15.737105] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:15.740870] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:15.744253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:15.747750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:15.747841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:18.752621] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:18.756259] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:18.760162] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:18.763835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:18.767203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:18.767281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:21.773507] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:21.778063] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:21.783177] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:21.787822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:21.793416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:21.793517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:24.801253] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:24.808143] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:24.812139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:24.816056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:24.819560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:24.819632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:27.828873] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:27.834166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:27.838483] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:27.842836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:27.847732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:27.847804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:30.852779] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:30.856185] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:30.859540] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:30.862850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:30.866536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:30.866607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:33.871487] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:33.874971] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:33.878300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:33.881610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:33.884895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:33.884966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:36.894684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:36.899547] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:36.904032] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:36.907925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:36.911796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:36.911954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:39.917446] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:39.923023] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:39.928041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:39.933089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:39.937877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:39.937975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:42.944063] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:42.947909] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:42.951454] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:42.954863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:42.958204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:42.958300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:45.963292] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:45.966845] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:45.970153] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:45.973480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:45.981058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:45.981142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:48.988131] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:48.994035] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:48.998036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:49.001402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:49.005074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:49.005256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:52.012044] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:52.017053] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:52.021023] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:52.024837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:52.029862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:52.029932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:55.034636] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:55.038045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:55.041291] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:55.044856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:55.048174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:55.048242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:04:58.055793] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:04:58.061313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:04:58.065265] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:04:58.068903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:04:58.072475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:04:58.072546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:01.077773] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:01.082284] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:01.086360] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:01.092525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:01.097532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:01.097722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:04.103041] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:04.107558] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:04.112133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:04.116337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:04.120502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:04.120596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:07.125427] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:07.129294] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:07.132798] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:07.136070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:07.139357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:07.141847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:10.146817] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:10.150236] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:10.153505] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:10.156737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:10.160051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:10.160119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:13.168275] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:13.175214] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:13.180311] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:13.184316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:13.187919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:13.187989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:16.192922] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:16.196350] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:16.199620] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:16.202859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:16.206076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:16.206145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:19.210975] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:19.214569] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:19.217876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:19.221097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:19.224304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:19.224372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:22.231157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:22.235954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:22.240833] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:22.245776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:22.250769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:22.250863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:25.256320] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:25.261438] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:25.267689] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:25.271806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:25.275807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:25.275903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:28.282223] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:28.286943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:28.291475] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:28.297969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:28.302530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:28.302623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:31.309062] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:31.315255] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:31.320014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:31.324790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:31.331169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:31.331241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:34.336201] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:34.340409] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:34.343875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:34.347175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:34.350491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:34.350560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:37.357617] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:37.362137] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:37.366875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:37.370510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:37.375349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:37.375444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:40.381622] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:40.386843] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:40.390596] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:40.395735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:40.401426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:40.401605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:43.407391] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:43.412146] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:43.416368] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:43.420959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:43.426001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:43.426350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:46.433152] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:46.438985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:46.443864] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:46.447802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:46.451471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:46.451625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:49.456852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:49.461577] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:49.467704] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:49.472062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:49.476111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:49.476212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:52.481174] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:52.486029] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:52.490944] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:52.496400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:52.504138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:52.504593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:55.509879] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:55.513986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:55.520019] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:55.524043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:55.528720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:55.528896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:05:58.534051] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:05:58.537587] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:05:58.541118] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:05:58.544457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:05:58.547984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:05:58.548074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:01.553815] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:01.557682] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:01.561617] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:01.565471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:01.569689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:01.569782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:04.577154] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:04.581844] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:04.585565] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:04.590973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:04.595574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:04.595704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:07.602235] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:07.606452] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:07.610558] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:07.614596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:07.620258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:07.620373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:10.626599] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:10.632174] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:10.636533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:10.641025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:10.645453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:10.645539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:13.652600] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:13.659559] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:13.664829] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:13.670015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:13.675207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:13.675275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:16.682309] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:16.687286] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:16.691457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:16.695304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:16.701042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:16.701122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:19.710116] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:19.717291] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:19.721438] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:19.726294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:19.731292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:19.731365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:22.739078] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:22.744066] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:22.749806] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:22.754702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:22.759128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:22.759215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:25.767056] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:25.772242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:25.777215] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:25.782090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:25.786674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:25.786747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:28.791383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:28.795079] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:28.798426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:28.801729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:28.805039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:28.805109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:31.813439] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:31.817943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:31.822668] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:31.827020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:31.831793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:31.831889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:34.838898] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:34.843867] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:34.848728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:34.853496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:34.859955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:34.860078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:37.867012] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:37.873229] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:37.879940] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:37.884972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:37.889666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:37.889766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:40.894557] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:40.898311] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:40.901546] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:40.904796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:40.908083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:40.908155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:43.915379] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:43.922039] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:43.926875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:43.934048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:43.939791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:43.939896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:46.948562] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:46.954077] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:46.959139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:46.964617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:46.972218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:46.972306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:49.978448] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:49.982451] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:49.985998] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:49.990070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:49.993910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:49.993989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:53.001414] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:53.006945] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:53.011473] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:53.016857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:53.021045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:53.021119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:56.027157] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:56.033991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:56.038253] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:56.042916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:56.046705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:56.046860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:06:59.052144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:06:59.055529] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:06:59.059124] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:06:59.062519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:06:59.065824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:06:59.065892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:02.073204] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:02.078223] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:02.082249] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:02.086145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:02.091476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:02.091574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:05.097045] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:05.103545] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:05.107805] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:05.111886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:05.116557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:05.116671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:08.125738] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:08.132332] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:08.139688] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:08.144592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:08.149521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:08.149633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:11.154923] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:11.158582] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:11.162331] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:11.166233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:11.169791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:11.169871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:14.175919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:14.180192] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:14.184272] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:14.188406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:14.192509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:14.192599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:17.197684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:17.200999] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:17.204307] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:17.207797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:17.211220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:17.211290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:20.219251] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:20.223839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:20.228306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:20.232785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:20.238199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:20.238279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:23.243077] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:23.246428] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:23.249689] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:23.253394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:23.256620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:23.256706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:26.263089] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:26.269017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:26.274626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:26.280194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:26.286154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:26.286331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:29.294529] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:29.301242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:29.305094] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:29.310202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:29.315532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:29.315637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:32.321510] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:32.325197] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:32.328590] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:32.331958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:32.335331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:32.335409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:35.341773] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:35.347370] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:35.351274] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:35.354735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:35.358347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:35.358428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:38.364349] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:38.369732] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:38.373259] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:38.376815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:38.380252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:38.380330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:41.384919] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:41.388601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:41.391915] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:41.395205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:41.398801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:41.398915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:44.403877] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:44.407598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:44.411087] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:44.414475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:44.417932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:44.418036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:47.424752] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:47.431939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:47.437107] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:47.441747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:47.445801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:47.445875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:50.452348] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:50.457266] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:50.462476] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:50.466770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:50.471214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:50.471310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:53.477443] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:53.482393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:53.486734] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:53.491802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:53.495803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:53.495898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:56.501424] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:56.505664] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:56.509089] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:56.512434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:56.515697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:56.515765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:07:59.521478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:07:59.527335] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:07:59.532091] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:07:59.536083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:07:59.540117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:07:59.540230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:02.548601] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:02.553823] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:02.558324] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:02.562723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:02.568194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:02.568304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:05.574478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:05.579207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:05.583374] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:05.587483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:05.591548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:05.591745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:08.597933] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:08.601561] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:08.605139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:08.608543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:08.612110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:08.612181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:11.616532] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:11.620184] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:11.623482] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:11.626674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:11.629998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:11.630068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:14.634497] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:14.637995] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:14.641301] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:14.644454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:14.648522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:14.648850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:17.655112] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:17.659814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:17.663697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:17.670032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:17.674152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:17.674309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:20.680025] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:20.685111] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:20.692244] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:20.699851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:20.705688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:20.705874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:23.712019] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:23.716015] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:23.719725] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:23.723161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:23.726700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:23.726782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:26.732580] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:26.737858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:26.742073] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:26.746695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:26.751002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:26.751115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:29.758632] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:29.764739] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:29.769125] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:29.773049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:29.776797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:29.776961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:32.782609] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:32.786062] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:32.789401] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:32.792671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:32.795895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:32.795967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:35.801215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:35.805718] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:35.809310] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:35.812717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:35.816408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:35.816486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:38.823184] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:38.829473] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:38.833231] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:38.836947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:38.840827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:38.840924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:41.849707] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:41.854957] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:41.861263] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:41.865822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:41.870191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:41.870300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:44.880132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:44.886709] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:44.891740] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:44.896452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:44.903035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:44.903212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:47.909551] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:47.915214] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:47.923280] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:47.928722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:47.933670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:47.933769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:50.939006] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:50.943276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:50.947033] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:50.950560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:50.954022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:50.954203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:53.958613] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:53.962271] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:53.965446] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:53.968659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:53.971806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:53.971874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:08:56.980298] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:08:56.985705] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:08:56.989685] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:08:56.994168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:08:56.999840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:08:56.999934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:00.006166] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:00.010878] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:00.015156] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:00.019373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:00.023683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:00.023766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:03.033383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:03.038454] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:03.042841] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:03.048063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:03.052324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:03.052402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:06.060074] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:06.064262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:06.068384] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:06.073697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:06.077892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:06.077967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:09.083868] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:09.089033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:09.093854] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:09.098083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:09.102519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:09.102693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:12.107234] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:12.110534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:12.113867] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:12.117666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:12.120911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:12.120982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:15.125890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:15.129520] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:15.132819] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:15.136039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:15.139340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:15.139438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:18.147663] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:18.154175] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:18.159953] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:18.166256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:18.172474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:18.172578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:21.180784] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:21.186499] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:21.191048] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:21.196013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:21.201888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:21.201987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:24.210605] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:24.217982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:24.226285] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:24.233282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:24.239068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:24.239170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:27.245635] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:27.251901] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:27.256970] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:27.263909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:27.268827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:27.268953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:30.276684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:30.282523] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:30.286774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:30.291892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:30.297430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:30.297596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:33.302813] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:33.306634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:33.310849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:33.314590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:33.318045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:33.318123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:36.327309] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:36.332732] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:36.337695] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:36.342389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:36.349936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:36.350019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:39.354821] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:39.359979] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:39.365412] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:39.371213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:39.375627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:39.375743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:42.380010] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:42.383883] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:42.387220] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:42.390503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:42.393824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:42.393908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:45.401666] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:45.406183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:45.409803] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:45.413325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:45.416877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:45.417086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:48.421983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:48.425459] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:48.429377] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:48.433292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:48.437309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:48.437389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:51.445882] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:51.450553] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:51.454762] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:51.458469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:51.464413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:51.464490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:54.472138] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:54.476549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:54.480116] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:54.483477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:54.486938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:54.487035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:09:57.493093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:09:57.498050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:09:57.502688] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:09:57.508514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:09:57.514432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:09:57.514508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:00.520616] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:00.524837] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:00.529187] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:00.533396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:00.536884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:00.536957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:03.544498] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:03.552611] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:03.558812] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:03.564616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:03.571212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:03.571407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:06.578224] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:06.584014] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:06.588553] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:06.594924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:06.600532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:06.600687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:09.606697] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:09.612603] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:09.619847] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:09.624883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:09.629546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:09.629629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:12.635992] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:12.640283] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:12.644208] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:12.647781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:12.651360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:12.651437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:15.658997] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:15.666191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:15.673142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:15.678317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:15.684042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:15.684177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:18.690568] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:18.695189] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:18.698922] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:18.702522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:18.706551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:18.706741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:21.712988] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:21.716878] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:21.720609] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:21.724145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:21.727843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:21.727944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:24.738715] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:24.745624] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:24.752699] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:24.759925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:24.765333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:24.765501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:27.774024] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:27.781281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:27.785599] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:27.789887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:27.795512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:27.795617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:30.800312] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:30.803953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:30.807746] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:30.811158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:30.814678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:30.814777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:33.821308] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:33.828022] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:33.833058] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:33.838220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:33.842567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:33.842721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:36.850749] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:36.855202] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:36.860033] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:36.864954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:36.870951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:36.871146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:39.876890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:39.881128] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:39.885203] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:39.889157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:39.893019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:39.893111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:42.901194] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:42.905615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:42.910907] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:42.915824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:42.919951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:42.920049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:45.925748] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:45.930373] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:45.935548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:45.940182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:45.945978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:45.946076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:48.951788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:48.955966] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:48.960310] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:48.964676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:48.968212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:48.968324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:51.973406] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:51.976840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:51.980966] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:51.984797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:51.988506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:51.988599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:54.993524] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:54.997069] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:55.000923] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:55.005194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:55.008688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:55.008867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:10:58.014426] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:10:58.018463] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:10:58.023183] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:10:58.027983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:10:58.032322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:10:58.032428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:01.041482] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:01.049182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:01.054394] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:01.062039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:01.072693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:01.072882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:04.078111] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:04.081768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:04.085207] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:04.088872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:04.093352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:04.093464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:07.100047] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:07.105042] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:07.110134] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:07.114353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:07.120446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:07.120594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:10.125804] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:10.129429] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:10.132850] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:10.136226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:10.139732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:10.139814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:13.148020] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:13.154840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:13.161866] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:13.167813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:13.174809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:13.174988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:16.181855] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:16.188366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:16.194263] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:16.199248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:16.203372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:16.203474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:19.213095] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:19.218006] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:19.222763] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:19.229179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:19.234029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:19.234105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:22.240121] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:22.243946] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:22.247189] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:22.251124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:22.255040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:22.255113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:25.263673] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:25.269601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:25.274200] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:25.278494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:25.282664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:25.282766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:28.292852] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:28.298741] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:28.303071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:28.307961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:28.312343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:28.312421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:31.320571] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:31.325885] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:31.330453] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:31.334359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:31.338797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:31.338893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:34.346029] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:34.351750] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:34.358662] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:34.364059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:34.369696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:34.369958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:37.376135] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:37.380366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:37.384436] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:37.389097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:37.398263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:37.398634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:40.404960] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:40.408816] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:40.412729] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:40.416133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:40.419619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:40.419712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:43.426795] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:43.433284] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:43.439748] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:43.444554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:43.451235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:43.451447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:46.456973] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:46.463898] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:46.470495] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:46.474403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:46.478245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:46.478327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:49.486552] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:49.491386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:49.495426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:49.499088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:49.504178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:49.504363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:52.512882] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:52.523576] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:52.530074] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:52.537256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:52.542606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:52.542701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:55.548924] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:55.555177] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:55.561395] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:55.565155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:55.571928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:55.572218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:11:58.578416] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:11:58.582800] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:11:58.587568] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:11:58.592740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:11:58.598687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:11:58.598848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:01.603980] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:01.607457] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:01.610626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:01.613776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:01.616925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:01.616996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:04.626410] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:04.633783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:04.641173] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:04.649042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:04.655169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:04.655350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:07.662695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:07.666708] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:07.671077] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:07.675363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:07.680819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:07.680899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:10.686533] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:10.690693] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:10.695046] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:10.700600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:10.706829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:10.706988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:13.712561] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:13.718581] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:13.724514] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:13.728503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:13.732107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:13.732265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:16.742066] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:16.746982] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:16.752363] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:16.758885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:16.764119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:16.764771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:19.769888] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:19.773363] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:19.777288] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:19.780704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:19.784069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:19.784138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:22.792074] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:22.797032] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:22.802836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:22.806917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:22.811807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:22.811989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:25.820588] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:25.826716] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:25.832867] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:25.837598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:25.843608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:25.843720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:28.849751] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:28.853755] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:28.857436] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:28.861472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:28.864895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:28.864999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:31.871144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:31.876117] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:31.880675] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:31.885091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:31.888861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:31.888980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:34.894099] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:34.897738] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:34.901029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:34.904373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:34.908456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:34.908557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:37.914616] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:37.921503] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:37.925849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:37.929735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:37.933272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:37.933346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:40.939202] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:40.943919] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:40.947826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:40.951810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:40.955816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:40.955911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:43.962913] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:43.968404] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:43.974024] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:43.977998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:43.981504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:43.981575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:46.986456] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:46.991069] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:46.995028] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:46.999225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:47.003484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:47.003557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:50.009736] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:50.014504] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:50.018946] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:50.023308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:50.027579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:50.027673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:53.032731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:53.036083] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:53.039600] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:53.042789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:53.046010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:53.046081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:56.051364] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:56.054942] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:56.058536] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:56.062486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:56.066002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:56.066160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:12:59.073168] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:12:59.078450] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:12:59.084674] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:12:59.088871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:12:59.093694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:12:59.093854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:02.098718] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:02.102098] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:02.105623] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:02.109113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:02.112744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:02.112817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:05.117621] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:05.120955] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:05.124169] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:05.127551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:05.130755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:05.130822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:08.137601] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:08.141817] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:08.146275] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:08.151056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:08.156452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:08.156560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:11.161661] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:11.165587] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:11.169868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:11.173951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:11.178046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:11.178294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:14.183527] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:14.187826] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:14.191632] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:14.195247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:14.198906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:14.199003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:17.203978] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:17.207619] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:17.210923] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:17.214144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:17.217401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:17.217475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:20.223228] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:20.229073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:20.233777] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:20.238613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:20.242481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:20.242711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:23.247544] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:23.251126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:23.254312] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:23.258970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:23.263810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:23.263971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:26.270776] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:26.276690] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:26.280900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:26.284723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:26.288847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:26.288960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:29.295242] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:29.298905] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:29.302191] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:29.308207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:29.314256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:29.314357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:32.320257] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:32.323868] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:32.327528] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:32.330800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:32.335487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:32.335557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:35.343304] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:35.349183] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:35.353156] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:35.358438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:35.362523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:35.362617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:38.369487] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:38.374714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:38.380900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:38.449745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:38.486275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:38.486426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:41.492083] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:41.497677] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:41.502230] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:41.507143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:41.510948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:41.511042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:44.518823] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:44.523916] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:44.528863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:44.533681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:44.537953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:44.538039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:47.546706] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:47.552486] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:47.558139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:47.564691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:47.571963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:47.572094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:50.578345] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:50.584801] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:50.588849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:50.592579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:50.596208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:50.596288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:53.605753] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:53.610291] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:53.615964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:53.623708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:53.629277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:53.629414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:56.634847] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:56.642025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:56.646991] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:56.651791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:56.656867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:56.657033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:13:59.666947] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:13:59.675304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:13:59.683241] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:13:59.690404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:13:59.697474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:13:59.697737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:02.705858] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:02.711817] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:02.716860] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:02.722492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:02.726676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:02.726755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:05.733872] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:05.738770] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:05.745696] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:05.749994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:05.754581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:05.754726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:08.760015] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:08.765527] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:08.769325] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:08.772674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:08.775924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:08.776002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:11.782046] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:11.785568] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:11.789110] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:11.792818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:11.797373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:11.797483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:14.803233] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:14.807385] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:14.810863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:14.814181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:14.817573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:14.817667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:17.824446] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:17.829904] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:17.835521] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:17.840691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:17.845466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:17.845566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:20.851204] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:20.857445] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:20.864822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:20.868979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:20.872320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:20.872391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:23.880894] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:23.885907] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:23.891592] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:23.896077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:23.900566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:23.900785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:26.905850] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:26.909759] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:26.913089] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:26.916397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:26.919734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:26.919835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:29.927123] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:29.933004] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:29.938941] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:29.944175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:29.948147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:29.948229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:32.956145] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:32.961123] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:32.966129] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:32.971604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:32.977185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:32.977449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:35.983330] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:35.987147] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:35.990520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:35.993790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:35.997044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:35.997128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:39.003134] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:39.007775] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:39.011396] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:39.015672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:39.020464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:39.020672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:42.026874] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:42.030813] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:42.034384] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:42.038214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:42.042460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:42.042746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:45.048876] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:45.052779] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:45.056462] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:45.060122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:45.063590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:45.063749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:48.075734] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:48.080753] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:48.085919] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:48.090550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:48.095146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:48.095249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:51.101467] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:51.107180] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:51.111466] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:51.115851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:51.120793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:51.120908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:54.127142] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:54.135069] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:54.139551] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:54.143960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:54.148576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:54.148714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:14:57.155847] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:14:57.161417] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:14:57.166393] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:14:57.170780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:14:57.175134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:14:57.175204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:00.184193] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:00.189915] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:00.198058] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:00.202349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:00.206087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:00.206184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:03.212272] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:03.216730] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:03.221068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:03.225056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:03.228839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:03.228939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:06.234083] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:06.237495] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:06.242008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:06.246212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:06.249708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:06.249783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:09.255841] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:09.261313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:09.266461] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:09.270836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:09.278786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:09.279051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:12.284322] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:12.288012] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:12.291392] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:12.294753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:12.298873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:12.298980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:15.308600] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:15.312505] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:15.317668] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:15.321430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:15.326142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:15.326236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:18.333050] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:18.338712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:18.343728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:18.347985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:18.353013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:18.353109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:21.360690] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:21.365973] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:21.371055] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:21.376138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:21.381030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:21.381126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:24.387574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:24.392925] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:24.397540] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:24.401932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:24.406764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:24.406846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:27.416697] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:27.421876] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:27.425926] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:27.430815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:27.434760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:27.434830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:30.440414] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:30.446987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:30.450873] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:30.454729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:30.458950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:30.459030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:33.466707] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:33.472240] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:33.476545] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:33.481607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:33.485888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:33.486014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:36.493771] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:36.498453] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:36.502619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:36.506254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:36.511916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:36.512010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:39.517101] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:39.521695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:39.528057] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:39.534240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:39.539099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:39.539196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:42.546962] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:42.554404] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:42.560195] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:42.564227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:42.567870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:42.567950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:45.572619] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:45.576121] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:45.579844] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:45.583304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:45.586586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:45.586687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:48.596159] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:48.601026] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:48.605146] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:48.609246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:48.613034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:48.613105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:51.618508] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:51.624992] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:51.630682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:51.634564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:51.640344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:51.640440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:54.649058] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:54.654684] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:54.661997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:54.667256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:54.672530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:54.672609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:15:57.679136] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:15:57.683252] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:15:57.687236] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:15:57.691300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:15:57.695240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:15:57.695432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:00.702709] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:00.706912] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:00.712009] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:00.715692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:00.722400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:00.722559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:03.730905] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:03.738997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:03.745235] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:03.750938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:03.755905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:03.756052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:06.762398] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:06.766858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:06.770912] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:06.774951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:06.778902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:06.779216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:09.786563] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:09.791672] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:09.796408] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:09.801159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:09.806661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:09.806779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:12.812757] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:12.817373] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:12.821531] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:12.825945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:12.829984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:12.830068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:15.836270] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:15.841969] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:15.845625] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:15.849488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:15.853304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:15.853381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:18.860287] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:18.867381] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:18.871636] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:18.875519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:18.879502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:18.879600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:21.885620] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:21.890010] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:21.894466] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:21.899143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:21.902805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:21.902899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:24.908030] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:24.911712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:24.914940] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:24.918175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:24.921699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:24.921767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:27.931164] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:27.936009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:27.940216] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:27.945020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:27.949160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:27.949254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:30.957142] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:30.962490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:30.966467] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:30.973343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:30.977371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:30.977465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:33.982492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:33.986259] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:33.989876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:33.993690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:33.997205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:33.997282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:37.001933] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:37.005943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:37.009736] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:37.013453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:37.016925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:37.017004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:40.024735] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:40.030337] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:40.034707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:40.040454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:40.044867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:40.046754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:43.051845] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:43.055990] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:43.060001] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:43.063499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:43.066891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:43.066965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:46.072167] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:46.076259] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:46.079952] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:46.083468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:46.087241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:46.087473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:49.096740] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:49.100724] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:49.104210] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:49.110928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:49.114375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:49.114443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:52.119553] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:52.123279] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:52.126621] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:52.130150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:52.135975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:52.136048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:55.144033] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:55.148229] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:55.152588] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:55.157442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:55.161774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:55.161849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:16:58.166425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:16:58.170694] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:16:58.174297] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:16:58.177557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:16:58.182024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:16:58.182095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:01.190457] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:01.198281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:01.207527] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:01.212707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:01.218929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:01.219057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:04.228717] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:04.236411] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:04.242449] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:04.250009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:04.254949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:04.255142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:07.261551] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:07.266490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:07.271160] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:07.276136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:07.283310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:07.283525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:10.291788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:10.298513] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:10.302755] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:10.307172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:10.311116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:10.311188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:13.316943] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:13.321571] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:13.325490] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:13.329556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:13.333669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:13.333754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:16.338915] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:16.343768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:16.347294] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:16.351506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:16.355607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:16.355708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:19.361761] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:19.366396] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:19.370059] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:19.374529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:19.379719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:19.379859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:22.388332] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:22.393529] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:22.399095] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:22.403754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:22.409430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:22.409510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:25.417193] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:25.422478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:25.428848] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:25.434138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:25.439171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:25.439281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:28.445344] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:28.449675] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:28.453536] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:28.457139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:28.460856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:28.460958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:31.470905] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:31.475422] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:31.483146] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:31.488023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:31.495850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:31.496044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:34.502357] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:34.506515] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:34.510963] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:34.514670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:34.518282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:34.518388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:37.524626] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:37.528546] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:37.532286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:37.535744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:37.539236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:37.539308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:40.548449] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:40.552993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:40.558235] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:40.562725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:40.567383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:40.567514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:43.573861] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:43.578059] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:43.582153] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:43.585812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:43.589554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:43.589715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:46.597739] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:46.606281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:46.612897] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:46.618148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:46.624515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:46.624683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:49.633608] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:49.639928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:49.644731] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:49.648766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:49.652526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:49.652600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:52.662115] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:52.668484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:52.674972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:52.680325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:52.686007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:52.686189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:55.692196] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:55.695761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:55.699113] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:55.702553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:55.706565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:55.706685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:17:58.712305] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:17:58.718125] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:17:58.722541] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:17:58.726378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:17:58.730496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:17:58.730591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:01.736691] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:01.741273] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:01.746419] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:01.751847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:01.755678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:01.755829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:04.763837] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:04.770246] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:04.775826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:04.782703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:04.787376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:04.787494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:07.796344] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:07.803989] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:07.808034] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:07.812482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:07.818440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:07.818597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:10.825023] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:10.831539] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:10.837255] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:10.841989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:10.846324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:10.846423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:13.853587] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:13.859103] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:13.863822] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:13.868801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:13.872918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:13.873020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:16.880159] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:16.887005] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:16.893117] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:16.897722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:16.901612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:16.901793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:19.907974] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:19.911980] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:19.918084] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:19.922128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:19.925949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:19.926030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:22.932084] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:22.939056] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:22.947264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:22.952372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:22.957600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:22.957731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:25.962159] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:25.965460] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:25.969067] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:25.972320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:25.975531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:25.975635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:28.984559] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:28.990102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:28.994636] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:28.998947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:29.004695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:29.004803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:32.010404] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:32.015082] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:32.019406] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:32.023602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:32.029075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:32.029206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:35.034830] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:35.039499] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:35.043383] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:35.046803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:35.050301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:35.050372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:38.055849] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:38.059926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:38.063347] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:38.066984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:38.070488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:38.070562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:41.075456] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:41.078954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:41.082230] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:41.085477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:41.089381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:41.089536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:44.094464] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:44.097821] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:44.101300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:44.104669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:44.108162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:44.108234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:47.116840] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:47.121698] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:47.126698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:47.131684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:47.136664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:47.136841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:50.143092] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:50.149304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:50.154119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:50.159039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:50.163441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:50.163517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:53.169345] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:53.173490] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:53.177264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:53.180808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:53.184358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:53.184443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:56.189685] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:56.193380] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:56.196832] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:56.200276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:56.203496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:56.203567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:18:59.208455] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:18:59.211818] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:18:59.215073] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:18:59.218324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:18:59.221598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:18:59.221686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:02.228445] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:02.232478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:02.236165] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:02.240317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:02.244322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:02.244439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:05.252820] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:05.259497] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:05.265152] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:05.270057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:05.275286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:05.275381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:08.281465] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:08.285908] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:08.289556] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:08.293174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:08.296517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:08.296588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:11.304710] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:11.310672] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:11.316237] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:11.321409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:11.326168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:11.327748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:14.334804] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:14.340199] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:14.346079] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:14.353538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:14.359279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:14.359419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:17.367314] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:17.375389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:17.380626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:17.385388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:17.390415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:17.390501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:20.396053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:20.401009] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:20.405323] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:20.409153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:20.412707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:20.412786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:23.422695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:23.428554] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:23.434134] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:23.438387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:23.443308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:23.443402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:26.449795] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:26.453787] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:26.458375] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:26.463110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:26.467829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:26.467955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:29.473093] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:29.477323] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:29.481660] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:29.485560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:29.489547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:29.489620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:32.494966] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:32.499248] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:32.503509] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:32.509409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:32.516238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:32.516464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:35.522421] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:35.526336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:35.529843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:35.533222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:35.536610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:35.536711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:38.546595] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:38.552011] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:38.557015] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:38.562004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:38.566797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:38.566926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:41.572623] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:41.577134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:41.581433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:41.586073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:41.590784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:41.590986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:44.597917] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:44.602567] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:44.607950] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:44.612849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:44.617273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:44.617372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:47.626600] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:47.631543] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:47.637697] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:47.643079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:47.647689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:47.647806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:50.652201] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:50.655563] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:50.658893] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:50.662518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:50.666104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:50.666200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:53.672920] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:53.679264] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:53.684022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:53.689020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:53.693505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:53.693629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:56.698569] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:56.702000] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:56.705361] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:56.709044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:56.712311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:56.712390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:19:59.718334] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:19:59.725508] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:19:59.730396] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:19:59.734519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:19:59.739689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:19:59.739848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:02.747297] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:02.755730] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:02.762782] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:02.768734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:02.777361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:02.777558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:05.782383] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:05.785808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:05.789359] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:05.792578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:05.795786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:05.795856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:08.801881] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:08.808584] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:08.813849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:08.819383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:08.824729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:08.824924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:11.833698] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:11.838527] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:11.842376] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:11.846333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:11.850527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:11.850602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:14.855533] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:14.860807] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:14.865239] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:14.869587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:14.873559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:14.873674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:17.878909] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:17.883182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:17.886836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:17.890598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:17.894271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:17.894436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:20.901553] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:20.906494] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:20.913809] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:20.918162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:20.922700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:20.922901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:23.928806] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:23.935888] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:23.943147] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:23.947077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:23.953201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:23.953292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:26.958540] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:26.963548] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:26.969576] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:26.973802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:26.978038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:26.978217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:29.985172] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:29.993088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:30.001345] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:30.006189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:30.012129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:30.012319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:33.017751] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:33.023080] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:33.027849] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:33.033399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:33.037683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:33.037777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:36.044890] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:36.049043] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:36.053708] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:36.058460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:36.062071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:36.062144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:39.069410] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:39.075281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:39.079601] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:39.084040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:39.089809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:39.089935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:42.094833] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:42.098667] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:42.103944] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:42.107596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:42.112415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:42.112486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:45.118170] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:45.123040] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:45.126928] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:45.130800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:45.134342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:45.134412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:48.142165] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:48.147870] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:48.153940] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:48.158835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:48.163405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:48.163499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:51.171054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:51.174873] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:51.178207] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:51.181631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:51.184887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:51.184956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:54.189994] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:54.194357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:54.197856] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:54.201219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:54.204429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:54.204525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:20:57.209616] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:20:57.213145] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:20:57.216503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:20:57.219901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:20:57.223188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:20:57.223260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:00.228020] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:00.231689] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:00.235138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:00.238998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:00.242623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:00.242709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:03.250045] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:03.257197] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:03.264066] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:03.268074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:03.271690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:03.271785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:06.279917] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:06.285131] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:06.290756] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:06.295233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:06.301997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:06.302096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:09.308769] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:09.315639] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:09.321088] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:09.325069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:09.331114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:09.331218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:12.337578] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:12.342380] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:12.346680] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:12.350827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:12.354790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:12.354993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:15.361078] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:15.364826] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:15.369281] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:15.373808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:15.377741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:15.377821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:18.386122] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:18.393025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:18.397007] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:18.402377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:18.406298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:18.406437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:21.412221] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:21.420060] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:21.425061] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:21.430201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:21.435078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:21.435166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:24.443079] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:24.449608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:24.454883] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:24.461062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:24.468278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:24.468436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:27.473593] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:27.477104] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:27.480734] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:27.484038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:27.487328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:27.487396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:30.495165] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:30.501372] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:30.505097] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:30.508567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:30.511928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:30.512031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:33.516740] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:33.520312] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:33.523526] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:33.526758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:33.530408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:33.530483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:36.536390] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:36.540087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:36.543633] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:36.547268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:36.550877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:36.550960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:39.555438] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:39.558942] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:39.562208] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:39.565449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:39.568757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:39.568828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:42.575803] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:42.582793] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:42.588694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:42.593153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:42.596717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:42.596820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:45.602127] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:45.605715] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:45.609090] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:45.612359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:45.615591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:45.615704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:48.620887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:48.624374] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:48.627938] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:48.631182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:48.634595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:48.634684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:51.639610] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:51.642912] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:51.646172] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:51.650350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:51.656378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:51.656576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:54.660759] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:54.664033] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:54.667234] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:54.670383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:54.673512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:54.673581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:21:57.681099] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:21:57.685389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:21:57.689826] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:21:57.693461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:21:57.697186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:21:57.697287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:00.702460] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:00.706829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:00.710690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:00.713897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:00.717090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:00.717163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:03.722535] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:03.726343] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:03.730122] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:03.733790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:03.737864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:03.737939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:06.742738] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:06.746220] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:06.749471] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:06.752669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:06.755910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:06.755981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:09.761410] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:09.764923] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:09.768155] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:09.771304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:09.774480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:09.774550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:12.779370] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:12.783166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:12.786565] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:12.790021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:12.793417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:12.793505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:15.798358] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:15.802051] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:15.805625] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:15.809196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:15.812831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:15.812901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:18.823678] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:18.830211] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:18.834958] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:18.839831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:18.844602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:18.844886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:21.849738] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:21.853008] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:21.856194] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:21.859434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:21.862683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:21.862753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:24.867684] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:24.871632] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:24.875161] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:24.878588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:24.881953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:24.882031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:27.887262] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:27.891094] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:27.894798] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:27.898492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:27.902025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:27.902098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:30.910895] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:30.916549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:30.925698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:30.930311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:30.934443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:30.934622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:33.941539] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:33.947745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:33.952761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:33.958683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:33.964269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:33.964451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:36.969740] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:36.973485] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:36.976818] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:36.980272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:36.983613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:36.983711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:39.988523] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:39.992346] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:39.995906] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:39.999968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:40.004157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:40.004277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:43.014126] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:43.020349] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:43.025180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:43.030511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:43.035523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:43.035660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:46.042581] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:46.050276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:46.054503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:46.058099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:46.061716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:46.061811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:49.066854] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:49.073298] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:49.079135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:49.084161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:49.088690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:49.088970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:52.097785] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:52.101844] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:52.106120] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:52.110699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:52.116125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:52.116214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:55.122025] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:55.126922] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:55.131871] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:55.136570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:55.141354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:55.141462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:22:58.146299] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:22:58.149878] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:22:58.156935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:22:58.160904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:22:58.165558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:22:58.165679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:01.170888] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:01.177886] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:01.184021] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:01.189990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:01.193910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:01.193983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:04.201497] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:04.205268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:04.209936] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:04.214360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:04.218566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:04.218636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:07.223887] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:07.229414] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:07.233972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:07.238043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:07.241927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:07.242017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:10.248771] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:10.253240] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:10.257187] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:10.261305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:10.265530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:10.265686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:13.273294] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:13.279290] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:13.287286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:13.295252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:13.301754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:13.301974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:16.308026] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:16.311848] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:16.316458] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:16.320848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:16.324498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:16.324617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:19.329776] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:19.333234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:19.336801] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:19.340200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:19.343847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:19.343934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:22.354030] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:22.363222] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:22.368432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:22.373629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:22.378049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:22.378130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:25.385922] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:25.390995] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:25.395455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:25.401327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:25.405260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:25.405350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:28.410783] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:28.414712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:28.418259] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:28.421602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:28.424966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:28.425038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:31.431117] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:31.435546] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:31.438934] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:31.442308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:31.445621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:31.445713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:34.452158] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:34.457282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:34.462455] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:34.467769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:34.473038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:34.473165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:37.480968] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:37.487940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:37.495466] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:37.501441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:37.507141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:37.507268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:40.515551] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:40.520002] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:40.729611] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:40.764435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:40.800565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:40.800942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:43.805609] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:43.809386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:43.815063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:43.820587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:43.825458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:43.825559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:46.833811] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:46.838892] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:46.842557] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:46.846871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:46.850819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:46.850892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:49.855696] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:49.859097] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:49.862347] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:49.865530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:49.868796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:49.868867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:52.874090] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:52.877987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:52.881559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:52.885325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:52.890988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:52.891148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:55.896670] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:55.900408] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:55.904866] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:55.909059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:55.912455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:55.912534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:23:58.920829] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:23:58.927608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:23:58.932073] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:23:58.937168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:23:58.941712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:23:58.941826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:01.949268] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:01.955787] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:01.962516] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:01.968019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:01.972961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:01.973075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:04.977892] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:04.981564] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:04.984863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:04.988151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:04.991431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:04.991499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:07.996875] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:08.000945] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:08.005995] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:08.010054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:08.013461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:08.013531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:11.018734] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:11.022348] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:11.026159] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:11.029534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:11.032915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:11.032984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:14.037625] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:14.040930] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:14.044132] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:14.047363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:14.050593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:14.050716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:17.055854] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:17.060331] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:17.063972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:17.067344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:17.070687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:17.070770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:20.074807] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:20.078480] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:20.081838] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:20.085365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:20.088769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:20.088845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:23.093676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:23.097428] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:23.101102] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:23.104920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:23.109596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:23.109742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:26.114842] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:26.118288] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:26.121528] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:26.125355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:26.129182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:26.129282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:29.133983] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:29.137827] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:29.141330] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:29.144838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:29.148302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:29.148406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:32.154478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:32.159120] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:32.162890] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:32.166415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:32.170143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:32.170272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:35.175130] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:35.178999] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:35.182815] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:35.186514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:35.190279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:35.190393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:38.195435] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:38.199416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:38.203300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:38.208419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:38.212506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:38.212627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:41.220607] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:41.225437] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:41.229355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:41.233083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:41.237181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:41.237255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:44.242144] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:44.246024] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:44.249719] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:44.253077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:44.256468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:44.256556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:47.265187] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:47.271480] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:47.276868] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:47.281450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:47.285988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:47.286189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:50.291419] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:50.295251] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:50.299303] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:50.302899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:50.306862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:50.306985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:53.311868] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:53.315570] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:53.319329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:53.322848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:53.326306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:53.326382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:56.331575] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:56.335423] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:56.338786] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:56.342139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:56.345691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:56.345763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:24:59.350799] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:24:59.354960] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:24:59.358480] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:24:59.361908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:24:59.365334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:24:59.365423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:02.370187] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:02.373707] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:02.378293] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:02.382417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:02.386359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:02.386447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:05.392057] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:05.396555] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:05.400133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:05.403471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:05.406999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:05.407111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:08.413146] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:08.416918] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:08.420690] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:08.424151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:08.427451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:08.427524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:11.432400] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:11.435999] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:11.439280] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:11.442516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:11.445751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:11.445825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:14.450695] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:14.454479] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:14.457835] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:14.461078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:14.464286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:14.464357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:17.470132] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:17.474714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:17.478691] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:17.482419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:17.485806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:17.485895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:20.493396] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:20.499321] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:20.504432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:20.510205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:20.514092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:20.514187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:23.520921] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:23.526214] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:23.530387] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:23.535232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:23.539067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:23.539178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:26.545224] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:26.549456] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:26.553177] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:26.558054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:26.561992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:26.562067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:29.568470] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:29.573495] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:29.578987] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:29.583316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:29.586911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:29.586991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:32.593019] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:32.596833] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:32.600190] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:32.603818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:32.607463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:32.607544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:35.612306] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:35.616777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:35.620874] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:35.624369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:35.627730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:35.627812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:38.632341] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:38.636396] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:38.640229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:38.643857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:38.647273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:38.647347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:41.652798] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:41.657850] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:41.663482] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:41.667517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:41.672599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:41.672734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:44.681071] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:44.685627] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:44.689875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:44.693929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:44.698790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:44.698891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:47.705156] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:47.713137] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:47.717296] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:47.721024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:47.724530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:47.724709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:50.729469] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:50.732844] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:50.736098] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:50.739339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:50.742490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:50.742561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:53.747079] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:53.750784] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:53.754306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:53.757704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:53.761013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:53.761083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:56.767693] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:56.772050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:56.776935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:56.781382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:56.786408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:56.786531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:25:59.792501] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:25:59.799680] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:25:59.806687] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:25:59.811261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:25:59.814897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:25:59.815023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:02.822587] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:02.830082] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:02.834921] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:02.838581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:02.843787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:02.843861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:05.849870] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:05.854832] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:05.859356] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:05.863814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:05.867842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:05.867915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:08.875574] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:08.879238] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:08.882742] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:08.886119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:08.889828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:08.889900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:11.898471] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:11.904956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:11.910434] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:11.914805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:11.918738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:11.918967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:14.923571] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:14.927237] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:14.930552] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:14.933911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:14.937157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:14.937230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:17.942235] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:17.945669] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:17.949076] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:17.952449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:17.955999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:17.956199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:20.961319] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:20.964764] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:20.968043] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:20.971304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:20.974485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:20.974565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:23.982119] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:23.985870] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:23.989320] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:23.992587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:23.995936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:23.996022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:27.005348] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:27.009989] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:27.013928] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:27.017773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:27.021625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:27.021949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:30.028500] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:30.032535] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:30.037925] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:30.041750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:30.045567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:30.045765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:33.050938] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:33.054509] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:33.058120] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:33.061497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:33.064931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:33.065013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:36.070652] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:36.074415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:36.077768] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:36.081457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:36.084742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:36.084832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:39.089131] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:39.092401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:39.095701] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:39.098894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:39.102048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:39.102118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:42.109816] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:42.115747] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:42.119614] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:42.123744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:42.127772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:42.127866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:45.136264] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:45.140676] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:45.144814] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:45.149015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:45.153016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:45.153094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:48.157932] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:48.161386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:48.164726] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:48.168007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:48.171267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:48.171336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:51.177161] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:51.180743] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:51.183954] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:51.187194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:51.190445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:51.190514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:54.194874] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:54.198680] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:54.201932] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:54.205114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:54.208482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:54.208567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:26:57.213341] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:26:57.217021] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:26:57.220420] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:26:57.223663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:26:57.226862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:26:57.226929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:00.232327] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:00.236413] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:00.240143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:00.243855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:00.247607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:00.247699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:03.252376] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:03.255768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:03.259437] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:03.262700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:03.265978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:03.266048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:06.270988] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:06.274443] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:06.277922] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:06.281234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:06.284545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:06.284625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:09.291025] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:09.296906] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:09.302376] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:09.308759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:09.314310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:09.314506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:12.319444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:12.322784] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:12.326001] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:12.329201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:12.332389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:12.332485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:15.337708] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:15.342313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:15.349046] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:15.355699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:15.360210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:15.360371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:18.366425] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:18.370175] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:18.373891] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:18.377368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:18.381131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:18.381215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:21.387107] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:21.391104] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:21.394460] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:21.397950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:21.401328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:21.401402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:24.409626] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:24.414958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:24.418693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:24.422014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:24.425277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:24.425353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:27.429976] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:27.433349] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:27.436584] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:27.439890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:27.443125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:27.443195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:30.447872] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:30.451943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:30.455551] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:30.458916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:30.462214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:30.462292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:33.467301] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:33.470958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:33.474178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:33.477442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:33.480695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:33.480764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:36.486484] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:36.490061] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:36.493388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:36.496667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:36.500127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:36.500209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:39.510752] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:39.516839] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:39.521015] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:39.524876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:39.528599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:39.528769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:42.538937] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:42.543579] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:42.548091] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:42.553562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:42.557780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:42.557889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:45.565731] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:45.570231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:45.575721] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:45.580225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:45.585442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:45.585566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:48.591953] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:48.596161] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:48.599785] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:48.603412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:48.607084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:48.607241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:51.612270] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:51.615812] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:51.620483] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:51.623834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:51.627368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:51.627471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:54.632037] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:54.635504] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:54.639008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:54.642206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:54.645409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:54.645479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:27:57.652413] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:27:57.657430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:27:57.661317] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:27:57.665209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:27:57.670695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:27:57.670858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:00.678631] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:00.684155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:00.688711] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:00.694060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:00.698966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:00.699045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:03.704504] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:03.708479] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:03.712228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:03.716805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:03.721494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:03.721583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:06.727474] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:06.732414] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:06.736498] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:06.740062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:06.743516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:06.743588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:09.748580] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:09.752530] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:09.755951] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:09.759384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:09.762704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:09.762776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:12.767181] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:12.770635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:12.773936] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:12.777121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:12.780323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:12.780394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:15.786471] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:15.794003] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:15.799010] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:15.803811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:15.809441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:15.809626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:18.819162] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:18.825637] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:18.832710] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:18.837376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:18.844744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:18.844886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:21.849395] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:21.853095] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:21.856408] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:21.859703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:21.862926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:21.862995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:24.871327] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:24.875817] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:24.879523] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:24.883309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:24.887025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:24.887192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:27.893916] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:27.899434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:27.903478] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:27.908406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:27.912203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:27.912297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:30.919761] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:30.929171] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:30.937068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:30.942051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:30.945914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:30.946014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:33.950975] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:33.954763] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:33.958459] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:33.961991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:33.965275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:33.965413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:36.971528] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:36.977399] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:36.982997] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:36.987456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:36.990793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:36.990865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:39.998348] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:40.005553] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:40.010816] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:40.015278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:40.019702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:40.019816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:43.025953] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:43.030987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:43.036433] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:43.042251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:43.047583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:43.047720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:46.052544] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:46.055884] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:46.059282] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:46.062918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:46.066385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:46.066452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:49.072613] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:49.076746] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:49.080497] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:49.084399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:49.088700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:49.088797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:52.093524] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:52.097242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:52.101321] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:52.105074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:52.108597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:52.108707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:55.118627] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:55.124352] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:55.129681] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:55.133266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:55.136970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:55.137149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:28:58.142073] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:28:58.145760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:28:58.149135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:28:58.153082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:28:58.156544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:28:58.156630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:01.164183] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:01.171018] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:01.175298] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:01.179161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:01.183183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:01.183256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:04.189263] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:04.196259] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:04.202276] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:04.207356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:04.211200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:04.211298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:07.218565] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:07.224810] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:07.228896] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:07.233029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:07.236526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:07.236595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:10.242669] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:10.246300] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:10.250168] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:10.253567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:10.257427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:10.257546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:13.262492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:13.266068] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:13.269285] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:13.272708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:13.275909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:13.275977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:16.281000] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:16.284531] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:16.287808] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:16.291279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:16.294443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:16.294514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:19.299256] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:19.303140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:19.306477] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:19.309751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:19.312940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:19.313009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:22.317820] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:22.321188] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:22.324479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:22.327810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:22.331492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:22.331591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:25.336054] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:25.339681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:25.342970] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:25.347082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:25.350561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:25.350632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:28.355372] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:28.358735] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:28.361927] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:28.365316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:28.368811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:28.368880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:31.373606] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:31.377088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:31.380356] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:31.383620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:31.386897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:31.386967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:34.395866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:34.400166] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:34.404354] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:34.409053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:34.414497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:34.414580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:37.420433] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:37.425146] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:37.430355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:37.434705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:37.439803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:37.439874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:40.444455] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:40.447840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:40.451040] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:40.454392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:40.457699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:40.457767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:43.462411] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:43.465682] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:43.468923] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:43.472076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:43.475485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:43.475559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:46.480798] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:46.484660] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:46.488084] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:46.491906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:46.495216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:46.495291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:49.501814] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:49.506932] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:49.511271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:49.515061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:49.519097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:49.519181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:52.524997] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:52.528540] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:52.532004] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:52.535635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:52.539096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:52.539171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:55.544783] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:55.548888] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:55.553246] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:55.557463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:55.561616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:55.561823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:29:58.567011] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:29:58.572195] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:29:58.576396] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:29:58.580120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:29:58.583834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:29:58.583986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:01.591503] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:01.598606] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:01.602874] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:01.608196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:01.612673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:01.612851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:04.619476] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:04.624362] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:04.628062] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:04.633715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:04.637738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:04.637834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:07.644163] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:07.648691] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:07.653570] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:07.657568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:07.661732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:07.661887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:10.671182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:10.676149] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:10.680742] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:10.684735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:10.691331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:10.691615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:13.696478] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:13.700015] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:13.703401] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:13.706810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:13.710285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:13.710470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:16.716909] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:16.720895] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:16.724434] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:16.727970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:16.733736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:16.733834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:19.740442] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:19.747365] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:19.752400] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:19.760682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:19.765964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:19.766137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:22.772118] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:22.777146] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:22.781517] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:22.786283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:22.790614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:22.790827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:25.796689] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:25.801085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:25.804917] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:25.809049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:25.813081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:25.813157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:28.819063] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:28.824073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:28.828621] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:28.833443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:28.838684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:28.838840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:31.843100] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:31.846403] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:31.849707] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:31.853041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:31.856339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:31.856437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:34.861866] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:34.865637] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:34.869864] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:34.874026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:34.877990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:34.878083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:37.889212] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:37.894601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:37.898910] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:37.903420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:37.907756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:37.907843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:40.912351] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:40.915721] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:40.919074] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:40.922333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:40.925613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:40.925710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:43.932824] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:43.938063] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:43.942451] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:43.947471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:43.951960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:43.952137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:46.957480] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:46.961160] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:46.964881] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:46.968863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:46.972430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:46.972502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:49.976944] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:49.980991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:49.984503] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:49.987741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:49.991025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:49.991096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:52.997676] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:53.003058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:53.006700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:53.011413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:53.015669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:53.015741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:56.020351] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:56.023798] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:56.027181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:56.030471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:56.033760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:56.033844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:30:59.041064] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:30:59.045510] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:30:59.049337] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:30:59.053172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:30:59.057164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:30:59.057246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:02.062910] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:02.066965] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:02.070698] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:02.074282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:02.077801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:02.077882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:05.082571] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:05.086418] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:05.090333] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:05.094090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:05.098041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:05.098147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:08.103077] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:08.106470] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:08.110295] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:08.113670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:08.117081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:08.117155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:11.125885] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:11.131049] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:11.136140] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:11.140058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:11.144111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:11.144186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:14.149683] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:14.153723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:14.157678] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:14.161828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:14.166146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:14.166224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:17.172723] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:17.176543] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:17.180319] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:17.184016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:17.187715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:17.187789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:20.192700] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:20.196098] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:20.199457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:20.202751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:20.206679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:20.206795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:23.211784] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:23.215328] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:23.218678] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:23.221941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:23.225266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:23.225334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:26.229933] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:26.233556] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:26.236852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:26.240077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:26.243323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:26.243395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:29.248771] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:29.252398] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:29.255743] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:29.259323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:29.263178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:29.263256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:32.267415] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:32.270764] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:32.275355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:32.279121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:32.282439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:32.282524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:35.287630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:35.292952] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:35.298311] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:35.303858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:35.308262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:35.308439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:38.315495] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:38.320848] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:38.326818] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:38.330593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:38.334470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:38.334541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:41.339789] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:41.345051] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:41.348900] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:41.352695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:41.356252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:41.356325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:44.361236] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:44.364841] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:44.368815] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service. [2025-11-22T01:31:44.373001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:44.376913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:31:44.377037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:47.382492] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:47.386424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:47.390116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:31:47.394073] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:47.398385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:47.402914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:50.410041] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:50.416810] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:50.423957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:31:50.429875] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:50.434303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:50.439525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:53.445004] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:53.449292] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:53.453792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:31:53.458450] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:53.462707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:53.466757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:56.471141] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:56.475015] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:56.478882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:31:56.482662] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:56.486465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:56.490336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:31:59.495630] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:31:59.501943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:59.505769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:31:59.509314] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:31:59.512822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:31:59.516238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:02.521160] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:02.524827] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:02.528311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:02.531749] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:02.535995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:02.539915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:05.544552] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:05.548045] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:05.551420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:05.554731] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:05.558002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:05.561341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:08.566193] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:08.570361] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:08.575384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:08.579751] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:08.583615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:08.587337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:11.592205] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:11.596262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:11.600088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:11.603603] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:11.607501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:11.610962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:14.616215] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:14.619888] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:14.623274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:14.626741] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:14.630321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:14.633897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-22T01:32:17.639268] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-22T01:32:17.643144] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:17.711067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-22T01:32:17.714928] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-22T01:32:17.718626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-22T01:32:17.722945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-22T01:32:17.723220] [WARN ] [STATE ] State set to: RUNNING [2025-11-22T01:32:17.723290] [INFO ] [MODE ] Using multithreaded [2025-11-22T01:32:17.723338] [DEBUG] [REMOTE ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'. [2025-11-22T01:32:17.728518] [DEBUG] [REMOTE ] Found 30 available forecast dates. [2025-11-22T01:32:17.728759] [DEBUG] [REMOTE ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-24.txt'. [2025-11-22T01:32:17.733831] [DEBUG] [REMOTE ] Fetched 1897 signal forecasts for 2025-11-24. [2025-11-22T01:32:17.758988] [INFO ] [main ] Starting parallel forecast configuration with 4 worker processes for 57 symbols [2025-11-22T01:32:17.788300] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:17.788339] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:17.788590] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:17.793026] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:17.812922] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.812922] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.813612] [INFO ] [main ] KOS: Testing with 53 available features [2025-11-22T01:32:17.813624] [INFO ] [main ] PFLT: Testing with 53 available features [2025-11-22T01:32:17.813707] [INFO ] [main ] PFLT: Establishing baseline with no features... [2025-11-22T01:32:17.813707] [INFO ] [main ] KOS: Establishing baseline with no features... [2025-11-22T01:32:17.813758] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:17.813759] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:17.817204] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.818191] [INFO ] [main ] BGY: Testing with 53 available features [2025-11-22T01:32:17.818262] [INFO ] [main ] BGY: Establishing baseline with no features... [2025-11-22T01:32:17.818312] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:17.823049] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.823896] [INFO ] [main ] UAA: Testing with 53 available features [2025-11-22T01:32:17.823971] [INFO ] [main ] UAA: Establishing baseline with no features... [2025-11-22T01:32:17.824033] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:17.829825] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.829825] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.832261] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:17.832261] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:17.834559] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.836994] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:17.839560] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:17.841943] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.425315] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -1.40% [2025-11-22T01:32:18.426260] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.426826] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.78% [2025-11-22T01:32:18.427798] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.428212] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -0.10% [2025-11-22T01:32:18.429201] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.441490] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -2.97% [2025-11-22T01:32:18.442380] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.990437] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.79% [2025-11-22T01:32:18.990482] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.24% [2025-11-22T01:32:18.991389] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.991425] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:18.996529] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.75% [2025-11-22T01:32:18.997478] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:19.018139] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 4.87% [2025-11-22T01:32:19.019092] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:19.544462] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 2.81% [2025-11-22T01:32:19.545370] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:19.553931] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.20% [2025-11-22T01:32:19.554851] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:19.610865] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -5.58% [2025-11-22T01:32:19.612065] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:19.621106] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.25% [2025-11-22T01:32:19.622094] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.103806] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.89% [2025-11-22T01:32:20.104728] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.108179] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.44% [2025-11-22T01:32:20.109093] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.199948] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.80% [2025-11-22T01:32:20.200880] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.205987] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% [2025-11-22T01:32:20.206923] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.660246] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -0.85% [2025-11-22T01:32:20.661201] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.661298] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.79% [2025-11-22T01:32:20.662229] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.772629] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% [2025-11-22T01:32:20.773559] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:20.789845] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -5.00% [2025-11-22T01:32:20.790785] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.214685] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.00% [2025-11-22T01:32:21.215586] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.220717] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.31% [2025-11-22T01:32:21.221627] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.348103] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% [2025-11-22T01:32:21.349078] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.354808] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.78% [2025-11-22T01:32:21.355726] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.767023] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.16% [2025-11-22T01:32:21.767989] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.775356] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.39% [2025-11-22T01:32:21.776275] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.912681] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% [2025-11-22T01:32:21.913604] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:21.940138] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.77% [2025-11-22T01:32:21.941087] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.318308] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.46% [2025-11-22T01:32:22.319256] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.332626] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.75% [2025-11-22T01:32:22.333603] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.468552] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% [2025-11-22T01:32:22.469458] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.525936] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 2.86% [2025-11-22T01:32:22.527015] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.877537] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.29% [2025-11-22T01:32:22.878438] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:22.900547] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.25% [2025-11-22T01:32:22.901472] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:23.030827] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.07% [2025-11-22T01:32:23.031742] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:23.113337] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.74% [2025-11-22T01:32:23.114288] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:32:23.432732] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.49% [2025-11-22T01:32:23.463951] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.99% [2025-11-22T01:32:23.586189] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.16% [2025-11-22T01:32:23.601516] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.78%, Actual: 0.78% [2025-11-22T01:32:23.635009] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 16.18% [2025-11-22T01:32:23.701407] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -7.24% [2025-11-22T01:32:23.753349] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 2.41% [2025-11-22T01:32:23.768169] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 0.27% [2025-11-22T01:32:23.804490] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 6.25% [2025-11-22T01:32:23.873755] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -2.97%, Actual: 0.23% [2025-11-22T01:32:23.920194] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.52% [2025-11-22T01:32:23.935082] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 1.21% [2025-11-22T01:32:23.973224] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 2.81%, Actual: 3.38% [2025-11-22T01:32:24.047237] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 4.87%, Actual: 0.05% [2025-11-22T01:32:24.087427] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.33% [2025-11-22T01:32:24.101131] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.44%, Actual: 1.11% [2025-11-22T01:32:24.142028] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.32% [2025-11-22T01:32:24.219029] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -5.58%, Actual: 0.69% [2025-11-22T01:32:24.254567] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:32:24.266980] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.79%, Actual: 0.45% [2025-11-22T01:32:24.312812] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 2.09% [2025-11-22T01:32:24.390960] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.80% [2025-11-22T01:32:24.426357] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:32:24.434214] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 1.03% [2025-11-22T01:32:24.482007] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 3.49% [2025-11-22T01:32:24.585915] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -5.00%, Actual: 6.18% [2025-11-22T01:32:24.593221] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:32:24.600755] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 1.48% [2025-11-22T01:32:24.650972] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 2.80% [2025-11-22T01:32:24.760811] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 3.29% [2025-11-22T01:32:24.763663] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:32:24.767721] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 1.43% [2025-11-22T01:32:24.821821] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.75%, Actual: 7.88% [2025-11-22T01:32:24.934610] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.29%, Actual: 0.52% [2025-11-22T01:32:24.937882] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 0.17% [2025-11-22T01:32:24.947505] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:32:24.991856] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.25%, Actual: 4.51% [2025-11-22T01:32:25.099531] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.73% [2025-11-22T01:32:25.099780] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 45.2235% [2025-11-22T01:32:25.099838] [INFO ] [main ] PFLT: Baseline score (no features): 45.2235% [2025-11-22T01:32:25.099888] [INFO ] [main ] PFLT: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.099922] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:32:25.099956] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:25.112105] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:25.112195] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 2.86%, Actual: 1.29% [2025-11-22T01:32:25.113506] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.113586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.119263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.139490] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.18% [2025-11-22T01:32:25.160898] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.99%, Actual: 5.29% [2025-11-22T01:32:25.161149] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 36.5550% [2025-11-22T01:32:25.161230] [INFO ] [main ] KOS: Baseline score (no features): 36.5550% [2025-11-22T01:32:25.161282] [INFO ] [main ] KOS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.161318] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:32:25.161352] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:25.174252] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:25.175609] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.176037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.181600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.283089] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 5.09% [2025-11-22T01:32:25.310719] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.76% [2025-11-22T01:32:25.310960] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.7485% [2025-11-22T01:32:25.311018] [INFO ] [main ] BGY: Baseline score (no features): 26.7485% [2025-11-22T01:32:25.311067] [INFO ] [main ] BGY: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.311102] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:32:25.311136] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:25.322396] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:25.323605] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.324024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.329270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.472461] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -7.24%, Actual: 3.09% [2025-11-22T01:32:25.472737] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 29.6907% [2025-11-22T01:32:25.472797] [INFO ] [main ] UAA: Baseline score (no features): 29.6907% [2025-11-22T01:32:25.472847] [INFO ] [main ] UAA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.472882] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:32:25.472916] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:25.485466] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:25.487194] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.488120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.496158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.695054] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 5m 8s | Global ETA: N/A [2025-11-22T01:32:25.695988] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.696062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.701019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.755140] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.23% | Symbol ETA: 5m 7s | Global ETA: N/A [2025-11-22T01:32:25.756081] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.756144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.761304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:25.907365] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 5m 8s | Global ETA: N/A [2025-11-22T01:32:25.908329] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:25.908392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:25.913411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.088469] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.43% | Symbol ETA: 5m 18s | Global ETA: N/A [2025-11-22T01:32:26.089407] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.089470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.094498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.269097] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 5m 5s | Global ETA: N/A [2025-11-22T01:32:26.270031] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.270091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.274869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.336804] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -2.29% | Symbol ETA: 5m 7s | Global ETA: N/A [2025-11-22T01:32:26.337751] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.337810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.342761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.507165] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 5m 13s | Global ETA: N/A [2025-11-22T01:32:26.508069] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.508129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.512884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.683908] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 7.27% | Symbol ETA: 5m 16s | Global ETA: N/A [2025-11-22T01:32:26.684834] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.684895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.690560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.855388] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.58% | Symbol ETA: 5m 6s | Global ETA: N/A [2025-11-22T01:32:26.856302] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.856363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.861216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:26.920907] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 5m 7s | Global ETA: N/A [2025-11-22T01:32:26.921822] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:26.921890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:26.926769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.091957] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:27.092990] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.093053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.098335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.279592] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -4.19% | Symbol ETA: 5m 15s | Global ETA: N/A [2025-11-22T01:32:27.280511] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.280584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.285520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.441991] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 5m 6s | Global ETA: N/A [2025-11-22T01:32:27.442905] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.442965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.447866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.510630] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 5m 7s | Global ETA: N/A [2025-11-22T01:32:27.511566] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.511629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.516776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.681690] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 5m 10s | Global ETA: N/A [2025-11-22T01:32:27.682578] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.682658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.687677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:27.872597] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 3.84% | Symbol ETA: 5m 14s | Global ETA: N/A [2025-11-22T01:32:27.873551] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:27.873613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:27.878568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.024744] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.55% | Symbol ETA: 5m 6s | Global ETA: N/A [2025-11-22T01:32:28.025657] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.025719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.030505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.106613] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 5m 8s | Global ETA: N/A [2025-11-22T01:32:28.107545] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.107606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.112474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.287392] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:28.288530] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.288597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.293703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.483569] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.58% | Symbol ETA: 5m 15s | Global ETA: N/A [2025-11-22T01:32:28.484502] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.484563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.489496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.610629] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 5m 5s | Global ETA: N/A [2025-11-22T01:32:28.611518] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.611578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.616412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.715872] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 5m 9s | Global ETA: N/A [2025-11-22T01:32:28.716983] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.717046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.722732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:28.892321] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5m 12s | Global ETA: N/A [2025-11-22T01:32:28.893226] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:28.893286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:28.898227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.091558] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 5m 15s | Global ETA: N/A [2025-11-22T01:32:29.092483] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.092544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.097744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.202287] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 5m 6s | Global ETA: N/A [2025-11-22T01:32:29.203250] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.203310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.208215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.328958] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 5m 10s | Global ETA: N/A [2025-11-22T01:32:29.329879] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.329939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.334807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.486239] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:29.487199] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.487261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.492288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.694537] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 5m 14s | Global ETA: N/A [2025-11-22T01:32:29.695456] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.695517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.700611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.781424] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.31% | Symbol ETA: 5m 5s | Global ETA: N/A [2025-11-22T01:32:29.782337] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.782455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.787289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:29.937454] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:29.938360] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:29.938424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:29.943300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.094809] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:30.096036] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.096111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.102868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.301712] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 5m 14s | Global ETA: N/A [2025-11-22T01:32:30.302639] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.302722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.307750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.367610] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 5m 4s | Global ETA: N/A [2025-11-22T01:32:30.368511] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.368572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.373436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.525251] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: -0.70% | Symbol ETA: 5m 10s | Global ETA: N/A [2025-11-22T01:32:30.526137] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.526198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.531124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.689626] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 5m 11s | Global ETA: N/A [2025-11-22T01:32:30.690534] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.690596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.695435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.915507] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 5m 14s | Global ETA: N/A [2025-11-22T01:32:30.916540] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:30.916612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:30.921826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:30.951624] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 5m 4s | Global ETA: N/A [2025-11-22T01:32:31.110433] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -4.10% | Symbol ETA: 5m 9s | Global ETA: N/A [2025-11-22T01:32:31.119984] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 0.78% [2025-11-22T01:32:31.270104] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 5m 9s | Global ETA: N/A [2025-11-22T01:32:31.280364] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 16.18% [2025-11-22T01:32:31.287865] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.27% [2025-11-22T01:32:31.440136] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 2.41% [2025-11-22T01:32:31.450284] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -2.29%, Actual: 6.25% [2025-11-22T01:32:31.457892] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 1.21% [2025-11-22T01:32:31.509926] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -5.83% | Symbol ETA: 5m 13s | Global ETA: N/A [2025-11-22T01:32:31.612435] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.52% [2025-11-22T01:32:31.620879] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 3.38% [2025-11-22T01:32:31.629160] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.11% [2025-11-22T01:32:31.688374] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.43%, Actual: 0.23% [2025-11-22T01:32:31.787408] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.33% [2025-11-22T01:32:31.795014] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 2.32% [2025-11-22T01:32:31.802512] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.55%, Actual: 0.45% [2025-11-22T01:32:31.862808] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 7.27%, Actual: 0.05% [2025-11-22T01:32:31.957262] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.06% [2025-11-22T01:32:31.966690] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 2.09% [2025-11-22T01:32:31.971625] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 1.03% [2025-11-22T01:32:32.040807] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 0.69% [2025-11-22T01:32:32.127973] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:32:32.139249] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 3.49% [2025-11-22T01:32:32.141100] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.48% [2025-11-22T01:32:32.209506] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 3.84%, Actual: 1.80% [2025-11-22T01:32:32.297493] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:32:32.308640] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 1.43% [2025-11-22T01:32:32.311056] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 2.80% [2025-11-22T01:32:32.377258] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.58%, Actual: 6.18% [2025-11-22T01:32:32.466804] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.02% [2025-11-22T01:32:32.476510] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.52% [2025-11-22T01:32:32.487336] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 7.88% [2025-11-22T01:32:32.544059] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 3.29% [2025-11-22T01:32:32.639784] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:32:32.644788] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 0.73% [2025-11-22T01:32:32.645019] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 49.7731% [2025-11-22T01:32:32.645076] [INFO ] [main ] PFLT: KEPT add_afternoon_v_morning_volatility_mix (score: 49.77%) [2025-11-22T01:32:32.645116] [INFO ] [main ] PFLT: Testing feature 2/53: add_atr [2025-11-22T01:32:32.645148] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:32:32.645182] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:32.657502] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 4.51% [2025-11-22T01:32:32.657840] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:32.659182] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:32.659258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:32.664110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:32.666058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:32.666799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:32.710452] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.17% [2025-11-22T01:32:32.811232] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.18% [2025-11-22T01:32:32.830125] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -4.10%, Actual: 5.29% [2025-11-22T01:32:32.830338] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 30.5151% [2025-11-22T01:32:32.830392] [INFO ] [main ] KOS: DISCARDED add_afternoon_v_morning_volatility_mix (score: 30.52%) [2025-11-22T01:32:32.830431] [INFO ] [main ] KOS: Testing feature 2/53: add_atr [2025-11-22T01:32:32.830463] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T01:32:32.830497] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:32.843459] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:32.844998] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:32.845059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:32.846911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:32.847726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:32.877418] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.29% [2025-11-22T01:32:32.979975] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.76% [2025-11-22T01:32:32.980190] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.9451% [2025-11-22T01:32:32.980245] [INFO ] [main ] BGY: KEPT add_afternoon_v_morning_volatility_mix (score: 29.95%) [2025-11-22T01:32:32.980286] [INFO ] [main ] BGY: Testing feature 2/53: add_atr [2025-11-22T01:32:32.980317] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:32:32.980352] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:32.991567] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:32.992850] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:32.992911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:32.997700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:32.999573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.000306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.043318] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 5.09% [2025-11-22T01:32:33.208997] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -5.83%, Actual: 3.09% [2025-11-22T01:32:33.209202] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 29.8531% [2025-11-22T01:32:33.209257] [INFO ] [main ] UAA: KEPT add_afternoon_v_morning_volatility_mix (score: 29.85%) [2025-11-22T01:32:33.209297] [INFO ] [main ] UAA: Testing feature 2/53: add_atr [2025-11-22T01:32:33.209328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:32:33.209364] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:33.221425] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:33.222953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:33.223014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:33.227775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.229672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.230381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.230726] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 6m 30s | Global ETA: N/A [2025-11-22T01:32:33.231612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:33.231701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:33.236483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.238271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.238829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.425815] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 6m 36s | Global ETA: N/A [2025-11-22T01:32:33.426698] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:33.426782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.428486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.429074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.586721] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 6m 36s | Global ETA: N/A [2025-11-22T01:32:33.587673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:33.587734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:33.592546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.594331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.594919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.813196] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.37% | Symbol ETA: 6m 40s | Global ETA: N/A [2025-11-22T01:32:33.814099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:33.814161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:33.819101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.820884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.821424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:33.900807] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 6m 30s | Global ETA: N/A [2025-11-22T01:32:33.901724] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:33.901787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:33.906675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:33.908573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:33.909160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.098988] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 6m 36s | Global ETA: N/A [2025-11-22T01:32:34.099977] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:34.100042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.101869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.102402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.253555] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 6m 36s | Global ETA: N/A [2025-11-22T01:32:34.254459] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:34.254530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:34.259352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.261233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.261740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.492972] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 4.67% | Symbol ETA: 6m 40s | Global ETA: N/A [2025-11-22T01:32:34.493958] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:34.494021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:34.499226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.500394] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.61% | Symbol ETA: 6m 29s | Global ETA: N/A [2025-11-22T01:32:34.501269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.501745] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:34.501828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:34.501825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.507797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.509805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.510315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.685090] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:34.686006] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:34.686067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.687782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.688259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:34.862315] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:34.863241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:34.863304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:34.868196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:34.869992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:34.870476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.098708] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 6m 39s | Global ETA: N/A [2025-11-22T01:32:35.099684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:35.099747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:35.100091] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 6m 28s | Global ETA: N/A [2025-11-22T01:32:35.101008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:35.101069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:35.104672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.105969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.106559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.107129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.107905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.108383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.265468] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:35.266399] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:35.266470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.268266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.268812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.444819] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:35.445740] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:35.445801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:35.450621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.452448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.453048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.683914] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.59% | Symbol ETA: 6m 28s | Global ETA: N/A [2025-11-22T01:32:35.684841] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:35.684901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:35.689683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.691424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.691914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.707727] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 6m 38s | Global ETA: N/A [2025-11-22T01:32:35.708669] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:35.708731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:35.713784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.715716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.716192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:35.842423] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 6m 34s | Global ETA: N/A [2025-11-22T01:32:35.843362] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:35.843423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:35.845236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:35.845754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.034454] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 34s | Global ETA: N/A [2025-11-22T01:32:36.035520] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.035618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.040720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.042520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.043047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.268171] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 6m 27s | Global ETA: N/A [2025-11-22T01:32:36.269069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.269129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.273981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.275779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.276263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.318886] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 6m 38s | Global ETA: N/A [2025-11-22T01:32:36.319770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.319831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.324731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.326523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.327081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.413871] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 6m 34s | Global ETA: N/A [2025-11-22T01:32:36.414768] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:36.414826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.416431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.416923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.638560] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6m 34s | Global ETA: N/A [2025-11-22T01:32:36.639549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.639614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.644595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.646541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.647083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.866055] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 6m 27s | Global ETA: N/A [2025-11-22T01:32:36.867387] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.867452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.872622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.874626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.875168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:36.975292] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 6m 37s | Global ETA: N/A [2025-11-22T01:32:36.976629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:36.976731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:36.984374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:36.987362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:36.988122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:37.049268] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 6m 33s | Global ETA: N/A [2025-11-22T01:32:37.050706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:37.050809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:37.053418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:37.054304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:37.475436] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 6m 33s | Global ETA: N/A [2025-11-22T01:32:37.477117] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:37.477183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:37.482956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:37.484994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:37.485556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:37.722277] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 6m 26s | Global ETA: N/A [2025-11-22T01:32:37.723585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:37.723688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:37.730919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:37.733584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:37.734269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:37.777433] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.56% | Symbol ETA: 6m 37s | Global ETA: N/A [2025-11-22T01:32:37.781756] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:37.781826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:37.786971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:37.788936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:37.789436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:37.851110] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 6m 32s | Global ETA: N/A [2025-11-22T01:32:37.852442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:37.852506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:37.854270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:37.854820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.105808] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 6m 32s | Global ETA: N/A [2025-11-22T01:32:38.106806] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:38.106870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:38.111999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:38.113936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:38.114441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.314317] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 6m 25s | Global ETA: N/A [2025-11-22T01:32:38.315273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:38.315336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:38.320472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:38.322296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:38.322810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.387220] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 6m 36s | Global ETA: N/A [2025-11-22T01:32:38.388176] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:38.388240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:38.393232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:38.395053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:38.395560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.436266] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 6m 32s | Global ETA: N/A [2025-11-22T01:32:38.437349] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:38.437413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:38.439239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:38.439787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.686140] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 6m 32s | Global ETA: N/A [2025-11-22T01:32:38.687114] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:38.687177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:38.692168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:38.693967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:38.694478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:38.897146] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 6m 25s | Global ETA: N/A [2025-11-22T01:32:38.994573] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:38.995488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:38.995552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:39.000575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:39.002412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:39.002922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:39.015449] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -5.41% | Symbol ETA: 6m 31s | Global ETA: N/A [2025-11-22T01:32:39.067633] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.78% [2025-11-22T01:32:39.184822] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.23%, Actual: 16.18% [2025-11-22T01:32:39.237521] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.27% [2025-11-22T01:32:39.259318] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 31s | Global ETA: N/A [2025-11-22T01:32:39.357665] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 6.25% [2025-11-22T01:32:39.407347] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 1.21% [2025-11-22T01:32:39.428053] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.41% [2025-11-22T01:32:39.524884] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 3.38% [2025-11-22T01:32:39.578811] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.11% [2025-11-22T01:32:39.596682] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.52% [2025-11-22T01:32:39.607591] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 6m 35s | Global ETA: N/A [2025-11-22T01:32:39.691880] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 2.32% [2025-11-22T01:32:39.749799] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.59%, Actual: 0.45% [2025-11-22T01:32:39.764865] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:32:39.786265] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 0.23% [2025-11-22T01:32:39.863600] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 2.09% [2025-11-22T01:32:39.917096] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 1.03% [2025-11-22T01:32:39.933180] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.06% [2025-11-22T01:32:39.961936] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 4.67%, Actual: 0.05% [2025-11-22T01:32:40.034725] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 3.49% [2025-11-22T01:32:40.088750] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.48% [2025-11-22T01:32:40.104896] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:32:40.140502] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 0.69% [2025-11-22T01:32:40.201818] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 2.80% [2025-11-22T01:32:40.254756] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 1.43% [2025-11-22T01:32:40.272060] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:32:40.314132] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 1.80% [2025-11-22T01:32:40.374232] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 7.88% [2025-11-22T01:32:40.423150] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 0.52% [2025-11-22T01:32:40.438715] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.02% [2025-11-22T01:32:40.490749] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 6.18% [2025-11-22T01:32:40.541463] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 4.51% [2025-11-22T01:32:40.590121] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 0.73% [2025-11-22T01:32:40.590321] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 52.1657% [2025-11-22T01:32:40.590404] [INFO ] [main ] PFLT: KEPT add_atr (score: 52.17%) [2025-11-22T01:32:40.590453] [INFO ] [main ] PFLT: Testing feature 3/53: add_atr_10 [2025-11-22T01:32:40.590487] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:32:40.590523] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:40.602116] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:40.603369] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:40.603431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:40.605717] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.26% [2025-11-22T01:32:40.608311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:40.610100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:40.610573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:40.611070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:40.665421] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.33%, Actual: 3.29% [2025-11-22T01:32:40.720614] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -5.41%, Actual: 5.29% [2025-11-22T01:32:40.720840] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 33.1340% [2025-11-22T01:32:40.720928] [INFO ] [main ] KOS: DISCARDED add_atr (score: 33.13%) [2025-11-22T01:32:40.720972] [INFO ] [main ] KOS: Testing feature 3/53: add_atr_10 [2025-11-22T01:32:40.721003] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T01:32:40.721039] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:40.732986] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:40.734339] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:40.734400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:40.736203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:40.736796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:40.772458] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.18% [2025-11-22T01:32:40.844572] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.56%, Actual: 0.17% [2025-11-22T01:32:40.941243] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:32:40.941461] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 31.8552% [2025-11-22T01:32:40.941543] [INFO ] [main ] BGY: KEPT add_atr (score: 31.86%) [2025-11-22T01:32:40.941586] [INFO ] [main ] BGY: Testing feature 3/53: add_atr_10 [2025-11-22T01:32:40.941617] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:32:40.941672] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:40.952729] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:40.953974] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:40.954050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:40.958909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:40.960692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:40.961166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:40.961661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.022819] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 1.29% [2025-11-22T01:32:41.181516] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 3m 24s | Global ETA: N/A [2025-11-22T01:32:41.182399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:41.182461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:41.187265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.189021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:41.189499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.189959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.200231] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 5.09% [2025-11-22T01:32:41.315826] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 3m 23s | Global ETA: N/A [2025-11-22T01:32:41.316800] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:41.316867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.318679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.319204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.369556] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 3.09% [2025-11-22T01:32:41.369782] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 26.1372% [2025-11-22T01:32:41.369838] [INFO ] [main ] UAA: DISCARDED add_atr (score: 26.14%) [2025-11-22T01:32:41.369877] [INFO ] [main ] UAA: Testing feature 3/53: add_atr_10 [2025-11-22T01:32:41.369909] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:32:41.369944] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:41.382528] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:41.384024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:41.384085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:41.389010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.391791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.392296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.526876] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 3m 24s | Global ETA: N/A [2025-11-22T01:32:41.527871] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:41.527934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:41.532993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.534804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:41.535306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.535825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.786435] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 3m 23s | Global ETA: N/A [2025-11-22T01:32:41.787346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:41.787408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:41.792220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.794006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:41.794480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.794939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.895047] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 3m 22s | Global ETA: N/A [2025-11-22T01:32:41.895927] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:41.895986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.897658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.898134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:41.979251] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 3m 29s | Global ETA: N/A [2025-11-22T01:32:41.980162] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:41.980224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:41.985120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:41.986960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:41.987464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.116554] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 3m 24s | Global ETA: N/A [2025-11-22T01:32:42.117484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:42.117546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:42.122314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.124061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:42.124532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.124995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.368595] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.88% | Symbol ETA: 3m 23s | Global ETA: N/A [2025-11-22T01:32:42.369518] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:42.370042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:42.375079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.376913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:42.377432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.377910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.460565] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 3m 21s | Global ETA: N/A [2025-11-22T01:32:42.461486] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:42.461551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.463297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.463824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.590224] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 3m 29s | Global ETA: N/A [2025-11-22T01:32:42.591192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:42.591256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:42.596247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.598420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.598996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.703911] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 3m 23s | Global ETA: N/A [2025-11-22T01:32:42.704858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:42.704944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:42.710088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.711864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:42.712340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.712807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:42.953912] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.42% | Symbol ETA: 3m 22s | Global ETA: N/A [2025-11-22T01:32:42.954812] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:42.954873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:42.959726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:42.961458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:42.961940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:42.962451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.031029] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 3m 21s | Global ETA: N/A [2025-11-22T01:32:43.031913] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:43.031973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.033596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.034098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.200032] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 3.50% | Symbol ETA: 3m 28s | Global ETA: N/A [2025-11-22T01:32:43.200977] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:43.201041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:43.206104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.208085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.209076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.278097] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3m 23s | Global ETA: N/A [2025-11-22T01:32:43.279004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:43.279066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:43.283949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.285712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:43.286182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.286625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.529976] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.61% | Symbol ETA: 3m 22s | Global ETA: N/A [2025-11-22T01:32:43.530869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:43.530931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:43.535735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.537482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:43.537996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.538433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.597291] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:43.598186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:43.598247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.599942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.603674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.795930] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.69% | Symbol ETA: 3m 28s | Global ETA: N/A [2025-11-22T01:32:43.796854] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:43.796915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:43.801768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.803497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.804007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:43.885969] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3m 22s | Global ETA: N/A [2025-11-22T01:32:43.886896] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:43.886958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:43.891861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:43.893723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:43.894202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:43.894673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.107340] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 3m 21s | Global ETA: N/A [2025-11-22T01:32:44.108271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:44.108333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:44.113188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.114945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:44.115415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.115877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.168740] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:44.169670] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:44.169731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.171357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.171859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.392278] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.58% | Symbol ETA: 3m 27s | Global ETA: N/A [2025-11-22T01:32:44.393227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:44.393292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:44.398457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.400307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.400818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.486200] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 21s | Global ETA: N/A [2025-11-22T01:32:44.487151] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:44.487213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:44.492056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.493867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:44.494346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.494802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.684089] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:44.685038] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:44.685099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:44.689889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.691602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:44.692096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.692524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.739762] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 3m 19s | Global ETA: N/A [2025-11-22T01:32:44.740715] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:44.740777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:44.742457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:44.742967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:44.996108] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -3.50% | Symbol ETA: 3m 26s | Global ETA: N/A [2025-11-22T01:32:44.997036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:44.997128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.002244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.004144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.004632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.063877] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 21s | Global ETA: N/A [2025-11-22T01:32:45.064780] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:45.064842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.069668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.071368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:45.071858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.072287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.260219] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:45.261133] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:45.261196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.266075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.267916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:45.268385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.268880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.329214] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 3m 18s | Global ETA: N/A [2025-11-22T01:32:45.330114] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:45.330174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.331852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.332327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.600204] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.75% | Symbol ETA: 3m 26s | Global ETA: N/A [2025-11-22T01:32:45.601134] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:45.601198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.606303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.608244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.608791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.650116] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:45.651133] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:45.651198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.656209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.658263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:45.658814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.659255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.838701] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 3m 19s | Global ETA: N/A [2025-11-22T01:32:45.839586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:45.839666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:45.844454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.846193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:45.846675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.847142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:45.893857] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 3m 18s | Global ETA: N/A [2025-11-22T01:32:45.894749] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:45.894810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:45.896458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:45.896987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:46.197840] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 2.32% | Symbol ETA: 3m 25s | Global ETA: N/A [2025-11-22T01:32:46.198776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:46.198853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:46.203860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:46.205636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:46.206149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:46.236991] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 3m 20s | Global ETA: N/A [2025-11-22T01:32:46.237966] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:46.238029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:46.242857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:46.244672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:46.245168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:46.245597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:46.415762] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 3m 19s | Global ETA: N/A [2025-11-22T01:32:46.458663] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -4.86% | Symbol ETA: 3m 17s | Global ETA: N/A [2025-11-22T01:32:46.585513] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 0.78% [2025-11-22T01:32:46.624239] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 16.18% [2025-11-22T01:32:46.754977] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.27% [2025-11-22T01:32:46.790256] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 6.25% [2025-11-22T01:32:46.814831] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.75% | Symbol ETA: 3m 25s | Global ETA: N/A [2025-11-22T01:32:46.815783] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:32:46.815846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:46.815898] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 19s | Global ETA: N/A [2025-11-22T01:32:46.820718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:46.822634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:46.823135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:46.922382] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 1.21% [2025-11-22T01:32:46.958043] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 3.38% [2025-11-22T01:32:46.986994] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:32:47.089231] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.42%, Actual: 1.11% [2025-11-22T01:32:47.129581] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 2.32% [2025-11-22T01:32:47.158186] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 1.52% [2025-11-22T01:32:47.256817] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.61%, Actual: 0.45% [2025-11-22T01:32:47.300122] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.91%, Actual: 2.09% [2025-11-22T01:32:47.325966] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.33% [2025-11-22T01:32:47.420794] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.69% | Symbol ETA: 3m 24s | Global ETA: N/A [2025-11-22T01:32:47.481213] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 1.03% [2025-11-22T01:32:47.496052] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:32:47.532004] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 3.49% [2025-11-22T01:32:47.593851] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 0.23% [2025-11-22T01:32:47.650088] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 1.48% [2025-11-22T01:32:47.667519] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.30% [2025-11-22T01:32:47.705215] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 2.80% [2025-11-22T01:32:47.763362] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.05% [2025-11-22T01:32:47.819762] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 1.43% [2025-11-22T01:32:47.876240] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.41%, Actual: 7.88% [2025-11-22T01:32:47.892287] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:32:47.938586] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 3.50%, Actual: 0.69% [2025-11-22T01:32:47.993472] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 0.52% [2025-11-22T01:32:48.046194] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 4.51% [2025-11-22T01:32:48.061623] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:32:48.108778] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.69%, Actual: 1.80% [2025-11-22T01:32:48.165114] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.73% [2025-11-22T01:32:48.165320] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 41.9686% [2025-11-22T01:32:48.165374] [INFO ] [main ] PFLT: DISCARDED add_atr_10 (score: 41.97%) [2025-11-22T01:32:48.165414] [INFO ] [main ] PFLT: Testing feature 4/53: add_atr_5 [2025-11-22T01:32:48.165447] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:32:48.165503] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:48.177316] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:48.178611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:48.178701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:48.183857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:48.185719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:48.186207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:48.186662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:48.229408] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -4.86%, Actual: 5.29% [2025-11-22T01:32:48.229619] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 31.3789% [2025-11-22T01:32:48.229722] [INFO ] [main ] KOS: DISCARDED add_atr_10 (score: 31.38%) [2025-11-22T01:32:48.229764] [INFO ] [main ] KOS: Testing feature 4/53: add_atr_5 [2025-11-22T01:32:48.229799] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T01:32:48.229834] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:48.231458] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.26% [2025-11-22T01:32:48.243368] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:48.244887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:48.245138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:48.246856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:48.247402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:48.278078] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.58%, Actual: 6.18% [2025-11-22T01:32:48.401979] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.18% [2025-11-22T01:32:48.509886] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -3.50%, Actual: 3.29% [2025-11-22T01:32:48.572482] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:32:48.572716] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 30.6768% [2025-11-22T01:32:48.572773] [INFO ] [main ] BGY: DISCARDED add_atr_10 (score: 30.68%) [2025-11-22T01:32:48.572813] [INFO ] [main ] BGY: Testing feature 4/53: add_atr_5 [2025-11-22T01:32:48.572847] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:32:48.572883] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:48.583862] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:48.585051] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:48.585113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:48.589925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:48.591682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:48.592157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:48.592573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:48.682053] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.17% [2025-11-22T01:32:48.756209] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 2m 9s | Global ETA: N/A [2025-11-22T01:32:48.757183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:48.757248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:48.762427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:48.764314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:48.764822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:48.765236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:48.833108] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:48.834011] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:48.834071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:48.835758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:48.836285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:48.850130] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 2.32%, Actual: 1.29% [2025-11-22T01:32:49.023219] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.75%, Actual: 5.09% [2025-11-22T01:32:49.158575] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 2m 10s | Global ETA: N/A [2025-11-22T01:32:49.159455] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.159517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.164285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.166027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:49.166499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.166915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.192820] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.69%, Actual: 3.09% [2025-11-22T01:32:49.193021] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 46.3137% [2025-11-22T01:32:49.193132] [INFO ] [main ] UAA: KEPT add_atr_10 (score: 46.31%) [2025-11-22T01:32:49.193174] [INFO ] [main ] UAA: Testing feature 4/53: add_atr_5 [2025-11-22T01:32:49.193208] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T01:32:49.193245] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:49.204883] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:49.206453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.206515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.211284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.213158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:49.213661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.214126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.340139] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:49.341036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.341098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.345892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.347675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:49.348146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.348530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.419234] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 2m 7s | Global ETA: N/A [2025-11-22T01:32:49.420130] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:49.420190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.421845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.422334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.737193] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 2m 9s | Global ETA: N/A [2025-11-22T01:32:49.738096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.738157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.743003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.744851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:49.745336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.745747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.812307] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 2m 13s | Global ETA: N/A [2025-11-22T01:32:49.813237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.813298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.818134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.819898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:49.820374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.820840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.930240] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.61% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:49.931166] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:49.931228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:49.936025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.937808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:49.938295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.938697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:49.986261] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 2m 7s | Global ETA: N/A [2025-11-22T01:32:49.987205] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:49.987265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:49.992385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:49.992884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:50.323685] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 2m 9s | Global ETA: N/A [2025-11-22T01:32:50.324555] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:50.324617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:50.329367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:50.331096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:50.331560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:50.331965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:50.419217] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.33% | Symbol ETA: 2m 13s | Global ETA: N/A [2025-11-22T01:32:50.420098] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:50.420160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:50.424947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:50.426689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:50.427176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:50.427614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:50.511849] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 2m 7s | Global ETA: N/A [2025-11-22T01:32:50.512745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:50.512806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:50.517606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:50.519364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:50.519851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:50.520237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:50.570982] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 2m 6s | Global ETA: N/A [2025-11-22T01:32:50.571870] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:50.571930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:50.573607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:50.574100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:50.900416] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:50.901346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:50.901408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:50.906391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:50.908270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:50.908781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:50.909175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.020842] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 2m 12s | Global ETA: N/A [2025-11-22T01:32:51.021760] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:51.021823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:51.026687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.028631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:51.029251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.029857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.081023] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.59% | Symbol ETA: 2m 7s | Global ETA: N/A [2025-11-22T01:32:51.081910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:51.081971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:51.086781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.088590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:51.089093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.089487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.132212] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 2m 6s | Global ETA: N/A [2025-11-22T01:32:51.133106] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:51.133166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.134817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.135295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.474451] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:51.475518] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:51.475591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:51.481087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.483146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:51.483700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.484131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.626483] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 3.54% | Symbol ETA: 2m 11s | Global ETA: N/A [2025-11-22T01:32:51.627414] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:51.627477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:51.632435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.634245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:51.634746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.635200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.657681] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 2m 6s | Global ETA: N/A [2025-11-22T01:32:51.658593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:51.658677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:51.663673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.665499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:51.666007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.666411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:51.690432] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 2m 5s | Global ETA: N/A [2025-11-22T01:32:51.691309] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:51.691370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:51.693004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:51.693469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.077837] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2m 7s | Global ETA: N/A [2025-11-22T01:32:52.078815] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.078888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.083891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.085726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:52.086208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.086625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.223405] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.99% | Symbol ETA: 2m 11s | Global ETA: N/A [2025-11-22T01:32:52.224355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.224419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.229398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.231192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:52.231688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.232170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.234856] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2m 5s | Global ETA: N/A [2025-11-22T01:32:52.235745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.235808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.240555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.242294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:52.242804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.243190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.250044] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 2m 4s | Global ETA: N/A [2025-11-22T01:32:52.250936] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:52.250996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.252616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.253110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.678804] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 2m 6s | Global ETA: N/A [2025-11-22T01:32:52.679837] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.679902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.685341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.687285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:52.687797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.688190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.810946] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 2m 4s | Global ETA: N/A [2025-11-22T01:32:52.811836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:52.811902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.812488] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 2m 5s | Global ETA: N/A [2025-11-22T01:32:52.813374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.813435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.813531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.814025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.818313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.820137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:52.820618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.821041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:52.821771] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 2m 10s | Global ETA: N/A [2025-11-22T01:32:52.822675] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:52.822737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:52.827528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:52.829309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:52.829789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:52.830216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.282749] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 2m 6s | Global ETA: N/A [2025-11-22T01:32:53.283708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:53.283779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:53.289338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:53.291194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:53.291724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:53.292122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.375122] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 2m 3s | Global ETA: N/A [2025-11-22T01:32:53.376047] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:32:53.376150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:53.377948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:53.378421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.397906] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 2m 4s | Global ETA: N/A [2025-11-22T01:32:53.398823] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:53.398891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:53.403908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:53.405739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:53.406233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:53.406632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.424332] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.63% | Symbol ETA: 2m 10s | Global ETA: N/A [2025-11-22T01:32:53.425253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:53.425317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:53.430295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:53.432139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:53.432667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:53.433128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.876234] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 2m 5s | Global ETA: N/A [2025-11-22T01:32:53.877183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:53.877249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:53.882356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:53.884167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:53.884665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:53.885063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:53.951588] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -5.41% | Symbol ETA: 2m 3s | Global ETA: N/A [2025-11-22T01:32:53.977439] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 2m 4s | Global ETA: N/A [2025-11-22T01:32:54.025105] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 2m 9s | Global ETA: N/A [2025-11-22T01:32:54.025997] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:54.026059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:54.031007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:54.032816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:54.033295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:54.033760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:54.117997] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.23%, Actual: 16.18% [2025-11-22T01:32:54.147931] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.78% [2025-11-22T01:32:54.284719] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 6.25% [2025-11-22T01:32:54.318940] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.27% [2025-11-22T01:32:54.452321] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 3.38% [2025-11-22T01:32:54.454805] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: N/A [2025-11-22T01:32:54.489141] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 1.21% [2025-11-22T01:32:54.618838] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 2.32% [2025-11-22T01:32:54.623872] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.41% [2025-11-22T01:32:54.626054] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:54.626936] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:54.627002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:54.631910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:54.633730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:54.634208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:54.634675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:54.657033] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.11% [2025-11-22T01:32:54.786722] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 2.09% [2025-11-22T01:32:54.791197] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.52% [2025-11-22T01:32:54.825980] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.59%, Actual: 0.45% [2025-11-22T01:32:54.950666] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 3.49% [2025-11-22T01:32:54.959197] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:32:54.994281] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 1.03% [2025-11-22T01:32:55.115549] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 2.80% [2025-11-22T01:32:55.127701] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.06% [2025-11-22T01:32:55.165236] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.48% [2025-11-22T01:32:55.220125] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 2m 8s | Global ETA: N/A [2025-11-22T01:32:55.282287] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 7.88% [2025-11-22T01:32:55.295516] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:32:55.338900] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 1.43% [2025-11-22T01:32:55.395145] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 0.23% [2025-11-22T01:32:55.449344] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 4.51% [2025-11-22T01:32:55.465077] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:32:55.513232] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 0.52% [2025-11-22T01:32:55.566437] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.33%, Actual: 0.05% [2025-11-22T01:32:55.616225] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -5.41%, Actual: 5.29% [2025-11-22T01:32:55.616460] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 33.1340% [2025-11-22T01:32:55.616550] [INFO ] [main ] KOS: DISCARDED add_atr_5 (score: 33.13%) [2025-11-22T01:32:55.616593] [INFO ] [main ] KOS: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:32:55.616625] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T01:32:55.616752] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:32:55.629602] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:55.630884] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:55.630950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:55.631683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:55.635052] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.02% [2025-11-22T01:32:55.686936] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 0.73% [2025-11-22T01:32:55.687189] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 52.1657% [2025-11-22T01:32:55.687328] [INFO ] [main ] PFLT: KEPT add_atr_5 (score: 52.17%) [2025-11-22T01:32:55.687382] [INFO ] [main ] PFLT: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:32:55.687417] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:32:55.687454] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:32:55.699262] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:55.700572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:55.700637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:55.705817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:55.707748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:55.708248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:55.708669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:55.709470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:55.739498] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.69% [2025-11-22T01:32:55.804296] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.26% [2025-11-22T01:32:55.910707] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 3.54%, Actual: 1.80% [2025-11-22T01:32:55.973799] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.18% [2025-11-22T01:32:56.079915] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 6.18% [2025-11-22T01:32:56.143948] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:32:56.144148] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 31.8552% [2025-11-22T01:32:56.144264] [INFO ] [main ] BGY: KEPT add_atr_5 (score: 31.86%) [2025-11-22T01:32:56.144307] [INFO ] [main ] BGY: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:32:56.144343] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:32:56.144378] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:32:56.155291] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:56.156492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:56.156554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:56.161390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:56.163198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:56.163682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:56.164067] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.164810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.191701] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:32:56.192567] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:56.192627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.193340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.253225] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 3.29% [2025-11-22T01:32:56.283600] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 1m 36s | Global ETA: N/A [2025-11-22T01:32:56.284498] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:56.284560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:56.289427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:56.291193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:56.291675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:56.292064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.292805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.427621] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.63%, Actual: 0.17% [2025-11-22T01:32:56.593140] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 1.29% [2025-11-22T01:32:56.733238] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 1m 36s | Global ETA: N/A [2025-11-22T01:32:56.734141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:56.734204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:56.739064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:56.740924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:56.741401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:56.741816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.742546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.749749] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:32:56.750620] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:56.750701] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.751375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.764774] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 5.09% [2025-11-22T01:32:56.862844] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 1m 35s | Global ETA: N/A [2025-11-22T01:32:56.863790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:56.863856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:56.869023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:56.871240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:56.871752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:56.872170] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.872954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:56.932915] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 3.09% [2025-11-22T01:32:56.933141] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 26.9660% [2025-11-22T01:32:56.933195] [INFO ] [main ] UAA: DISCARDED add_atr_5 (score: 26.97%) [2025-11-22T01:32:56.933234] [INFO ] [main ] UAA: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:32:56.933266] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T01:32:56.933300] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:32:56.944850] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:32:56.946115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:56.946192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:56.950928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:56.952700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:56.953168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:56.953945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.303381] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 1m 35s | Global ETA: N/A [2025-11-22T01:32:57.304269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:57.304331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:57.309177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:57.310923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:57.311393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:57.312153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.312886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.328857] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 3.24% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:32:57.329744] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:57.329804] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.330481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.443173] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:32:57.444076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:57.444140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:57.448988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:57.450823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:57.451294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:57.451702] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.452414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.526279] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 1m 38s | Global ETA: N/A [2025-11-22T01:32:57.527197] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:57.527259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:57.532020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:57.533764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:57.534234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.534996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.876245] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 1m 35s | Global ETA: N/A [2025-11-22T01:32:57.877208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:57.877272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:57.882010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:57.883791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:57.884251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:57.884661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.885381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:57.888410] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 1m 32s | Global ETA: N/A [2025-11-22T01:32:57.889312] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:57.889372] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:57.890084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.024193] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.33% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:32:58.025084] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:58.025148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:58.029982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:58.031749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:58.032211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:58.032593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.033324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.110782] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 1m 38s | Global ETA: N/A [2025-11-22T01:32:58.111715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:58.111779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:58.116749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:58.118558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:58.119092] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.119875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.448729] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.26% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:32:58.449602] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:58.449692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.450378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.451342] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:32:58.452265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:58.452330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:58.457449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:58.459258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:58.459763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:58.460156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.460913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.599448] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.76% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:32:58.600346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:58.600408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:58.605159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:58.606949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:58.607461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:58.607871] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.608604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:58.707295] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -5.32% | Symbol ETA: 1m 37s | Global ETA: N/A [2025-11-22T01:32:58.708186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:58.708268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:58.713033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:58.714820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:58.715620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:58.716396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.008195] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -1.71% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:32:59.009175] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:59.009259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.009954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.037424] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:32:59.038374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:59.038438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.043399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.045225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:59.045727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:59.046125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.046883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.173216] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:32:59.174119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:59.174182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.178994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.180772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:59.181245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:59.181634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.182375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.291908] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.74% | Symbol ETA: 1m 36s | Global ETA: N/A [2025-11-22T01:32:59.292821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:59.292883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.297717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.299514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:59.300006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.300768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.563997] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 1m 30s | Global ETA: N/A [2025-11-22T01:32:59.564885] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:32:59.564946] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.565611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.613183] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:32:59.614079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:59.614142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.619074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.620916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:59.621397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:59.621819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.622571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.750681] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 1m 32s | Global ETA: N/A [2025-11-22T01:32:59.751554] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:32:59.751616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.756395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.758243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:32:59.758726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:32:59.759149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.759884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:32:59.881030] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.80% | Symbol ETA: 1m 36s | Global ETA: N/A [2025-11-22T01:32:59.881924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:32:59.881986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:32:59.886774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:32:59.888533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:32:59.889019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:32:59.889790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.128729] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.98% | Symbol ETA: 1m 30s | Global ETA: N/A [2025-11-22T01:33:00.129598] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:33:00.129677] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.130336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.191113] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:33:00.191995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:00.192061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:00.197040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:00.198896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:00.199399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:00.199821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.200581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.326586] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:33:00.327504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:00.327567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:00.332333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:00.334078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:00.334550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:00.334958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.335694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.465902] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 1m 35s | Global ETA: N/A [2025-11-22T01:33:00.466805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:00.466887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:00.471673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:00.473405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:00.473890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.474625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.684306] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.13% | Symbol ETA: 1m 29s | Global ETA: N/A [2025-11-22T01:33:00.685189] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:33:00.685249] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.685987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.783482] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 1m 32s | Global ETA: N/A [2025-11-22T01:33:00.784418] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:00.784483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:00.789552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:00.791420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:00.791932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:00.792343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.793121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:00.899978] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.89% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:33:00.901010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:00.901078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:00.906603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:00.908550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:00.909131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:00.909599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:00.910439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:01.054554] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.04% | Symbol ETA: 1m 35s | Global ETA: N/A [2025-11-22T01:33:01.055456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:01.055520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:01.060338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:01.062110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:01.062582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:01.063325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:01.247543] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.33% | Symbol ETA: 1m 29s | Global ETA: N/A [2025-11-22T01:33:01.463295] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:33:01.464234] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:01.464308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:01.469442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:01.471334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:01.471852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:01.472299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:01.476351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:01.562023] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.23%, Actual: 16.18% [2025-11-22T01:33:01.683275] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 1.30% | Symbol ETA: 1m 34s | Global ETA: N/A [2025-11-22T01:33:01.684185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:01.684249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:01.689069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:01.690829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:01.691291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:01.692041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:01.823811] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 6.25% [2025-11-22T01:33:01.934303] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 1m 30s | Global ETA: N/A [2025-11-22T01:33:01.993398] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 3.24%, Actual: 3.38% [2025-11-22T01:33:02.108789] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.11%, Actual: 0.78% [2025-11-22T01:33:02.154691] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: N/A [2025-11-22T01:33:02.161820] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 2.32% [2025-11-22T01:33:02.276658] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.56% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:33:02.277599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:02.277683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:02.282538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:02.284306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:02.284797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:02.285519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:02.294550] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 0.27% [2025-11-22T01:33:02.335790] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 2.09% [2025-11-22T01:33:02.348757] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:33:02.462693] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.87%, Actual: 1.21% [2025-11-22T01:33:02.509172] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -1.71%, Actual: 3.49% [2025-11-22T01:33:02.516223] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 1.52% [2025-11-22T01:33:02.628814] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.33%, Actual: 1.11% [2025-11-22T01:33:02.680672] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 2.80% [2025-11-22T01:33:02.684768] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.33% [2025-11-22T01:33:02.796837] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 0.45% [2025-11-22T01:33:02.856209] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:33:02.857422] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.98%, Actual: 7.88% [2025-11-22T01:33:02.867596] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.36% | Symbol ETA: 1m 33s | Global ETA: N/A [2025-11-22T01:33:02.965500] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 1.03% [2025-11-22T01:33:03.026183] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.30% [2025-11-22T01:33:03.026606] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.13%, Actual: 4.51% [2025-11-22T01:33:03.041724] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 0.23% [2025-11-22T01:33:03.132362] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 1.48% [2025-11-22T01:33:03.196196] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:03.199107] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.33%, Actual: 5.29% [2025-11-22T01:33:03.199373] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 40.8503% [2025-11-22T01:33:03.199490] [INFO ] [main ] KOS: KEPT add_close_to_open_alignment (score: 40.85%) [2025-11-22T01:33:03.199552] [INFO ] [main ] KOS: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:33:03.199600] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T01:33:03.199637] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:03.213111] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:03.214705] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:03.214769] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:03.215097] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.05% [2025-11-22T01:33:03.215499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:03.216530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:03.298422] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 1.43% [2025-11-22T01:33:03.364041] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:03.390895] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -5.32%, Actual: 0.69% [2025-11-22T01:33:03.465762] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.89%, Actual: 0.52% [2025-11-22T01:33:03.531203] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.26% [2025-11-22T01:33:03.562503] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.74%, Actual: 1.80% [2025-11-22T01:33:03.633961] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.73% [2025-11-22T01:33:03.634158] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 48.6145% [2025-11-22T01:33:03.634211] [INFO ] [main ] PFLT: DISCARDED add_close_to_open_alignment (score: 48.61%) [2025-11-22T01:33:03.634250] [INFO ] [main ] PFLT: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:33:03.634281] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:33:03.634317] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:03.645729] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:03.647221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:03.647288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:03.652087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:03.653894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:03.654385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:03.654791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:03.655731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:03.700233] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.18% [2025-11-22T01:33:03.736888] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.80%, Actual: 6.18% [2025-11-22T01:33:03.776443] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:03.777366] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:03.777427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:03.778115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:03.778975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:03.868892] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:33:03.869093] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 30.6768% [2025-11-22T01:33:03.869146] [INFO ] [main ] BGY: DISCARDED add_close_to_open_alignment (score: 30.68%) [2025-11-22T01:33:03.869185] [INFO ] [main ] BGY: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:33:03.869216] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:33:03.869250] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:03.880108] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:03.881465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:03.881528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:03.886320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:03.888161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:03.888636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:03.889043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:03.890020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:03.908324] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 3.29% [2025-11-22T01:33:04.075881] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.04%, Actual: 0.17% [2025-11-22T01:33:04.228661] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 1m 20s | Global ETA: N/A [2025-11-22T01:33:04.229524] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:04.229586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:04.234386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:04.236175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:04.236674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:04.237075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.237947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:04.243478] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 1.30%, Actual: 1.29% [2025-11-22T01:33:04.344568] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.00% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:04.345463] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:04.345526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:04.346218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.347082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:04.410335] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.56%, Actual: 5.09% [2025-11-22T01:33:04.458351] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -1.35% | Symbol ETA: 1m 18s | Global ETA: N/A [2025-11-22T01:33:04.459276] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:04.459340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:04.464122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:04.465888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:04.466361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:04.466769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.467664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:04.576553] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.36%, Actual: 3.09% [2025-11-22T01:33:04.576745] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 34.7407% [2025-11-22T01:33:04.576826] [INFO ] [main ] UAA: DISCARDED add_close_to_open_alignment (score: 34.74%) [2025-11-22T01:33:04.576869] [INFO ] [main ] UAA: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:33:04.576902] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T01:33:04.576936] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:04.590033] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:04.591417] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:04.591478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:04.596314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:04.598112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:04.598570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.599549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:04.803253] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 1m 19s | Global ETA: N/A [2025-11-22T01:33:04.804144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:04.804208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:04.809032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:04.810781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:04.811256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:04.811660] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.812505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:04.911884] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:04.912785] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:04.912846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:04.913512] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:04.914362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.032097] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 1m 17s | Global ETA: N/A [2025-11-22T01:33:05.032996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:05.033058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.037877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.039615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:05.040111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:05.040497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.041402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.178788] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 1m 17s | Global ETA: N/A [2025-11-22T01:33:05.179677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:05.179755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.184442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.186175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:05.186638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.187540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.375465] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -3.49% | Symbol ETA: 1m 19s | Global ETA: N/A [2025-11-22T01:33:05.376346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:05.376409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.381196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.382928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:05.383406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:05.383811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.384669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.478661] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:05.479570] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:05.479631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:05.480323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.481168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.608237] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 1m 17s | Global ETA: N/A [2025-11-22T01:33:05.609138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:05.609200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.613953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.615702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:05.616166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:05.616548] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.617440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.764862] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -0.97% | Symbol ETA: 1m 17s | Global ETA: N/A [2025-11-22T01:33:05.765768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:05.765831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.770616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.772433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:05.772923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.773818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:05.949442] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.80% | Symbol ETA: 1m 18s | Global ETA: N/A [2025-11-22T01:33:05.950333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:05.950395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:05.955206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:05.956983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:05.957465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:05.957871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:05.959105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.060424] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:06.061582] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:06.061678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:06.062600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.063718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.185513] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:06.186435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:06.186497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:06.191327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:06.193064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:06.193558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:06.193960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.194823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.350862] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:06.351747] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:06.351808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:06.356557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:06.358315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:06.358800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.359721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.559549] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.21% | Symbol ETA: 1m 18s | Global ETA: N/A [2025-11-22T01:33:06.560501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:06.560568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:06.565737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:06.567621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:06.568122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:06.568522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.569409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.646052] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:06.646950] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:06.647140] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:06.647854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.648714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.760217] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:06.761107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:06.761169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:06.765966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:06.767738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:06.768204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:06.768585] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.769472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:06.926905] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 4.02% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:06.928021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:06.928100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:06.934508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:06.936828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:06.937448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:06.938603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.159479] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 1m 17s | Global ETA: N/A [2025-11-22T01:33:07.160379] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:07.160442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:07.165261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:07.167095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:07.167583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:07.168066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.168980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.206587] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 1m 13s | Global ETA: N/A [2025-11-22T01:33:07.207540] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:07.207602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:07.208325] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.209191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.350821] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:07.351708] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:07.351770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:07.356515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:07.358316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:07.358806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:07.359206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.360108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.527755] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:07.528639] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:07.528721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:07.533517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:07.535319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:07.535807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.536696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.740176] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:07.741081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:07.741144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:07.745964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:07.747756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:07.748249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:07.748678] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.749525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.767288] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 1m 12s | Global ETA: N/A [2025-11-22T01:33:07.769080] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:07.769141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:07.772093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.772974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:07.923689] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:07.924566] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:07.924629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:07.929409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:07.931154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:07.931630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:07.932038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:07.932912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.117433] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:08.118322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:08.118384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:08.123169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:08.124989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:08.125471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.126553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.323228] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 1m 16s | Global ETA: N/A [2025-11-22T01:33:08.324123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:08.324186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:08.329041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:08.330801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:08.331273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:08.331683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.332534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.360190] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 1m 12s | Global ETA: N/A [2025-11-22T01:33:08.361154] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:08.361221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:08.361976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.362867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.500785] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:08.501677] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:08.501739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:08.506525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:08.508293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:08.508782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:08.509170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.510064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.724391] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.91% | Symbol ETA: 1m 14s | Global ETA: N/A [2025-11-22T01:33:08.725282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:08.725344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:08.730163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:08.731961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:08.732505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.733417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.900216] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.57% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:08.901113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:08.901176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:08.905952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:08.907747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:08.908215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:08.908605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:08.909472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:08.961928] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.96% | Symbol ETA: 1m 11s | Global ETA: N/A [2025-11-22T01:33:09.077185] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 1m 13s | Global ETA: N/A [2025-11-22T01:33:09.078077] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:09.078139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:09.082973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:09.084706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:09.085169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:09.085557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:09.086422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:09.133581] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 16.18% [2025-11-22T01:33:09.306786] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 6.25% [2025-11-22T01:33:09.322350] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 1m 13s | Global ETA: N/A [2025-11-22T01:33:09.323236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:09.323304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:09.328246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:09.330002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:09.330461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:09.331334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:09.477514] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1m 15s | Global ETA: N/A [2025-11-22T01:33:09.483921] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 3.38% [2025-11-22T01:33:09.645658] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 0.78% [2025-11-22T01:33:09.654526] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 1m 13s | Global ETA: N/A [2025-11-22T01:33:09.656865] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 2.32% [2025-11-22T01:33:09.813441] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 0.27% [2025-11-22T01:33:09.823398] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 2.41% [2025-11-22T01:33:09.824838] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 2.09% [2025-11-22T01:33:09.915966] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 1m 12s | Global ETA: N/A [2025-11-22T01:33:09.916950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:09.917015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:09.922015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:09.923859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:09.924339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:09.925256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:09.979974] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -3.49%, Actual: 1.21% [2025-11-22T01:33:09.991901] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.52% [2025-11-22T01:33:09.995017] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 3.49% [2025-11-22T01:33:10.147513] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.80%, Actual: 1.11% [2025-11-22T01:33:10.160193] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:33:10.168852] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 2.80% [2025-11-22T01:33:10.314590] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.21%, Actual: 0.45% [2025-11-22T01:33:10.330133] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 2.06% [2025-11-22T01:33:10.338051] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 7.88% [2025-11-22T01:33:10.485746] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 1.03% [2025-11-22T01:33:10.500472] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.30% [2025-11-22T01:33:10.510839] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 4.51% [2025-11-22T01:33:10.519768] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 2.26% | Symbol ETA: 1m 12s | Global ETA: N/A [2025-11-22T01:33:10.652486] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.48% [2025-11-22T01:33:10.670319] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:10.677774] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.96%, Actual: 5.29% [2025-11-22T01:33:10.677977] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 24.3836% [2025-11-22T01:33:10.678029] [INFO ] [main ] KOS: DISCARDED add_composite_volatility_context (score: 24.38%) [2025-11-22T01:33:10.678066] [INFO ] [main ] KOS: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:33:10.678098] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T01:33:10.678132] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:10.689621] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:10.690888] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:10.690948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:10.691679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:10.692068] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.23% [2025-11-22T01:33:10.694067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:10.819707] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 1.43% [2025-11-22T01:33:10.839719] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.02% [2025-11-22T01:33:10.870114] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 0.05% [2025-11-22T01:33:10.987835] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.57%, Actual: 0.52% [2025-11-22T01:33:11.009100] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.26% [2025-11-22T01:33:11.050467] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 0.69% [2025-11-22T01:33:11.153592] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 0.73% [2025-11-22T01:33:11.153801] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 43.7115% [2025-11-22T01:33:11.153886] [INFO ] [main ] PFLT: DISCARDED add_composite_volatility_context (score: 43.71%) [2025-11-22T01:33:11.153929] [INFO ] [main ] PFLT: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:33:11.153964] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T01:33:11.153998] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:11.165340] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:11.166526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:11.166588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:11.171445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:11.173236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:11.173759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:11.174146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.176510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:11.177052] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.18% [2025-11-22T01:33:11.220135] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 4.02%, Actual: 1.80% [2025-11-22T01:33:11.270266] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.79% | Symbol ETA: 1m 3s | Global ETA: N/A [2025-11-22T01:33:11.271158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:11.271219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:11.271907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.274251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:11.344405] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.76% [2025-11-22T01:33:11.344602] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 36.4979% [2025-11-22T01:33:11.344725] [INFO ] [main ] BGY: KEPT add_composite_volatility_context (score: 36.50%) [2025-11-22T01:33:11.344771] [INFO ] [main ] BGY: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:33:11.344804] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T01:33:11.344839] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:11.355614] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:11.357266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:11.357350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:11.362194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:11.363974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:11.364445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:11.364851] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:11.365722] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.368162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:11.388031] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 6.18% [2025-11-22T01:33:11.556237] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 3.29% [2025-11-22T01:33:11.739998] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.91%, Actual: 0.17% [2025-11-22T01:33:11.748857] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 1m 3s | Global ETA: N/A [2025-11-22T01:33:11.749810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:11.749874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:11.754884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:11.756721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:11.757257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:11.757681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.760086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:11.851831] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:11.852737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:11.852799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:11.853474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.855819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:11.908716] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.29% [2025-11-22T01:33:11.966074] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 1m 3s | Global ETA: N/A [2025-11-22T01:33:11.966970] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:11.967033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:11.971918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:11.973748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:11.974217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:11.974610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:11.975475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:11.977875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.076440] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 5.09% [2025-11-22T01:33:12.243812] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 2.26%, Actual: 3.09% [2025-11-22T01:33:12.244043] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 31.7725% [2025-11-22T01:33:12.244124] [INFO ] [main ] UAA: DISCARDED add_composite_volatility_context (score: 31.77%) [2025-11-22T01:33:12.244168] [INFO ] [main ] UAA: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:33:12.244202] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T01:33:12.244237] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:12.257077] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:12.258322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:12.258396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:12.263387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:12.265189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:12.265683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.268330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.339720] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:12.340597] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:12.340679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:12.345433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:12.347200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:12.347689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:12.348072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.350428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.430911] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 5.83% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:12.431794] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:12.431855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:12.432526] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.434867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.552418] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:12.553310] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:12.553373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:12.558217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:12.560005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:12.560475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:12.560890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:12.561756] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.564171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.876490] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 1m 4s | Global ETA: N/A [2025-11-22T01:33:12.877413] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:12.877476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:12.882345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:12.884110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:12.884578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.886922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:12.941005] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.07% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:12.941930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:12.941993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:12.946947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:12.948799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:12.949304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:12.949725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:12.952122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.000821] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -3.81% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:13.001711] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:13.001772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:13.002434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.004856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.136701] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:13.137603] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:13.137692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:13.142426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:13.144173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:13.144661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:13.145049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:13.145917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.148280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.481336] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 1m 4s | Global ETA: N/A [2025-11-22T01:33:13.482229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:13.482291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:13.487152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:13.488925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:13.489762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.492115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.527015] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.13% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:13.527976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:13.528040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:13.533028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:13.534834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:13.535316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:13.535740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.538232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.631401] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.40% | Symbol ETA: 1m 0s | Global ETA: N/A [2025-11-22T01:33:13.632321] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:13.632382] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:13.633076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.638309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:13.727892] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:13.728818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:13.728881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:13.733659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:13.735395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:13.735880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:13.736263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:13.737145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:13.739551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.086160] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 1m 3s | Global ETA: N/A [2025-11-22T01:33:14.087101] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:14.087168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.092086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.094090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:14.094575] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.097039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.174757] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.03% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:14.175703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:14.175767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.180816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.182619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:14.183120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:14.183525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.185996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.208870] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 59.7s | Global ETA: N/A [2025-11-22T01:33:14.209777] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:14.209839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:14.210530] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.212901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.371350] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 1m 0s | Global ETA: N/A [2025-11-22T01:33:14.372626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:14.372726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.377701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.379515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:14.380006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:14.380389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:14.381252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.383606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.689093] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.24% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:14.690088] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:14.690154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.695134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.697007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:14.697509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.700005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.764858] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 1m 0s | Global ETA: N/A [2025-11-22T01:33:14.765778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:14.765842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.770768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.772531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:14.773026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:14.773417] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.775866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.784286] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 59.1s | Global ETA: N/A [2025-11-22T01:33:14.785177] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:14.785238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:14.785965] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.788332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:14.959546] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 59.7s | Global ETA: N/A [2025-11-22T01:33:14.960461] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:14.960533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:14.965513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:14.967360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:14.967870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:14.968636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:14.969529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:14.972012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.342523] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 59.4s | Global ETA: N/A [2025-11-22T01:33:15.343425] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:15.343487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:15.347096] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 1m 2s | Global ETA: N/A [2025-11-22T01:33:15.348094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:15.348157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:15.348230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:15.349975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:15.350434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:15.350836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.352918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:15.353146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.354684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:15.355150] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.357499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.358962] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 58.5s | Global ETA: N/A [2025-11-22T01:33:15.359848] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:15.359910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:15.360575] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.362947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.546226] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 59.1s | Global ETA: N/A [2025-11-22T01:33:15.547134] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:15.547198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:15.551974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:15.553739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:15.554210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:15.554609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:15.555479] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.557878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.923289] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 58.8s | Global ETA: N/A [2025-11-22T01:33:15.924211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:15.924276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:15.929253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:15.930108] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.66% | Symbol ETA: 57.9s | Global ETA: N/A [2025-11-22T01:33:15.930994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:15.931027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:15.931055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:15.931519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:15.931738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.931940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.934049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.934352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:15.948667] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.49% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:15.949565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:15.949629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:15.954673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:15.956459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:15.956956] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:15.959401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:16.130470] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 58.5s | Global ETA: N/A [2025-11-22T01:33:16.131379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:16.131443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:16.136427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:16.138309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:16.138820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:16.139223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:16.140131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:16.142575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:16.499330] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.76% | Symbol ETA: 57.3s | Global ETA: N/A [2025-11-22T01:33:16.517169] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.03% | Symbol ETA: 58.2s | Global ETA: N/A [2025-11-22T01:33:16.518099] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:16.518163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:16.523052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:16.524848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:16.525325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:16.525739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:16.528129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:16.546570] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.92% | Symbol ETA: 1m 1s | Global ETA: N/A [2025-11-22T01:33:16.547509] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:16.547572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:16.552463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:16.554272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:16.554780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:16.557212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:16.669313] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.79%, Actual: 16.18% [2025-11-22T01:33:16.730089] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 57.9s | Global ETA: N/A [2025-11-22T01:33:16.731015] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:16.731080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:16.736273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:16.738419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:16.738954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:16.739349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:16.740270] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:16.742802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:16.837007] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 6.25% [2025-11-22T01:33:17.015594] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 5.83%, Actual: 3.38% [2025-11-22T01:33:17.107173] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 57.7s | Global ETA: N/A [2025-11-22T01:33:17.149314] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -3.88% | Symbol ETA: 1m 0s | Global ETA: N/A [2025-11-22T01:33:17.150245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:17.150308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:17.155221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:17.157094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:17.157578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:17.159994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:17.189033] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -3.81%, Actual: 2.32% [2025-11-22T01:33:17.275570] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.67%, Actual: 0.78% [2025-11-22T01:33:17.326205] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 57.3s | Global ETA: N/A [2025-11-22T01:33:17.364379] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 2.09% [2025-11-22T01:33:17.470602] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 0.27% [2025-11-22T01:33:17.501228] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:33:17.534224] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 3.49% [2025-11-22T01:33:17.640221] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 1.21% [2025-11-22T01:33:17.676448] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:33:17.703521] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 2.80% [2025-11-22T01:33:17.773096] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 59.4s | Global ETA: N/A [2025-11-22T01:33:17.774026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:17.774093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:17.779046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:17.780857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:17.781331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:33:17.783760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:17.807249] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.13%, Actual: 1.11% [2025-11-22T01:33:17.850274] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:33:17.870914] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 7.88% [2025-11-22T01:33:17.974766] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.03%, Actual: 0.45% [2025-11-22T01:33:18.027236] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:33:18.040747] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.66%, Actual: 4.51% [2025-11-22T01:33:18.143743] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 1.03% [2025-11-22T01:33:18.199277] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:33:18.210216] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.76%, Actual: 5.29% [2025-11-22T01:33:18.210422] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 39.3207% [2025-11-22T01:33:18.210507] [INFO ] [main ] KOS: DISCARDED add_day_shape_ratios (score: 39.32%) [2025-11-22T01:33:18.210549] [INFO ] [main ] KOS: Testing feature 8/53: add_directional_consistency [2025-11-22T01:33:18.210582] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T01:33:18.210616] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:18.223366] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:18.224741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:18.224803] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:18.225503] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:18.311944] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 1.48% [2025-11-22T01:33:18.356807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:18.373549] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:18.378664] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 58.8s | Global ETA: N/A [2025-11-22T01:33:18.478706] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.86%, Actual: 1.43% [2025-11-22T01:33:18.547678] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:18.552193] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 0.23% [2025-11-22T01:33:18.649413] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.03%, Actual: 0.52% [2025-11-22T01:33:18.715727] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:33:18.726065] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.05% [2025-11-22T01:33:18.815792] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.55%, Actual: 0.73% [2025-11-22T01:33:18.815994] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 40.8201% [2025-11-22T01:33:18.816074] [INFO ] [main ] PFLT: DISCARDED add_day_shape_ratios (score: 40.82%) [2025-11-22T01:33:18.816117] [INFO ] [main ] PFLT: Testing feature 8/53: add_directional_consistency [2025-11-22T01:33:18.816149] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T01:33:18.816184] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:18.827226] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:18.828384] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:18.828446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:18.833260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:18.835044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:18.835513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:18.835930] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:18.884965] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:33:18.896878] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.69% [2025-11-22T01:33:18.925957] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 54.7s | Global ETA: N/A [2025-11-22T01:33:18.926862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:18.926924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:18.927620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:18.961922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.050377] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.76% [2025-11-22T01:33:19.050578] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.7228% [2025-11-22T01:33:19.050629] [INFO ] [main ] BGY: DISCARDED add_day_shape_ratios (score: 29.72%) [2025-11-22T01:33:19.050691] [INFO ] [main ] BGY: Testing feature 8/53: add_directional_consistency [2025-11-22T01:33:19.050725] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T01:33:19.050759] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:19.052758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.061509] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:19.062887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:19.062950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:19.067733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:19.069491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:19.069993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:19.070384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:19.070769] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.24%, Actual: 1.80% [2025-11-22T01:33:19.071253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:19.196205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.239983] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 6.18% [2025-11-22T01:33:19.408266] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.49%, Actual: 3.29% [2025-11-22T01:33:19.529283] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 55.6s | Global ETA: N/A [2025-11-22T01:33:19.530173] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:19.530235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:19.535013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:19.536763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:19.537249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:19.537636] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:19.577863] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.92%, Actual: 0.17% [2025-11-22T01:33:19.616179] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.20% | Symbol ETA: 54.0s | Global ETA: N/A [2025-11-22T01:33:19.617077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:19.617141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:19.619849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:19.662518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.744867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.749914] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -3.88%, Actual: 1.29% [2025-11-22T01:33:19.776730] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 56.0s | Global ETA: N/A [2025-11-22T01:33:19.777698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:19.777763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:19.782500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:19.784773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:19.785305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:19.785763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:19.786717] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:19.916786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:19.921413] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.07%, Actual: 5.09% [2025-11-22T01:33:20.106809] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 3.09% [2025-11-22T01:33:20.107095] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 28.8564% [2025-11-22T01:33:20.107231] [INFO ] [main ] UAA: DISCARDED add_day_shape_ratios (score: 28.86%) [2025-11-22T01:33:20.107281] [INFO ] [main ] UAA: Testing feature 8/53: add_directional_consistency [2025-11-22T01:33:20.107322] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T01:33:20.107366] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:20.122279] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:20.123620] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:20.123703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:20.128871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:20.130756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:20.131238] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.232167] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 54.9s | Global ETA: N/A [2025-11-22T01:33:20.233071] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:20.233451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:20.238268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:20.240022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:20.240497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:20.240900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.257623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:20.303276] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 53.3s | Global ETA: N/A [2025-11-22T01:33:20.304158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:20.304220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:20.304904] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.364829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:20.433628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:20.483793] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 55.2s | Global ETA: N/A [2025-11-22T01:33:20.484738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:20.484803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:20.490059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:20.491995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:20.492491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:20.492914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:20.493856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.624481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:20.849056] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 57.1s | Global ETA: N/A [2025-11-22T01:33:20.849978] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:20.850065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:20.854980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:20.856803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:20.857315] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.933243] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.27% | Symbol ETA: 54.2s | Global ETA: N/A [2025-11-22T01:33:20.934146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:20.934208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:20.938923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:20.940634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:20.941120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:20.941501] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:20.987197] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 52.6s | Global ETA: N/A [2025-11-22T01:33:20.987908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:20.988087] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:20.988148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:20.988835] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:21.071103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.111097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.193960] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 54.5s | Global ETA: N/A [2025-11-22T01:33:21.194868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:21.194932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:21.199691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:21.201439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:21.201938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:21.202322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:21.203186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:21.326944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.576213] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 3.34% | Symbol ETA: 56.4s | Global ETA: N/A [2025-11-22T01:33:21.577214] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:21.577279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:21.582215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:21.584087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:21.584575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:21.634371] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 53.5s | Global ETA: N/A [2025-11-22T01:33:21.635271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:21.635334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:21.640128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:21.641894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:21.642372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:21.642776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:21.664313] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 51.9s | Global ETA: N/A [2025-11-22T01:33:21.665196] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:21.665258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:21.665961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:21.717241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.768191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.790481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:21.912034] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 53.8s | Global ETA: N/A [2025-11-22T01:33:21.912958] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:21.913021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:21.921211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:21.923176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:21.923674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:21.924065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:21.924950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:22.047867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:22.306013] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 55.6s | Global ETA: N/A [2025-11-22T01:33:22.306937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:22.307002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:22.311904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:22.313729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:22.314205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:22.340161] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 52.8s | Global ETA: N/A [2025-11-22T01:33:22.341073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:22.341135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:22.345935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:22.347758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:22.348249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:22.348634] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:22.350426] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -2.01% | Symbol ETA: 51.2s | Global ETA: N/A [2025-11-22T01:33:22.351319] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:22.351380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:22.352071] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:22.445843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:22.473455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:22.474400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:22.614781] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 53.1s | Global ETA: N/A [2025-11-22T01:33:22.615732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:22.615811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:22.620843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:22.622721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:22.623213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:22.623614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:22.624503] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:22.757827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.030761] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.20% | Symbol ETA: 50.5s | Global ETA: N/A [2025-11-22T01:33:23.031631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:23.031711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:23.032368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.043283] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 52.1s | Global ETA: N/A [2025-11-22T01:33:23.043361] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 54.9s | Global ETA: N/A [2025-11-22T01:33:23.044237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:23.044302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:23.044298] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:23.044363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:23.049189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:23.049470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:23.051074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:23.051320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:23.051551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:23.051842] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.051957] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.153532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.175921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.182952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.343020] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 52.4s | Global ETA: N/A [2025-11-22T01:33:23.344002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:23.344067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:23.349064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:23.350949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:23.351433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:23.351854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:23.352874] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.484788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.707811] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.11% | Symbol ETA: 49.8s | Global ETA: N/A [2025-11-22T01:33:23.708723] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:23.708783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:23.709441] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.764245] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 51.4s | Global ETA: N/A [2025-11-22T01:33:23.765196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:23.765261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:23.770280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:23.771953] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.44% | Symbol ETA: 54.2s | Global ETA: N/A [2025-11-22T01:33:23.772152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:23.772684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:23.772846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:23.772910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:23.773084] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.777698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:23.779415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:23.779896] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:23.832010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.904907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:23.908164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:24.072708] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 51.7s | Global ETA: N/A [2025-11-22T01:33:24.073607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:24.073692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:24.078528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:24.080297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:24.080791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:24.081175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:24.082040] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:24.210391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:24.397603] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.08% | Symbol ETA: 49.1s | Global ETA: N/A [2025-11-22T01:33:24.398494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:33:24.398564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:24.399283] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:24.490419] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 50.7s | Global ETA: N/A [2025-11-22T01:33:24.491322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:24.491385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:24.496244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:24.498102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:24.498587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:24.499013] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:24.502498] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.45% | Symbol ETA: 53.5s | Global ETA: N/A [2025-11-22T01:33:24.503382] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:24.503444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:24.508247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:24.510051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:24.510513] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:24.523876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:24.627827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:24.638922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:24.789089] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 51.0s | Global ETA: N/A [2025-11-22T01:33:24.790028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:24.790093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:24.794945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:24.796851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:24.797362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:24.797774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:24.798636] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:24.940521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:25.080659] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -4.95% | Symbol ETA: 48.4s | Global ETA: N/A [2025-11-22T01:33:25.207889] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 50.0s | Global ETA: N/A [2025-11-22T01:33:25.208901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:25.208964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:25.214311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:25.216219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:25.216790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:25.217287] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:25.245450] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.84% | Symbol ETA: 52.7s | Global ETA: N/A [2025-11-22T01:33:25.246390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:25.246491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:25.250751] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 16.18% [2025-11-22T01:33:25.251899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:25.253884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:25.254363] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:25.347612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:25.388402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:25.417953] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.20%, Actual: 6.25% [2025-11-22T01:33:25.541907] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 50.3s | Global ETA: N/A [2025-11-22T01:33:25.542876] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:25.542941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:25.548150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:25.550072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:25.550561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:25.550980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:25.551876] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:25.585188] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 3.38% [2025-11-22T01:33:25.683952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:25.750227] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 2.32% [2025-11-22T01:33:25.913938] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 49.3s | Global ETA: N/A [2025-11-22T01:33:25.914316] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 2.09% [2025-11-22T01:33:25.992134] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 52.0s | Global ETA: N/A [2025-11-22T01:33:25.993037] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:25.993099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:25.998044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:25.999776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:26.000233] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:26.079739] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 3.49% [2025-11-22T01:33:26.080791] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 0.78% [2025-11-22T01:33:26.124021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:26.246210] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 2.80% [2025-11-22T01:33:26.248238] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.27% [2025-11-22T01:33:26.271978] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 49.5s | Global ETA: N/A [2025-11-22T01:33:26.412766] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.11%, Actual: 7.88% [2025-11-22T01:33:26.417441] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 1.21% [2025-11-22T01:33:26.447708] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:33:26.578637] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.08%, Actual: 4.51% [2025-11-22T01:33:26.585190] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 1.11% [2025-11-22T01:33:26.619534] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:33:26.701631] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 51.3s | Global ETA: N/A [2025-11-22T01:33:26.702517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:26.702581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:26.707685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:26.709535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:26.710048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:26.743796] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -4.95%, Actual: 5.29% [2025-11-22T01:33:26.743970] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 48.7783% [2025-11-22T01:33:26.744068] [INFO ] [main ] KOS: KEPT add_directional_consistency (score: 48.78%) [2025-11-22T01:33:26.750840] [INFO ] [main ] KOS: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:33:26.750884] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T01:33:26.750921] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:26.755745] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.45% [2025-11-22T01:33:26.764734] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:26.765991] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:26.766053] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:26.766768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:26.790840] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:33:26.836165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:26.895033] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:26.896849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:26.922164] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.03% [2025-11-22T01:33:26.956959] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:33:27.088922] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 1.48% [2025-11-22T01:33:27.123175] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:33:27.255301] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 1.43% [2025-11-22T01:33:27.291960] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:27.423374] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 50.5s | Global ETA: N/A [2025-11-22T01:33:27.424120] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 0.52% [2025-11-22T01:33:27.457658] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 53.2s | Global ETA: N/A [2025-11-22T01:33:27.457917] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:27.458535] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:27.458597] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:27.459304] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:27.583501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:27.585383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:27.592125] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 0.73% [2025-11-22T01:33:27.592339] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 49.2793% [2025-11-22T01:33:27.592433] [INFO ] [main ] PFLT: DISCARDED add_directional_consistency (score: 49.28%) [2025-11-22T01:33:27.592479] [INFO ] [main ] PFLT: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:33:27.592513] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T01:33:27.592548] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:27.595200] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 0.23% [2025-11-22T01:33:27.604544] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:27.605883] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:27.605948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:27.610973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:27.612949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:27.613505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:27.613944] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:27.615739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:27.634604] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:33:27.769556] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 3.34%, Actual: 0.05% [2025-11-22T01:33:27.810569] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:33:27.946027] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.69% [2025-11-22T01:33:27.986804] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:33:27.987035] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:33:27.987156] [INFO ] [main ] BGY: DISCARDED add_directional_consistency (score: 28.78%) [2025-11-22T01:33:27.987200] [INFO ] [main ] BGY: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:33:27.987234] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T01:33:27.987270] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:27.999186] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:28.000718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:28.000796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:28.006280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:28.008174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:28.008686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:28.009085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:28.010060] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.011880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.119286] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.80% [2025-11-22T01:33:28.150481] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 52.5s | Global ETA: N/A [2025-11-22T01:33:28.151400] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:28.151462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:28.152153] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:28.187781] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 53.5s | Global ETA: N/A [2025-11-22T01:33:28.188680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:28.188756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:28.193513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:28.195254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:28.195750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:28.196144] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.197838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.275872] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.277691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.290579] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.44%, Actual: 6.18% [2025-11-22T01:33:28.464757] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.45%, Actual: 3.29% [2025-11-22T01:33:28.591156] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 54.5s | Global ETA: N/A [2025-11-22T01:33:28.592047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:28.592110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:28.596938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:28.598792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:28.599593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:28.600040] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:28.600904] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.602534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.638337] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.84%, Actual: 0.17% [2025-11-22T01:33:28.774339] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 52.9s | Global ETA: N/A [2025-11-22T01:33:28.775225] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:28.775288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:28.780224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:28.781971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:28.782437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:28.782857] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.784423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.811102] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.29% [2025-11-22T01:33:28.843824] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 4.52% | Symbol ETA: 51.8s | Global ETA: N/A [2025-11-22T01:33:28.844710] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:28.844776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:28.845439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:28.969926] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:28.971717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:28.982583] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 5.09% [2025-11-22T01:33:29.153192] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 3.09% [2025-11-22T01:33:29.153385] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.5495% [2025-11-22T01:33:29.153463] [INFO ] [main ] UAA: DISCARDED add_directional_consistency (score: 32.55%) [2025-11-22T01:33:29.153504] [INFO ] [main ] UAA: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:33:29.153537] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T01:33:29.153572] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:29.166373] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 53.8s | Global ETA: N/A [2025-11-22T01:33:29.166460] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:29.167507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:29.167573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:29.168425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:29.168487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:29.172678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:29.173277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:29.174554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:29.175046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:29.175048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:29.175514] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.175432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:29.176850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.177273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:29.178511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:29.386534] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.48% | Symbol ETA: 52.4s | Global ETA: N/A [2025-11-22T01:33:29.387932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:29.388010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:29.395213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:29.397918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:29.398589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:29.399143] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.401479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:29.566301] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -3.50% | Symbol ETA: 51.1s | Global ETA: N/A [2025-11-22T01:33:29.567738] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:29.567824] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:29.568901] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:29.754354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.757488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:29.873453] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 53.5s | Global ETA: N/A [2025-11-22T01:33:29.874595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:29.874685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:29.879806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:29.882182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:29.882788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:29.883260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:29.884378] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.886727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:29.915807] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 56.5s | Global ETA: N/A [2025-11-22T01:33:29.916841] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:29.916908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:29.923377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:29.925717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:29.926308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:29.928625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:30.279422] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.17% | Symbol ETA: 52.3s | Global ETA: N/A [2025-11-22T01:33:30.280433] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:30.280512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:30.285591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:30.287512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:30.288446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:30.288921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:30.290686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:30.470498] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 50.6s | Global ETA: N/A [2025-11-22T01:33:30.471427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:30.471490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:30.472239] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:30.601763] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:30.603783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:30.616396] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 53.1s | Global ETA: N/A [2025-11-22T01:33:30.617325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:30.617388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:30.622205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:30.623980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:30.624466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:30.624877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:30.625787] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:30.627462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:30.661034] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.53% | Symbol ETA: 55.7s | Global ETA: N/A [2025-11-22T01:33:30.661984] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:30.662048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:30.666970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:30.668832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:30.669323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:30.671064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:30.883161] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.75% | Symbol ETA: 51.5s | Global ETA: N/A [2025-11-22T01:33:30.884113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:30.884177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:30.889297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:30.891198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:30.891724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:30.892130] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:30.893839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.174977] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -2.41% | Symbol ETA: 49.9s | Global ETA: N/A [2025-11-22T01:33:31.175911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:31.175975] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:31.176682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:31.194471] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 52.3s | Global ETA: N/A [2025-11-22T01:33:31.195367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:31.195430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:31.200215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:31.201942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:31.202407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:31.202817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:31.203709] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.205319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.269070] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -3.44% | Symbol ETA: 54.7s | Global ETA: N/A [2025-11-22T01:33:31.269973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:31.270034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:31.274741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:31.276464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:31.276951] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.278547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.305497] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.307370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.488486] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 50.9s | Global ETA: N/A [2025-11-22T01:33:31.489394] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:31.489456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:31.494247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:31.496025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:31.496494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:31.496900] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.498507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.778610] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 51.7s | Global ETA: N/A [2025-11-22T01:33:31.779611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:31.779696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:31.784670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:31.786486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:31.786994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:31.787408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:31.788298] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.790019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.868226] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 53.8s | Global ETA: N/A [2025-11-22T01:33:31.869150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:31.869212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:31.874014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:31.875816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:31.876285] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:31.877946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:31.882635] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 49.1s | Global ETA: N/A [2025-11-22T01:33:31.883541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:31.883606] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:31.884313] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:32.014339] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.016541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.088193] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 50.2s | Global ETA: N/A [2025-11-22T01:33:32.089107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:32.089169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:32.093955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:32.095703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:32.096169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:32.096553] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.098302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.358787] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 51.0s | Global ETA: N/A [2025-11-22T01:33:32.359703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:32.359767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:32.364550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:32.366311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:32.366804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:32.367213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:32.368112] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.369767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.461501] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -4.86% | Symbol ETA: 53.0s | Global ETA: N/A [2025-11-22T01:33:32.462436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:32.462498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:32.467285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:32.469012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:32.469481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.471070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.578602] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.89% | Symbol ETA: 48.4s | Global ETA: N/A [2025-11-22T01:33:32.579517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:32.579579] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:32.580302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:32.666589] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.02% | Symbol ETA: 49.5s | Global ETA: N/A [2025-11-22T01:33:32.667513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:32.667576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:32.672493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:32.674367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:32.674872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:32.675274] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.676922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.703400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.705085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:32.955103] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 50.4s | Global ETA: N/A [2025-11-22T01:33:32.956010] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:32.956073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:32.960853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:32.962583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:32.963078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:32.963462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:32.964331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:32.965944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.060790] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 2.95% | Symbol ETA: 52.3s | Global ETA: N/A [2025-11-22T01:33:33.061734] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:33.061799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:33.067732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:33.069547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:33.070068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:33.071735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.244297] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 48.9s | Global ETA: N/A [2025-11-22T01:33:33.245192] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:33.245254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:33.250049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:33.251797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:33.252284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:33.252691] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:33.254286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.256695] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.44% | Symbol ETA: 47.7s | Global ETA: N/A [2025-11-22T01:33:33.257606] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:33.257688] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:33.258358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:33.378330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:33.380042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.542406] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 49.8s | Global ETA: N/A [2025-11-22T01:33:33.543303] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:33.543365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:33.548276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:33.550067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:33.550535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:33.550945] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:33.551812] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:33.553421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.682615] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 51.7s | Global ETA: N/A [2025-11-22T01:33:33.683528] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:33.683592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:33.688502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:33.690368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:33.690937] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:33.692549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:33.818798] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 48.3s | Global ETA: N/A [2025-11-22T01:33:33.934285] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 46.9s | Global ETA: N/A [2025-11-22T01:33:34.004357] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.78% [2025-11-22T01:33:34.102778] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 16.18% [2025-11-22T01:33:34.140918] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 49.2s | Global ETA: N/A [2025-11-22T01:33:34.173083] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.27% [2025-11-22T01:33:34.270495] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 6.25% [2025-11-22T01:33:34.274892] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 51.0s | Global ETA: N/A [2025-11-22T01:33:34.275788] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:34.275864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:34.280696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:34.282450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:34.282930] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:34.284508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:34.317836] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:33:34.342910] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 1.21% [2025-11-22T01:33:34.437226] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 4.52%, Actual: 3.38% [2025-11-22T01:33:34.489196] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:33:34.512892] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.17%, Actual: 1.11% [2025-11-22T01:33:34.604106] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -3.50%, Actual: 2.32% [2025-11-22T01:33:34.663493] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.33% [2025-11-22T01:33:34.680988] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.75%, Actual: 0.45% [2025-11-22T01:33:34.770621] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 2.09% [2025-11-22T01:33:34.835605] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:33:34.847903] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.32%, Actual: 1.03% [2025-11-22T01:33:34.866094] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 50.4s | Global ETA: N/A [2025-11-22T01:33:34.867024] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:33:34.867449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:34.872514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:34.874395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:34.874900] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:34.876563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:34.939225] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -2.41%, Actual: 3.49% [2025-11-22T01:33:35.012816] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 1.48% [2025-11-22T01:33:35.022133] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:33:35.110102] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 2.80% [2025-11-22T01:33:35.181063] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 1.43% [2025-11-22T01:33:35.195134] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:35.282025] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.89%, Actual: 7.88% [2025-11-22T01:33:35.347862] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.97%, Actual: 0.52% [2025-11-22T01:33:35.363412] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:35.449617] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.44%, Actual: 4.51% [2025-11-22T01:33:35.461939] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.80% | Symbol ETA: 49.8s | Global ETA: N/A [2025-11-22T01:33:35.516319] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.73% [2025-11-22T01:33:35.516541] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 47.3339% [2025-11-22T01:33:35.516624] [INFO ] [main ] PFLT: DISCARDED add_fullday_parkinson_range (score: 47.33%) [2025-11-22T01:33:35.516688] [INFO ] [main ] PFLT: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:33:35.516724] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T01:33:35.517128] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:35.528538] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:35.529859] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:35.529937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:35.532544] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:33:35.534823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:35.536585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:35.537137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:35.537522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:35.582067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:35.623514] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 5.29% [2025-11-22T01:33:35.623778] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 42.1473% [2025-11-22T01:33:35.623834] [INFO ] [main ] KOS: DISCARDED add_fullday_parkinson_range (score: 42.15%) [2025-11-22T01:33:35.623874] [INFO ] [main ] KOS: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:33:35.623905] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T01:33:35.623940] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:35.635971] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:35.637327] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:35.637391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:35.638205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:35.638424] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 0.23% [2025-11-22T01:33:35.702235] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:33:35.768766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:35.811469] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.53%, Actual: 0.05% [2025-11-22T01:33:35.813842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:35.872532] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:33:35.872759] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.6837% [2025-11-22T01:33:35.872852] [INFO ] [main ] BGY: DISCARDED add_fullday_parkinson_range (score: 26.68%) [2025-11-22T01:33:35.872912] [INFO ] [main ] BGY: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:33:35.872953] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_fill_state'] [2025-11-22T01:33:35.872995] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:35.884037] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:35.885313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:35.885376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:35.890235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:35.892014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:35.892486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:35.892899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:35.893779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:35.938432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:35.980966] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -3.44%, Actual: 0.69% [2025-11-22T01:33:36.150133] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 1.80% [2025-11-22T01:33:36.153317] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 43.5s | Global ETA: N/A [2025-11-22T01:33:36.154223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:36.154286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:36.159115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:36.161000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:36.161588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:36.162102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:36.206408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:36.319879] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -4.86%, Actual: 6.18% [2025-11-22T01:33:36.380810] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.25% | Symbol ETA: 49.1s | Global ETA: N/A [2025-11-22T01:33:36.381773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:36.381837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:36.382536] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:36.491078] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.95%, Actual: 3.29% [2025-11-22T01:33:36.512519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:36.516793] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 43.4s | Global ETA: N/A [2025-11-22T01:33:36.517780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:36.517847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:36.522931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:36.524762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:36.525248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:36.525668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:36.526543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:36.559326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:36.572119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:36.663060] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.17% [2025-11-22T01:33:36.777684] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 42.9s | Global ETA: N/A [2025-11-22T01:33:36.778721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:36.778787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:36.784280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:36.786303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:36.786871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:36.787324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:36.829696] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 1.29% [2025-11-22T01:33:36.841306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:36.999408] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 3.37%, Actual: 5.09% [2025-11-22T01:33:37.131144] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 48.4s | Global ETA: N/A [2025-11-22T01:33:37.132031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:37.132093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:37.132776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:37.149292] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.42% | Symbol ETA: 42.7s | Global ETA: N/A [2025-11-22T01:33:37.150271] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:37.150337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:37.155356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:37.157198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:37.157704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:37.158134] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:37.159074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.167400] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.80%, Actual: 3.09% [2025-11-22T01:33:37.167606] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 47.1268% [2025-11-22T01:33:37.167746] [INFO ] [main ] UAA: KEPT add_fullday_parkinson_range (score: 47.13%) [2025-11-22T01:33:37.167793] [INFO ] [main ] UAA: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:33:37.167829] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T01:33:37.167864] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:37.180977] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:37.182389] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:37.182451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:37.187401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:37.189256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:37.189778] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:37.191469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.205130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.238741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.257498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.303681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.459942] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 42.4s | Global ETA: N/A [2025-11-22T01:33:37.460867] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:37.460931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:37.465994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:37.467845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:37.468333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:37.468755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.514588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.835971] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 42.2s | Global ETA: N/A [2025-11-22T01:33:37.836869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:37.836937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:37.838783] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 44.2s | Global ETA: N/A [2025-11-22T01:33:37.839703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:37.839768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:37.841762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:37.843528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:37.844031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:37.844418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:37.844714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:37.845286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.846617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:37.847167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:37.848897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:37.869334] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 47.6s | Global ETA: N/A [2025-11-22T01:33:37.870233] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:37.870295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:37.870982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:37.889184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.895534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:37.998366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.043010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:38.086276] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.64% | Symbol ETA: 41.7s | Global ETA: N/A [2025-11-22T01:33:38.087189] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:38.087252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:38.092058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:38.093819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:38.094287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:38.094690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.139100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:38.460943] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 41.5s | Global ETA: N/A [2025-11-22T01:33:38.461976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:38.462047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:38.467040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:38.468886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:38.469371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:38.469794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:38.470699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.505148] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 4.31% | Symbol ETA: 43.6s | Global ETA: N/A [2025-11-22T01:33:38.506120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:38.506185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:38.511130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:38.512949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:38.513428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:38.515070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.516588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:38.562549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:38.676009] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 47.0s | Global ETA: N/A [2025-11-22T01:33:38.676978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:38.677089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:38.677812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:38.718370] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.33% | Symbol ETA: 41.0s | Global ETA: N/A [2025-11-22T01:33:38.719299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:38.719363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:38.724484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:38.726387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:38.726908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:38.727338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.773055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:38.814755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:38.867508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.088913] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 40.9s | Global ETA: N/A [2025-11-22T01:33:39.089794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:39.089858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:39.094634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:39.096383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:39.096867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:39.097283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:39.098150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.141792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.156935] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -3.80% | Symbol ETA: 42.9s | Global ETA: N/A [2025-11-22T01:33:39.157868] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:39.157932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:39.162964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:39.164847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:39.165325] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:39.167123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.211700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.380497] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 40.4s | Global ETA: N/A [2025-11-22T01:33:39.381493] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:39.381573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:39.387154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:39.389266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:39.389835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:39.390274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.440773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.453529] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 46.2s | Global ETA: N/A [2025-11-22T01:33:39.454418] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:39.454480] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:39.455170] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:39.580300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.625601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.753375] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 40.3s | Global ETA: N/A [2025-11-22T01:33:39.754266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:39.754329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:39.759213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:39.761076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:39.761549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:39.761955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:39.762840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.790043] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.22% | Symbol ETA: 42.2s | Global ETA: N/A [2025-11-22T01:33:39.790929] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:39.790992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:39.795715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:39.797459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:39.797941] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:39.799881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:39.807105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:39.842974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.028656] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 39.8s | Global ETA: N/A [2025-11-22T01:33:40.029543] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:40.029606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:40.034338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:40.036106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:40.036570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:40.037024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:40.079834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.193664] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 45.4s | Global ETA: N/A [2025-11-22T01:33:40.194528] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:40.194589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:40.195301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:40.323274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:40.368584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.382865] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 39.6s | Global ETA: N/A [2025-11-22T01:33:40.383766] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:40.383829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:40.388626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:40.390373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:40.390871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:40.391259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:40.392104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:40.435546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.435857] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.76% | Symbol ETA: 41.5s | Global ETA: N/A [2025-11-22T01:33:40.436754] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:40.436817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:40.441570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:40.443381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:40.443863] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:40.445445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:40.487991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.684096] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 39.1s | Global ETA: N/A [2025-11-22T01:33:40.684991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:40.685055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:40.689922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:40.691662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:40.692133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:40.692517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:40.735493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:40.932478] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 44.7s | Global ETA: N/A [2025-11-22T01:33:40.933380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:40.933441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:40.934142] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:41.021122] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 39.0s | Global ETA: N/A [2025-11-22T01:33:41.022025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:41.022088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:41.026995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:41.028829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:41.029319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:41.029743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:41.030606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.058422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.074610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.078796] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 40.9s | Global ETA: N/A [2025-11-22T01:33:41.079719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:41.079784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:41.084740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:41.086533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:41.087037] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:41.088692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.102318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.133607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.299225] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 3.79% | Symbol ETA: 38.5s | Global ETA: N/A [2025-11-22T01:33:41.300144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:41.300206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:41.304956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:41.306705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:41.307230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:41.307620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.350517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.642257] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 38.3s | Global ETA: N/A [2025-11-22T01:33:41.643183] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:41.643248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:41.648235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:41.650046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:41.650572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:41.650999] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:41.651887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.672500] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 43.9s | Global ETA: N/A [2025-11-22T01:33:41.673397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:41.673459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:41.674145] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:41.695163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.737125] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 7.28% | Symbol ETA: 40.2s | Global ETA: N/A [2025-11-22T01:33:41.738056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:41.738119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:41.743445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:41.745207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:41.745688] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:41.747736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.794014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.805277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:41.851858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:41.944263] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 37.9s | Global ETA: N/A [2025-11-22T01:33:42.111988] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 0.78% [2025-11-22T01:33:42.266720] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 37.7s | Global ETA: N/A [2025-11-22T01:33:42.278624] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 0.27% [2025-11-22T01:33:42.392728] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 39.6s | Global ETA: N/A [2025-11-22T01:33:42.393694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:42.393759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:42.398763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:42.400548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:42.401048] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:42.402710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:42.426739] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 43.1s | Global ETA: N/A [2025-11-22T01:33:42.427628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:42.427710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:42.428380] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:42.434034] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 2.41% [2025-11-22T01:33:42.445697] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.21% [2025-11-22T01:33:42.448847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:42.555162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:42.600470] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 1.52% [2025-11-22T01:33:42.602888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:42.613187] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.64%, Actual: 1.11% [2025-11-22T01:33:42.767895] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.33% [2025-11-22T01:33:42.782810] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.33%, Actual: 0.45% [2025-11-22T01:33:42.949254] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 1.03% [2025-11-22T01:33:42.949272] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.06% [2025-11-22T01:33:43.089168] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 4.96% | Symbol ETA: 38.9s | Global ETA: N/A [2025-11-22T01:33:43.090056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:43.090120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:43.094849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:43.096555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:43.097033] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:43.098639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:33:43.115227] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 1.48% [2025-11-22T01:33:43.118266] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.30% [2025-11-22T01:33:43.142456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:43.172588] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.97% | Symbol ETA: 42.4s | Global ETA: N/A [2025-11-22T01:33:43.281199] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 1.43% [2025-11-22T01:33:43.285392] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:43.342621] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.25%, Actual: 16.18% [2025-11-22T01:33:43.447970] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 3.79%, Actual: 0.52% [2025-11-22T01:33:43.452046] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:43.514806] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 6.25% [2025-11-22T01:33:43.614162] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.73% [2025-11-22T01:33:43.614332] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 36.0237% [2025-11-22T01:33:43.614415] [INFO ] [main ] PFLT: DISCARDED add_gap_fill_state (score: 36.02%) [2025-11-22T01:33:43.614457] [INFO ] [main ] PFLT: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:33:43.614490] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite'] [2025-11-22T01:33:43.614555] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:43.619167] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:33:43.625976] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:43.627219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:43.627284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:43.632144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:43.633930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:43.634393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:43.634801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:43.635728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:43.687802] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 3.38% [2025-11-22T01:33:43.727736] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.91% | Symbol ETA: 38.3s | Global ETA: N/A [2025-11-22T01:33:43.786173] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.18% [2025-11-22T01:33:43.858435] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 2.32% [2025-11-22T01:33:43.896335] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 0.23% [2025-11-22T01:33:43.953047] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:33:43.953242] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 22.2045% [2025-11-22T01:33:43.953327] [INFO ] [main ] BGY: DISCARDED add_gap_fill_state (score: 22.20%) [2025-11-22T01:33:43.953369] [INFO ] [main ] BGY: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:33:43.953400] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_morning_composite'] [2025-11-22T01:33:43.953437] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:43.964214] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:43.965377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:43.965440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:43.970256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:43.972006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:43.972485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:43.972895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:43.973753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:43.974722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:44.029931] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 2.09% [2025-11-22T01:33:44.063903] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 4.31%, Actual: 0.05% [2025-11-22T01:33:44.202470] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 39.2s | Global ETA: N/A [2025-11-22T01:33:44.203386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:44.203448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:44.208344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:44.208993] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 3.49% [2025-11-22T01:33:44.210144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:44.210619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:44.211053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:44.212002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:44.230752] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -3.80%, Actual: 0.69% [2025-11-22T01:33:44.383533] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 2.80% [2025-11-22T01:33:44.401163] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.22%, Actual: 1.80% [2025-11-22T01:33:44.563898] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 7.88% [2025-11-22T01:33:44.570791] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 6.18% [2025-11-22T01:33:44.572573] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 39.4s | Global ETA: N/A [2025-11-22T01:33:44.573463] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:44.573527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:44.578406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:44.580192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:44.580690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:44.581084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:44.581947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:44.582912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:44.733067] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 4.51% [2025-11-22T01:33:44.740700] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 3.29% [2025-11-22T01:33:44.776992] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 38.6s | Global ETA: N/A [2025-11-22T01:33:44.777938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:44.778000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:44.783175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:44.784948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:44.785419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:44.785823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:44.786744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:44.903851] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.97%, Actual: 5.29% [2025-11-22T01:33:44.904060] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 31.2380% [2025-11-22T01:33:44.904145] [INFO ] [main ] KOS: DISCARDED add_gap_fill_state (score: 31.24%) [2025-11-22T01:33:44.904187] [INFO ] [main ] KOS: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:33:44.904219] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T01:33:44.904254] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:44.906822] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 7.28%, Actual: 0.17% [2025-11-22T01:33:44.916099] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:44.917659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:44.917721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:44.918426] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:45.045675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.050004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.072686] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -2.21%, Actual: 1.29% [2025-11-22T01:33:45.147135] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 38.7s | Global ETA: N/A [2025-11-22T01:33:45.148040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:45.148109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:45.152903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:45.154667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:45.155146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:45.155541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:45.156406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.157381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.239617] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 4.96%, Actual: 5.09% [2025-11-22T01:33:45.355358] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 38.0s | Global ETA: N/A [2025-11-22T01:33:45.356246] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:45.356308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:45.361118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:45.362877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:45.363372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:45.363777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.364694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.411771] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.91%, Actual: 3.09% [2025-11-22T01:33:45.411976] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 38.0764% [2025-11-22T01:33:45.412031] [INFO ] [main ] UAA: DISCARDED add_gap_fill_state (score: 38.08%) [2025-11-22T01:33:45.412073] [INFO ] [main ] UAA: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:33:45.412106] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T01:33:45.412500] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:45.426492] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:45.427871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:45.427935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:45.432814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:45.434581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:45.435077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:45.436694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.437657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.628194] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -3.29% | Symbol ETA: 45.4s | Global ETA: N/A [2025-11-22T01:33:45.629140] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:45.629219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:45.629964] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:45.733393] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.45% | Symbol ETA: 38.1s | Global ETA: N/A [2025-11-22T01:33:45.734318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:45.734381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:45.739228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:45.741220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:45.741869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:45.742297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:45.743251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.744252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.760113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.761398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:45.926123] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.38% | Symbol ETA: 37.5s | Global ETA: N/A [2025-11-22T01:33:45.927004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:45.927097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:45.931939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:45.933715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:45.934187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:45.934570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:45.935508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.018670] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.59% | Symbol ETA: 39.9s | Global ETA: N/A [2025-11-22T01:33:46.019543] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:46.019605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:46.024336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:46.026073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:46.026536] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:46.028233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.029196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.312445] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 37.5s | Global ETA: N/A [2025-11-22T01:33:46.313336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:46.313400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:46.318167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:46.319965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:46.320433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:46.320844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:46.321698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.322616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.323319] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 44.6s | Global ETA: N/A [2025-11-22T01:33:46.324206] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:46.324268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:46.324958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:46.453340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.454534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.504018] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.73% | Symbol ETA: 36.9s | Global ETA: N/A [2025-11-22T01:33:46.504945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:46.505008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:46.509907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:46.511723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:46.512200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:46.512586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.513522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.623618] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 4.02% | Symbol ETA: 39.4s | Global ETA: N/A [2025-11-22T01:33:46.624530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:46.624594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:46.629631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:46.631458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:46.631959] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:46.633666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.634663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:46.882051] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 36.9s | Global ETA: N/A [2025-11-22T01:33:46.883275] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:46.883339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:46.888088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:46.889816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:46.890291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:46.890706] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:46.891547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:46.892486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.022395] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 43.9s | Global ETA: N/A [2025-11-22T01:33:47.023318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:47.023381] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:47.024089] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:47.075437] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 36.3s | Global ETA: N/A [2025-11-22T01:33:47.076334] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:47.076398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:47.081450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:47.083332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:47.083844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:47.084233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.085186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.154878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.156116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.222916] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 38.8s | Global ETA: N/A [2025-11-22T01:33:47.223798] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:47.223859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:47.228622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:47.230335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:47.230817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:47.232396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.233329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.458485] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 36.3s | Global ETA: N/A [2025-11-22T01:33:47.459420] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:47.459506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:47.464292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:47.466071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:47.466547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:47.466955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:47.467832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.468804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.654132] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 35.7s | Global ETA: N/A [2025-11-22T01:33:47.655024] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:47.655087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:47.659927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:47.661625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:47.662110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:47.662493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.663425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.723408] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 43.2s | Global ETA: N/A [2025-11-22T01:33:47.724300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:47.724362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:47.725051] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:47.819112] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 38.2s | Global ETA: N/A [2025-11-22T01:33:47.820028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:47.820091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:47.824868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:47.826634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:47.827145] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:47.828827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.829805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:47.852044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:47.853273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.043440] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 35.7s | Global ETA: N/A [2025-11-22T01:33:48.044456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:48.044524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:48.050549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:48.053192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:48.053839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:48.054323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:48.055425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.056871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.241144] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 35.2s | Global ETA: N/A [2025-11-22T01:33:48.242072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:48.242134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:48.247079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:48.248964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:48.249451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:48.249860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.250780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.419847] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 42.5s | Global ETA: N/A [2025-11-22T01:33:48.420787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:48.420850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:48.421553] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:48.431045] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.76% | Symbol ETA: 37.6s | Global ETA: N/A [2025-11-22T01:33:48.431966] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:48.432029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:48.436825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:48.438603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:48.439086] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:48.440720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.441636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.548353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.549521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.654774] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 35.1s | Global ETA: N/A [2025-11-22T01:33:48.655707] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:48.655771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:48.660570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:48.662332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:48.662836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:48.663229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:48.664086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.665112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:48.814560] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 34.6s | Global ETA: N/A [2025-11-22T01:33:48.815465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:48.815527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:48.820757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:48.822487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:48.822995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:48.823415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:48.824329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.021831] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 37.0s | Global ETA: N/A [2025-11-22T01:33:49.022758] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:49.022822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:49.027624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:49.029431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:49.029925] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:49.031540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:49.032487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.117464] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 41.8s | Global ETA: N/A [2025-11-22T01:33:49.118402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:49.118465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:49.119187] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:49.228025] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 34.5s | Global ETA: N/A [2025-11-22T01:33:49.228928] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:49.228992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:49.233758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:49.235489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:49.235983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:49.236409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:49.237341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:49.238311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.247719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:49.248897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.387375] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 34.0s | Global ETA: N/A [2025-11-22T01:33:49.555770] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 0.78% [2025-11-22T01:33:49.613323] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.61% | Symbol ETA: 36.4s | Global ETA: N/A [2025-11-22T01:33:49.614217] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:49.614279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:49.619185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:49.620975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:49.621437] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:49.623107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:49.624114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.723475] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.27% [2025-11-22T01:33:49.809869] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 41.1s | Global ETA: N/A [2025-11-22T01:33:49.810760] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:49.810821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:49.811507] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:49.812538] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 33.9s | Global ETA: N/A [2025-11-22T01:33:49.890086] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.21% [2025-11-22T01:33:49.937032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:49.938273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:49.983342] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 2.41% [2025-11-22T01:33:50.056607] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.38%, Actual: 1.11% [2025-11-22T01:33:50.150808] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 1.52% [2025-11-22T01:33:50.223578] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 0.45% [2025-11-22T01:33:50.235356] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.86% | Symbol ETA: 35.8s | Global ETA: N/A [2025-11-22T01:33:50.236235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:50.236296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:50.241043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:50.242783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:50.243253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:50.244852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:50.245820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:50.320238] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 0.33% [2025-11-22T01:33:50.392301] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 1.03% [2025-11-22T01:33:50.491047] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:33:50.505737] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.15% | Symbol ETA: 40.4s | Global ETA: N/A [2025-11-22T01:33:50.506626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:50.506706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:50.507403] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:50.565507] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 1.48% [2025-11-22T01:33:50.633308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:50.634494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:50.659462] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:33:50.733336] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 1.43% [2025-11-22T01:33:50.826820] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:50.849783] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 35.2s | Global ETA: N/A [2025-11-22T01:33:50.850743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:50.850807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:50.856330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:50.858265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:50.858802] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:50.860925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:50.861910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:50.898862] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.10%, Actual: 0.52% [2025-11-22T01:33:50.993506] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.02% [2025-11-22T01:33:51.064960] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 0.73% [2025-11-22T01:33:51.065149] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 46.1244% [2025-11-22T01:33:51.065250] [INFO ] [main ] PFLT: DISCARDED add_gap_morning_composite (score: 46.12%) [2025-11-22T01:33:51.065293] [INFO ] [main ] PFLT: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:33:51.065325] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state'] [2025-11-22T01:33:51.065547] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:51.077767] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:51.078942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:51.079004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:51.083792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:51.085553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:51.086043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:51.086430] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:51.143453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:51.161402] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.26% [2025-11-22T01:33:51.193116] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.15% | Symbol ETA: 39.7s | Global ETA: N/A [2025-11-22T01:33:51.194009] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:51.194070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:51.194812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:51.319330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:33:51.320380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:51.328482] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.18% [2025-11-22T01:33:51.488133] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -3.12% | Symbol ETA: 34.6s | Global ETA: N/A [2025-11-22T01:33:51.496577] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:33:51.496799] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 25.9298% [2025-11-22T01:33:51.496887] [INFO ] [main ] BGY: DISCARDED add_gap_morning_composite (score: 25.93%) [2025-11-22T01:33:51.496930] [INFO ] [main ] BGY: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:33:51.496961] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gap_resolution_state'] [2025-11-22T01:33:51.496997] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:51.508210] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:51.509610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:51.509693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:51.514505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:51.516355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:51.516858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:51.517306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:51.518182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:51.575202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:51.664721] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 0.23% [2025-11-22T01:33:51.709719] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 33.5s | Global ETA: N/A [2025-11-22T01:33:51.710587] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:51.710667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:51.715467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:51.717234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:51.717740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:51.718123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:51.775270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:51.852462] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 4.02%, Actual: 0.05% [2025-11-22T01:33:51.902221] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.51% | Symbol ETA: 39.0s | Global ETA: N/A [2025-11-22T01:33:52.025721] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 0.69% [2025-11-22T01:33:52.077343] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -3.29%, Actual: 16.18% [2025-11-22T01:33:52.154489] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 33.9s | Global ETA: N/A [2025-11-22T01:33:52.155405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:52.155470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:52.160413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:52.162188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:52.162710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:52.163115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:52.164004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:52.194846] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.45%, Actual: 1.80% [2025-11-22T01:33:52.221425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:52.242621] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 6.25% [2025-11-22T01:33:52.337564] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.65% | Symbol ETA: 32.8s | Global ETA: N/A [2025-11-22T01:33:52.338497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:52.338559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:52.343328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:52.345078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:52.345551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:52.345955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:52.366982] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.76%, Actual: 6.18% [2025-11-22T01:33:52.403086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:52.409675] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 3.38% [2025-11-22T01:33:52.543563] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 3.29% [2025-11-22T01:33:52.579072] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.32% [2025-11-22T01:33:52.716790] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.61%, Actual: 0.17% [2025-11-22T01:33:52.748829] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 2.09% [2025-11-22T01:33:52.792171] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 33.2s | Global ETA: N/A [2025-11-22T01:33:52.793123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:52.793185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:52.797991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:52.799754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:52.800230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:52.800626] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:52.801490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:52.857629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:52.891185] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.86%, Actual: 1.29% [2025-11-22T01:33:52.916263] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 3.49% [2025-11-22T01:33:52.972061] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 32.2s | Global ETA: N/A [2025-11-22T01:33:52.972997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:52.973059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:52.977901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:52.979602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:52.980095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:52.980488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:53.035942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:53.067867] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 5.09% [2025-11-22T01:33:53.083057] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.79%, Actual: 2.80% [2025-11-22T01:33:53.243853] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -3.12%, Actual: 3.09% [2025-11-22T01:33:53.244073] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 36.9237% [2025-11-22T01:33:53.244185] [INFO ] [main ] UAA: DISCARDED add_gap_morning_composite (score: 36.92%) [2025-11-22T01:33:53.244231] [INFO ] [main ] UAA: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:33:53.244268] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T01:33:53.244306] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:33:53.248361] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 7.88% [2025-11-22T01:33:53.258412] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:53.259921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:53.259984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:53.265035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:53.266859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:53.267361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:53.268997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:53.328114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:53.416486] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.15%, Actual: 4.51% [2025-11-22T01:33:53.429697] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 32.6s | Global ETA: N/A [2025-11-22T01:33:53.430564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:53.430626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:53.435539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:53.437337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:53.437834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:53.438223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:53.439077] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:53.495725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:53.584039] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.51%, Actual: 5.29% [2025-11-22T01:33:53.584223] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 44.5596% [2025-11-22T01:33:53.584311] [INFO ] [main ] KOS: DISCARDED add_gap_morning_composite (score: 44.56%) [2025-11-22T01:33:53.584353] [INFO ] [main ] KOS: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:33:53.584386] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T01:33:53.584421] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:33:53.595976] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:53.597236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:53.597298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:53.598022] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:53.619015] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.88% | Symbol ETA: 31.6s | Global ETA: N/A [2025-11-22T01:33:53.619916] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:53.619978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:53.624849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:53.626600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:53.627103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:53.627496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:53.685495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:53.733212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:53.791226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:53.947853] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 35.4s | Global ETA: N/A [2025-11-22T01:33:53.948796] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:53.948865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:53.954071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:53.955906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:53.956389] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:53.958107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.015899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.090659] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 32.0s | Global ETA: N/A [2025-11-22T01:33:54.091591] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:54.091690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:54.096705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:54.098526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:54.099040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:54.099467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:54.100399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.158111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.267054] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.18% | Symbol ETA: 31.0s | Global ETA: N/A [2025-11-22T01:33:54.267985] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:54.268048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:54.272758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:54.274502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:54.274989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:54.275381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.330124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.366966] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.84% | Symbol ETA: 39.3s | Global ETA: N/A [2025-11-22T01:33:54.367926] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:54.367989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:54.368721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:54.501935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.560331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.608317] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.60% | Symbol ETA: 34.6s | Global ETA: N/A [2025-11-22T01:33:54.612477] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:54.612540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:54.617341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:54.619136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:54.619632] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:54.621257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.677745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.729539] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 31.3s | Global ETA: N/A [2025-11-22T01:33:54.730445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:54.730508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:54.735228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:54.737027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:54.737571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:54.738003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:54.738918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.795720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:54.895810] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 30.3s | Global ETA: N/A [2025-11-22T01:33:54.896709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:54.896771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:54.901494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:54.903226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:54.903710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:54.904092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:54.959129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:55.152845] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 38.6s | Global ETA: N/A [2025-11-22T01:33:55.153738] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:55.153799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:55.154476] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:55.273190] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.01% | Symbol ETA: 33.9s | Global ETA: N/A [2025-11-22T01:33:55.274239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:55.274335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:55.279564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:55.281516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:55.282013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:55.283621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:55.293840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:55.344138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:55.352298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:55.364704] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 30.7s | Global ETA: N/A [2025-11-22T01:33:55.365580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:55.365663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:55.370887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:55.372614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:55.373122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:55.373509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:55.374362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:55.429509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:55.550890] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 29.7s | Global ETA: N/A [2025-11-22T01:33:55.551941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:55.552005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:55.557219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:55.559171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:55.559706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:55.560120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:55.620811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:55.923735] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 2.73% | Symbol ETA: 37.8s | Global ETA: N/A [2025-11-22T01:33:55.924631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:55.924712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:55.925381] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:55.940072] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.50% | Symbol ETA: 33.2s | Global ETA: N/A [2025-11-22T01:33:55.940975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:55.941038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:55.945814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:55.947592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:55.948100] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:55.949742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:55.999172] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 30.0s | Global ETA: N/A [2025-11-22T01:33:56.000112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:56.000176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:56.005100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:56.005909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.006885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:56.007374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:56.007787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:56.008619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.052460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.064317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.109405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.219130] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 29.1s | Global ETA: N/A [2025-11-22T01:33:56.220108] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:56.220172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:56.225219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:56.227090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:56.227576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:56.228007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.287688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.587714] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 32.5s | Global ETA: N/A [2025-11-22T01:33:56.588588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:56.588670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:56.593415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:56.595160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:56.595620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:56.597272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.630356] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 29.4s | Global ETA: N/A [2025-11-22T01:33:56.631303] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:56.631366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:56.636332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:56.638197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:56.638708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:56.639102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:56.640005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.651820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.674089] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -2.61% | Symbol ETA: 37.0s | Global ETA: N/A [2025-11-22T01:33:56.674978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:56.675040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:56.675750] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:56.695808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.799378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.847978] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.93% | Symbol ETA: 28.4s | Global ETA: N/A [2025-11-22T01:33:56.848866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:56.848928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:56.853659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:56.853971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:56.855378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:56.855861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:56.856245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:56.910698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:57.264940] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 31.9s | Global ETA: N/A [2025-11-22T01:33:57.265837] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:57.265899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:57.268285] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 28.8s | Global ETA: N/A [2025-11-22T01:33:57.269194] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:57.269257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:57.270689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:57.272532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:57.273011] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:57.274147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:57.274612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:57.275990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:57.276534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:57.276955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:57.277890] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:57.329326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:57.333795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:57.453795] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 36.2s | Global ETA: N/A [2025-11-22T01:33:57.455017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:57.455079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:57.455772] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:57.472952] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 27.8s | Global ETA: N/A [2025-11-22T01:33:57.590151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:57.641173] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 0.78% [2025-11-22T01:33:57.645835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:57.808888] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.65%, Actual: 0.27% [2025-11-22T01:33:57.920178] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 31.2s | Global ETA: N/A [2025-11-22T01:33:57.921121] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:57.921184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:57.925982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:57.927746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:57.928204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:57.928175] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 28.1s | Global ETA: N/A [2025-11-22T01:33:57.929849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:57.977736] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.11%, Actual: 1.21% [2025-11-22T01:33:57.984512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:58.099687] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:33:58.161806] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.88%, Actual: 1.11% [2025-11-22T01:33:58.224579] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 35.4s | Global ETA: N/A [2025-11-22T01:33:58.225549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:58.225615] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:58.226337] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:58.268581] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:33:58.331132] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.18%, Actual: 0.45% [2025-11-22T01:33:58.357603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:58.414133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:58.439097] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:33:58.518062] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 1.03% [2025-11-22T01:33:58.558949] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 30.5s | Global ETA: N/A [2025-11-22T01:33:58.559846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:58.559910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:58.564683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:58.566403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:58.566884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:58.568570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:58.609094] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:33:58.623415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:58.691247] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 1.48% [2025-11-22T01:33:58.780723] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:33:58.917548] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.43% [2025-11-22T01:33:58.949780] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:33:58.987638] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 34.7s | Global ETA: N/A [2025-11-22T01:33:58.988562] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:58.988624] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:58.989313] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:59.087446] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 0.52% [2025-11-22T01:33:59.113619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:59.117048] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:33:59.169434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:59.205225] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 29.9s | Global ETA: N/A [2025-11-22T01:33:59.206126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:59.206189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:59.210969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:59.212717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:33:59.213177] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:33:59.214785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:59.257309] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.73% [2025-11-22T01:33:59.257509] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.9844% [2025-11-22T01:33:59.257595] [INFO ] [main ] PFLT: DISCARDED add_gap_resolution_state (score: 38.98%) [2025-11-22T01:33:59.257636] [INFO ] [main ] PFLT: Testing feature 13/53: add_gaps [2025-11-22T01:33:59.257689] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps'] [2025-11-22T01:33:59.257725] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:33:59.268323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:59.268682] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:59.270176] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:59.270238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:59.275014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:59.276803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:59.277292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:59.277700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:33:59.278449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:59.339491] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:33:59.508134] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:33:59.677285] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:33:59.677502] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.3667% [2025-11-22T01:33:59.677584] [INFO ] [main ] BGY: DISCARDED add_gap_resolution_state (score: 28.37%) [2025-11-22T01:33:59.677624] [INFO ] [main ] BGY: Testing feature 13/53: add_gaps [2025-11-22T01:33:59.677677] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_gaps'] [2025-11-22T01:33:59.677715] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:33:59.688503] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:33:59.689690] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:33:59.689757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:59.694527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:59.696341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:59.696835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:59.697243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:33:59.698177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:33:59.698978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:59.739612] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 33.9s | Global ETA: N/A [2025-11-22T01:33:59.740557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:33:59.740622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:33:59.741352] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:33:59.847741] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.28% | Symbol ETA: 29.2s | Global ETA: N/A [2025-11-22T01:33:59.849835] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 32.5s | Global ETA: N/A [2025-11-22T01:33:59.850768] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:33:59.850829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:33:59.855623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:33:59.857384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:33:59.857869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:33:59.858256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:33:59.859012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:33:59.872050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:33:59.929002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:00.015879] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 0.23% [2025-11-22T01:34:00.184935] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 0.05% [2025-11-22T01:34:00.413717] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.01%, Actual: 0.69% [2025-11-22T01:34:00.416737] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 33.3s | Global ETA: N/A [2025-11-22T01:34:00.417882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:00.423720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:00.431599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:00.436475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:00.436999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:00.437445] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:00.438327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:00.439593] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 32.0s | Global ETA: N/A [2025-11-22T01:34:00.440499] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:00.440563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:00.442124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:00.445436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:00.447523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:00.448039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:00.448425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:00.449185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:00.569061] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 6.95% | Symbol ETA: 33.1s | Global ETA: N/A [2025-11-22T01:34:00.570001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:00.570066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:00.570841] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:00.724479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:34:00.758785] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 1.80% [2025-11-22T01:34:00.778875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:01.001085] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 6.18% [2025-11-22T01:34:01.126327] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 33.0s | Global ETA: N/A [2025-11-22T01:34:01.127300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:01.127368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:01.132118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:01.133867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:01.134341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:01.134750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:01.135596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:01.136384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:01.168409] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 3.29% [2025-11-22T01:34:01.231157] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 31.9s | Global ETA: N/A [2025-11-22T01:34:01.232080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:01.232144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:01.237438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:01.239420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:01.239925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:01.240318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:01.241221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:01.341631] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.17% [2025-11-22T01:34:01.385343] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.23% | Symbol ETA: 32.4s | Global ETA: N/A [2025-11-22T01:34:01.557362] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 16.18% [2025-11-22T01:34:01.579709] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 1.29% [2025-11-22T01:34:01.732962] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 6.25% [2025-11-22T01:34:01.753511] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 32.1s | Global ETA: N/A [2025-11-22T01:34:01.754924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:01.755002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:01.757182] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 5.09% [2025-11-22T01:34:01.762631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:01.765055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:01.765660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:01.766064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:01.766978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:01.767866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:01.834657] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.68% | Symbol ETA: 31.2s | Global ETA: N/A [2025-11-22T01:34:01.835622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:01.835716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:01.840871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:01.842721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:01.843221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:01.843658] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:01.844441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:01.922038] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 2.73%, Actual: 3.38% [2025-11-22T01:34:01.936337] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.28%, Actual: 3.09% [2025-11-22T01:34:01.936577] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 44.6179% [2025-11-22T01:34:01.936701] [INFO ] [main ] UAA: DISCARDED add_gap_resolution_state (score: 44.62%) [2025-11-22T01:34:01.936749] [INFO ] [main ] UAA: Testing feature 13/53: add_gaps [2025-11-22T01:34:01.936785] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T01:34:01.936820] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:01.950920] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:01.952491] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:01.952560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:01.957896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:01.959734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:01.960215] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:01.961960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:01.962792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:02.095593] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -2.61%, Actual: 2.32% [2025-11-22T01:34:02.267368] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 2.09% [2025-11-22T01:34:02.357936] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 31.3s | Global ETA: N/A [2025-11-22T01:34:02.358840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:02.358906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:02.363857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:02.365639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:02.366140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:02.366619] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:02.367596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:02.368423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:02.425937] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.87% | Symbol ETA: 30.5s | Global ETA: N/A [2025-11-22T01:34:02.426884] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:02.426948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:02.432043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:02.434034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:02.434531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:02.434960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:02.435801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:02.439049] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 3.49% [2025-11-22T01:34:02.579271] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 34.6s | Global ETA: N/A [2025-11-22T01:34:02.580361] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:02.580426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:02.585788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:02.587880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:02.588403] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:02.590196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:02.591164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:02.609361] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 2.80% [2025-11-22T01:34:02.833349] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.54%, Actual: 7.88% [2025-11-22T01:34:02.951451] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 30.5s | Global ETA: N/A [2025-11-22T01:34:02.952394] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:02.952459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:02.957435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:02.959266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:02.959767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:02.960156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:02.961024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:02.961812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.002846] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 6.95%, Actual: 4.51% [2025-11-22T01:34:03.043588] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 29.8s | Global ETA: N/A [2025-11-22T01:34:03.044497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:03.044560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:03.049370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:03.051128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:03.051605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:03.052010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.052761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.170839] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.23%, Actual: 5.29% [2025-11-22T01:34:03.171049] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 42.2767% [2025-11-22T01:34:03.171140] [INFO ] [main ] KOS: DISCARDED add_gap_resolution_state (score: 42.28%) [2025-11-22T01:34:03.171181] [INFO ] [main ] KOS: Testing feature 13/53: add_gaps [2025-11-22T01:34:03.171214] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gaps'] [2025-11-22T01:34:03.171247] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:03.183920] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:03.185172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:03.185234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:03.185959] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:03.198059] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 34.0s | Global ETA: N/A [2025-11-22T01:34:03.198954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:03.199018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:03.203879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:03.205610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:03.206098] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:03.207716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.208461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.311087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.311976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.544295] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 29.8s | Global ETA: N/A [2025-11-22T01:34:03.545210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:03.545275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:03.550435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:03.552350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:03.552867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:03.553266] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:03.554174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.555025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.618438] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 29.2s | Global ETA: N/A [2025-11-22T01:34:03.619735] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:03.619798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:03.624847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:03.626698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:03.627206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:03.627712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.628664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.787952] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 33.3s | Global ETA: N/A [2025-11-22T01:34:03.788841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:03.788902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:03.794265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:03.796288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:03.796838] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:03.798768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:03.799675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:03.894397] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 38.3s | Global ETA: N/A [2025-11-22T01:34:03.895323] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:03.895386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:03.896101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:04.026741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.027991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.135396] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 29.2s | Global ETA: N/A [2025-11-22T01:34:04.136310] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:04.136375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:04.141291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:04.143119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:04.143623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:04.144044] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:04.144930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.146080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.205096] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 28.5s | Global ETA: N/A [2025-11-22T01:34:04.205997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:04.206059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:04.210910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:04.212708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:04.213183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:04.213577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.214332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.411110] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 32.7s | Global ETA: N/A [2025-11-22T01:34:04.412099] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:04.412164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:04.420449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:04.422295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:04.422814] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:04.424465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.425272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.585404] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.87% | Symbol ETA: 37.6s | Global ETA: N/A [2025-11-22T01:34:04.586332] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:04.586395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:04.587136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:04.713937] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 28.5s | Global ETA: N/A [2025-11-22T01:34:04.714877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:04.714942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:04.716999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.717902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.719904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:04.721720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:04.722200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:04.722603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:04.723487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.724288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:04.810332] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 27.9s | Global ETA: N/A [2025-11-22T01:34:04.811231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:04.811293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:04.816112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:04.817941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:04.818414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:04.818849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:04.819585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:05.040583] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 32.1s | Global ETA: N/A [2025-11-22T01:34:05.041552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:05.041618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:05.046574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:05.048406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:05.048955] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:05.050671] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:05.051594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:05.276978] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 36.8s | Global ETA: N/A [2025-11-22T01:34:05.277884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:05.277945] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:05.278635] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:05.295759] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 27.9s | Global ETA: N/A [2025-11-22T01:34:05.296634] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:05.296716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:05.301770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:05.303530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:05.304048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:05.304438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:05.305321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:05.306131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:05.410686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:05.411280] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 27.3s | Global ETA: N/A [2025-11-22T01:34:05.411692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:05.580910] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 0.78% [2025-11-22T01:34:05.675393] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 31.5s | Global ETA: N/A [2025-11-22T01:34:05.676445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:05.676514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:05.681803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:05.683603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:05.684161] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:05.685879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:05.686680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:05.749503] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 0.27% [2025-11-22T01:34:05.883120] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 27.3s | Global ETA: N/A [2025-11-22T01:34:05.930191] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 1.21% [2025-11-22T01:34:05.974257] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 36.1s | Global ETA: N/A [2025-11-22T01:34:05.975161] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:05.975244] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:05.975945] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:06.058293] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 2.41% [2025-11-22T01:34:06.099434] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 1.11% [2025-11-22T01:34:06.100271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:06.101301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:06.232245] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 1.52% [2025-11-22T01:34:06.269074] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 0.45% [2025-11-22T01:34:06.308899] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 30.8s | Global ETA: N/A [2025-11-22T01:34:06.309857] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:06.309921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:06.315272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:06.317151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:06.317721] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:06.319391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:06.320260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:06.408506] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.33% [2025-11-22T01:34:06.450568] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 1.03% [2025-11-22T01:34:06.612084] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:34:06.622404] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 1.48% [2025-11-22T01:34:06.663369] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 35.4s | Global ETA: N/A [2025-11-22T01:34:06.664262] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:06.664323] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:06.665011] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:06.781229] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:34:06.787260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:06.788134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:06.792787] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 1.43% [2025-11-22T01:34:06.929604] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 30.2s | Global ETA: N/A [2025-11-22T01:34:06.930490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:06.930553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:06.935215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:06.936930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:06.937407] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:06.938984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:06.939741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:06.961516] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 0.52% [2025-11-22T01:34:06.966450] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:07.139941] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.73% [2025-11-22T01:34:07.140232] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 50.4989% [2025-11-22T01:34:07.140374] [INFO ] [main ] PFLT: DISCARDED add_gaps (score: 50.50%) [2025-11-22T01:34:07.140422] [INFO ] [main ] PFLT: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:34:07.140458] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies'] [2025-11-22T01:34:07.140493] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:07.141461] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.02% [2025-11-22T01:34:07.153450] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:07.154946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:07.155013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:07.160795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:07.162772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:07.163326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:07.163796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:07.165125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:07.314992] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:34:07.350705] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 34.7s | Global ETA: N/A [2025-11-22T01:34:07.351595] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:07.351678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:07.352356] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:07.475087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:07.476130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:07.485952] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.18% [2025-11-22T01:34:07.517547] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 29.6s | Global ETA: N/A [2025-11-22T01:34:07.518464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:07.518527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:07.523279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:07.525017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:07.525478] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:07.527082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:07.527876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:07.658203] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:34:07.658416] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 31.3787% [2025-11-22T01:34:07.658502] [INFO ] [main ] BGY: DISCARDED add_gaps (score: 31.38%) [2025-11-22T01:34:07.658546] [INFO ] [main ] BGY: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:34:07.658582] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_skewness_proxies'] [2025-11-22T01:34:07.658620] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:07.669896] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:07.671268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:07.671332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:07.676457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:07.678441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:07.678977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:07.679383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:07.680304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:07.681697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:07.748417] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 29.0s | Global ETA: N/A [2025-11-22T01:34:07.749347] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:07.749413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:07.754548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:07.756467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:07.757003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:07.757437] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:07.758719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.039302] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.08% | Symbol ETA: 34.0s | Global ETA: N/A [2025-11-22T01:34:08.040189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:08.040250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:08.040937] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:08.124014] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 29.0s | Global ETA: N/A [2025-11-22T01:34:08.165243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:08.166286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.259099] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 29.2s | Global ETA: N/A [2025-11-22T01:34:08.260049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:08.260125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:08.264966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:08.266730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:08.267242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:08.267662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:08.268517] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:08.269798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.307892] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 0.23% [2025-11-22T01:34:08.332975] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 28.4s | Global ETA: N/A [2025-11-22T01:34:08.333872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:08.333935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:08.338787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:08.340539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:08.341399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:08.341814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:08.343038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.490677] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 0.05% [2025-11-22T01:34:08.669108] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.69% [2025-11-22T01:34:08.727041] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 33.3s | Global ETA: N/A [2025-11-22T01:34:08.728001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:08.728063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:08.728780] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:08.843739] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 28.6s | Global ETA: N/A [2025-11-22T01:34:08.844666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:08.844738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:08.849698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:08.850853] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 1.80% [2025-11-22T01:34:08.851491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:08.852000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:08.852319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:08.852399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:08.853199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.853695] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:08.854972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:08.911233] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 27.7s | Global ETA: N/A [2025-11-22T01:34:08.912164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:08.912228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:08.917256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:08.919120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:08.919609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:08.920036] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:08.921255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:09.028693] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 6.18% [2025-11-22T01:34:09.208514] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 3.29% [2025-11-22T01:34:09.382434] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.17% [2025-11-22T01:34:09.412071] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.70% | Symbol ETA: 32.6s | Global ETA: N/A [2025-11-22T01:34:09.412990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:09.413051] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:09.413736] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:09.429699] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 28.0s | Global ETA: N/A [2025-11-22T01:34:09.430567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:09.430665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:09.435536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:09.437360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:09.437852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:09.438243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:09.439152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:09.440372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:09.497890] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 27.2s | Global ETA: N/A [2025-11-22T01:34:09.498830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:09.498892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:09.503742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:09.505471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:09.505960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:09.506343] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:09.507527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:09.535713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:34:09.536540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:09.560117] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 1.29% [2025-11-22T01:34:09.736972] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 5.09% [2025-11-22T01:34:09.913635] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.43%, Actual: 3.09% [2025-11-22T01:34:09.913868] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.7122% [2025-11-22T01:34:09.913984] [INFO ] [main ] UAA: DISCARDED add_gaps (score: 32.71%) [2025-11-22T01:34:09.914054] [INFO ] [main ] UAA: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:34:09.914819] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_intraday_skewness_proxies'] [2025-11-22T01:34:09.914866] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:09.931599] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:09.933176] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:09.933243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:09.938390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:09.940238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:09.940741] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:09.942415] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:09.943679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.011376] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 27.5s | Global ETA: N/A [2025-11-22T01:34:10.012277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:10.012341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:10.017273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:10.019105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:10.019579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:10.020021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:10.020938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:10.022190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.096755] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.60% | Symbol ETA: 32.0s | Global ETA: N/A [2025-11-22T01:34:10.115228] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.66% | Symbol ETA: 26.6s | Global ETA: N/A [2025-11-22T01:34:10.116211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:10.116281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:10.121538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:10.123543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:10.124098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:10.124511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:10.125813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.265061] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 16.18% [2025-11-22T01:34:10.432042] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.87%, Actual: 6.25% [2025-11-22T01:34:10.558714] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 29.6s | Global ETA: N/A [2025-11-22T01:34:10.559626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:10.559710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:10.565259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:10.567154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:10.567728] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:10.569631] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:10.571012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.595295] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 26.9s | Global ETA: N/A [2025-11-22T01:34:10.596189] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:10.596253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:10.597880] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 3.38% [2025-11-22T01:34:10.601087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:10.602864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:10.603331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:10.603740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:10.604590] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:10.605824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.691979] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 26.0s | Global ETA: N/A [2025-11-22T01:34:10.692942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:10.693008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:10.698133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:10.700156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:10.700752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:10.701174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:10.702453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:10.763660] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 2.32% [2025-11-22T01:34:10.930193] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 2.09% [2025-11-22T01:34:11.095488] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 3.49% [2025-11-22T01:34:11.176039] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 26.3s | Global ETA: N/A [2025-11-22T01:34:11.176967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:11.177033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.181994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.183787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:11.184286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:11.184703] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:11.185659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.186904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.190114] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 29.0s | Global ETA: N/A [2025-11-22T01:34:11.191213] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:11.191278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.196437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.198290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:11.198824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:11.200587] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.201800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.260372] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.08%, Actual: 2.80% [2025-11-22T01:34:11.287359] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 25.4s | Global ETA: N/A [2025-11-22T01:34:11.288312] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:11.288378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.293472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.295342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:11.295857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:11.296262] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.297482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.427192] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: 1.26%, Actual: 7.88% [2025-11-22T01:34:11.593175] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.70%, Actual: 4.51% [2025-11-22T01:34:11.760812] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 25.7s | Global ETA: N/A [2025-11-22T01:34:11.761707] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:11.761771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.761719] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.60%, Actual: 5.29% [2025-11-22T01:34:11.761895] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 38.7976% [2025-11-22T01:34:11.761976] [INFO ] [main ] KOS: DISCARDED add_gaps (score: 38.80%) [2025-11-22T01:34:11.762018] [INFO ] [main ] KOS: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:34:11.762051] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T01:34:11.762085] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:11.766613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.768444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:11.768947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:11.769336] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:11.770230] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.771470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.774390] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:11.775802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:11.775877] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:11.776568] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:11.824449] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 28.3s | Global ETA: N/A [2025-11-22T01:34:11.825410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:11.825478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.830916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.833341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:11.833956] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:11.835766] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.837025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.900901] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.901330] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.02% | Symbol ETA: 24.8s | Global ETA: N/A [2025-11-22T01:34:11.902221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:11.902233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:11.902284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:11.907014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:11.908759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:11.909227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:11.909611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:11.910787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:12.344133] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 25.1s | Global ETA: N/A [2025-11-22T01:34:12.345045] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:12.345108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:12.349907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:12.351671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:12.352134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:12.352534] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:12.353451] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:12.354750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:12.454202] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -2.52% | Symbol ETA: 27.7s | Global ETA: N/A [2025-11-22T01:34:12.455165] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:12.455229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:12.460152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:12.460233] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 31.9s | Global ETA: N/A [2025-11-22T01:34:12.461132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:12.461194] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:12.461890] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:12.461897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:12.462354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:12.463956] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:12.465127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:12.488966] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 24.2s | Global ETA: N/A [2025-11-22T01:34:12.489930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:12.489997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:12.495044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:12.497361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:12.497889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:12.498330] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:12.499580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:12.587529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:12.588889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:12.923351] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 24.5s | Global ETA: N/A [2025-11-22T01:34:12.924285] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:12.924351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:12.929522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:12.931360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:12.931868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:12.932263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:12.933155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:12.934380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:13.067082] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 27.1s | Global ETA: N/A [2025-11-22T01:34:13.068038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:13.068102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:13.070416] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 23.6s | Global ETA: N/A [2025-11-22T01:34:13.073311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:13.075104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:13.075575] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:13.077316] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:13.078512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:13.151604] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 31.3s | Global ETA: N/A [2025-11-22T01:34:13.152487] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:13.152550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:13.153236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:13.236111] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 0.78% [2025-11-22T01:34:13.277860] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:13.279306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:13.404016] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.27% [2025-11-22T01:34:13.507916] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 23.9s | Global ETA: N/A [2025-11-22T01:34:13.569348] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 1.21% [2025-11-22T01:34:13.678779] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:34:13.692024] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 26.4s | Global ETA: N/A [2025-11-22T01:34:13.692970] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:13.693034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:13.698216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:13.700070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:13.700546] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:13.702611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:13.703989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:13.736617] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 1.11% [2025-11-22T01:34:13.849223] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:34:13.852567] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.23% | Symbol ETA: 30.6s | Global ETA: N/A [2025-11-22T01:34:13.853448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:13.853511] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:13.854199] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:13.902418] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.66%, Actual: 0.45% [2025-11-22T01:34:13.978841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:13.980138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:14.023546] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:34:14.069357] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 1.03% [2025-11-22T01:34:14.193198] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:34:14.235463] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 1.48% [2025-11-22T01:34:14.322791] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 25.8s | Global ETA: N/A [2025-11-22T01:34:14.323671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:14.323733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:14.328556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:14.330290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:14.330790] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:14.332430] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:14.333615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:14.362373] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:34:14.403711] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 1.43% [2025-11-22T01:34:14.534100] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:14.543164] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 2.64% | Symbol ETA: 29.9s | Global ETA: N/A [2025-11-22T01:34:14.544043] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:14.544106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:14.544795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:14.569047] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 0.52% [2025-11-22T01:34:14.672214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:14.673617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:14.704885] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:14.735955] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.73% [2025-11-22T01:34:14.736154] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 47.7314% [2025-11-22T01:34:14.736235] [INFO ] [main ] PFLT: DISCARDED add_intraday_skewness_proxies (score: 47.73%) [2025-11-22T01:34:14.736278] [INFO ] [main ] PFLT: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:34:14.736311] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile'] [2025-11-22T01:34:14.736345] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:14.747580] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:14.748878] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:14.748942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:14.753728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:14.755480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:14.755973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:14.756358] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:14.841952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:14.874270] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:34:14.918571] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 25.2s | Global ETA: N/A [2025-11-22T01:34:14.919458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:14.919520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:14.924250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:14.926023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:14.926480] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:14.928104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:14.929305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:15.047661] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:34:15.218429] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:34:15.218667] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:34:15.218770] [INFO ] [main ] BGY: DISCARDED add_intraday_skewness_proxies (score: 28.78%) [2025-11-22T01:34:15.218824] [INFO ] [main ] BGY: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:34:15.218866] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_intraday_volatility_percentile'] [2025-11-22T01:34:15.218909] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:15.230160] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:15.231495] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:15.231561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:15.235308] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -1.68% | Symbol ETA: 29.2s | Global ETA: N/A [2025-11-22T01:34:15.236221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:15.236285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:15.236569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:15.237026] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:15.238440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:15.238956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:15.239359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:15.240290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:15.332520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:15.370582] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:15.372087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:15.401936] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 26.5s | Global ETA: N/A [2025-11-22T01:34:15.402876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:15.402951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:15.407750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:15.409514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:15.410005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:15.410387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:15.497812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:15.513144] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 24.6s | Global ETA: N/A [2025-11-22T01:34:15.514072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:15.514134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:15.518973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:15.520758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:15.521247] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:15.522847] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:15.524028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:15.908097] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 26.6s | Global ETA: N/A [2025-11-22T01:34:15.909045] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:15.909110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:15.914185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:15.916018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:15.916511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:15.916938] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:15.917863] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:15.937585] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -2.46% | Symbol ETA: 28.5s | Global ETA: N/A [2025-11-22T01:34:15.938469] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:15.938530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:15.939255] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:16.008884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:16.059681] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 25.9s | Global ETA: N/A [2025-11-22T01:34:16.060547] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:16.060610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:16.065322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:16.067055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:16.067556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:16.067959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:16.073549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:16.075056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:16.098838] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.94% | Symbol ETA: 23.9s | Global ETA: N/A [2025-11-22T01:34:16.153198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:16.268696] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 0.23% [2025-11-22T01:34:16.443325] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.05% [2025-11-22T01:34:16.608976] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 26.0s | Global ETA: N/A [2025-11-22T01:34:16.610167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:16.610272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:16.613705] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 0.69% [2025-11-22T01:34:16.615925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:16.618026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:16.618548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:16.619026] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:16.619974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:16.688300] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 27.9s | Global ETA: N/A [2025-11-22T01:34:16.689674] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:16.689764] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:16.690807] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:16.723051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:16.854052] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.39% | Symbol ETA: 25.5s | Global ETA: N/A [2025-11-22T01:34:16.855472] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:16.855559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:16.863088] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:16.863275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:16.863856] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 1.80% [2025-11-22T01:34:16.864869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:16.866051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:16.866804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:16.867368] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:16.992734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:17.135566] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 6.18% [2025-11-22T01:34:17.340423] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 3.29% [2025-11-22T01:34:17.472687] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 25.8s | Global ETA: N/A [2025-11-22T01:34:17.473710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:17.473797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:17.479181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:17.481124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:17.481619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:17.482045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:17.483004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:17.526458] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 0.17% [2025-11-22T01:34:17.578504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:17.639430] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 27.2s | Global ETA: N/A [2025-11-22T01:34:17.640322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:17.640384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:17.641078] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:17.694837] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.88%, Actual: 1.29% [2025-11-22T01:34:17.755275] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 25.1s | Global ETA: N/A [2025-11-22T01:34:17.756209] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:17.756272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:17.761192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:17.763006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:17.763503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:17.763922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:17.764393] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:17.767588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:17.855886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:17.859729] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.16%, Actual: 5.09% [2025-11-22T01:34:18.025372] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.94%, Actual: 3.09% [2025-11-22T01:34:18.025525] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 34.7935% [2025-11-22T01:34:18.025601] [INFO ] [main ] UAA: DISCARDED add_intraday_skewness_proxies (score: 34.79%) [2025-11-22T01:34:18.025662] [INFO ] [main ] UAA: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:34:18.025699] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_intraday_volatility_percentile'] [2025-11-22T01:34:18.025734] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:18.038991] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:18.040404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:18.040619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:18.045437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:18.047282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:18.047764] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:18.049526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:18.135754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:18.162616] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 24.9s | Global ETA: N/A [2025-11-22T01:34:18.163533] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:18.163596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:18.168894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:18.171055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:18.171579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:18.172077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:18.173113] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:18.271200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:18.334809] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.04% | Symbol ETA: 26.5s | Global ETA: N/A [2025-11-22T01:34:18.335706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:18.335767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:18.336443] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:18.438175] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 24.3s | Global ETA: N/A [2025-11-22T01:34:18.439099] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:18.439161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:18.444315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:18.446142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:18.446628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:18.447047] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:18.460135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:34:18.461489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:18.534302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:18.715718] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 28.1s | Global ETA: N/A [2025-11-22T01:34:18.716587] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:18.716669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:18.721454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:18.723286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:18.723768] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:18.725357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:18.811467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:18.856806] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 24.1s | Global ETA: N/A [2025-11-22T01:34:18.857754] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:18.857819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:18.862639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:18.864451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:18.864941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:18.865330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:18.866253] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:18.952368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:19.029137] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.39% | Symbol ETA: 25.8s | Global ETA: N/A [2025-11-22T01:34:19.111038] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 23.5s | Global ETA: N/A [2025-11-22T01:34:19.111945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:19.112008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:19.116829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:19.119889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:19.120493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:19.120913] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:19.197243] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 16.18% [2025-11-22T01:34:19.207591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:19.363635] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 6.25% [2025-11-22T01:34:19.386479] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.45% | Symbol ETA: 27.4s | Global ETA: N/A [2025-11-22T01:34:19.387371] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:19.387434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:19.392183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:19.393957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:19.394415] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:19.396017] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:19.480901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:19.517729] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.4s | Global ETA: N/A [2025-11-22T01:34:19.518681] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:19.518746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:19.523724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:19.525548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:19.526050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:19.526449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:19.527377] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:19.530449] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 3.38% [2025-11-22T01:34:19.613011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:19.696718] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 2.64%, Actual: 2.32% [2025-11-22T01:34:19.792485] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.8s | Global ETA: N/A [2025-11-22T01:34:19.793385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:19.793447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:19.798329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:19.800134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:19.800610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:19.801016] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:19.862513] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -1.68%, Actual: 2.09% [2025-11-22T01:34:19.886866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.030425] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -2.46%, Actual: 3.49% [2025-11-22T01:34:20.053451] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 26.7s | Global ETA: N/A [2025-11-22T01:34:20.054354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:20.054416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:20.059164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:20.060906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:20.061368] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:20.062974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.148217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.175768] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.6s | Global ETA: N/A [2025-11-22T01:34:20.176665] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:20.176728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:20.181664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:20.183448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:20.183960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:20.184368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:20.185249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.197355] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 2.80% [2025-11-22T01:34:20.271286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.362945] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 7.88% [2025-11-22T01:34:20.470071] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 22.0s | Global ETA: N/A [2025-11-22T01:34:20.471272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:20.471347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:20.476996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:20.478932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:20.479427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:20.479854] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.528339] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.04%, Actual: 4.51% [2025-11-22T01:34:20.568062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.694923] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.39%, Actual: 5.29% [2025-11-22T01:34:20.695119] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 38.8610% [2025-11-22T01:34:20.695195] [INFO ] [main ] KOS: DISCARDED add_intraday_skewness_proxies (score: 38.86%) [2025-11-22T01:34:20.695237] [INFO ] [main ] KOS: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:34:20.695270] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T01:34:20.695304] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:20.707834] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:20.709264] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:20.709335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:20.710056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:20.723313] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 26.0s | Global ETA: N/A [2025-11-22T01:34:20.724193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:20.724255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:20.729140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:20.730910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:20.731384] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:20.733060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.818063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.836664] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.847317] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 21.9s | Global ETA: N/A [2025-11-22T01:34:20.848300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:20.848365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:20.853558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:20.855552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:20.856168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:20.856707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:20.857949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:20.924345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:20.948997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:21.146882] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.97% | Symbol ETA: 21.3s | Global ETA: N/A [2025-11-22T01:34:21.147908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:21.147972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:21.153930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:21.155732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:21.156214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:21.156600] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:21.243587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:21.393187] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.54% | Symbol ETA: 25.4s | Global ETA: N/A [2025-11-22T01:34:21.394095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:21.394158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:21.399032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:21.400801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:21.401261] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:21.402868] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:21.487670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:21.489305] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -3.38% | Symbol ETA: 31.3s | Global ETA: N/A [2025-11-22T01:34:21.490199] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:21.490260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:21.490962] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:21.531849] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 21.2s | Global ETA: N/A [2025-11-22T01:34:21.532807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:21.532872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:21.538011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:21.539860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:21.540344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:21.540766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:21.541696] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:21.616584] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:21.628318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:21.702984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:21.828573] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 20.6s | Global ETA: N/A [2025-11-22T01:34:21.999535] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 0.78% [2025-11-22T01:34:22.063210] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 24.7s | Global ETA: N/A [2025-11-22T01:34:22.064097] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:22.064159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:22.068903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:22.070626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:22.071109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:22.072712] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:22.156959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:22.175881] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.27% [2025-11-22T01:34:22.188839] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 20.5s | Global ETA: N/A [2025-11-22T01:34:22.270510] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 30.5s | Global ETA: N/A [2025-11-22T01:34:22.271453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:22.271531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:22.272297] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:22.345509] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.39%, Actual: 1.21% [2025-11-22T01:34:22.356247] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:34:22.410996] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:22.505804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:22.514813] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 1.11% [2025-11-22T01:34:22.525247] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:34:22.682305] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.45% [2025-11-22T01:34:22.692030] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:34:22.731057] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 4.76% | Symbol ETA: 24.0s | Global ETA: N/A [2025-11-22T01:34:22.731953] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:22.732029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:22.736806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:22.738563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:22.739069] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:22.740717] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:22.826447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:22.849339] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.03% [2025-11-22T01:34:22.858177] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:34:23.014870] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 1.48% [2025-11-22T01:34:23.024079] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:34:23.106556] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 29.8s | Global ETA: N/A [2025-11-22T01:34:23.107479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:23.107541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:23.108236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:23.182723] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 1.43% [2025-11-22T01:34:23.190422] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:23.234616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:23.323402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:23.356045] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:23.361629] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.97%, Actual: 0.52% [2025-11-22T01:34:23.395856] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 23.4s | Global ETA: N/A [2025-11-22T01:34:23.396770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:23.396832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:23.401804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:23.403546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:23.404023] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:23.405993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:23.491189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:23.523122] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:34:23.541505] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 0.73% [2025-11-22T01:34:23.541738] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 46.8767% [2025-11-22T01:34:23.541831] [INFO ] [main ] PFLT: DISCARDED add_intraday_volatility_percentile (score: 46.88%) [2025-11-22T01:34:23.541876] [INFO ] [main ] PFLT: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:34:23.541911] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag'] [2025-11-22T01:34:23.541947] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:23.555510] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:23.556895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:23.556958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:23.561810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:23.563613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:23.564110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:23.564500] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:23.565118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:23.689377] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:34:23.855657] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:34:23.855853] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:34:23.855934] [INFO ] [main ] BGY: DISCARDED add_intraday_volatility_percentile (score: 28.78%) [2025-11-22T01:34:23.855983] [INFO ] [main ] BGY: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:34:23.856023] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_last_hour_momentum_mag'] [2025-11-22T01:34:23.856064] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:23.866837] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:23.868091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:23.868159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:23.873005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:23.874811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:23.875284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:23.875692] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:23.876543] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:23.877239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:23.891521] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -2.36% | Symbol ETA: 29.0s | Global ETA: N/A [2025-11-22T01:34:23.892426] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:23.892487] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:23.893189] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:24.015381] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:24.065133] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.52% | Symbol ETA: 22.7s | Global ETA: N/A [2025-11-22T01:34:24.066015] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:24.066081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:24.071018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:24.072775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:24.073242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:24.074850] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:24.100853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:24.158833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:24.162203] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 27.2s | Global ETA: N/A [2025-11-22T01:34:24.163142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:24.163205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:24.168098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:24.169911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:24.170393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:24.170804] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:24.171410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:24.441782] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 26.5s | Global ETA: N/A [2025-11-22T01:34:24.442671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:24.442752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:24.447562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:24.449346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:24.449833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:24.450228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:24.451092] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:24.451744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:24.699076] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 28.2s | Global ETA: N/A [2025-11-22T01:34:24.699979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:24.700041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:24.700728] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:24.739732] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.61% | Symbol ETA: 22.0s | Global ETA: N/A [2025-11-22T01:34:24.754693] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 26.5s | Global ETA: N/A [2025-11-22T01:34:24.755614] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:24.755696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:24.760537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:24.762289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:24.762781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:24.763170] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:24.763796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:24.833096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:24.908774] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.23% [2025-11-22T01:34:24.924524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:25.020169] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 25.9s | Global ETA: N/A [2025-11-22T01:34:25.021100] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:25.021164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:25.026012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:25.027823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:25.028317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:25.028721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:25.029570] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:25.030213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:25.076805] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.45%, Actual: 0.05% [2025-11-22T01:34:25.242989] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 0.69% [2025-11-22T01:34:25.372742] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 26.0s | Global ETA: N/A [2025-11-22T01:34:25.373656] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:25.373720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:25.378811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:25.380626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:25.381156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:25.381562] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:25.382223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:25.415368] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.80% [2025-11-22T01:34:25.505187] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -2.31% | Symbol ETA: 27.4s | Global ETA: N/A [2025-11-22T01:34:25.506162] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:25.506226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:25.506921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:25.584316] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.54%, Actual: 6.18% [2025-11-22T01:34:25.618404] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 25.4s | Global ETA: N/A [2025-11-22T01:34:25.619327] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:25.619390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:25.624162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:25.625951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:25.626422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:25.626825] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:25.627733] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:25.628390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:25.636999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:25.726964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:25.756238] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 3.29% [2025-11-22T01:34:25.926964] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 4.76%, Actual: 0.17% [2025-11-22T01:34:25.959957] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.09% | Symbol ETA: 25.3s | Global ETA: N/A [2025-11-22T01:34:25.960859] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:25.960921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:25.965778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:25.967587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:25.968078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:25.968461] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:25.969082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:26.094701] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 1.29% [2025-11-22T01:34:26.235884] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 24.9s | Global ETA: N/A [2025-11-22T01:34:26.236822] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:26.236888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:26.241967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:26.243863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:26.244348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:26.244768] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:26.245702] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:26.246356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:26.262827] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.52%, Actual: 5.09% [2025-11-22T01:34:26.295184] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.04% | Symbol ETA: 26.6s | Global ETA: N/A [2025-11-22T01:34:26.296106] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:26.296181] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:26.296882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:26.430246] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.61%, Actual: 3.09% [2025-11-22T01:34:26.430448] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 38.7743% [2025-11-22T01:34:26.430531] [INFO ] [main ] UAA: DISCARDED add_intraday_volatility_percentile (score: 38.77%) [2025-11-22T01:34:26.430576] [INFO ] [main ] UAA: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:34:26.430609] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_last_hour_momentum_mag'] [2025-11-22T01:34:26.430662] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:26.436357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:26.442378] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:26.443850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:26.443911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:26.448687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:26.450434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:26.450917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:26.452522] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:26.453160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:26.522553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:26.540831] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.37% | Symbol ETA: 24.7s | Global ETA: N/A [2025-11-22T01:34:26.541709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:26.541771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:26.546530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:26.548286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:26.548770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:26.549151] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:26.549759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:26.822403] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 24.3s | Global ETA: N/A [2025-11-22T01:34:26.823685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:26.823749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:26.828697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:26.830494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:26.830996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:26.831402] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:26.832305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:26.832974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.057922] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 3.05% | Symbol ETA: 26.3s | Global ETA: N/A [2025-11-22T01:34:27.058987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:27.059082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:27.064458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:27.066398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:27.066927] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:27.068754] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:27.069422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.079409] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.24% | Symbol ETA: 25.8s | Global ETA: N/A [2025-11-22T01:34:27.080306] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:27.080369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:27.081067] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:27.122612] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 24.1s | Global ETA: N/A [2025-11-22T01:34:27.123538] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:27.123603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:27.128702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:27.130529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:27.131035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:27.131434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:27.132091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.202798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:27.292123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.408450] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.7s | Global ETA: N/A [2025-11-22T01:34:27.409356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:27.409420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:27.414204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:27.415988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:27.416465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:27.416875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:27.418050] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:27.419004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.686445] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 3.82% | Symbol ETA: 25.7s | Global ETA: N/A [2025-11-22T01:34:27.687384] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:27.687448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:27.693095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:27.695124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:27.695620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:27.697421] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:27.698199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.749624] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 23.5s | Global ETA: N/A [2025-11-22T01:34:27.750551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:27.750613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:27.755436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:27.757249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:27.757734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:27.758142] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:27.758765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:27.882122] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.26% | Symbol ETA: 25.0s | Global ETA: N/A [2025-11-22T01:34:27.883031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:27.883108] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:27.883815] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:28.008174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:34:28.018485] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 23.1s | Global ETA: N/A [2025-11-22T01:34:28.019553] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:28.019616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.024396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.026174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:28.026665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:28.027087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:28.027951] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.028615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.094236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.280875] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 2.60% | Symbol ETA: 25.0s | Global ETA: N/A [2025-11-22T01:34:28.281763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:28.281825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.286586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.288362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:28.288933] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:28.290530] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.291168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.362680] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 22.9s | Global ETA: N/A [2025-11-22T01:34:28.363602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:28.363687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.369108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.371094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:28.371583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:28.372021] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.372718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.601575] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 22.5s | Global ETA: N/A [2025-11-22T01:34:28.602491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:28.602554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.607431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.609263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:28.609758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:28.610173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:28.611032] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.611706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.670473] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.12% | Symbol ETA: 24.2s | Global ETA: N/A [2025-11-22T01:34:28.842249] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -3.38%, Actual: 16.18% [2025-11-22T01:34:28.869259] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.36% | Symbol ETA: 24.4s | Global ETA: N/A [2025-11-22T01:34:28.870148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:28.870210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.875204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.876964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:28.877462] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:28.879059] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.879725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:28.957077] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.27% | Symbol ETA: 22.3s | Global ETA: N/A [2025-11-22T01:34:28.957982] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:28.958043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:28.962835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:28.964589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:28.965074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:28.965484] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:28.966100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:29.012068] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 6.25% [2025-11-22T01:34:29.180140] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 3.38% [2025-11-22T01:34:29.187879] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 21.9s | Global ETA: N/A [2025-11-22T01:34:29.188761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:29.188824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:29.193578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:29.195346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:29.195837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:29.196227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:29.197098] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:29.197751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:29.346309] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 2.32% [2025-11-22T01:34:29.455176] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.42% | Symbol ETA: 23.7s | Global ETA: N/A [2025-11-22T01:34:29.456068] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:29.456130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:29.460994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:29.462790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:29.463253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:29.464850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:29.465519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:29.517956] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 2.09% [2025-11-22T01:34:29.534111] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 21.7s | Global ETA: N/A [2025-11-22T01:34:29.687024] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -2.31%, Actual: 3.49% [2025-11-22T01:34:29.704375] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.78% [2025-11-22T01:34:29.770371] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 21.3s | Global ETA: N/A [2025-11-22T01:34:29.865457] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.04%, Actual: 2.80% [2025-11-22T01:34:29.876054] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 0.27% [2025-11-22T01:34:29.939111] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:34:30.044118] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 1.79% | Symbol ETA: 23.1s | Global ETA: N/A [2025-11-22T01:34:30.045033] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:30.045101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:30.046061] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.21% [2025-11-22T01:34:30.046314] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.24%, Actual: 7.88% [2025-11-22T01:34:30.050012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:30.051796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:30.052290] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:30.053924] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:30.054535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:30.108226] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:34:30.216937] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.09%, Actual: 1.11% [2025-11-22T01:34:30.221076] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.26%, Actual: 4.51% [2025-11-22T01:34:30.282921] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:34:30.386296] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.37%, Actual: 0.45% [2025-11-22T01:34:30.396784] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.12%, Actual: 5.29% [2025-11-22T01:34:30.397020] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 48.0241% [2025-11-22T01:34:30.397135] [INFO ] [main ] KOS: DISCARDED add_intraday_volatility_percentile (score: 48.02%) [2025-11-22T01:34:30.397189] [INFO ] [main ] KOS: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:34:30.397231] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T01:34:30.397277] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:30.410528] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:30.412132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:30.412196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:30.412936] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:30.466964] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:34:30.551478] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:30.552494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:30.554812] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 1.03% [2025-11-22T01:34:30.635252] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:34:30.635624] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 22.5s | Global ETA: N/A [2025-11-22T01:34:30.636540] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:30.636602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:30.641383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:30.643116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:30.643604] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:30.645223] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:30.645857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:30.725577] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 1.48% [2025-11-22T01:34:30.805030] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:30.894045] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.26%, Actual: 1.43% [2025-11-22T01:34:30.974535] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:31.065408] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.27%, Actual: 0.52% [2025-11-22T01:34:31.141633] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:34:31.161391] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -2.22% | Symbol ETA: 30.7s | Global ETA: N/A [2025-11-22T01:34:31.162477] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:31.162543] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:31.163329] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:31.219456] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.95% | Symbol ETA: 21.9s | Global ETA: N/A [2025-11-22T01:34:31.220339] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:31.220401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:31.225160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:31.226898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:31.227383] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:31.228985] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:31.229601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.232985] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.73% [2025-11-22T01:34:31.233178] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 40.2465% [2025-11-22T01:34:31.233260] [INFO ] [main ] PFLT: DISCARDED add_last_hour_momentum_mag (score: 40.25%) [2025-11-22T01:34:31.233302] [INFO ] [main ] PFLT: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:34:31.233334] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility'] [2025-11-22T01:34:31.233368] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:31.244308] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:31.245576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:31.245637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:31.250461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:31.252226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:31.252712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:31.253109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:31.254864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.298634] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:31.299624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.306797] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:34:31.476381] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:34:31.476623] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:34:31.476750] [INFO ] [main ] BGY: DISCARDED add_last_hour_momentum_mag (score: 26.92%) [2025-11-22T01:34:31.476793] [INFO ] [main ] BGY: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:34:31.476827] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_late_day_volatility'] [2025-11-22T01:34:31.476898] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:31.488867] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:31.490222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:31.490297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:31.495139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:31.497042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:31.497600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:31.498020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:31.498962] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:31.500834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.816155] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 21.3s | Global ETA: N/A [2025-11-22T01:34:31.817042] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:31.817189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:31.822309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:31.824049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:31.824513] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:31.826116] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:31.826762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.830259] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 22.6s | Global ETA: N/A [2025-11-22T01:34:31.831159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:31.831235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:31.836152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:31.837950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:31.838424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:31.838831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:31.840624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:31.902080] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -4.37% | Symbol ETA: 29.9s | Global ETA: N/A [2025-11-22T01:34:31.903007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:31.903072] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:31.903782] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:32.039275] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:32.040184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:32.077419] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 22.4s | Global ETA: N/A [2025-11-22T01:34:32.078342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:32.078406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:32.083353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:32.085170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:32.085687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:32.086109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:32.087000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:32.088882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:32.400824] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.85% | Symbol ETA: 20.7s | Global ETA: N/A [2025-11-22T01:34:32.409464] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 22.0s | Global ETA: N/A [2025-11-22T01:34:32.410385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:32.412493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:32.418784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:32.420735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:32.421209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:32.421596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:32.423453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:32.571908] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 3.05%, Actual: 0.23% [2025-11-22T01:34:32.611395] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 5.15% | Symbol ETA: 29.1s | Global ETA: N/A [2025-11-22T01:34:32.612322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:32.612386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:32.613074] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:32.677172] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 21.9s | Global ETA: N/A [2025-11-22T01:34:32.678193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:32.678270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:32.683083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:32.684828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:32.685299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:32.685707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:32.686571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:32.688407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:32.737140] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:32.738027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:32.740271] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 3.82%, Actual: 0.05% [2025-11-22T01:34:32.908021] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 2.60%, Actual: 0.69% [2025-11-22T01:34:33.008966] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 21.4s | Global ETA: N/A [2025-11-22T01:34:33.009886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:33.009969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:33.014911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:33.016753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:33.017280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:33.017695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:33.019480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:33.073513] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.36%, Actual: 1.80% [2025-11-22T01:34:33.239868] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.42%, Actual: 6.18% [2025-11-22T01:34:33.252241] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 21.3s | Global ETA: N/A [2025-11-22T01:34:33.253144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:33.253207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:33.257984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:33.259710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:33.260182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:33.260570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:33.261418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:33.263214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:33.298959] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -4.33% | Symbol ETA: 28.3s | Global ETA: N/A [2025-11-22T01:34:33.299871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:33.299933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:33.300655] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:33.409391] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 1.79%, Actual: 3.29% [2025-11-22T01:34:33.427029] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:33.427971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:33.579024] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.78%, Actual: 0.17% [2025-11-22T01:34:33.595254] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.37% | Symbol ETA: 20.8s | Global ETA: N/A [2025-11-22T01:34:33.596143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:33.596206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:33.601005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:33.602799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:33.603261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:33.603672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:33.605515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:33.750033] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.95%, Actual: 1.29% [2025-11-22T01:34:33.832075] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 20.7s | Global ETA: N/A [2025-11-22T01:34:33.833001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:33.833064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:33.837980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:33.839742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:33.840223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:33.840633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:33.841486] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:33.843317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:33.917531] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 5.09% [2025-11-22T01:34:33.996050] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 27.5s | Global ETA: N/A [2025-11-22T01:34:33.996936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:33.996998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:33.997734] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:34.087569] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.85%, Actual: 3.09% [2025-11-22T01:34:34.087776] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 35.9787% [2025-11-22T01:34:34.087864] [INFO ] [main ] UAA: DISCARDED add_last_hour_momentum_mag (score: 35.98%) [2025-11-22T01:34:34.087909] [INFO ] [main ] UAA: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:34:34.087944] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_day_volatility'] [2025-11-22T01:34:34.087980] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:34.101218] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:34.102509] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:34.102574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.107673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.109549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:34.110053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:34.111730] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:34.113558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.123820] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:34.124523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.176580] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 20.2s | Global ETA: N/A [2025-11-22T01:34:34.177497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:34.177558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.182340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.184108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:34.184571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:34.184975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:34.186717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.411289] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 20.1s | Global ETA: N/A [2025-11-22T01:34:34.412180] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:34.412245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.417093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.418836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:34.419348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:34.419758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:34.420589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:34.422409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.692706] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 26.8s | Global ETA: N/A [2025-11-22T01:34:34.693603] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:34.693699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:34.694375] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:34.697334] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 4.08% | Symbol ETA: 22.6s | Global ETA: N/A [2025-11-22T01:34:34.698241] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:34.698316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.703182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.704936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:34.705432] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:34.707040] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:34.708876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.761094] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.74% | Symbol ETA: 19.6s | Global ETA: N/A [2025-11-22T01:34:34.762016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:34.762081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.767303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.769161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:34.769708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:34.770112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:34.771936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.822264] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:34.823158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:34.991256] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 19.5s | Global ETA: N/A [2025-11-22T01:34:34.992158] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:34.992220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:34.997379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:34.999158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:34.999702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:35.000101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:35.001018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.002891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.288373] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.50% | Symbol ETA: 22.0s | Global ETA: N/A [2025-11-22T01:34:35.289265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:35.289330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:35.294137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:35.295897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:35.296364] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:35.298000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.299854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.352871] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 19.1s | Global ETA: N/A [2025-11-22T01:34:35.353844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:35.353906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:35.358908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:35.360771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:35.361383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:35.361798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.363709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.394327] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.80% | Symbol ETA: 26.1s | Global ETA: N/A [2025-11-22T01:34:35.395225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:35.395653] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:35.396330] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:35.521762] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:35.522502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.594951] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:35.595927] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:35.595996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:35.601134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:35.602975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:35.603516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:35.604019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:35.604916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.606867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.880886] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.84% | Symbol ETA: 21.4s | Global ETA: N/A [2025-11-22T01:34:35.881823] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:35.881884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:35.886705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:35.888522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:35.889007] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:35.890635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.892422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:35.941264] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 18.5s | Global ETA: N/A [2025-11-22T01:34:35.942183] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:35.942246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:35.947218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:35.949065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:35.949563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:35.950020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:35.951837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.093759] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 25.4s | Global ETA: N/A [2025-11-22T01:34:36.094614] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:36.094718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:36.095417] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:36.204601] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 18.3s | Global ETA: N/A [2025-11-22T01:34:36.205614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:36.205703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:36.211058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:36.213066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:36.213599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:36.214066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:36.215022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:36.217022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.220813] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:36.221543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.495133] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.59% | Symbol ETA: 20.8s | Global ETA: N/A [2025-11-22T01:34:36.496055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:36.496119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:36.501177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:36.503042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:36.503521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:36.505177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:36.507093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.542203] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.35% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:34:36.543123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:36.543618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:36.551971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:36.553912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:36.554399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:36.554899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:36.556869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.783292] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 5.80% | Symbol ETA: 24.6s | Global ETA: N/A [2025-11-22T01:34:36.784482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:36.784563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:36.785513] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:36.807983] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 17.7s | Global ETA: N/A [2025-11-22T01:34:36.808942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:36.809008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:36.814173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:36.815995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:36.816571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:36.817043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:36.818033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:36.819987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:36.912080] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:34:36.912994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:37.088407] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 20.2s | Global ETA: N/A [2025-11-22T01:34:37.089294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:37.089369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:37.094190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:37.095970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:37.096482] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:37.098184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:37.099960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:37.123661] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 17.3s | Global ETA: N/A [2025-11-22T01:34:37.293538] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 0.78% [2025-11-22T01:34:37.394307] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.1s | Global ETA: N/A [2025-11-22T01:34:37.462379] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.27% [2025-11-22T01:34:37.477634] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 23.9s | Global ETA: N/A [2025-11-22T01:34:37.563390] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:34:37.633373] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 1.21% [2025-11-22T01:34:37.646947] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -2.22%, Actual: 16.18% [2025-11-22T01:34:37.687104] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 19.6s | Global ETA: N/A [2025-11-22T01:34:37.688018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:37.688080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:37.692950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:37.694791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:37.695258] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:37.696937] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:37.698779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:37.734247] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:34:37.802661] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.37%, Actual: 1.11% [2025-11-22T01:34:37.815677] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -4.37%, Actual: 6.25% [2025-11-22T01:34:37.903034] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:34:37.970241] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 0.45% [2025-11-22T01:34:37.984695] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 5.15%, Actual: 3.38% [2025-11-22T01:34:38.073244] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:34:38.140845] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.74%, Actual: 1.03% [2025-11-22T01:34:38.154120] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -4.33%, Actual: 2.32% [2025-11-22T01:34:38.244738] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:34:38.290898] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.76% | Symbol ETA: 19.0s | Global ETA: N/A [2025-11-22T01:34:38.291849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:38.291912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:38.296770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:38.298702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:38.299190] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:38.300915] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:38.302808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:38.310088] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 1.48% [2025-11-22T01:34:38.322095] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 2.09% [2025-11-22T01:34:38.413123] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:38.479333] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.43% [2025-11-22T01:34:38.489861] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 3.49% [2025-11-22T01:34:38.582929] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:38.648833] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.35%, Actual: 0.52% [2025-11-22T01:34:38.658039] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.80%, Actual: 2.80% [2025-11-22T01:34:38.751937] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:34:38.817733] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 0.73% [2025-11-22T01:34:38.817939] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 50.8187% [2025-11-22T01:34:38.818028] [INFO ] [main ] PFLT: DISCARDED add_late_day_volatility (score: 50.82%) [2025-11-22T01:34:38.818071] [INFO ] [main ] PFLT: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:34:38.818104] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure'] [2025-11-22T01:34:38.818138] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:38.828200] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 7.88% [2025-11-22T01:34:38.829382] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:38.830558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:38.830619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:38.835452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:38.837297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:38.837813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:38.838198] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:38.840848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:38.888001] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -2.29% | Symbol ETA: 18.4s | Global ETA: N/A [2025-11-22T01:34:38.888932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:38.888994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:38.893823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:38.895582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:38.896069] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:38.897734] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:38.899476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:38.922603] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:34:38.997055] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 5.80%, Actual: 4.51% [2025-11-22T01:34:39.092363] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:34:39.092569] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:34:39.092663] [INFO ] [main ] BGY: DISCARDED add_late_day_volatility (score: 26.92%) [2025-11-22T01:34:39.092708] [INFO ] [main ] BGY: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:34:39.092739] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_late_hour_microstructure'] [2025-11-22T01:34:39.092774] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:39.103573] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:39.104761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:39.104823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:39.109686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:39.111418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:39.111912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:39.112305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:39.113166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:39.115917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:39.164822] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 5.29% [2025-11-22T01:34:39.165055] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 41.8415% [2025-11-22T01:34:39.165143] [INFO ] [main ] KOS: DISCARDED add_last_hour_momentum_mag (score: 41.84%) [2025-11-22T01:34:39.165185] [INFO ] [main ] KOS: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:34:39.165219] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T01:34:39.165253] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:39.177662] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:39.179149] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:39.179215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:39.179940] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:39.305776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:39.307820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:39.412092] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 20.9s | Global ETA: N/A [2025-11-22T01:34:39.413011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:39.413074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:39.417890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:39.419603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:39.420097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:39.420488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:39.423143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:39.473322] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -2.04% | Symbol ETA: 17.8s | Global ETA: N/A [2025-11-22T01:34:39.474204] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:39.474286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:39.479122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:39.480981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:39.481443] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:39.483073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:39.484871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:39.687912] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 20.9s | Global ETA: N/A [2025-11-22T01:34:39.689171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:39.689235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:39.694104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:39.695926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:39.696405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:39.696815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:39.697694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:39.700399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:39.880227] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -4.39% | Symbol ETA: 26.0s | Global ETA: N/A [2025-11-22T01:34:39.881160] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:39.881222] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:39.881911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:40.001539] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.69% | Symbol ETA: 20.3s | Global ETA: N/A [2025-11-22T01:34:40.002457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:40.002523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:40.007695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:40.009494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:40.010019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:40.010417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:40.010342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:40.012617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.013280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.066474] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 17.2s | Global ETA: N/A [2025-11-22T01:34:40.235133] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 4.08%, Actual: 0.23% [2025-11-22T01:34:40.275341] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 20.4s | Global ETA: N/A [2025-11-22T01:34:40.276242] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:40.276306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:40.281080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:40.282828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:40.283302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:40.283716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:40.284556] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:40.287179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.403229] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.05% [2025-11-22T01:34:40.572319] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.84%, Actual: 0.69% [2025-11-22T01:34:40.579318] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -2.38% | Symbol ETA: 25.3s | Global ETA: N/A [2025-11-22T01:34:40.580239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:40.580300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:40.581026] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:40.593166] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 19.7s | Global ETA: N/A [2025-11-22T01:34:40.594066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:40.594129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:40.599184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:40.601008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:40.601485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:40.601897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:40.604598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.706443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:40.708410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.740206] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 1.80% [2025-11-22T01:34:40.860953] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 19.8s | Global ETA: N/A [2025-11-22T01:34:40.861840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:40.861902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:40.866680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:40.868465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:40.868967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:40.869353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:40.870210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:40.872861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:40.910507] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 6.18% [2025-11-22T01:34:41.078282] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 3.29% [2025-11-22T01:34:41.189815] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.64% | Symbol ETA: 19.2s | Global ETA: N/A [2025-11-22T01:34:41.190794] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:41.190874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:41.196065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:41.198044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:41.198547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:41.199834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:41.204417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:41.246804] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.76%, Actual: 0.17% [2025-11-22T01:34:41.271282] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 1.00% | Symbol ETA: 24.6s | Global ETA: N/A [2025-11-22T01:34:41.272221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:41.272287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:41.273035] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:41.396917] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:41.399266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:41.415817] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -2.29%, Actual: 1.29% [2025-11-22T01:34:41.443778] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 19.2s | Global ETA: N/A [2025-11-22T01:34:41.444675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:41.444739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:41.449563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:41.451390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:41.451892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:41.452284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:41.453145] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:41.455788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:41.583357] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -2.04%, Actual: 5.09% [2025-11-22T01:34:41.752506] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 3.09% [2025-11-22T01:34:41.752719] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 36.5956% [2025-11-22T01:34:41.752797] [INFO ] [main ] UAA: DISCARDED add_late_day_volatility (score: 36.60%) [2025-11-22T01:34:41.752839] [INFO ] [main ] UAA: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:34:41.752872] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_hour_microstructure'] [2025-11-22T01:34:41.752907] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:41.766003] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:41.767392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:41.767468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:41.772440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:41.774280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:41.774770] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:41.776414] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:41.779134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:41.812137] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.24% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:34:41.813069] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:41.813132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:41.818097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:41.819921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:41.820395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:41.820813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:41.823690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:41.988479] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -4.80% | Symbol ETA: 23.9s | Global ETA: N/A [2025-11-22T01:34:41.989388] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:41.989465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:41.990194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:42.030039] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:34:42.030934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:42.030997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.035791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.037532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:42.038030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:42.038427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:42.039290] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.041986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.114067] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:42.116094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.360627] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 21.1s | Global ETA: N/A [2025-11-22T01:34:42.361888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:42.361950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.366734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.368479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:42.368960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:42.370589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.373283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.394919] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 18.0s | Global ETA: N/A [2025-11-22T01:34:42.395846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:42.395907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.400828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.402680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:42.403159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:42.403583] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.406261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.611491] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 18.0s | Global ETA: N/A [2025-11-22T01:34:42.612374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:42.612439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.617322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.619097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:42.619685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:42.620080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:42.620948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.623609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.690144] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 23.2s | Global ETA: N/A [2025-11-22T01:34:42.691073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:42.691135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:42.691826] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:42.815701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:42.817802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.956109] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 5.25% | Symbol ETA: 20.5s | Global ETA: N/A [2025-11-22T01:34:42.957006] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:42.957091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.961816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.963545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:42.964028] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:42.965601] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.968212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:42.972371] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 17.4s | Global ETA: N/A [2025-11-22T01:34:42.973282] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:42.973344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:42.978132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:42.979880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:42.980360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:42.980770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:42.983333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:43.195706] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 17.4s | Global ETA: N/A [2025-11-22T01:34:43.196574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:43.196656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:43.201389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:43.203137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:43.203610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:43.204364] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:43.205223] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:43.207849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:43.380187] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 22.5s | Global ETA: N/A [2025-11-22T01:34:43.381073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:43.381134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:43.381820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:43.506258] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:43.508413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:43.545436] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 16.8s | Global ETA: N/A [2025-11-22T01:34:43.546318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:43.546381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:43.551177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:43.552972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:43.553448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:43.553788] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 20.0s | Global ETA: N/A [2025-11-22T01:34:43.553863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:43.554669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:43.554733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:43.556456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:43.559543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:43.561314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:43.561830] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:43.563453] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:43.566250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:43.780075] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 16.8s | Global ETA: N/A [2025-11-22T01:34:43.780963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:43.781027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:43.785850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:43.787611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:43.788111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:43.788504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:43.789363] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:43.791983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.076004] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.91% | Symbol ETA: 21.8s | Global ETA: N/A [2025-11-22T01:34:44.076918] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:44.076979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:44.077735] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:44.148911] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 19.4s | Global ETA: N/A [2025-11-22T01:34:44.149635] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 16.2s | Global ETA: N/A [2025-11-22T01:34:44.149876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:44.149942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:44.150843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:44.150925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:44.154939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:44.156777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:44.156773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:44.157270] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:44.158673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:44.158889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:44.159255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:44.159786] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:44.161753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.163163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.202528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:44.204602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.363959] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 16.3s | Global ETA: N/A [2025-11-22T01:34:44.364862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:44.364926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:44.369689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:44.371397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:44.371886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:44.372269] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:44.373115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:44.375753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.739568] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 15.6s | Global ETA: N/A [2025-11-22T01:34:44.750335] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 18.8s | Global ETA: N/A [2025-11-22T01:34:44.751327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:44.751393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:44.756733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:44.758693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:44.759188] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:44.760911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:44.763728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.768279] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 21.1s | Global ETA: N/A [2025-11-22T01:34:44.769195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:44.769257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:44.769946] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:44.893792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:44.895717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:44.908565] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 0.78% [2025-11-22T01:34:44.950957] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 15.7s | Global ETA: N/A [2025-11-22T01:34:45.076529] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 0.27% [2025-11-22T01:34:45.122031] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:34:45.243792] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 1.21% [2025-11-22T01:34:45.290784] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:34:45.384784] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.83% | Symbol ETA: 18.2s | Global ETA: N/A [2025-11-22T01:34:45.385817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:45.385882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:45.391157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:45.393044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:45.393668] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:45.395330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:45.398135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:45.411134] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.64%, Actual: 1.11% [2025-11-22T01:34:45.461805] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:34:45.462020] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 5.32% | Symbol ETA: 20.4s | Global ETA: N/A [2025-11-22T01:34:45.462908] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:45.462973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:45.463664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:45.578484] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.24%, Actual: 0.45% [2025-11-22T01:34:45.586387] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:34:45.588352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:45.632375] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:34:45.747349] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 1.03% [2025-11-22T01:34:45.800360] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:34:45.915269] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 1.48% [2025-11-22T01:34:45.971497] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:46.013834] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 17.6s | Global ETA: N/A [2025-11-22T01:34:46.015036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:46.015100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:46.020455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:46.022275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:46.022795] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:46.024487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:46.027476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:46.083572] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 1.43% [2025-11-22T01:34:46.140538] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:46.150684] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.86% | Symbol ETA: 19.7s | Global ETA: N/A [2025-11-22T01:34:46.251326] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 0.52% [2025-11-22T01:34:46.309410] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:34:46.321671] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -4.39%, Actual: 16.18% [2025-11-22T01:34:46.419128] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.73% [2025-11-22T01:34:46.419335] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.9633% [2025-11-22T01:34:46.419419] [INFO ] [main ] PFLT: DISCARDED add_late_hour_microstructure (score: 38.96%) [2025-11-22T01:34:46.419460] [INFO ] [main ] PFLT: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:34:46.419494] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure'] [2025-11-22T01:34:46.419915] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:46.431016] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:46.432370] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:46.432433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:46.437271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:46.439059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:46.439617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:46.440027] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:46.441043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:46.479706] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:34:46.491065] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -2.38%, Actual: 6.25% [2025-11-22T01:34:46.623263] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 17.0s | Global ETA: N/A [2025-11-22T01:34:46.624495] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:46.624559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:46.629392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:46.631162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:46.631639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:46.633252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:46.635856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:46.647785] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.76% [2025-11-22T01:34:46.647986] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.7228% [2025-11-22T01:34:46.648066] [INFO ] [main ] BGY: DISCARDED add_late_hour_microstructure (score: 29.72%) [2025-11-22T01:34:46.648108] [INFO ] [main ] BGY: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:34:46.648140] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_late_session_pressure'] [2025-11-22T01:34:46.648174] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:46.658841] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 3.38% [2025-11-22T01:34:46.658871] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:46.660177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:46.660240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:46.665012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:46.666784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:46.667289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:46.667700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:46.668537] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:46.669563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:46.824167] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -4.80%, Actual: 2.32% [2025-11-22T01:34:46.991629] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 2.09% [2025-11-22T01:34:47.002583] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 19.5s | Global ETA: N/A [2025-11-22T01:34:47.003499] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:47.003563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:47.008402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:47.010190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:47.010687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:47.011082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:47.012065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:47.162626] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 3.49% [2025-11-22T01:34:47.223478] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -1.21% | Symbol ETA: 16.4s | Global ETA: N/A [2025-11-22T01:34:47.224400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:47.224462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:47.229274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:47.231007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:47.231478] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:47.233109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:47.235763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:47.237218] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.68% | Symbol ETA: 19.5s | Global ETA: N/A [2025-11-22T01:34:47.238156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:47.238219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:47.243090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:47.244893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:47.245372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:47.245786] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:47.246624] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:47.247677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:47.332042] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.91%, Actual: 2.80% [2025-11-22T01:34:47.503310] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.84%, Actual: 7.88% [2025-11-22T01:34:47.579516] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:47.580407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:47.580470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:47.585249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:47.587019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:47.587523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:47.587979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:47.588998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:47.673179] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 5.32%, Actual: 4.51% [2025-11-22T01:34:47.821543] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.07% | Symbol ETA: 15.8s | Global ETA: N/A [2025-11-22T01:34:47.822227] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:47.823153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:47.823216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:47.828157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:47.830270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:47.830768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:47.831156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:47.832031] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:47.833041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:47.843833] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.86%, Actual: 5.29% [2025-11-22T01:34:47.844006] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 39.7363% [2025-11-22T01:34:47.844086] [INFO ] [main ] KOS: DISCARDED add_late_day_volatility (score: 39.74%) [2025-11-22T01:34:47.844145] [INFO ] [main ] KOS: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:34:47.844180] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T01:34:47.844215] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:47.859444] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:47.860727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:47.860789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:47.861482] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:47.992048] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:47.995222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:48.003358] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.23% [2025-11-22T01:34:48.171418] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 5.25%, Actual: 0.05% [2025-11-22T01:34:48.181671] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.77% | Symbol ETA: 18.4s | Global ETA: N/A [2025-11-22T01:34:48.182579] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:48.182661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:48.187978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:48.189985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:48.190495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:48.190923] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:48.192012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:48.339914] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 0.69% [2025-11-22T01:34:48.402997] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 18.3s | Global ETA: N/A [2025-11-22T01:34:48.403928] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:48.403991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:48.408832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:48.410576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:48.411085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:48.411468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:48.412328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:48.413336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:48.508078] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 1.80% [2025-11-22T01:34:48.571579] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 24.3s | Global ETA: N/A [2025-11-22T01:34:48.572492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:48.572558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:48.573272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:48.678500] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 6.18% [2025-11-22T01:34:48.705121] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:48.708325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:48.809118] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:34:48.810111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:48.810177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:48.815472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:48.817419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:48.817960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:48.818365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:48.819419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:48.848509] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.83%, Actual: 3.29% [2025-11-22T01:34:48.987310] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 17.8s | Global ETA: N/A [2025-11-22T01:34:48.988223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:48.988285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:48.993142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:48.994882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:48.995346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:48.995754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:48.996596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:48.997636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:49.021575] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.17% [2025-11-22T01:34:49.192700] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.29% [2025-11-22T01:34:49.281147] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 23.6s | Global ETA: N/A [2025-11-22T01:34:49.282148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:49.282213] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:49.282920] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:49.362708] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -1.21%, Actual: 5.09% [2025-11-22T01:34:49.412484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:49.415277] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 17.3s | Global ETA: N/A [2025-11-22T01:34:49.415627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:49.416208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:49.416275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:49.421665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:49.423857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:49.424380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:49.424815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:49.425900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:49.534360] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.07%, Actual: 3.09% [2025-11-22T01:34:49.534582] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.6520% [2025-11-22T01:34:49.534704] [INFO ] [main ] UAA: DISCARDED add_late_hour_microstructure (score: 32.65%) [2025-11-22T01:34:49.534758] [INFO ] [main ] UAA: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:34:49.534793] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_session_pressure'] [2025-11-22T01:34:49.534829] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:49.548318] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:49.549944] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:49.550008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:49.554850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:49.556693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:49.557219] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:49.558876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:49.559893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:49.567783] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 17.2s | Global ETA: N/A [2025-11-22T01:34:49.568678] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:49.568741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:49.573565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:49.575352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:49.575877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:49.576268] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:49.577188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:49.578195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:49.986034] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 2.26% | Symbol ETA: 22.8s | Global ETA: N/A [2025-11-22T01:34:49.986939] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:49.987001] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:49.987715] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:50.036088] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.64% | Symbol ETA: 16.8s | Global ETA: N/A [2025-11-22T01:34:50.037053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:50.037142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.042729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.044709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:50.045206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:50.045660] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.046782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.118149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:50.121273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.147995] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 20.1s | Global ETA: N/A [2025-11-22T01:34:50.149140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:50.149214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.150220] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 16.6s | Global ETA: N/A [2025-11-22T01:34:50.151103] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:50.151168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.154492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.155966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.156543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:50.157172] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:50.157760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:50.158246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:50.158673] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:50.159267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.159522] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.160285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.160524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.639024] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 16.2s | Global ETA: N/A [2025-11-22T01:34:50.639996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:50.640062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.645662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.647809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:50.648306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:50.648749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.649893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.695021] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -3.87% | Symbol ETA: 22.1s | Global ETA: N/A [2025-11-22T01:34:50.695949] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:50.696010] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:50.696698] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:50.730328] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:34:50.731215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:50.731278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.736068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.737820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:50.738283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:50.738708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:50.739552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.740534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.743236] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.47% | Symbol ETA: 19.5s | Global ETA: N/A [2025-11-22T01:34:50.744162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:50.744223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:50.749128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:50.750856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:50.751327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:50.752933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:50.753913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:50.823665] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:50.826726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.249985] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 15.6s | Global ETA: N/A [2025-11-22T01:34:51.250879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:51.250943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.255687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.257435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:51.257941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:51.258332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.259306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.311350] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:34:51.312240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:51.312302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.317128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.318952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:51.319425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:51.319829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:51.320689] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.321692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.333224] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:51.334114] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:51.334178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.339466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.341191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:51.341679] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:51.343268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.344272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.397762] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: 0.97% | Symbol ETA: 21.4s | Global ETA: N/A [2025-11-22T01:34:51.398697] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:51.398770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:51.399442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:51.526510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:51.529621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.823062] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 15.0s | Global ETA: N/A [2025-11-22T01:34:51.823965] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:51.824028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.828852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.830575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:51.831069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:51.831455] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.832425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.894229] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 14.9s | Global ETA: N/A [2025-11-22T01:34:51.895123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:51.895186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.900032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.901756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:51.902238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:51.902624] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:51.903481] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.904487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:51.925276] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 18.3s | Global ETA: N/A [2025-11-22T01:34:51.926175] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:51.926238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:51.931148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:51.932973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:51.933448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:51.935099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:51.936100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:52.101882] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -3.23% | Symbol ETA: 20.7s | Global ETA: N/A [2025-11-22T01:34:52.102787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:52.102850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:52.103526] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:52.227716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:52.230771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:52.423633] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 14.4s | Global ETA: N/A [2025-11-22T01:34:52.477099] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:34:52.519198] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 17.7s | Global ETA: N/A [2025-11-22T01:34:52.520105] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:52.520168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:52.524971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:52.526752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:52.530454] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:52.532068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:52.533081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:52.593112] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 0.78% [2025-11-22T01:34:52.650402] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 2.41% [2025-11-22T01:34:52.761280] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 0.27% [2025-11-22T01:34:52.806529] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.15% | Symbol ETA: 20.0s | Global ETA: N/A [2025-11-22T01:34:52.807436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:52.807498] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:52.808215] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:52.819059] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 1.52% [2025-11-22T01:34:52.932395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:52.934580] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.77%, Actual: 1.21% [2025-11-22T01:34:52.935400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:52.988846] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.33% [2025-11-22T01:34:53.112572] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.73% | Symbol ETA: 17.1s | Global ETA: N/A [2025-11-22T01:34:53.113239] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 1.11% [2025-11-22T01:34:53.113453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:53.113517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:53.118519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:53.120247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:53.120740] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:53.122323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:53.123305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:53.159136] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:34:53.297665] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.45% [2025-11-22T01:34:53.332203] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:34:53.487112] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 1.03% [2025-11-22T01:34:53.504355] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:34:53.510479] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.32% | Symbol ETA: 19.3s | Global ETA: N/A [2025-11-22T01:34:53.513581] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:53.513660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:53.514339] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:53.641695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:53.644462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:53.669599] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 1.48% [2025-11-22T01:34:53.678622] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:34:53.720071] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.15% | Symbol ETA: 16.5s | Global ETA: N/A [2025-11-22T01:34:53.721011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:53.721098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:53.726318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:53.728247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:53.728761] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:53.730497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:53.731506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:53.857543] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:34:53.858174] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 1.43% [2025-11-22T01:34:54.035562] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 0.52% [2025-11-22T01:34:54.038631] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:34:54.215037] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 0.73% [2025-11-22T01:34:54.215266] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 44.0462% [2025-11-22T01:34:54.215366] [INFO ] [main ] PFLT: DISCARDED add_late_session_pressure (score: 44.05%) [2025-11-22T01:34:54.215413] [INFO ] [main ] PFLT: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:34:54.215470] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity'] [2025-11-22T01:34:54.215507] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:34:54.218010] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:34:54.218212] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.0485% [2025-11-22T01:34:54.218292] [INFO ] [main ] BGY: DISCARDED add_late_session_pressure (score: 28.05%) [2025-11-22T01:34:54.218335] [INFO ] [main ] BGY: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:34:54.218369] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_micro_gap_fill_velocity'] [2025-11-22T01:34:54.218404] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:34:54.218518] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.16% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:34:54.219412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:54.219473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:54.220909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:54.227404] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:54.228564] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:54.228626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.230416] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:54.231695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:54.231765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.233632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.235468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:54.235974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:54.236362] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:54.236744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.238391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.238999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:54.239481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:54.239896] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:54.240780] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:54.242864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.341663] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 15.9s | Global ETA: N/A [2025-11-22T01:34:54.342554] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:54.342617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.345454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:34:54.347689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.348701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.349451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:54.350139] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:54.351937] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:54.352934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.822096] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:54.823012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:54.823076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.827988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.829756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:54.830236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:54.830628] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:54.831518] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:34:54.832550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:54.832617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.832635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.837638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.839895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:54.840457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:54.840939] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:54.841909] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:54.843972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:54.940001] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:34:54.940916] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:54.940983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:54.945853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:54.947740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:54.948126] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:34:54.948234] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:54.949898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:54.950913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:55.126778] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 16.18% [2025-11-22T01:34:55.296825] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 6.25% [2025-11-22T01:34:55.418622] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 18.3s | Global ETA: N/A [2025-11-22T01:34:55.419926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:55.419990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:55.424842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:55.426789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:55.427468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:55.427910] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:55.429892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:55.458459] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 18.1s | Global ETA: N/A [2025-11-22T01:34:55.459414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:55.459479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:55.464506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:55.466398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:55.466941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:55.467412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:55.468441] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:55.468625] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 2.26%, Actual: 3.38% [2025-11-22T01:34:55.470463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:55.554509] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.12% | Symbol ETA: 14.7s | Global ETA: N/A [2025-11-22T01:34:55.647220] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -3.87%, Actual: 2.32% [2025-11-22T01:34:55.732582] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 0.23% [2025-11-22T01:34:55.822982] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 2.09% [2025-11-22T01:34:55.910425] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.47%, Actual: 0.05% [2025-11-22T01:34:55.994383] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -3.23%, Actual: 3.49% [2025-11-22T01:34:56.010377] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.94% | Symbol ETA: 17.7s | Global ETA: N/A [2025-11-22T01:34:56.011260] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:56.011323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:56.016198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:56.017958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:56.018430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:56.018840] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:56.020746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:56.080703] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.69% [2025-11-22T01:34:56.086586] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 17.5s | Global ETA: N/A [2025-11-22T01:34:56.087537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:56.087602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:56.092529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:56.094470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:56.094981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:56.095393] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:56.096678] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:56.098792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:56.172916] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.15%, Actual: 2.80% [2025-11-22T01:34:56.251791] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.49%, Actual: 1.80% [2025-11-22T01:34:56.360458] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.32%, Actual: 7.88% [2025-11-22T01:34:56.424129] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 6.18% [2025-11-22T01:34:56.531181] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.16%, Actual: 4.51% [2025-11-22T01:34:56.596211] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 3.29% [2025-11-22T01:34:56.607963] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.74% | Symbol ETA: 17.1s | Global ETA: N/A [2025-11-22T01:34:56.608861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:56.608923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:56.613717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:56.615507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:56.616009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:56.616398] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:56.618359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:56.667555] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 16.8s | Global ETA: N/A [2025-11-22T01:34:56.668440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:56.668505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:56.673260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:56.674999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:56.675464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:56.675873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:56.676729] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:56.678693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:56.701772] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 5.29% [2025-11-22T01:34:56.701979] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 46.8925% [2025-11-22T01:34:56.702060] [INFO ] [main ] KOS: DISCARDED add_late_hour_microstructure (score: 46.89%) [2025-11-22T01:34:56.702101] [INFO ] [main ] KOS: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:34:56.702132] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T01:34:56.702167] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:34:56.715264] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:56.716637] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:56.716727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:56.717473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:56.766153] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.15%, Actual: 0.17% [2025-11-22T01:34:56.851371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:56.852712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:56.934232] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -2.02%, Actual: 1.29% [2025-11-22T01:34:57.103241] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 5.09% [2025-11-22T01:34:57.192327] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.03% | Symbol ETA: 16.5s | Global ETA: N/A [2025-11-22T01:34:57.193216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:57.193279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.198118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.199875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:57.200346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:57.200754] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.202696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.246424] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 16.2s | Global ETA: N/A [2025-11-22T01:34:57.247345] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:57.247410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.252311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.254065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:57.254533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:57.255057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:57.255956] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.257918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.279015] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.12%, Actual: 3.09% [2025-11-22T01:34:57.279287] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.6624% [2025-11-22T01:34:57.279410] [INFO ] [main ] UAA: DISCARDED add_late_session_pressure (score: 32.66%) [2025-11-22T01:34:57.279485] [INFO ] [main ] UAA: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:34:57.279547] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_micro_gap_fill_velocity'] [2025-11-22T01:34:57.279611] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:34:57.295354] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:34:57.296776] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:57.296853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.302014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.303974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:57.304476] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:57.306174] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.308312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.437545] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.08% | Symbol ETA: 23.2s | Global ETA: N/A [2025-11-22T01:34:57.438459] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:57.438520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:57.439234] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:57.572709] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:57.574022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.780940] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 15.9s | Global ETA: N/A [2025-11-22T01:34:57.781829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:57.781892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.786718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.788522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:57.789018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:57.789405] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.791373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.838291] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 15.6s | Global ETA: N/A [2025-11-22T01:34:57.839187] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:57.839250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.843993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.845775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:57.846237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:57.846617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:57.847534] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.849464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:57.904910] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:34:57.905836] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:57.905911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:57.910680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:57.912409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:57.912899] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:57.914484] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:57.916473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:58.156587] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.60% | Symbol ETA: 22.5s | Global ETA: N/A [2025-11-22T01:34:58.157547] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:58.157614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:58.158395] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:58.291283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:58.292558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:58.423392] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:34:58.424319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:58.424382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:58.429261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:58.431006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:58.431484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:58.431891] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:58.433927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:58.480588] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 15.0s | Global ETA: N/A [2025-11-22T01:34:58.481472] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:58.481536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:58.486324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:58.488127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:58.488596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:58.489045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:58.489907] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:58.491853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:58.505718] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.65% | Symbol ETA: 18.3s | Global ETA: N/A [2025-11-22T01:34:58.506610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:58.506693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:58.511494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:58.513263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:58.513756] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:58.515333] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:58.517354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:58.864529] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -5.13% | Symbol ETA: 21.7s | Global ETA: N/A [2025-11-22T01:34:58.865424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:58.865486] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:58.866209] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:58.988625] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:58.989878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.010804] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 14.7s | Global ETA: N/A [2025-11-22T01:34:59.011702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:59.011765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.016547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.018353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:59.018857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:59.019249] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.021252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.065051] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 14.4s | Global ETA: N/A [2025-11-22T01:34:59.065991] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:59.066055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.070899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.072700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:59.073233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:59.073626] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:59.074494] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.076477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.108067] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 3.40% | Symbol ETA: 17.7s | Global ETA: N/A [2025-11-22T01:34:59.108960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:59.109024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.113832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.115559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:59.116081] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:59.117733] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.119705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.548388] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 21.0s | Global ETA: N/A [2025-11-22T01:34:59.549303] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:34:59.549366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:34:59.550061] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:34:59.591948] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 14.1s | Global ETA: N/A [2025-11-22T01:34:59.593202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:59.593268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.598104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.599870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:59.600349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:59.600762] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.602674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.647630] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:34:59.648519] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:34:59.648583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.653468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.655247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:34:59.655734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:34:59.656167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:34:59.657028] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.659130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.678433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:34:59.679638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:34:59.705400] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 17.1s | Global ETA: N/A [2025-11-22T01:34:59.706303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:34:59.706366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:34:59.711185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:34:59.712983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:34:59.713470] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:34:59.715112] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:34:59.717126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:00.183077] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 13.5s | Global ETA: N/A [2025-11-22T01:35:00.237148] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:00.296818] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 20.3s | Global ETA: N/A [2025-11-22T01:35:00.300048] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:35:00.300117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:00.300917] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:00.316304] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.08% | Symbol ETA: 16.5s | Global ETA: N/A [2025-11-22T01:35:00.317292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:00.317356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:00.322230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:00.327374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:00.327917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:00.329516] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:00.331519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:00.355215] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 0.78% [2025-11-22T01:35:00.430270] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 2.41% [2025-11-22T01:35:00.499541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:00.500873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:00.549310] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.27% [2025-11-22T01:35:00.742253] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.94%, Actual: 1.21% [2025-11-22T01:35:00.772479] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 1.52% [2025-11-22T01:35:00.941284] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.33% [2025-11-22T01:35:01.006608] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.74%, Actual: 1.11% [2025-11-22T01:35:01.111818] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.06% [2025-11-22T01:35:01.125819] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.06% | Symbol ETA: 19.7s | Global ETA: N/A [2025-11-22T01:35:01.126727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:35:01.126789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:01.127483] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:01.206963] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 16.1s | Global ETA: N/A [2025-11-22T01:35:01.208124] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:01.208188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:01.213397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:01.215491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:01.216190] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:01.222928] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:01.225618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:01.255189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:01.256457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:01.265575] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.03%, Actual: 0.45% [2025-11-22T01:35:01.302014] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:01.451952] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.03% [2025-11-22T01:35:01.477382] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:01.627259] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 1.48% [2025-11-22T01:35:01.651796] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:01.801024] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.16%, Actual: 1.43% [2025-11-22T01:35:01.828139] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:35:01.835294] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.86% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:35:01.836261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:35:01.836325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:01.837039] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:01.898377] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.90% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:35:01.899292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:01.899357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:01.904261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:01.906080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:01.906573] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:01.908370] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:01.910415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:01.961846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:01.963327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:01.973057] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.52% [2025-11-22T01:35:02.000956] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.18% [2025-11-22T01:35:02.146047] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.73% [2025-11-22T01:35:02.146274] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 39.4092% [2025-11-22T01:35:02.146357] [INFO ] [main ] PFLT: DISCARDED add_micro_gap_fill_velocity (score: 39.41%) [2025-11-22T01:35:02.146400] [INFO ] [main ] PFLT: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.146434] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:35:02.146469] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:02.158626] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:02.160028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:02.160092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:02.165207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:02.167097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:02.167615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:02.168055] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.168769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:02.179962] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:02.180174] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.5729% [2025-11-22T01:35:02.180261] [INFO ] [main ] BGY: DISCARDED add_micro_gap_fill_velocity (score: 29.57%) [2025-11-22T01:35:02.180303] [INFO ] [main ] BGY: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.180337] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:35:02.180372] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:02.191829] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:02.193131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:02.193196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:02.198036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:02.199896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:02.200377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:02.200792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:02.201666] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.202373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:02.504741] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.51% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:35:02.505672] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:02.505737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:02.510775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:02.512519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:02.513013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:02.514596] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:02.516581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:02.555018] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.37% | Symbol ETA: 18.2s | Global ETA: N/A [2025-11-22T01:35:02.555937] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:35:02.556012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:02.556709] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:02.681430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:02.682784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:02.740567] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:35:02.741507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:02.741570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:02.746470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:02.748371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:02.748887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:02.749278] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.749985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:02.786448] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 18.1s | Global ETA: N/A [2025-11-22T01:35:02.787367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:02.787431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:02.792296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:02.794173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:02.794686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:02.795079] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:02.795954] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:02.796846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.121459] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 14.1s | Global ETA: N/A [2025-11-22T01:35:03.122360] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:03.122424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:03.127279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:03.129372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:03.129914] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:03.131816] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:03.134027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.276021] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 17.5s | Global ETA: N/A [2025-11-22T01:35:03.276991] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:35:03.277056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:03.277864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:03.320367] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 17.3s | Global ETA: N/A [2025-11-22T01:35:03.321249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:03.321311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:03.326042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:03.327822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:03.328333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:03.328747] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:03.329435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.384489] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 17.5s | Global ETA: N/A [2025-11-22T01:35:03.385402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:03.385465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:03.390369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:03.392237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:03.392756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:03.393160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:03.394038] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:03.394768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.409591] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:03.411258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.743261] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -3.51% | Symbol ETA: 13.5s | Global ETA: N/A [2025-11-22T01:35:03.897562] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 16.7s | Global ETA: N/A [2025-11-22T01:35:03.898464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:03.898526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:03.903716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:03.905674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:03.906163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:03.906548] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:03.907283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:03.910793] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 0.23% [2025-11-22T01:35:03.982608] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 16.9s | Global ETA: N/A [2025-11-22T01:35:03.983499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:03.983563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:03.988378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:03.990224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:03.990728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:03.991123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:03.991992] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:03.992688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:04.006280] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 16.7s | Global ETA: N/A [2025-11-22T01:35:04.076437] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.65%, Actual: 0.05% [2025-11-22T01:35:04.175267] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 16.18% [2025-11-22T01:35:04.243028] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 3.40%, Actual: 0.69% [2025-11-22T01:35:04.347363] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.60%, Actual: 6.25% [2025-11-22T01:35:04.413257] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.80% [2025-11-22T01:35:04.482358] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.38% | Symbol ETA: 16.2s | Global ETA: N/A [2025-11-22T01:35:04.483244] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:04.483307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:04.488158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:04.490278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:04.490766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:04.491150] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:04.491819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:04.517803] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -5.13%, Actual: 3.38% [2025-11-22T01:35:04.572957] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 16.3s | Global ETA: N/A [2025-11-22T01:35:04.573859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:04.573934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:04.578844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:04.580631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:04.581160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:04.581544] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:04.582409] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:04.583105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:04.592504] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.08%, Actual: 6.18% [2025-11-22T01:35:04.689456] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.32% [2025-11-22T01:35:04.763250] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 3.29% [2025-11-22T01:35:04.862501] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 2.09% [2025-11-22T01:35:04.928398] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.90%, Actual: 0.17% [2025-11-22T01:35:05.038129] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.06%, Actual: 3.49% [2025-11-22T01:35:05.055089] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.48% | Symbol ETA: 15.6s | Global ETA: N/A [2025-11-22T01:35:05.056015] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:05.056090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:05.060879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:05.062638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:05.063130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:05.063515] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.064218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:05.095237] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.51%, Actual: 1.29% [2025-11-22T01:35:05.165452] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 15.7s | Global ETA: N/A [2025-11-22T01:35:05.166348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:05.166412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:05.171385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:05.173249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:05.173761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:05.174158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:05.175038] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.175742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:05.212695] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.86%, Actual: 2.80% [2025-11-22T01:35:05.261319] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 5.09% [2025-11-22T01:35:05.383816] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.37%, Actual: 7.88% [2025-11-22T01:35:05.428808] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -3.51%, Actual: 3.09% [2025-11-22T01:35:05.428989] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 28.1889% [2025-11-22T01:35:05.429087] [INFO ] [main ] UAA: DISCARDED add_micro_gap_fill_velocity (score: 28.19%) [2025-11-22T01:35:05.429137] [INFO ] [main ] UAA: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.429177] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:35:05.429214] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:05.441256] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:05.442531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:05.442592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:05.447353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:05.449129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:05.449603] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:05.451257] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.454013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:05.556566] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.05%, Actual: 4.51% [2025-11-22T01:35:05.638529] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 15.0s | Global ETA: N/A [2025-11-22T01:35:05.639442] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:05.639506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:05.644427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:05.646293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:05.646824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:05.647240] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.647937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:05.749840] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 5.29% [2025-11-22T01:35:05.750091] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 49.3365% [2025-11-22T01:35:05.750227] [INFO ] [main ] KOS: KEPT add_late_session_pressure (score: 49.34%) [2025-11-22T01:35:05.750272] [INFO ] [main ] KOS: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:35:05.750304] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_micro_gap_fill_velocity'] [2025-11-22T01:35:05.750342] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:05.758273] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 15.1s | Global ETA: N/A [2025-11-22T01:35:05.759201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:05.759265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:05.763250] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:05.764120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:05.764588] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:05.764678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:05.765433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:05.766024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:05.766508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:05.766922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:05.767829] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:05.768555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:05.895882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:05.897339] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:05.899520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.036618] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.02% | Symbol ETA: 18.4s | Global ETA: N/A [2025-11-22T01:35:06.037565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:06.037627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.042456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.044252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:06.044747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:06.046369] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.047087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.216473] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 14.4s | Global ETA: N/A [2025-11-22T01:35:06.217376] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:06.217438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.222220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.223967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:06.224456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:06.224861] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.225504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.348366] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:06.349272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:06.349336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.354258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.356088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:06.356572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:06.356987] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:06.357884] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.358561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.480750] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 4.08% | Symbol ETA: 22.2s | Global ETA: N/A [2025-11-22T01:35:06.481671] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:06.481735] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:06.482421] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:06.606713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:06.607990] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:06.610027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.627478] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 17.8s | Global ETA: N/A [2025-11-22T01:35:06.628363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:06.628424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.633265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.635004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:06.635473] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:06.637093] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.637776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.783806] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:35:06.784689] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:06.784751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.789468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.791180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:06.791664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:06.792049] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.792710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:06.934035] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:06.934944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:06.935006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:06.939934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:06.941772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:06.942249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:06.942662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:06.943525] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:06.944232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.180809] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 21.4s | Global ETA: N/A [2025-11-22T01:35:07.181715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:07.181779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:07.182451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:07.229746] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 17.2s | Global ETA: N/A [2025-11-22T01:35:07.230746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:07.230812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:07.235846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:07.237806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:07.238346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:07.240066] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:07.240798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.308323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:07.309591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:07.311618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.352593] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:07.353483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:07.353545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:07.358309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:07.360085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:07.360553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:07.360955] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:07.361607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.532889] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:07.533802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:07.533867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:07.538769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:07.540714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:07.541210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:07.541604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:07.542474] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:07.543181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.835836] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 16.6s | Global ETA: N/A [2025-11-22T01:35:07.836746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:07.836808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:07.841580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:07.843291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:07.843790] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:07.845369] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:07.846054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:07.882298] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 20.7s | Global ETA: N/A [2025-11-22T01:35:07.883192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:07.883256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:07.883956] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:07.924458] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:08.013245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:08.014557] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:08.016741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:08.092962] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 0.78% [2025-11-22T01:35:08.143130] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:08.259607] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 0.27% [2025-11-22T01:35:08.337532] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:35:08.425261] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.11%, Actual: 1.21% [2025-11-22T01:35:08.440940] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:35:08.442105] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:08.442181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:08.447799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:08.449705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:08.450202] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:08.451861] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:08.452555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:08.509115] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:35:08.586739] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 19.9s | Global ETA: N/A [2025-11-22T01:35:08.587632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:08.587716] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:08.588420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:08.590817] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.38%, Actual: 1.11% [2025-11-22T01:35:08.688500] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:35:08.712421] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:08.713843] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:08.715854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:08.758875] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.48%, Actual: 0.45% [2025-11-22T01:35:08.862993] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:35:08.928929] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 1.03% [2025-11-22T01:35:09.036951] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.48% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:35:09.037525] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:09.037886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:09.037949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:09.042678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:09.044405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:09.044900] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:09.046509] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:09.047253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:09.098408] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 1.48% [2025-11-22T01:35:09.215743] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:09.264333] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 1.43% [2025-11-22T01:35:09.289248] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -7.70% | Symbol ETA: 19.2s | Global ETA: N/A [2025-11-22T01:35:09.290193] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:09.290258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:09.290981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:09.400987] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:09.420341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:09.421681] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:09.423802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:09.428143] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 0.52% [2025-11-22T01:35:09.573447] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:35:09.592525] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.73% [2025-11-22T01:35:09.592698] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 43.8522% [2025-11-22T01:35:09.592779] [INFO ] [main ] PFLT: DISCARDED add_morning_followthrough_mag_T0 (score: 43.85%) [2025-11-22T01:35:09.592821] [INFO ] [main ] PFLT: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:35:09.593201] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_range_expansion'] [2025-11-22T01:35:09.593240] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:09.604199] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:09.605363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:09.605426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:09.610253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:09.612027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:09.612492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:09.612899] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:09.617043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:09.624548] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.87% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:35:09.625437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:09.625499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:09.630323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:09.632171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:09.634639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:09.636281] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:09.638199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:09.748339] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:35:09.924231] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:09.924455] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:35:09.924547] [INFO ] [main ] BGY: DISCARDED add_morning_followthrough_mag_T0 (score: 26.92%) [2025-11-22T01:35:09.924980] [INFO ] [main ] BGY: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:35:09.925020] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_morning_range_expansion'] [2025-11-22T01:35:09.925078] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:09.936265] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:09.937867] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:09.937933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:09.943043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:09.945036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:09.945551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:09.945980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:09.946923] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:09.951494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.021942] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.71% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:35:10.022893] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:10.022959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:10.023703] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:10.163698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:10.165054] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:10.167254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.209565] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 16.4s | Global ETA: N/A [2025-11-22T01:35:10.210474] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:10.210539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:10.215414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:10.217312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:10.217814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:10.218207] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:10.222489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.223533] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 14.2s | Global ETA: N/A [2025-11-22T01:35:10.224513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:10.224578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:10.229826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:10.231794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:10.232308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:10.234045] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:10.234800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.544716] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 16.9s | Global ETA: N/A [2025-11-22T01:35:10.545616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:10.545700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:10.550685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:10.552555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:10.553056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:10.553452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:10.554341] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:10.558852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.794452] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 15.8s | Global ETA: N/A [2025-11-22T01:35:10.795385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:10.795449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:10.800504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:10.802278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:10.802773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:10.803189] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:10.807527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.808090] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:35:10.809230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:10.809316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:10.810100] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:10.836040] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 13.6s | Global ETA: N/A [2025-11-22T01:35:10.836932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:10.836994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:10.841884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:10.843703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:10.844182] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:10.845831] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:10.846503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:10.938440] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:10.939844] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:10.941978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:11.142246] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 16.3s | Global ETA: N/A [2025-11-22T01:35:11.143154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:11.143218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:11.148083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:11.149943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:11.150438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:11.150876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:11.151782] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:11.156076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:11.396034] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -3.00% | Symbol ETA: 15.2s | Global ETA: N/A [2025-11-22T01:35:11.396924] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:11.396987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:11.401914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:11.403993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:11.404470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:11.404876] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:11.409040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:11.447899] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.38% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:35:11.537355] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.10% | Symbol ETA: 17.2s | Global ETA: N/A [2025-11-22T01:35:11.538773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:11.538836] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:11.539508] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:11.617355] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.02%, Actual: 0.23% [2025-11-22T01:35:11.660758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:11.662043] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:11.664068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:11.774860] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 15.7s | Global ETA: N/A [2025-11-22T01:35:11.775777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:11.775852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:11.781103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:11.783640] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:11.784393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:11.784995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:11.786294] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:11.790755] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.90%, Actual: 0.05% [2025-11-22T01:35:11.792239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:11.965355] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 0.69% [2025-11-22T01:35:12.037144] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.29% | Symbol ETA: 14.6s | Global ETA: N/A [2025-11-22T01:35:12.038062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:12.038127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:12.043091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:12.044913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:12.045399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:12.045815] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:12.050080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:12.134731] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 1.80% [2025-11-22T01:35:12.253580] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.99% | Symbol ETA: 16.4s | Global ETA: N/A [2025-11-22T01:35:12.254474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:12.254538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:12.255233] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:12.302286] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 6.18% [2025-11-22T01:35:12.383749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:12.385044] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:35:12.387116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:12.438969] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 15.2s | Global ETA: N/A [2025-11-22T01:35:12.439917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:12.440001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:12.444915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:12.446878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:12.447381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:12.447789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:12.448709] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:12.453004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:12.470337] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.48%, Actual: 3.29% [2025-11-22T01:35:12.619781] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.58% | Symbol ETA: 14.0s | Global ETA: N/A [2025-11-22T01:35:12.620685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:12.620761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:12.625566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:12.627375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:12.627869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:12.628254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:12.632398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:12.644725] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.87%, Actual: 0.17% [2025-11-22T01:35:12.823535] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 1.29% [2025-11-22T01:35:12.958463] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.64% | Symbol ETA: 15.7s | Global ETA: N/A [2025-11-22T01:35:12.997777] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 5.09% [2025-11-22T01:35:13.042122] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:13.043076] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:13.043144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.048184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.050226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:13.050797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:13.051193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:13.052087] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.056548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.133232] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 4.08%, Actual: 16.18% [2025-11-22T01:35:13.177030] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.38%, Actual: 3.09% [2025-11-22T01:35:13.177292] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 31.9064% [2025-11-22T01:35:13.177387] [INFO ] [main ] UAA: DISCARDED add_morning_followthrough_mag_T0 (score: 31.91%) [2025-11-22T01:35:13.177435] [INFO ] [main ] UAA: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:35:13.177469] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_morning_range_expansion'] [2025-11-22T01:35:13.177506] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:13.191905] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:13.193514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:13.193581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.198704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.200688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:13.200956] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:35:13.201208] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:13.201875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:13.201941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.202938] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.206846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.207365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.208668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:13.209167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:13.209558] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.214194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.309230] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -2.08%, Actual: 6.25% [2025-11-22T01:35:13.475820] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 3.38% [2025-11-22T01:35:13.643880] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:13.645220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:13.645287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.645477] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 2.32% [2025-11-22T01:35:13.650582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.652605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:13.653146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:13.653569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:13.654483] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.659065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.783698] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 12.8s | Global ETA: N/A [2025-11-22T01:35:13.784601] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:13.784685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.789620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.791485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:13.791969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:13.792354] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.797133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.813806] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -7.70%, Actual: 2.09% [2025-11-22T01:35:13.813944] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.58% | Symbol ETA: 17.0s | Global ETA: N/A [2025-11-22T01:35:13.814901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:13.814966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:13.820064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:13.821940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:13.822433] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:13.824086] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:13.828443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:13.982887] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.71%, Actual: 3.49% [2025-11-22T01:35:14.185805] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 2.80% [2025-11-22T01:35:14.258310] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:14.259251] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:14.259321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:14.264671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:14.266863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:14.267414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:14.267853] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:14.268779] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:14.273248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:14.364708] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 12.2s | Global ETA: N/A [2025-11-22T01:35:14.365596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:14.365679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:14.370762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:14.372546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:14.373043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:14.373437] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:14.376022] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.10%, Actual: 7.88% [2025-11-22T01:35:14.377861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:14.449918] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 5.08% | Symbol ETA: 16.5s | Global ETA: N/A [2025-11-22T01:35:14.450816] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:14.450878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:14.455587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:14.457340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:14.457830] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:14.459431] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:14.466780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:14.546702] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.99%, Actual: 4.51% [2025-11-22T01:35:14.717776] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.64%, Actual: 5.29% [2025-11-22T01:35:14.717983] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 41.3713% [2025-11-22T01:35:14.718036] [INFO ] [main ] KOS: DISCARDED add_micro_gap_fill_velocity (score: 41.37%) [2025-11-22T01:35:14.718074] [INFO ] [main ] KOS: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:35:14.718106] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:35:14.718140] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:14.729780] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:14.731078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:14.731140] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:14.731904] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:14.858845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:14.860124] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:14.860893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:14.883383] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:14.884288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:14.884352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:14.889347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:14.891224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:14.891733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:14.892125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:14.893037] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:14.897743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:14.947071] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 3.30% | Symbol ETA: 11.6s | Global ETA: N/A [2025-11-22T01:35:14.947968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:14.948032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:14.952853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:14.954627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:14.955114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:14.955502] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:14.959713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:15.043941] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 15.8s | Global ETA: N/A [2025-11-22T01:35:15.044842] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:15.044905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:15.049634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:15.051402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:15.051896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:15.053459] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:15.057565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:15.445019] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 20.8s | Global ETA: N/A [2025-11-22T01:35:15.445955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:15.446018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:15.446704] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:15.483203] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:15.484095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:15.484161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:15.489102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:15.490890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:15.491370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:15.491779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:15.492666] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:15.496896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:15.525188] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:35:15.577277] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:15.578711] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:15.579453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:15.694724] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 15.2s | Global ETA: N/A [2025-11-22T01:35:15.695625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:15.695705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:15.697871] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 0.78% [2025-11-22T01:35:15.700496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:15.702216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:15.702709] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:15.704281] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:15.708385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:15.866423] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.27% [2025-11-22T01:35:16.033573] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -3.00%, Actual: 1.21% [2025-11-22T01:35:16.065409] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:16.167797] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 4.08% | Symbol ETA: 20.1s | Global ETA: N/A [2025-11-22T01:35:16.168782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:16.168848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:16.169563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:16.201228] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.29%, Actual: 1.11% [2025-11-22T01:35:16.235296] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 2.41% [2025-11-22T01:35:16.284268] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.65% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:16.285156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:16.285220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:16.289953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:16.291700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:16.292169] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:16.293759] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:16.297943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:16.300820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:16.302136] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:16.302902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:16.379572] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 0.45% [2025-11-22T01:35:16.416070] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 1.52% [2025-11-22T01:35:16.555368] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.03% [2025-11-22T01:35:16.594962] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.33% [2025-11-22T01:35:16.732507] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 1.48% [2025-11-22T01:35:16.764623] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 2.06% [2025-11-22T01:35:16.870621] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.77% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:16.871499] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:16.871562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:16.876329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:16.878072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:16.878536] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:16.880112] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:16.884150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:16.888170] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.32% | Symbol ETA: 19.4s | Global ETA: N/A [2025-11-22T01:35:16.889138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:16.889202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:16.889959] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:16.897713] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.43% [2025-11-22T01:35:16.935670] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:17.025490] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:17.026761] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:17.027589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:17.063567] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 3.30%, Actual: 0.52% [2025-11-22T01:35:17.104893] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:17.229947] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 0.73% [2025-11-22T01:35:17.230174] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 40.8094% [2025-11-22T01:35:17.230266] [INFO ] [main ] PFLT: DISCARDED add_morning_range_expansion (score: 40.81%) [2025-11-22T01:35:17.230308] [INFO ] [main ] PFLT: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:35:17.230340] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_11_elasticity'] [2025-11-22T01:35:17.230376] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:17.241949] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:17.243241] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:17.243316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:17.248160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:17.249986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:17.250453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:17.250857] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:17.251942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:17.274026] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.02% [2025-11-22T01:35:17.445328] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:35:17.458013] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 6.11% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:17.458943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:17.459027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:17.463843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:17.465598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:17.466097] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:17.467718] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:17.471796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:17.593747] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 2.84% | Symbol ETA: 18.6s | Global ETA: N/A [2025-11-22T01:35:17.594621] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:17.594705] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:17.595375] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:17.614951] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.18% [2025-11-22T01:35:17.719439] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:17.720758] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:17.721468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:17.787943] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.76% [2025-11-22T01:35:17.788155] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.1874% [2025-11-22T01:35:17.788255] [INFO ] [main ] BGY: DISCARDED add_morning_range_expansion (score: 28.19%) [2025-11-22T01:35:17.788306] [INFO ] [main ] BGY: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:35:17.788345] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_open_11_elasticity'] [2025-11-22T01:35:17.788385] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:17.799311] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:17.800494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:17.800557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:17.805331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:17.807117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:17.807591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:17.807996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:17.808855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:17.809980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:17.811742] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.00% | Symbol ETA: 15.5s | Global ETA: N/A [2025-11-22T01:35:17.812618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:17.812698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:17.817435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:17.819180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:17.819692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:17.820074] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:17.821156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.042781] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:18.043660] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:18.043724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:18.048472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:18.050211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:18.050708] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:18.052292] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:18.056349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.289319] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.27% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:35:18.290220] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:18.290285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:18.290971] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:18.374712] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 15.9s | Global ETA: N/A [2025-11-22T01:35:18.375584] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:18.375666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:18.380716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:18.382520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:18.383036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:18.383445] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:18.384348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:18.385543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.407724] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 15.1s | Global ETA: N/A [2025-11-22T01:35:18.409046] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:18.409111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:18.414343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:18.416227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:18.416769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:18.417188] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:18.418337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.422184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:18.423489] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:18.424243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.636039] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:18.636936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:18.636999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:18.641849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:18.643566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:18.645057] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:18.646725] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:18.652967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.971235] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:35:18.972188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:18.972252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:18.977097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:18.978935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:18.979419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:18.979831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:18.980701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:18.981860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:18.997231] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 17.2s | Global ETA: N/A [2025-11-22T01:35:18.998148] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:18.998211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:18.998963] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:19.019825] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.58% | Symbol ETA: 14.6s | Global ETA: N/A [2025-11-22T01:35:19.020734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:19.020797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:19.025532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:19.027321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:19.027822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:19.028211] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:19.029320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:19.125600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:19.126957] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:19.127732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:19.250046] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:19.430676] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.58%, Actual: 0.23% [2025-11-22T01:35:19.545060] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:35:19.545988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:19.546053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:19.550963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:19.552771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:19.553270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:19.553699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:19.554561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:19.555761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:19.587508] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.76% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:19.588433] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:19.588498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:19.593225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:19.594965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:19.595463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:19.595866] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:19.596944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:19.611277] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 5.08%, Actual: 0.05% [2025-11-22T01:35:19.691866] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 16.5s | Global ETA: N/A [2025-11-22T01:35:19.692777] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:19.692841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:19.693515] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:19.789875] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 0.69% [2025-11-22T01:35:19.818265] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:19.819538] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:19.820267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:19.958794] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 1.80% [2025-11-22T01:35:20.132744] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 14.2s | Global ETA: N/A [2025-11-22T01:35:20.133617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:20.133700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:20.136546] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.65%, Actual: 6.18% [2025-11-22T01:35:20.138558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:20.140365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:20.140854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:20.141236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:20.142081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:20.143190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:20.179412] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.88% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:35:20.180510] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:20.180576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:20.187404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:20.189903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:20.190538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:20.191078] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:20.192591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:20.305486] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.77%, Actual: 3.29% [2025-11-22T01:35:20.404423] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.51% | Symbol ETA: 15.8s | Global ETA: N/A [2025-11-22T01:35:20.405315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:20.405377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:20.406070] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:20.474541] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 6.11%, Actual: 0.17% [2025-11-22T01:35:20.528076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:20.529341] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:20.530076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:20.651571] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 1.29% [2025-11-22T01:35:20.704062] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 13.6s | Global ETA: N/A [2025-11-22T01:35:20.704930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:20.704992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:20.709794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:20.711507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:20.712007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:20.712398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:20.713252] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:20.714364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:20.789018] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 12.8s | Global ETA: N/A [2025-11-22T01:35:20.790038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:20.790105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:20.795410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:20.797254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:20.797795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:20.798226] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:20.799350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:20.821382] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.88%, Actual: 5.09% [2025-11-22T01:35:20.990255] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 3.09% [2025-11-22T01:35:20.990475] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 35.4169% [2025-11-22T01:35:20.990566] [INFO ] [main ] UAA: DISCARDED add_morning_range_expansion (score: 35.42%) [2025-11-22T01:35:20.990608] [INFO ] [main ] UAA: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:35:20.990658] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_11_elasticity'] [2025-11-22T01:35:20.990699] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:21.004095] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:21.005367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:21.005432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.010342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.012173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:21.012687] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:21.014329] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.015457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.091299] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.39% | Symbol ETA: 15.1s | Global ETA: N/A [2025-11-22T01:35:21.092210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:21.092273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:21.092970] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:21.214415] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:21.215676] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:35:21.216382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.275610] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:35:21.276487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:21.276550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.281385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.283154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:21.283626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:21.284037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:21.284891] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.286019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.367195] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 12.2s | Global ETA: N/A [2025-11-22T01:35:21.368110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:21.368173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.372917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.374668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:21.375137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:21.375525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.376605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.595295] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.06% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:35:21.596196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:21.596258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.600983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.603102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:21.603751] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:21.605910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.607450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.786764] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:35:21.851821] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:35:21.852702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:21.852764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.857955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.859729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:21.860205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:21.860595] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:21.861456] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.862847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.940309] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.82% | Symbol ETA: 11.6s | Global ETA: N/A [2025-11-22T01:35:21.941200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:21.941262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:21.946028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:21.948078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:21.948587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:21.949012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:21.950174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:21.955239] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 16.18% [2025-11-22T01:35:22.128491] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 4.08%, Actual: 6.25% [2025-11-22T01:35:22.210287] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -1.80% | Symbol ETA: 15.5s | Global ETA: N/A [2025-11-22T01:35:22.211191] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:22.211252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:22.216030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:22.217804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:22.218296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:22.219871] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:22.220960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:22.298937] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.32%, Actual: 3.38% [2025-11-22T01:35:22.438547] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:22.439463] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:22.439530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:22.444312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:22.446078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:22.446569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:22.446981] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:22.447947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:22.449127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:22.470415] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 2.84%, Actual: 2.32% [2025-11-22T01:35:22.516585] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.03% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:35:22.517987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:22.518052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:22.522904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:22.524669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:22.525141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:22.525527] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:22.526613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:22.638867] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.27%, Actual: 2.09% [2025-11-22T01:35:22.805110] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 3.49% [2025-11-22T01:35:22.813843] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.01% | Symbol ETA: 14.9s | Global ETA: N/A [2025-11-22T01:35:22.814721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:22.814784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:22.819551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:22.821325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:22.821835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:22.823433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:22.824548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:22.990885] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 2.80% [2025-11-22T01:35:23.043465] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:23.044456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:23.044522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:23.049394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:23.051341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:23.051893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:23.052296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:23.053189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:23.054361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:23.086901] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 10.4s | Global ETA: N/A [2025-11-22T01:35:23.166289] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.51%, Actual: 7.88% [2025-11-22T01:35:23.254106] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.00%, Actual: 0.78% [2025-11-22T01:35:23.334822] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.39%, Actual: 4.51% [2025-11-22T01:35:23.415449] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:35:23.416373] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:23.416438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:23.421547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:23.423467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:23.423985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:23.425595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:23.427165] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.27% [2025-11-22T01:35:23.426790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:23.517158] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 5.29% [2025-11-22T01:35:23.517414] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 38.6946% [2025-11-22T01:35:23.517897] [INFO ] [main ] KOS: DISCARDED add_morning_followthrough_mag_T0 (score: 38.69%) [2025-11-22T01:35:23.517947] [INFO ] [main ] KOS: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:35:23.517982] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_morning_range_expansion'] [2025-11-22T01:35:23.518020] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:23.531921] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:23.533609] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:23.533695] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:23.534436] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:23.648407] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:23.686793] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.58%, Actual: 1.21% [2025-11-22T01:35:23.695456] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:23.697146] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:23.703050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:23.918768] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:35:23.928043] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.76%, Actual: 1.11% [2025-11-22T01:35:24.190687] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:35:24.192749] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 0.45% [2025-11-22T01:35:24.261013] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.83% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:24.262377] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:24.262462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:24.269982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:24.272823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:24.273534] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:24.275982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:24.277739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:24.442878] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 1.03% [2025-11-22T01:35:24.443082] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:35:24.559974] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.85% | Symbol ETA: 22.2s | Global ETA: N/A [2025-11-22T01:35:24.560932] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:24.560998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:24.561732] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:24.657505] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 1.48% [2025-11-22T01:35:24.669741] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:35:24.714720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:24.716057] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:24.720739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:24.828038] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 1.43% [2025-11-22T01:35:24.838452] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:24.921102] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:24.921991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:24.922055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:24.926828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:24.928588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:24.929104] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:24.930699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:24.931799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:24.993886] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.03%, Actual: 0.52% [2025-11-22T01:35:25.006561] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:25.159682] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.96%, Actual: 0.73% [2025-11-22T01:35:25.159892] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.7076% [2025-11-22T01:35:25.159976] [INFO ] [main ] PFLT: DISCARDED add_open_11_elasticity (score: 38.71%) [2025-11-22T01:35:25.160019] [INFO ] [main ] PFLT: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:35:25.160051] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_reversal_intensity'] [2025-11-22T01:35:25.160085] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:25.171280] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:25.172474] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:25.172536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:25.173906] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:25.177380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:25.179174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:25.179687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:25.180072] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:25.181406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:25.301852] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 20.1s | Global ETA: N/A [2025-11-22T01:35:25.302817] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:25.302897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:25.303608] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:25.342918] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:35:25.431668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:25.432960] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:25.437391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:25.508351] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.86% | Symbol ETA: 12.6s | Global ETA: N/A [2025-11-22T01:35:25.509235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:25.509298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:25.514053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:25.515845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:25.516313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:25.517972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:25.519067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:25.519739] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:35:25.692017] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:25.692216] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:35:25.692300] [INFO ] [main ] BGY: DISCARDED add_open_11_elasticity (score: 26.92%) [2025-11-22T01:35:25.692343] [INFO ] [main ] BGY: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:35:25.692377] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_open_reversal_intensity'] [2025-11-22T01:35:25.692413] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:25.703353] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:25.704576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:25.704657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:25.709580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:25.711369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:25.711892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:25.712283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:25.713152] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:25.714690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:25.755446] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.25% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:35:25.756345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:25.756410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:25.761278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:25.763124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:25.763611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:25.764021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:25.765350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.014261] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -4.42% | Symbol ETA: 18.8s | Global ETA: N/A [2025-11-22T01:35:26.015144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:26.015207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:26.015892] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:26.099103] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:26.099984] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:26.100047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.104721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.106444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:26.106944] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:26.108551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:26.109639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.139992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:26.141259] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:26.145704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.308713] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:35:26.309609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:26.309692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.314488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.316265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:26.316775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:26.317193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:26.318053] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:26.319346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.339298] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 14.7s | Global ETA: N/A [2025-11-22T01:35:26.340207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:26.340271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.345014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.346800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:26.347287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:26.347693] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:26.348999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.710222] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:26.711103] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:26.711168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.716173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.718288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:26.719002] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:26.720832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:26.721935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.773944] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 3.10% | Symbol ETA: 17.9s | Global ETA: N/A [2025-11-22T01:35:26.774877] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:26.774942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:26.775663] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:26.902173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:26.903457] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:26.903827] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:35:26.905151] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:26.905219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.907937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.910762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.912733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:26.913275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:26.913729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:26.914670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:26.916298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:26.982577] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 14.2s | Global ETA: N/A [2025-11-22T01:35:26.983572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:26.983639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:26.988554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:26.990467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:26.990979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:26.991367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:26.992707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:27.308597] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.04% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:27.467771] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -4.04% | Symbol ETA: 16.9s | Global ETA: N/A [2025-11-22T01:35:27.468628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:27.468711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:27.469375] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:27.477271] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.06%, Actual: 0.23% [2025-11-22T01:35:27.512498] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 14.2s | Global ETA: N/A [2025-11-22T01:35:27.513541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:27.513632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:27.518587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:27.520375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:27.520881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:27.521283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:27.522170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:27.523586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:27.594667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:27.595927] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:27.597487] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.06% | Symbol ETA: 13.6s | Global ETA: N/A [2025-11-22T01:35:27.598413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:27.598477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:27.600327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:27.603764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:27.605533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:27.606047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:27.606449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:27.607837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:27.648037] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -1.80%, Actual: 0.05% [2025-11-22T01:35:27.814864] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.01%, Actual: 0.69% [2025-11-22T01:35:27.981286] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 1.80% [2025-11-22T01:35:28.124080] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 13.6s | Global ETA: N/A [2025-11-22T01:35:28.125042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:28.125107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:28.130414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:28.132515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:28.133052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:28.133490] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:28.134420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:28.135986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:28.148008] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.83%, Actual: 6.18% [2025-11-22T01:35:28.178468] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.28% | Symbol ETA: 16.1s | Global ETA: N/A [2025-11-22T01:35:28.179383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:28.179445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:28.180144] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:28.192541] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:35:28.193432] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:28.193495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:28.198481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:28.200312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:28.200822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:28.201207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:28.202530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:28.304544] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:28.305889] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:28.310153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:28.313421] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 3.29% [2025-11-22T01:35:28.479181] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.86%, Actual: 0.17% [2025-11-22T01:35:28.647018] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.29% [2025-11-22T01:35:28.709084] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:35:28.709988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:28.710052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:28.714863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:28.716674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:28.717207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:28.717669] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:28.718556] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:28.719917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:28.770954] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:35:28.771879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:28.771942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:28.776807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:28.778737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:28.779207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:28.779596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:28.780946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:28.812797] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 5.09% [2025-11-22T01:35:28.906789] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:35:28.907711] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:28.907773] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:28.908448] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:28.983435] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.04%, Actual: 3.09% [2025-11-22T01:35:28.983638] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.8316% [2025-11-22T01:35:28.983737] [INFO ] [main ] UAA: DISCARDED add_open_11_elasticity (score: 32.83%) [2025-11-22T01:35:28.983781] [INFO ] [main ] UAA: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:35:28.983813] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_reversal_intensity'] [2025-11-22T01:35:28.983847] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:28.997132] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:28.999489] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:28.999552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.006487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.008296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:29.008783] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:29.010359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.011687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.032615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:29.033909] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:29.038211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.317173] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:35:29.318154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:29.318220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.323309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.325156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:29.325726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:29.326137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:29.327044] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.328500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.346327] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:35:29.347254] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:29.347317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.352083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.353833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:29.354297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:29.354700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.355955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.587959] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 15.4s | Global ETA: N/A [2025-11-22T01:35:29.588872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:29.588935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.593716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.595431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:29.595949] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:29.597578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.598937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.599794] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.75% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:29.600682] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:29.600768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:29.601430] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:29.723921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:29.725205] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:29.729596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.913410] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:35:29.914289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:29.914377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.918312] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.05% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:35:29.919199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:29.919261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:29.919260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.921082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:29.921583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:29.922027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:29.922928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.923988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:29.924290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:29.925732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:29.926197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:29.926588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:29.927896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.175977] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:35:30.176870] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:30.176932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:30.181685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:30.183397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:30.183883] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:30.185461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:30.186753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.290572] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 13.7s | Global ETA: N/A [2025-11-22T01:35:30.291464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:30.291528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:30.292219] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:30.413949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:30.415149] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:35:30.419523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.509747] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.96% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:35:30.510613] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:30.510695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:30.514533] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:35:30.515424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:30.515485] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:30.515553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:30.517211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:30.517774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:30.518170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:30.519476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.520731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:30.522600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:30.523129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:30.523943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:30.524879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:30.526279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.778080] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -2.08% | Symbol ETA: 14.2s | Global ETA: N/A [2025-11-22T01:35:30.779026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:30.779090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:30.783910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:30.785752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:30.786232] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:30.787917] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:30.789254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:30.981616] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.72% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:35:31.091232] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 10.0s | Global ETA: N/A [2025-11-22T01:35:31.108008] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:35:31.108941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:31.109008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:31.114001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:31.115850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:31.116353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:31.116790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:31.117702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:31.119076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:31.147939] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.85%, Actual: 16.18% [2025-11-22T01:35:31.263981] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 0.78% [2025-11-22T01:35:31.313128] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 6.25% [2025-11-22T01:35:31.376342] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 13.6s | Global ETA: N/A [2025-11-22T01:35:31.377280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:31.377342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:31.382200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:31.384057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:31.384529] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:31.386145] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:31.387465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:31.436279] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 0.27% [2025-11-22T01:35:31.480047] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -4.42%, Actual: 3.38% [2025-11-22T01:35:31.609820] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.21% [2025-11-22T01:35:31.646730] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 3.10%, Actual: 2.32% [2025-11-22T01:35:31.692600] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 10.0s | Global ETA: N/A [2025-11-22T01:35:31.799152] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 1.11% [2025-11-22T01:35:31.818809] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -4.04%, Actual: 2.09% [2025-11-22T01:35:31.865080] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:35:31.970897] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:31.971797] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:31.971859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:31.975153] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.68%, Actual: 0.45% [2025-11-22T01:35:31.976639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:31.978547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:31.979109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:31.980803] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:31.982112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:31.990793] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.28%, Actual: 3.49% [2025-11-22T01:35:32.036555] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:35:32.147813] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.03% [2025-11-22T01:35:32.163689] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 2.80% [2025-11-22T01:35:32.214014] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:35:32.322005] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 1.48% [2025-11-22T01:35:32.346816] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.75%, Actual: 7.88% [2025-11-22T01:35:32.397691] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:35:32.493097] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.05%, Actual: 1.43% [2025-11-22T01:35:32.516885] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 4.51% [2025-11-22T01:35:32.568868] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:35:32.569765] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:32.569827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:32.574619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:32.576420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:32.576904] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:32.578559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:32.579889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:32.581001] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:32.665434] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.96%, Actual: 0.52% [2025-11-22T01:35:32.690603] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.72%, Actual: 5.29% [2025-11-22T01:35:32.690838] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 42.1933% [2025-11-22T01:35:32.690947] [INFO ] [main ] KOS: DISCARDED add_morning_range_expansion (score: 42.19%) [2025-11-22T01:35:32.691035] [INFO ] [main ] KOS: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:35:32.691075] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity'] [2025-11-22T01:35:32.691111] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:32.703162] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:32.704438] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:32.704500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:32.705231] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:32.761014] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:32.834710] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 0.73% [2025-11-22T01:35:32.834931] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 46.0709% [2025-11-22T01:35:32.835014] [INFO ] [main ] PFLT: DISCARDED add_open_reversal_intensity (score: 46.07%) [2025-11-22T01:35:32.835429] [INFO ] [main ] PFLT: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:35:32.835466] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:35:32.835500] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:32.839074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:32.840414] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:32.841759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:32.848496] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:32.849894] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:32.850164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:32.855298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:32.857236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:32.857746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:32.858141] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:32.859703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:32.943267] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:33.125226] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:35:33.166177] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:33.167104] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:33.167170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:33.171861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:33.173586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:33.174067] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:33.175671] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:33.176951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:33.299930] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:35:33.413911] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 18.9s | Global ETA: N/A [2025-11-22T01:35:33.414811] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:33.414894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:33.415562] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:33.437772] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:35:33.438707] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:33.438777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:33.443702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:33.445500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:33.446001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:33.446386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:33.447947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:33.477215] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:33.477484] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:35:33.477601] [INFO ] [main ] BGY: DISCARDED add_open_reversal_intensity (score: 26.92%) [2025-11-22T01:35:33.477681] [INFO ] [main ] BGY: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:35:33.477722] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:35:33.477761] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:33.489474] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:33.491070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:33.491136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:33.496313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:33.498366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:33.498893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:33.499297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:33.500224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:33.501948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:33.541846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:33.542991] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:33.544173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:33.762841] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.91% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:33.763755] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:33.763817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:33.769607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:33.771775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:33.772282] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:33.773972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:33.775338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.023983] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 13.7s | Global ETA: N/A [2025-11-22T01:35:34.024910] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:34.024973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:34.029861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:34.031664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:34.032137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:34.032522] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:34.034009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.110353] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 14.7s | Global ETA: N/A [2025-11-22T01:35:34.111301] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:34.111366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:34.116801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:34.118895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:34.119466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:34.120037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:34.121206] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:34.122836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.129260] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.73% | Symbol ETA: 18.2s | Global ETA: N/A [2025-11-22T01:35:34.130171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:34.130233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:34.130934] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:34.260700] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:34.261998] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:34.263669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.353201] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:34.354092] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:34.354156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:34.358924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:34.360684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:34.361157] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:34.362752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:34.364026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.609106] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:34.610010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:34.610072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:34.615031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:34.616899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:34.617384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:34.617830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:34.619337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.702565] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:34.703755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:34.703834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:34.708864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:34.710707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:34.711207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:34.711613] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:34.712555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:34.714125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.834249] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.69% | Symbol ETA: 17.5s | Global ETA: N/A [2025-11-22T01:35:34.835160] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:34.835223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:34.835984] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:34.964615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:34.965751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:34.966946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:34.973380] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.83% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:35:35.144671] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 0.23% [2025-11-22T01:35:35.188046] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.04% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:35:35.188945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:35.189008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:35.193773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:35.195508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:35.195990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:35.196374] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:35.197924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:35.280891] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:35:35.281835] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:35.281906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:35.287256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:35.289148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:35.289637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:35.290057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:35.290949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:35.292536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:35.313747] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.05% [2025-11-22T01:35:35.505699] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -2.08%, Actual: 0.69% [2025-11-22T01:35:35.532552] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 2.50% | Symbol ETA: 16.8s | Global ETA: N/A [2025-11-22T01:35:35.533450] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:35.533513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:35.534201] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:35.663005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:35.664251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:35.665845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:35.681566] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.80% [2025-11-22T01:35:35.767167] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.99% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:35.768065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:35.768128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:35.772898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:35.774621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:35.775106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:35.775490] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:35.777048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:35.853828] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 6.18% [2025-11-22T01:35:35.868729] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:35.869619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:35.869707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:35.874859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:35.876609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:35.877129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:35.877540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:35.878442] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:35.880033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:36.022235] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 3.29% [2025-11-22T01:35:36.191360] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 0.17% [2025-11-22T01:35:36.227103] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.06% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:35:36.228043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:36.228106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:36.228836] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:36.343302] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:36.344205] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:36.344267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:36.349758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:36.351482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:36.352698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:36.353094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:36.354576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:36.356916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:36.358086] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:36.359337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:36.362435] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.91%, Actual: 1.29% [2025-11-22T01:35:36.448820] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:36.449715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:36.449779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:36.454590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:36.456350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:36.456844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:36.457282] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:36.458149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:36.459634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:36.530030] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.23%, Actual: 5.09% [2025-11-22T01:35:36.696635] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.83%, Actual: 3.09% [2025-11-22T01:35:36.696852] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 34.1800% [2025-11-22T01:35:36.696934] [INFO ] [main ] UAA: DISCARDED add_open_reversal_intensity (score: 34.18%) [2025-11-22T01:35:36.696978] [INFO ] [main ] UAA: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:35:36.697009] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:35:36.697043] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:36.710464] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:36.711911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:36.711973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:36.716762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:36.718537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:36.719031] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:36.720661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:36.722168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:36.917739] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:35:36.918598] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:36.918680] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:36.919350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:36.923052] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:36.923967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:36.924031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:36.929030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:36.930808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:36.931290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:36.931722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:36.933221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.038847] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:37.039752] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:37.039817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:37.043019] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:37.044076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:37.044618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:37.045225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.046458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:37.046975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:37.047427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:37.048316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:37.049872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.310738] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 14.4s | Global ETA: N/A [2025-11-22T01:35:37.311606] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:37.311702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:37.316581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:37.318390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:37.318906] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:37.320489] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:37.322099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.503412] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:35:37.504312] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:37.504374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:37.509173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:37.510967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:37.511428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:37.511829] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:37.513267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.603342] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.13% | Symbol ETA: 14.6s | Global ETA: N/A [2025-11-22T01:35:37.604227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:37.604290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:37.604975] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:37.624581] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:35:37.625486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:37.625550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:37.630376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:37.632160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:37.632633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:37.633048] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:37.633920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:37.635426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.728934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:37.730030] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:37.731232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:37.919772] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 3.24% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:35:37.921008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:37.921074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:37.925910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:37.927683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:37.928180] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:37.929830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:37.931301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.078005] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.00% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:35:38.078894] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:38.078956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:38.083683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:38.085399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:38.085883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:38.086267] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:38.087824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.209987] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:35:38.210885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:38.210947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:38.215671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:38.217484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:38.217984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:38.218376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:38.219252] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:38.220784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.290761] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.76% | Symbol ETA: 13.9s | Global ETA: N/A [2025-11-22T01:35:38.291625] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:38.291706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:38.292383] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:38.415786] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:38.416851] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:38.418020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.517393] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.88% | Symbol ETA: 13.2s | Global ETA: N/A [2025-11-22T01:35:38.518321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:38.518383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:38.523177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:38.524967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:38.525425] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:38.527018] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:38.528546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.650544] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:35:38.786057] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 9.7s | Global ETA: N/A [2025-11-22T01:35:38.786979] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:38.787042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:38.791848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:38.793583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:38.794119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:38.794517] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:38.795772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:38.797336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:38.819520] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 0.78% [2025-11-22T01:35:38.986208] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.75% | Symbol ETA: 13.2s | Global ETA: N/A [2025-11-22T01:35:38.987124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:35:38.987187] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:38.987143] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.27% [2025-11-22T01:35:38.987883] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:39.108596] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 12.6s | Global ETA: N/A [2025-11-22T01:35:39.109481] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:39.109544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:39.110832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:39.112057] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:39.113276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:39.114400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:39.116156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:39.116616] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:39.118235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:39.119729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:39.154536] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 1.21% [2025-11-22T01:35:39.319151] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.04%, Actual: 1.11% [2025-11-22T01:35:39.370666] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:35:39.485475] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.99%, Actual: 0.45% [2025-11-22T01:35:39.540827] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:35:39.652424] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 1.03% [2025-11-22T01:35:39.674492] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 2.12% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:35:39.694972] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:39.695863] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:39.695925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:39.700878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:39.702776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:39.703296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:39.705019] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:39.706531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:39.709514] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:35:39.819892] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.48% [2025-11-22T01:35:39.842954] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 16.18% [2025-11-22T01:35:39.878795] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:35:39.985532] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 1.43% [2025-11-22T01:35:40.009788] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.73%, Actual: 6.25% [2025-11-22T01:35:40.055763] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:35:40.150346] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.00%, Actual: 0.52% [2025-11-22T01:35:40.175884] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.69%, Actual: 3.38% [2025-11-22T01:35:40.234016] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:40.286281] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:40.287206] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:40.287269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:40.292033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:40.293776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:40.294248] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:40.295871] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:40.297374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:40.315821] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.92%, Actual: 0.73% [2025-11-22T01:35:40.316008] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 44.9421% [2025-11-22T01:35:40.316092] [INFO ] [main ] PFLT: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.94%) [2025-11-22T01:35:40.316135] [INFO ] [main ] PFLT: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:35:40.316167] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_prev_range_position'] [2025-11-22T01:35:40.316200] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:40.327229] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:40.328407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:40.328469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:40.333292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:40.335076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:40.335540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:40.335948] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:40.338831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:40.341813] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 2.50%, Actual: 2.32% [2025-11-22T01:35:40.411746] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:40.509608] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.06%, Actual: 2.09% [2025-11-22T01:35:40.589624] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:40.676975] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 3.49% [2025-11-22T01:35:40.768761] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:35:40.842416] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.13%, Actual: 2.80% [2025-11-22T01:35:40.880400] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.21% | Symbol ETA: 10.8s | Global ETA: N/A [2025-11-22T01:35:40.881326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:40.881388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:40.886132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:40.887898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:40.888362] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:40.889959] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:40.891425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:40.943980] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:35:40.954429] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 13.7s | Global ETA: N/A [2025-11-22T01:35:40.955324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:40.955387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:40.960149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:40.961888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:40.962357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:40.962763] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:40.965532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:41.009452] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.76%, Actual: 7.88% [2025-11-22T01:35:41.123659] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:41.123896] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:35:41.124009] [INFO ] [main ] BGY: DISCARDED add_open_vs_close_liquidity_ratio (score: 26.92%) [2025-11-22T01:35:41.124068] [INFO ] [main ] BGY: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:35:41.124108] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_open_vs_prev_range_position'] [2025-11-22T01:35:41.124146] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:41.135620] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:41.137142] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:41.137213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:41.142559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:41.144554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:41.145099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:41.145534] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:41.146440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:41.149482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:41.177286] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.75%, Actual: 4.51% [2025-11-22T01:35:41.351582] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 2.12%, Actual: 5.29% [2025-11-22T01:35:41.351822] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 55.8620% [2025-11-22T01:35:41.351946] [INFO ] [main ] KOS: KEPT add_open_11_elasticity (score: 55.86%) [2025-11-22T01:35:41.351991] [INFO ] [main ] KOS: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:35:41.352046] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_open_reversal_intensity'] [2025-11-22T01:35:41.352085] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:41.364150] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:41.365616] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:41.365700] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:41.366412] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:41.472868] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -2.30% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:35:41.473815] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:41.473879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:41.479009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:41.480806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:41.481288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:41.482992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:41.484612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:41.506365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:41.507791] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:41.509160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:41.510600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:41.539517] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 12.9s | Global ETA: N/A [2025-11-22T01:35:41.540396] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:41.540460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:41.545259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:41.547044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:41.547527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:41.547931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:41.550716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:41.827427] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:41.828337] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:41.828400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:41.833504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:41.835443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:41.835960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:41.836359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:41.837299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:41.840257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.067654] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:35:42.068560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:42.068626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:42.073541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:42.075386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:42.075884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:42.077590] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:42.079116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.098877] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 17.5s | Global ETA: N/A [2025-11-22T01:35:42.099779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:42.099842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:42.100508] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:42.116514] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 12.3s | Global ETA: N/A [2025-11-22T01:35:42.117395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:42.117456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:42.122182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:42.123918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:42.124388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:42.124791] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:42.127588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.226205] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:42.227460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:42.228698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:42.229994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.427844] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:35:42.428758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:42.428826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:42.434913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:42.436862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:42.437920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:42.438545] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:42.439527] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:42.442516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.659863] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:35:42.693523] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.91% | Symbol ETA: 11.6s | Global ETA: N/A [2025-11-22T01:35:42.694409] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:42.694472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:42.699426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:42.701170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:42.701637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:42.702040] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:42.704858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:42.812513] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.56% | Symbol ETA: 16.7s | Global ETA: N/A [2025-11-22T01:35:42.813479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:42.813565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:42.814275] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:42.831058] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 0.23% [2025-11-22T01:35:42.947688] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:42.948881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:42.950091] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:42.951414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.001821] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 3.24%, Actual: 0.05% [2025-11-22T01:35:43.008055] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 12.6s | Global ETA: N/A [2025-11-22T01:35:43.008947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:43.009011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:43.013761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:43.015512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:43.015996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:43.016387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:43.017276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:43.020139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.171727] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 0.69% [2025-11-22T01:35:43.267470] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.87% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:35:43.268346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:43.268409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:43.273139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:43.274882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:43.275355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:43.275766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:43.278573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.342558] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 1.80% [2025-11-22T01:35:43.515403] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.44%, Actual: 6.18% [2025-11-22T01:35:43.546753] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:35:43.548357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:43.548528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:43.549354] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:43.585108] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:43.585997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:43.586060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:43.590877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:43.592626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:43.593143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:43.593531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:43.594734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:43.597603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.681045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:43.682387] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:43.683716] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:43.685087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.690041] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 3.29% [2025-11-22T01:35:43.846700] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 10.4s | Global ETA: N/A [2025-11-22T01:35:43.847578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:43.847659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:43.852415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:43.854187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:43.854676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:43.855060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:43.857888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:43.869172] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.21%, Actual: 0.17% [2025-11-22T01:35:44.043597] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -2.30%, Actual: 1.29% [2025-11-22T01:35:44.168612] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:44.169746] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:44.169809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:44.174610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:44.176412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:44.176900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:44.177316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:44.178194] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:44.181073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:44.218181] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 5.09% [2025-11-22T01:35:44.272288] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:35:44.273199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:44.273264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:44.273967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:44.389570] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.34%, Actual: 3.09% [2025-11-22T01:35:44.389785] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.0743% [2025-11-22T01:35:44.389866] [INFO ] [main ] UAA: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.07%) [2025-11-22T01:35:44.389908] [INFO ] [main ] UAA: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:35:44.389942] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position'] [2025-11-22T01:35:44.389976] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:44.399178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:44.400426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:44.401695] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:44.402992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:44.403097] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:44.404415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:44.404481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:44.409539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:44.411391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:44.411895] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:44.413558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:44.416576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:44.440665] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:35:44.441583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:44.441669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:44.446992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:44.449030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:44.449536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:44.449971] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:44.452980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:44.746978] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:44.747902] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:44.747966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:44.752796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:44.754631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:44.755135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:44.755530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:44.756417] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:44.759321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:44.974753] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.56% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:44.975629] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:44.976040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:44.976753] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:45.028425] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:35:45.029330] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:45.029393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.034171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.035930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:45.036407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:45.036815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.042806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.070560] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:35:45.071496] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:45.071562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.076785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.078751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:45.079313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:45.081255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.084541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.102401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:45.103723] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:45.104953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:45.106254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.328052] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:35:45.328974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:45.329037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.333972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.335852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:45.336356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:45.336772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:45.337682] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.340564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.610562] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:35:45.611545] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:45.611608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.616334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.618108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:45.618602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:45.619009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.621780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.677770] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 5.97% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:35:45.678657] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:45.678720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.683517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.685274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:45.685753] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:45.687351] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.688792] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.87% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:35:45.689720] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:45.689784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:45.690207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.690464] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:45.819040] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:45.820315] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:45.821662] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:45.822983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:45.931973] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:35:45.932888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:45.932959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:45.937810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:45.939602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:45.940121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:45.940518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:45.941406] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:45.944255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:46.186201] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:35:46.289511] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 4.45% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:35:46.290439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:46.290504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:46.295473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:46.297304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:46.297815] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:46.299482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:46.302408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:46.353406] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 0.78% [2025-11-22T01:35:46.395116] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.49% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:46.396012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:46.396075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:46.396757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:46.518946] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 0.27% [2025-11-22T01:35:46.519519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:46.520826] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:46.521414] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:35:46.522076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:46.522325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:46.522389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:46.523384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:46.527364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:46.529218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:46.529738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:46.530143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:46.531051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:46.534002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:46.695753] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 1.21% [2025-11-22T01:35:46.875717] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.91%, Actual: 1.11% [2025-11-22T01:35:46.895554] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 3.12% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:46.896866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:46.896930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:46.901920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:46.903700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:46.904179] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:46.905834] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:46.908833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:47.055505] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.87%, Actual: 0.45% [2025-11-22T01:35:47.106801] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.65% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:35:47.107719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:47.107783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:47.108447] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:47.136031] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:35:47.230377] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:47.231716] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:47.232965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:47.234259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:47.237698] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 1.03% [2025-11-22T01:35:47.319015] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:35:47.414699] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 1.48% [2025-11-22T01:35:47.498129] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:35:47.500268] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:47.501146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:47.501209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:47.506218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:47.508127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:47.508604] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:47.510284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:47.513188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:47.593736] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 1.43% [2025-11-22T01:35:47.677662] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:35:47.768994] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 0.52% [2025-11-22T01:35:47.802591] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 11.6s | Global ETA: N/A [2025-11-22T01:35:47.803512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:47.803575] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:47.804270] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:47.861066] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:35:47.928576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:47.929904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:47.931208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:35:47.932527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:47.947155] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.42%, Actual: 0.73% [2025-11-22T01:35:47.947364] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 39.3128% [2025-11-22T01:35:47.947456] [INFO ] [main ] PFLT: DISCARDED add_open_vs_prev_range_position (score: 39.31%) [2025-11-22T01:35:47.947499] [INFO ] [main ] PFLT: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:35:47.947533] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_amplitude'] [2025-11-22T01:35:47.947568] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:47.959198] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:47.960622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:47.960713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:47.965883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:47.967928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:47.968474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:47.968931] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:47.969639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:48.042240] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:35:48.115753] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 10.8s | Global ETA: N/A [2025-11-22T01:35:48.116618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:48.116700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:48.121560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:48.123338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:48.123884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:48.125468] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:48.128352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:48.220964] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:48.401474] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:48.497346] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:35:48.577177] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.18% | Symbol ETA: 13.2s | Global ETA: N/A [2025-11-22T01:35:48.578130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:48.578200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:48.581289] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:35:48.585833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:48.587739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:48.588253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:48.588711] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:48.589387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:48.666606] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 16.18% [2025-11-22T01:35:48.719610] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:35:48.720565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:48.720632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:48.725945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:48.727955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:48.728486] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:48.730176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:48.733276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:48.763139] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:35:48.835136] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.56%, Actual: 6.25% [2025-11-22T01:35:48.930410] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.76% [2025-11-22T01:35:48.930605] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.7228% [2025-11-22T01:35:48.930709] [INFO ] [main ] BGY: DISCARDED add_open_vs_prev_range_position (score: 29.72%) [2025-11-22T01:35:48.930755] [INFO ] [main ] BGY: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:35:48.930788] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_overnight_gap_amplitude'] [2025-11-22T01:35:48.930824] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:48.941472] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:48.942802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:48.942865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:48.947575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:48.949345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:48.949828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:48.950210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:48.951074] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:48.951739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:49.001773] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 3.38% [2025-11-22T01:35:49.167292] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 2.32% [2025-11-22T01:35:49.201884] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 12.6s | Global ETA: N/A [2025-11-22T01:35:49.202849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:49.202914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:49.208161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:49.210275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:49.210824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:49.211265] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:49.211959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:49.327202] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 1.68% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:35:49.328159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:49.328223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:49.333233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:49.333476] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.56%, Actual: 2.09% [2025-11-22T01:35:49.335010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:49.335484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:49.337148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:49.340109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:49.498632] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.87%, Actual: 3.49% [2025-11-22T01:35:49.511424] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 12.9s | Global ETA: N/A [2025-11-22T01:35:49.512317] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:49.512390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:49.517203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:49.518947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:49.519443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:49.519889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:49.520805] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:49.521429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:49.665466] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.49%, Actual: 2.80% [2025-11-22T01:35:49.783826] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:35:49.784740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:49.784804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:49.789601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:49.791365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:49.791860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:49.792250] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:49.792846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:49.833918] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.65%, Actual: 7.88% [2025-11-22T01:35:49.933511] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:35:49.934435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:49.934500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:49.939503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:49.941313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:49.941817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:49.943461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:49.946365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:50.000614] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 4.51% [2025-11-22T01:35:50.082806] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:35:50.083694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:50.083758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:50.088498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:50.090255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:50.090768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:50.091175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:50.092034] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:50.092675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:50.166435] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 5.29% [2025-11-22T01:35:50.166670] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 43.6374% [2025-11-22T01:35:50.166725] [INFO ] [main ] KOS: DISCARDED add_open_reversal_intensity (score: 43.64%) [2025-11-22T01:35:50.166764] [INFO ] [main ] KOS: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:35:50.166796] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:35:50.166831] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:50.178574] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:50.180145] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:50.180209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:50.180938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:50.312369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:50.313559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:50.314798] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:50.316339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:50.384348] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.03% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:35:50.385334] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:50.385399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:50.390718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:50.392686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:50.393202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:50.393672] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:50.394282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:50.534285] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.75% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:35:50.651783] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:35:50.652675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:50.652739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:50.657471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:50.659201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:50.659682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:50.660065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:50.660930] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:50.661537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:50.704925] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.23% [2025-11-22T01:35:50.876921] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 5.97%, Actual: 0.05% [2025-11-22T01:35:50.885666] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 16.6s | Global ETA: N/A [2025-11-22T01:35:50.886549] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:50.886631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:50.887361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:50.987705] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.54% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:50.988689] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:50.988756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:50.994109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:50.996204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:50.996714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:50.997141] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:50.997776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.017929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:51.019231] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:51.020508] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:51.022050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.050183] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 4.45%, Actual: 0.69% [2025-11-22T01:35:51.218420] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 3.12%, Actual: 1.80% [2025-11-22T01:35:51.220223] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:35:51.221116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:51.221179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:51.226029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:51.227785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:51.228250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:51.228632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:51.229503] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:51.230149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.393660] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 6.18% [2025-11-22T01:35:51.561015] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 3.29% [2025-11-22T01:35:51.588501] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:35:51.589428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:51.589493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:51.595131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:51.596626] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 4.65% | Symbol ETA: 16.0s | Global ETA: N/A [2025-11-22T01:35:51.597093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:51.597575] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:51.597602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:51.597661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:51.598031] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:51.598369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:51.598708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.730664] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 0.17% [2025-11-22T01:35:51.732232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:51.733569] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:51.734902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:51.736512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.789568] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:35:51.790451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:51.790515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:51.795336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:51.797138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:51.797602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:51.798016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:51.799268] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:51.799906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:51.901248] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 1.68%, Actual: 1.29% [2025-11-22T01:35:52.069048] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 5.09% [2025-11-22T01:35:52.206001] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:35:52.206991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:52.207089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.212417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.214240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:52.214758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:52.215161] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.215785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.234996] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.75%, Actual: 3.09% [2025-11-22T01:35:52.235170] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 28.3854% [2025-11-22T01:35:52.235247] [INFO ] [main ] UAA: DISCARDED add_open_vs_prev_range_position (score: 28.39%) [2025-11-22T01:35:52.235289] [INFO ] [main ] UAA: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:35:52.235322] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_overnight_gap_amplitude'] [2025-11-22T01:35:52.235358] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:52.248286] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:52.249515] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:52.249577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.254351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.256121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:52.256577] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:52.258190] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.258820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.310799] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:35:52.311704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:52.311788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:52.312460] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:52.361391] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:35:52.362290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:52.362353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.367133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.368877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:52.369362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:52.369776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:52.370639] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.371294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.443976] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:52.445283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:52.446552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:52.448162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.813924] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.18% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:35:52.814876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:52.814942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.820250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.822202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:52.822715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:52.823116] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.823799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.837079] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:52.837959] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:52.838026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.842877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.844590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:52.845068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:52.846672] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.847291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:52.936258] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:35:52.937226] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:52.937292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:52.942265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:52.944103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:52.944607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:52.945050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:52.945971] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:52.946627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.017797] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:35:53.018852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:53.018916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:53.019619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:53.146516] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:53.147860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:53.149125] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:53.150672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.417790] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.14% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:35:53.418684] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:53.418747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:53.419054] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 3.70% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:35:53.419973] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:53.420036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:53.423530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:53.424755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:53.425275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:53.425767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:53.426161] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:53.426492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:53.426764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.426979] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:53.428566] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:53.429196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.502851] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:35:53.503736] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:53.503799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:53.508532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:53.510280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:53.510763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:53.511155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:53.512026] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:53.512632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.721988] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -4.43% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:35:53.722914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:53.722978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:53.723712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:53.853208] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:53.854546] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:53.855832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:53.857435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:53.988515] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:35:54.014144] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:54.015025] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:54.015101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:54.020090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:54.022128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:54.022605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:54.024460] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:54.025110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:54.072759] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:35:54.073623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:54.073706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:54.078523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:54.080261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:54.080745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:54.081194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:54.082189] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:54.082845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:54.156837] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.18%, Actual: 0.78% [2025-11-22T01:35:54.321679] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 0.27% [2025-11-22T01:35:54.438860] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 4.66% | Symbol ETA: 13.1s | Global ETA: N/A [2025-11-22T01:35:54.439806] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:54.439877] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:54.440588] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:54.488101] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 1.21% [2025-11-22T01:35:54.568795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:54.570064] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:54.571313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:54.572854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:54.602330] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:35:54.603232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:54.603297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:54.608202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:54.609989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:54.610455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:54.612073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:54.612708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:54.642037] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:35:54.653306] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.03%, Actual: 1.11% [2025-11-22T01:35:54.809972] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 2.41% [2025-11-22T01:35:54.819182] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.54%, Actual: 0.45% [2025-11-22T01:35:54.975672] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 1.52% [2025-11-22T01:35:54.985667] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 1.03% [2025-11-22T01:35:55.142463] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.15% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:35:55.143777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:55.143841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:55.143900] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.33% [2025-11-22T01:35:55.144534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:55.154589] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 1.48% [2025-11-22T01:35:55.193120] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -4.22% | Symbol ETA: 10.8s | Global ETA: N/A [2025-11-22T01:35:55.194011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:55.194073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:55.198853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:55.200598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:55.201191] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:55.202885] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:55.203515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:55.272140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:55.273419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:55.274837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:55.276401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:55.309967] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 2.06% [2025-11-22T01:35:55.318972] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 1.43% [2025-11-22T01:35:55.480607] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:35:55.496533] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.14%, Actual: 0.52% [2025-11-22T01:35:55.649950] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:35:55.677126] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.73% [2025-11-22T01:35:55.677364] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 42.2220% [2025-11-22T01:35:55.677471] [INFO ] [main ] PFLT: DISCARDED add_overnight_gap_amplitude (score: 42.22%) [2025-11-22T01:35:55.677514] [INFO ] [main ] PFLT: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:35:55.677550] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_mag'] [2025-11-22T01:35:55.677585] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:35:55.689665] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:55.691088] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:55.691153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:55.696359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:55.698279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:55.698792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:55.699195] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:55.699954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:55.781378] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.97% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:35:55.782660] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:55.782723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:55.787614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:55.789390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:55.789878] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:55.791475] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:55.792092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:55.824456] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:35:55.847444] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.08% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:35:55.848383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:55.848448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:55.849167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:55.975617] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:55.977056] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:55.978361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:55.979981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:55.994317] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:35:56.165909] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 0.18% [2025-11-22T01:35:56.323534] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 12.9s | Global ETA: N/A [2025-11-22T01:35:56.324514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:56.324578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.329717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.331488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:56.331998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:56.332394] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:56.333078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.337136] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:35:56.337348] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 23.3672% [2025-11-22T01:35:56.337441] [INFO ] [main ] BGY: DISCARDED add_overnight_gap_amplitude (score: 23.37%) [2025-11-22T01:35:56.337486] [INFO ] [main ] BGY: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:35:56.337520] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_overnight_gap_mag'] [2025-11-22T01:35:56.337557] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:35:56.348825] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:56.350141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:56.350206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.355170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.357097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:56.360280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:56.360717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:56.361604] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:56.362338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.366961] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.91% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:35:56.367903] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:56.367967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.372743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.374462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:56.374943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:56.376534] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:56.377178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.534780] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:35:56.535680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:56.535744] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:56.536411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:56.659937] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:56.661027] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:56.662202] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:35:56.663749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.925749] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:35:56.926631] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:56.926713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.931712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.933577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:56.934089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:56.934489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:56.935387] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:56.936124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.941859] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 12.2s | Global ETA: N/A [2025-11-22T01:35:56.942792] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:56.942869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.946521] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.79% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:35:56.947427] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:56.947489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:56.947961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.949792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:56.950291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:56.950730] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:56.951412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:56.952222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:56.953959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:56.954442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:56.956039] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:56.956656] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:57.217472] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:35:57.383985] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 16.18% [2025-11-22T01:35:57.499976] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 11.5s | Global ETA: N/A [2025-11-22T01:35:57.500865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:57.500927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:57.505684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:57.507428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:57.507916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:57.508305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:57.509177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:57.509885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:57.532192] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:35:57.533102] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:57.533166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:57.538229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:57.540047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:57.540549] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:57.542221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:35:57.542859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:57.568758] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 4.65%, Actual: 6.25% [2025-11-22T01:35:57.576817] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 11.6s | Global ETA: N/A [2025-11-22T01:35:57.577702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:57.577764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:57.582622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:57.584353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:57.584839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:57.585221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:57.585881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:57.735492] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 3.38% [2025-11-22T01:35:57.902165] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 2.32% [2025-11-22T01:35:58.067702] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -4.43%, Actual: 2.09% [2025-11-22T01:35:58.082307] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:35:58.083197] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:58.083264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:58.088070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:58.089853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:58.090350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:58.090758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:58.091633] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:58.092333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:58.133178] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.31% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:35:58.170324] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.28% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:35:58.171245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:58.171309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:58.176245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:58.178072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:58.178556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:58.178966] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:58.179632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:58.233137] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 4.66%, Actual: 3.49% [2025-11-22T01:35:58.307527] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 0.23% [2025-11-22T01:35:58.396858] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.15%, Actual: 2.80% [2025-11-22T01:35:58.479063] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 3.70%, Actual: 0.05% [2025-11-22T01:35:58.561286] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.08%, Actual: 7.88% [2025-11-22T01:35:58.652857] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 0.69% [2025-11-22T01:35:58.675733] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:35:58.676671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:58.676737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:58.681567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:58.683388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:58.683902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:58.684299] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:58.685172] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:58.685889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:58.725861] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 4.51% [2025-11-22T01:35:58.754352] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.93% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:35:58.755247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:58.755314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:58.760118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:58.761878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:58.762350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:58.762757] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:58.763414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:58.826835] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 1.80% [2025-11-22T01:35:58.891469] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 5.29% [2025-11-22T01:35:58.891610] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 45.8760% [2025-11-22T01:35:58.891734] [INFO ] [main ] KOS: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.88%) [2025-11-22T01:35:58.891778] [INFO ] [main ] KOS: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:35:58.891810] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_open_vs_prev_range_position'] [2025-11-22T01:35:58.891846] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:35:58.903169] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:58.904541] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:58.904604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:58.905327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:58.998111] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -4.22%, Actual: 6.18% [2025-11-22T01:35:59.031237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:59.032308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:59.033475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:59.036387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.177256] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.97%, Actual: 3.29% [2025-11-22T01:35:59.254526] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:35:59.255407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:59.255471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:59.260258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:59.261988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:59.262467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:59.262877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:59.263734] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:59.264412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.337199] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:35:59.338096] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:59.338494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:59.343326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:59.345163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:59.345685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:59.346074] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:59.346815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.350340] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.91%, Actual: 0.17% [2025-11-22T01:35:59.521535] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.79%, Actual: 1.29% [2025-11-22T01:35:59.657024] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 16.2s | Global ETA: N/A [2025-11-22T01:35:59.657947] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:59.658034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:35:59.658748] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:35:59.688384] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 5.09% [2025-11-22T01:35:59.782503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:35:59.783568] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:35:59.784734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:35:59.787580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.831682] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:35:59.832556] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:35:59.832619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:59.837435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:59.839192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:59.839715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:59.840108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:35:59.840961] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:59.841625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.856588] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.31%, Actual: 3.09% [2025-11-22T01:35:59.856808] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 40.5007% [2025-11-22T01:35:59.856888] [INFO ] [main ] UAA: DISCARDED add_overnight_gap_amplitude (score: 40.50%) [2025-11-22T01:35:59.856930] [INFO ] [main ] UAA: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:35:59.856961] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_overnight_gap_mag'] [2025-11-22T01:35:59.856998] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:35:59.870430] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:35:59.871905] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:59.871967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:59.876694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:59.878552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:35:59.879048] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:35:59.880695] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:59.881380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:35:59.951529] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:35:59.952457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:35:59.952520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:35:59.957406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:35:59.959171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:35:59.959665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:35:59.960051] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:35:59.960738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:00.412826] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:36:00.413717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:00.413781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:00.418536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:00.420287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:00.420781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:00.421194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:00.422062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:00.422757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:00.442786] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 15.6s | Global ETA: N/A [2025-11-22T01:36:00.443748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:00.443811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:00.444547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:00.529695] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 13.0s | Global ETA: N/A [2025-11-22T01:36:00.530573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:00.530708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:00.538507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:00.543309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:00.543799] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:00.548439] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:00.549131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:00.554909] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:00.555852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:00.555921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:00.560863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:00.562671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:00.563163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:00.563569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:00.564278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:00.673827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:00.675105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:00.676378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:00.679328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.184406] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:01.185368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:01.185433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:01.190402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:01.192207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:01.192713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:01.193131] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:01.193822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.254073] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:01.254977] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:01.255040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:01.259792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:01.261511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:01.262013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:01.262425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:01.263290] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:01.263990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.334707] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 12.9s | Global ETA: N/A [2025-11-22T01:36:01.335610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:01.335697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:01.346761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:01.348698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:01.349215] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:01.352732] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:01.353676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.423667] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 15.3s | Global ETA: N/A [2025-11-22T01:36:01.424586] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:01.424691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:01.425398] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:01.566279] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:01.567618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:01.568932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:01.571965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.774002] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:36:01.824414] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:01.825293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:01.825360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:01.830282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:01.832019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:01.832493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:01.832911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:01.833777] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:01.834454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.929634] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:36:01.930516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:01.930578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:01.935381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:01.937147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:01.937610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:01.939204] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:01.939886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:01.946167] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.78% [2025-11-22T01:36:02.116950] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.27% [2025-11-22T01:36:02.180437] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 14.3s | Global ETA: N/A [2025-11-22T01:36:02.181346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:02.181410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:02.182093] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:02.286434] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 1.21% [2025-11-22T01:36:02.307523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:02.308693] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:02.309892] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:02.312753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:02.412896] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:02.452523] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.28%, Actual: 1.11% [2025-11-22T01:36:02.510879] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.98% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:36:02.511754] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:02.511816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:02.516541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:02.518333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:02.518812] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:02.520373] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:02.521058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:02.582059] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 2.41% [2025-11-22T01:36:02.616546] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.93%, Actual: 0.45% [2025-11-22T01:36:02.750026] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 1.52% [2025-11-22T01:36:02.781584] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 1.03% [2025-11-22T01:36:02.879615] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.48% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:36:02.880488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:02.880551] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:02.881253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:02.917902] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.33% [2025-11-22T01:36:02.945678] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 1.48% [2025-11-22T01:36:03.004961] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:03.006082] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:03.007288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:03.010162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:03.084888] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:36:03.096263] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.73% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:03.097238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:03.097304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:03.102393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:03.104279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:03.104803] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:03.106608] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:03.107353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:03.108519] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.43% [2025-11-22T01:36:03.249965] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:03.272080] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 0.52% [2025-11-22T01:36:03.415521] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:03.435528] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.73% [2025-11-22T01:36:03.435687] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 49.3126% [2025-11-22T01:36:03.435773] [INFO ] [main ] PFLT: DISCARDED add_overnight_gap_mag (score: 49.31%) [2025-11-22T01:36:03.435816] [INFO ] [main ] PFLT: Testing feature 29/53: add_pct_change [2025-11-22T01:36:03.435847] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_pct_change'] [2025-11-22T01:36:03.435881] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:03.447144] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:03.448343] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:03.448405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:03.453217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:03.454991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:03.455461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:03.455865] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:03.458038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:03.569552] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:36:03.570446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:03.570509] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:03.571191] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:03.581887] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:03.693497] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:03.694391] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:03.694452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:03.694841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:03.695915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:03.697094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:03.699189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:03.699972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:03.700954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:03.701420] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:03.703021] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:03.703704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:03.747834] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:36:03.915068] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:36:04.023245] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:36:04.024152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.024215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.029022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.030804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:04.031272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:04.032002] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:04.034077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.080692] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:04.080845] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 27.3257% [2025-11-22T01:36:04.080923] [INFO ] [main ] BGY: DISCARDED add_overnight_gap_mag (score: 27.33%) [2025-11-22T01:36:04.080963] [INFO ] [main ] BGY: Testing feature 29/53: add_pct_change [2025-11-22T01:36:04.080995] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_pct_change'] [2025-11-22T01:36:04.081029] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:04.091741] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:04.092889] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:04.092951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.097887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.099700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:04.100179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:04.100576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:04.101436] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:04.103629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.261106] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.56% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:36:04.261994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.262057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:04.262777] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:04.289244] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.83% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:04.290136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.290198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.296153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.297930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:04.298431] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:04.300518] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:04.301397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.385066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:04.386129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:04.387308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:04.390211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.641312] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:36:04.642343] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.642424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.647882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.649763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:04.650267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:04.650691] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:04.652691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.674670] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 11.9s | Global ETA: N/A [2025-11-22T01:36:04.675542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:04.675605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.680440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.682190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:04.682680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:04.683071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:04.683929] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:04.685911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.893581] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:36:04.894470] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.894532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:04.902612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:04.904365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:04.904846] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:04.906474] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:04.907197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:04.955409] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:36:04.956295] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:04.956363] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:04.957052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:05.078922] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:05.080168] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:05.081369] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:05.084257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.254057] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:36:05.255371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:05.255433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:05.260266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:05.262016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:05.262490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:05.262901] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:05.263763] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:05.265769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.266057] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:36:05.266995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:05.267069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:05.272217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:05.274114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:05.274631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:05.275053] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:05.277402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.508961] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:36:05.509882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:05.509945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:05.514879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:05.516726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:05.517224] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:05.518926] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:05.519599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.646011] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:36:05.647249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:05.647312] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:05.648005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:05.769324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:05.770384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:05.771569] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:36:05.774474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.834926] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:36:05.835842] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:05.835904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:05.840683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:05.842395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:05.842891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:05.843281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:05.844132] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:05.846115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:05.850317] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:05.851212] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:05.851274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:05.856033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:05.857800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:05.858271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:05.858677] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:05.860625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:06.120612] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:36:06.290135] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.44%, Actual: 0.23% [2025-11-22T01:36:06.334970] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 9.4s | Global ETA: N/A [2025-11-22T01:36:06.410562] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:36:06.411443] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:06.411506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:06.416258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:06.418007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:06.418507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:06.418915] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:06.419765] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:06.421737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:06.426510] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:06.427441] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:06.427502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:06.432218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:06.433969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:06.434437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:06.434841] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:06.436776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:06.459801] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.05% [2025-11-22T01:36:06.501901] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 16.18% [2025-11-22T01:36:06.628857] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.69% [2025-11-22T01:36:06.667591] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.91%, Actual: 6.25% [2025-11-22T01:36:06.800287] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.98%, Actual: 1.80% [2025-11-22T01:36:06.831959] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 3.38% [2025-11-22T01:36:06.970056] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 6.18% [2025-11-22T01:36:06.985599] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:36:06.986482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:06.986544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:06.991352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:06.993091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:06.993565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:06.993972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:06.994828] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:06.996306] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 2.32% [2025-11-22T01:36:06.996800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:07.002300] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:07.003222] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:07.003284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:07.008052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:07.009831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:07.010301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:07.010707] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:07.012607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:07.136899] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 3.29% [2025-11-22T01:36:07.162077] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.48%, Actual: 2.09% [2025-11-22T01:36:07.305843] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.83%, Actual: 0.17% [2025-11-22T01:36:07.329499] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 3.49% [2025-11-22T01:36:07.473758] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.29% [2025-11-22T01:36:07.496042] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.56%, Actual: 2.80% [2025-11-22T01:36:07.565728] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:07.566595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:07.566678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:07.571637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:07.573376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:07.573868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:07.574259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:07.575113] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:07.577130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:07.580212] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:07.581103] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:07.581165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:07.586035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:07.587797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:07.588263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:07.588677] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:07.590582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:07.642713] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 5.09% [2025-11-22T01:36:07.662922] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.42%, Actual: 7.88% [2025-11-22T01:36:07.812035] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 3.09% [2025-11-22T01:36:07.812238] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 30.8691% [2025-11-22T01:36:07.812320] [INFO ] [main ] UAA: DISCARDED add_overnight_gap_mag (score: 30.87%) [2025-11-22T01:36:07.812362] [INFO ] [main ] UAA: Testing feature 29/53: add_pct_change [2025-11-22T01:36:07.812396] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_pct_change'] [2025-11-22T01:36:07.812431] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:07.825461] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:07.826908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:07.826969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:07.829372] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 4.51% [2025-11-22T01:36:07.832022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:07.833871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:07.834426] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:07.836114] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:07.838372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:07.997202] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 5.29% [2025-11-22T01:36:07.997429] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 31.9241% [2025-11-22T01:36:07.997524] [INFO ] [main ] KOS: DISCARDED add_open_vs_prev_range_position (score: 31.92%) [2025-11-22T01:36:07.997574] [INFO ] [main ] KOS: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:36:07.997606] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_overnight_gap_amplitude'] [2025-11-22T01:36:07.997658] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:08.009670] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:08.010941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:08.011004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:08.011765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:08.137247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:08.138333] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:08.139490] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:08.140147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.146203] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:08.147117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:08.147183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:08.151940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:08.153692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:08.154167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:08.154556] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:08.155403] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:08.157391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.181089] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:08.181997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:08.182061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:08.186878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:08.188788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:08.189270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:08.193118] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:08.195112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.429760] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 12.3s | Global ETA: N/A [2025-11-22T01:36:08.430659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:08.430723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:08.435679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:08.437525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:08.438041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:08.439682] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:08.441808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.723510] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 15.5s | Global ETA: N/A [2025-11-22T01:36:08.724450] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:08.724531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:08.725281] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:08.727246] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:08.728155] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:08.728545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:08.733360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:08.735122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:08.735601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:08.736015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:08.736884] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:08.739021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.780028] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 3.96% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:36:08.780924] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:08.780987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:08.785772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:08.787725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:08.788204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:08.788594] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:08.790584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:08.857049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:08.858429] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:08.859747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:08.860395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:09.046109] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.93% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:36:09.046995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:09.047057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:09.051874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:09.053667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:09.054133] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:09.055739] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:09.057762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:09.312870] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:36:09.313759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:09.313824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:09.318594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:09.320343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:09.320894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:09.321282] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:09.322135] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:09.324102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:09.382317] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:36:09.427162] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 6.48% | Symbol ETA: 14.8s | Global ETA: N/A [2025-11-22T01:36:09.428095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:09.428159] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:09.428852] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:09.552673] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:09.553754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:09.554973] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:09.555601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:09.556622] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 0.78% [2025-11-22T01:36:09.646579] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 2.50% | Symbol ETA: 11.1s | Global ETA: N/A [2025-11-22T01:36:09.647513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:09.647575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:09.652441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:09.654309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:09.654829] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:09.656497] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:09.659029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:09.745719] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.27% [2025-11-22T01:36:09.891733] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:36:09.914910] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 1.21% [2025-11-22T01:36:10.060613] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.34%, Actual: 2.41% [2025-11-22T01:36:10.083969] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.11% [2025-11-22T01:36:10.113354] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -3.73% | Symbol ETA: 14.0s | Global ETA: N/A [2025-11-22T01:36:10.114265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:10.114328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:10.115017] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:10.228491] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 1.52% [2025-11-22T01:36:10.240947] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:10.242084] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:10.243364] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:10.244034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:10.253253] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.45% [2025-11-22T01:36:10.265587] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 3.79% | Symbol ETA: 10.5s | Global ETA: N/A [2025-11-22T01:36:10.266505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:10.266585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:10.271402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:10.273198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:10.273689] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:10.275288] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:10.277294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:10.394675] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.33% [2025-11-22T01:36:10.421099] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.03% [2025-11-22T01:36:10.561219] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 2.06% [2025-11-22T01:36:10.597946] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 1.48% [2025-11-22T01:36:10.737749] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:10.822487] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 13.3s | Global ETA: N/A [2025-11-22T01:36:10.823414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:10.823832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:10.824535] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:10.853789] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 1.43% [2025-11-22T01:36:10.927822] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:10.928808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:10.928874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:10.934632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:10.936799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:10.937392] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:10.939534] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:10.942482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:10.954536] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:10.971877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:10.973304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:10.974709] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:10.975402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:11.104724] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 3.96%, Actual: 0.52% [2025-11-22T01:36:11.199701] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:11.369420] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.73% [2025-11-22T01:36:11.369718] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 29.0090% [2025-11-22T01:36:11.369852] [INFO ] [main ] PFLT: DISCARDED add_pct_change (score: 29.01%) [2025-11-22T01:36:11.369926] [INFO ] [main ] PFLT: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:36:11.369985] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag'] [2025-11-22T01:36:11.370043] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:11.386898] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:11.389045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:11.389154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:11.396759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:11.399604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:11.400331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:11.400919] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:11.402423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:11.409137] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.26% [2025-11-22T01:36:11.606155] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 0.18% [2025-11-22T01:36:11.720969] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.28% | Symbol ETA: 12.8s | Global ETA: N/A [2025-11-22T01:36:11.722079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:11.722144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:11.723043] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:11.760372] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 5.22% | Symbol ETA: 9.4s | Global ETA: N/A [2025-11-22T01:36:11.761550] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:11.761626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:11.767342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:11.769359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:11.769945] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:11.771740] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:11.773781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:11.792596] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:11.792828] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 31.5100% [2025-11-22T01:36:11.792917] [INFO ] [main ] BGY: DISCARDED add_pct_change (score: 31.51%) [2025-11-22T01:36:11.792959] [INFO ] [main ] BGY: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:36:11.792992] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_preclose_acceleration_mag'] [2025-11-22T01:36:11.793028] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:11.805573] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:11.807425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:11.807580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:11.812437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:11.814811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:11.815299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:11.815715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:11.816564] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:11.817618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:11.851420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:11.853163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:11.854674] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:11.855349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:12.061075] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 12.4s | Global ETA: N/A [2025-11-22T01:36:12.061997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:12.062067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:12.067025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:12.068916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:12.069449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:12.069890] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:12.070923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:12.392038] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.38% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:36:12.392929] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:12.392990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:12.397711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:12.399439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:12.399921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:12.400807] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 11.5s | Global ETA: N/A [2025-11-22T01:36:12.401502] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:12.401795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:12.401862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:12.403463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:12.407720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:12.410226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:12.410883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:12.411299] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:12.412294] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:12.413548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:12.419713] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.73% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:36:12.420608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:12.420692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:12.421371] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:12.549638] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:12.551001] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:12.552300] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:12.552996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:12.653972] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:36:12.654942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:12.655007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:12.660243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:12.662154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:12.662638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:12.663062] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:12.664096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.000341] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -4.69% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:13.001275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.001338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.002380] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:36:13.003390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:13.003464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.006239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.008173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:13.008372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.008671] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:13.010268] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:13.010265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:13.010804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:13.011207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:13.012093] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:13.012224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.013151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.114973] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:36:13.115867] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.115930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:13.116594] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:13.243235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:13.244543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:13.245845] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:13.246502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.251140] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.88% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:36:13.252072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.252138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.257126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.259025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:13.259538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:13.259960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:13.260981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.588179] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:13.589416] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:13.589479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.594275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.596096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:13.596583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:13.596993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:13.597869] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:13.598916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.622113] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.36% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:13.623021] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.623083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.627903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.629699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:13.630163] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:13.631780] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:13.633781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.818481] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:36:13.819407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.819472] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:13.820204] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:13.853221] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.33% | Symbol ETA: 10.0s | Global ETA: N/A [2025-11-22T01:36:13.854115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:13.854177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:13.859285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:13.861100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:13.861703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:13.862135] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:13.863228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:13.945058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:13.946188] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:13.947396] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:13.948092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:14.164804] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 9.7s | Global ETA: N/A [2025-11-22T01:36:14.165703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:14.165767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:14.170547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:14.172311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:14.172826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:14.173223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:14.174089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:14.175118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:14.239828] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.64% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:36:14.426489] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.23% [2025-11-22T01:36:14.442658] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.50% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:14.443544] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:14.443609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:14.448528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:14.450368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:14.450903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:14.451310] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:14.452361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:14.522315] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:36:14.523245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:14.523311] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:14.524030] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:14.606696] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.93%, Actual: 0.05% [2025-11-22T01:36:14.651688] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:14.653009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:14.654305] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:36:14.654990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:14.753864] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:36:14.754806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:14.754872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:14.760096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:14.762009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:14.762508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:14.762949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:14.763854] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:14.764988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:14.775298] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 2.50%, Actual: 0.69% [2025-11-22T01:36:14.942670] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 3.79%, Actual: 1.80% [2025-11-22T01:36:15.042117] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:36:15.043035] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:15.043100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:15.048196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:15.050071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:15.050625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:15.051049] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:15.052087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:15.107691] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 6.18% [2025-11-22T01:36:15.235241] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.47% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:36:15.273864] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 5.22%, Actual: 3.29% [2025-11-22T01:36:15.355121] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:36:15.356055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:15.356121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:15.361327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:15.363228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:15.363779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:15.364228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:15.365132] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:15.366212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:15.405870] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 16.18% [2025-11-22T01:36:15.442688] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.38%, Actual: 0.17% [2025-11-22T01:36:15.576128] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 6.48%, Actual: 6.25% [2025-11-22T01:36:15.609961] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -4.69%, Actual: 1.29% [2025-11-22T01:36:15.639696] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:15.640675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:15.640739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:15.645829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:15.647663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:15.648151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:15.648556] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:15.649604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:15.744960] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -3.73%, Actual: 3.38% [2025-11-22T01:36:15.775354] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.36%, Actual: 5.09% [2025-11-22T01:36:15.915060] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 2.32% [2025-11-22T01:36:15.944575] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.64%, Actual: 3.09% [2025-11-22T01:36:15.944781] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 34.2227% [2025-11-22T01:36:15.944862] [INFO ] [main ] UAA: DISCARDED add_pct_change (score: 34.22%) [2025-11-22T01:36:15.944905] [INFO ] [main ] UAA: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:36:15.944938] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_preclose_acceleration_mag'] [2025-11-22T01:36:15.944973] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:15.957175] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:15.958593] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:15.958679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:15.963485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:15.965261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:15.965633] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:36:15.965753] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:15.966589] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:15.966680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:15.967384] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:15.968391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:15.971844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:15.973771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:15.974305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:15.974739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:15.975682] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:15.976797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:16.084276] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.28%, Actual: 2.09% [2025-11-22T01:36:16.247744] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:16.248704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:16.248770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:16.253941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:16.255507] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 3.49% [2025-11-22T01:36:16.255821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:16.256334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:16.256751] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:16.257886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:16.425338] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 2.80% [2025-11-22T01:36:16.544813] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -4.63% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:36:16.545694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:16.545756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:16.550499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:16.552256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:16.552750] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:16.554128] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:36:16.554428] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:16.555097] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:16.555167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:16.555480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:16.560397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:16.562262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:16.562785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:16.563230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:16.564127] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:16.565271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:16.594361] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 7.88% [2025-11-22T01:36:16.763567] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 4.51% [2025-11-22T01:36:16.845077] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:16.846001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:16.846063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:16.850863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:16.852617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:16.853113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:16.853503] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:16.854485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:16.932108] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.47%, Actual: 5.29% [2025-11-22T01:36:16.932689] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 43.8449% [2025-11-22T01:36:16.932781] [INFO ] [main ] KOS: DISCARDED add_overnight_gap_amplitude (score: 43.84%) [2025-11-22T01:36:16.932825] [INFO ] [main ] KOS: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:36:16.932858] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_overnight_gap_mag'] [2025-11-22T01:36:16.932893] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:16.944424] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:16.945761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:16.945823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:16.946520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:17.072375] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:17.073640] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:17.074898] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:17.075618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:17.139375] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.88% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:36:17.140285] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:17.140350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:17.145186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:17.146957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:17.147448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:17.149050] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:17.150046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:17.162101] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:36:17.163002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:17.163067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:17.167952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:17.170086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:17.170563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:17.170974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:17.171837] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:17.172914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:17.422402] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:36:17.593992] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.78% [2025-11-22T01:36:17.636553] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 14.5s | Global ETA: N/A [2025-11-22T01:36:17.637476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:17.637540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:17.638226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:17.726849] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:36:17.727771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:17.727852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:17.733116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:17.734848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:17.735313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:17.737121] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:17.738118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:17.749662] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:36:17.761288] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.27% [2025-11-22T01:36:17.762220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:17.763460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:17.764878] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:17.765574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:17.921582] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:36:17.931700] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 1.21% [2025-11-22T01:36:18.090815] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:36:18.103235] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.33%, Actual: 1.11% [2025-11-22T01:36:18.266556] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:36:18.272360] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.50%, Actual: 0.45% [2025-11-22T01:36:18.311244] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 10.0s | Global ETA: N/A [2025-11-22T01:36:18.312135] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:18.312196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:18.316949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:18.318699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:18.319164] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:18.320759] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:18.321748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:18.327810] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 6.00% | Symbol ETA: 13.8s | Global ETA: N/A [2025-11-22T01:36:18.328725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:18.328790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:18.329529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:18.440724] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 1.03% [2025-11-22T01:36:18.445185] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:36:18.464345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:18.465705] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:18.467166] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:18.467981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:18.609996] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 1.48% [2025-11-22T01:36:18.632217] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:18.779674] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 1.43% [2025-11-22T01:36:18.806950] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:18.893820] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.53% | Symbol ETA: 9.4s | Global ETA: N/A [2025-11-22T01:36:18.894710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:18.894771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:18.899624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:18.901380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:18.901884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:18.903482] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:18.904478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:18.949844] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 0.52% [2025-11-22T01:36:18.986874] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:19.046407] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 13.2s | Global ETA: N/A [2025-11-22T01:36:19.047335] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:19.047397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:19.048093] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:19.117473] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.73% [2025-11-22T01:36:19.117670] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 52.5654% [2025-11-22T01:36:19.117783] [INFO ] [main ] PFLT: KEPT add_preclose_acceleration_mag (score: 52.57%) [2025-11-22T01:36:19.117826] [INFO ] [main ] PFLT: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:36:19.117858] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open'] [2025-11-22T01:36:19.117895] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:19.129631] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:19.131059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:19.131122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:19.136162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:19.138133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:19.138615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:19.139030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:19.140012] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:19.140702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:19.170543] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:36:19.171327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:19.172482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:19.173708] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:19.174397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:19.337784] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:36:19.489375] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:36:19.490298] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:19.490361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:19.495136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:19.496878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:19.497507] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:19.499148] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:19.500177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:19.503386] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:19.503532] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:36:19.503614] [INFO ] [main ] BGY: DISCARDED add_preclose_acceleration_mag (score: 26.92%) [2025-11-22T01:36:19.503676] [INFO ] [main ] BGY: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:36:19.503710] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_prev_1100_to_open'] [2025-11-22T01:36:19.503745] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:19.514750] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:19.516111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:19.516173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:19.521055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:19.522866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:19.523349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:19.523760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:19.524670] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:19.525357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:19.711942] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.00% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:36:19.712831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:19.712893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:19.717693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:19.719446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:19.719934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:19.720315] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:19.721285] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:19.721963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:19.733575] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 12.5s | Global ETA: N/A [2025-11-22T01:36:19.734465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:19.734528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:19.735224] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:19.862466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:19.863574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:19.864785] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:19.865465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.081909] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.12% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:36:20.082841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:20.082905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.087872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.089609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:20.090117] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:20.091772] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:20.092787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.120300] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 11.1s | Global ETA: N/A [2025-11-22T01:36:20.121219] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:20.121283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.126123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.127973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:20.128472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:20.128905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:20.129800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:20.130491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.291294] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:20.292192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:20.292254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.297032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.298843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:20.299320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:20.299725] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:20.300710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:20.301372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.420704] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.03% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:36:20.421580] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:20.421662] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:20.422334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:20.545882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:20.546953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:20.548134] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:20.548870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.678674] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -5.51% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:36:20.679573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:20.679656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.684553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.686361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:20.686863] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:20.688521] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:20.689548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.722201] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 10.5s | Global ETA: N/A [2025-11-22T01:36:20.723132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:20.723197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.728092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.729923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:20.730402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:20.730814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:20.731707] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:20.732397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:20.866273] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 9.7s | Global ETA: N/A [2025-11-22T01:36:20.867192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:20.867255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:20.872070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:20.873821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:20.874314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:20.874717] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:20.875683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:20.876345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.107189] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.24% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:36:21.108087] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:21.108478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:21.109175] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:21.231320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:21.232370] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:21.233512] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:21.234212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.269771] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:36:21.270689] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:21.270756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:21.275616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:21.277434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:21.277947] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:21.279553] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:21.280558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.296899] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:36:21.297814] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:21.297878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:21.302635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:21.304378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:21.304867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:21.305250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:21.306130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:21.306828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.443959] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.90% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:36:21.444850] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:21.444912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:21.449774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:21.451549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:21.452050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:21.452432] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:21.453415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:21.454096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.790123] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -5.75% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:21.791025] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:21.791087] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:21.791774] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:21.867314] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:36:21.868215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:21.868592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:21.870982] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.16% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:36:21.873409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:21.875172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:21.875639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:21.876059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:21.876923] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:21.877627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:21.914598] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:21.915685] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:21.916824] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:21.917510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:22.024895] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.60% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:36:22.025787] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:22.025850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:22.030612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:22.032374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:22.032866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:22.033257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:22.034246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:22.037956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:22.038704] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -4.63%, Actual: 0.23% [2025-11-22T01:36:22.205339] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 0.05% [2025-11-22T01:36:22.374554] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.69% [2025-11-22T01:36:22.437237] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:36:22.438141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:22.438205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:22.443125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:22.444886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:22.445354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:22.445765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:22.446608] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:22.447372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:22.472704] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.97% | Symbol ETA: 9.7s | Global ETA: N/A [2025-11-22T01:36:22.473609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:22.473699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:22.474384] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:22.543865] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 1.80% [2025-11-22T01:36:22.598213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:22.599288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:22.600455] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:22.601158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:22.607840] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.05% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:36:22.608745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:22.608810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:22.613623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:22.615385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:22.615903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:22.616296] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:22.617302] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:22.617987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:22.718852] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.53%, Actual: 6.18% [2025-11-22T01:36:22.887682] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 3.29% [2025-11-22T01:36:23.008931] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:36:23.009824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:23.009887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:23.014620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:23.016379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:23.016868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:23.017284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:23.018146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:23.018837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.059316] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 0.17% [2025-11-22T01:36:23.161443] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:23.162355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:23.162460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:23.163165] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:23.180841] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:36:23.181730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:23.181796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:23.186523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:23.188287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:23.188778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:23.189166] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:23.190147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:23.190854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.232718] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -5.51%, Actual: 1.29% [2025-11-22T01:36:23.285427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:23.286611] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:23.287873] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:36:23.288556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.402919] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 5.09% [2025-11-22T01:36:23.576142] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.16%, Actual: 3.09% [2025-11-22T01:36:23.576347] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 32.0749% [2025-11-22T01:36:23.576429] [INFO ] [main ] UAA: DISCARDED add_preclose_acceleration_mag (score: 32.07%) [2025-11-22T01:36:23.576475] [INFO ] [main ] UAA: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:36:23.576508] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_1100_to_open'] [2025-11-22T01:36:23.576544] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:23.581511] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:36:23.582401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:23.582464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:23.587358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:23.589112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:23.589575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:23.589763] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:23.589982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:23.590878] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:23.591214] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:23.591277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:23.591556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.596141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:23.597979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:23.598440] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:23.600116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:23.600812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.756602] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:36:23.757518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:23.757581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:23.762370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:23.764117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:23.764581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:23.764988] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:23.765972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:23.766633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:23.866005] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.32% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:36:24.039758] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 16.18% [2025-11-22T01:36:24.159805] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:36:24.160708] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:24.160771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:24.165492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:24.167297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:24.167799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:24.168210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:24.169070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:24.169770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:24.211080] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:36:24.212329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:24.212394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:24.215093] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 6.00%, Actual: 6.25% [2025-11-22T01:36:24.217496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:24.219340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:24.219844] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:24.221732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:24.222618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:24.334977] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:36:24.335908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:24.335975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:24.340756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:24.342529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:24.343016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:24.343403] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:24.344381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:24.345093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:24.391731] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 3.38% [2025-11-22T01:36:24.567053] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.32% [2025-11-22T01:36:24.734408] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:36:24.735356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:24.735419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:24.740220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:24.741998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:24.742467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:24.742905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:24.743777] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:24.744453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:24.748724] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.03%, Actual: 2.09% [2025-11-22T01:36:24.817139] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 10.5s | Global ETA: N/A [2025-11-22T01:36:24.818048] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:24.818111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:24.822948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:24.824710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:24.825178] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:24.826787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:24.827507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:24.917708] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:36:24.923374] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.24%, Actual: 3.49% [2025-11-22T01:36:25.101012] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -5.75%, Actual: 2.80% [2025-11-22T01:36:25.142627] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.00%, Actual: 0.78% [2025-11-22T01:36:25.277092] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.97%, Actual: 7.88% [2025-11-22T01:36:25.309094] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:36:25.310319] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.27% [2025-11-22T01:36:25.434054] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:25.434971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:25.435031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:25.439833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:25.441571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:25.442055] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:25.443679] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:25.444339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:25.447146] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 4.51% [2025-11-22T01:36:25.477690] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 1.21% [2025-11-22T01:36:25.535927] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:36:25.620076] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.32%, Actual: 5.29% [2025-11-22T01:36:25.620290] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 45.1171% [2025-11-22T01:36:25.620385] [INFO ] [main ] KOS: DISCARDED add_overnight_gap_mag (score: 45.12%) [2025-11-22T01:36:25.620431] [INFO ] [main ] KOS: Testing feature 29/53: add_pct_change [2025-11-22T01:36:25.620483] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_pct_change'] [2025-11-22T01:36:25.620519] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:25.632401] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:25.633994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:25.634058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:25.634806] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:25.645712] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 1.11% [2025-11-22T01:36:25.706070] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:36:25.770363] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:25.771699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:25.773018] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:25.775292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:25.811816] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.60%, Actual: 0.45% [2025-11-22T01:36:25.880393] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:36:25.994755] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 1.03% [2025-11-22T01:36:26.033355] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 4.33% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:26.034239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:26.034300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:26.039046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:26.040770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:26.041233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:26.042829] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:26.043494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:26.048472] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:36:26.175549] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 1.48% [2025-11-22T01:36:26.215704] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:26.346487] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.42%, Actual: 1.43% [2025-11-22T01:36:26.376804] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 4.84% | Symbol ETA: 14.1s | Global ETA: N/A [2025-11-22T01:36:26.377795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:26.377865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:26.378585] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:26.382875] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:26.515579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:26.517341] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:26.515771] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 0.52% [2025-11-22T01:36:26.518637] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:26.520751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:26.560549] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:26.628814] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.41% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:36:26.629778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:26.629841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:26.634721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:26.636568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:26.637053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:26.638700] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:26.639365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:26.685021] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.73% [2025-11-22T01:36:26.685231] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 53.0659% [2025-11-22T01:36:26.685321] [INFO ] [main ] PFLT: KEPT add_prev_1100_to_open (score: 53.07%) [2025-11-22T01:36:26.685368] [INFO ] [main ] PFLT: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:36:26.685403] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_1100'] [2025-11-22T01:36:26.685440] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:26.697137] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:26.698569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:26.698633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:26.703674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:26.705537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:26.706053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:26.707107] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:26.708161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:26.708878] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:26.709565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:26.732134] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:36:26.898421] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:36:27.065412] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:27.065615] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:36:27.065722] [INFO ] [main ] BGY: DISCARDED add_prev_1100_to_open (score: 26.92%) [2025-11-22T01:36:27.065775] [INFO ] [main ] BGY: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:36:27.065808] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_prev_close_to_1100'] [2025-11-22T01:36:27.065843] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:27.076921] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:27.078192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:27.078255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.083169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.084942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:27.085414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:27.085832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:27.086734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:27.087456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.113574] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:36:27.114500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:27.114565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:27.115271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:27.216491] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 1.07% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:36:27.217458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:27.217522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.222419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.224333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:27.224817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:27.226429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:27.227186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.243895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:27.245195] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:27.246440] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:27.248532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.289201] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 10.4s | Global ETA: N/A [2025-11-22T01:36:27.290083] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:27.290147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.295040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.296791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:27.297293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:27.297697] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:27.298717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:27.299410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:27.300117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.668234] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 10.4s | Global ETA: N/A [2025-11-22T01:36:27.669180] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:27.669245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.674198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.675984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:27.676462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:27.676885] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:27.677806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:27.678537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.815415] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:36:27.816321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:27.816384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.821352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.823182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:27.823682] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:27.825284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:27.825996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.827211] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 12.6s | Global ETA: N/A [2025-11-22T01:36:27.828158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:27.828221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:27.828919] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:27.867378] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.75% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:36:27.868302] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:27.868365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:27.873151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:27.874887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:27.875384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:27.875788] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:27.876800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:27.877520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:27.878317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:27.958497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:27.959821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:27.961102] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:27.963231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:28.277329] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:28.278249] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:28.278312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:28.283198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:28.284981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:28.285603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:28.286016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:28.287248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:28.288155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:28.406946] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:36:28.407864] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:28.407938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:28.412728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:28.414467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:28.414972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:28.416571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:28.417316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:28.447263] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:36:28.448189] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:28.448272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:28.453093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:28.454819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:28.455321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:28.455728] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:28.456705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:28.457385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:28.458106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:28.545332] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.39% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:36:28.546258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:28.546338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:28.547032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:28.672264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:28.673494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:28.674756] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:28.676798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:28.859786] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:28.860686] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:28.860749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:28.865434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:28.867212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:28.867700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:28.868102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:28.868974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:28.869661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.015230] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:36:29.016137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:29.016199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:29.021148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:29.022972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:29.023183] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:36:29.023462] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:29.024088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:29.024152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:29.025112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:29.025813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.028922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:29.030617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:29.031246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:29.031629] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:29.032591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:29.033264] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:29.033944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.248020] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -5.54% | Symbol ETA: 11.1s | Global ETA: N/A [2025-11-22T01:36:29.249035] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:29.249098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:29.249793] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:29.374534] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:29.375775] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:29.377008] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:29.379020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.436895] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:36:29.437818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:29.437881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:29.442680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:29.444422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:29.444907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:29.445293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:29.446162] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:29.446856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.601800] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.32% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:36:29.602680] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:29.602743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:29.606510] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:36:29.607558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:29.609404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:29.609953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:29.610356] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:29.611384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:29.612094] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:29.612806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:29.836938] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.23% [2025-11-22T01:36:29.952834] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:29.953726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:29.953788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:29.954455] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:30.005974] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.00%, Actual: 0.05% [2025-11-22T01:36:30.019728] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:30.020600] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:30.020682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:30.025433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:30.027236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:30.028098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:30.028488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:30.029362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:30.030074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.078191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:30.079462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:30.080776] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:30.082769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.174084] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.69% [2025-11-22T01:36:30.176841] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:36:30.177737] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:30.177800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:30.182607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:30.184341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:30.189214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:30.189602] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:30.190591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:30.191275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:30.191957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.341949] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 4.33%, Actual: 1.80% [2025-11-22T01:36:30.512632] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.41%, Actual: 6.18% [2025-11-22T01:36:30.609824] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:30.610748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:30.610812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:30.615546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:30.617322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:30.617813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:30.618232] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:30.619132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:30.619825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.658472] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.68% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:30.659373] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:30.659436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:30.660124] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:30.682028] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 3.29% [2025-11-22T01:36:30.763559] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:30.764445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:30.764508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:30.769344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:30.771086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:30.771550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:30.771976] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:30.772958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:30.773615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:30.774291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.784069] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:30.785308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:30.786539] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:30.788559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:30.853671] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 0.17% [2025-11-22T01:36:31.031038] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 1.29% [2025-11-22T01:36:31.186388] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:31.187307] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:31.187370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:31.192123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:31.193894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:31.194367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:31.194781] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:31.195626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:31.196320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:31.209059] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.30%, Actual: 5.09% [2025-11-22T01:36:31.336795] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:36:31.337727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:31.337790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:31.342683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:31.344501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:31.344984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:31.345375] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:31.346360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:31.347091] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:31.347780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:31.367593] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:36:31.368521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:31.368584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:31.369290] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:31.389428] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 3.09% [2025-11-22T01:36:31.389672] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 39.2965% [2025-11-22T01:36:31.389788] [INFO ] [main ] UAA: DISCARDED add_prev_1100_to_open (score: 39.30%) [2025-11-22T01:36:31.389840] [INFO ] [main ] UAA: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:36:31.389875] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_close_to_1100'] [2025-11-22T01:36:31.389934] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:31.403787] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:31.405126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:31.405192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:31.410756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:31.412857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:31.413420] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:31.415112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:31.415897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:31.501718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:31.503545] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:31.505382] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:31.508439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:31.768741] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:36:31.769655] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:31.769720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:31.774538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:31.776301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:31.776792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:31.777199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:31.778065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:31.778752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:31.935312] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:36:31.936196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:31.936259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:31.941034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:31.942780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:31.943246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:31.943626] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:31.944601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:31.945278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:31.945953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:32.014102] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 10.8s | Global ETA: N/A [2025-11-22T01:36:32.015012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:32.015087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:32.019824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:32.021532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:32.022014] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:32.023573] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:32.024251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:32.090994] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.67% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:36:32.091879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:32.091957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:32.092623] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:32.215523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:32.216768] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:32.218004] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:36:32.220023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:32.347845] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:36:32.348764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:32.348827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:32.353581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:32.355375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:32.355858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:32.356279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:32.357169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:32.357855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:32.511271] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:36:32.604861] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.60% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:36:32.605792] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:32.605856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:32.610856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:32.612662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:32.613143] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:32.614789] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:32.615465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:32.680854] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 0.78% [2025-11-22T01:36:32.811388] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:36:32.849033] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.75%, Actual: 0.27% [2025-11-22T01:36:32.930830] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:36:32.988089] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 4.84%, Actual: 16.18% [2025-11-22T01:36:33.026055] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 1.21% [2025-11-22T01:36:33.103334] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 2.41% [2025-11-22T01:36:33.155004] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 6.25% [2025-11-22T01:36:33.200840] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.65%, Actual: 1.11% [2025-11-22T01:36:33.202793] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:36:33.203699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:33.204087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:33.209133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:33.211160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:33.211667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:33.213355] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:33.214083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:33.277500] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.52% [2025-11-22T01:36:33.321322] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 3.38% [2025-11-22T01:36:33.369309] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.32%, Actual: 0.45% [2025-11-22T01:36:33.455520] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 0.33% [2025-11-22T01:36:33.489501] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.39%, Actual: 2.32% [2025-11-22T01:36:33.537297] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.03% [2025-11-22T01:36:33.627821] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:36:33.659281] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -5.54%, Actual: 2.09% [2025-11-22T01:36:33.705797] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 1.48% [2025-11-22T01:36:33.801959] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:33.811047] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.60% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:36:33.811928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:33.811992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:33.816763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:33.818578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:33.819077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:33.820731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:33.821413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:33.827047] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 3.49% [2025-11-22T01:36:33.872009] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 1.43% [2025-11-22T01:36:33.977480] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:33.992886] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.68%, Actual: 2.80% [2025-11-22T01:36:34.038808] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 0.52% [2025-11-22T01:36:34.158526] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:34.159224] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 7.88% [2025-11-22T01:36:34.205118] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.73% [2025-11-22T01:36:34.205368] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 43.0052% [2025-11-22T01:36:34.205422] [INFO ] [main ] PFLT: DISCARDED add_prev_close_to_1100 (score: 43.01%) [2025-11-22T01:36:34.205461] [INFO ] [main ] PFLT: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:36:34.205492] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prev_close_to_open'] [2025-11-22T01:36:34.205527] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:34.216776] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:34.218031] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:34.218092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:34.222916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:34.224695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:34.225188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:34.225572] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:34.226547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:34.227249] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:34.227935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:34.325486] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.67%, Actual: 4.51% [2025-11-22T01:36:34.335781] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:36:34.405110] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.20% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:36:34.406027] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:34.406097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:34.410846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:34.412564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:34.413042] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:34.414599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:34.415277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:34.491111] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.38%, Actual: 5.29% [2025-11-22T01:36:34.491306] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 36.6560% [2025-11-22T01:36:34.491389] [INFO ] [main ] KOS: DISCARDED add_pct_change (score: 36.66%) [2025-11-22T01:36:34.491431] [INFO ] [main ] KOS: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:36:34.491462] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_preclose_acceleration_mag'] [2025-11-22T01:36:34.491498] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:34.504103] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:34.505529] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:34.505591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:34.506319] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:34.514044] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:36:34.633758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:34.634972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:34.636197] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:34.637249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:34.693067] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:34.693270] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.8851% [2025-11-22T01:36:34.693356] [INFO ] [main ] BGY: DISCARDED add_prev_close_to_1100 (score: 26.89%) [2025-11-22T01:36:34.693398] [INFO ] [main ] BGY: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:36:34.693433] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_prev_close_to_open'] [2025-11-22T01:36:34.693469] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:34.704939] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:34.706406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:34.706494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:34.711987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:34.713980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:34.714474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:34.714890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:34.715801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:34.716515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:34.798589] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:34.799508] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:34.799571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:34.804447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:34.806199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:34.806693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:34.807114] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:34.808145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:34.808839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:34.809497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:34.988524] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 4.33% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:36:34.989413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:34.989474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:34.994317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:34.996055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:34.996514] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:34.998131] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:34.998829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.210301] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 13.4s | Global ETA: N/A [2025-11-22T01:36:35.211253] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:35.211317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:35.212018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:35.315821] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:36:35.316720] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:35.316783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:35.321592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:35.323337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:35.323821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:35.324204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:35.325068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:35.325765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.338717] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:35.340021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:35.341263] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:35.342316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.378943] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:35.379854] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:35.379916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:35.384638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:35.386375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:35.386865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:35.387344] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:35.388366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:35.389058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:35.389762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.590799] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:36:35.591725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:35.591790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:35.596701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:35.598553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:35.599082] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:35.600776] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:35.601477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.907814] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:35.908777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:35.908844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:35.913868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:35.915751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:35.916236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:35.916674] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:35.917602] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:35.918316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:35.921216] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.38% | Symbol ETA: 12.7s | Global ETA: N/A [2025-11-22T01:36:35.922128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:35.922192] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:35.922882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:35.955040] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:36:35.955933] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:35.955996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:35.960793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:35.962513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:35.963007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:35.963390] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:35.964365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:35.965042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:35.965738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.048009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:36.049283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:36.050528] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:36.051545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.188589] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:36:36.189502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:36.189564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:36.194345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:36.196139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:36.196601] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:36.198265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:36.198947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.513730] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:36.514676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:36.514742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:36.519732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:36.521556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:36.522071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:36.522474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:36.523387] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:36.524127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.531242] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:36:36.532130] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:36.532193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:36.536955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:36.538714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:36.539191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:36.539578] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:36.540544] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:36.541218] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:36.541901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.639787] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 12.0s | Global ETA: N/A [2025-11-22T01:36:36.640737] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:36.640799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:36.641557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:36.766868] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:36:36.767794] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:36.767855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:36.769094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:36.770395] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:36.772080] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:36.772571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:36.773146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:36.774307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:36.774789] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:36.776366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:36.777047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.107477] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.24% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:36:37.108463] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:37.108528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:37.113501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:37.115264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:37.115757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:37.115845] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:37.116142] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:37.116735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:37.116799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:37.117168] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:37.117854] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:37.118551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.121836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:37.123627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:37.124130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:37.124530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:37.125458] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:37.126173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.337699] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 11.3s | Global ETA: N/A [2025-11-22T01:36:37.338622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:37.338704] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:37.339415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:37.348759] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:36:37.464992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:37.466424] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:37.467761] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:37.468811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.516286] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 0.23% [2025-11-22T01:36:37.692400] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.60%, Actual: 0.05% [2025-11-22T01:36:37.694078] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:36:37.694971] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:37.695035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:37.699847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:37.701560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:37.702049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:37.702431] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:37.703442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:37.704122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:37.704796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.708254] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:37.709162] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:37.709239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:37.714088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:37.715880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:37.716350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:37.716760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:37.717637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:37.718366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:37.872833] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 0.69% [2025-11-22T01:36:38.037531] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.91% | Symbol ETA: 10.6s | Global ETA: N/A [2025-11-22T01:36:38.038460] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:38.038522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:38.039238] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:38.053226] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.80% [2025-11-22T01:36:38.165968] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:38.167286] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:38.168560] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:38.169618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.240283] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 6.18% [2025-11-22T01:36:38.280248] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:36:38.281158] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:38.281234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:38.286017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:38.287843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:38.288352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:38.288762] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:38.289784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:38.290441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:38.291197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.305561] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:36:38.306451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:38.306514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:38.311373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:38.313194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:38.313680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:38.314082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:38.314954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:38.316022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.421499] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 4.33%, Actual: 3.29% [2025-11-22T01:36:38.592549] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.17% [2025-11-22T01:36:38.744568] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:38.745466] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:38.745529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:38.746222] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:38.764943] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 1.29% [2025-11-22T01:36:38.867449] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.27% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:36:38.868378] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:38.868441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:38.873280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:38.875014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:38.875515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:38.875919] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:38.876474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:38.876941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:38.877673] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:38.877762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:38.878369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.879015] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:38.880112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.894588] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:36:38.895499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:38.895563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:38.900398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:38.902202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:38.902699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:38.903099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:38.903978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:38.904689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:38.938385] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.87%, Actual: 5.09% [2025-11-22T01:36:39.116715] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 3.09% [2025-11-22T01:36:39.116923] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 35.2143% [2025-11-22T01:36:39.117014] [INFO ] [main ] UAA: DISCARDED add_prev_close_to_1100 (score: 35.21%) [2025-11-22T01:36:39.117060] [INFO ] [main ] UAA: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:36:39.117148] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_close_to_open'] [2025-11-22T01:36:39.117188] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:39.130415] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:39.131733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:39.131798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:39.136743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:39.138587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:39.139090] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:39.140769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:39.141522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:39.449998] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.35% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:36:39.450887] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:39.450949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:39.451004] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.79% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:36:39.451911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:39.451975] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:39.452664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:39.455783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:39.457530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:39.458027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:39.458455] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:39.459472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:39.460151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:39.460821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:39.495522] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:36:39.496418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:39.496482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:39.501470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:39.503264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:39.503766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:39.504166] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:39.505041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:39.505770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:39.582036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:39.583345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:39.584621] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:39.585739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:39.729479] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:36:39.730407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:39.730473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:39.735496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:39.737381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:39.737884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:39.739665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:39.740348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:40.045360] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:36:40.082149] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:36:40.083067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:40.083136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:40.087950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:40.089729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:40.090212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:40.090596] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:40.091473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:40.092172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:40.154249] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.34% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:40.155172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:40.155248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:40.155958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:40.215054] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 0.78% [2025-11-22T01:36:40.279560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:40.280702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:40.281896] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:40.282949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:40.334370] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:40.335292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:40.335357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:40.340415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:40.342212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:40.342714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:40.344419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:40.345141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:40.383407] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 0.27% [2025-11-22T01:36:40.550621] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 1.21% [2025-11-22T01:36:40.669330] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:36:40.720831] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.65%, Actual: 1.11% [2025-11-22T01:36:40.839185] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 2.41% [2025-11-22T01:36:40.848276] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:36:40.849192] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:40.849269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:40.849986] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:40.889788] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.24%, Actual: 0.45% [2025-11-22T01:36:40.926716] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:40.927611] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:40.927691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:40.932550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:40.934294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:40.934780] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:40.936364] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:40.937047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:40.972799] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:40.973960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:40.975168] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:40.976204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:41.006045] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 1.52% [2025-11-22T01:36:41.057828] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 1.03% [2025-11-22T01:36:41.173765] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.33% [2025-11-22T01:36:41.222923] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 1.48% [2025-11-22T01:36:41.351851] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:36:41.388774] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.27%, Actual: 1.43% [2025-11-22T01:36:41.511000] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.98% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:41.511906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:41.511967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:41.516721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:41.518511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:41.518987] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:41.520591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:41.521280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:41.527615] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:36:41.539442] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:36:41.557369] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 0.52% [2025-11-22T01:36:41.704611] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:41.708773] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.38%, Actual: 16.18% [2025-11-22T01:36:41.725716] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.73% [2025-11-22T01:36:41.725911] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 43.8966% [2025-11-22T01:36:41.725991] [INFO ] [main ] PFLT: DISCARDED add_prev_close_to_open (score: 43.90%) [2025-11-22T01:36:41.726034] [INFO ] [main ] PFLT: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:36:41.726065] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure'] [2025-11-22T01:36:41.726121] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:41.737467] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:41.738743] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:41.738805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:41.743602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:41.745373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:41.745865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:41.746254] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:41.747262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:41.747942] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:41.750622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:41.879461] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.38%, Actual: 6.25% [2025-11-22T01:36:41.896777] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:42.052366] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 3.38% [2025-11-22T01:36:42.068383] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:36:42.101832] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.73% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:42.102714] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:42.102775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:42.107515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:42.112318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:42.112858] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:42.114461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:42.115143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:42.219859] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 2.32% [2025-11-22T01:36:42.243108] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:36:42.345988] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:36:42.346893] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:42.346958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:42.352186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:42.353946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:42.354415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:42.354837] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:42.355851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:42.356522] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:42.359284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:42.387875] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.91%, Actual: 2.09% [2025-11-22T01:36:42.416481] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:36:42.416711] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 27.3257% [2025-11-22T01:36:42.416794] [INFO ] [main ] BGY: DISCARDED add_prev_close_to_open (score: 27.33%) [2025-11-22T01:36:42.416836] [INFO ] [main ] BGY: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:36:42.416887] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_prior_day_tail_pressure'] [2025-11-22T01:36:42.416925] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:42.428171] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:42.429678] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:42.429741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:42.434890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:42.436824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:42.437354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:42.437767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:42.438630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:42.441385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:42.564826] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 3.49% [2025-11-22T01:36:42.697121] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:36:42.698002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:42.698064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:42.702840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:42.704564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:42.705045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:42.706631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:42.707378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:42.739573] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.79%, Actual: 2.80% [2025-11-22T01:36:42.910812] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.34%, Actual: 7.88% [2025-11-22T01:36:42.937620] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:36:42.938550] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:42.938617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:42.943433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:42.945186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:42.945681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:42.946068] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:42.947057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:42.947758] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:42.950427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.025227] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:36:43.026136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:43.026199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:43.030962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:43.032813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:43.033285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:43.034018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:43.034888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:43.037566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.082101] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.62%, Actual: 4.51% [2025-11-22T01:36:43.251937] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 5.29% [2025-11-22T01:36:43.252168] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 42.5645% [2025-11-22T01:36:43.252256] [INFO ] [main ] KOS: DISCARDED add_preclose_acceleration_mag (score: 42.56%) [2025-11-22T01:36:43.252299] [INFO ] [main ] KOS: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:36:43.252333] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_prev_1100_to_open'] [2025-11-22T01:36:43.252368] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:43.263958] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:43.265259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:43.265322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:43.266051] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:43.283459] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.83% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:36:43.284337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:43.284398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:43.289179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:43.290909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:43.291369] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:43.292961] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:43.293618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.396488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:43.397742] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:43.399035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:43.399759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.521545] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.35% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:36:43.522436] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:43.522499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:43.527271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:43.529037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:43.529531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:43.529935] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:43.530921] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:43.531581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:43.534264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.631684] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:43.632751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:43.632827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:43.638002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:43.640323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:43.640831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:43.641287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:43.642186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:43.644972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.872791] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:36:43.873717] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:43.873780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:43.878760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:43.880553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:43.881062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:43.882708] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:43.883419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:43.972192] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.00% | Symbol ETA: 12.8s | Global ETA: N/A [2025-11-22T01:36:43.973089] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:43.973154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:43.973861] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:44.104780] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:44.106125] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:44.107794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:44.108513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.110845] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.07% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:36:44.111738] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:44.111802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:44.116697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:44.118535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:44.119021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:44.119405] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:44.120383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:44.121060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:44.123791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.251331] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:36:44.252318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:44.252384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:44.257963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:44.259909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:44.260399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:44.260824] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:44.261722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:44.264490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.466460] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:36:44.467356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:44.467437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:44.472307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:44.474055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:44.474516] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:44.476140] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:36:44.476824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.676489] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.56% | Symbol ETA: 12.1s | Global ETA: N/A [2025-11-22T01:36:44.677408] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:44.677472] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:44.678157] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:44.702411] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:36:44.703355] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:44.703428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:44.708264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:44.710064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:44.710526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:44.710989] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:44.711976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:44.712660] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:44.715299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.807974] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:44.809242] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:44.810524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:44.811275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:44.850342] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:44.851233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:44.851299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:44.856170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:44.857984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:44.858445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:44.858850] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:44.859746] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:44.862520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:45.101781] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:36:45.280064] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.44%, Actual: 0.23% [2025-11-22T01:36:45.285900] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.05% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:36:45.286823] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:45.286888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:45.291801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:45.293525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:45.294010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:45.294410] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:45.295420] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:45.296104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:45.298832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:45.382030] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 11.4s | Global ETA: N/A [2025-11-22T01:36:45.382930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:45.382993] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:45.383713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:45.438617] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:45.439541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:45.439607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:45.444388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:45.446127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:45.446595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:45.446998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:45.447886] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:45.450620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:45.456002] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.05% [2025-11-22T01:36:45.513950] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:45.515166] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:45.516452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:45.517238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:45.632852] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.69% [2025-11-22T01:36:45.812270] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.98%, Actual: 1.80% [2025-11-22T01:36:45.869656] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:36:45.870531] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:45.870950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:45.875731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:45.877491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:45.877972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:45.878352] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:45.879334] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:45.880030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:45.882667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:45.990570] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 6.18% [2025-11-22T01:36:46.032744] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:36:46.033677] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:46.033742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:46.038778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:46.040719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:46.041255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:46.041680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:46.042584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:46.045354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:46.083139] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.46% | Symbol ETA: 10.7s | Global ETA: N/A [2025-11-22T01:36:46.084057] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:46.084120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:46.084818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:46.155384] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 3.29% [2025-11-22T01:36:46.209523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:46.210733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:46.211959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:46.212674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:46.321311] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.83%, Actual: 0.17% [2025-11-22T01:36:46.446713] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:36:46.447595] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:46.447688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:46.452465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:46.454209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:46.454693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:46.455082] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:46.456083] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:46.456777] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:46.459477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:46.486426] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.29% [2025-11-22T01:36:46.636334] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:36:46.637309] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:46.637380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:46.642290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:46.644132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:46.644613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:46.645058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:46.645964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:46.648760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:46.652108] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 5.09% [2025-11-22T01:36:46.776288] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.54% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:46.777228] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:46.777305] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:46.778005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:46.817381] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 3.09% [2025-11-22T01:36:46.817607] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 30.8691% [2025-11-22T01:36:46.817711] [INFO ] [main ] UAA: DISCARDED add_prev_close_to_open (score: 30.87%) [2025-11-22T01:36:46.817756] [INFO ] [main ] UAA: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:36:46.817790] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prior_day_tail_pressure'] [2025-11-22T01:36:46.817824] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:46.830932] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:46.832239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:46.832302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:46.837126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:46.839003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:46.839513] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:46.841113] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:46.846838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:46.902292] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:46.903495] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:46.905098] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:46.905838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.028039] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:36:47.028929] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:36:47.028992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:47.033772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:47.035489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:47.035972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:47.036354] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:47.037348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:47.038023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:47.040634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.232336] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:36:47.233295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:47.233360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:47.238230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:47.240114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:47.240665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:47.241081] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:47.241982] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:47.244786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.437194] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.89% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:36:47.438101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:47.438164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:47.443002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:47.444838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:47.445308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:47.446926] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:47.449617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.480738] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.75% | Symbol ETA: 9.2s | Global ETA: N/A [2025-11-22T01:36:47.481634] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:47.481723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:47.482439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:47.611690] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:47.613097] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:47.613315] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:36:47.614389] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:47.615130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.779796] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 0.78% [2025-11-22T01:36:47.827173] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:36:47.828107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:47.828172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:47.833165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:47.834973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:47.835473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:47.835936] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:47.836853] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:47.839570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:47.948191] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.27% [2025-11-22T01:36:48.042144] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:36:48.043031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:48.043094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:48.047896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:48.049697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:48.050155] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:48.051773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:48.054394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:48.115932] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.35%, Actual: 1.21% [2025-11-22T01:36:48.179968] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.67% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:36:48.180869] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:48.180932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:48.181603] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:48.283029] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.07%, Actual: 1.11% [2025-11-22T01:36:48.305761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:48.306958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:48.308247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:48.308966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:48.411156] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:36:48.450157] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.68%, Actual: 0.45% [2025-11-22T01:36:48.584749] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:36:48.617663] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 1.03% [2025-11-22T01:36:48.661606] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:36:48.662533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:48.662596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:48.667500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:48.669349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:48.669865] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:48.671441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:48.674151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:48.755936] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:36:48.785075] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 1.48% [2025-11-22T01:36:48.876452] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:36:48.877438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:48.877502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:48.878188] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:48.925633] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:36:48.952373] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 1.43% [2025-11-22T01:36:49.002513] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:49.003750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:49.004986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:49.005709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.098521] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:36:49.118503] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.52% [2025-11-22T01:36:49.266039] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:36:49.270514] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.06% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:49.271467] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:49.271530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:49.276293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:49.279035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:49.279683] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:49.281519] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:49.284232] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 0.73% [2025-11-22T01:36:49.284269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.284399] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 54.9478% [2025-11-22T01:36:49.284531] [INFO ] [main ] PFLT: KEPT add_prior_day_tail_pressure (score: 54.95%) [2025-11-22T01:36:49.284576] [INFO ] [main ] PFLT: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:36:49.284608] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_prior_mag_lag'] [2025-11-22T01:36:49.284661] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:49.295935] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:49.297179] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:49.297244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:49.302003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:49.303787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:49.304254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:49.304727] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:49.305702] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:49.306364] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:49.312048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:49.313606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.435695] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:49.571984] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.46% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:36:49.572894] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:49.572958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:49.573639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:49.605454] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:49.698119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:49.699421] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:49.700695] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:49.701401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.777376] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:36:49.880156] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:49.881051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:49.881114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:49.886027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:49.889023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:49.889675] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:49.891376] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.73% | Symbol ETA: 9.4s | Global ETA: N/A [2025-11-22T01:36:49.891532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:49.892283] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:49.892349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:49.894263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.897239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:49.898980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:49.899491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:49.899899] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:49.901218] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:49.901937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:49.904671] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:49.906335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:49.949131] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:36:50.131692] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.76% [2025-11-22T01:36:50.131915] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.7228% [2025-11-22T01:36:50.132007] [INFO ] [main ] BGY: DISCARDED add_prior_day_tail_pressure (score: 29.72%) [2025-11-22T01:36:50.132051] [INFO ] [main ] BGY: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:36:50.132084] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_prior_mag_lag'] [2025-11-22T01:36:50.132121] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:50.143975] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:50.145459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:50.145536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:50.150621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:50.152484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:50.153007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:50.153408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:50.154286] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:50.156073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:50.269145] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.65% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:36:50.480520] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:36:50.480868] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.69% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:50.481438] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:50.481517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:50.481789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:50.481853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:50.486348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:50.486629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:50.488158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:50.488429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:50.488622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:50.488911] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:50.489039] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:50.490061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:50.490518] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:50.490747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:50.493162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:50.493435] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:50.494808] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 16.18% [2025-11-22T01:36:50.495014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:50.664289] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.56%, Actual: 6.25% [2025-11-22T01:36:50.747466] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:36:50.748427] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:50.748506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:50.753811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:50.755712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:50.756256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:50.756682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:50.757613] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:50.759220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:50.834443] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 3.38% [2025-11-22T01:36:51.001422] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 2.32% [2025-11-22T01:36:51.070713] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.82% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:36:51.071586] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:51.071670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.076362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.078112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:51.078575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:51.078978] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:51.079959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:51.080615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:51.082795] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.40% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:36:51.083276] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:51.083729] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:51.083794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.084843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:51.088853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.090617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:51.091128] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:51.094941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:51.100199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:51.171596] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.54%, Actual: 2.09% [2025-11-22T01:36:51.339279] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:36:51.340201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:51.340264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.342600] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.75%, Actual: 3.49% [2025-11-22T01:36:51.345182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.346990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:51.347502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:51.347919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:51.348774] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:51.350356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:51.515277] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.67%, Actual: 2.80% [2025-11-22T01:36:51.657505] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:36:51.658423] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:51.658486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.663319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.665060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:51.665556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:51.665958] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:51.666933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:51.667668] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:51.670325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:51.671874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:51.686565] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.45%, Actual: 7.88% [2025-11-22T01:36:51.695938] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:36:51.696855] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:51.696919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.701800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.703505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:51.703989] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:51.705571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:51.708268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:51.858832] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.46%, Actual: 4.51% [2025-11-22T01:36:51.930242] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:36:51.931132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:51.931196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:51.936115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:51.937927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:51.938414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:51.938855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:51.939710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:51.941311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.025629] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.65%, Actual: 5.29% [2025-11-22T01:36:52.025826] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 46.3141% [2025-11-22T01:36:52.025913] [INFO ] [main ] KOS: DISCARDED add_prev_1100_to_open (score: 46.31%) [2025-11-22T01:36:52.025956] [INFO ] [main ] KOS: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:36:52.025987] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_prev_close_to_1100'] [2025-11-22T01:36:52.026043] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:36:52.037457] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:52.038830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:52.038893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:52.039588] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:52.163559] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:52.164860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:52.166111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:52.166827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.243150] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.95% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:36:52.244053] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:52.244116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:52.248875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:52.250584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:52.251068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:52.251457] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:52.252429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:52.253109] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:52.255727] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:52.257281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.288989] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -2.29% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:36:52.289875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:52.289937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:52.294637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:52.296371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:52.296850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:52.298437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:52.301089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.514701] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:36:52.515559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:52.515622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:52.520605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:52.522385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:52.522913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:52.523302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:52.524160] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:52.525752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.738723] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.55% | Symbol ETA: 12.2s | Global ETA: N/A [2025-11-22T01:36:52.739602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:52.739684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:52.740350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:52.832478] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:36:52.833443] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:52.833514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:52.838677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:52.840446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:52.840977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:52.841433] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:52.842462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:52.843163] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:52.845883] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:52.847470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.866140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:52.867403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:52.868729] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:52.869452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:52.878481] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.25% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:36:53.044542] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.89%, Actual: 0.23% [2025-11-22T01:36:53.103773] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:36:53.104672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:53.104737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:53.109819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:53.111594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:53.112111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:53.112547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:53.113469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:53.115109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:53.209224] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.05% [2025-11-22T01:36:53.374218] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.69% [2025-11-22T01:36:53.433315] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.45% | Symbol ETA: 11.5s | Global ETA: N/A [2025-11-22T01:36:53.434214] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:53.434277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:53.434971] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:53.440776] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:36:53.442052] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:53.442119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:53.447151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:53.449025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:53.449565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:53.450030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:53.451059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:53.451816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:53.454710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:53.456324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:53.547418] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.06%, Actual: 1.80% [2025-11-22T01:36:53.563920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:53.565134] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:53.566404] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:53.567141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:53.691805] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:36:53.692698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:53.692760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:53.697688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:53.699463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:53.699981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:53.700372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:53.701265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:53.702907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:53.720947] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 6.18% [2025-11-22T01:36:53.893956] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.69%, Actual: 3.29% [2025-11-22T01:36:54.035317] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:36:54.036212] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:54.036275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:54.041021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:54.042768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:54.043247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:54.043635] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:54.044595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:54.045279] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:54.047955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:54.049495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.068428] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.40%, Actual: 0.17% [2025-11-22T01:36:54.139091] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 10.8s | Global ETA: N/A [2025-11-22T01:36:54.140088] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:54.140158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:54.140911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:54.246128] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 1.29% [2025-11-22T01:36:54.274614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:54.275983] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:54.277287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:54.278039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.350440] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:36:54.351374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:54.351438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:54.356498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:54.358367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:54.358895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:54.359310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:54.360211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:54.361915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.421266] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -2.29%, Actual: 5.09% [2025-11-22T01:36:54.596869] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.25%, Actual: 3.09% [2025-11-22T01:36:54.597105] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 38.5200% [2025-11-22T01:36:54.597195] [INFO ] [main ] UAA: DISCARDED add_prior_day_tail_pressure (score: 38.52%) [2025-11-22T01:36:54.597240] [INFO ] [main ] UAA: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:36:54.597273] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prior_mag_lag'] [2025-11-22T01:36:54.597309] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:36:54.611108] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:54.612450] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:54.612514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:54.617413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:54.619310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:54.619800] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:54.621386] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:54.621909] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:36:54.622795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:54.622860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:54.623010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.627772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:54.629501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:54.630003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:54.630389] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:54.631356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:54.632037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:54.634704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:54.636238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.859377] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:36:54.860284] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:54.860348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:54.861034] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:54.953952] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:36:54.954845] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:54.954925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:54.959945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:54.961821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:54.962323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:54.962765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:54.963670] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:54.965298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:54.984962] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:54.986116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:54.987376] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:54.988086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:55.223517] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:36:55.224406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:55.224467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:55.229518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:55.231296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:55.231817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:55.233450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:55.234429] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:36:55.235043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:55.404454] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.73%, Actual: 0.78% [2025-11-22T01:36:55.545435] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:36:55.546328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:55.546737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:55.548129] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:36:55.549039] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:55.549103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:55.549806] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:55.551553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:55.553385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:55.553889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:55.554286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:55.555143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:55.556794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:55.575181] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.27% [2025-11-22T01:36:55.676848] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:55.678022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:55.679243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:55.679992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:55.746248] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.82%, Actual: 1.21% [2025-11-22T01:36:55.820834] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -2.44% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:55.821743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:55.821806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:55.826559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:55.828389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:55.828880] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:55.830507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:55.832132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:55.918379] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.69%, Actual: 1.11% [2025-11-22T01:36:56.091142] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.95%, Actual: 0.45% [2025-11-22T01:36:56.139042] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:36:56.250382] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:36:56.251294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:56.251357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:56.252076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:56.260803] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 1.03% [2025-11-22T01:36:56.310022] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 2.41% [2025-11-22T01:36:56.374099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:56.375324] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:56.376549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:56.377275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:56.418888] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:36:56.419817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:56.419882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:56.424869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:56.426706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:56.427204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:56.428907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:56.430579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:56.430797] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 1.48% [2025-11-22T01:36:56.482679] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 1.52% [2025-11-22T01:36:56.600315] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 1.43% [2025-11-22T01:36:56.654786] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.33% [2025-11-22T01:36:56.769159] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.67%, Actual: 0.52% [2025-11-22T01:36:56.824435] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:36:56.936637] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 0.73% [2025-11-22T01:36:56.936848] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 47.7527% [2025-11-22T01:36:56.936899] [INFO ] [main ] PFLT: DISCARDED add_prior_mag_lag (score: 47.75%) [2025-11-22T01:36:56.936938] [INFO ] [main ] PFLT: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:36:56.937010] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day'] [2025-11-22T01:36:56.937047] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:36:56.940164] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:36:56.941078] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:56.941150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:56.941855] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:56.948785] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:56.950206] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:56.950269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:56.955078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:56.956852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:56.957346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:56.957761] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:56.958739] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:56.959401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:56.962060] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:56.964411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:56.995921] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:36:57.022119] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.51% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:36:57.023161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:57.023223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:57.027991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:57.029740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:57.030204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:57.031798] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:57.033325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:57.065753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:57.067100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:57.068763] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:57.069499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:57.169512] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:36:57.344161] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:36:57.514223] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:36:57.539963] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:57.540906] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:57.540994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:57.546176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:57.547982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:57.548461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:57.548909] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:57.549910] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:57.550571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:57.553229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:57.555564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:57.619754] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.58% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:36:57.620615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:57.620699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:57.625477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:57.627249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:57.627743] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:57.629326] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:57.630890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:57.649989] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.34% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:36:57.650931] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:57.650994] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:57.651679] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:57.685306] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:36:57.774315] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:57.775685] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:57.777022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:57.777777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:57.854765] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:36:57.854974] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 29.8443% [2025-11-22T01:36:57.855058] [INFO ] [main ] BGY: DISCARDED add_prior_mag_lag (score: 29.84%) [2025-11-22T01:36:57.855100] [INFO ] [main ] BGY: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:36:57.855134] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_range_overlap_v_prior_day'] [2025-11-22T01:36:57.855170] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:36:57.866503] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:36:57.868033] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:57.868095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:57.872963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:57.874797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:57.875278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:57.875725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:57.876591] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:57.879056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.130727] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:36:58.131595] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:58.131701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:58.136539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:58.138380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:58.138877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:58.139264] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:58.140264] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:58.140951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:58.143602] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:58.145940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.223803] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:36:58.224699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:58.224762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:58.229703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:58.231496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:58.231999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:58.233607] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:58.235165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.352990] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:36:58.353892] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:58.353954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:36:58.354620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:36:58.454335] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:36:58.455246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:58.455309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:58.460323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:58.462168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:58.462670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:58.463070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:58.463977] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:58.466490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.477634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:36:58.478893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:36:58.480113] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:36:58.480829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.725062] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.33% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:36:58.725946] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:58.726011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:58.730848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:58.732613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:58.733107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:58.733496] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:58.734504] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:58.735204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:58.737911] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:58.740245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:58.838263] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 4.01% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:36:58.839305] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:58.839370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:58.844698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:58.846751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:58.847268] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:58.849136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:58.850911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:59.049286] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.10% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:36:59.049782] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:36:59.050685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:59.050748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:59.055487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:59.057298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:59.057797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:59.058191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:59.059082] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:59.061412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:59.220999] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.55%, Actual: 16.18% [2025-11-22T01:36:59.316306] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:36:59.317210] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:59.317274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:59.322171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:59.323945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:59.324417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:59.324829] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:59.325845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:59.326507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:59.329231] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:59.331569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:59.391715] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.45%, Actual: 6.25% [2025-11-22T01:36:59.445281] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -1.66% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:36:59.446207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:36:59.446271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:59.451308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:59.453218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:36:59.453779] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:36:59.455528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:36:59.457278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:59.562575] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.00%, Actual: 3.38% [2025-11-22T01:36:59.643711] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:36:59.644580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:36:59.644661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:59.649432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:59.651189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:59.651685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:59.652076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:36:59.652938] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:59.655242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:36:59.737231] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 2.32% [2025-11-22T01:36:59.904705] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 2.09% [2025-11-22T01:36:59.906593] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.86% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:36:59.907527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:36:59.907592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:36:59.912400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:36:59.914183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:36:59.914684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:36:59.915071] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:36:59.916050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:36:59.916728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:36:59.919515] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:36:59.921817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:00.042253] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:00.043157] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:00.043218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:00.048030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:00.049851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:00.050533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:00.052590] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:00.054240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:00.072768] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 3.49% [2025-11-22T01:37:00.228503] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:00.229742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:00.229805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:00.234618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:00.236412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:00.236912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:00.237321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:00.238238] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:00.240566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:00.242042] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 2.80% [2025-11-22T01:37:00.502130] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.34%, Actual: 7.88% [2025-11-22T01:37:00.504078] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:00.504967] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:00.505032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:00.509890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:00.511603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:00.512099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:00.512484] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:00.513488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:00.514169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:00.517217] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:00.519696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:00.655764] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -6.52% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:00.851536] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 4.51% [2025-11-22T01:37:00.867037] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 0.23% [2025-11-22T01:37:00.876664] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:37:00.877581] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:00.877664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:00.882503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:00.884285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:00.884792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:00.885190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:00.886088] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:00.888438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:01.056097] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.10%, Actual: 5.29% [2025-11-22T01:37:01.056285] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 54.0281% [2025-11-22T01:37:01.056366] [INFO ] [main ] KOS: DISCARDED add_prev_close_to_1100 (score: 54.03%) [2025-11-22T01:37:01.056408] [INFO ] [main ] KOS: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:37:01.056439] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_prev_close_to_open'] [2025-11-22T01:37:01.056474] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:01.067892] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:01.069258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:01.069322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:01.070044] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:01.109822] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -2.44%, Actual: 0.05% [2025-11-22T01:37:01.195165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:01.196392] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:01.197660] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:01.198355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:01.283603] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.69% [2025-11-22T01:37:01.457085] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.51%, Actual: 1.80% [2025-11-22T01:37:01.484763] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:37:01.485830] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:01.485909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:01.491082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:01.493023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:01.493561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:01.494010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:01.494978] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:01.497507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:01.502088] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:37:01.502980] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:01.503044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:01.507852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:01.509606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:01.510109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:01.510493] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:01.511507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:01.512188] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:01.514842] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:01.517181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:01.627457] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 6.18% [2025-11-22T01:37:01.796591] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 3.29% [2025-11-22T01:37:01.810742] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 12.3s | Global ETA: N/A [2025-11-22T01:37:01.812112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:01.812178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:01.812961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:01.946356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:01.947691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:01.949007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:01.949767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:01.966894] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 4.01%, Actual: 0.17% [2025-11-22T01:37:02.091054] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:37:02.091973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:02.092039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:02.097058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:02.099000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:02.099569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:02.100042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:02.101023] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:02.103468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:02.105079] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:02.106012] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:02.106080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:02.111282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:02.113200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:02.113731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:02.114168] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:02.115196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:02.115914] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:02.118737] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:02.121177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:02.139837] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -1.66%, Actual: 1.29% [2025-11-22T01:37:02.315762] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 3.37%, Actual: 5.09% [2025-11-22T01:37:02.487867] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -6.52%, Actual: 3.09% [2025-11-22T01:37:02.488111] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 37.0960% [2025-11-22T01:37:02.488206] [INFO ] [main ] UAA: DISCARDED add_prior_mag_lag (score: 37.10%) [2025-11-22T01:37:02.488250] [INFO ] [main ] UAA: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:37:02.488287] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_overlap_v_prior_day'] [2025-11-22T01:37:02.488323] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:02.501975] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:02.503337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:02.503403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:02.508570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:02.510507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:02.511019] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:02.512715] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:02.515199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:02.536355] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 6.00% | Symbol ETA: 11.5s | Global ETA: N/A [2025-11-22T01:37:02.537346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:02.537414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:02.538161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:02.673460] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:02.674806] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:02.676242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:02.676989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:02.701462] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:02.702794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:02.702868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:02.709616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:02.711675] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:02.712245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:02.712675] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:02.712760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:02.712890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:02.713330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:02.714573] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:02.717368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:02.721690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:02.723775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:02.724504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:02.724939] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:02.725956] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:02.726638] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:02.729737] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:02.733573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:03.372598] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.02% | Symbol ETA: 11.7s | Global ETA: N/A [2025-11-22T01:37:03.373801] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:03.373876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:03.380112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:03.382231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:03.382812] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:03.384529] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:03.387200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:03.456794] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 11.2s | Global ETA: N/A [2025-11-22T01:37:03.457751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:03.457816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:03.458503] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:03.495347] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:37:03.538862] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:03.539859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:03.539926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:03.545055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:03.547047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:03.547610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:03.548076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:03.549001] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:03.551430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:03.635328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:03.636875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:03.638596] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:03.639588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:03.749310] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 0.78% [2025-11-22T01:37:03.922993] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.27% [2025-11-22T01:37:04.013439] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:37:04.014325] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:04.014388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:04.019180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:04.020989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:04.021450] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:04.023044] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:04.025303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:04.094768] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 1.21% [2025-11-22T01:37:04.138324] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:37:04.246393] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 10.4s | Global ETA: N/A [2025-11-22T01:37:04.247401] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:04.247473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:04.248239] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:04.266698] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.69%, Actual: 1.11% [2025-11-22T01:37:04.311552] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:37:04.381538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:04.382877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:04.384156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:04.384941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:04.447285] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.86%, Actual: 0.45% [2025-11-22T01:37:04.481135] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:37:04.602104] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 8.7s | Global ETA: N/A [2025-11-22T01:37:04.603028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:04.603091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:04.607970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:04.609735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:04.610204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:04.611815] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:04.614166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:04.617971] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.03% [2025-11-22T01:37:04.659886] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:37:04.794573] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 1.48% [2025-11-22T01:37:04.829663] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:37:04.966889] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 1.43% [2025-11-22T01:37:04.981592] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.03% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:37:04.982533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:04.982604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:04.983329] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:05.003610] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:05.132337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:05.133603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:05.134890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:05.135576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.138560] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 0.52% [2025-11-22T01:37:05.199852] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:05.200172] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:05.200770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:05.200846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:05.205636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:05.207531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:05.208025] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:05.209729] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:05.212094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.307574] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 0.73% [2025-11-22T01:37:05.307801] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 44.2809% [2025-11-22T01:37:05.307891] [INFO ] [main ] PFLT: DISCARDED add_range_overlap_v_prior_day (score: 44.28%) [2025-11-22T01:37:05.307933] [INFO ] [main ] PFLT: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:37:05.307965] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency'] [2025-11-22T01:37:05.308000] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:05.320153] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:05.321665] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:05.321737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:05.326693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:05.328504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:05.329035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:05.329428] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:05.330393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:05.331070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:05.333732] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:05.336195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.374113] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:05.545878] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:37:05.718320] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:37:05.739266] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.24% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:37:05.740194] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:05.740257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:05.740950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:05.801576] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:37:05.802901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:05.802966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:05.807941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:05.809741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:05.810245] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:05.811911] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:05.814306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.871852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:05.873109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:05.874381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:05.875127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.892456] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:37:05.892681] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:37:05.892777] [INFO ] [main ] BGY: DISCARDED add_range_overlap_v_prior_day (score: 28.78%) [2025-11-22T01:37:05.892827] [INFO ] [main ] BGY: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:37:05.892868] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_range_volume_efficiency'] [2025-11-22T01:37:05.892906] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:05.904230] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:05.905872] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:05.905941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:05.910871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:05.912429] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 3.37% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:37:05.912711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:05.913226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:05.913358] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:05.913423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:05.913623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:05.914510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:05.916754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:05.918302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:05.920109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:05.920586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:05.921046] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:05.922066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:05.922747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:05.925422] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:05.927625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:06.394838] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:06.395739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:06.395801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:06.400553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:06.402297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:06.402782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:06.404377] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:06.406691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:06.464081] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -5.75% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:37:06.464992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:06.465056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:06.465749] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:06.507221] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:37:06.508115] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:06.508179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:06.508120] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:37:06.509011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:06.509077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:06.512957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:06.513866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:06.514790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:06.515280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:06.515614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:06.515697] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:06.516114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:06.516509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:06.516718] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:06.517411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:06.517410] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:06.519669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:06.520118] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:06.522215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:06.596183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:06.597564] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:06.598925] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:06.599698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:06.984369] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.33% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:37:06.985262] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:06.985325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:06.990116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:06.991848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:06.992310] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:06.993899] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:06.996185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.090174] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.58% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:37:07.091047] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:07.091112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:07.095915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:07.097709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:07.098184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:07.098567] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:07.099601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:07.100350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:07.100914] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:37:07.101900] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:07.101967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:07.103095] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:07.105252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.107586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:07.109593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:07.110143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:07.110550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:07.111543] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:07.113909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.175335] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.97% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:07.176268] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:07.176331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:07.177041] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:07.302093] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:07.303313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:07.304575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:07.305322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.575200] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -3.44% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:37:07.576088] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:07.576172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:07.581136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:07.582895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:07.583365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:07.585058] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:07.587466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.688972] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:07.689902] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:07.689969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:07.695066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:07.696915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:07.697442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:07.697879] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:07.698936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:07.699734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:07.702600] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:07.705022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.719230] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:37:07.720147] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:07.720210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:07.725097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:07.726879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:07.727398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:07.727828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:07.728706] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:07.730771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:07.871727] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:07.872590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:07.872673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:07.873337] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:07.997951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:07.999198] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:08.000824] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:37:08.001525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.169369] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:37:08.170275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:08.170353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:08.175400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:08.177239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:08.177733] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:08.179421] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:08.181761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.288960] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:08.289907] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:08.289977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:08.295077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:08.296984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:08.297511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:08.297935] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:08.299028] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:08.299738] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:08.302276] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:08.302555] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:08.303167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:08.303231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:08.304785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.308085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:08.309877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:08.310353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:08.310761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:08.311603] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:08.313735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.581042] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.32% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:37:08.751376] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 16.18% [2025-11-22T01:37:08.768447] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -3.71% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:37:08.883780] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:37:08.884663] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:08.884934] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:08.884727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:08.885837] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:08.885918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:08.890800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:08.892583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:08.893079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:08.893468] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:08.894455] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:08.895144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:08.895985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:08.897771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:08.897858] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:08.898242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:08.898633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:08.899510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:08.899965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.901572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:08.928038] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 6.00%, Actual: 6.25% [2025-11-22T01:37:08.939753] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.02%, Actual: 0.23% [2025-11-22T01:37:09.097444] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 3.38% [2025-11-22T01:37:09.114922] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 0.05% [2025-11-22T01:37:09.267132] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.32% [2025-11-22T01:37:09.284207] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.69% [2025-11-22T01:37:09.440829] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.03%, Actual: 2.09% [2025-11-22T01:37:09.457219] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 1.80% [2025-11-22T01:37:09.467313] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:37:09.468247] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:09.468311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:09.473149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:09.474929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:09.475417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:09.475825] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:09.476688] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:09.478829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:09.479077] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:37:09.479974] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:09.480038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:09.484847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:09.486591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:09.487105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:09.487493] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:09.488503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:09.489217] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:09.491857] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:09.493961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:09.612229] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.24%, Actual: 3.49% [2025-11-22T01:37:09.631090] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 6.18% [2025-11-22T01:37:09.781990] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -5.75%, Actual: 2.80% [2025-11-22T01:37:09.803664] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 3.29% [2025-11-22T01:37:09.957781] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.97%, Actual: 7.88% [2025-11-22T01:37:09.975885] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.33%, Actual: 0.17% [2025-11-22T01:37:10.051069] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:10.051997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:10.052084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:10.057166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:10.059044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:10.059535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:10.059961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:10.060866] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:10.063029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:10.073503] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:37:10.074428] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:10.074494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:10.079815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:10.081696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:10.082233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:10.082685] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:10.083735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:10.084415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:10.087302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:10.089494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:10.146788] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -3.44%, Actual: 1.29% [2025-11-22T01:37:10.175337] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 4.51% [2025-11-22T01:37:10.317599] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 5.09% [2025-11-22T01:37:10.367675] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.32%, Actual: 5.29% [2025-11-22T01:37:10.367895] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 45.1171% [2025-11-22T01:37:10.367992] [INFO ] [main ] KOS: DISCARDED add_prev_close_to_open (score: 45.12%) [2025-11-22T01:37:10.368045] [INFO ] [main ] KOS: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:37:10.368078] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_prior_day_tail_pressure'] [2025-11-22T01:37:10.368113] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:10.379735] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:10.381151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:10.381214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:10.381946] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:10.493322] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -3.71%, Actual: 3.09% [2025-11-22T01:37:10.493535] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 26.1190% [2025-11-22T01:37:10.493625] [INFO ] [main ] UAA: DISCARDED add_range_overlap_v_prior_day (score: 26.12%) [2025-11-22T01:37:10.493690] [INFO ] [main ] UAA: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:37:10.493728] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_volume_efficiency'] [2025-11-22T01:37:10.493764] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:10.507434] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:10.509010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:10.509072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:10.510180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:10.511462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:10.512772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:10.514348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:10.515547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:10.516248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:10.516756] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:10.518447] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:10.520560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:10.648857] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:37:10.649789] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:10.649864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:10.654951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:10.656762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:10.657300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:10.657723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:10.658592] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:10.660773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:10.673304] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 4.28% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:37:10.674265] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:10.674331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:10.679404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:10.681262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:10.681760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:10.682171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:10.683219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:10.683937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:10.686721] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:10.688925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.092219] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 11.8s | Global ETA: N/A [2025-11-22T01:37:11.093113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:11.093178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:11.093881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:11.107991] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.93% | Symbol ETA: 9.0s | Global ETA: N/A [2025-11-22T01:37:11.108873] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:11.108935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:11.113828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:11.115567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:11.116056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:11.117706] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:11.119765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.219024] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:11.220307] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:11.221568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:11.224338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.234983] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:37:11.235878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:11.235941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:11.240794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:11.242555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:11.243057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:11.243458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:11.244349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:11.246533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.270998] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:37:11.440884] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 3.37%, Actual: 0.78% [2025-11-22T01:37:11.612232] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.27% [2025-11-22T01:37:11.708870] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:37:11.709765] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:11.709826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:11.714568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:11.716323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:11.716803] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:11.718449] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:11.720504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.783689] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.58%, Actual: 1.21% [2025-11-22T01:37:11.797868] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.48% | Symbol ETA: 11.0s | Global ETA: N/A [2025-11-22T01:37:11.798790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:11.798858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:11.799571] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:11.820398] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:37:11.929725] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:11.931296] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:11.932514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:11.935738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:11.958965] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 1.11% [2025-11-22T01:37:11.994705] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:37:12.126260] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.10%, Actual: 0.45% [2025-11-22T01:37:12.167725] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 1.52% [2025-11-22T01:37:12.292847] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 1.03% [2025-11-22T01:37:12.325255] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:37:12.326177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:12.326239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:12.331068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:12.332834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:12.333333] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:12.335056] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:12.337132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:12.340578] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:37:12.461021] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.48% [2025-11-22T01:37:12.502292] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 10.3s | Global ETA: N/A [2025-11-22T01:37:12.503168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:12.503231] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:12.503916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:12.514405] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:37:12.630000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:12.631262] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:12.632500] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:12.635280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:12.686421] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.43% [2025-11-22T01:37:12.690870] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:12.854589] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 4.28%, Actual: 0.52% [2025-11-22T01:37:12.860478] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:12.916196] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 4.81% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:12.917138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:12.917199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:12.922009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:12.923801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:12.924264] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:12.925885] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:12.928000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.023850] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.56%, Actual: 0.73% [2025-11-22T01:37:13.024029] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 36.4943% [2025-11-22T01:37:13.024120] [INFO ] [main ] PFLT: DISCARDED add_range_volume_efficiency (score: 36.49%) [2025-11-22T01:37:13.024161] [INFO ] [main ] PFLT: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:37:13.024193] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:37:13.024247] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:13.030114] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:13.035846] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:13.037336] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:13.037402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:13.045872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:13.047796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:13.048294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:13.048723] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:13.049753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:13.050446] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:13.053210] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:13.057307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.204775] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:37:13.205664] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:13.205728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:13.206391] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:13.258300] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:37:13.330400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:13.331578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:13.332786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:13.335464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.425581] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:37:13.505831] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:37:13.506761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:13.506825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:13.511632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:13.513386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:13.513871] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:13.515510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:13.517605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.592574] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:37:13.592806] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 27.1476% [2025-11-22T01:37:13.592911] [INFO ] [main ] BGY: DISCARDED add_range_volume_efficiency (score: 27.15%) [2025-11-22T01:37:13.592962] [INFO ] [main ] BGY: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:37:13.593003] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:37:13.593045] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:13.604457] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:13.606096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:13.606175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:13.611032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:13.612822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:13.613292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:13.613700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:13.614563] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:13.618507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.636985] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.59% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:37:13.637889] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:13.638019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:13.642864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:13.644591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:13.645086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:13.645473] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:13.646442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:13.647192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:13.649941] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:13.653989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:13.906704] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:37:13.907577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:13.907659] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:13.908328] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:14.033417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:14.034596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:14.035809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:14.038587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.096662] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 1.49% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:37:14.097602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:14.097684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.102482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.104274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:14.104762] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:14.106357] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:14.108478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.181090] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:37:14.181991] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:14.182057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.186860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.188627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:14.189150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:14.189549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:14.190429] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:14.194316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.232387] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.92% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:14.233265] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:14.233329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.238191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.240013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:14.240486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:14.240895] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:14.241880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:14.242547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:14.245262] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:14.249297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.613199] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.22% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:37:14.614054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:14.614117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:14.614795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:14.686322] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:14.687235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:14.687627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.692450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.694177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:14.694638] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:14.696235] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:14.698283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.738742] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:14.739930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:14.741143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:14.743861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.763851] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:37:14.764738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:14.764801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.769573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.771361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:14.771847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:14.772233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:14.773105] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:14.776954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:14.831630] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.01% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:14.832527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:14.832591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:14.837496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:14.839297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:14.839860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:14.840247] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:14.841220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:14.841893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:14.844551] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:14.848467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.274261] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:15.275187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:15.275258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:15.280027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:15.281746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:15.282222] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:15.283816] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:15.285855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.327241] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.96% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:37:15.328223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:15.328289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:15.329066] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:15.347474] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:15.348404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:15.348468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:15.353440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:15.355259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:15.355766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:15.356203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:15.357102] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:15.361522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.420799] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:15.421682] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:15.421746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:15.426501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:15.428277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:15.428763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:15.429142] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:15.430146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:15.430815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:15.433420] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:15.437258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.458475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:15.459797] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:15.461117] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:15.464037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.862331] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:37:15.863219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:15.863281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:15.868067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:15.869817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:15.870282] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:15.871876] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:15.873893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:15.932553] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:37:15.933444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:15.933508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:15.938345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:15.940119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:15.940587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:15.940996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:15.941862] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:15.945716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.011904] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.49% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:16.012807] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:16.012872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:16.017575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:16.019299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:16.019799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:16.020210] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:16.021228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:16.021941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:16.028205] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:16.032185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.046551] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:37:16.047483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:16.047549] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:16.048272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:16.173319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:16.174588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:16.175867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:16.178594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.451177] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:37:16.512782] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:37:16.513654] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:16.513719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:16.518486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:16.520255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:16.520759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:16.521158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:16.522033] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:16.525874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.610773] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:37:16.611632] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:16.611715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:16.616428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:16.618237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:16.618771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:16.619171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:16.620188] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:16.620901] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:16.622883] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.93%, Actual: 0.23% [2025-11-22T01:37:16.623690] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:16.627730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.764110] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:16.765036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:16.765106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:16.765803] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:16.793346] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 0.05% [2025-11-22T01:37:16.892211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:16.893502] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:16.894832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:16.897720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:16.964346] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 0.69% [2025-11-22T01:37:17.089497] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:17.090373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:17.090436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:17.095171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:17.096911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:17.097754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:17.098139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:17.099021] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:17.102844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:17.134417] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 4.81%, Actual: 1.80% [2025-11-22T01:37:17.204690] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:37:17.206052] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:17.206117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:17.210941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:17.212667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:17.213166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:17.213545] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:17.214500] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:17.215169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:17.217839] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:17.221726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:17.304708] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 6.18% [2025-11-22T01:37:17.467224] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:17.473157] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 1.49%, Actual: 3.29% [2025-11-22T01:37:17.636868] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 16.18% [2025-11-22T01:37:17.643171] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.17% [2025-11-22T01:37:17.681735] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:37:17.682673] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:17.682736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:17.687544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:17.689386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:17.689876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:17.690261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:17.691131] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:17.695032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:17.792722] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:37:17.793575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:17.793672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:17.798498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:17.800268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:17.800753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:17.801135] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:17.802115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:17.802792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:17.805495] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:17.809349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:17.814270] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.48%, Actual: 6.25% [2025-11-22T01:37:17.871102] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.29% [2025-11-22T01:37:17.993403] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 3.38% [2025-11-22T01:37:18.040177] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 5.09% [2025-11-22T01:37:18.173705] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 2.32% [2025-11-22T01:37:18.210599] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 3.09% [2025-11-22T01:37:18.210834] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 34.5756% [2025-11-22T01:37:18.210936] [INFO ] [main ] UAA: DISCARDED add_range_volume_efficiency (score: 34.58%) [2025-11-22T01:37:18.210979] [INFO ] [main ] UAA: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:37:18.211014] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:37:18.211049] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:18.224336] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:18.225731] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:18.225794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:18.230850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:18.232778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:18.233266] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:18.234943] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:18.239064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:18.274784] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:37:18.275683] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:18.275747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:18.280575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:18.282351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:18.282859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:18.283248] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:18.284149] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:18.288063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:18.355672] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 2.09% [2025-11-22T01:37:18.379045] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:37:18.379944] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:18.380013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:18.384837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:18.386594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:18.387098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:18.387480] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:18.388441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:18.389124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:18.391771] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:18.395600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:18.525547] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.22%, Actual: 3.49% [2025-11-22T01:37:18.694904] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.96%, Actual: 2.80% [2025-11-22T01:37:18.824914] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 8.5s | Global ETA: N/A [2025-11-22T01:37:18.825815] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:18.825877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:18.830673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:18.832397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:18.832881] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:18.834505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:18.838354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:18.863456] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 7.88% [2025-11-22T01:37:18.877595] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:37:18.878533] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:18.878598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:18.883597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:18.885546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:18.886062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:18.886472] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:18.887410] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:18.891411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:18.963857] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 3.1s | Global ETA: N/A [2025-11-22T01:37:19.035265] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 4.51% [2025-11-22T01:37:19.130479] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 0.78% [2025-11-22T01:37:19.203300] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.41%, Actual: 5.29% [2025-11-22T01:37:19.203495] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 42.9957% [2025-11-22T01:37:19.203581] [INFO ] [main ] KOS: DISCARDED add_prior_day_tail_pressure (score: 43.00%) [2025-11-22T01:37:19.203623] [INFO ] [main ] KOS: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:37:19.203674] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_prior_mag_lag'] [2025-11-22T01:37:19.203711] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:19.217163] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:19.218431] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:19.218494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:19.219245] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:19.301243] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 0.27% [2025-11-22T01:37:19.342619] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:19.343694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:19.344855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:19.346459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:19.418229] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:19.419158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:19.419228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:19.423922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:19.426016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:19.426478] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:19.428100] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:19.431958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:19.467828] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 1.21% [2025-11-22T01:37:19.498157] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 3.1s | Global ETA: N/A [2025-11-22T01:37:19.636553] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.55%, Actual: 1.11% [2025-11-22T01:37:19.666968] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:37:19.807513] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 0.45% [2025-11-22T01:37:19.835990] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:37:19.910811] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.66% | Symbol ETA: 10.9s | Global ETA: N/A [2025-11-22T01:37:19.911705] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:19.911768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:19.912439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:19.977999] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.79%, Actual: 1.03% [2025-11-22T01:37:20.003582] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:37:20.016241] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:20.017179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:20.017244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:20.022324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:20.024184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:20.024695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:20.026341] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:20.030388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:20.037767] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:20.038864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:20.040048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:20.041594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:20.150882] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 1.48% [2025-11-22T01:37:20.172042] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:37:20.323906] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.77%, Actual: 1.43% [2025-11-22T01:37:20.340942] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:20.507058] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 0.52% [2025-11-22T01:37:20.510417] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:20.606797] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.00% | Symbol ETA: 10.2s | Global ETA: N/A [2025-11-22T01:37:20.607726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:20.607789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:20.608454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:20.627562] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:20.628475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:20.628537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:20.633345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:20.635094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:20.635555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:20.637181] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:20.641002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:20.677548] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.73% [2025-11-22T01:37:20.677756] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 42.5240% [2025-11-22T01:37:20.677841] [INFO ] [main ] PFLT: DISCARDED add_range_volume_efficiency_refinements (score: 42.52%) [2025-11-22T01:37:20.677885] [INFO ] [main ] PFLT: Testing feature 39/53: add_regime [2025-11-22T01:37:20.678285] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_regime'] [2025-11-22T01:37:20.678325] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:20.679912] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:20.689979] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:20.691241] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:20.691306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:20.696126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:20.697922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:20.698392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:20.698797] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:20.699764] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:20.700412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:20.703069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:20.722819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:20.739637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:20.740873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:20.742118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:20.743760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:20.845891] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:37:21.011021] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:37:21.175391] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:37:21.175589] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:37:21.175701] [INFO ] [main ] BGY: DISCARDED add_range_volume_efficiency_refinements (score: 28.78%) [2025-11-22T01:37:21.175749] [INFO ] [main ] BGY: Testing feature 39/53: add_regime [2025-11-22T01:37:21.175803] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_regime'] [2025-11-22T01:37:21.175838] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:21.186632] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:21.187804] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:21.187867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.192593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.194345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:21.194857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:21.195246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:21.196117] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:21.215591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.215753] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 1.58% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:21.216663] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:21.216728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.221722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.223543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:21.224039] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:21.225761] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:21.229790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.304978] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 8.3s | Global ETA: N/A [2025-11-22T01:37:21.305879] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:21.305943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.306932] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -3.14% | Symbol ETA: 9.6s | Global ETA: N/A [2025-11-22T01:37:21.307867] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:21.307931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:21.308660] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:21.311026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.312885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:21.313380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:21.313808] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:21.314846] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:21.315540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:21.318486] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:21.339376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.439691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:21.440811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:21.441991] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:21.443618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.787672] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:37:21.788585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:21.788683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.793811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.795636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:21.796145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:21.796557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:21.797477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:21.816486] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:37:21.817391] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:21.817477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.817667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.822599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.824371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:21.824858] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:21.826681] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:21.830675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:21.957831] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:21.958830] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:21.958899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:21.964050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:21.965992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:21.966512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:21.966935] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:21.968023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:21.968749] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:21.971761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:21.993678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.014986] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:37:22.015911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:22.015973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:22.016634] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:22.142958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:22.144036] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:22.145200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:22.146806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.388578] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:37:22.389494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:22.389557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:22.394388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:22.396205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:22.396706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:22.397113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:22.398034] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:22.408174] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 4.12% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:37:22.409072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:22.409133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:22.414039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:22.415831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:22.416290] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:22.417826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.417952] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:22.421856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.608143] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:22.609090] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:22.609171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:22.614259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:22.616126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:22.616670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:22.617091] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:22.618116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:22.618851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:22.621605] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:22.642871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.717567] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -5.23% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:37:22.718484] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:22.718548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:22.719264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:22.850873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:22.851992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:22.853224] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:22.854879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:22.994208] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:37:22.995113] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:22.995177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:22.999951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.001725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:23.002195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:23.002577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:23.003094] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:37:23.003437] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:23.003978] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:23.004041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:23.008783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.010482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:23.010985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:23.012567] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:23.016345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.023527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.262885] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.53% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:23.263845] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:23.263921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:23.269856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.271892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:23.272399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:23.272884] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:23.274043] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:23.274851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:23.277851] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:23.299227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.416400] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.56% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:37:23.417360] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:23.417425] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:23.418136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:23.545875] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:23.546995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:23.548213] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:23.549861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.590416] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:37:23.591296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:23.591383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:23.596658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.597008] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:23.597949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:23.598025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:23.598444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:23.598925] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:23.600511] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:23.602920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.604393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.604718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:23.605197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:23.605602] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:23.606462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:23.626663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:23.924481] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.27% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:23.925481] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:23.925548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:23.931260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:23.933283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:23.933810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:23.934216] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:23.935273] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:23.936003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:23.938972] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:23.960130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:24.119887] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.77% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:37:24.120822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:24.120887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:24.121585] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:24.191939] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.35% | Symbol ETA: 3.1s | Global ETA: N/A [2025-11-22T01:37:24.204889] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:37:24.205816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:24.205880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:24.210825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:24.212663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:24.213143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:24.213537] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:24.214418] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:24.235264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:24.250227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:24.251707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:24.253279] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:24.254979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:24.360778] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 0.23% [2025-11-22T01:37:24.537060] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 0.05% [2025-11-22T01:37:24.582611] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:24.583517] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:24.583581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:24.588460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:24.590310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:24.590812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:24.591200] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:24.592183] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:24.592858] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:24.595557] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:24.615775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:24.705438] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 0.69% [2025-11-22T01:37:24.817089] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:37:24.817979] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:24.818042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:24.822927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:24.824713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:24.825179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:24.825569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:24.826240] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.82% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:24.826430] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:24.827158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:24.827224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:24.827914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:24.846186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:24.875560] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 1.80% [2025-11-22T01:37:24.957415] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:24.958628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:24.959899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:24.961539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:25.044811] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 1.58%, Actual: 6.18% [2025-11-22T01:37:25.196295] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:37:25.197207] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:25.197276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:25.202070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:25.203857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:25.204340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:25.204741] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:25.205749] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:25.206407] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:25.209090] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:25.213337] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 3.29% [2025-11-22T01:37:25.229574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:25.381430] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 4.12%, Actual: 0.17% [2025-11-22T01:37:25.429969] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:37:25.430856] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:25.430919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:25.435741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:25.437487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:25.437979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:25.438402] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:25.439317] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:25.459112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:25.536703] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.88% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:25.537689] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:25.537755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:25.538451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:25.549456] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.94%, Actual: 1.29% [2025-11-22T01:37:25.667307] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:25.668544] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:25.669828] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:37:25.671449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:25.717875] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 5.09% [2025-11-22T01:37:25.818669] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:25.819568] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:25.819632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:25.824454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:25.826235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:25.826722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:25.827124] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:25.828120] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:25.828835] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:25.831484] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:25.851445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:25.885630] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.35%, Actual: 3.09% [2025-11-22T01:37:25.885832] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 35.8493% [2025-11-22T01:37:25.885916] [INFO ] [main ] UAA: DISCARDED add_range_volume_efficiency_refinements (score: 35.85%) [2025-11-22T01:37:25.885959] [INFO ] [main ] UAA: Testing feature 39/53: add_regime [2025-11-22T01:37:25.885991] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime'] [2025-11-22T01:37:25.886026] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:25.899028] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:25.900449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:25.900512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:25.905379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:25.907174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:25.907692] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:25.909301] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:25.929980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:26.038212] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:37:26.039137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:26.039199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:26.044034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:26.045915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:26.046392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:26.046803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:26.047707] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:26.067411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:26.235165] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:26.402436] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.66%, Actual: 16.18% [2025-11-22T01:37:26.430256] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:37:26.431146] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:26.431209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:26.436002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:26.437765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:26.438230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:26.438617] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:26.439599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:26.440278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:26.442959] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:26.462331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:26.514710] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:37:26.515576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:26.515658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:26.520432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:26.522196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:26.522677] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:26.524281] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:26.544173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:26.567016] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.00%, Actual: 6.25% [2025-11-22T01:37:26.643233] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:37:26.644132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:26.644195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:26.649123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:26.650870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:26.651333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:26.651734] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:26.652567] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:26.671828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:26.731220] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -3.14%, Actual: 3.38% [2025-11-22T01:37:26.896619] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 2.32% [2025-11-22T01:37:27.049177] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:37:27.061341] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 2.09% [2025-11-22T01:37:27.125432] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.85% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:37:27.126303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:27.126366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:27.131249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:27.132996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:27.133491] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:27.135089] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:27.155249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:27.222380] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 0.78% [2025-11-22T01:37:27.228337] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.56%, Actual: 3.49% [2025-11-22T01:37:27.240111] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:37:27.393453] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.27% [2025-11-22T01:37:27.394663] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.77%, Actual: 2.80% [2025-11-22T01:37:27.410753] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 2.41% [2025-11-22T01:37:27.561487] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.82%, Actual: 7.88% [2025-11-22T01:37:27.567520] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 1.21% [2025-11-22T01:37:27.580742] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.52% [2025-11-22T01:37:27.728884] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.88%, Actual: 4.51% [2025-11-22T01:37:27.751118] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.18% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:37:27.751151] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.33% [2025-11-22T01:37:27.752034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:27.752109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:27.753754] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.53%, Actual: 1.11% [2025-11-22T01:37:27.757352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:27.759235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:27.759781] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:27.761455] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:27.782419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:27.897261] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 5.29% [2025-11-22T01:37:27.897498] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 48.6596% [2025-11-22T01:37:27.897583] [INFO ] [main ] KOS: DISCARDED add_prior_mag_lag (score: 48.66%) [2025-11-22T01:37:27.897625] [INFO ] [main ] KOS: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:37:27.897675] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_range_overlap_v_prior_day'] [2025-11-22T01:37:27.897712] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:27.909175] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:27.910426] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:27.910489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:27.911203] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:27.921175] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:37:27.923489] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.27%, Actual: 0.45% [2025-11-22T01:37:28.039012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:28.040273] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:28.041563] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:28.043990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:28.090968] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:28.092674] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.03% [2025-11-22T01:37:28.260387] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:28.274414] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 1.48% [2025-11-22T01:37:28.388962] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:37:28.389971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:28.390037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:28.395433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:28.397515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:28.398029] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:28.400283] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:28.421780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:28.431048] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.02% [2025-11-22T01:37:28.449428] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 1.43% [2025-11-22T01:37:28.601328] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.26% [2025-11-22T01:37:28.611961] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 3.40% | Symbol ETA: 10.5s | Global ETA: N/A [2025-11-22T01:37:28.612878] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:28.612943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:28.613610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:28.622552] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 0.52% [2025-11-22T01:37:28.742691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:28.743845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:28.745024] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:28.747489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:28.772333] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.18% [2025-11-22T01:37:28.792178] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 0.73% [2025-11-22T01:37:28.792374] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.5864% [2025-11-22T01:37:28.792455] [INFO ] [main ] PFLT: DISCARDED add_regime (score: 38.59%) [2025-11-22T01:37:28.792497] [INFO ] [main ] PFLT: Testing feature 40/53: add_regime_flags [2025-11-22T01:37:28.792530] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_regime_flags'] [2025-11-22T01:37:28.792566] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:28.804462] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:28.805792] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:28.805857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:28.810781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:28.812569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:28.813063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:28.813448] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:28.814426] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:28.815119] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:28.817870] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:28.819016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:28.941807] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:37:28.942012] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 30.0670% [2025-11-22T01:37:28.942092] [INFO ] [main ] BGY: DISCARDED add_regime (score: 30.07%) [2025-11-22T01:37:28.942135] [INFO ] [main ] BGY: Testing feature 40/53: add_regime_flags [2025-11-22T01:37:28.942168] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_regime_flags'] [2025-11-22T01:37:28.942203] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:28.953225] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:28.954399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:28.954461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:28.959279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:28.961181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:28.961669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:28.962056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:28.962925] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:28.963946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:29.016231] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:37:29.017150] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:29.017215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:29.022008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:29.023747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:29.024210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:29.025930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:29.045243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:29.312566] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.71% | Symbol ETA: 9.8s | Global ETA: N/A [2025-11-22T01:37:29.313475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:29.313539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:29.314222] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:29.407538] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:37:29.409043] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:29.409131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:29.413992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:29.415771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:29.416244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:29.416686] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:29.417692] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:29.418351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:29.421074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:29.422104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:29.441944] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:29.443051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:29.444260] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:29.446638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:29.537508] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:37:29.538405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:29.538472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:29.543490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:29.545296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:29.545837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:29.546235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:29.547153] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:29.548250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:29.627055] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:29.627960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:29.628023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:29.632806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:29.634543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:29.635030] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:29.636673] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:29.656047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.007562] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:37:30.008508] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:30.008578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.013487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.015263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:30.015779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:30.016164] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:30.017203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:30.017909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:30.019248] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.04% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:37:30.020195] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:30.020260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:30.020749] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:30.020975] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:30.021846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.124243] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:30.125137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:30.125199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.130063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.131813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:30.132276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:30.132684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:30.133572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:30.134957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.152912] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:30.154055] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:30.155279] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:30.157746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.240631] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 4.13% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:30.241569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:30.241632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.246382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.248131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:30.248593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:30.250353] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:30.270137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.612300] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:37:30.613759] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:30.613825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.618884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.620748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:30.621236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:30.621755] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:30.623065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:30.623967] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:30.626766] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:30.627816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.721115] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:30.722043] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:30.722109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.724522] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.87% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:37:30.725445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:30.725515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:30.726195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:30.727142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.728999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:30.729494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:30.729916] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:30.730818] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:30.731879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.855389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:30.856500] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:30.857764] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:30.857956] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:30.858876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:30.858941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:30.860286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:30.863876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:30.865714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:30.866256] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:30.867946] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:30.888629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.200304] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.02% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:37:31.201195] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:31.201259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:31.206024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:31.207768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:31.208244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:31.208636] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:31.209616] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:31.210300] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:31.212982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:31.213989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.311674] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:31.312536] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:31.312599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:31.317385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:31.319131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:31.319597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:31.319998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:31.320868] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:31.321879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.426665] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.76% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:37:31.427565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:31.427628] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:31.428333] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:31.467732] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:37:31.468631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:31.468713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:31.473423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:31.475144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:31.475610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:31.477264] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:31.496451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.558147] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:31.559335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:31.560604] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:31.563091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.790879] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.88% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:37:31.791795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:31.791860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:31.796781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:31.798620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:31.799134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:31.799558] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:31.800551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:31.801268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:31.804055] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:31.805083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:31.903503] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:37:31.904397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:31.904460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:31.909338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:31.911159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:31.911668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:31.912069] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:31.912937] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:31.914034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:32.079053] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:37:32.160761] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 4.42% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:37:32.161795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:32.161863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:32.162579] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:32.245962] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 0.23% [2025-11-22T01:37:32.293956] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:32.295275] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:32.296588] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:32.299085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:32.394791] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:37:32.395681] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:32.395744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:32.400582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:32.402318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:32.402813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:32.403199] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:32.404181] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:32.404866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:32.407505] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:32.408558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:32.411892] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.85%, Actual: 0.05% [2025-11-22T01:37:32.509020] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:32.509937] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:32.510001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:32.514937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:32.516821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:32.517337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:32.517754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:32.518608] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:32.519625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:32.579039] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.18%, Actual: 0.69% [2025-11-22T01:37:32.745633] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 1.80% [2025-11-22T01:37:32.879497] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.22% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:32.880476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:32.880547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:32.881287] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:32.912259] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 6.18% [2025-11-22T01:37:32.977294] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:37:32.978184] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:32.978249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:32.983053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:32.984820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:32.985296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:32.985706] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:32.986690] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:32.987371] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:32.990058] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:32.991084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.009760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:33.011096] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:33.012397] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:33.014958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.077861] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 3.29% [2025-11-22T01:37:33.095629] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:33.096538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:33.096603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:33.101481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:33.103350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:33.103875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:33.104269] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:33.105141] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:33.106157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.242157] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 4.13%, Actual: 0.17% [2025-11-22T01:37:33.407850] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.29% [2025-11-22T01:37:33.562584] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:37:33.563499] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:33.563566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:33.568559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:33.570348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:33.570887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:33.571285] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:33.572345] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:33.573045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:33.574824] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 5.09% [2025-11-22T01:37:33.575781] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:33.576831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.590769] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:37:33.591723] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:33.591789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:33.592477] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:33.673496] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:37:33.674413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:33.674477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:33.679293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:33.681074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:33.681556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:33.681966] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:33.682826] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:33.683832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.720840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:33.722157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:33.723452] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:33.725958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:33.740410] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.40%, Actual: 3.09% [2025-11-22T01:37:33.740609] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 28.1127% [2025-11-22T01:37:33.740705] [INFO ] [main ] UAA: DISCARDED add_regime (score: 28.11%) [2025-11-22T01:37:33.740749] [INFO ] [main ] UAA: Testing feature 40/53: add_regime_flags [2025-11-22T01:37:33.740781] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime_flags'] [2025-11-22T01:37:33.740815] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:33.753222] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:33.754464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:33.754526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:33.759343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:33.761140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:33.761604] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:33.763218] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:33.764253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.217156] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 3.3s | Global ETA: N/A [2025-11-22T01:37:34.218098] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:34.218165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:34.223198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:34.225272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:34.225838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:34.226237] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:34.227275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:34.228027] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:34.230820] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:34.231866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.313384] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:37:34.314622] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:34.314704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:34.319549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:34.321320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:34.321816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:34.322206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:34.323064] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:34.324075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.331864] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:37:34.332773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:34.332856] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:34.333578] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:34.342550] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:34.343441] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:34.343506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:34.348325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:34.350113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:34.350620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:34.352223] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:34.353252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.461274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:34.462661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:34.463959] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:37:34.466555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.811367] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:37:34.900880] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:37:34.937420] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:34.938296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:34.938358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:34.943143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:34.944887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:34.945362] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:34.947003] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:34.948038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:34.980448] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.78% [2025-11-22T01:37:35.049616] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.76% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:37:35.076373] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.41% [2025-11-22T01:37:35.148922] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.27% [2025-11-22T01:37:35.223198] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 3.40%, Actual: 16.18% [2025-11-22T01:37:35.254816] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 1.52% [2025-11-22T01:37:35.314922] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.21% [2025-11-22T01:37:35.388201] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.71%, Actual: 6.25% [2025-11-22T01:37:35.438193] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.33% [2025-11-22T01:37:35.481881] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.02%, Actual: 1.11% [2025-11-22T01:37:35.529191] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 1.69% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:37:35.530086] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:35.530149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:35.534881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:35.536581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:35.537114] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:35.538728] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:35.539748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:35.552968] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.04%, Actual: 3.38% [2025-11-22T01:37:35.608539] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.06% [2025-11-22T01:37:35.647181] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 0.45% [2025-11-22T01:37:35.722231] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.87%, Actual: 2.32% [2025-11-22T01:37:35.786456] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:35.814508] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 1.03% [2025-11-22T01:37:35.891673] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.76%, Actual: 2.09% [2025-11-22T01:37:35.969293] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:35.981318] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.48% [2025-11-22T01:37:36.060179] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 4.42%, Actual: 3.49% [2025-11-22T01:37:36.116606] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:37:36.117530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:36.117605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:36.122367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:36.124092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:36.124567] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:36.126157] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:36.127184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:36.140452] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:36.148953] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.53%, Actual: 1.43% [2025-11-22T01:37:36.229449] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.22%, Actual: 2.80% [2025-11-22T01:37:36.309810] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:37:36.319087] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 0.52% [2025-11-22T01:37:36.395763] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 7.88% [2025-11-22T01:37:36.477849] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:37:36.484980] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.73% [2025-11-22T01:37:36.485184] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 40.1618% [2025-11-22T01:37:36.485270] [INFO ] [main ] PFLT: DISCARDED add_regime_flags (score: 40.16%) [2025-11-22T01:37:36.485314] [INFO ] [main ] PFLT: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:37:36.485348] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:37:36.485405] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:36.498176] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:36.499450] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:36.499552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:36.504342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:36.506115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:36.506610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:36.507023] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:36.508031] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:36.508713] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:36.511365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:36.511853] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:36.512837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:36.514406] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:36.515093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:36.560242] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 4.51% [2025-11-22T01:37:36.645013] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.76% [2025-11-22T01:37:36.645225] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 25.5640% [2025-11-22T01:37:36.645307] [INFO ] [main ] BGY: DISCARDED add_regime_flags (score: 25.56%) [2025-11-22T01:37:36.645351] [INFO ] [main ] BGY: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:37:36.645387] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:37:36.645424] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:36.656568] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:36.657997] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:36.658063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:36.662931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:36.664781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:36.665282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:36.665693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:36.666541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:36.667016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:36.668037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:36.669742] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:36.670793] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:36.671441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:36.703787] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.58% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:37:36.704766] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:36.704846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:36.709580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:36.711338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:36.711840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:36.713411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:36.714429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:36.726297] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.76%, Actual: 5.29% [2025-11-22T01:37:36.726476] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 47.8520% [2025-11-22T01:37:36.726562] [INFO ] [main ] KOS: DISCARDED add_range_overlap_v_prior_day (score: 47.85%) [2025-11-22T01:37:36.726603] [INFO ] [main ] KOS: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:37:36.726636] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_range_volume_efficiency'] [2025-11-22T01:37:36.726692] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:36.738228] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:36.739635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:36.739718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:36.740416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:36.864469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:36.865561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:36.866769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:36.868962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.090406] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.73% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:37:37.091313] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:37.091379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.096153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.097923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:37.098396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:37.098810] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:37.099792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:37.100453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:37.103126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.103594] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.104588] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:37.106215] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:37.106927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.246150] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 7.6s | Global ETA: N/A [2025-11-22T01:37:37.247045] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:37.247134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.251882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.253612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:37.254105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:37.254493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:37.255345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.255820] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.256831] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:37.258443] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:37.259516] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:37.260271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.289340] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -3.04% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:37.290233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:37.290296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.295100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.296851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.297338] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:37.298938] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.299958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.429904] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:37:37.430818] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:37.430881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:37.431548] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:37.555354] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:37.556434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:37.557664] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:37.559825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.684906] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:37:37.685818] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:37.685884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.690731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.692475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:37.692978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:37.693368] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:37.694351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:37.695042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:37.697751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.698217] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.699258] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:37.700861] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:37.701527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.836423] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:37:37.837331] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:37.837398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.842282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.844050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:37.844524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:37.844931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:37.845787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.846237] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.847260] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:37.848881] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:37.849896] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:37.850554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:37.879501] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.37% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:37.880388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:37.880450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:37.885352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:37.887089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:37.887578] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:37.889189] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:37.890201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.124266] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 9.5s | Global ETA: N/A [2025-11-22T01:37:38.125166] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:38.125230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:38.125960] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:38.256889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:38.258204] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:38.259500] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:38.261678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.279363] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:37:38.280278] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:38.280345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:38.285153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:38.286951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:38.287438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:38.287887] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:38.288899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:38.289572] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:38.292255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:38.292777] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:38.293770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:38.295752] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:38.296429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.426310] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:38.427218] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:38.427284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:38.432114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:38.433892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:38.434363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:38.434770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:38.435624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:38.436091] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:38.437089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:38.438754] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:38.439778] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:38.440432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.468898] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:37:38.469817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:38.469878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:38.474669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:38.476425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:38.476952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:38.478581] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:38.479612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.833788] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 8.8s | Global ETA: N/A [2025-11-22T01:37:38.834677] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:38.834741] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:38.835404] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:38.875251] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:37:38.876978] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:38.877046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:38.881922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:38.883724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:38.884199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:38.884588] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:38.885587] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:38.886293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:38.888998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:38.889456] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:38.890479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:38.892080] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:38.892769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:38.961682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:38.962794] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:38.963989] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:38.966103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.021582] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:37:39.022512] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:39.022578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:39.027394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:39.029187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:39.029737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:39.030127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:39.031018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:39.031466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:39.032452] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:39.034054] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:39.035108] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:39.035789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.131776] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:37:39.132676] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:39.132737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:39.137492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:39.139209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:39.139705] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:39.141265] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:39.142277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.469281] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:39.470205] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:39.470272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:39.475100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:39.476887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:39.477384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:39.477804] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:39.478823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:39.479482] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:39.482166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:39.482667] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:39.483664] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:39.485238] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:39.485960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.530970] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:37:39.531888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:39.531950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:39.532619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:39.610114] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:39.611020] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:39.611085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:39.615930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:39.617693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:39.618188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:39.618583] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:39.619452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:39.619966] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:39.620972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:39.622554] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:39.623608] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:39.624300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.661094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:39.662190] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:39.663365] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:39.665483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:39.720226] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -5.27% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:37:39.888112] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 0.23% [2025-11-22T01:37:40.058370] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.05% [2025-11-22T01:37:40.063529] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:40.064426] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:40.064493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:40.069400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:40.071157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:40.071639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:40.072050] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:40.073056] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:40.073752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:40.076380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:40.076896] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:40.077942] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:40.079493] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:40.080175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:40.219734] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:40.220671] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:40.220740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:40.225622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:40.227553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:40.228079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:40.228466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:40.229366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:40.229354] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 1.69%, Actual: 0.69% [2025-11-22T01:37:40.229834] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:40.230822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:40.232429] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:40.233495] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:40.234171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:40.250209] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -4.45% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:40.251132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:40.251196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:40.251883] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:40.378951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:40.380239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:40.381490] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:40.383562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:40.401823] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.80% [2025-11-22T01:37:40.568692] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.58%, Actual: 6.18% [2025-11-22T01:37:40.654067] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:40.654976] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:40.655042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:40.659977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:40.661705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:40.662175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:40.662562] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:40.663540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:40.664269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:40.666997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:40.667479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:40.668507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:40.670119] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:40.670850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:40.737858] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -3.04%, Actual: 3.29% [2025-11-22T01:37:40.812794] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:40.813749] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:40.813817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:40.818713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:40.820582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:40.821118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:40.821505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:40.822393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:40.822868] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:40.823865] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:40.825452] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:40.826513] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:40.827574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:40.908813] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.37%, Actual: 0.17% [2025-11-22T01:37:40.958722] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.45% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:40.959619] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:40.959702] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:40.960367] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:41.081108] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.29% [2025-11-22T01:37:41.083326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:41.084547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:41.085800] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:41.087900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:41.244947] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:37:41.245846] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:41.245912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:41.249245] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 5.09% [2025-11-22T01:37:41.251117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:41.253037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:41.253543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:41.253961] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:41.254956] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:41.255614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:41.258305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:41.258800] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:41.259807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:41.261383] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:41.262076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:41.419259] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:37:41.420156] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:41.420222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:41.420971] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -5.27%, Actual: 3.09% [2025-11-22T01:37:41.421195] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 37.3036% [2025-11-22T01:37:41.421284] [INFO ] [main ] UAA: DISCARDED add_regime_flags (score: 37.30%) [2025-11-22T01:37:41.421332] [INFO ] [main ] UAA: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:37:41.421369] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:37:41.421406] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:41.425231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:41.427029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:41.427552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:41.427964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:41.428827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:41.429277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:41.430282] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:41.431956] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:41.432986] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:41.433685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:41.435259] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:41.436898] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:41.436964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:41.442086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:41.444040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:41.444551] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:41.446268] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:41.447408] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:41.449141] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:41.450225] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:41.450954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:41.655890] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.63% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:37:41.656791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:41.656853] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:41.657534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:41.782164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:41.783575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:41.784922] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:41.787180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:41.834052] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:37:41.834966] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:37:41.835032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:41.839863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:41.841552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:41.842050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:41.842471] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:41.843483] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:41.844170] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:41.846823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:41.847297] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:41.848328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:41.849969] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:41.850676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:42.030796] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:37:42.031687] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:37:42.031752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:42.036507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:42.038279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:42.038788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:42.039178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:42.040036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:42.040487] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:42.041489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:42.043254] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:42.044287] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:42.044975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:42.077178] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -2.17% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:37:42.078123] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:42.078189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:42.083359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:42.085177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:42.085686] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:42.087386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:42.088577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:42.090679] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:42.091727] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:42.092444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:42.357228] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.47% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:37:42.358160] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:42.358226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:42.358972] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:42.429083] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:37:42.488150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:42.489430] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:42.490720] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:42.492888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:42.596173] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.73%, Actual: 0.78% [2025-11-22T01:37:42.651717] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:37:42.709476] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: -2.12% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:42.710365] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:42.710429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:42.715198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:42.716957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:42.717455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:42.719050] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:42.720072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:42.721678] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:42.722703] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:42.723376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:42.761364] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.27% [2025-11-22T01:37:42.825425] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.41% [2025-11-22T01:37:42.931017] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.21% [2025-11-22T01:37:43.001690] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 1.52% [2025-11-22T01:37:43.071670] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:37:43.072562] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:43.072627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:43.073318] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:43.096892] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 1.11% [2025-11-22T01:37:43.178477] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.33% [2025-11-22T01:37:43.201397] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:43.202700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:43.203972] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:37:43.206113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:43.262539] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.45% [2025-11-22T01:37:43.302612] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 2.21% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:43.303491] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:43.303557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:43.308299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:43.310027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:43.310493] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:43.312066] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:43.313085] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:43.314677] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:43.315666] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:43.316316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:43.351301] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:37:43.429506] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.03% [2025-11-22T01:37:43.526267] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:43.595936] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 1.48% [2025-11-22T01:37:43.719135] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:43.761309] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.79%, Actual: 1.43% [2025-11-22T01:37:43.795092] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:37:43.895790] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:43.897535] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:37:43.898421] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:43.898485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:43.903329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:43.905077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:43.905547] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:43.907187] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:43.908218] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:43.909802] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:43.910804] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:43.911456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:43.932547] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 0.52% [2025-11-22T01:37:43.972220] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 16.18% [2025-11-22T01:37:44.085912] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.26% [2025-11-22T01:37:44.113191] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.33%, Actual: 0.73% [2025-11-22T01:37:44.113364] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 51.7139% [2025-11-22T01:37:44.114115] [INFO ] [main ] PFLT: DISCARDED add_return_volume_nonlinearity_proxies (score: 51.71%) [2025-11-22T01:37:44.114165] [INFO ] [main ] PFLT: Testing feature 42/53: add_shelf_lag [2025-11-22T01:37:44.114199] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_shelf_lag'] [2025-11-22T01:37:44.114235] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:44.126203] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:44.127686] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:44.127752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:44.132514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:44.134287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:44.134809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:44.135199] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:44.136190] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:44.136877] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:44.139546] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:44.140854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:44.205717] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 6.25% [2025-11-22T01:37:44.253995] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:37:44.394411] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 3.38% [2025-11-22T01:37:44.422697] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:37:44.422895] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 27.4295% [2025-11-22T01:37:44.422976] [INFO ] [main ] BGY: DISCARDED add_return_volume_nonlinearity_proxies (score: 27.43%) [2025-11-22T01:37:44.423019] [INFO ] [main ] BGY: Testing feature 42/53: add_shelf_lag [2025-11-22T01:37:44.423052] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_shelf_lag'] [2025-11-22T01:37:44.423087] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:44.434037] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:44.435363] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:44.435427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:44.440224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:44.442000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:44.442478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:44.442887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:44.443951] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:44.445618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:44.493138] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:44.494021] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:44.494086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:44.498853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:44.500573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:44.501063] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:44.502666] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:44.503685] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:44.505273] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:44.506278] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:44.506954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:44.571221] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 2.32% [2025-11-22T01:37:44.747047] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -4.45%, Actual: 2.09% [2025-11-22T01:37:44.791941] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 8.0s | Global ETA: N/A [2025-11-22T01:37:44.792883] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:44.792948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:44.797762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:44.799515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:44.800019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:44.800404] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:44.801403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:44.802108] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:44.804764] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:44.805936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:44.914816] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.45%, Actual: 3.49% [2025-11-22T01:37:45.079955] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.63%, Actual: 2.80% [2025-11-22T01:37:45.081327] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:45.082225] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:45.082292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:45.087050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:45.088854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:45.089326] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:45.090920] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:45.092011] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:45.093604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:45.094606] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:45.095276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:45.103078] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:37:45.103978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:45.104041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:45.108832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:45.110549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:45.111049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:45.111439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:45.112296] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:45.113427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:45.303507] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.47%, Actual: 7.88% [2025-11-22T01:37:45.455022] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:45.455910] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:45.455974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:45.460789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:45.462506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:45.463005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:45.463392] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:45.464366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:45.465050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:45.467713] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:45.468924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:45.473854] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 4.51% [2025-11-22T01:37:45.643429] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 1.16%, Actual: 5.29% [2025-11-22T01:37:45.643632] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 37.8541% [2025-11-22T01:37:45.643743] [INFO ] [main ] KOS: DISCARDED add_range_volume_efficiency (score: 37.85%) [2025-11-22T01:37:45.643786] [INFO ] [main ] KOS: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:37:45.643818] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:37:45.643853] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:45.655376] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:45.656711] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:45.656774] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:45.657492] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:45.672652] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.30% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:45.673521] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:45.673585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:45.678348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:45.680085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:45.680558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:45.682190] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:45.683216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:45.684806] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:45.685805] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:45.686461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:45.753431] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:45.754352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:45.754415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:45.759216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:45.760959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:45.761444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:45.761857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:45.762716] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:45.763838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:45.781755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:45.783004] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:45.784231] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:45.788113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.114740] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:46.115602] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:46.115685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:46.120458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:46.122227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:46.122744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:46.123141] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:46.124145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:46.124835] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:46.127505] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:46.128673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.261633] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -3.49% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:37:46.262518] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:46.262582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:46.267516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:46.269379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:46.269878] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:46.271469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:46.272484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:46.274158] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:46.275173] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:46.275847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.377202] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 10.1s | Global ETA: N/A [2025-11-22T01:37:46.378157] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:46.378223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:46.378961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:46.418385] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:37:46.419275] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:46.419338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:46.424126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:46.425886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:46.426364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:46.426774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:46.427632] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:46.428758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.511576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:46.512960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:46.514252] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:46.518217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.778864] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 3.42% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:37:46.779758] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:46.779823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:46.784627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:46.786387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:46.786892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:46.787299] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:46.788287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:46.788977] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:46.791619] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:46.792766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:46.850380] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:37:46.851262] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:46.851326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:46.856084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:46.857983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:46.858456] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:46.860048] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:37:46.861061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:37:46.862630] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:46.863623] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:37:46.864293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:47.078287] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:37:47.079214] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:47.079279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:47.084285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:47.086118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:47.086614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:47.087042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:47.087961] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:47.089116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:47.096198] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 4.26% | Symbol ETA: 9.4s | Global ETA: N/A [2025-11-22T01:37:47.097144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:47.097206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:47.097902] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:47.228967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:47.230285] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:47.231594] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:47.235675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:47.439687] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.12% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:47.440570] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:47.440634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:47.440584] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -5.52% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:37:47.445405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:47.447174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:47.447659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:47.448049] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:47.449037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:47.449717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:47.452362] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:47.453482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:47.608387] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 0.23% [2025-11-22T01:37:47.744230] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:37:47.745143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:47.745205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:47.750072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:47.751817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:47.752288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:47.752702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:47.753569] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:47.754694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:47.775179] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: -2.12%, Actual: 0.05% [2025-11-22T01:37:47.811232] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:37:47.812322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:47.812394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:47.813216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:47.942484] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 2.21%, Actual: 0.69% [2025-11-22T01:37:47.947314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:47.948826] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:47.950302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:47.954752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:48.106555] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:48.107564] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:48.107661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:48.107696] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 1.80% [2025-11-22T01:37:48.112719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:48.114550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:48.115047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:48.115433] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:48.116421] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:48.117129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:48.119876] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:48.121032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:48.274564] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 6.18% [2025-11-22T01:37:48.420877] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:37:48.421783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:48.421846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:48.426633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:48.428452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:48.428971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:48.429360] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:48.430222] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:48.431328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:48.445216] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 3.29% [2025-11-22T01:37:48.541895] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:37:48.542791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:48.542854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:48.543521] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:48.611078] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.30%, Actual: 0.17% [2025-11-22T01:37:48.672090] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:48.673447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:48.674868] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:48.678982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:48.781397] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -3.49%, Actual: 1.29% [2025-11-22T01:37:48.800569] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:37:48.801476] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:48.801540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:48.806297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:48.808091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:48.808557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:48.809342] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:48.810314] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:48.810992] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:48.813673] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:48.814795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:48.953425] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 5.09% [2025-11-22T01:37:49.076490] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:37:49.077433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:49.077497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:49.082351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:49.084150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:49.084624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:49.085068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:49.085947] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:49.087088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:49.124348] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -5.52%, Actual: 3.09% [2025-11-22T01:37:49.124553] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 27.3181% [2025-11-22T01:37:49.124640] [INFO ] [main ] UAA: DISCARDED add_return_volume_nonlinearity_proxies (score: 27.32%) [2025-11-22T01:37:49.124706] [INFO ] [main ] UAA: Testing feature 42/53: add_shelf_lag [2025-11-22T01:37:49.124740] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_shelf_lag'] [2025-11-22T01:37:49.124775] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:49.137309] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:49.138633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:49.138723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:49.143764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:49.145583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:49.146094] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:49.147787] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:49.149217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:49.263019] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -5.75% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:49.263941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:49.264006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:49.264721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:49.394948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:49.396237] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:49.397514] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:49.401589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:49.463994] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:37:49.464923] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:49.464988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:49.469827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:49.471572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:49.472061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:49.472444] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:49.473410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:49.474087] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:49.476767] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:49.477932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:49.755082] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:37:49.756014] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:49.756076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:49.760910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:49.763051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:49.763517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:49.763921] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:49.764798] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:49.765928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:49.805787] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 4.03% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:37:49.806694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:49.806758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:49.811938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:49.813727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:49.814196] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:49.815817] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:49.816933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:50.000773] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 4.87% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:37:50.001718] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:50.001783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:50.002484] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:50.129199] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 3.08% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:37:50.130140] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:50.130204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:50.135468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:50.137467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:50.137981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:50.138362] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:50.139340] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:50.140021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:50.140389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:50.141718] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:50.142713] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:50.143050] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:50.143833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:50.147150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:50.464776] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:37:50.465873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:50.465947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:50.472101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:50.474571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:50.475284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:50.475868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:50.477241] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:50.478898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:50.494003] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:37:50.495324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:50.495407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:50.502855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:50.505279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:50.505968] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:50.508462] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:50.509987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:50.833902] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.15% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:37:50.835186] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:50.835271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:50.836170] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:50.980960] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:50.982626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:50.984348] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:50.990038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:51.039435] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 2.0s | Global ETA: N/A [2025-11-22T01:37:51.235412] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.78% [2025-11-22T01:37:51.333085] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:37:51.413883] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 0.27% [2025-11-22T01:37:51.418070] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -4.20% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:51.419031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:51.419095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:51.424008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:51.425803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:51.426296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:51.427974] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:51.429105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:51.506321] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 2.41% [2025-11-22T01:37:51.583227] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 1.21% [2025-11-22T01:37:51.656831] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.82% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:37:51.657803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:51.657874] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:51.658556] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:51.676311] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 1.52% [2025-11-22T01:37:51.750018] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.42%, Actual: 1.11% [2025-11-22T01:37:51.791401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:51.792845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:51.794181] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:51.798330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:51.847171] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.33% [2025-11-22T01:37:51.928001] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.12%, Actual: 0.45% [2025-11-22T01:37:52.014003] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:37:52.096236] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.03% [2025-11-22T01:37:52.111306] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:37:52.112261] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:52.112341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:52.117531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:52.119337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:52.119855] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:52.121487] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:52.122593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:52.180630] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.30% [2025-11-22T01:37:52.263759] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 1.48% [2025-11-22T01:37:52.347843] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:37:52.373514] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:52.374421] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:52.374483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:52.375185] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:52.430952] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.43% [2025-11-22T01:37:52.497669] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:52.499002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:52.500227] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:37:52.504064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:52.516100] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:37:52.600061] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 3.08%, Actual: 0.52% [2025-11-22T01:37:52.684989] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.26% [2025-11-22T01:37:52.768353] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 0.73% [2025-11-22T01:37:52.768556] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 30.0839% [2025-11-22T01:37:52.768716] [INFO ] [main ] PFLT: DISCARDED add_shelf_lag (score: 30.08%) [2025-11-22T01:37:52.768766] [INFO ] [main ] PFLT: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:37:52.768800] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_signed_carry_history_11'] [2025-11-22T01:37:52.768841] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:37:52.780762] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:52.781970] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:52.782035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:52.787028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:52.788855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:52.789336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:52.789789] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:52.790840] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:52.791508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:52.794257] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:52.795932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:52.808594] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:37:52.809701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:52.809766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:52.814558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:52.816337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:52.816827] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:52.818515] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:52.819711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:52.852637] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.18% [2025-11-22T01:37:53.021118] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:37:53.021338] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 25.0485% [2025-11-22T01:37:53.021422] [INFO ] [main ] BGY: DISCARDED add_shelf_lag (score: 25.05%) [2025-11-22T01:37:53.021465] [INFO ] [main ] BGY: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:37:53.021498] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_signed_carry_history_11'] [2025-11-22T01:37:53.021554] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:37:53.032458] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:53.033686] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:53.033749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:53.038591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:53.040354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:53.040846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:53.041233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:53.042110] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:53.043484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:53.077311] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:37:53.244206] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 16.18% [2025-11-22T01:37:53.368824] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.15% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:37:53.369711] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:53.369776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:53.374522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:53.376271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:53.376762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:53.377171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:53.378141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:53.379155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:53.381833] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:53.383220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:53.413056] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 4.26%, Actual: 6.25% [2025-11-22T01:37:53.504715] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 4.67% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:53.505756] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:53.505822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:53.511041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:53.513138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:53.513729] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:53.515541] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:53.516761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:53.581117] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 3.38% [2025-11-22T01:37:53.622697] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:37:53.623865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:53.623939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:53.629012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:53.630834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:53.631324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:53.631746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:53.632671] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:53.634104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:53.749247] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 2.32% [2025-11-22T01:37:53.917528] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -5.75%, Actual: 2.09% [2025-11-22T01:37:54.060693] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:37:54.061767] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:54.061840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.066927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.068751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:54.069236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:54.069663] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:54.070714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:54.071387] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:54.074190] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:54.075602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.085991] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 4.87%, Actual: 3.49% [2025-11-22T01:37:54.208429] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 5.44% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:37:54.209403] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:54.209468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.214679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.216683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:54.217229] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:54.218946] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:54.220138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.251181] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 6.9s | Global ETA: N/A [2025-11-22T01:37:54.252092] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:54.252156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.254990] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.15%, Actual: 2.80% [2025-11-22T01:37:54.257192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.258966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:54.259431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:54.259839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:54.260702] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:54.262071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.423154] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.82%, Actual: 7.88% [2025-11-22T01:37:54.591434] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 4.51% [2025-11-22T01:37:54.665388] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.34% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:37:54.666279] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:54.666343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.671250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.673049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:54.673521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:54.673931] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:54.674964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:54.675625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:54.678443] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:54.679860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.760320] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 5.29% [2025-11-22T01:37:54.760522] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 34.8810% [2025-11-22T01:37:54.760608] [INFO ] [main ] KOS: DISCARDED add_range_volume_efficiency_refinements (score: 34.88%) [2025-11-22T01:37:54.760671] [INFO ] [main ] KOS: Testing feature 39/53: add_regime [2025-11-22T01:37:54.760707] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_regime'] [2025-11-22T01:37:54.760742] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:37:54.772263] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:54.773486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:54.773548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:54.774301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:54.837406] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:37:54.838287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:54.838364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.843541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.845308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:54.845795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:54.846215] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:54.847088] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:54.848488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.897787] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:37:54.898699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:54.898761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:54.903915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:54.905082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:54.905698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:54.906211] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:54.906322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:54.907565] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:54.907808] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:54.908931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:54.924328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:55.256273] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:37:55.257268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:55.257333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:55.262239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:55.264052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:55.264541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:55.264954] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:55.265989] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:55.266694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:55.269409] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:55.270836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:55.420071] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:37:55.420953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:55.421017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:55.425816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:55.427584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:55.428099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:55.428482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:55.429374] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:55.430745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:55.499918] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 9.9s | Global ETA: N/A [2025-11-22T01:37:55.503498] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:55.503564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:55.504565] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:55.582459] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:37:55.583404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:55.583479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:55.588621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:55.590478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:55.590989] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:55.592671] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:37:55.593802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:55.630708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:55.631976] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:55.633202] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:55.649777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:55.849989] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:37:55.850877] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:55.850942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:55.855735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:55.857484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:55.857974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:55.858362] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:55.859349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:55.860054] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:55.862728] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:55.864104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:56.008161] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:37:56.009054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:56.009118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:56.014066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:56.015850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:56.016314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:56.016723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:56.017602] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:56.019002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:56.218776] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:37:56.219673] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:56.219736] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:56.220411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:56.257777] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: 1.17% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:37:56.350951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:56.352754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:56.354000] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:56.370507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:56.429302] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 4.03%, Actual: 0.23% [2025-11-22T01:37:56.442083] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:37:56.442980] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:56.443047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:56.447833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:56.449570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:56.450094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:56.450478] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:56.451453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:56.452132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:56.454790] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:56.456154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:56.588893] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:37:56.589783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:56.589847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:56.594541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:56.596293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:56.596545] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 0.05% [2025-11-22T01:37:56.596779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:56.597182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:56.598113] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:56.599461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:56.763023] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -4.20%, Actual: 0.69% [2025-11-22T01:37:56.931718] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -1.83%, Actual: 1.80% [2025-11-22T01:37:56.938065] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 8.4s | Global ETA: N/A [2025-11-22T01:37:56.938945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:56.939009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:56.939692] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:57.026503] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:37:57.027857] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:57.027924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:57.032859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:57.034605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:57.035104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:57.035501] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:57.036534] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:57.037299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:57.040030] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:57.041431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.070525] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:57.071684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:57.072896] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:57.089532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.098584] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -1.67%, Actual: 6.18% [2025-11-22T01:37:57.172152] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:37:57.173116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:57.173180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:57.178051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:57.179837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:57.180304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:57.180714] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:57.181555] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:57.182937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.267849] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 4.67%, Actual: 3.29% [2025-11-22T01:37:57.440149] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 5.44%, Actual: 0.17% [2025-11-22T01:37:57.612405] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.29% [2025-11-22T01:37:57.622260] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.05% | Symbol ETA: 3.3s | Global ETA: N/A [2025-11-22T01:37:57.623190] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:57.623255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:57.628121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:57.629885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:57.630353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:57.630763] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:57.631742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:57.632452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:57.635111] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:57.636470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.662589] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:37:57.663515] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:57.663578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:57.664283] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:57.764630] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:37:57.765540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:57.765605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:57.770485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:57.772277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:57.772763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:57.773187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:57.774064] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:57.775490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.784610] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 5.09% [2025-11-22T01:37:57.792129] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:57.793525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:57.794832] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:57.812363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:57.956215] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: 1.17%, Actual: 3.09% [2025-11-22T01:37:57.956414] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 28.0966% [2025-11-22T01:37:57.956499] [INFO ] [main ] UAA: DISCARDED add_shelf_lag (score: 28.10%) [2025-11-22T01:37:57.956541] [INFO ] [main ] UAA: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:37:57.956577] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_signed_carry_history_11'] [2025-11-22T01:37:57.956613] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:37:57.969436] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:37:57.970993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:57.971055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:57.975853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:57.977734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:57.978233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:57.979940] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:57.981394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:58.215104] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:37:58.216034] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:37:58.216112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:58.220924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:58.222695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:58.223166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:58.223547] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:37:58.224538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:37:58.225223] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:37:58.227903] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:58.229268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:58.366300] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:37:58.367231] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:37:58.367295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:58.372102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:58.373865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:37:58.374328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:37:58.374731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:37:58.375571] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:58.377317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:58.401697] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -5.62% | Symbol ETA: 7.0s | Global ETA: N/A [2025-11-22T01:37:58.402603] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:58.402688] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:58.403466] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:58.535023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:58.536394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:58.537717] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:58.555340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:58.586840] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:37:58.587803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:58.587867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:58.592910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:58.594796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:58.595333] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:58.597012] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:58.598484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:58.815422] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:37:58.966618] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: N/A [2025-11-22T01:37:58.988229] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.15%, Actual: 0.78% [2025-11-22T01:37:59.135689] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:37:59.145616] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.62% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:37:59.146517] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:59.146581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:59.147296] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:59.161061] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.27% [2025-11-22T01:37:59.216564] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:37:59.217491] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:59.217554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:59.222318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:59.224058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:59.224531] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:59.226130] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:59.227487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:59.271878] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:59.273205] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:59.274472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:59.290936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:59.305278] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.52% [2025-11-22T01:37:59.341915] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.34%, Actual: 1.21% [2025-11-22T01:37:59.477005] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.33% [2025-11-22T01:37:59.508135] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 1.11% [2025-11-22T01:37:59.652264] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 2.06% [2025-11-22T01:37:59.681479] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.45% [2025-11-22T01:37:59.815740] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:37:59.816703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:59.816768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:37:59.821779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:37:59.823537] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:37:59.823614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:37:59.824132] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:37:59.826164] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:37:59.827604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:37:59.849690] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 1.03% [2025-11-22T01:37:59.861748] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.43% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:37:59.862634] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:37:59.862717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:37:59.863415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:37:59.987252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:37:59.988578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:37:59.989840] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:37:59.991743] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:00.006434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:00.018834] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.48% [2025-11-22T01:38:00.161735] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:00.187834] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.05%, Actual: 1.43% [2025-11-22T01:38:00.333246] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.26% [2025-11-22T01:38:00.355873] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 2.19%, Actual: 0.52% [2025-11-22T01:38:00.435633] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 3.21% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:00.436550] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:00.436614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:00.443014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:00.445481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:00.446087] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:00.447897] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:00.449383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:00.522472] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.18% [2025-11-22T01:38:00.594114] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.95% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:00.595040] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:00.595110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:00.595799] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:00.661688] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.73% [2025-11-22T01:38:00.661914] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 45.5015% [2025-11-22T01:38:00.662016] [INFO ] [main ] PFLT: DISCARDED add_signed_carry_history_11 (score: 45.50%) [2025-11-22T01:38:00.662063] [INFO ] [main ] PFLT: Testing feature 44/53: add_sma_ratio [2025-11-22T01:38:00.662098] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_sma_ratio'] [2025-11-22T01:38:00.662135] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:00.674982] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:00.676575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:00.676666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:00.681877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:00.683696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:00.684187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:00.684588] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:00.685603] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:00.686450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:00.689814] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:00.690598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:00.730186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:00.734439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:00.735709] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:38:00.738602] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:00.741811] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.4772% [2025-11-22T01:38:00.741910] [INFO ] [main ] BGY: DISCARDED add_signed_carry_history_11 (score: 28.48%) [2025-11-22T01:38:00.741955] [INFO ] [main ] BGY: Testing feature 44/53: add_sma_ratio [2025-11-22T01:38:00.741990] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_sma_ratio'] [2025-11-22T01:38:00.742034] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:00.761129] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:00.765354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:00.765419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:00.771070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:00.773470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:00.778369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:00.778889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:00.779327] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:00.783288] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:00.784022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:01.256705] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:38:01.257605] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:01.257694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:01.262500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:01.264633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:01.265141] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:01.266756] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:01.268147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:01.366791] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 3.06% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:01.367775] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:01.367843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:01.368573] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:01.448079] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 2.30% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:38:01.449131] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:01.449531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:01.454798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:01.456751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:01.457278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:01.457702] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:01.458768] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:01.459506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:01.462403] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:01.463205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:01.507315] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:01.508622] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:01.509930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:38:01.526271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:01.571768] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:38:01.572699] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:01.572763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:01.577696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:01.579594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:01.580104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:01.580508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:01.581431] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:01.582199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:01.858364] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 5.58% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:01.859764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:01.859827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:01.864792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:01.866752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:01.867251] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:01.868851] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:01.870212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.096782] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:02.190319] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:38:02.191235] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:02.191299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:02.196110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:02.197936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:02.198401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:02.198808] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:02.199677] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:02.200376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.206215] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.46% | Symbol ETA: 7.8s | Global ETA: N/A [2025-11-22T01:38:02.207141] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:02.207208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:02.212272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:02.214047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:02.214551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:02.214972] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:02.215998] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:02.216734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:02.219489] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:02.220229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.263100] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.01%, Actual: 16.18% [2025-11-22T01:38:02.429577] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 6.25% [2025-11-22T01:38:02.454716] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.67% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:02.455586] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:02.455673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:02.460448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:02.462206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:02.462695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:02.464329] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:02.465731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.596052] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.30%, Actual: 3.38% [2025-11-22T01:38:02.761885] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 2.32% [2025-11-22T01:38:02.774245] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:38:02.775140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:02.775203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:02.780009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:02.781780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:02.782275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:02.782677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:02.783555] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:02.784264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.814949] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.43% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:38:02.815896] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:02.815963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:02.821098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:02.822948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:02.823433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:02.823852] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:02.824857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:02.825554] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:02.828370] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:02.829119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:02.926465] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -5.62%, Actual: 2.09% [2025-11-22T01:38:03.053951] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -6.21% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:03.054849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:03.054912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:03.059688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:03.061453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:03.061957] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:03.063574] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:03.065016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:03.093576] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.62%, Actual: 3.49% [2025-11-22T01:38:03.258504] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.43%, Actual: 2.80% [2025-11-22T01:38:03.344538] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:03.345430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:03.345492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:03.350309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:03.352094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:03.352585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:03.352991] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:03.354225] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:03.354961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:03.418520] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:03.419409] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:03.419473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:03.424283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:03.426037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:03.426199] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.95%, Actual: 7.88% [2025-11-22T01:38:03.426509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:03.426914] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:03.427952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:03.428612] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:03.431303] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:03.432030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:03.592750] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 3.06%, Actual: 4.51% [2025-11-22T01:38:03.648187] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:38:03.649144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:03.649224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:03.654224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:03.656195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:03.656798] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:03.658463] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:03.659910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:03.759187] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 5.29% [2025-11-22T01:38:03.759389] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 37.6238% [2025-11-22T01:38:03.759470] [INFO ] [main ] KOS: DISCARDED add_regime (score: 37.62%) [2025-11-22T01:38:03.759511] [INFO ] [main ] KOS: Testing feature 40/53: add_regime_flags [2025-11-22T01:38:03.759543] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_regime_flags'] [2025-11-22T01:38:03.759578] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:03.771059] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:03.772446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:03.772509] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:03.773264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:03.898579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:03.899694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:03.900880] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:03.901961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:03.925333] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:03.926228] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:03.926296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:03.931169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:03.932949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:03.933414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:03.933820] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:03.934679] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:03.935417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:04.011550] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:38:04.012446] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:04.012510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:04.017318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:04.019041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:04.019515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:04.019926] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:04.021062] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:04.021899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:04.024740] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:04.025579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:04.258792] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:38:04.428792] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.23% [2025-11-22T01:38:04.471342] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 3.75% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:38:04.472295] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:04.472360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:04.473083] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:04.501998] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:04.502881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:04.502945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:04.507738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:04.509526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:04.510014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:04.510396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:04.511264] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:04.512003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:04.594812] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 0.05% [2025-11-22T01:38:04.599442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:04.600574] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.26% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:38:04.600717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:04.601487] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:04.601553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:04.601940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:04.603006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:04.606563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:04.608459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:04.608961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:04.609395] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:04.610405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:04.611113] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:04.614253] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:04.615010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:04.760775] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 2.61%, Actual: 0.69% [2025-11-22T01:38:04.931243] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 3.21%, Actual: 1.80% [2025-11-22T01:38:05.082787] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:38:05.083752] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:05.083817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:05.088801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:05.090692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:05.091171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:05.091558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:05.092467] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:05.093188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:05.103349] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 6.18% [2025-11-22T01:38:05.177371] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.29% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:38:05.178258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:05.178321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:05.179007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:05.199557] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:05.200513] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:05.200579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:05.205498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:05.207240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:05.207726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:05.208110] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:05.209090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:05.209782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:05.212475] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:05.213188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:05.273629] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 5.58%, Actual: 3.29% [2025-11-22T01:38:05.306094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:05.307437] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:05.308691] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:05.309783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:05.443903] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 0.17% [2025-11-22T01:38:05.610886] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -6.21%, Actual: 1.29% [2025-11-22T01:38:05.668812] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:38:05.669761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:05.669840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:05.674730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:05.676535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:05.677028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:05.677443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:05.678355] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:05.679077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:05.780747] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 5.09% [2025-11-22T01:38:05.786866] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:38:05.787774] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:05.787838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:05.792601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:05.794383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:05.794870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:05.795284] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:05.796272] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:05.796952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:05.799759] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:05.800496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:05.878878] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -3.26% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:38:05.879763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:05.879826] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:05.880523] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:05.950101] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 3.09% [2025-11-22T01:38:05.950347] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 29.9303% [2025-11-22T01:38:05.950435] [INFO ] [main ] UAA: DISCARDED add_signed_carry_history_11 (score: 29.93%) [2025-11-22T01:38:05.950480] [INFO ] [main ] UAA: Testing feature 44/53: add_sma_ratio [2025-11-22T01:38:05.950515] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_sma_ratio'] [2025-11-22T01:38:05.950585] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:05.965046] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:05.966669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:05.966734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:05.972145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:05.974093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:05.974617] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:05.976425] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:05.977201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.011059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:06.012356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:06.013572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:06.014618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.256413] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 2.2s | Global ETA: N/A [2025-11-22T01:38:06.257394] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:06.257459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:06.262384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:06.264209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:06.264711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:06.265112] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:06.266051] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:06.266792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.374056] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 3.71% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:06.374948] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:06.375012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:06.379937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:06.381669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:06.382139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:06.382521] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:06.383490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:06.384167] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:06.386818] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:06.387528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.578772] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:38:06.579659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:06.579721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:06.584437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:06.584580] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 3.08% | Symbol ETA: 7.2s | Global ETA: N/A [2025-11-22T01:38:06.585532] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:06.585598] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:06.586174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:06.586324] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:06.586691] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:06.588302] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:06.589023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.716722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:06.718102] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:06.719428] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:06.720513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:06.835782] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.6s | Global ETA: N/A [2025-11-22T01:38:06.951175] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -1.21% | Symbol ETA: 1.7s | Global ETA: N/A [2025-11-22T01:38:07.005995] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 2.41% [2025-11-22T01:38:07.118045] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 2.30%, Actual: 0.78% [2025-11-22T01:38:07.168873] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.95% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:38:07.169776] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:07.169838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:07.174611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:07.176403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:07.176894] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:07.177623] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 1.52% [2025-11-22T01:38:07.178509] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:07.179241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:07.285444] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 0.27% [2025-11-22T01:38:07.293429] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -4.86% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:38:07.294355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:07.294421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:07.295138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:07.344319] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:38:07.426314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:07.427511] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:07.428771] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:07.429873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:07.451608] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 1.21% [2025-11-22T01:38:07.510771] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:38:07.619333] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.33%, Actual: 1.11% [2025-11-22T01:38:07.677574] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:07.754600] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:07.755521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:07.755584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:07.760451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:07.762307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:07.762812] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:07.764436] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:07.765167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:07.785302] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.45% [2025-11-22T01:38:07.843557] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:07.951283] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 1.03% [2025-11-22T01:38:08.009942] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:08.012854] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.69% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:08.013778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:08.013843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:08.014530] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:08.117919] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 1.48% [2025-11-22T01:38:08.145941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:08.147259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:08.148526] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:08.149623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:08.180439] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.26% [2025-11-22T01:38:08.283731] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 1.43% [2025-11-22T01:38:08.340769] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:38:08.341635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:08.341716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:08.346452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:08.346793] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.18% [2025-11-22T01:38:08.348228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:08.348724] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:08.350323] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:08.351041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:08.449525] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 3.71%, Actual: 0.52% [2025-11-22T01:38:08.515678] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:08.515913] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 25.4914% [2025-11-22T01:38:08.516364] [INFO ] [main ] BGY: DISCARDED add_sma_ratio (score: 25.49%) [2025-11-22T01:38:08.516411] [INFO ] [main ] BGY: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:38:08.516445] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_vol_of_vol'] [2025-11-22T01:38:08.516480] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:08.527798] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:08.529262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:08.529340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:08.534366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:08.536199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:08.536760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:08.537196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:08.538111] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:08.539231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:08.616302] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -1.21%, Actual: 0.73% [2025-11-22T01:38:08.616494] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.3960% [2025-11-22T01:38:08.616577] [INFO ] [main ] PFLT: DISCARDED add_sma_ratio (score: 38.40%) [2025-11-22T01:38:08.616620] [INFO ] [main ] PFLT: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:38:08.616772] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_vol_of_vol'] [2025-11-22T01:38:08.616817] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:08.628724] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:08.629986] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:08.630053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:08.634905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:08.636752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:08.637244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:08.637631] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:08.638602] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:08.639309] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:08.642104] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:08.643199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:08.735141] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.61% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:08.736065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:08.736131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:08.736840] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:08.867834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:08.869060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:08.870334] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:08.871420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:08.936243] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -4.89% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:38:08.937185] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:08.937249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:08.942325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:08.944191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:08.944762] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:08.946623] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:08.947448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.124977] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:38:09.125932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:09.125998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:09.130970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:09.132924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:09.133424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:09.133836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:09.134732] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:09.135835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.219792] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:38:09.220759] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:09.220840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:09.226487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:09.228394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:09.228925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:09.229373] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:09.230487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:09.231232] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:09.234248] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:09.235417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.458914] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:38:09.459861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:09.459927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:09.460618] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:09.544459] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.77% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:09.545372] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:09.545434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:09.550268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:09.552021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:09.552479] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:09.554069] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:09.554793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.590827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:09.592137] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:09.593409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:09.594505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.716477] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:38:09.717414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:09.717480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:09.722518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:09.724345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:09.724850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:09.725260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:09.726181] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:09.727423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:09.835601] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:38:09.836673] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:09.836749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:09.842148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:09.844195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:09.844787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:09.845202] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:09.846235] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:09.846979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:09.849966] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:09.851135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.134008] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 4.56% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:38:10.134887] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:10.134949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:10.139766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:10.141494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:10.141983] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:10.143555] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:10.144269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.230146] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:38:10.231032] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:10.231095] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:10.231776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:10.347288] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:10.348241] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:10.348307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:10.353330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:10.355188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:10.355718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:10.356135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:10.357062] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:10.357931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:10.358234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.359187] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:10.360425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:10.361477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.446733] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:10.447656] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:10.447721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:10.452528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:10.454318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:10.454821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:10.455211] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:10.456200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:10.456887] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:10.459682] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:10.460792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.722963] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:38:10.723883] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:10.723945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:10.728767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:10.730902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:10.731364] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:10.733004] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:10.733706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:10.934017] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 2.71% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:10.945440] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:38:10.946368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:10.946433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:10.951602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:10.953713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:10.954334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:10.954832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:10.955866] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:10.957029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:11.039812] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.31% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:38:11.040706] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:11.040772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:11.045491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:11.047354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:11.047883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:11.048288] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:11.049329] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:11.050048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:11.052815] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:11.053949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:11.100027] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 3.75%, Actual: 16.18% [2025-11-22T01:38:11.271478] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 6.25% [2025-11-22T01:38:11.320415] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:11.321333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:11.321397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:11.327136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:11.329664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:11.330316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:11.332458] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:11.333372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:11.443310] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -3.26%, Actual: 3.38% [2025-11-22T01:38:11.541845] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:38:11.542780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:11.542846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:11.547874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:11.549775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:11.550271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:11.550696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:11.551573] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:11.552748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:11.625407] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 3.08%, Actual: 2.32% [2025-11-22T01:38:11.627448] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.59% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:38:11.628337] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:11.628404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:11.633175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:11.634936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:11.635424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:11.635833] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:11.636818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:11.637496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:11.640139] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:11.641207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:11.799012] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -4.86%, Actual: 2.09% [2025-11-22T01:38:11.929288] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -5.07% | Symbol ETA: 1.7s | Global ETA: N/A [2025-11-22T01:38:11.971351] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.69%, Actual: 3.49% [2025-11-22T01:38:12.108467] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.63%, Actual: 0.23% [2025-11-22T01:38:12.145266] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:12.149568] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:12.149663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:12.155275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:12.157217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:12.157728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:12.158136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:12.159045] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:12.160189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:12.164013] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.61%, Actual: 2.80% [2025-11-22T01:38:12.219967] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:38:12.220853] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:12.220918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:12.225800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:12.227926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:12.228407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:12.228817] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:12.229802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:12.230471] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:12.233129] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:12.234200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:12.274163] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.95%, Actual: 0.05% [2025-11-22T01:38:12.331218] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.52%, Actual: 7.88% [2025-11-22T01:38:12.445535] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 0.69% [2025-11-22T01:38:12.498945] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 4.51% [2025-11-22T01:38:12.614372] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 1.80% [2025-11-22T01:38:12.687402] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 2.71%, Actual: 5.29% [2025-11-22T01:38:12.687624] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 51.0318% [2025-11-22T01:38:12.687739] [INFO ] [main ] KOS: DISCARDED add_regime_flags (score: 51.03%) [2025-11-22T01:38:12.687785] [INFO ] [main ] KOS: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:38:12.687823] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:38:12.687861] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:12.699803] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:12.701270] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:12.701341] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:12.702061] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:12.746953] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:12.747898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:12.747961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:12.752814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:12.754550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:12.755037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:12.755457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:12.756344] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:12.757504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:12.782896] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -4.89%, Actual: 6.18% [2025-11-22T01:38:12.824025] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 3.1s | Global ETA: N/A [2025-11-22T01:38:12.824920] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:12.825000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:12.829846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:12.830025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:12.831303] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:12.831597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:12.832095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:12.832523] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:12.832572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:12.833498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:12.834177] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:12.834325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:12.834845] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:12.835913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:12.836893] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:12.837595] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:12.838023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:12.838669] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:12.839350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:12.951332] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.77%, Actual: 3.29% [2025-11-22T01:38:13.118395] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 4.56%, Actual: 0.17% [2025-11-22T01:38:13.284388] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 1.29% [2025-11-22T01:38:13.339346] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:13.340233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:13.340298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:13.345069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:13.346876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:13.347362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:13.347774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:13.348657] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:13.349753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:13.410024] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 2.5s | Global ETA: N/A [2025-11-22T01:38:13.410955] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:13.411019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:13.415782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:13.417560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:13.418053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:13.418466] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:13.419455] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:13.420132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:13.422821] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:13.423891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:13.434439] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 4.76% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:38:13.435381] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:13.435451] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:13.436169] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:13.451972] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 5.09% [2025-11-22T01:38:13.568717] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:13.570102] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:13.571411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:13.573307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:13.573848] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:13.574922] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:13.576705] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:13.577787] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:13.578520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:13.623784] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -5.07%, Actual: 3.09% [2025-11-22T01:38:13.624031] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 31.3353% [2025-11-22T01:38:13.624135] [INFO ] [main ] UAA: DISCARDED add_sma_ratio (score: 31.34%) [2025-11-22T01:38:13.624178] [INFO ] [main ] UAA: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:38:13.624213] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vol_of_vol'] [2025-11-22T01:38:13.624248] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:13.638016] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:13.639423] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:13.639486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:13.644409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:13.646338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:13.646835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:13.648516] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:13.649710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:13.920105] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:38:13.920999] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:13.921086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:13.925917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:13.927762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:13.928243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:13.928822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:13.929768] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:13.930894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:14.001544] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 1.9s | Global ETA: N/A [2025-11-22T01:38:14.002444] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:14.002508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:14.007318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:14.009156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:14.009674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:14.010060] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:14.011038] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:14.011717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:14.014374] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:14.015463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:14.172279] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:38:14.173230] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:14.173298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:14.174008] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:14.242398] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.49% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:38:14.243682] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:14.243744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:14.248627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:14.250457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:14.250952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:14.252616] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:14.253775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:14.308457] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:14.309931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:14.311252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:14.313116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:14.313622] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:14.315099] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:14.317604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:14.319155] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:14.320240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:14.511950] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:38:14.597203] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 1.3s | Global ETA: N/A [2025-11-22T01:38:14.682033] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 2.41% [2025-11-22T01:38:14.768043] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.78% [2025-11-22T01:38:14.847359] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:38:14.848245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:14.848307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:14.851543] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 1.52% [2025-11-22T01:38:14.853169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:14.854917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:14.855376] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:14.856972] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:14.858126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:14.919410] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:38:14.920289] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:14.920355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:14.921136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:14.937796] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.27% [2025-11-22T01:38:15.020336] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.33% [2025-11-22T01:38:15.046819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:15.048123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:15.049398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:15.051153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:15.051661] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:15.052725] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:15.054682] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:15.055704] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:15.056404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:15.107436] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.21% [2025-11-22T01:38:15.191792] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:38:15.279891] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.31%, Actual: 1.11% [2025-11-22T01:38:15.365326] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:15.441150] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 6.31% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:38:15.442033] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:15.442095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:15.446938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:15.448715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:15.449179] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:15.450470] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.59%, Actual: 0.45% [2025-11-22T01:38:15.450829] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:15.451922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:15.534453] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:15.622628] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 1.03% [2025-11-22T01:38:15.638736] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:38:15.639697] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:15.639766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:15.640457] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:15.703955] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.02% [2025-11-22T01:38:15.774726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:15.776100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:15.777402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:15.779269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:15.779843] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:15.781037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:15.782771] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:15.783827] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:15.784527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:15.795228] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.48% [2025-11-22T01:38:15.872826] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.26% [2025-11-22T01:38:15.966568] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 1.43% [2025-11-22T01:38:16.034750] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:16.035790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:16.035850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.040601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.041312] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.30%, Actual: 0.18% [2025-11-22T01:38:16.042333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:16.042814] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:16.044390] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:16.045480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.138054] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 0.52% [2025-11-22T01:38:16.211275] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:16.211507] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 32.9310% [2025-11-22T01:38:16.211595] [INFO ] [main ] BGY: DISCARDED add_vol_of_vol (score: 32.93%) [2025-11-22T01:38:16.211637] [INFO ] [main ] BGY: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:38:16.211692] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_volatility_decay_ratio'] [2025-11-22T01:38:16.211727] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:16.222823] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:16.224208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:16.224271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.229187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.231009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:16.231490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:16.231902] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:16.232804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:16.233926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.314763] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.73% [2025-11-22T01:38:16.314994] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 48.1183% [2025-11-22T01:38:16.315083] [INFO ] [main ] PFLT: DISCARDED add_vol_of_vol (score: 48.12%) [2025-11-22T01:38:16.315126] [INFO ] [main ] PFLT: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:38:16.315159] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_volatility_decay_ratio'] [2025-11-22T01:38:16.315214] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:16.327339] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:16.328886] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:16.328949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.333880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.335741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:16.336241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:16.339301] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:16.340419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:16.341134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:16.344039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:16.345253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.371666] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -4.80% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:38:16.372618] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:16.372714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:16.373412] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:16.505470] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:16.506785] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:16.508073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.509884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:16.510387] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:16.511476] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:16.513267] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:16.514378] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:16.515103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.627223] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -3.89% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:38:16.628126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:16.628190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.633069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.634923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:16.635392] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:16.636996] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:16.638115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.801357] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 6.2s | Global ETA: N/A [2025-11-22T01:38:16.802250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:16.802314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.807105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.808862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:16.809341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:16.809761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:16.810597] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:16.811751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:16.931597] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 2.64% | Symbol ETA: 6.4s | Global ETA: N/A [2025-11-22T01:38:16.932493] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:16.932557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:16.937472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:16.939278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:16.939785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:16.940174] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:16.941147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:16.941834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:16.944566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:16.945770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.100127] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 6.00% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:38:17.101059] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:17.101124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:17.101853] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:17.214354] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 1.69% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:17.215296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:17.215357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:17.220176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.221958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:17.222429] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:17.224060] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:17.225142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.231269] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:17.232492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:17.233807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.235624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:17.236144] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:17.237234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:17.238895] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:17.239923] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:17.240599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.382739] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:38:17.383708] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:17.383773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:17.388838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.390621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:17.391143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:17.391556] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:17.392497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:17.393756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.523230] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.59% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:17.524150] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:17.524215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:17.528976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.530749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:17.531223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:17.531620] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:17.532601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:17.533281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:17.536003] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:17.537272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.802686] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.34% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:17.803560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:17.803623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:17.808472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.810255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:17.810736] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:17.812322] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:17.813439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.830556] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.68% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:38:17.831443] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:17.831508] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:17.832202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:17.958497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:17.959827] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:17.961135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.963001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:17.963525] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:17.964612] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:17.966312] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:17.967394] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:17.968162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:17.985391] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:17.986314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:17.986380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:17.991301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:17.993180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:17.993709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:17.994152] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:17.995077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:17.996245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.116852] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.87% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:38:18.117760] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:18.117825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:18.122676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.124404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:18.124899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:18.125285] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:18.126260] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:18.126987] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:18.129691] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:18.130806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.391872] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -2.16% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:18.393118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:18.393180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:18.398040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.399891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:18.400364] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:18.402020] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:18.403135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.559722] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.61% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:18.560620] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:18.560734] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:18.561442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:18.591477] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:38:18.592413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:18.592484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:18.597627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.599472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:18.600014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:18.600427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:18.601328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:18.602557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.687876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:18.689142] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:18.690785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.692543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:18.693066] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:18.694127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:18.695832] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:18.696933] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:18.697682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.720338] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:38:18.721221] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:18.721285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:18.726125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.727978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:18.728480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:18.728913] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:18.729898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:18.730566] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:18.733296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:18.734496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:18.980839] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 3.58% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:38:18.981725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:18.981787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:18.986557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:18.988347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:18.988865] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:18.990452] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:18.991545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.189559] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:19.190472] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:19.190541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:19.195524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:19.197396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:19.197914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:19.198322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:19.199216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:19.200388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.273278] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.50% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:19.274194] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:38:19.274259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:19.274951] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:19.309044] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.08% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:19.309948] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:19.310012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:19.314804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:19.316599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:19.317117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:19.317512] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:19.318491] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:19.319188] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:19.321818] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:19.322930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.396325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:19.397492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:19.398747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:19.400486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:19.401012] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:38:19.402054] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:19.403724] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:19.404775] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:38:19.405470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.570205] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.39% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:38:19.740627] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.23% [2025-11-22T01:38:19.774504] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:19.775418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:19.775496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:19.780512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:19.782391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:19.782929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:19.783321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:19.784190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:19.785336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.905053] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:19.905965] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:19.906030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:19.909900] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.05% [2025-11-22T01:38:19.910927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:19.912870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:19.913393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:19.913813] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:19.914778] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:19.915436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:19.919046] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:19.920438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:19.988613] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -3.64% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:38:20.078167] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 6.31%, Actual: 0.69% [2025-11-22T01:38:20.158378] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 4.76%, Actual: 16.18% [2025-11-22T01:38:20.246140] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 1.80% [2025-11-22T01:38:20.327245] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 6.25% [2025-11-22T01:38:20.363202] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:38:20.364146] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:20.364213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:20.369478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:20.371333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:20.371851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:20.372254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:20.373176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:20.374376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:20.414491] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -3.89%, Actual: 6.18% [2025-11-22T01:38:20.496502] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.96%, Actual: 3.38% [2025-11-22T01:38:20.523877] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:38:20.524825] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:20.524893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:20.530045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:20.531924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:20.532460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:20.532905] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:20.533931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:20.534615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:20.537592] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:20.538891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:20.582618] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 1.69%, Actual: 3.29% [2025-11-22T01:38:20.665660] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 2.32% [2025-11-22T01:38:20.750282] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.34%, Actual: 0.17% [2025-11-22T01:38:20.833031] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -4.80%, Actual: 2.09% [2025-11-22T01:38:20.918282] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -2.16%, Actual: 1.29% [2025-11-22T01:38:20.964428] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 2.2s | Global ETA: N/A [2025-11-22T01:38:20.965316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:20.965379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:20.970368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:20.972163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:20.972709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:20.973117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:20.974014] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:20.975189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.000533] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 6.00%, Actual: 3.49% [2025-11-22T01:38:21.087742] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 3.58%, Actual: 5.09% [2025-11-22T01:38:21.124086] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 2.2s | Global ETA: N/A [2025-11-22T01:38:21.124985] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:21.125064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:21.129847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:21.131571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:21.132071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:21.132463] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:21.133438] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:21.134116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:21.136772] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:21.137947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.166441] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.68%, Actual: 2.80% [2025-11-22T01:38:21.253958] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.39%, Actual: 3.09% [2025-11-22T01:38:21.254155] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 40.6810% [2025-11-22T01:38:21.254233] [INFO ] [main ] UAA: DISCARDED add_vol_of_vol (score: 40.68%) [2025-11-22T01:38:21.254274] [INFO ] [main ] UAA: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:38:21.254306] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volatility_decay_ratio'] [2025-11-22T01:38:21.254340] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:21.267304] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:21.268678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:21.268741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:21.273512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:21.275291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:21.275776] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:21.277384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:21.278534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.332602] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.61%, Actual: 7.88% [2025-11-22T01:38:21.500000] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.50%, Actual: 4.51% [2025-11-22T01:38:21.549818] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 1.6s | Global ETA: N/A [2025-11-22T01:38:21.550726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:21.550790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:21.555602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:21.557478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:21.557988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:21.558375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:21.559234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:21.560366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.665186] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -3.64%, Actual: 5.29% [2025-11-22T01:38:21.665390] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 48.4118% [2025-11-22T01:38:21.665476] [INFO ] [main ] KOS: DISCARDED add_return_volume_nonlinearity_proxies (score: 48.41%) [2025-11-22T01:38:21.665520] [INFO ] [main ] KOS: Testing feature 42/53: add_shelf_lag [2025-11-22T01:38:21.665556] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_shelf_lag'] [2025-11-22T01:38:21.665610] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:21.678279] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:21.679551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:21.679613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:21.680333] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:21.709491] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 4.65% | Symbol ETA: 1.6s | Global ETA: N/A [2025-11-22T01:38:21.710402] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:21.710467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:21.715288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:21.717233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:21.717793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:21.718190] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:21.719283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:21.719980] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:21.722708] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:21.723892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.804151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:21.805326] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:21.806533] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:21.808080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:21.875875] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.08% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:38:21.876781] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:21.876843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:21.881668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:21.883455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:21.883946] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:21.885544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:21.886730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:22.146513] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.0s | Global ETA: N/A [2025-11-22T01:38:22.298036] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 1.0s | Global ETA: N/A [2025-11-22T01:38:22.320322] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:38:22.444386] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 6.90% | Symbol ETA: 9.3s | Global ETA: N/A [2025-11-22T01:38:22.445280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:22.445344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:22.446032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:22.465774] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 2.64%, Actual: 0.78% [2025-11-22T01:38:22.471435] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:22.472345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:22.472407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:22.477269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:22.479105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:22.479581] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:22.481224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:22.482380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:22.491684] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:38:22.569555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:22.570835] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:22.572151] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:22.573578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:22.632526] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.59%, Actual: 0.27% [2025-11-22T01:38:22.667344] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:38:22.800790] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.87%, Actual: 1.21% [2025-11-22T01:38:22.844090] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:38:22.972120] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 1.11% [2025-11-22T01:38:23.026990] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:23.064636] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:38:23.065515] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:23.065581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:23.070707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:23.072444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:23.072929] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:23.074520] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:23.075705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:23.142683] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.08%, Actual: 0.45% [2025-11-22T01:38:23.219108] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:23.229021] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -4.43% | Symbol ETA: 8.6s | Global ETA: N/A [2025-11-22T01:38:23.229972] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:23.230037] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:23.230764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:23.309918] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 1.03% [2025-11-22T01:38:23.360592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:23.361925] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:23.363207] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:23.364683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:23.386601] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:23.481182] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 1.48% [2025-11-22T01:38:23.555290] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:38:23.650379] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 1.43% [2025-11-22T01:38:23.668114] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 4.6s | Global ETA: N/A [2025-11-22T01:38:23.669001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:23.669064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:23.673829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:23.675554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:23.676040] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:23.677670] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:23.678816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:23.723437] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:38:23.821920] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 4.65%, Actual: 0.52% [2025-11-22T01:38:23.890997] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:23.891195] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:38:23.891271] [INFO ] [main ] BGY: DISCARDED add_volatility_decay_ratio (score: 26.92%) [2025-11-22T01:38:23.891313] [INFO ] [main ] BGY: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:38:23.891346] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:38:23.891383] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:23.902294] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:23.903708] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:23.903772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:23.908580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:23.910395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:23.910901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:23.911296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:23.912165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:23.912615] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:23.913801] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:23.915825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:23.994012] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.88%, Actual: 0.73% [2025-11-22T01:38:23.994210] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 38.6783% [2025-11-22T01:38:23.994294] [INFO ] [main ] PFLT: DISCARDED add_volatility_decay_ratio (score: 38.68%) [2025-11-22T01:38:23.994337] [INFO ] [main ] PFLT: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:38:23.994371] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:38:23.994425] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:24.009900] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:24.011443] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:24.011510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:24.016596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:24.018521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:24.019095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:24.019509] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:24.020569] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:24.021289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:24.024139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:24.024626] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:24.025746] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:24.027930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.031308] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:38:24.032272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:24.032337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:24.033112] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:24.173499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:24.175253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:24.176891] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:24.178437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.255495] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:24.256327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:24.256389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:24.261214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:24.262982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:24.263445] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:24.265060] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:24.266203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.487409] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:38:24.488319] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:24.488383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:24.493203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:24.494995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:24.495477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:24.495891] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:24.496757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:24.497236] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:24.498296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:24.500326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.617614] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:38:24.618511] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:24.618576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:24.623440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:24.625203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:24.625711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:24.626115] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:24.627116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:24.627826] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:24.630448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:24.630933] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:24.631979] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:24.633990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.834439] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 7.1s | Global ETA: N/A [2025-11-22T01:38:24.835452] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:24.835519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:24.836253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:24.843884] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:24.844778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:24.844841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:24.849850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:24.851570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:24.852056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:24.853627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:24.854783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:24.965059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:24.966333] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:24.967595] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:24.969010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.071716] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:25.072585] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:25.072674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:25.077488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:25.079238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:25.079734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:25.080127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:25.080982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:25.081432] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:25.082485] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:25.084493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.217186] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -0.93% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:38:25.218115] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:25.218184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:25.223317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:25.225157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:25.225674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:25.226083] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:25.227148] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:25.227876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:25.230711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:25.231197] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:25.232326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:25.234406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.425702] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:38:25.426588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:25.426670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:25.431634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:25.433456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:25.433985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:25.435670] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:25.436854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.607422] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -1.35% | Symbol ETA: 6.3s | Global ETA: N/A [2025-11-22T01:38:25.608348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:25.608414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:25.609152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:25.654262] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:38:25.655155] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:25.655220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:25.660031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:25.661774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:25.662249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:25.662637] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:25.663496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:25.663966] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:25.665021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:25.667026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.733341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:25.734494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:25.735708] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:25.737181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:25.832397] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.91% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:25.833313] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:25.833382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:25.838408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:25.840207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:25.840730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:25.841136] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:25.842168] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:25.842890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:25.845688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:25.846175] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:25.847370] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:25.849626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.017175] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 2.2s | Global ETA: N/A [2025-11-22T01:38:26.018074] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:26.018137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:26.022919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:26.024686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:26.025148] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:26.026827] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:26.027977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.234945] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:38:26.235824] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:26.235889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:26.240711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:26.242429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:26.242923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:26.243312] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:26.244164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:26.244609] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:26.245673] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:26.247673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.369732] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:26.370603] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:26.370687] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:26.371365] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:26.442027] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:38:26.442929] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:26.442995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:26.447785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:26.449496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:26.449987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:26.450377] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:26.451353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:26.452040] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:26.454677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:26.455146] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:26.456217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:26.458242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.495155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:26.496408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:26.497705] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:26.499100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.596305] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 2.81% | Symbol ETA: 1.6s | Global ETA: N/A [2025-11-22T01:38:26.597216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:26.597279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:26.602030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:26.603768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:26.604226] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:26.605818] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:38:26.606952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:26.817537] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:38:26.818544] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:26.818607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:26.823376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:26.825122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:26.825595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:26.826110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:26.826965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:26.827435] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:26.828487] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:26.830475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:27.039668] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.40% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:38:27.040595] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:27.040693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:27.045760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:27.047600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:27.048109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:27.048510] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:27.049533] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:27.050242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:27.053067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:27.053551] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:27.054688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:27.056773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:27.129768] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.02% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:27.130688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:27.130753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:27.131420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:27.177114] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -3.06% | Symbol ETA: 1.0s | Global ETA: N/A [2025-11-22T01:38:27.254004] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:27.255184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:27.256393] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:27.257845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:27.345228] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 0.23% [2025-11-22T01:38:27.401111] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.1s | Global ETA: N/A [2025-11-22T01:38:27.402005] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:27.402069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:27.406860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:27.408627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:27.409124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:27.409516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:27.410367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:27.410844] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:27.411900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:27.413897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:27.510757] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 0.05% [2025-11-22T01:38:27.649483] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:38:27.650462] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:27.650550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:27.655445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:27.657283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:27.657776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:27.658169] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:27.659180] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:27.659859] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:27.662469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:27.662949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:27.664008] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:27.666055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:27.676556] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 0.69% [2025-11-22T01:38:27.841870] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.80% [2025-11-22T01:38:27.890251] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.80% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:27.891144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:27.891208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:27.891900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:27.982868] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:38:27.983762] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:27.983826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:27.988600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:27.990697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:27.991181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:27.991599] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:27.992460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:27.992940] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:27.994009] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:27.996030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.007331] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 6.18% [2025-11-22T01:38:28.013657] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:28.015066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:28.016282] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:28.017722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.174032] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 3.29% [2025-11-22T01:38:28.250195] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:38:28.251119] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:28.251186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:28.255923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:28.257702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:28.258175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:28.258570] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:28.259532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:28.260205] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:28.262866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:28.263324] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:28.264387] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:28.266416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.340021] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 2.45%, Actual: 0.17% [2025-11-22T01:38:28.505807] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 1.29% [2025-11-22T01:38:28.565369] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 2.0s | Global ETA: N/A [2025-11-22T01:38:28.566268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:28.566333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:28.571250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:28.573023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:28.573496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:28.573910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:28.574769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:28.575221] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:28.576284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:28.578298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.652298] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.02% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:38:28.653198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:28.653273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:28.653990] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:28.670343] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 2.81%, Actual: 5.09% [2025-11-22T01:38:28.776411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:28.777633] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:28.778915] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:38:28.780302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.834841] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -3.06%, Actual: 3.09% [2025-11-22T01:38:28.835030] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 36.9848% [2025-11-22T01:38:28.835110] [INFO ] [main ] UAA: DISCARDED add_volatility_decay_ratio (score: 36.98%) [2025-11-22T01:38:28.835152] [INFO ] [main ] UAA: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:38:28.835186] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:38:28.835221] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:28.840481] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 2.0s | Global ETA: N/A [2025-11-22T01:38:28.841397] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:28.841463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:28.846352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:28.848220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:28.848397] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:28.848724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:28.849151] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:28.849840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:28.849903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:28.850144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:28.850854] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:28.853569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:28.854065] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:28.854716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:28.855129] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:28.856476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:28.856962] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:28.857159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:28.858577] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:28.859711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:28.861753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:29.145839] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:38:29.146729] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:29.146794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:29.151586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:29.153340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:29.153835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:29.154224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:29.155105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:29.155567] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:29.156667] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:29.158755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:29.419860] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:29.435435] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:38:29.436328] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:38:29.436394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:29.438900] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.05% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:38:29.439788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:29.439851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:29.441190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:29.442953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:29.443433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:29.443844] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:29.444672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:29.444829] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:29.445492] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:29.446395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:29.446879] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:29.448498] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:29.449595] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:29.448187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:29.450670] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:29.451634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:29.452954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:29.455006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:29.591794] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 6.90%, Actual: 16.18% [2025-11-22T01:38:29.726709] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.8s | Global ETA: N/A [2025-11-22T01:38:29.768223] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -4.43%, Actual: 6.25% [2025-11-22T01:38:29.895674] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 2.41% [2025-11-22T01:38:29.943824] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 3.38% [2025-11-22T01:38:30.035271] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:38:30.036164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:30.036227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:30.040996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:30.042776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:30.043237] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:30.044860] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:30.045973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:30.046665] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 0.8s | Global ETA: N/A [2025-11-22T01:38:30.048014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:30.065253] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 1.52% [2025-11-22T01:38:30.127526] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 2.32% [2025-11-22T01:38:30.214055] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 0.78% [2025-11-22T01:38:30.232548] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.33% [2025-11-22T01:38:30.294063] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 2.09% [2025-11-22T01:38:30.382166] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 0.27% [2025-11-22T01:38:30.399111] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:38:30.462471] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 3.49% [2025-11-22T01:38:30.549789] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 1.21% [2025-11-22T01:38:30.565447] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:30.626818] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:38:30.627739] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:30.627815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:30.629361] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.02%, Actual: 2.80% [2025-11-22T01:38:30.632660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:30.634389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:30.634892] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:30.636476] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:30.637572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:30.639566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:30.716341] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.27%, Actual: 1.11% [2025-11-22T01:38:30.733098] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:30.799973] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.80%, Actual: 7.88% [2025-11-22T01:38:30.883291] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 0.45% [2025-11-22T01:38:30.900285] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:30.977058] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.02%, Actual: 4.51% [2025-11-22T01:38:31.052101] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 1.03% [2025-11-22T01:38:31.070414] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.26% [2025-11-22T01:38:31.152179] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 5.29% [2025-11-22T01:38:31.152389] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 53.6963% [2025-11-22T01:38:31.152483] [INFO ] [main ] KOS: DISCARDED add_shelf_lag (score: 53.70%) [2025-11-22T01:38:31.152528] [INFO ] [main ] KOS: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:38:31.152564] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_signed_carry_history_11'] [2025-11-22T01:38:31.152600] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:31.165765] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:31.167349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:31.167430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:31.168184] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:31.218725] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 1.48% [2025-11-22T01:38:31.218808] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:38:31.219693] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:31.219757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:31.224531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:31.226276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:31.226764] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:31.228391] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:31.229469] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:31.231477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:31.236670] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.18% [2025-11-22T01:38:31.305555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:31.306957] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:31.308410] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:31.310128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:31.386425] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.43% [2025-11-22T01:38:31.402797] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:31.402978] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.5203% [2025-11-22T01:38:31.403059] [INFO ] [main ] BGY: DISCARDED add_volatility_state_percentiles (score: 28.52%) [2025-11-22T01:38:31.403100] [INFO ] [main ] BGY: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:38:31.403132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_volume_dispersion'] [2025-11-22T01:38:31.403166] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:31.414090] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:31.415429] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:31.415492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:31.420280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:31.422068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:31.422544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:31.422960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:31.423829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:31.425204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:31.553238] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 0.52% [2025-11-22T01:38:31.721558] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.73% [2025-11-22T01:38:31.721770] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 48.8725% [2025-11-22T01:38:31.721857] [INFO ] [main ] PFLT: DISCARDED add_volatility_state_percentiles (score: 48.87%) [2025-11-22T01:38:31.721898] [INFO ] [main ] PFLT: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:38:31.721933] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_volume_dispersion'] [2025-11-22T01:38:31.721991] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:31.733871] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:31.735245] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:31.735309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:31.740154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:31.741934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:31.742403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:31.742808] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:31.743781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:31.744436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:31.747117] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:31.748718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:31.815123] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:38:31.816232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:31.816296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:31.821821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:31.823831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:31.824497] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:31.826162] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:31.827324] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:31.829373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:31.925758] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.98% | Symbol ETA: 9.1s | Global ETA: N/A [2025-11-22T01:38:31.926708] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:31.926775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:31.927531] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:31.992610] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:31.993500] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:31.993563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:31.998367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:32.000119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:32.000592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:32.001218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:32.002089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:32.003448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.066277] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:32.067765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:32.069097] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:32.070598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.324706] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 2.40% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:38:32.325635] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:32.325721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:32.330630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:32.332475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:32.332974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:32.333366] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:32.334447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:32.335167] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:32.337932] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:32.339293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.415290] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:38:32.416210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:32.416274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:32.421051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:32.422831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:32.423303] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:32.424912] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:32.425989] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:32.428066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.570138] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:38:32.571031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:32.571094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:32.575878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:32.577638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:32.578151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:32.578533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:32.579396] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:32.580767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.650185] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 8.2s | Global ETA: N/A [2025-11-22T01:38:32.651078] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:32.651140] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:32.651826] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:32.775428] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:32.776695] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:32.777941] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:32.779307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:32.911808] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.72% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:38:32.912691] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:32.912754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:32.917574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:32.919313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:32.919800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:32.920213] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:32.921215] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:32.921897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:32.924541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:32.925915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.017307] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:38:33.018244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:33.018310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:33.023331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:33.025123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:33.025608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:33.027324] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:33.028457] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:33.030505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.146630] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:33.147552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:33.147615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:33.152429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:33.154228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:33.154714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:33.155098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:33.155960] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:33.157337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.349748] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 7.4s | Global ETA: N/A [2025-11-22T01:38:33.350616] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:33.350698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:33.351382] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:33.479991] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:33.481312] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:33.482609] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:33.484087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.499408] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:33.500310] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:33.500374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:33.505227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:33.507020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:33.507512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:33.507953] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:33.508957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:33.509610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:33.512274] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:33.513991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.619182] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 2.0s | Global ETA: N/A [2025-11-22T01:38:33.620086] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:33.620150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:33.625119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:33.626889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:33.627397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:33.629069] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:33.630217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:33.632287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:33.743162] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:33.744064] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:33.744129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:33.749045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:33.750798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:33.751262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:33.751665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:33.752518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:33.753921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.060805] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 4.09% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:38:34.061702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:34.061766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:34.062440] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:34.098383] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:38:34.099286] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:34.099351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:34.104153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:34.105918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:34.106403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:34.106814] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:34.107825] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:34.108493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:34.111183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:34.112552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.187565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:34.188833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:34.190065] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:34.191446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.222455] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:38:34.223355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:34.223437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:34.228318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:34.230275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:34.230777] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:34.232547] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:34.233633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:38:34.235791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.339354] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:34.340368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:34.340434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:34.345464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:34.347362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:34.347900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:34.348314] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:34.349211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:34.350664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.688252] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -2.15% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:34.689161] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:34.689225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:34.694389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:34.696179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:34.696679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:34.697098] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:34.698143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:34.698825] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:34.701509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:34.702931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.782752] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -6.17% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:38:34.784018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:34.784081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:34.784767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:34.831205] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 0.8s | Global ETA: N/A [2025-11-22T01:38:34.910261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:34.911477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:34.912716] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:34.914105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.916842] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:34.917765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:34.917828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:34.922557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:34.924307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:34.924811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:34.925194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:34.926054] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:34.927426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:34.999507] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.05%, Actual: 0.23% [2025-11-22T01:38:35.164429] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.05% [2025-11-22T01:38:35.282585] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:35.283563] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:35.283630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:35.289111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:35.290893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:35.291420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:35.291885] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:35.292908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:35.293680] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:35.296450] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:35.297903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:35.328805] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 0.69% [2025-11-22T01:38:35.480984] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.62% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:35.481875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:35.481938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:35.482610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:35.494826] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:35.495596] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.80% [2025-11-22T01:38:35.495725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:35.495788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:35.500532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:35.502279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:35.502766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:35.503156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:35.504026] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:35.505367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:35.609582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:35.610893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:35.613097] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:35.615687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:35.661578] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 6.18% [2025-11-22T01:38:35.827998] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 3.29% [2025-11-22T01:38:35.906779] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:35.907771] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:35.907865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:35.912981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:35.914897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:35.915422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:35.915845] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:35.916856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:35.917585] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:35.920472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:35.921941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.002459] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.17% [2025-11-22T01:38:36.068942] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:38:36.069844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:36.069941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:36.075112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:36.076945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:36.077441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:36.077847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:36.078716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:36.080093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.174996] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.29% [2025-11-22T01:38:36.237299] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.53% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:38:36.238251] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:36.238316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:36.239080] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:36.348984] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 5.09% [2025-11-22T01:38:36.368842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:36.370142] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:36.371398] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:36.372839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.503114] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:38:36.504030] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:36.504095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:36.509010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:36.510936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:36.511420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:36.511829] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:36.512811] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:36.513473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:36.516181] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:36.517591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.538743] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -2.26%, Actual: 3.09% [2025-11-22T01:38:36.538974] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 35.2328% [2025-11-22T01:38:36.539066] [INFO ] [main ] UAA: DISCARDED add_volatility_state_percentiles (score: 35.23%) [2025-11-22T01:38:36.539112] [INFO ] [main ] UAA: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:38:36.539146] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_dispersion'] [2025-11-22T01:38:36.542936] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:36.555320] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:36.556600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:36.556690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:36.561480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:36.563249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:36.563748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:36.565325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:36.566690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.642593] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:38:36.643487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:36.643550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:36.648326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:36.650078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:36.650556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:36.650961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:36.651823] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:36.653154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:36.961975] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.98% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:38:36.962919] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:36.962983] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:36.963736] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:37.087846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:37.089077] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:37.090276] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:37.091676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:37.097224] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 4.26% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:38:37.098132] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:37.098533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:37.103375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:37.105116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:37.105597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:37.106015] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:37.106998] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:37.107723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:37.110470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:37.111897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:37.149232] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:38:37.150179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:37.150244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:37.155380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:37.157281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:37.157792] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:37.159506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:37.160948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:37.214418] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.6s | Global ETA: N/A [2025-11-22T01:38:37.382114] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 2.41% [2025-11-22T01:38:37.550949] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 1.52% [2025-11-22T01:38:37.662494] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.59% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:37.663422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:37.663486] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:37.664198] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:37.686107] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 0.6s | Global ETA: N/A [2025-11-22T01:38:37.725134] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.33% [2025-11-22T01:38:37.764045] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:37.764957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:37.765021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:37.769977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:37.771762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:37.772253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:37.773913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:37.775273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:37.796132] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:37.797359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:37.798582] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:38:37.800018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:37.869110] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 2.40%, Actual: 0.78% [2025-11-22T01:38:37.896819] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 2.06% [2025-11-22T01:38:38.043749] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.72%, Actual: 0.27% [2025-11-22T01:38:38.062135] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:38.218705] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 1.21% [2025-11-22T01:38:38.300000] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:38.349209] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -4.77% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:38.350102] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:38.350164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:38.354891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:38.356608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:38.357122] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:38.358754] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:38.360093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:38.361549] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:38.392090] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 1.11% [2025-11-22T01:38:38.468574] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:38.528657] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.98%, Actual: 16.18% [2025-11-22T01:38:38.562911] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -2.15%, Actual: 0.45% [2025-11-22T01:38:38.638806] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.26% [2025-11-22T01:38:38.695060] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 6.25% [2025-11-22T01:38:38.808067] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.36%, Actual: 1.03% [2025-11-22T01:38:38.814665] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:38:38.858619] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.91%, Actual: 3.38% [2025-11-22T01:38:38.953054] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 2.94% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:38:38.953983] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:38.954049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:38.959066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:38.960866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:38.961352] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:38.962993] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:38.964347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:38.979188] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 1.48% [2025-11-22T01:38:38.993631] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:38.993895] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 26.9169% [2025-11-22T01:38:38.993994] [INFO ] [main ] BGY: DISCARDED add_volume_dispersion (score: 26.92%) [2025-11-22T01:38:38.994045] [INFO ] [main ] BGY: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:38:38.994094] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_volume_flow_differentials'] [2025-11-22T01:38:38.994146] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:39.005827] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:39.007539] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:39.007606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:39.013156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:39.015030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:39.015516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:39.015947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:39.017006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:39.019946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:39.022302] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 4.09%, Actual: 2.32% [2025-11-22T01:38:39.151241] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 1.43% [2025-11-22T01:38:39.186626] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -6.17%, Actual: 2.09% [2025-11-22T01:38:39.333045] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 4.26%, Actual: 0.52% [2025-11-22T01:38:39.350198] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.62%, Actual: 3.49% [2025-11-22T01:38:39.509138] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -1.10%, Actual: 0.73% [2025-11-22T01:38:39.509374] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 36.4200% [2025-11-22T01:38:39.509461] [INFO ] [main ] PFLT: DISCARDED add_volume_dispersion (score: 36.42%) [2025-11-22T01:38:39.509506] [INFO ] [main ] PFLT: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:38:39.509540] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_volume_flow_differentials'] [2025-11-22T01:38:39.509576] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:39.521516] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:39.523010] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:39.523074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:39.527973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:39.529776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:39.530268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:39.530740] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:39.531787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:39.532454] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:39.533589] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.53%, Actual: 2.80% [2025-11-22T01:38:39.535181] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:39.537967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:39.550565] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.17% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:39.551452] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:39.551514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:39.556453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:39.558601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:39.559123] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:39.560783] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:39.562117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:39.678663] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 6.5s | Global ETA: N/A [2025-11-22T01:38:39.679569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:39.679633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:39.684479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:39.686248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:39.686735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:39.687147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:39.688080] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:39.690894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:39.701019] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.98%, Actual: 7.88% [2025-11-22T01:38:39.867018] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.59%, Actual: 4.51% [2025-11-22T01:38:40.034346] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.31%, Actual: 5.29% [2025-11-22T01:38:40.034546] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 47.9374% [2025-11-22T01:38:40.034627] [INFO ] [main ] KOS: DISCARDED add_signed_carry_history_11 (score: 47.94%) [2025-11-22T01:38:40.034697] [INFO ] [main ] KOS: Testing feature 44/53: add_sma_ratio [2025-11-22T01:38:40.034732] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_sma_ratio'] [2025-11-22T01:38:40.034767] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:40.046228] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:40.047661] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:40.048041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:40.048763] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:40.138945] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:38:40.139890] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:40.139955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.144770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.146539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:40.146787] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 2.34% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:40.147087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:40.147491] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:40.147769] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:40.147835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.148464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:40.149139] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:40.151811] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:40.153169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.154531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.155105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:40.155605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:40.157350] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:40.159006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.175842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:40.176953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:40.178200] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:40.178983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.267738] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:40.268610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:40.268694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.273462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.275212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:40.275695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:40.276079] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:40.276938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:40.279629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.740276] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:38:40.741218] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:40.741284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.742491] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 3.04% | Symbol ETA: 8.1s | Global ETA: N/A [2025-11-22T01:38:40.743382] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:40.743445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:40.744143] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:40.746197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.748126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:40.748660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:40.749071] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:40.750075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:40.750772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:40.753507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:40.756255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.763430] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:40.764407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:40.764473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.769915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.771793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:40.772290] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:40.773991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:40.775454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.860264] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:40.861517] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:40.861583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:40.866575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:40.868462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:40.868970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:40.869384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:40.870292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:40.871353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:40.872507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:40.873118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:40.873789] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:40.874580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:41.362805] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -3.18% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:38:41.363714] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:41.363778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:41.369112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:41.370947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:41.371440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:41.371845] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:41.372870] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:41.373562] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:41.376343] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:41.379138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:41.388824] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 1.9s | Global ETA: N/A [2025-11-22T01:38:41.389783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:41.389859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:41.395253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:41.397205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:41.397776] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:41.399506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:41.400993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:41.450493] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 3.28% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:38:41.451376] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:41.451438] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:41.452131] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:41.459797] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:41.460627] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:41.460708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:41.465508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:41.467268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:41.467747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:41.468125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:41.468978] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:41.471604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:41.577861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:41.579056] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:41.580262] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:41.581029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:41.996901] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 1.80% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:38:41.997876] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:41.997958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:42.002810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:42.004595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:42.005107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:42.005498] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:42.006480] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:42.007172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:42.009822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:42.012494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.016262] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:38:42.017502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:42.017579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:42.024429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:42.026946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:42.027597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:42.029890] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:38:42.031735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.066173] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:38:42.067057] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:42.067141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:42.071950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:42.073702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:42.074167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:42.074546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:42.075412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:42.078140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.151251] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:38:42.152132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:42.152197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:42.152881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:42.278694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:42.280073] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:42.281374] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:42.282164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.598950] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:42.599900] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:42.599968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:42.604937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:42.606823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:42.607364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:42.607791] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:42.608838] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:42.609549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:42.612313] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:42.615112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.652119] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:38:42.653021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:42.653087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:42.657826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:42.659572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:42.660058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:42.660443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:42.660861] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -7.09% | Symbol ETA: 0.6s | Global ETA: N/A [2025-11-22T01:38:42.661316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:42.664020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:42.831410] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.23% [2025-11-22T01:38:42.869370] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.63% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:38:42.870276] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:42.870339] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:42.871037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:42.998858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:43.000141] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:43.001399] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:43.002201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.009183] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 0.05% [2025-11-22T01:38:43.182099] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -4.77%, Actual: 0.69% [2025-11-22T01:38:43.206510] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:38:43.207428] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:43.207493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:43.212257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:43.213992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:43.214469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:43.214876] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:43.215861] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:43.216521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:43.219253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:43.221942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.230579] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:43.231522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:43.231586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:43.236389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:43.238195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:43.238679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:43.239097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:43.239994] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:43.242684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.351356] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 2.94%, Actual: 1.80% [2025-11-22T01:38:43.518841] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.17%, Actual: 6.18% [2025-11-22T01:38:43.582207] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.16% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:38:43.583149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:43.583214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:43.583921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:43.720115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:43.721426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:43.722743] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:43.723529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.739298] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.34%, Actual: 3.29% [2025-11-22T01:38:43.798475] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:43.799394] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:43.799457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:43.804244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:43.805982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:43.806456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:43.806864] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:43.807892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:43.808397] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.7s | Global ETA: N/A [2025-11-22T01:38:43.808546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:43.809297] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:43.809361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:43.811259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:43.813964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.814106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:43.815843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:43.816308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:43.816711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:43.817598] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:43.820298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:43.906314] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 0.17% [2025-11-22T01:38:44.095045] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 1.29% [2025-11-22T01:38:44.294622] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 5.09% [2025-11-22T01:38:44.354134] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:44.355082] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:44.355145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:44.355881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:44.388319] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 1.1s | Global ETA: N/A [2025-11-22T01:38:44.389221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:44.389285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:44.389552] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 1.7s | Global ETA: N/A [2025-11-22T01:38:44.390450] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:44.390514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:44.394043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:44.395285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:44.396131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:44.396595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:44.397000] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:44.397014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:44.397501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:44.397881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:44.397910] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:44.398899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:44.399563] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:44.400583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:44.402162] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:44.405197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:44.468468] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -7.09%, Actual: 3.09% [2025-11-22T01:38:44.468708] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 33.1916% [2025-11-22T01:38:44.468811] [INFO ] [main ] UAA: DISCARDED add_volume_dispersion (score: 33.19%) [2025-11-22T01:38:44.468856] [INFO ] [main ] UAA: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:38:44.468890] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_flow_differentials'] [2025-11-22T01:38:44.468925] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:44.482103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:44.483032] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:44.483459] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:44.484615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:44.484721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:44.484776] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:44.485520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:44.490091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:44.491921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:44.492441] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:44.494134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:44.497025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:44.965489] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.5s | Global ETA: N/A [2025-11-22T01:38:45.013712] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 1.1s | Global ETA: N/A [2025-11-22T01:38:45.015133] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:45.015200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:45.020163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:45.021987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:45.022474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:45.022882] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:45.023858] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:45.024521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:45.027202] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:45.029906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:45.055029] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.53% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:38:45.059302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:45.059369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:45.060095] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:45.101222] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 0.93% | Symbol ETA: 6.0s | Global ETA: N/A [2025-11-22T01:38:45.102111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:45.102173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:45.106924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:45.108742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:45.109218] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:45.110820] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:45.113455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:45.134014] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 2.41% [2025-11-22T01:38:45.184233] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:45.185536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:45.186803] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:45.187592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:45.301498] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 1.52% [2025-11-22T01:38:45.469125] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.33% [2025-11-22T01:38:45.611686] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 0.5s | Global ETA: N/A [2025-11-22T01:38:45.635335] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 2.06% [2025-11-22T01:38:45.695663] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.56% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:38:45.696898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:45.696961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:45.701943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:45.703764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:45.704245] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:45.705873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:45.708693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:45.760625] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.59% | Symbol ETA: 3.3s | Global ETA: N/A [2025-11-22T01:38:45.761506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:45.761570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:45.762263] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:45.786577] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 0.78% [2025-11-22T01:38:45.803113] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:45.885708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:45.886991] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:45.888251] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:45.889046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:45.953864] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.27% [2025-11-22T01:38:45.969961] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:46.132170] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 1.21% [2025-11-22T01:38:46.138877] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:46.288370] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -7.24% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:46.289334] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:46.289397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:46.294122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:46.295861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:46.296334] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:46.297946] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:46.298883] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 1.80%, Actual: 1.11% [2025-11-22T01:38:46.300703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:46.305965] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.26% [2025-11-22T01:38:46.443279] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 2.6s | Global ETA: N/A [2025-11-22T01:38:46.444179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:46.444240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:46.444932] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:46.471554] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.18% [2025-11-22T01:38:46.488160] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.45% [2025-11-22T01:38:46.565844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:46.566920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:46.568107] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:38:46.568895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:46.638585] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:46.638807] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 25.6270% [2025-11-22T01:38:46.638898] [INFO ] [main ] BGY: DISCARDED add_volume_flow_differentials (score: 25.63%) [2025-11-22T01:38:46.638940] [INFO ] [main ] BGY: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:38:46.638974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_volume_pressure_into_close'] [2025-11-22T01:38:46.639031] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:46.650092] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:46.651466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:46.651530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:46.656487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:46.657460] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 1.03% [2025-11-22T01:38:46.658316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:46.658824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:46.659217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:46.660110] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:46.661795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:46.825197] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 1.48% [2025-11-22T01:38:46.889200] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 7.04% | Symbol ETA: 4.1s | Global ETA: N/A [2025-11-22T01:38:46.890109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:46.890171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:46.894902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:46.896636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:46.897156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:46.898768] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:46.901433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:46.993764] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 1.43% [2025-11-22T01:38:47.131132] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.36% | Symbol ETA: 1.9s | Global ETA: N/A [2025-11-22T01:38:47.165866] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 0.89%, Actual: 0.52% [2025-11-22T01:38:47.232014] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:38:47.232914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:47.232979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:47.237939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:47.239833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:47.240310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:47.240723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:47.241606] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:47.243251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:47.297836] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 3.04%, Actual: 16.18% [2025-11-22T01:38:47.334679] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 0.73% [2025-11-22T01:38:47.334927] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 50.2461% [2025-11-22T01:38:47.335033] [INFO ] [main ] PFLT: DISCARDED add_volume_flow_differentials (score: 50.25%) [2025-11-22T01:38:47.335078] [INFO ] [main ] PFLT: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:38:47.335114] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_volume_pressure_into_close'] [2025-11-22T01:38:47.335171] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:47.347620] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:47.349235] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:47.349309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:47.354580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:47.356445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:47.357011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:47.357488] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:47.358528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:47.359268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:47.362388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:47.364113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:47.470692] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.28%, Actual: 6.25% [2025-11-22T01:38:47.498129] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -5.44% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:38:47.499052] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:47.499124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:47.504188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:47.506031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:47.506564] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:47.508260] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:47.511217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:47.641815] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 3.38% [2025-11-22T01:38:47.811776] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 2.32% [2025-11-22T01:38:47.819929] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.16% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:38:47.820818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:47.820881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:47.825664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:47.827455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:47.827945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:47.828358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:47.829222] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:47.830829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:47.970484] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 5.9s | Global ETA: N/A [2025-11-22T01:38:47.971388] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:47.971452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:47.976198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:47.977294] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.16%, Actual: 2.09% [2025-11-22T01:38:47.977983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:47.978469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:47.978874] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:47.979883] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:47.980540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:47.983160] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:47.984753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.128325] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:38:48.129222] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:48.129285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:48.134038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.135785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:48.136260] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:48.137874] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:48.140555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.142722] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 3.49% [2025-11-22T01:38:48.309248] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.53%, Actual: 2.80% [2025-11-22T01:38:48.401742] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:38:48.402630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:48.402715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:48.407608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.409406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:48.409896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:48.410313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:48.411173] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:48.412805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.475881] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.59%, Actual: 7.88% [2025-11-22T01:38:48.564267] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.02% | Symbol ETA: 5.2s | Global ETA: N/A [2025-11-22T01:38:48.565155] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:48.565225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:48.570015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.571755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:48.572230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:48.572614] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:48.573626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:48.574301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:48.577024] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:48.578724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.645178] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 4.51% [2025-11-22T01:38:48.732042] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.86% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:48.732933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:48.732994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:48.737771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.739574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:48.740063] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:48.741658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:48.744348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.816487] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.36%, Actual: 5.29% [2025-11-22T01:38:48.816758] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 41.1309% [2025-11-22T01:38:48.816871] [INFO ] [main ] KOS: DISCARDED add_sma_ratio (score: 41.13%) [2025-11-22T01:38:48.816914] [INFO ] [main ] KOS: Testing feature 45/53: add_true_range [2025-11-22T01:38:48.816947] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_true_range'] [2025-11-22T01:38:48.816985] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:48.829490] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:48.831055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:48.831120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:48.831907] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:48.964755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:48.966074] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:48.967394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.969319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:48.987701] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 3.8s | Global ETA: N/A [2025-11-22T01:38:48.988592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:48.988998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:48.993842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:48.995603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:48.996097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:48.996489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:48.997381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:48.999002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.147977] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:38:49.148864] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:49.148927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:49.153695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.155426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:49.155920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:49.156365] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:49.157358] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:49.158036] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:49.160673] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:49.162259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.328336] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 1.7s | Global ETA: N/A [2025-11-22T01:38:49.329246] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:49.329339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:49.334095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.335834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:49.336298] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:49.337950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:49.340578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.534910] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.72% | Symbol ETA: 7.9s | Global ETA: N/A [2025-11-22T01:38:49.535867] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:49.535930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:49.536677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:49.570471] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: N/A [2025-11-22T01:38:49.571388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:49.571452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:49.576296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.578123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:49.578604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:49.579011] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:49.579917] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:49.581577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.665932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:49.667327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:49.668735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.670480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.733168] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:38:49.734527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:49.734590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:49.739420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.741203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:49.741694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:49.742080] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:49.743055] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:49.743737] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:49.746372] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:49.747980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:49.925767] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 1.1s | Global ETA: N/A [2025-11-22T01:38:49.926629] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:49.926711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:49.933415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:49.935169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:49.935673] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:49.937292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:38:49.939957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.172952] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:38:50.173873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:50.173947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:50.178842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:50.180622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:50.181123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:50.181524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:50.182412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:50.184072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.250372] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.19% | Symbol ETA: 7.3s | Global ETA: N/A [2025-11-22T01:38:50.251265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:50.251329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:50.252015] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:50.320674] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.62% | Symbol ETA: 3.3s | Global ETA: N/A [2025-11-22T01:38:50.321582] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:50.321665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:50.326369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:50.328142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:50.328626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:50.329043] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:50.330013] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:50.330683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:50.333280] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:50.334871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.382876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:50.384086] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:50.385315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:50.387170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.525791] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -5.32% | Symbol ETA: 0.5s | Global ETA: N/A [2025-11-22T01:38:50.694856] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.93%, Actual: 0.23% [2025-11-22T01:38:50.754231] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:38:50.755126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:50.755191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:50.760073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:50.761873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:50.762340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:50.762750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:50.763628] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:50.765264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.862999] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.56%, Actual: 0.05% [2025-11-22T01:38:50.927683] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:38:50.929229] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:50.929320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:50.934530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:50.936599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:50.937221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:50.937701] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:50.938734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:50.939469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:50.942359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:50.944080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:50.955016] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 6.6s | Global ETA: N/A [2025-11-22T01:38:50.955904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:50.955967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:50.956619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:51.030823] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -7.24%, Actual: 0.69% [2025-11-22T01:38:51.080420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:51.081503] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:51.082689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:51.084405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:51.196920] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 7.04%, Actual: 1.80% [2025-11-22T01:38:51.324579] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 1.5s | Global ETA: N/A [2025-11-22T01:38:51.325473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:51.325536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:51.330359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:51.332074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:51.332541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:51.332948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:51.333819] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:51.335414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:51.363275] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -5.44%, Actual: 6.18% [2025-11-22T01:38:51.532508] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 3.29% [2025-11-22T01:38:51.556668] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:38:51.558141] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:51.558222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:51.563499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:51.565421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:51.565951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:51.566366] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:51.567405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:51.568185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:51.571056] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:51.572808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:51.644535] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:38:51.645440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:51.645503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:51.646194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:51.700950] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.86%, Actual: 0.17% [2025-11-22T01:38:51.770826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:51.771952] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:51.773096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:51.774855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:51.869756] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 1.29% [2025-11-22T01:38:51.899071] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 0.9s | Global ETA: N/A [2025-11-22T01:38:51.899970] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:51.900033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:51.904812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:51.906558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:51.907040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:51.907484] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:51.908338] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:51.909933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.037954] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 5.09% [2025-11-22T01:38:52.178805] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.71% | Symbol ETA: 1.5s | Global ETA: N/A [2025-11-22T01:38:52.179718] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:52.179783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:52.185028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:52.186839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:52.187388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:52.187815] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:52.188852] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:52.189538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:52.192345] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:52.194039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.202943] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -5.32%, Actual: 3.09% [2025-11-22T01:38:52.203144] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 30.1396% [2025-11-22T01:38:52.203227] [INFO ] [main ] UAA: DISCARDED add_volume_flow_differentials (score: 30.14%) [2025-11-22T01:38:52.203274] [INFO ] [main ] UAA: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:38:52.203307] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_pressure_into_close'] [2025-11-22T01:38:52.203364] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:38:52.215524] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:52.217032] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:52.217112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:52.221836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:52.223597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:52.224095] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:52.225699] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:52.227294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.338183] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -5.23% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:52.339080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:52.339143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:52.339831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:52.464074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:52.465303] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:52.466542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:52.468383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.469050] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.3s | Global ETA: N/A [2025-11-22T01:38:52.637811] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 2.41% [2025-11-22T01:38:52.772140] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 0.9s | Global ETA: N/A [2025-11-22T01:38:52.773037] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:52.773100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:52.777979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:52.779778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:52.780256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:52.780670] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:52.781614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:52.782290] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:52.784903] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:52.786509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.805190] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.16%, Actual: 1.52% [2025-11-22T01:38:52.806587] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.64% | Symbol ETA: 5.6s | Global ETA: N/A [2025-11-22T01:38:52.807505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:52.807567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:52.812437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:52.814208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:52.814702] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:52.816334] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:52.818020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:52.972010] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 0.33% [2025-11-22T01:38:53.037783] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.78% | Symbol ETA: 4.4s | Global ETA: N/A [2025-11-22T01:38:53.038670] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:53.038733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:53.039399] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:53.136581] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:38:53.162277] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:53.163398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:53.164573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:53.166300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:53.301560] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:38:53.361175] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.3s | Global ETA: N/A [2025-11-22T01:38:53.395108] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:38:53.395993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:53.396054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:53.400805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:53.402536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:53.403032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:53.404694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:53.406300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:53.466941] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:38:53.540721] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.78% [2025-11-22T01:38:53.634592] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:38:53.722910] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.02%, Actual: 0.27% [2025-11-22T01:38:53.732239] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.82% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:38:53.733134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:53.733197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:53.733881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:53.801685] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:38:53.857841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:53.859023] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:53.860226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:53.862070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:53.902853] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 1.21% [2025-11-22T01:38:53.969925] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:38:53.990993] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -2.61% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:38:53.992064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:53.992125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:53.997201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:53.999124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:53.999618] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:54.001251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:54.002930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:54.084430] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 1.11% [2025-11-22T01:38:54.136874] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.76% [2025-11-22T01:38:54.137029] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 27.0100% [2025-11-22T01:38:54.137131] [INFO ] [main ] BGY: DISCARDED add_volume_pressure_into_close (score: 27.01%) [2025-11-22T01:38:54.137173] [INFO ] [main ] BGY: Testing feature 52/53: add_volume_zscore [2025-11-22T01:38:54.137205] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_volume_zscore'] [2025-11-22T01:38:54.137240] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:38:54.148081] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:54.149430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:54.149493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:54.154329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:54.156128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:54.156606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:54.157015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:54.157929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:54.159585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:54.261356] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.62%, Actual: 0.45% [2025-11-22T01:38:54.424866] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:54.425748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:54.425811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:54.426472] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:54.440521] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.03% [2025-11-22T01:38:54.547232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:54.548370] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:54.549516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:54.551228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:54.609719] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:38:54.611118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:54.611188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:54.616037] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 1.48% [2025-11-22T01:38:54.616291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:54.618149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:54.618706] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:54.620365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:54.622084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:54.721258] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:38:54.722198] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:54.722260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:54.727081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:54.728869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:54.729362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:54.729791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:54.730639] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:54.732228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:54.796146] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.71%, Actual: 1.43% [2025-11-22T01:38:54.977030] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 0.52% [2025-11-22T01:38:55.121423] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.90% | Symbol ETA: 2.3s | Global ETA: N/A [2025-11-22T01:38:55.122304] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:55.122367] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:55.126262] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:55.155324] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.73% [2025-11-22T01:38:55.155546] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 41.3825% [2025-11-22T01:38:55.156154] [INFO ] [main ] PFLT: DISCARDED add_volume_pressure_into_close (score: 41.38%) [2025-11-22T01:38:55.156212] [INFO ] [main ] PFLT: Testing feature 52/53: add_volume_zscore [2025-11-22T01:38:55.156248] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_volume_zscore'] [2025-11-22T01:38:55.156285] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:38:55.169077] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:55.170575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:55.170665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.175678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.177516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:55.178128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:55.178619] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:55.179663] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:55.180338] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:55.183282] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:55.185055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.203480] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 3.3s | Global ETA: N/A [2025-11-22T01:38:55.204361] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:55.204424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.209183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.210929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:55.211427] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:55.213071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:55.214685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.247600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:55.248790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:55.249992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.251738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.299410] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:38:55.300296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:55.300358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.305073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.306812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:55.307327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:55.307763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:55.308658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:55.310203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.786849] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.29% | Symbol ETA: 2.7s | Global ETA: N/A [2025-11-22T01:38:55.787774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:55.787836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.789518] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:38:55.790435] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:55.790501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.792611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.794389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:55.794885] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:55.795700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.796507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:55.797584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:55.798102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:55.798133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.798540] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:55.799683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:55.800445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:55.803520] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:55.805192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.820632] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.99% | Symbol ETA: 1.6s | Global ETA: N/A [2025-11-22T01:38:55.873360] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:38:55.874253] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:55.874315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:55.879093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:55.880859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:55.881332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:55.881740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:55.882573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:55.884186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:55.988153] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.72%, Actual: 16.18% [2025-11-22T01:38:56.156797] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.19%, Actual: 6.25% [2025-11-22T01:38:56.326295] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 3.38% [2025-11-22T01:38:56.373043] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:38:56.373950] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:56.374010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:56.378779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:56.380522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:56.381015] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:56.382606] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:56.384273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:56.410074] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 5.1s | Global ETA: N/A [2025-11-22T01:38:56.411034] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:56.411100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:56.415964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:56.417780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:56.418633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:56.419044] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:56.420021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:56.420703] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:56.423446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:56.425104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:56.445414] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:38:56.446305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:56.446372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:56.451128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:56.452865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:56.453337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:56.453748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:56.454589] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:56.456164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:56.498548] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 2.32% [2025-11-22T01:38:56.671282] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 2.09% [2025-11-22T01:38:56.845427] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 3.49% [2025-11-22T01:38:56.957190] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 1.89% | Symbol ETA: 1.5s | Global ETA: N/A [2025-11-22T01:38:56.958124] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:56.958187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:56.963203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:56.965023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:56.965512] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:56.967233] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:56.968965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.013832] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:38:57.014724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:57.014787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:57.019589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:57.021347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:57.021865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:57.022622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:57.023479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:57.025136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.026374] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.82%, Actual: 2.80% [2025-11-22T01:38:57.029833] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -1.83% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:38:57.030757] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:57.030822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:57.035785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:57.037730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:57.038209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:57.038604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:57.039612] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:57.040339] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:57.043145] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:57.044763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.204288] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 7.88% [2025-11-22T01:38:57.375026] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.90%, Actual: 4.51% [2025-11-22T01:38:57.542524] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.99%, Actual: 5.29% [2025-11-22T01:38:57.542760] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 41.1113% [2025-11-22T01:38:57.542855] [INFO ] [main ] KOS: DISCARDED add_true_range (score: 41.11%) [2025-11-22T01:38:57.542898] [INFO ] [main ] KOS: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:38:57.542931] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_vol_of_vol'] [2025-11-22T01:38:57.542966] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:38:57.554617] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:38:57.555949] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:57.556012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:57.556738] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:57.561574] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 0.9s | Global ETA: N/A [2025-11-22T01:38:57.562563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:57.562628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:57.568019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:57.570114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:38:57.570683] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:38:57.572332] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:38:57.574207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.584621] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:38:57.585529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:57.585592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:57.590421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:57.592150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:57.592626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:57.593048] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:57.593916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:57.595489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.654460] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.09% | Symbol ETA: 3.9s | Global ETA: N/A [2025-11-22T01:38:57.655391] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:57.655456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:57.660837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:57.662762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:57.663257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:57.663695] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:57.664697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:57.665389] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:57.668576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:57.670883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:57.685954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:57.687294] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:57.688566] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:57.689730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:58.251312] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1.9s | Global ETA: N/A [2025-11-22T01:38:58.252538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:58.252615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:58.258558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:58.260940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:58.261505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:58.261954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:58.262891] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:58.264856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:58.309629] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.81% | Symbol ETA: 0.3s | Global ETA: N/A [2025-11-22T01:38:58.393518] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 3.60% | Symbol ETA: 8.9s | Global ETA: N/A [2025-11-22T01:38:58.394570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:58.394636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:58.395459] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:58.464684] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -3.38% | Symbol ETA: 3.4s | Global ETA: N/A [2025-11-22T01:38:58.465657] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:58.465726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:58.470845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:58.472748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:58.473256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:58.473683] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:58.474697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:58.475383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:58.478262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:58.480299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:58.557526] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:58.558913] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:58.560226] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:58.561429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:58.585814] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.64%, Actual: 0.23% [2025-11-22T01:38:58.795455] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 0.05% [2025-11-22T01:38:58.971318] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 0.69% [2025-11-22T01:38:58.975763] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:38:58.976782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:58.976852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:58.982035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:58.984057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:58.984572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:58.985010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:58.985918] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:58.987595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:59.101301] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:38:59.102216] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:59.102281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:59.107058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:59.108837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:59.109304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:59.109719] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:59.110688] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:59.111348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:59.114033] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:59.115607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:59.139593] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 7.7s | Global ETA: N/A [2025-11-22T01:38:59.140512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:59.140576] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:59.141301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:59.144461] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 1.80% [2025-11-22T01:38:59.267434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:59.268511] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:59.269690] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:59.270803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:59.318444] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 6.18% [2025-11-22T01:38:59.492171] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 3.29% [2025-11-22T01:38:59.567983] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 0.7s | Global ETA: N/A [2025-11-22T01:38:59.568886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:38:59.568950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:59.573725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:59.575454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:59.576009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:59.576399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:38:59.577309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:59.578907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:59.664236] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.17% [2025-11-22T01:38:59.694376] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:38:59.695273] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:38:59.695338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:38:59.700081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:38:59.701827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:38:59.702296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:38:59.702708] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:38:59.703689] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:38:59.704350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:38:59.707088] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:38:59.708720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:38:59.830898] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 6.7s | Global ETA: N/A [2025-11-22T01:38:59.831792] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:38:59.831855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:38:59.832523] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:38:59.840433] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 1.89%, Actual: 1.29% [2025-11-22T01:38:59.955517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:38:59.956769] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:38:59.958004] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:38:59.959127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:00.011992] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: -1.51%, Actual: 5.09% [2025-11-22T01:39:00.161077] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.1s | Global ETA: N/A [2025-11-22T01:39:00.184899] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.81%, Actual: 3.09% [2025-11-22T01:39:00.185107] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 37.5280% [2025-11-22T01:39:00.185197] [INFO ] [main ] UAA: DISCARDED add_volume_pressure_into_close (score: 37.53%) [2025-11-22T01:39:00.185241] [INFO ] [main ] UAA: Testing feature 52/53: add_volume_zscore [2025-11-22T01:39:00.185276] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_zscore'] [2025-11-22T01:39:00.185315] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:39:00.199574] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:00.200884] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:00.200948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:00.206235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:00.208126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:00.208616] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:00.210271] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:00.211922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:00.297289] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:39:00.298201] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:00.298266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:00.303182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:00.305125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:00.305693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:00.306088] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:00.307122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:00.307831] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:00.310679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:00.312321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:00.338186] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:39:00.515601] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:39:00.527974] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 3.00% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:39:00.528883] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:00.528945] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:00.529620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:00.656143] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:00.657451] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:00.659394] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:00.663047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:00.692552] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:39:00.814433] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 5.7s | Global ETA: N/A [2025-11-22T01:39:00.815359] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:00.815426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:00.820427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:00.822273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:00.822793] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:00.824490] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:00.826153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:00.867567] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:39:01.088266] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:39:01.103666] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 0.8s | Global ETA: N/A [2025-11-22T01:39:01.105115] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:01.105183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:01.110345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:01.112226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:01.112752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:01.113156] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:01.114200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:01.114915] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:01.117800] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:01.119581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:01.264952] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:39:01.435214] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:39:01.463895] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.71% | Symbol ETA: 5.3s | Global ETA: N/A [2025-11-22T01:39:01.465320] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:01.465390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:01.466172] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:01.601097] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 5.8s | Global ETA: N/A [2025-11-22T01:39:01.602061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:01.602126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:01.607162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:01.609017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:01.609511] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:01.611256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:01.612290] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:01.612935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:01.613524] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:01.613818] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:39:01.614799] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:01.615952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:01.804165] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:39:01.878046] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 0.2s | Global ETA: N/A [2025-11-22T01:39:01.987994] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:39:01.988221] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:39:01.988335] [INFO ] [main ] BGY: DISCARDED add_volume_zscore (score: 28.78%) [2025-11-22T01:39:01.988380] [INFO ] [main ] BGY: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:39:01.988414] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_vwap_deviations'] [2025-11-22T01:39:01.988453] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T01:39:02.001193] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:02.002562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:02.002638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:02.007844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:02.009763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:02.010624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:02.011041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:02.012067] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:02.018274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:02.067422] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.78% [2025-11-22T01:39:02.257042] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 0.27% [2025-11-22T01:39:02.276533] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 5.0s | Global ETA: N/A [2025-11-22T01:39:02.277442] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:02.277504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:02.282222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:02.283980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:02.284454] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:02.286047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:02.287694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:02.325403] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.24% | Symbol ETA: 4.5s | Global ETA: N/A [2025-11-22T01:39:02.326297] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:02.326361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:02.327050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:02.432912] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 1.21% [2025-11-22T01:39:02.461952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:02.463221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:02.464492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:02.465763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:02.605998] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.09%, Actual: 1.11% [2025-11-22T01:39:02.615953] [INFO ] [main ] BGY: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:39:02.616886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:02.616951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:02.621922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:02.623739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:02.624237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:02.624639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:02.625537] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:02.631683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:02.775724] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.38%, Actual: 0.45% [2025-11-22T01:39:02.906909] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 4.40% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:39:02.907861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:02.907927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:02.912878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:02.914680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:02.915231] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:02.917221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:02.918926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:02.947602] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 1.03% [2025-11-22T01:39:03.041712] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.22% | Symbol ETA: 3.7s | Global ETA: N/A [2025-11-22T01:39:03.042629] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:03.042713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:03.043422] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:03.122665] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 1.48% [2025-11-22T01:39:03.168983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:03.170201] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:03.171413] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:03.172540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:03.207672] [INFO ] [main ] BGY: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:39:03.208556] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:03.208619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:03.213434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:03.215238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:03.215744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:03.216136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:03.217006] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:03.222661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:03.292048] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 1.43% [2025-11-22T01:39:03.465533] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.65%, Actual: 0.52% [2025-11-22T01:39:03.507841] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -2.46% | Symbol ETA: 3.5s | Global ETA: N/A [2025-11-22T01:39:03.508810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:03.508876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:03.513912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:03.515756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:03.516274] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:03.518002] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:03.519719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:03.637698] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.73% [2025-11-22T01:39:03.637938] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 47.0078% [2025-11-22T01:39:03.638537] [INFO ] [main ] PFLT: DISCARDED add_volume_zscore (score: 47.01%) [2025-11-22T01:39:03.638587] [INFO ] [main ] PFLT: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:39:03.638627] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure', 'add_vwap_deviations'] [2025-11-22T01:39:03.638713] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T01:39:03.651085] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:03.652426] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:03.652491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:03.657474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:03.659586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:03.660102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:03.660497] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:03.661494] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:03.662206] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:03.665012] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:03.670863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:03.749560] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 2.9s | Global ETA: N/A [2025-11-22T01:39:03.750462] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:03.750525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:03.751211] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:03.795725] [INFO ] [main ] BGY: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:39:03.796636] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:03.796717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:03.801666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:03.803531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:03.804053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:03.804449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:03.805322] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:03.811296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:03.874883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:03.876123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:03.877354] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:03.878482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.109353] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: -2.12% | Symbol ETA: 2.8s | Global ETA: N/A [2025-11-22T01:39:04.110277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:04.110691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.115414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.117236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:04.117782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:04.119434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:04.121137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.265679] [INFO ] [main ] PFLT: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:39:04.266589] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:04.266676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.271690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.273595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:04.274149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:04.274560] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:04.275582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:04.276367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:04.279273] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:04.285359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.388560] [INFO ] [main ] BGY: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:39:04.389466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:04.389529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.394412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.396273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:04.396807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:04.397244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:04.398133] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:04.403886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.467464] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.04% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:39:04.468350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:04.468413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:04.469101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:04.593237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:04.594317] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:04.595479] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:04.596622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.726097] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 3.04% | Symbol ETA: 2.1s | Global ETA: N/A [2025-11-22T01:39:04.727026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:04.727118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.732125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.733988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:04.734484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:04.736203] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:04.737912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.875426] [INFO ] [main ] PFLT: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 4.9s | Global ETA: N/A [2025-11-22T01:39:04.876719] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:04.876784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.881676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.883469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:04.884016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:04.884428] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:04.885433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:04.886165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:04.889025] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:04.894959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:04.983392] [INFO ] [main ] BGY: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:39:04.984290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:04.984361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:04.989279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:04.991096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:04.991578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:04.991989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:04.992886] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:04.998576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:05.165997] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:39:05.335148] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 3.60%, Actual: 16.18% [2025-11-22T01:39:05.345131] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 1.4s | Global ETA: N/A [2025-11-22T01:39:05.346055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:05.346117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:05.351075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:05.352901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:05.353390] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:05.355065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:05.356691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:05.474416] [INFO ] [main ] PFLT: Lookback Days: 4, Magnitude: -2.31% | Symbol ETA: 4.3s | Global ETA: N/A [2025-11-22T01:39:05.475325] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:05.475390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:05.480325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:05.482100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:05.482569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:05.482992] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:05.484006] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:05.484677] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:05.487452] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:05.493184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:05.503680] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 6.25% [2025-11-22T01:39:05.564234] [INFO ] [main ] BGY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:39:05.565132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:05.565214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:05.570085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:05.571835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:05.572308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:05.572756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:05.573587] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:05.579482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:05.672529] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 3.38% [2025-11-22T01:39:05.841882] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 3.00%, Actual: 2.32% [2025-11-22T01:39:05.961264] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 0.8s | Global ETA: N/A [2025-11-22T01:39:05.962219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:05.962283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:05.967366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:05.969236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:05.969774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:05.971429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:05.973122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:06.016985] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 2.09% [2025-11-22T01:39:06.081995] [INFO ] [main ] PFLT: Lookback Days: 5, Magnitude: 2.33% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:39:06.083415] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:06.083479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:06.088567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:06.090544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:06.091060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:06.091456] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:06.092469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:06.093166] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:06.095921] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:06.101781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:06.146609] [INFO ] [main ] BGY: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:39:06.147513] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:06.147585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:06.152481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:06.154264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:06.154781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:06.155171] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:06.156070] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:06.162065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:06.183628] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 3.49% [2025-11-22T01:39:06.351679] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.22%, Actual: 2.80% [2025-11-22T01:39:06.519298] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 7.88% [2025-11-22T01:39:06.553043] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -4.14% | Symbol ETA: 0.2s | Global ETA: N/A [2025-11-22T01:39:06.687006] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.04%, Actual: 4.51% [2025-11-22T01:39:06.690398] [INFO ] [main ] PFLT: Lookback Days: 6, Magnitude: -4.03% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:39:06.691309] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:06.691373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:06.696191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:06.698062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:06.698536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:06.698950] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:06.699938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:06.700610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:06.703306] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:06.709142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:06.721309] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 0.23% [2025-11-22T01:39:06.724714] [INFO ] [main ] BGY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:39:06.725591] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:06.725675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:06.730412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:06.732135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:06.732616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:06.733029] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:06.733894] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:06.739606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:06.852525] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 5.29% [2025-11-22T01:39:06.852735] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 35.0032% [2025-11-22T01:39:06.852817] [INFO ] [main ] KOS: DISCARDED add_vol_of_vol (score: 35.00%) [2025-11-22T01:39:06.852859] [INFO ] [main ] KOS: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:39:06.852891] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_volatility_decay_ratio'] [2025-11-22T01:39:06.853191] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:06.868082] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:06.869499] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:06.869569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:06.870282] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:06.885912] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.05% [2025-11-22T01:39:06.995561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:06.996758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:06.997981] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:06.999142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:07.054214] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.69% [2025-11-22T01:39:07.222676] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 4.40%, Actual: 1.80% [2025-11-22T01:39:07.298699] [INFO ] [main ] PFLT: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 2.4s | Global ETA: N/A [2025-11-22T01:39:07.299564] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:07.299632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:07.302833] [INFO ] [main ] BGY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 0.6s | Global ETA: N/A [2025-11-22T01:39:07.303724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:39:07.303789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:07.304405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:07.306150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:07.306613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:07.307017] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:07.308047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:07.308546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:07.308751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:07.310284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:07.310783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:07.311172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:07.311464] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:07.312033] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:07.317396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:07.317776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:07.388322] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -2.46%, Actual: 6.18% [2025-11-22T01:39:07.554288] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: -2.12%, Actual: 3.29% [2025-11-22T01:39:07.562120] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.43% | Symbol ETA: 7.5s | Global ETA: N/A [2025-11-22T01:39:07.563012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:07.563076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:07.563765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:07.688376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:07.689467] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:07.690702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:07.691865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:07.720247] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 3.04%, Actual: 0.17% [2025-11-22T01:39:07.877508] [INFO ] [main ] BGY: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.0s | Global ETA: N/A [2025-11-22T01:39:07.887104] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.29% [2025-11-22T01:39:07.896090] [INFO ] [main ] PFLT: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 1.8s | Global ETA: N/A [2025-11-22T01:39:07.897488] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:07.897552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:07.902341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:07.904062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:07.904536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:07.904961] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:07.906277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:07.906959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:07.909613] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:07.915353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:08.047799] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 2.41% [2025-11-22T01:39:08.055533] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 5.09% [2025-11-22T01:39:08.218878] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 1.52% [2025-11-22T01:39:08.225317] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.14%, Actual: 3.09% [2025-11-22T01:39:08.225517] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 31.8522% [2025-11-22T01:39:08.225593] [INFO ] [main ] UAA: DISCARDED add_volume_zscore (score: 31.85%) [2025-11-22T01:39:08.225636] [INFO ] [main ] UAA: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:39:08.225691] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vwap_deviations'] [2025-11-22T01:39:08.225728] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T01:39:08.238932] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:08.240333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:08.240396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:08.245221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:08.247037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:08.247538] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:08.249215] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:08.254835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:08.269735] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.76% | Symbol ETA: 6.8s | Global ETA: N/A [2025-11-22T01:39:08.270606] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:08.270693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:08.271364] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:08.391978] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:39:08.397718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:08.398853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:08.400037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:08.401225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:08.503276] [INFO ] [main ] PFLT: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 1.2s | Global ETA: N/A [2025-11-22T01:39:08.504297] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:08.504364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:08.509520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:08.511475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:08.512001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:08.512403] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:08.513441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:08.514184] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:08.517030] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:08.523347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:08.576151] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.06% [2025-11-22T01:39:08.744010] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:39:08.845542] [INFO ] [main ] UAA: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 5.5s | Global ETA: N/A [2025-11-22T01:39:08.846510] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:08.846572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:08.851353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:08.853114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:08.853937] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:08.855535] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:08.861176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:08.909780] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:39:08.970906] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 6.1s | Global ETA: N/A [2025-11-22T01:39:08.971850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:08.971913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:08.972582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:09.075602] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.02% [2025-11-22T01:39:09.098555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:09.099717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:09.100909] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:09.102072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:09.123070] [INFO ] [main ] PFLT: Lookback Days: 10, Magnitude: 1.62% | Symbol ETA: 0.6s | Global ETA: N/A [2025-11-22T01:39:09.123998] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:09.124062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:09.128916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:09.130813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:09.131304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:09.131724] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:39:09.132716] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:39:09.133382] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:39:09.136099] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:09.142176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:09.239965] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.26% [2025-11-22T01:39:09.403153] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.18% [2025-11-22T01:39:09.446405] [INFO ] [main ] UAA: Lookback Days: 3, Magnitude: 2.64% | Symbol ETA: 4.8s | Global ETA: N/A [2025-11-22T01:39:09.447356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:09.447421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:09.452359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:09.454208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:09.454724] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:09.456380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:09.462284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:09.568186] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.76% [2025-11-22T01:39:09.568336] [INFO ] [main ] BGY: Magnitude Forecast Confidence: 28.7807% [2025-11-22T01:39:09.568417] [INFO ] [main ] BGY: DISCARDED add_vwap_deviations (score: 28.78%) [2025-11-22T01:39:09.568458] [INFO ] [main ] BGY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:39:09.568489] [INFO ] [main ] BGY: Best accuracy: 36.50% [2025-11-22T01:39:09.568521] [INFO ] [main ] BGY: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:39:09.568550] [INFO ] [main ] BGY: Improvement over baseline: 9.75% [2025-11-22T01:39:09.568578] [INFO ] [main ] BGY: Total time: 6.7 minutes [2025-11-22T01:39:09.568605] [INFO ] [main ] BGY: Average time per feature: 7.8 seconds [2025-11-22T01:39:09.568632] [INFO ] [main ] BGY: Average speed: 0.13 features/sec [2025-11-22T01:39:09.664698] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 5.4s | Global ETA: N/A [2025-11-22T01:39:09.665574] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:09.665670] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:09.666387] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:09.727698] [INFO ] [main ] PFLT: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 0.0s | Global ETA: N/A [2025-11-22T01:39:09.735383] [DEBUG] [METRICS ] BGY: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 2.41% [2025-11-22T01:39:09.792699] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:09.793928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:09.795158] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:09.796435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:09.899127] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 0.78% [2025-11-22T01:39:09.902046] [DEBUG] [METRICS ] BGY: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.52% [2025-11-22T01:39:10.059878] [INFO ] [main ] UAA: Lookback Days: 4, Magnitude: 2.03% | Symbol ETA: 4.2s | Global ETA: N/A [2025-11-22T01:39:10.060817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:10.060881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:10.065749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:10.067584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:10.068105] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:10.069812] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:10.071628] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.27% [2025-11-22T01:39:10.071764] [DEBUG] [METRICS ] BGY: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.33% [2025-11-22T01:39:10.075582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:10.241299] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.31%, Actual: 1.21% [2025-11-22T01:39:10.255194] [DEBUG] [METRICS ] BGY: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 2.06% [2025-11-22T01:39:10.381806] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -6.54% | Symbol ETA: 4.7s | Global ETA: N/A [2025-11-22T01:39:10.382693] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:10.382798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:10.383467] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:10.409313] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 2.33%, Actual: 1.11% [2025-11-22T01:39:10.437748] [DEBUG] [METRICS ] BGY: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.30% [2025-11-22T01:39:10.506181] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:10.507363] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:10.508570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:10.509747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:10.576546] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -4.03%, Actual: 0.45% [2025-11-22T01:39:10.603372] [DEBUG] [METRICS ] BGY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.09% [2025-11-22T01:39:10.662406] [INFO ] [main ] UAA: Lookback Days: 5, Magnitude: 1.46% | Symbol ETA: 3.6s | Global ETA: N/A [2025-11-22T01:39:10.663299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:10.663361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:10.668121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:10.669863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:10.670338] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:10.671944] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:10.677602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:10.744497] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 1.03% [2025-11-22T01:39:10.787249] [DEBUG] [METRICS ] BGY: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.02% [2025-11-22T01:39:10.911691] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 1.48% [2025-11-22T01:39:10.957336] [DEBUG] [METRICS ] BGY: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.26% [2025-11-22T01:39:11.072102] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 3.52% | Symbol ETA: 4.0s | Global ETA: N/A [2025-11-22T01:39:11.073003] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:11.073066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:11.073756] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:11.079726] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 1.43% [2025-11-22T01:39:11.127724] [DEBUG] [METRICS ] BGY: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.18% [2025-11-22T01:39:11.196698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:11.197963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:11.199167] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:11.200807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:11.246063] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 1.62%, Actual: 0.52% [2025-11-22T01:39:11.250802] [INFO ] [main ] UAA: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 3.0s | Global ETA: N/A [2025-11-22T01:39:11.251684] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:11.251746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:11.256495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:11.258284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:11.258779] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:11.260366] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:11.266068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:11.296878] [DEBUG] [METRICS ] BGY: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.76% [2025-11-22T01:39:11.297490] [INFO ] [LOCAL ] Saved configuration for BGY: 5 features, 36.50% accuracy -> ./output/feature-sets/BGY.json [2025-11-22T01:39:11.300303] [INFO ] [main ] Progress: 1/57 symbols completed (1.8%). BGY finished in 6m 54s. ETA: 6h 25m 58s. Rate: 0.15 symbols/min [2025-11-22T01:39:11.303898] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:11.314486] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:11.314944] [INFO ] [main ] ASBA: Testing with 53 available features [2025-11-22T01:39:11.314994] [INFO ] [main ] ASBA: Establishing baseline with no features... [2025-11-22T01:39:11.315028] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:11.325946] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:11.327522] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:11.413363] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 0.73% [2025-11-22T01:39:11.413563] [INFO ] [main ] PFLT: Magnitude Forecast Confidence: 41.9143% [2025-11-22T01:39:11.413666] [INFO ] [main ] PFLT: DISCARDED add_vwap_deviations (score: 41.91%) [2025-11-22T01:39:11.413711] [INFO ] [main ] PFLT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:39:11.413743] [INFO ] [main ] PFLT: Best accuracy: 54.95% [2025-11-22T01:39:11.413776] [INFO ] [main ] PFLT: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure'] [2025-11-22T01:39:11.413808] [INFO ] [main ] PFLT: Improvement over baseline: 9.72% [2025-11-22T01:39:11.413835] [INFO ] [main ] PFLT: Total time: 6.8 minutes [2025-11-22T01:39:11.413862] [INFO ] [main ] PFLT: Average time per feature: 7.8 seconds [2025-11-22T01:39:11.413893] [INFO ] [main ] PFLT: Average speed: 0.13 features/sec [2025-11-22T01:39:11.583250] [DEBUG] [METRICS ] PFLT: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 0.78% [2025-11-22T01:39:11.751909] [DEBUG] [METRICS ] PFLT: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.27% [2025-11-22T01:39:11.768473] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.00% | Symbol ETA: 3.3s | Global ETA: 6h 26m 25s [2025-11-22T01:39:11.769364] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:11.769427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:11.770122] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:11.856967] [INFO ] [main ] UAA: Lookback Days: 7, Magnitude: 2.12% | Symbol ETA: 2.4s | Global ETA: 6h 26m 30s [2025-11-22T01:39:11.857889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:11.857951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:11.862716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:11.864433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:11.864921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:11.866639] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:11.872632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:11.890432] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.26% [2025-11-22T01:39:11.891380] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:11.894131] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:11.895249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:11.896429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:11.897601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:11.918498] [DEBUG] [METRICS ] PFLT: 2025-11-18:2025-11-19: Predicted: -2.35%, Actual: 1.21% [2025-11-22T01:39:12.086893] [DEBUG] [METRICS ] PFLT: 2025-11-17:2025-11-18: Predicted: 3.07%, Actual: 1.11% [2025-11-22T01:39:12.255865] [DEBUG] [METRICS ] PFLT: 2025-11-14:2025-11-17: Predicted: -3.68%, Actual: 0.45% [2025-11-22T01:39:12.425932] [DEBUG] [METRICS ] PFLT: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 1.03% [2025-11-22T01:39:12.462186] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 2.6s | Global ETA: 6h 27m 3s [2025-11-22T01:39:12.463076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:12.463139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:12.463868] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:12.469474] [INFO ] [main ] UAA: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 1.8s | Global ETA: 6h 27m 4s [2025-11-22T01:39:12.470449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:12.470514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:12.475085] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.52% [2025-11-22T01:39:12.475522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:12.476103] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:12.477406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:12.477947] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:12.479633] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:12.485599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:12.588996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:12.590098] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:12.591281] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:12.592443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:12.598199] [DEBUG] [METRICS ] PFLT: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 1.48% [2025-11-22T01:39:12.770438] [DEBUG] [METRICS ] PFLT: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 1.43% [2025-11-22T01:39:12.942457] [DEBUG] [METRICS ] PFLT: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.52% [2025-11-22T01:39:13.063582] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.01% [2025-11-22T01:39:13.064546] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:13.090569] [INFO ] [main ] UAA: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 1.2s | Global ETA: 6h 27m 39s [2025-11-22T01:39:13.091730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:13.091799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:13.096992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:13.099284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:13.099821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:13.101524] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:13.107876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:13.130787] [DEBUG] [METRICS ] PFLT: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 0.73% [2025-11-22T01:39:13.131380] [INFO ] [LOCAL ] Saved configuration for PFLT: 7 features, 54.95% accuracy -> ./output/feature-sets/PFLT.json [2025-11-22T01:39:13.132362] [INFO ] [main ] Progress: 2/57 symbols completed (3.5%). PFLT finished in 6m 55s. ETA: 3h 10m 23s. Rate: 0.29 symbols/min [2025-11-22T01:39:13.137725] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:13.150430] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:13.150991] [INFO ] [main ] AES: Testing with 53 available features [2025-11-22T01:39:13.151042] [INFO ] [main ] AES: Establishing baseline with no features... [2025-11-22T01:39:13.151077] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:13.162581] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:13.164001] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 4.13% | Symbol ETA: 1.9s | Global ETA: 3h 10m 24s [2025-11-22T01:39:13.163961] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:13.166899] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:13.166963] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:13.167675] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:13.289185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:13.290442] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:13.291707] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:39:13.292870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:13.632001] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.12% [2025-11-22T01:39:13.632933] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:13.708591] [INFO ] [main ] UAA: Lookback Days: 10, Magnitude: 3.77% | Symbol ETA: 0.6s | Global ETA: 3h 10m 39s [2025-11-22T01:39:13.709620] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:13.709705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:13.716281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:13.718582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:13.719137] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:39:13.720821] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:13.726576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:13.757002] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.80% [2025-11-22T01:39:13.758030] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:13.856372] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1.2s | Global ETA: 3h 10m 43s [2025-11-22T01:39:14.024431] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 16.18% [2025-11-22T01:39:14.192101] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.76%, Actual: 6.25% [2025-11-22T01:39:14.252179] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.65% [2025-11-22T01:39:14.253157] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:14.341349] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 1.60% [2025-11-22T01:39:14.342341] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:14.348468] [INFO ] [main ] UAA: Lookback Days: 11, Magnitude: -1.96% | Symbol ETA: 0.0s | Global ETA: 3h 10m 56s [2025-11-22T01:39:14.359294] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 3.38% [2025-11-22T01:39:14.517031] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.23% [2025-11-22T01:39:14.526874] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 2.32% [2025-11-22T01:39:14.683730] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 2.64%, Actual: 0.05% [2025-11-22T01:39:14.694737] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -6.54%, Actual: 2.09% [2025-11-22T01:39:14.814063] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.28% [2025-11-22T01:39:14.815055] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:14.850257] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: 2.03%, Actual: 0.69% [2025-11-22T01:39:14.862225] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 3.52%, Actual: 3.49% [2025-11-22T01:39:14.940410] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.92% [2025-11-22T01:39:14.941424] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:15.016149] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.46%, Actual: 1.80% [2025-11-22T01:39:15.031296] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.00%, Actual: 2.80% [2025-11-22T01:39:15.184526] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 6.18% [2025-11-22T01:39:15.200001] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -1.87%, Actual: 7.88% [2025-11-22T01:39:15.353773] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.12%, Actual: 3.29% [2025-11-22T01:39:15.369341] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 4.13%, Actual: 4.51% [2025-11-22T01:39:15.374023] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: -0.03% [2025-11-22T01:39:15.374935] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:15.530766] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 0.17% [2025-11-22T01:39:15.536963] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 5.29% [2025-11-22T01:39:15.537186] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 39.3194% [2025-11-22T01:39:15.537270] [INFO ] [main ] KOS: DISCARDED add_volatility_decay_ratio (score: 39.32%) [2025-11-22T01:39:15.537312] [INFO ] [main ] KOS: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:39:15.537344] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:39:15.537379] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:15.542882] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.86% [2025-11-22T01:39:15.543937] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:15.549068] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:15.550327] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:15.550392] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:15.551123] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:15.676933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:15.678168] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:15.679423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:15.681158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:15.681670] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:15.682767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:15.684875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:15.716101] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 1.29% [2025-11-22T01:39:15.892089] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 3.77%, Actual: 5.09% [2025-11-22T01:39:15.936753] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.25% [2025-11-22T01:39:15.937715] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:16.062937] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -1.96%, Actual: 3.09% [2025-11-22T01:39:16.063168] [INFO ] [main ] UAA: Magnitude Forecast Confidence: 39.5198% [2025-11-22T01:39:16.063264] [INFO ] [main ] UAA: DISCARDED add_vwap_deviations (score: 39.52%) [2025-11-22T01:39:16.063305] [INFO ] [main ] UAA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:39:16.063340] [INFO ] [main ] UAA: Best accuracy: 47.13% [2025-11-22T01:39:16.063372] [INFO ] [main ] UAA: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T01:39:16.063401] [INFO ] [main ] UAA: Improvement over baseline: 17.44% [2025-11-22T01:39:16.063428] [INFO ] [main ] UAA: Total time: 6.8 minutes [2025-11-22T01:39:16.063454] [INFO ] [main ] UAA: Average time per feature: 7.9 seconds [2025-11-22T01:39:16.063480] [INFO ] [main ] UAA: Average speed: 0.13 features/sec [2025-11-22T01:39:16.206697] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.59% [2025-11-22T01:39:16.207707] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:16.234276] [DEBUG] [METRICS ] UAA: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 0.23% [2025-11-22T01:39:16.258170] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.76% | Symbol ETA: 7.3s | Global ETA: 3h 11m 49s [2025-11-22T01:39:16.259103] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:16.259168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:16.259875] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:16.386296] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:16.391016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:16.392271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:16.394040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:16.394532] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:16.395662] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:16.397778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:16.405571] [DEBUG] [METRICS ] UAA: 2025-11-19:2025-11-20: Predicted: 1.53%, Actual: 0.05% [2025-11-22T01:39:16.513849] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.04% [2025-11-22T01:39:16.514811] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:16.570864] [DEBUG] [METRICS ] UAA: 2025-11-18:2025-11-19: Predicted: -3.44%, Actual: 0.69% [2025-11-22T01:39:16.735632] [DEBUG] [METRICS ] UAA: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 1.80% [2025-11-22T01:39:16.805460] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.63% [2025-11-22T01:39:16.806408] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:16.901320] [DEBUG] [METRICS ] UAA: 2025-11-14:2025-11-17: Predicted: -4.86%, Actual: 6.18% [2025-11-22T01:39:16.990634] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 6.7s | Global ETA: 3h 12m 9s [2025-11-22T01:39:16.991526] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:16.991606] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:16.992301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:17.065464] [DEBUG] [METRICS ] UAA: 2025-11-13:2025-11-14: Predicted: 2.95%, Actual: 3.29% [2025-11-22T01:39:17.096779] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.21% [2025-11-22T01:39:17.117331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:17.118503] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:17.119742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:17.121465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:17.121982] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:17.123078] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:17.125111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:17.229277] [DEBUG] [METRICS ] UAA: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.17% [2025-11-22T01:39:17.263616] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.05% [2025-11-22T01:39:17.389783] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.27% [2025-11-22T01:39:17.391140] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:17.392953] [DEBUG] [METRICS ] UAA: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 1.29% [2025-11-22T01:39:17.429621] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.06% [2025-11-22T01:39:17.558448] [DEBUG] [METRICS ] UAA: 2025-11-10:2025-11-11: Predicted: 3.37%, Actual: 5.09% [2025-11-22T01:39:17.611909] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.30% [2025-11-22T01:39:17.690816] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 5.9s | Global ETA: 3h 12m 28s [2025-11-22T01:39:17.691717] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:17.691782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:17.692456] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:17.722758] [DEBUG] [METRICS ] UAA: 2025-11-07:2025-11-10: Predicted: -4.80%, Actual: 3.09% [2025-11-22T01:39:17.723322] [INFO ] [LOCAL ] Saved configuration for UAA: 4 features, 47.13% accuracy -> ./output/feature-sets/UAA.json [2025-11-22T01:39:17.724139] [INFO ] [main ] Progress: 3/57 symbols completed (5.3%). UAA finished in 6m 60s. ETA: 2h 5m 59s. Rate: 0.43 symbols/min [2025-11-22T01:39:17.729083] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:17.742997] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:17.743729] [INFO ] [main ] KR: Testing with 53 available features [2025-11-22T01:39:17.743783] [INFO ] [main ] KR: Establishing baseline with no features... [2025-11-22T01:39:17.743819] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:17.756468] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:17.757991] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:17.782776] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.98% [2025-11-22T01:39:17.818609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:17.819721] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:17.820911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:17.822610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:17.823116] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:17.824228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:17.826263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:17.955393] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.39% [2025-11-22T01:39:17.986608] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 6.54% [2025-11-22T01:39:17.987589] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:18.128201] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 0.41% [2025-11-22T01:39:18.301325] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.28% [2025-11-22T01:39:18.371363] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -1.10% [2025-11-22T01:39:18.372381] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:18.399429] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 6.34% | Symbol ETA: 5.2s | Global ETA: 2h 6m 12s [2025-11-22T01:39:18.400311] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:18.400376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:18.401111] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:18.471977] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.09% [2025-11-22T01:39:18.526774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:18.527934] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:18.529142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:18.530923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:18.531409] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:18.532502] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:18.534566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:18.574843] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.71% [2025-11-22T01:39:18.575821] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:18.643709] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.45% [2025-11-22T01:39:18.816225] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 0.32% [2025-11-22T01:39:18.816467] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 30.1832% [2025-11-22T01:39:18.816516] [INFO ] [main ] ASBA: Baseline score (no features): 30.1832% [2025-11-22T01:39:18.816554] [INFO ] [main ] ASBA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:18.816585] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:39:18.816622] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:18.827714] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:18.829196] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:18.829255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:18.834093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:18.981670] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 3.46% [2025-11-22T01:39:18.982678] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:19.108929] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 4.5s | Global ETA: 2h 6m 24s [2025-11-22T01:39:19.109845] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:19.109910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:19.110587] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:19.155549] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.59% [2025-11-22T01:39:19.234672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:19.235949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:19.237215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:19.238938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:19.239427] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:19.240523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:19.242685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:19.324238] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.80%, Actual: 3.74% [2025-11-22T01:39:19.407049] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 5m 6s | Global ETA: 2h 6m 30s [2025-11-22T01:39:19.408363] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:19.408428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:19.413633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:19.491470] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 0.14% [2025-11-22T01:39:19.591224] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.40% [2025-11-22T01:39:19.592143] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:19.662121] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.53% [2025-11-22T01:39:19.816723] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 3.8s | Global ETA: 2h 6m 37s [2025-11-22T01:39:19.817677] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:19.817743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:19.818426] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:19.831531] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.86%, Actual: 2.28% [2025-11-22T01:39:19.956571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:19.957915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:19.959183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:19.960978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:19.961498] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:19.962604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:19.964661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:19.999260] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.37% [2025-11-22T01:39:20.000255] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5m 9s | Global ETA: 2h 6m 40s [2025-11-22T01:39:20.001168] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:20.001228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:20.006133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:20.165793] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.63%, Actual: 0.92% [2025-11-22T01:39:20.203379] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.81% [2025-11-22T01:39:20.204356] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:20.332590] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 1.15% [2025-11-22T01:39:20.500200] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 6.54%, Actual: 2.09% [2025-11-22T01:39:20.536505] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -3.12% | Symbol ETA: 3.1s | Global ETA: 2h 6m 50s [2025-11-22T01:39:20.537423] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:20.537489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:20.538180] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:20.569306] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 5m 6s | Global ETA: 2h 6m 51s [2025-11-22T01:39:20.570191] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:20.570252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:20.575072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:20.661002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:20.662117] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:20.663306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:20.665027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:20.665512] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:20.666599] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:20.668630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:20.671186] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.71%, Actual: 2.60% [2025-11-22T01:39:20.806722] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 3.47% [2025-11-22T01:39:20.807727] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:20.856029] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.59%, Actual: 0.94% [2025-11-22T01:39:20.856243] [INFO ] [main ] AES: Magnitude Forecast Confidence: 55.2047% [2025-11-22T01:39:20.856292] [INFO ] [main ] AES: Baseline score (no features): 55.2047% [2025-11-22T01:39:20.856329] [INFO ] [main ] AES: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:20.856361] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:39:20.856394] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:20.870124] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:20.871735] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:20.871797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:20.876756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:21.168043] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 5m 8s | Global ETA: 2h 7m 1s [2025-11-22T01:39:21.168956] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:21.169017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:21.173837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:21.237566] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 2.3s | Global ETA: 2h 7m 3s [2025-11-22T01:39:21.238491] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:21.238556] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:21.239269] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:21.361927] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:21.363060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:21.364253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:21.366021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:21.366509] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:21.367619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:21.369662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:21.409058] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.76% [2025-11-22T01:39:21.410074] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:21.456915] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 5m 10s | Global ETA: 2h 7m 7s [2025-11-22T01:39:21.457832] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:21.457891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:21.463208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:21.759551] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 5m 8s | Global ETA: 2h 7m 12s [2025-11-22T01:39:21.760462] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:21.760523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:21.765302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:21.944165] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 1.6s | Global ETA: 2h 7m 15s [2025-11-22T01:39:21.945061] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:39:21.945127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:21.945816] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:22.061010] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 5m 14s | Global ETA: 2h 7m 17s [2025-11-22T01:39:22.061918] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:22.061981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:22.066769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:22.069561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:22.070852] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:22.072089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:22.073844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:22.074334] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:39:22.075429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:39:22.077456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:22.083990] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.39% [2025-11-22T01:39:22.084930] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:22.332557] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 5m 6s | Global ETA: 2h 7m 22s [2025-11-22T01:39:22.333456] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:22.333515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:22.338360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:22.646472] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 0.9s | Global ETA: 2h 7m 28s [2025-11-22T01:39:22.649517] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 5m 12s | Global ETA: 2h 7m 28s [2025-11-22T01:39:22.650442] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:22.650521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:22.655337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:22.709338] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.90% [2025-11-22T01:39:22.710286] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:22.815547] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.76%, Actual: 16.18% [2025-11-22T01:39:22.903968] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 5m 4s | Global ETA: 2h 7m 33s [2025-11-22T01:39:22.904859] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:22.904918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:22.909840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:22.984303] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 6.25% [2025-11-22T01:39:23.152488] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 3.38% [2025-11-22T01:39:23.235485] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 5m 11s | Global ETA: 2h 7m 39s [2025-11-22T01:39:23.236384] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:23.236443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:23.241254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:23.318869] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.51% [2025-11-22T01:39:23.319282] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 6.34%, Actual: 2.32% [2025-11-22T01:39:23.319855] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:39:23.474055] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 5m 3s | Global ETA: 2h 7m 43s [2025-11-22T01:39:23.474998] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:23.475073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:23.480202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:23.486956] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 2.09% [2025-11-22T01:39:23.711191] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 3.49% [2025-11-22T01:39:23.825768] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.88% | Symbol ETA: 5m 10s | Global ETA: 2h 7m 49s [2025-11-22T01:39:23.826703] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:23.826762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:23.831537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:23.879859] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -3.12%, Actual: 2.80% [2025-11-22T01:39:23.955678] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.19% [2025-11-22T01:39:24.048684] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: 1.93%, Actual: 7.88% [2025-11-22T01:39:24.064110] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 5m 3s | Global ETA: 2h 7m 54s [2025-11-22T01:39:24.065014] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:24.065075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:24.069984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:24.128501] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.55% [2025-11-22T01:39:24.219252] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 4.51% [2025-11-22T01:39:24.306725] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 3.46%, Actual: 2.70% [2025-11-22T01:39:24.387110] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 5.29% [2025-11-22T01:39:24.387305] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 34.8413% [2025-11-22T01:39:24.387385] [INFO ] [main ] KOS: DISCARDED add_volatility_state_percentiles (score: 34.84%) [2025-11-22T01:39:24.387427] [INFO ] [main ] KOS: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:39:24.387460] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_volume_dispersion'] [2025-11-22T01:39:24.387494] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:24.399188] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:24.400399] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:24.400463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:24.401190] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:24.421220] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 5m 10s | Global ETA: 2h 7m 60s [2025-11-22T01:39:24.422139] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:24.422199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:24.427028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:24.477994] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.07% [2025-11-22T01:39:24.528418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:24.529558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:24.530771] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:24.532165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:24.648909] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 0.96% [2025-11-22T01:39:24.654738] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 5m 3s | Global ETA: 2h 8m 4s [2025-11-22T01:39:24.824274] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 3.47%, Actual: 0.45% [2025-11-22T01:39:24.828864] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.05% [2025-11-22T01:39:25.001444] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.73% [2025-11-22T01:39:25.008273] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.06% [2025-11-22T01:39:25.016276] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 5m 10s | Global ETA: 2h 8m 11s [2025-11-22T01:39:25.017207] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:25.017267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:25.022137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:25.101995] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 7.1s | Global ETA: 2h 8m 12s [2025-11-22T01:39:25.102895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:25.102959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:25.105443] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:25.183065] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.30% [2025-11-22T01:39:25.187132] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.06% [2025-11-22T01:39:25.234538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:25.235659] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:25.236877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:25.238314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:25.352930] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.98% [2025-11-22T01:39:25.359759] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.90%, Actual: 1.35% [2025-11-22T01:39:25.523744] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.39% [2025-11-22T01:39:25.534639] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 0.90% [2025-11-22T01:39:25.612795] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.18% | Symbol ETA: 5m 9s | Global ETA: 2h 8m 21s [2025-11-22T01:39:25.613771] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:25.613833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:25.618857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:25.700821] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:39:25.708710] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.75% [2025-11-22T01:39:25.708968] [INFO ] [main ] KR: Magnitude Forecast Confidence: 45.0283% [2025-11-22T01:39:25.709049] [INFO ] [main ] KR: Baseline score (no features): 45.0283% [2025-11-22T01:39:25.709115] [INFO ] [main ] KR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:25.709170] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:39:25.709218] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:25.722283] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:25.723564] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:25.723625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:25.732104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:25.807966] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.45% | Symbol ETA: 6.4s | Global ETA: 2h 8m 25s [2025-11-22T01:39:25.808868] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:25.808931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:25.809598] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:25.869892] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.28% [2025-11-22T01:39:25.935420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:25.936553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:25.937767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:25.939197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.038944] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.09% [2025-11-22T01:39:26.205022] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.15% | Symbol ETA: 5m 9s | Global ETA: 2h 8m 32s [2025-11-22T01:39:26.205934] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:26.205994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:26.210940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.211893] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.45% [2025-11-22T01:39:26.342951] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 5m 28s | Global ETA: 2h 8m 35s [2025-11-22T01:39:26.343868] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:26.343942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:26.348748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.386697] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.32% [2025-11-22T01:39:26.386911] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.4339% [2025-11-22T01:39:26.386964] [INFO ] [main ] ASBA: KEPT add_afternoon_v_morning_volatility_mix (score: 37.43%) [2025-11-22T01:39:26.387002] [INFO ] [main ] ASBA: Testing feature 2/53: add_atr [2025-11-22T01:39:26.387034] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:39:26.387089] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:26.398200] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:26.399682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:26.399743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:26.404556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:26.406387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:26.406900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.505519] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 5.7s | Global ETA: 2h 8m 37s [2025-11-22T01:39:26.506413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:26.506476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:26.507181] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:26.632151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:26.633450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:26.634705] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:26.636067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.798421] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.93% | Symbol ETA: 5m 8s | Global ETA: 2h 8m 43s [2025-11-22T01:39:26.963941] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 3.74% [2025-11-22T01:39:26.972934] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 5m 30s | Global ETA: 2h 8m 46s [2025-11-22T01:39:26.973910] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:26.973972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:26.979065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:26.984974] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 6m 31s | Global ETA: 2h 8m 46s [2025-11-22T01:39:26.985901] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:26.985963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:26.990871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:26.992686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:26.993173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:27.131690] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.14% [2025-11-22T01:39:27.195838] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 4.9s | Global ETA: 2h 8m 50s [2025-11-22T01:39:27.196734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:27.196796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:27.197487] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:27.297350] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 1.53% [2025-11-22T01:39:27.333678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:27.335354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:27.337051] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:27.338921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:27.462222] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 2.28% [2025-11-22T01:39:27.610478] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 5m 32s | Global ETA: 2h 8m 57s [2025-11-22T01:39:27.611404] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:27.611467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:27.616454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:27.617160] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 6m 31s | Global ETA: 2h 8m 57s [2025-11-22T01:39:27.618073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:27.618140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:27.622945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:27.624689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:27.625176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:27.629296] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 0.37% [2025-11-22T01:39:27.796433] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 0.92% [2025-11-22T01:39:27.913789] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.50% | Symbol ETA: 4.3s | Global ETA: 2h 9m 3s [2025-11-22T01:39:27.914704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:27.914768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:27.915460] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:27.969088] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 1.15% [2025-11-22T01:39:28.043523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:28.044807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:28.046058] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:28.047451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.138044] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.18%, Actual: 2.09% [2025-11-22T01:39:28.191703] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 6m 30s | Global ETA: 2h 9m 8s [2025-11-22T01:39:28.192587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:28.192667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:28.197470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:28.199203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:28.199693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.254477] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 5m 33s | Global ETA: 2h 9m 9s [2025-11-22T01:39:28.255447] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:28.255510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:28.260529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.304474] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.15%, Actual: 2.60% [2025-11-22T01:39:28.472477] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.93%, Actual: 0.94% [2025-11-22T01:39:28.472699] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.5369% [2025-11-22T01:39:28.472752] [INFO ] [main ] AES: DISCARDED add_afternoon_v_morning_volatility_mix (score: 43.54%) [2025-11-22T01:39:28.473129] [INFO ] [main ] AES: Testing feature 2/53: add_atr [2025-11-22T01:39:28.473164] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T01:39:28.473197] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:28.486063] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:28.487369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:28.487428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:28.489199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:28.489764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.616267] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.75% | Symbol ETA: 3.5s | Global ETA: 2h 9m 15s [2025-11-22T01:39:28.617221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:28.617296] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:28.617982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:28.742959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:28.744083] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:28.745252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:28.746610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.783030] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 6m 30s | Global ETA: 2h 9m 18s [2025-11-22T01:39:28.783986] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:28.784049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:28.789204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:28.790997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:28.791497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:28.880509] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.64% | Symbol ETA: 5m 32s | Global ETA: 2h 9m 20s [2025-11-22T01:39:28.881439] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:28.881500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:28.886301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.076263] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.42% | Symbol ETA: 6m 34s | Global ETA: 2h 9m 24s [2025-11-22T01:39:29.077229] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:29.077293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:29.078998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:29.079526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.314243] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.69% | Symbol ETA: 2.8s | Global ETA: 2h 9m 28s [2025-11-22T01:39:29.315142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:29.315205] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:29.315889] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:29.357367] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.73% | Symbol ETA: 6m 29s | Global ETA: 2h 9m 29s [2025-11-22T01:39:29.358308] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:29.358369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:29.363165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:29.364907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:29.365390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.438847] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:29.440012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:29.441207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:29.442556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.508532] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.31% | Symbol ETA: 5m 31s | Global ETA: 2h 9m 32s [2025-11-22T01:39:29.509478] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:29.509542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:29.514578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.740990] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 6m 33s | Global ETA: 2h 9m 36s [2025-11-22T01:39:29.741973] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:29.742042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:29.743754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:29.744295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:29.932920] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 6m 28s | Global ETA: 2h 9m 39s [2025-11-22T01:39:29.933816] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:29.933877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:29.938688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:29.940396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:29.940899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.002934] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.26% | Symbol ETA: 2.1s | Global ETA: 2h 9m 40s [2025-11-22T01:39:30.007062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:30.007153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:30.007878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:30.131109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:30.132339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:30.132336] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.97% | Symbol ETA: 5m 29s | Global ETA: 2h 9m 43s [2025-11-22T01:39:30.133258] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:30.133320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:30.133579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:30.134963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.138093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.345354] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 6m 33s | Global ETA: 2h 9m 47s [2025-11-22T01:39:30.346278] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:30.346338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:30.348180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:30.348748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.511816] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 6m 28s | Global ETA: 2h 9m 50s [2025-11-22T01:39:30.512716] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:30.512777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:30.517678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:30.519459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:30.520337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.699382] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 2.85% | Symbol ETA: 1.4s | Global ETA: 2h 9m 53s [2025-11-22T01:39:30.700301] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:30.700365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:30.701052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:30.756900] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 5m 28s | Global ETA: 2h 9m 54s [2025-11-22T01:39:30.757840] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:30.757902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:30.763043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.825977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:30.827136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:30.828351] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:39:30.829727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:30.963409] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.54% | Symbol ETA: 6m 32s | Global ETA: 2h 9m 58s [2025-11-22T01:39:30.964338] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:30.964400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:30.966118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:30.966619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:31.097376] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 6m 27s | Global ETA: 2h 10m 0s [2025-11-22T01:39:31.098286] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:31.098347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:31.103208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:31.104937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:31.105416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:31.384211] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 4.41% | Symbol ETA: 5m 28s | Global ETA: 2h 10m 5s [2025-11-22T01:39:31.385125] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:31.385185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:31.389998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:31.393221] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 0.7s | Global ETA: 2h 10m 5s [2025-11-22T01:39:31.562299] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.44%, Actual: 16.18% [2025-11-22T01:39:31.565691] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 1.14% | Symbol ETA: 6m 32s | Global ETA: 2h 10m 9s [2025-11-22T01:39:31.566598] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:31.566700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:31.568456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:31.568997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:31.670023] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 6m 27s | Global ETA: 2h 10m 10s [2025-11-22T01:39:31.670986] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:31.671049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:31.676166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:31.678052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:31.678588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:31.730909] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.45%, Actual: 6.25% [2025-11-22T01:39:31.898836] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 3.38% [2025-11-22T01:39:32.005064] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 5m 27s | Global ETA: 2h 10m 16s [2025-11-22T01:39:32.067699] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.01%, Actual: 2.32% [2025-11-22T01:39:32.173921] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 0.55% [2025-11-22T01:39:32.174757] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 6m 31s | Global ETA: 2h 10m 20s [2025-11-22T01:39:32.175695] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:32.175768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:32.177622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:32.178142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:32.233802] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.50%, Actual: 2.09% [2025-11-22T01:39:32.255027] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 6m 26s | Global ETA: 2h 10m 21s [2025-11-22T01:39:32.340088] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 2.70% [2025-11-22T01:39:32.400057] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.75%, Actual: 3.49% [2025-11-22T01:39:32.426151] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.05% [2025-11-22T01:39:32.506882] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.07% [2025-11-22T01:39:32.564740] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.69%, Actual: 2.80% [2025-11-22T01:39:32.592392] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.06% [2025-11-22T01:39:32.673735] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 0.96% [2025-11-22T01:39:32.729667] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.26%, Actual: 7.88% [2025-11-22T01:39:32.761050] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.30% [2025-11-22T01:39:32.782392] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 4.75% | Symbol ETA: 6m 30s | Global ETA: 2h 10m 30s [2025-11-22T01:39:32.783360] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:32.783422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:32.785181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:32.785734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:32.853093] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.64%, Actual: 0.45% [2025-11-22T01:39:32.895001] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.85%, Actual: 4.51% [2025-11-22T01:39:32.928085] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.98% [2025-11-22T01:39:33.022179] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 0.73% [2025-11-22T01:39:33.063013] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 5.29% [2025-11-22T01:39:33.063214] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 47.6542% [2025-11-22T01:39:33.063300] [INFO ] [main ] KOS: DISCARDED add_volume_dispersion (score: 47.65%) [2025-11-22T01:39:33.063341] [INFO ] [main ] KOS: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:39:33.063374] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_volume_flow_differentials'] [2025-11-22T01:39:33.063408] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:33.074940] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:33.076163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:33.076226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:33.076935] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:33.097002] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 0.39% [2025-11-22T01:39:33.194490] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 0.06% [2025-11-22T01:39:33.202903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:33.204012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:33.205217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:33.207952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:33.278317] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.41% [2025-11-22T01:39:33.360620] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.02%, Actual: 1.35% [2025-11-22T01:39:33.372945] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.05% | Symbol ETA: 6m 30s | Global ETA: 2h 10m 41s [2025-11-22T01:39:33.373886] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:33.373947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:33.375791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:33.376319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:33.453229] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.28% [2025-11-22T01:39:33.529871] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 4.41%, Actual: 0.90% [2025-11-22T01:39:33.634991] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.09% [2025-11-22T01:39:33.701625] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.75% [2025-11-22T01:39:33.701847] [INFO ] [main ] KR: Magnitude Forecast Confidence: 45.5115% [2025-11-22T01:39:33.701903] [INFO ] [main ] KR: KEPT add_afternoon_v_morning_volatility_mix (score: 45.51%) [2025-11-22T01:39:33.701942] [INFO ] [main ] KR: Testing feature 2/53: add_atr [2025-11-22T01:39:33.701974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:39:33.702011] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:33.715281] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:33.716758] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:33.716818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:33.721838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:33.723753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:33.724241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:33.775241] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 6.8s | Global ETA: 2h 10m 48s [2025-11-22T01:39:33.776141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:33.776204] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:33.776890] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:33.809342] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.45% [2025-11-22T01:39:33.902612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:33.903934] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:33.905158] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:33.907892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:33.978065] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.32% [2025-11-22T01:39:33.978265] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 46.9539% [2025-11-22T01:39:33.978346] [INFO ] [main ] ASBA: KEPT add_atr (score: 46.95%) [2025-11-22T01:39:33.978389] [INFO ] [main ] ASBA: Testing feature 3/53: add_atr_10 [2025-11-22T01:39:33.978422] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:39:33.978458] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:33.990108] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:33.991661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:33.991728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:33.996830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:33.998813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:33.999322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:33.999819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:34.007831] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.01% | Symbol ETA: 6m 29s | Global ETA: 2h 10m 52s [2025-11-22T01:39:34.009135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:34.009200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:34.011007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:34.011509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:34.344574] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 6m 53s | Global ETA: 2h 10m 59s [2025-11-22T01:39:34.345473] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:34.345534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:34.350383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:34.352154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:34.352978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:34.497030] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 6.30% | Symbol ETA: 6.2s | Global ETA: 2h 11m 1s [2025-11-22T01:39:34.497957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:34.498021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:34.498721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:34.578152] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 3m 15s | Global ETA: 2h 11m 3s [2025-11-22T01:39:34.579141] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:34.579212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:34.584281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:34.586141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:34.586635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:34.587135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:34.623844] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.90% | Symbol ETA: 6m 28s | Global ETA: 2h 11m 4s [2025-11-22T01:39:34.625668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:34.626874] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:34.628074] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:34.630901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:34.793853] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.42%, Actual: 3.74% [2025-11-22T01:39:34.963804] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.14% [2025-11-22T01:39:34.967241] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 6m 53s | Global ETA: 2h 11m 10s [2025-11-22T01:39:34.968192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:34.968278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:34.973665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:34.975462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:34.975954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:35.132420] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 1.53% [2025-11-22T01:39:35.156752] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 3m 14s | Global ETA: 2h 11m 13s [2025-11-22T01:39:35.157752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:35.157816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:35.162749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:35.164535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:35.165056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:35.165503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:35.201515] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 5.5s | Global ETA: 2h 11m 14s [2025-11-22T01:39:35.202404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:35.202466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:35.206494] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:35.301161] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 2.28% [2025-11-22T01:39:35.333224] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:35.334409] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:35.335661] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:35.338497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:35.470578] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.37% [2025-11-22T01:39:35.591752] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 6m 52s | Global ETA: 2h 11m 21s [2025-11-22T01:39:35.592662] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:35.592723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:35.597513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:35.599273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:35.599795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:35.640853] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.60%, Actual: 0.92% [2025-11-22T01:39:35.747473] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 3m 14s | Global ETA: 2h 11m 24s [2025-11-22T01:39:35.748381] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:35.748442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:35.753389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:35.755306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:35.755851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:35.756718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:35.812399] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 4.75%, Actual: 1.15% [2025-11-22T01:39:35.908594] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 4.8s | Global ETA: 2h 11m 27s [2025-11-22T01:39:35.909513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:35.909576] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:35.910266] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:35.984723] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.05%, Actual: 2.09% [2025-11-22T01:39:36.036083] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:36.037250] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:36.038481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:36.041227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.162697] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.01%, Actual: 2.60% [2025-11-22T01:39:36.274819] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.43% | Symbol ETA: 6m 51s | Global ETA: 2h 11m 33s [2025-11-22T01:39:36.275708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:36.275769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:36.280618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.282337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:36.282821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.329874] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 3m 13s | Global ETA: 2h 11m 34s [2025-11-22T01:39:36.330766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:36.330829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:36.332283] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.90%, Actual: 0.94% [2025-11-22T01:39:36.332492] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.1862% [2025-11-22T01:39:36.332574] [INFO ] [main ] AES: DISCARDED add_atr (score: 44.19%) [2025-11-22T01:39:36.332615] [INFO ] [main ] AES: Testing feature 3/53: add_atr_10 [2025-11-22T01:39:36.332666] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T01:39:36.332706] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:36.335698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.337453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:36.337998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:36.338484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.345462] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:36.346796] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:36.346855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.348631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:36.349181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.610367] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -7.02% | Symbol ETA: 4.1s | Global ETA: 2h 11m 39s [2025-11-22T01:39:36.611254] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:36.611324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:36.612018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:36.735420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:36.736672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:36.737920] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:36.740611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.887675] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 6m 51s | Global ETA: 2h 11m 44s [2025-11-22T01:39:36.888559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:36.888621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:36.893445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.895173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:36.895696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.909152] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 3m 13s | Global ETA: 2h 11m 45s [2025-11-22T01:39:36.910068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:36.910130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:36.914931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.916697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:36.917183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:36.917622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:36.930965] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.31% | Symbol ETA: 3m 22s | Global ETA: 2h 11m 45s [2025-11-22T01:39:36.931857] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:36.931918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:36.933604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:36.934111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:37.308144] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 1.72% | Symbol ETA: 3.4s | Global ETA: 2h 11m 52s [2025-11-22T01:39:37.309064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:37.309129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:37.309843] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:37.435050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:37.436273] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:37.437474] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:37.440215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:37.485298] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 3m 12s | Global ETA: 2h 11m 55s [2025-11-22T01:39:37.486207] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:37.486289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:37.491190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:37.492994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:37.493493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:37.493953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:37.517205] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 6m 50s | Global ETA: 2h 11m 56s [2025-11-22T01:39:37.518138] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:37.518202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:37.518725] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 3m 21s | Global ETA: 2h 11m 56s [2025-11-22T01:39:37.519631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:37.519710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:37.521370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:37.521880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:37.523252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:37.525135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:37.525628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.013831] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -4.89% | Symbol ETA: 2.6s | Global ETA: 2h 12m 5s [2025-11-22T01:39:38.014722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:38.014787] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:38.015453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:38.065581] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 3m 12s | Global ETA: 2h 12m 6s [2025-11-22T01:39:38.066496] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:38.066558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:38.071554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.073359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:38.073858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:38.074303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.107811] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 3m 21s | Global ETA: 2h 12m 6s [2025-11-22T01:39:38.108728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:38.108790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.110453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:38.110984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.141922] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 6m 50s | Global ETA: 2h 12m 7s [2025-11-22T01:39:38.143056] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:38.143129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:38.148180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.150065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:38.150563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.159523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:38.160805] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:38.162063] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:38.164766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.640543] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 3m 11s | Global ETA: 2h 12m 16s [2025-11-22T01:39:38.641441] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:38.641503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:38.647033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.649004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:38.649475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:38.650111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.709394] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 3m 20s | Global ETA: 2h 12m 17s [2025-11-22T01:39:38.710300] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:38.710361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.712004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:38.712524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.736884] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -4.38% | Symbol ETA: 1.9s | Global ETA: 2h 12m 18s [2025-11-22T01:39:38.737797] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:38.737861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:38.738529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:38.788704] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 6m 49s | Global ETA: 2h 12m 19s [2025-11-22T01:39:38.789605] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:38.789692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:38.794474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:38.796251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:38.796775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:38.867471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:38.868769] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:38.870102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:38.872946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.213531] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 3m 10s | Global ETA: 2h 12m 26s [2025-11-22T01:39:39.214425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:39.214486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:39.219302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:39.221021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:39.221487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:39.221944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.290622] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.41% | Symbol ETA: 3m 19s | Global ETA: 2h 12m 28s [2025-11-22T01:39:39.291512] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:39.291572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:39.293228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:39.293737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.410138] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 5.09% | Symbol ETA: 6m 48s | Global ETA: 2h 12m 30s [2025-11-22T01:39:39.411046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:39:39.411106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:39.415854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:39.417576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:39.418059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.450903] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 1.2s | Global ETA: 2h 12m 30s [2025-11-22T01:39:39.451791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:39.451855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:39.452524] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:39.580980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:39.582189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:39.583427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:39:39.586306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.783992] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 3m 10s | Global ETA: 2h 12m 36s [2025-11-22T01:39:39.879304] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 1.43% | Symbol ETA: 3m 19s | Global ETA: 2h 12m 38s [2025-11-22T01:39:39.880282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:39.880352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:39.882449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:39.882966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:39.954241] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.05% [2025-11-22T01:39:40.035333] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 6m 48s | Global ETA: 2h 12m 41s [2025-11-22T01:39:40.121991] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.06% [2025-11-22T01:39:40.164071] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 0.5s | Global ETA: 2h 12m 43s [2025-11-22T01:39:40.202412] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 0.55% [2025-11-22T01:39:40.287537] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.30% [2025-11-22T01:39:40.334695] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 16.18% [2025-11-22T01:39:40.369538] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 2.70% [2025-11-22T01:39:40.454987] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.98% [2025-11-22T01:39:40.472395] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 3m 18s | Global ETA: 2h 12m 49s [2025-11-22T01:39:40.473323] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:40.473399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:40.475146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:40.475671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:40.503440] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 6.30%, Actual: 6.25% [2025-11-22T01:39:40.540126] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 1.07% [2025-11-22T01:39:40.622175] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.39% [2025-11-22T01:39:40.678421] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 3.38% [2025-11-22T01:39:40.707585] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 0.96% [2025-11-22T01:39:40.789351] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.41% [2025-11-22T01:39:40.852706] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 2.32% [2025-11-22T01:39:40.874719] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.45% [2025-11-22T01:39:40.956018] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.28% [2025-11-22T01:39:41.024747] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -7.02%, Actual: 2.09% [2025-11-22T01:39:41.041583] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 0.73% [2025-11-22T01:39:41.053204] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.42% | Symbol ETA: 3m 18s | Global ETA: 2h 12m 59s [2025-11-22T01:39:41.054099] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:41.054159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:41.055815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:41.056295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:41.122603] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.09% [2025-11-22T01:39:41.198505] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.72%, Actual: 3.49% [2025-11-22T01:39:41.208240] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.06% [2025-11-22T01:39:41.300946] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.45% [2025-11-22T01:39:41.365288] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.89%, Actual: 2.80% [2025-11-22T01:39:41.377268] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 1.35% [2025-11-22T01:39:41.473253] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.32% [2025-11-22T01:39:41.473452] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.6610% [2025-11-22T01:39:41.473880] [INFO ] [main ] ASBA: DISCARDED add_atr_10 (score: 37.66%) [2025-11-22T01:39:41.473922] [INFO ] [main ] ASBA: Testing feature 4/53: add_atr_5 [2025-11-22T01:39:41.473953] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:39:41.473989] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:41.484741] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:41.486109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:41.486170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:41.491092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:41.492863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:41.493329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:41.493736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:41.534584] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -4.38%, Actual: 7.88% [2025-11-22T01:39:41.546508] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 5.09%, Actual: 0.90% [2025-11-22T01:39:41.634129] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.71% | Symbol ETA: 3m 17s | Global ETA: 2h 13m 10s [2025-11-22T01:39:41.635015] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:41.635075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:41.636716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:41.637237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:41.705072] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 4.51% [2025-11-22T01:39:41.717536] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.68%, Actual: 0.75% [2025-11-22T01:39:41.717803] [INFO ] [main ] KR: Magnitude Forecast Confidence: 45.5941% [2025-11-22T01:39:41.717900] [INFO ] [main ] KR: KEPT add_atr (score: 45.59%) [2025-11-22T01:39:41.717948] [INFO ] [main ] KR: Testing feature 3/53: add_atr_10 [2025-11-22T01:39:41.717983] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:39:41.718021] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:41.731032] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:41.732597] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:41.732680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:41.737612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:41.739634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:41.740160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:41.740624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:41.873751] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 1.81%, Actual: 5.29% [2025-11-22T01:39:41.873949] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 46.5638% [2025-11-22T01:39:41.874034] [INFO ] [main ] KOS: DISCARDED add_volume_flow_differentials (score: 46.56%) [2025-11-22T01:39:41.874079] [INFO ] [main ] KOS: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:39:41.874115] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_volume_pressure_into_close'] [2025-11-22T01:39:41.874152] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:41.885874] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:41.887378] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:41.887443] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:41.888186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:42.020691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:42.022157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:42.023432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:42.025186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:42.051999] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 2m 8s | Global ETA: 2h 13m 17s [2025-11-22T01:39:42.052926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:42.052987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:42.057920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:42.059665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:42.060133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:42.060521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:42.210338] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.40% | Symbol ETA: 3m 16s | Global ETA: 2h 13m 20s [2025-11-22T01:39:42.376237] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.31%, Actual: 3.74% [2025-11-22T01:39:42.386354] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 3m 26s | Global ETA: 2h 13m 23s [2025-11-22T01:39:42.387267] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:42.387329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:42.392100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:42.393882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:42.394342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:42.394807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:42.541829] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 0.14% [2025-11-22T01:39:42.609024] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.96% | Symbol ETA: 6.9s | Global ETA: 2h 13m 27s [2025-11-22T01:39:42.610073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:42.610153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:42.610921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:42.643833] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 2m 7s | Global ETA: 2h 13m 28s [2025-11-22T01:39:42.644691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:42.644753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:42.649533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:42.651254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:42.651737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:42.652121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:42.707236] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 1.53% [2025-11-22T01:39:42.736947] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:42.738157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:42.739444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:42.741117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:42.872843] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 2.28% [2025-11-22T01:39:43.030780] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 3m 26s | Global ETA: 2h 13m 35s [2025-11-22T01:39:43.031699] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:43.031762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:43.036448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:43.038192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:43.038670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:43.038916] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.41%, Actual: 0.37% [2025-11-22T01:39:43.039099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:43.203767] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 1.43%, Actual: 0.92% [2025-11-22T01:39:43.216845] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 2m 6s | Global ETA: 2h 13m 38s [2025-11-22T01:39:43.217860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:43.217935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:43.222898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:43.224801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:43.225325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:43.225833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:43.305281] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 6.0s | Global ETA: 2h 13m 40s [2025-11-22T01:39:43.306171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:43.306234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:43.306943] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:43.372212] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 1.15% [2025-11-22T01:39:43.431723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:43.432852] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:43.434047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:43.435701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:43.539051] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.42%, Actual: 2.09% [2025-11-22T01:39:43.649323] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 3m 25s | Global ETA: 2h 13m 46s [2025-11-22T01:39:43.650273] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:43.650335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:43.655089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:43.656885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:43.657371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:43.657837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:43.707734] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.71%, Actual: 2.60% [2025-11-22T01:39:43.823957] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 2m 6s | Global ETA: 2h 13m 49s [2025-11-22T01:39:43.824950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:43.825017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:43.830041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:43.831801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:43.832274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:43.832687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:43.874223] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.40%, Actual: 0.94% [2025-11-22T01:39:43.874428] [INFO ] [main ] AES: Magnitude Forecast Confidence: 49.9857% [2025-11-22T01:39:43.874513] [INFO ] [main ] AES: DISCARDED add_atr_10 (score: 49.99%) [2025-11-22T01:39:43.874555] [INFO ] [main ] AES: Testing feature 4/53: add_atr_5 [2025-11-22T01:39:43.874588] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T01:39:43.874622] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:43.887766] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:43.889231] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:43.889292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:43.891029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:43.891537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.003543] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 5.3s | Global ETA: 2h 13m 52s [2025-11-22T01:39:44.004439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:44.004503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:44.005192] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:44.131510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:44.132729] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:44.133916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:44.135572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.279525] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 3m 24s | Global ETA: 2h 13m 57s [2025-11-22T01:39:44.280860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:44.280941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:44.288623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:44.291282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:44.291952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:44.292564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.432026] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.73% | Symbol ETA: 2m 5s | Global ETA: 2h 14m 0s [2025-11-22T01:39:44.432921] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:44.432983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:44.438883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:44.441072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:44.441568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:44.441976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.468124] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.42% | Symbol ETA: 2m 8s | Global ETA: 2h 14m 1s [2025-11-22T01:39:44.469012] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:44.469074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:44.470734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:44.471217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.715384] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 4.6s | Global ETA: 2h 14m 5s [2025-11-22T01:39:44.716277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:44.716340] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:44.717033] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:44.841267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:44.842517] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:44.843766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:44.845401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:44.908666] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 3m 24s | Global ETA: 2h 14m 9s [2025-11-22T01:39:44.909970] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:44.910032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:44.915493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:44.917275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:44.917764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:44.918206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.095089] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 2m 5s | Global ETA: 2h 14m 12s [2025-11-22T01:39:45.096096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:45.096167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:45.096486] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 2m 8s | Global ETA: 2h 14m 12s [2025-11-22T01:39:45.097900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:45.097986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:45.100690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:45.101471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.102228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:45.104675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:45.105290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:45.105785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.597664] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 4.1s | Global ETA: 2h 14m 21s [2025-11-22T01:39:45.598668] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:45.602691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:45.603562] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:45.736983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:45.738558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:45.739607] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 3m 23s | Global ETA: 2h 14m 24s [2025-11-22T01:39:45.740949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:45.741012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:45.740087] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:45.744760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.746367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:45.748396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:45.748943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:45.749405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.880449] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 2m 8s | Global ETA: 2h 14m 26s [2025-11-22T01:39:45.881378] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:45.881440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:45.883158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:45.883685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:45.916908] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 2m 4s | Global ETA: 2h 14m 27s [2025-11-22T01:39:45.918287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:45.918355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:45.923552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:45.925481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:45.926027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:45.926470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:46.348472] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.92% | Symbol ETA: 3.3s | Global ETA: 2h 14m 35s [2025-11-22T01:39:46.349368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:46.349431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:46.350160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:46.388715] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 3m 22s | Global ETA: 2h 14m 35s [2025-11-22T01:39:46.389594] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:46.389694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:46.394464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:46.396249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:46.396741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:46.397188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:46.472886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:46.474184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:46.475411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:46.477105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:46.503133] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.54% | Symbol ETA: 2m 7s | Global ETA: 2h 14m 37s [2025-11-22T01:39:46.504025] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:46.504085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:46.505758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:46.506243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:46.519012] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 2m 4s | Global ETA: 2h 14m 38s [2025-11-22T01:39:46.519931] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:46.519993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:46.525277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:46.527111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:46.527597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:46.528017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.029426] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 3m 22s | Global ETA: 2h 14m 47s [2025-11-22T01:39:47.030323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:47.030384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:47.033821] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.42% | Symbol ETA: 2.6s | Global ETA: 2h 14m 47s [2025-11-22T01:39:47.034721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:47.034783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:47.035154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:47.035452] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:47.036955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:47.037449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:47.037913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.096258] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 1.14% | Symbol ETA: 2m 6s | Global ETA: 2h 14m 48s [2025-11-22T01:39:47.097340] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:47.097405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:47.099219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:47.099826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.114795] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 2m 3s | Global ETA: 2h 14m 48s [2025-11-22T01:39:47.115701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:47.115763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:47.120620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:47.122768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:47.123262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:47.123708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.158313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:47.159627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:47.160957] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:47.162693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.648995] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.18% | Symbol ETA: 3m 21s | Global ETA: 2h 14m 58s [2025-11-22T01:39:47.649967] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:47.650031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:47.655147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:47.657012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:47.657539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:39:47.658012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.700141] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 2m 2s | Global ETA: 2h 14m 59s [2025-11-22T01:39:47.729376] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 1.8s | Global ETA: 2h 14m 59s [2025-11-22T01:39:47.730264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:47.730327] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:47.731025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:47.750896] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 2m 6s | Global ETA: 2h 14m 60s [2025-11-22T01:39:47.751786] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:47.751846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:47.753474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:47.753981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.852588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:47.853833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:47.855038] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:47.856770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:47.869248] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.05% [2025-11-22T01:39:48.038040] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.06% [2025-11-22T01:39:48.210760] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.30% [2025-11-22T01:39:48.269064] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 3m 20s | Global ETA: 2h 15m 9s [2025-11-22T01:39:48.335951] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 4.75% | Symbol ETA: 2m 5s | Global ETA: 2h 15m 10s [2025-11-22T01:39:48.336915] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:48.336975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:48.338705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:48.339202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:48.383165] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.98% [2025-11-22T01:39:48.425067] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 1.1s | Global ETA: 2h 15m 12s [2025-11-22T01:39:48.426006] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:48.426088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:48.426787] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:48.437929] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 0.55% [2025-11-22T01:39:48.550986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:48.552223] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:48.553434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:39:48.555082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:48.560056] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 0.39% [2025-11-22T01:39:48.605615] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.70% [2025-11-22T01:39:48.739667] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.41% [2025-11-22T01:39:48.773944] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 1.07% [2025-11-22T01:39:48.915231] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.28% [2025-11-22T01:39:48.925324] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.05% | Symbol ETA: 2m 4s | Global ETA: 2h 15m 21s [2025-11-22T01:39:48.926251] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:48.926312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:48.928027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:48.928511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:48.942674] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.65%, Actual: 0.96% [2025-11-22T01:39:49.091295] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.09% [2025-11-22T01:39:49.114103] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.45% [2025-11-22T01:39:49.125551] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 0.4s | Global ETA: 2h 15m 25s [2025-11-22T01:39:49.265052] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.45% [2025-11-22T01:39:49.281233] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 0.73% [2025-11-22T01:39:49.292669] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 16.18% [2025-11-22T01:39:49.439135] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.32% [2025-11-22T01:39:49.439353] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 46.9539% [2025-11-22T01:39:49.439477] [INFO ] [main ] ASBA: KEPT add_atr_5 (score: 46.95%) [2025-11-22T01:39:49.439522] [INFO ] [main ] ASBA: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:39:49.439558] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:39:49.439595] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:49.447106] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.06% [2025-11-22T01:39:49.450949] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:49.452416] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:49.452479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:49.457383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:49.459283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:49.459834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:49.460241] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:49.461015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:49.461050] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 6.25% [2025-11-22T01:39:49.503630] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.01% | Symbol ETA: 2m 4s | Global ETA: 2h 15m 31s [2025-11-22T01:39:49.504520] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:39:49.504592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:49.506266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:49.506773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:49.614878] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 1.35% [2025-11-22T01:39:49.630348] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 3.38% [2025-11-22T01:39:49.782607] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.18%, Actual: 0.90% [2025-11-22T01:39:49.799867] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 2.32% [2025-11-22T01:39:49.951253] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.82%, Actual: 0.75% [2025-11-22T01:39:49.951434] [INFO ] [main ] KR: Magnitude Forecast Confidence: 39.8678% [2025-11-22T01:39:49.951486] [INFO ] [main ] KR: DISCARDED add_atr_10 (score: 39.87%) [2025-11-22T01:39:49.951524] [INFO ] [main ] KR: Testing feature 4/53: add_atr_5 [2025-11-22T01:39:49.951555] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:39:49.951591] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:49.963825] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:49.965247] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:49.965308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:49.969049] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 2.09% [2025-11-22T01:39:49.970163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:49.971954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:49.972424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:49.972875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:50.047821] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 1m 41s | Global ETA: 2h 15m 41s [2025-11-22T01:39:50.048743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:50.048807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:50.053768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:50.055605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:50.056134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:50.056567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:50.057347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:50.136882] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.90% | Symbol ETA: 2m 3s | Global ETA: 2h 15m 43s [2025-11-22T01:39:50.137139] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.92%, Actual: 3.49% [2025-11-22T01:39:50.305450] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 2.80% [2025-11-22T01:39:50.305519] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.42%, Actual: 3.74% [2025-11-22T01:39:50.473624] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.14% [2025-11-22T01:39:50.474206] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.69%, Actual: 7.88% [2025-11-22T01:39:50.592108] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 2m 20s | Global ETA: 2h 15m 51s [2025-11-22T01:39:50.593013] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:50.593075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:50.597917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:50.599704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:50.600178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:50.600579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:50.642368] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 1.53% [2025-11-22T01:39:50.643327] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 1m 40s | Global ETA: 2h 15m 52s [2025-11-22T01:39:50.644266] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:50.644329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:50.644898] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 4.51% [2025-11-22T01:39:50.649432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:50.651352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:50.651852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:50.652240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:50.653026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:50.811122] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 2.28% [2025-11-22T01:39:50.815610] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 5.29% [2025-11-22T01:39:50.815857] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 38.4225% [2025-11-22T01:39:50.815950] [INFO ] [main ] KOS: DISCARDED add_volume_pressure_into_close (score: 38.42%) [2025-11-22T01:39:50.815992] [INFO ] [main ] KOS: Testing feature 52/53: add_volume_zscore [2025-11-22T01:39:50.816023] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_volume_zscore'] [2025-11-22T01:39:50.816057] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:50.827487] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:50.828976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:50.829038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:50.829758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:50.961235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:50.962440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:50.963713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:50.965350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:50.979605] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.37% [2025-11-22T01:39:51.146822] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.60%, Actual: 0.92% [2025-11-22T01:39:51.211488] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 2m 19s | Global ETA: 2h 16m 2s [2025-11-22T01:39:51.212719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:51.212780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:51.217541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:51.219272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:51.219820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:51.220222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:51.233986] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 1m 40s | Global ETA: 2h 16m 3s [2025-11-22T01:39:51.234875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:51.234937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:51.239767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:51.241698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:51.242172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:51.242558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:51.243295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:51.318248] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 4.75%, Actual: 1.15% [2025-11-22T01:39:51.487537] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.05%, Actual: 2.09% [2025-11-22T01:39:51.529978] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 1.84% | Symbol ETA: 6.5s | Global ETA: 2h 16m 8s [2025-11-22T01:39:51.530896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:51.530959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:51.531664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:51.654676] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.01%, Actual: 2.60% [2025-11-22T01:39:51.656729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:51.657981] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:51.659238] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:51.660871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:51.818333] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 1m 39s | Global ETA: 2h 16m 13s [2025-11-22T01:39:51.819280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:51.819343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:51.824240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:51.826096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:51.826602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:51.827033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:51.827863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:51.829243] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 2m 19s | Global ETA: 2h 16m 13s [2025-11-22T01:39:51.830126] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:51.830188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:51.834983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:51.836724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:51.837213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:51.837598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:51.838352] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.90%, Actual: 0.94% [2025-11-22T01:39:51.838561] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.1862% [2025-11-22T01:39:51.838667] [INFO ] [main ] AES: DISCARDED add_atr_5 (score: 44.19%) [2025-11-22T01:39:51.838712] [INFO ] [main ] AES: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:39:51.838746] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T01:39:51.838781] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:51.852156] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:51.853513] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:51.853575] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:51.854338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:52.228733] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 5.8s | Global ETA: 2h 16m 20s [2025-11-22T01:39:52.229627] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:52.229711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:52.230387] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:52.355913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:52.357187] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:52.358415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:52.360053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:52.411505] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 1m 39s | Global ETA: 2h 16m 24s [2025-11-22T01:39:52.412461] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:52.412527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:52.417532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:52.419364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:52.419883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:52.420307] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:52.421084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:52.432028] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -6.34% | Symbol ETA: 1m 41s | Global ETA: 2h 16m 24s [2025-11-22T01:39:52.432956] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:52.433046] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:52.433785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:52.464377] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.43% | Symbol ETA: 2m 18s | Global ETA: 2h 16m 25s [2025-11-22T01:39:52.465267] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:52.465328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:52.470120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:52.471868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:52.472338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:52.472751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:52.929529] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: -2.24% | Symbol ETA: 5.1s | Global ETA: 2h 16m 33s [2025-11-22T01:39:52.930420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:52.930483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:52.931167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:52.997660] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 1m 38s | Global ETA: 2h 16m 34s [2025-11-22T01:39:52.998536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:52.998600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:53.003376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:53.005155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:53.005660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:53.006047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:53.006840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.044584] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 1m 40s | Global ETA: 2h 16m 35s [2025-11-22T01:39:53.045514] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:53.045589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:53.046310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.056551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:53.057719] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:53.058909] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:53.060516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.081158] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 2m 18s | Global ETA: 2h 16m 36s [2025-11-22T01:39:53.082057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:53.082118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:53.086849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:53.088599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:53.089093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:53.089478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.569720] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 1m 37s | Global ETA: 2h 16m 45s [2025-11-22T01:39:53.570591] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:53.570672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:53.575423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:53.577281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:53.577778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:53.578165] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:53.578928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.625220] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 4.4s | Global ETA: 2h 16m 46s [2025-11-22T01:39:53.626177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:53.626244] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:53.626968] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:53.640144] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 1m 40s | Global ETA: 2h 16m 46s [2025-11-22T01:39:53.641090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:53.641154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:53.641880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.751835] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:53.753117] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:53.754434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:53.756097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:53.760879] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 2m 17s | Global ETA: 2h 16m 48s [2025-11-22T01:39:53.761898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:53.761979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:53.767828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:53.769774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:53.770381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:53.770838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.170183] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 1m 37s | Global ETA: 2h 16m 55s [2025-11-22T01:39:54.171095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:54.171159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:54.175955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:54.177781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:54.178287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:54.178683] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:54.179390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.237317] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 1m 39s | Global ETA: 2h 16m 57s [2025-11-22T01:39:54.238266] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:54.238326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:54.239021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.322679] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -2.85% | Symbol ETA: 3.7s | Global ETA: 2h 16m 58s [2025-11-22T01:39:54.323556] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:54.323619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:54.324310] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:54.418273] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 2m 16s | Global ETA: 2h 16m 60s [2025-11-22T01:39:54.419207] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:54.419271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:54.424241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:54.426057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:54.426538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:54.426953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.448736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:54.450014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:54.451258] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:54.452913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.737804] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 1m 36s | Global ETA: 2h 17m 6s [2025-11-22T01:39:54.738724] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:54.738787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:54.743604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:54.745394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:54.745923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:54.746309] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:54.747454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:54.824804] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 1m 39s | Global ETA: 2h 17m 7s [2025-11-22T01:39:54.825729] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:54.825789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:54.826465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.039042] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 3.0s | Global ETA: 2h 17m 11s [2025-11-22T01:39:55.039940] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:55.040003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:55.040694] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:55.043309] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 2m 16s | Global ETA: 2h 17m 11s [2025-11-22T01:39:55.044241] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:55.044305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:55.049346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:55.051174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:55.051688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:55.052084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.171936] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:55.173285] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:55.174590] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:55.176319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.311473] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 1m 36s | Global ETA: 2h 17m 16s [2025-11-22T01:39:55.411696] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 1m 38s | Global ETA: 2h 17m 18s [2025-11-22T01:39:55.412590] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:55.412669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:55.413353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.480023] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.05% [2025-11-22T01:39:55.648558] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.06% [2025-11-22T01:39:55.681946] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 5.09% | Symbol ETA: 2m 15s | Global ETA: 2h 17m 23s [2025-11-22T01:39:55.682909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:39:55.682973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:55.688018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:55.689858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:55.690367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:55.690794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.780567] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 2.3s | Global ETA: 2h 17m 24s [2025-11-22T01:39:55.781521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:55.785059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:55.785811] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:55.816617] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.30% [2025-11-22T01:39:55.911530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:55.912696] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:55.913925] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:55.915521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:55.984526] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 0.98% [2025-11-22T01:39:56.021279] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 1m 37s | Global ETA: 2h 17m 29s [2025-11-22T01:39:56.022247] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:56.022310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:56.023060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:56.151218] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.39% [2025-11-22T01:39:56.305586] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 2m 14s | Global ETA: 2h 17m 34s [2025-11-22T01:39:56.318993] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 0.41% [2025-11-22T01:39:56.478146] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 0.55% [2025-11-22T01:39:56.478709] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 1.6s | Global ETA: 2h 17m 37s [2025-11-22T01:39:56.479583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:56.479663] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:56.480331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:56.486696] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.28% [2025-11-22T01:39:56.604564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:56.605907] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:56.607232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:56.608942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:56.643746] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 6.00% | Symbol ETA: 1m 37s | Global ETA: 2h 17m 40s [2025-11-22T01:39:56.644631] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:56.644711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:56.645386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:56.652409] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 2.70% [2025-11-22T01:39:56.654360] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.09% [2025-11-22T01:39:56.821062] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.45% [2025-11-22T01:39:56.822304] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 1.07% [2025-11-22T01:39:56.987586] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.32% [2025-11-22T01:39:56.987861] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.5182% [2025-11-22T01:39:56.987925] [INFO ] [main ] ASBA: DISCARDED add_close_to_open_alignment (score: 37.52%) [2025-11-22T01:39:56.987965] [INFO ] [main ] ASBA: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:39:56.987996] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:39:56.988031] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:39:56.989199] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 0.96% [2025-11-22T01:39:56.999329] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:57.000773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:57.000855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:57.005632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:57.007454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:57.007937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:57.008322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:57.009214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:57.157223] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.45% [2025-11-22T01:39:57.174957] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 0.9s | Global ETA: 2h 17m 50s [2025-11-22T01:39:57.175856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:57.175919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:57.176584] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:57.214117] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.57% | Symbol ETA: 1m 36s | Global ETA: 2h 17m 50s [2025-11-22T01:39:57.215020] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:57.215080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:57.215767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:57.298407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:57.299596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:57.300827] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:39:57.302482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:57.327985] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 0.73% [2025-11-22T01:39:57.499342] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.06% [2025-11-22T01:39:57.584285] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 1m 16s | Global ETA: 2h 17m 57s [2025-11-22T01:39:57.585221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:57.585288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:57.590346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:57.592228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:57.592753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:57.593159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:57.594127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:57.672433] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 1.35% [2025-11-22T01:39:57.791876] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 1m 36s | Global ETA: 2h 18m 1s [2025-11-22T01:39:57.847111] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 5.09%, Actual: 0.90% [2025-11-22T01:39:57.869032] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 0.2s | Global ETA: 2h 18m 2s [2025-11-22T01:39:57.960017] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -6.34%, Actual: 3.74% [2025-11-22T01:39:58.016263] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.68%, Actual: 0.75% [2025-11-22T01:39:58.016455] [INFO ] [main ] KR: Magnitude Forecast Confidence: 45.5941% [2025-11-22T01:39:58.016566] [INFO ] [main ] KR: KEPT add_atr_5 (score: 45.59%) [2025-11-22T01:39:58.016610] [INFO ] [main ] KR: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:39:58.016667] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:39:58.016727] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:39:58.030182] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:58.031497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:58.031563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:58.036610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:58.037385] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 16.18% [2025-11-22T01:39:58.038528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:58.039050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:58.039458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:58.040227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:58.136996] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 0.14% [2025-11-22T01:39:58.168414] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 1m 16s | Global ETA: 2h 18m 7s [2025-11-22T01:39:58.169333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:58.169395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:58.174230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:58.175992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:58.176454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:58.176860] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:58.177735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:58.205546] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 6.25% [2025-11-22T01:39:58.323574] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 1.53% [2025-11-22T01:39:58.372143] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.24%, Actual: 3.38% [2025-11-22T01:39:58.501456] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 2.28% [2025-11-22T01:39:58.538302] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.32% [2025-11-22T01:39:58.664187] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 1m 42s | Global ETA: 2h 18m 16s [2025-11-22T01:39:58.665090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:58.665153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:58.670010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:58.671811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:58.672281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:58.672686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:58.673394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:58.680474] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.37% [2025-11-22T01:39:58.706554] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -2.85%, Actual: 2.09% [2025-11-22T01:39:58.751051] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 1m 15s | Global ETA: 2h 18m 18s [2025-11-22T01:39:58.751946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:58.752009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:58.756845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:58.758664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:58.759157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:58.759588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:58.760445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:58.859793] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 0.92% [2025-11-22T01:39:58.875071] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 3.49% [2025-11-22T01:39:59.040068] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -1.21%, Actual: 2.80% [2025-11-22T01:39:59.045311] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 1.15% [2025-11-22T01:39:59.210286] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 7.88% [2025-11-22T01:39:59.211507] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 6.00%, Actual: 2.09% [2025-11-22T01:39:59.291095] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 1m 42s | Global ETA: 2h 18m 28s [2025-11-22T01:39:59.292007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:59.292069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:59.296821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:59.298571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:59.299055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:59.299445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:59.300183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:59.332264] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 1m 14s | Global ETA: 2h 18m 28s [2025-11-22T01:39:59.333225] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:59.333289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:59.338216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:59.340076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:59.340554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:59.341001] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:59.341929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:59.377985] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.57%, Actual: 2.60% [2025-11-22T01:39:59.382853] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 4.51% [2025-11-22T01:39:59.549079] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 0.69%, Actual: 5.29% [2025-11-22T01:39:59.549248] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 37.8963% [2025-11-22T01:39:59.549336] [INFO ] [main ] KOS: DISCARDED add_volume_zscore (score: 37.90%) [2025-11-22T01:39:59.549378] [INFO ] [main ] KOS: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:39:59.549408] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity', 'add_vwap_deviations'] [2025-11-22T01:39:59.549440] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T01:39:59.557516] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 0.94% [2025-11-22T01:39:59.557745] [INFO ] [main ] AES: Magnitude Forecast Confidence: 54.2257% [2025-11-22T01:39:59.558464] [INFO ] [main ] AES: DISCARDED add_close_to_open_alignment (score: 54.23%) [2025-11-22T01:39:59.558515] [INFO ] [main ] AES: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:39:59.558549] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T01:39:59.558588] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:39:59.561475] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:59.562828] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:59.562905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:59.563615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:39:59.575303] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:39:59.576684] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:39:59.576746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:59.577719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:59.688611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:39:59.689773] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:39:59.690986] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:39:59.696850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:59.912406] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 1m 41s | Global ETA: 2h 18m 39s [2025-11-22T01:39:59.913406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:59.913470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:59.918309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:59.920095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:59.920557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:59.920972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:39:59.921703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:39:59.929661] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 1m 14s | Global ETA: 2h 18m 39s [2025-11-22T01:39:59.930560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:39:59.930626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:39:59.935685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:39:59.937489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:39:59.938027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:39:59.938422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:39:59.939330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:00.189049] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.59% | Symbol ETA: 1m 18s | Global ETA: 2h 18m 44s [2025-11-22T01:40:00.189944] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:00.190004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:00.190833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:00.268040] [INFO ] [main ] KOS: Lookback Days: 2, Magnitude: 2.20% | Symbol ETA: 6.4s | Global ETA: 2h 18m 45s [2025-11-22T01:40:00.269000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:00.269063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:00.269771] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:00.395862] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:00.397193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:00.398470] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:00.404331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:00.526926] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 1m 13s | Global ETA: 2h 18m 50s [2025-11-22T01:40:00.527991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:00.528057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:00.532978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:00.534766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:00.535247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:00.535694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:00.536601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:00.541956] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.61% | Symbol ETA: 1m 41s | Global ETA: 2h 18m 50s [2025-11-22T01:40:00.542897] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:00.542960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:00.547799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:00.549547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:00.550050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:00.550445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:00.551191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:00.777333] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 1m 17s | Global ETA: 2h 18m 54s [2025-11-22T01:40:00.778227] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:00.778287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:00.779166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.033618] [INFO ] [main ] KOS: Lookback Days: 3, Magnitude: 4.35% | Symbol ETA: 5.9s | Global ETA: 2h 18m 59s [2025-11-22T01:40:01.034498] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:01.034561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:01.035245] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:01.194019] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 1m 13s | Global ETA: 2h 19m 2s [2025-11-22T01:40:01.195009] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:01.195072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:01.206284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:01.208293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:01.211866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:01.212309] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:01.213263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.215355] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:01.216701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:01.217998] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:01.223772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.440357] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.74% | Symbol ETA: 1m 17s | Global ETA: 2h 19m 6s [2025-11-22T01:40:01.441254] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:01.441314] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:01.442154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.588043] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 1m 40s | Global ETA: 2h 19m 9s [2025-11-22T01:40:01.592449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:01.592511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:01.597356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:01.599281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:01.599779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:01.600365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:01.601191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.885751] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 1m 12s | Global ETA: 2h 19m 14s [2025-11-22T01:40:01.887249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:01.887342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:01.894796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:01.897778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:01.898742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:01.899480] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:01.900779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:01.988304] [INFO ] [main ] KOS: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 5.7s | Global ETA: 2h 19m 16s [2025-11-22T01:40:01.989294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:01.989360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:01.990105] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:02.047354] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 1m 16s | Global ETA: 2h 19m 17s [2025-11-22T01:40:02.048271] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:02.048331] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:02.049173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:02.124211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:02.125729] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:02.127249] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:02.134807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:02.385584] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -1.35% | Symbol ETA: 1m 40s | Global ETA: 2h 19m 23s [2025-11-22T01:40:02.386600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:02.386709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:02.392037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:02.394130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:02.394889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:02.395491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:02.396414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:02.555301] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 1m 12s | Global ETA: 2h 19m 26s [2025-11-22T01:40:02.556243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:02.556308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:02.561462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:02.563277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:02.563804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:02.564226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:02.565176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:02.635933] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.44% | Symbol ETA: 1m 16s | Global ETA: 2h 19m 28s [2025-11-22T01:40:02.636840] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:02.636911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:02.637805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:02.753221] [INFO ] [main ] KOS: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 4.8s | Global ETA: 2h 19m 30s [2025-11-22T01:40:02.754138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:02.754204] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:02.754937] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:02.885920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:02.887283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:02.888597] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:02.894729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.031509] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 1m 39s | Global ETA: 2h 19m 35s [2025-11-22T01:40:03.032405] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:03.032467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:03.037381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:03.039129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:03.039603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:03.040011] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:03.040744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.152816] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 1m 11s | Global ETA: 2h 19m 37s [2025-11-22T01:40:03.217789] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 1m 15s | Global ETA: 2h 19m 38s [2025-11-22T01:40:03.218685] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:03.218746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:03.219555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.322069] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.05% [2025-11-22T01:40:03.479375] [INFO ] [main ] KOS: Lookback Days: 6, Magnitude: -3.00% | Symbol ETA: 3.9s | Global ETA: 2h 19m 43s [2025-11-22T01:40:03.480261] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:03.480325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:03.481023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:03.488931] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.06% [2025-11-22T01:40:03.607210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:03.608561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:03.609800] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:03.616065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.656046] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.31% | Symbol ETA: 1m 38s | Global ETA: 2h 19m 46s [2025-11-22T01:40:03.656947] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:03.657009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:03.661834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:03.662309] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.30% [2025-11-22T01:40:03.663595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:03.664086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:03.664470] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:03.665199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.799515] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 1m 14s | Global ETA: 2h 19m 49s [2025-11-22T01:40:03.800419] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:03.800479] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:03.801319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:03.828188] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.98% [2025-11-22T01:40:03.995101] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.39% [2025-11-22T01:40:04.161636] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.41% [2025-11-22T01:40:04.190801] [INFO ] [main ] KOS: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 3.1s | Global ETA: 2h 19m 56s [2025-11-22T01:40:04.191700] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:04.191763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:04.192433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:04.277549] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 4.43% | Symbol ETA: 1m 37s | Global ETA: 2h 19m 57s [2025-11-22T01:40:04.278956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:04.279043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:04.286684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:04.289701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:04.290437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:04.291007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:04.292101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:04.318357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:04.319579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:04.320911] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:04.327026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:04.328561] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.28% [2025-11-22T01:40:04.404663] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.36% | Symbol ETA: 1m 14s | Global ETA: 2h 19m 60s [2025-11-22T01:40:04.405571] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:04.405633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:04.406510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:04.493896] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.09% [2025-11-22T01:40:04.658809] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.45% [2025-11-22T01:40:04.824219] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 0.32% [2025-11-22T01:40:04.824435] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 31.9983% [2025-11-22T01:40:04.824521] [INFO ] [main ] ASBA: DISCARDED add_composite_volatility_context (score: 32.00%) [2025-11-22T01:40:04.824563] [INFO ] [main ] ASBA: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:40:04.824596] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T01:40:04.824631] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:04.835622] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:04.837090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:04.837527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:04.842387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:04.844200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:04.844697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:04.845082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:04.847496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:04.906244] [INFO ] [main ] KOS: Lookback Days: 8, Magnitude: -2.90% | Symbol ETA: 2.3s | Global ETA: 2h 20m 9s [2025-11-22T01:40:04.907211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:04.907276] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:04.907992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:04.936740] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.71% | Symbol ETA: 1m 37s | Global ETA: 2h 20m 9s [2025-11-22T01:40:04.982385] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.52% | Symbol ETA: 1m 13s | Global ETA: 2h 20m 10s [2025-11-22T01:40:04.983290] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:04.983351] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:04.984198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:05.037422] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:05.038740] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:05.040009] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:05.045993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:05.103916] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 0.55% [2025-11-22T01:40:05.270100] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 2.70% [2025-11-22T01:40:05.414566] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 1m 5s | Global ETA: 2h 20m 18s [2025-11-22T01:40:05.415481] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:05.415543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:05.420517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:05.422323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:05.422822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:05.423207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:05.425582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:05.433839] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 1.07% [2025-11-22T01:40:05.591378] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.11% | Symbol ETA: 1m 13s | Global ETA: 2h 20m 21s [2025-11-22T01:40:05.597200] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.61%, Actual: 0.96% [2025-11-22T01:40:05.614914] [INFO ] [main ] KOS: Lookback Days: 9, Magnitude: -3.90% | Symbol ETA: 1.5s | Global ETA: 2h 20m 21s [2025-11-22T01:40:05.615807] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:05.615871] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:05.616594] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:05.744537] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:05.745849] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:05.747142] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:05.753086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:05.759006] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.59%, Actual: 3.74% [2025-11-22T01:40:05.760460] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.45% [2025-11-22T01:40:05.923561] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -1.35%, Actual: 0.73% [2025-11-22T01:40:05.924734] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.17%, Actual: 0.14% [2025-11-22T01:40:06.001772] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 1m 5s | Global ETA: 2h 20m 28s [2025-11-22T01:40:06.002666] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:06.002728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:06.007531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:06.009323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:06.009815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:06.010201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:06.012928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:06.086821] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.06% [2025-11-22T01:40:06.090184] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 1.53% [2025-11-22T01:40:06.250942] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.31%, Actual: 1.35% [2025-11-22T01:40:06.256257] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 2.28% [2025-11-22T01:40:06.317711] [INFO ] [main ] KOS: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 0.8s | Global ETA: 2h 20m 34s [2025-11-22T01:40:06.318590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:06.319094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:06.322236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:06.414872] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 4.43%, Actual: 0.90% [2025-11-22T01:40:06.421336] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.44%, Actual: 0.37% [2025-11-22T01:40:06.449171] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:40:06.450520] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:40:06.451943] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:40:06.457791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:06.576263] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 1m 4s | Global ETA: 2h 20m 39s [2025-11-22T01:40:06.577183] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:06.577245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:06.580227] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.71%, Actual: 0.75% [2025-11-22T01:40:06.580390] [INFO ] [main ] KR: Magnitude Forecast Confidence: 40.5757% [2025-11-22T01:40:06.580443] [INFO ] [main ] KR: DISCARDED add_close_to_open_alignment (score: 40.58%) [2025-11-22T01:40:06.580483] [INFO ] [main ] KR: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:40:06.580516] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:40:06.580552] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:06.582074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:06.583923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:06.584390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:06.584805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:06.587220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:06.587465] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 0.92% [2025-11-22T01:40:06.592684] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:06.594113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:06.594177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:06.598897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:06.600657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:06.601459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:06.601862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:06.602725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:06.753048] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: -1.12%, Actual: 1.15% [2025-11-22T01:40:06.932996] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.36%, Actual: 2.09% [2025-11-22T01:40:07.082148] [INFO ] [main ] KOS: Lookback Days: 11, Magnitude: -1.37% | Symbol ETA: 0.0s | Global ETA: 2h 20m 48s [2025-11-22T01:40:07.111549] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.52%, Actual: 2.60% [2025-11-22T01:40:07.154584] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 1m 4s | Global ETA: 2h 20m 49s [2025-11-22T01:40:07.155487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:07.155550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:07.160323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:07.162050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:07.162518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:07.162924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:07.165254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:07.202774] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 1m 26s | Global ETA: 2h 20m 50s [2025-11-22T01:40:07.203674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:07.203737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:07.208464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:07.210211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:07.210692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:07.211079] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:07.211937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:07.251511] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 2.20%, Actual: 16.18% [2025-11-22T01:40:07.296568] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.11%, Actual: 0.94% [2025-11-22T01:40:07.296824] [INFO ] [main ] AES: Magnitude Forecast Confidence: 48.3152% [2025-11-22T01:40:07.296921] [INFO ] [main ] AES: DISCARDED add_composite_volatility_context (score: 48.32%) [2025-11-22T01:40:07.296976] [INFO ] [main ] AES: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:40:07.297020] [DEBUG] [main ] Testing with features: ['add_day_shape_ratios'] [2025-11-22T01:40:07.297056] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:07.311398] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:07.312980] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:07.313042] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:07.315689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:07.419676] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 4.35%, Actual: 6.25% [2025-11-22T01:40:07.585935] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 3.38% [2025-11-22T01:40:07.751007] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 2.32% [2025-11-22T01:40:07.752938] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 1m 3s | Global ETA: 2h 20m 60s [2025-11-22T01:40:07.753838] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:07.753900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:07.758779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:07.760588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:07.761089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:07.761474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:07.763889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:07.811267] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -1.44% | Symbol ETA: 1m 25s | Global ETA: 2h 21m 1s [2025-11-22T01:40:07.812156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:07.812219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:07.816992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:07.818769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:07.819235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:07.819617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:07.820483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:07.917164] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.00%, Actual: 2.09% [2025-11-22T01:40:07.934998] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.39% | Symbol ETA: 1m 5s | Global ETA: 2h 21m 3s [2025-11-22T01:40:07.935943] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:07.936004] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:07.938466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:08.081894] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 3.49% [2025-11-22T01:40:08.247368] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -2.90%, Actual: 2.80% [2025-11-22T01:40:08.362270] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 1m 2s | Global ETA: 2h 21m 11s [2025-11-22T01:40:08.363273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:08.363369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:08.368733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:08.370757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:08.371257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:08.371694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:08.374196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:08.415404] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.90%, Actual: 7.88% [2025-11-22T01:40:08.418483] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 1m 25s | Global ETA: 2h 21m 12s [2025-11-22T01:40:08.419319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:08.419381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:08.424074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:08.425799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:08.426281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:08.426685] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:08.427534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:08.542919] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 1m 4s | Global ETA: 2h 21m 14s [2025-11-22T01:40:08.544036] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:08.544097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:08.546622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:08.581280] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 4.51% [2025-11-22T01:40:08.747048] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: -1.37%, Actual: 5.29% [2025-11-22T01:40:08.747260] [INFO ] [main ] KOS: Magnitude Forecast Confidence: 44.7666% [2025-11-22T01:40:08.747347] [INFO ] [main ] KOS: DISCARDED add_vwap_deviations (score: 44.77%) [2025-11-22T01:40:08.747389] [INFO ] [main ] KOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:40:08.747420] [INFO ] [main ] KOS: Best accuracy: 55.86% [2025-11-22T01:40:08.747451] [INFO ] [main ] KOS: Best feature set (4 features): ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure', 'add_open_11_elasticity'] [2025-11-22T01:40:08.747481] [INFO ] [main ] KOS: Improvement over baseline: 19.31% [2025-11-22T01:40:08.747508] [INFO ] [main ] KOS: Total time: 7.7 minutes [2025-11-22T01:40:08.747535] [INFO ] [main ] KOS: Average time per feature: 8.7 seconds [2025-11-22T01:40:08.747562] [INFO ] [main ] KOS: Average speed: 0.11 features/sec [2025-11-22T01:40:08.913714] [DEBUG] [METRICS ] KOS: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 16.18% [2025-11-22T01:40:08.986395] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 1m 2s | Global ETA: 2h 21m 22s [2025-11-22T01:40:08.987338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:08.987757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:08.992603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:08.994401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:08.994892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:08.995294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:08.998092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.034105] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 1m 24s | Global ETA: 2h 21m 23s [2025-11-22T01:40:09.034983] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:09.035045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:09.039804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:09.041505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:09.041988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:09.042370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:09.043230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.083041] [DEBUG] [METRICS ] KOS: 2025-11-19:2025-11-20: Predicted: 3.73%, Actual: 6.25% [2025-11-22T01:40:09.124073] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -2.01% | Symbol ETA: 1m 4s | Global ETA: 2h 21m 25s [2025-11-22T01:40:09.124974] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:09.125033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:09.127347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.248807] [DEBUG] [METRICS ] KOS: 2025-11-18:2025-11-19: Predicted: -2.69%, Actual: 3.38% [2025-11-22T01:40:09.414742] [DEBUG] [METRICS ] KOS: 2025-11-17:2025-11-18: Predicted: 2.50%, Actual: 2.32% [2025-11-22T01:40:09.576498] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 1m 1s | Global ETA: 2h 21m 33s [2025-11-22T01:40:09.577449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:09.577511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:09.581341] [DEBUG] [METRICS ] KOS: 2025-11-14:2025-11-17: Predicted: -3.06%, Actual: 2.09% [2025-11-22T01:40:09.582504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:09.584374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:09.584878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:09.585280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:09.587732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.642887] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 3.14% | Symbol ETA: 1m 24s | Global ETA: 2h 21m 34s [2025-11-22T01:40:09.643764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:09.643826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:09.648618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:09.650360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:09.650841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:09.651220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:09.652074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.701144] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 1m 3s | Global ETA: 2h 21m 35s [2025-11-22T01:40:09.702031] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:09.702090] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:09.704437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:09.748921] [DEBUG] [METRICS ] KOS: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 3.49% [2025-11-22T01:40:09.917152] [DEBUG] [METRICS ] KOS: 2025-11-12:2025-11-13: Predicted: -4.13%, Actual: 2.80% [2025-11-22T01:40:10.084385] [DEBUG] [METRICS ] KOS: 2025-11-11:2025-11-12: Predicted: -3.76%, Actual: 7.88% [2025-11-22T01:40:10.165238] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1m 1s | Global ETA: 2h 21m 43s [2025-11-22T01:40:10.166181] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:10.166245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:10.171230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:10.173037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:10.173521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:10.173940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:10.176473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:10.250285] [DEBUG] [METRICS ] KOS: 2025-11-10:2025-11-11: Predicted: 2.75%, Actual: 4.51% [2025-11-22T01:40:10.263152] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 1m 23s | Global ETA: 2h 21m 45s [2025-11-22T01:40:10.264086] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:10.264149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:10.269029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:10.270775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:10.271242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:10.271631] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:10.272499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:10.288288] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 1m 2s | Global ETA: 2h 21m 46s [2025-11-22T01:40:10.289179] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:10.289239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:10.291535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:10.415021] [DEBUG] [METRICS ] KOS: 2025-11-07:2025-11-10: Predicted: 2.12%, Actual: 5.29% [2025-11-22T01:40:10.415515] [INFO ] [LOCAL ] Saved configuration for KOS: 4 features, 55.86% accuracy -> ./output/feature-sets/KOS.json [2025-11-22T01:40:10.416320] [INFO ] [main ] Progress: 4/57 symbols completed (7.0%). KOS finished in 7m 53s. ETA: 1h 44m 23s. Rate: 0.51 symbols/min [2025-11-22T01:40:10.419212] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:10.430454] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:10.430936] [INFO ] [main ] CBZ: Testing with 53 available features [2025-11-22T01:40:10.430987] [INFO ] [main ] CBZ: Establishing baseline with no features... [2025-11-22T01:40:10.431022] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:10.441826] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:10.443060] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:10.747269] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 1m 0s | Global ETA: 1h 44m 27s [2025-11-22T01:40:10.873989] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.48% | Symbol ETA: 1m 2s | Global ETA: 1h 44m 29s [2025-11-22T01:40:10.874909] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:10.874969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:10.877330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:10.905874] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 1m 22s | Global ETA: 1h 44m 29s [2025-11-22T01:40:10.906773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:10.906836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:10.911597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:10.917370] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 0.05% [2025-11-22T01:40:10.917794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:10.918267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:10.918684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:10.919528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:11.066684] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.01% [2025-11-22T01:40:11.067662] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:11.084396] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.06% [2025-11-22T01:40:11.251843] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.30% [2025-11-22T01:40:11.421384] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.98% [2025-11-22T01:40:11.463332] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 4.91% | Symbol ETA: 1m 1s | Global ETA: 1h 44m 37s [2025-11-22T01:40:11.464252] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:11.464316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:11.466716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:11.519517] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -3.91% | Symbol ETA: 1m 22s | Global ETA: 1h 44m 37s [2025-11-22T01:40:11.520417] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:11.520480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:11.525264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:11.527004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:11.527528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:11.527936] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:11.528798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:11.589727] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.39% [2025-11-22T01:40:11.678690] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.66% [2025-11-22T01:40:11.679574] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:11.756473] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.41% [2025-11-22T01:40:11.925740] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.28% [2025-11-22T01:40:12.055564] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.42% | Symbol ETA: 1m 1s | Global ETA: 1h 44m 44s [2025-11-22T01:40:12.056458] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:12.056518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:12.058858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:12.092010] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.09% [2025-11-22T01:40:12.143511] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 4.68% | Symbol ETA: 1m 21s | Global ETA: 1h 44m 46s [2025-11-22T01:40:12.144414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:12.144476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:12.149186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:12.150917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:12.151383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:12.151785] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:12.152622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:12.260470] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.45% [2025-11-22T01:40:12.308771] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: -2.62% [2025-11-22T01:40:12.309706] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:12.425406] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.32% [2025-11-22T01:40:12.425612] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 47.8222% [2025-11-22T01:40:12.425744] [INFO ] [main ] ASBA: KEPT add_day_shape_ratios (score: 47.82%) [2025-11-22T01:40:12.425789] [INFO ] [main ] ASBA: Testing feature 8/53: add_directional_consistency [2025-11-22T01:40:12.425824] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T01:40:12.425859] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:12.436844] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:12.438299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:12.438363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:12.443351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:12.445176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:12.445680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:12.446083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:12.448574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:12.574315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:12.641923] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.77% | Symbol ETA: 59.9s | Global ETA: 1h 44m 52s [2025-11-22T01:40:12.642822] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:12.642882] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:12.645194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:12.788426] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 1m 21s | Global ETA: 1h 44m 54s [2025-11-22T01:40:12.924083] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 1.85% [2025-11-22T01:40:12.925091] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:12.955888] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.87%, Actual: 0.55% [2025-11-22T01:40:13.131306] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -1.44%, Actual: 2.70% [2025-11-22T01:40:13.135179] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 55.1s | Global ETA: 1h 44m 59s [2025-11-22T01:40:13.136084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:13.136147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:13.140913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:13.142670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:13.143140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:13.143526] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:13.145875] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:13.227164] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.82% | Symbol ETA: 59.3s | Global ETA: 1h 44m 60s [2025-11-22T01:40:13.268769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:13.305145] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 1.07% [2025-11-22T01:40:13.396921] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.39%, Actual: 3.74% [2025-11-22T01:40:13.481999] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 0.96% [2025-11-22T01:40:13.535094] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.40% [2025-11-22T01:40:13.536034] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:13.585138] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.14% [2025-11-22T01:40:13.664241] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 3.14%, Actual: 0.45% [2025-11-22T01:40:13.778246] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 1.53% [2025-11-22T01:40:13.838176] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 54.5s | Global ETA: 1h 45m 8s [2025-11-22T01:40:13.839099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:13.839167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:13.842708] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 0.73% [2025-11-22T01:40:13.844480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:13.846375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:13.846873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:13.847294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:13.849719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:13.954284] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 2.28% [2025-11-22T01:40:13.975870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:14.011230] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.06% [2025-11-22T01:40:14.129579] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.37% [2025-11-22T01:40:14.180414] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -3.91%, Actual: 1.35% [2025-11-22T01:40:14.182250] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.68% [2025-11-22T01:40:14.183209] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:14.300331] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 0.92% [2025-11-22T01:40:14.346657] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 4.68%, Actual: 0.90% [2025-11-22T01:40:14.471147] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 4.91%, Actual: 1.15% [2025-11-22T01:40:14.514985] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 0.75% [2025-11-22T01:40:14.515201] [INFO ] [main ] KR: Magnitude Forecast Confidence: 41.7685% [2025-11-22T01:40:14.515296] [INFO ] [main ] KR: DISCARDED add_composite_volatility_context (score: 41.77%) [2025-11-22T01:40:14.515341] [INFO ] [main ] KR: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:40:14.515374] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T01:40:14.515409] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:14.527787] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:14.529116] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:14.529184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:14.533948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:14.535722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:14.536191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:14.536584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:14.538929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:14.552970] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 53.8s | Global ETA: 1h 45m 18s [2025-11-22T01:40:14.553889] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:14.553951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:14.558787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:14.560580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:14.561072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:14.561486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:14.563890] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:14.643810] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.42%, Actual: 2.09% [2025-11-22T01:40:14.689285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:14.807427] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.31% [2025-11-22T01:40:14.808351] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:14.816442] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.77%, Actual: 2.60% [2025-11-22T01:40:14.993793] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.82%, Actual: 0.94% [2025-11-22T01:40:14.994012] [INFO ] [main ] AES: Magnitude Forecast Confidence: 50.7276% [2025-11-22T01:40:14.994099] [INFO ] [main ] AES: DISCARDED add_day_shape_ratios (score: 50.73%) [2025-11-22T01:40:14.994145] [INFO ] [main ] AES: Testing feature 8/53: add_directional_consistency [2025-11-22T01:40:14.994181] [DEBUG] [main ] Testing with features: ['add_directional_consistency'] [2025-11-22T01:40:14.994219] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:15.008217] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:15.009884] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:15.009946] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:15.153556] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 2.05% | Symbol ETA: 1m 6s | Global ETA: 1h 45m 25s [2025-11-22T01:40:15.153796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:15.154469] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:15.154532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:15.159282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:15.161029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:15.161496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:15.161911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:15.164198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:15.253680] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 53.1s | Global ETA: 1h 45m 27s [2025-11-22T01:40:15.254565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:15.254628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:15.259515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:15.261256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:15.261744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:15.262134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:15.264507] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:15.387580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:15.416510] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 2.86% [2025-11-22T01:40:15.417456] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:15.742340] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.62% | Symbol ETA: 56.1s | Global ETA: 1h 45m 33s [2025-11-22T01:40:15.743240] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:15.743301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:15.778286] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 1m 6s | Global ETA: 1h 45m 34s [2025-11-22T01:40:15.779218] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:15.779281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:15.784082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:15.785829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:15.786326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:15.786839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:15.789300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:15.868319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:15.965115] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 52.4s | Global ETA: 1h 45m 36s [2025-11-22T01:40:15.966030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:15.966093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:15.971043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:15.972902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:15.973388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:15.973807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:15.976718] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:16.039094] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.80% [2025-11-22T01:40:16.040044] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:40:16.106506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:16.402034] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 1m 5s | Global ETA: 1h 45m 42s [2025-11-22T01:40:16.402956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:16.403017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:16.407754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:16.409472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:16.409958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:16.410348] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:16.412630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:16.442950] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 55.2s | Global ETA: 1h 45m 43s [2025-11-22T01:40:16.443859] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:16.443919] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:16.569404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:16.652607] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.95% [2025-11-22T01:40:16.688632] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 51.7s | Global ETA: 1h 45m 46s [2025-11-22T01:40:16.689534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:16.689598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:16.694389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:16.696149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:16.696614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:16.697014] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:16.699414] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:16.821803] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 2.54% [2025-11-22T01:40:16.825975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:16.994867] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.66%, Actual: 0.19% [2025-11-22T01:40:17.030284] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.27% | Symbol ETA: 1m 5s | Global ETA: 1h 45m 50s [2025-11-22T01:40:17.031198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:17.031264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:17.036023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:17.037776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:17.038239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:17.038618] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:17.040926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:17.145717] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 54.5s | Global ETA: 1h 45m 52s [2025-11-22T01:40:17.146600] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:17.146680] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:17.164010] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 1.48% [2025-11-22T01:40:17.269187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:17.328690] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 1.85%, Actual: 0.68% [2025-11-22T01:40:17.409920] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 51.0s | Global ETA: 1h 45m 55s [2025-11-22T01:40:17.410925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:17.410989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:17.416157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:17.418077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:17.418592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:17.419024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:17.421500] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:17.493816] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 1.79% [2025-11-22T01:40:17.552844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:17.645208] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.57% | Symbol ETA: 1m 4s | Global ETA: 1h 45m 59s [2025-11-22T01:40:17.646106] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:17.646169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:17.654527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:17.656330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:17.656830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:17.657238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:17.659544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:17.664332] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 2.71% [2025-11-22T01:40:17.830511] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.38% [2025-11-22T01:40:17.847507] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.40% | Symbol ETA: 53.7s | Global ETA: 1h 46m 1s [2025-11-22T01:40:17.848421] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:17.848480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:17.981638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:17.996819] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 2.86%, Actual: 0.44% [2025-11-22T01:40:18.128524] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 50.3s | Global ETA: 1h 46m 5s [2025-11-22T01:40:18.129445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:18.129510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.134466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:18.136276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:18.136777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:18.137191] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:18.139633] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:18.175187] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 0.69% [2025-11-22T01:40:18.270090] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.90% | Symbol ETA: 1m 3s | Global ETA: 1h 46m 7s [2025-11-22T01:40:18.270462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:18.271003] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:18.271066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.276287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:18.278264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:18.278775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:18.279159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:18.281425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:18.349684] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.95%, Actual: 1.90% [2025-11-22T01:40:18.349901] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 35.7950% [2025-11-22T01:40:18.349950] [INFO ] [main ] CBZ: Baseline score (no features): 35.7950% [2025-11-22T01:40:18.349987] [INFO ] [main ] CBZ: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.350019] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:40:18.350052] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:18.362524] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:18.364122] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:18.364182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.368978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:18.566574] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 53.0s | Global ETA: 1h 46m 11s [2025-11-22T01:40:18.567536] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:18.567599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:18.700256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:18.854582] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 49.6s | Global ETA: 1h 46m 15s [2025-11-22T01:40:18.855483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:18.855575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.860726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:18.862967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:18.863544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:18.864006] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:18.866520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:18.888073] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 1m 3s | Global ETA: 1h 46m 15s [2025-11-22T01:40:18.888970] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:18.889033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:18.894095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:18.895831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:18.896294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:18.896690] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:18.898979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.003166] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 5m 38s | Global ETA: 1h 46m 16s [2025-11-22T01:40:19.003863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.004098] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:19.004158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:19.009184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.320155] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 52.4s | Global ETA: 1h 46m 21s [2025-11-22T01:40:19.321394] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:19.321455] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:19.447980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.505451] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 1m 2s | Global ETA: 1h 46m 23s [2025-11-22T01:40:19.506350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:19.506411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:19.511152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:19.512897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:19.513358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:19.513761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:19.516062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.579098] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 48.9s | Global ETA: 1h 46m 24s [2025-11-22T01:40:19.635010] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 5m 36s | Global ETA: 1h 46m 25s [2025-11-22T01:40:19.635918] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:19.635979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:19.640699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:19.752516] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.05% [2025-11-22T01:40:19.924017] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.06% [2025-11-22T01:40:20.036193] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 51.6s | Global ETA: 1h 46m 30s [2025-11-22T01:40:20.037151] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:20.037221] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:20.106983] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.30% [2025-11-22T01:40:20.124991] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.92% | Symbol ETA: 1m 1s | Global ETA: 1h 46m 31s [2025-11-22T01:40:20.125885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:20.125948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:20.130664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:20.132382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:20.132865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:20.133247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:20.135520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:20.158553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:20.254659] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 5m 32s | Global ETA: 1h 46m 33s [2025-11-22T01:40:20.255526] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:20.255585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:20.260361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:20.275883] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.98% [2025-11-22T01:40:20.445940] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.39% [2025-11-22T01:40:20.627023] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.41% [2025-11-22T01:40:20.744151] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.74% | Symbol ETA: 50.9s | Global ETA: 1h 46m 40s [2025-11-22T01:40:20.745068] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:20.745129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:20.746948] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 1m 1s | Global ETA: 1h 46m 40s [2025-11-22T01:40:20.804468] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.28% [2025-11-22T01:40:20.873224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:20.916464] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 2.05%, Actual: 0.55% [2025-11-22T01:40:20.931103] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 2.99% | Symbol ETA: 5m 38s | Global ETA: 1h 46m 42s [2025-11-22T01:40:20.932001] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:20.932061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:20.936809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:20.970030] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.09% [2025-11-22T01:40:21.100350] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 2.70% [2025-11-22T01:40:21.136482] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.45% [2025-11-22T01:40:21.266862] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 1.07% [2025-11-22T01:40:21.303901] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.32% [2025-11-22T01:40:21.304111] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 30.4451% [2025-11-22T01:40:21.304163] [INFO ] [main ] ASBA: DISCARDED add_directional_consistency (score: 30.45%) [2025-11-22T01:40:21.304201] [INFO ] [main ] ASBA: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:40:21.304276] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T01:40:21.304314] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:21.315233] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:21.316507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:21.316569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:21.321370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:21.323184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:21.323671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:21.324064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:21.326446] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:21.328119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:21.434465] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.27%, Actual: 0.96% [2025-11-22T01:40:21.444206] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.91% | Symbol ETA: 50.2s | Global ETA: 1h 46m 49s [2025-11-22T01:40:21.445103] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:21.445163] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:21.553082] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 5m 35s | Global ETA: 1h 46m 50s [2025-11-22T01:40:21.554012] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:21.554073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:21.562301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:21.568766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:21.603416] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 0.45% [2025-11-22T01:40:21.769559] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 0.73% [2025-11-22T01:40:21.901224] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 54.1s | Global ETA: 1h 46m 55s [2025-11-22T01:40:21.902124] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:21.902187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:21.907016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:21.908871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:21.909338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:21.909745] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:21.912110] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:21.913740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:21.938491] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.06% [2025-11-22T01:40:22.103757] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 1.35% [2025-11-22T01:40:22.144329] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.60% | Symbol ETA: 49.5s | Global ETA: 1h 46m 58s [2025-11-22T01:40:22.180501] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 5m 33s | Global ETA: 1h 46m 59s [2025-11-22T01:40:22.181421] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:22.181481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:22.186311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:22.273278] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.92%, Actual: 0.90% [2025-11-22T01:40:22.313306] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.62%, Actual: 3.74% [2025-11-22T01:40:22.440327] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 0.75% [2025-11-22T01:40:22.440538] [INFO ] [main ] KR: Magnitude Forecast Confidence: 40.1781% [2025-11-22T01:40:22.440620] [INFO ] [main ] KR: DISCARDED add_day_shape_ratios (score: 40.18%) [2025-11-22T01:40:22.440685] [INFO ] [main ] KR: Testing feature 8/53: add_directional_consistency [2025-11-22T01:40:22.440719] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T01:40:22.440753] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:22.453058] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:22.454508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:22.454570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:22.459372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:22.461156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:22.461621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:22.462028] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:22.479086] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 0.14% [2025-11-22T01:40:22.487510] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 53.5s | Global ETA: 1h 47m 3s [2025-11-22T01:40:22.488406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:22.488472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:22.493281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:22.495015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:22.495478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:22.495879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:22.498306] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:22.499947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:22.587583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:22.647883] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.53% [2025-11-22T01:40:22.817591] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.40%, Actual: 2.28% [2025-11-22T01:40:22.828549] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 5m 34s | Global ETA: 1h 47m 7s [2025-11-22T01:40:22.829479] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:22.829552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:22.835700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:22.986474] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.37% [2025-11-22T01:40:23.076460] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 52.9s | Global ETA: 1h 47m 10s [2025-11-22T01:40:23.077370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:23.077432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:23.082202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:23.083957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:23.084430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:23.085192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:23.087622] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:23.089250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:23.152121] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 0.92% [2025-11-22T01:40:23.196835] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 57.6s | Global ETA: 1h 47m 12s [2025-11-22T01:40:23.197739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:23.197801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:23.202523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:23.204280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:23.204764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:23.205147] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:23.318292] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 1.15% [2025-11-22T01:40:23.332997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:23.485290] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.74%, Actual: 2.09% [2025-11-22T01:40:23.490970] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 5m 35s | Global ETA: 1h 47m 16s [2025-11-22T01:40:23.491855] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:23.491915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:23.496657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:23.654502] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.91%, Actual: 2.60% [2025-11-22T01:40:23.660567] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 52.3s | Global ETA: 1h 47m 18s [2025-11-22T01:40:23.661469] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:23.661532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:23.666346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:23.668135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:23.668883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:23.669276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:23.671870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:23.673481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:23.825002] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.60%, Actual: 0.94% [2025-11-22T01:40:23.825243] [INFO ] [main ] AES: Magnitude Forecast Confidence: 50.8636% [2025-11-22T01:40:23.825325] [INFO ] [main ] AES: DISCARDED add_directional_consistency (score: 50.86%) [2025-11-22T01:40:23.825366] [INFO ] [main ] AES: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:40:23.825397] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range'] [2025-11-22T01:40:23.825430] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:23.837556] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:23.839084] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:23.839146] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:23.840847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:23.950236] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 56.9s | Global ETA: 1h 47m 22s [2025-11-22T01:40:23.951135] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:23.951238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:23.955972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:23.957728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:23.958193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:23.958582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:24.088587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.119255] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 3.01% | Symbol ETA: 5m 33s | Global ETA: 1h 47m 24s [2025-11-22T01:40:24.120144] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:24.120204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:24.124916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.252276] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 51.8s | Global ETA: 1h 47m 26s [2025-11-22T01:40:24.253178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:24.253241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:24.258035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:24.259839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:24.260306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:24.260716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:24.263087] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:24.264720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.442097] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.65% | Symbol ETA: 54.0s | Global ETA: 1h 47m 29s [2025-11-22T01:40:24.443082] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:24.443145] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:24.444852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.709473] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 56.2s | Global ETA: 1h 47m 32s [2025-11-22T01:40:24.710381] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:24.710450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:24.715200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:24.717166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:24.717661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:24.718046] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:24.777625] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.76% | Symbol ETA: 5m 34s | Global ETA: 1h 47m 33s [2025-11-22T01:40:24.845452] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 51.2s | Global ETA: 1h 47m 34s [2025-11-22T01:40:24.846370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:24.846436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:24.846560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.851334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:24.853103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:24.853569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:24.853970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:24.856306] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:24.858317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:24.944566] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 2.54% [2025-11-22T01:40:25.043695] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 53.4s | Global ETA: 1h 47m 37s [2025-11-22T01:40:25.044608] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:25.044689] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:25.046341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:25.118156] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.19% [2025-11-22T01:40:25.290349] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 1.48% [2025-11-22T01:40:25.436272] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 50.6s | Global ETA: 1h 47m 42s [2025-11-22T01:40:25.437176] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:25.437238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:25.442050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:25.443827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:25.444292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:25.444693] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:25.447055] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:25.448704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:25.457692] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 2.99%, Actual: 0.68% [2025-11-22T01:40:25.478000] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 55.5s | Global ETA: 1h 47m 42s [2025-11-22T01:40:25.478892] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:25.478955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:25.483743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:25.485523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:25.486005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:25.486384] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:25.611088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:25.625632] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 1.79% [2025-11-22T01:40:25.641976] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 52.8s | Global ETA: 1h 47m 44s [2025-11-22T01:40:25.642879] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:25.642938] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:25.644483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:25.793976] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 2.71% [2025-11-22T01:40:25.961056] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.38% [2025-11-22T01:40:26.025606] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 50.0s | Global ETA: 1h 47m 50s [2025-11-22T01:40:26.026514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:26.026577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:26.031602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:26.033490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:26.034000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:26.034398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:26.036901] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:26.038614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.129117] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 0.44% [2025-11-22T01:40:26.219545] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 52.1s | Global ETA: 1h 47m 52s [2025-11-22T01:40:26.220800] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:26.220860] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:26.222420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.224967] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 54.7s | Global ETA: 1h 47m 52s [2025-11-22T01:40:26.226572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:26.226634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:26.231579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:26.233358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:26.233851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:26.234237] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:26.300170] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 3.01%, Actual: 0.69% [2025-11-22T01:40:26.362246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.465792] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.76%, Actual: 1.90% [2025-11-22T01:40:26.465979] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.9512% [2025-11-22T01:40:26.466031] [INFO ] [main ] CBZ: KEPT add_afternoon_v_morning_volatility_mix (score: 42.95%) [2025-11-22T01:40:26.466068] [INFO ] [main ] CBZ: Testing feature 2/53: add_atr [2025-11-22T01:40:26.466099] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:40:26.466134] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:26.477856] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:26.479141] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:26.479201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:26.483962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:26.485775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:26.486258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.623181] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 49.4s | Global ETA: 1h 47m 57s [2025-11-22T01:40:26.624084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:26.624146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:26.628950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:26.630713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:26.631190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:26.631582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:26.633963] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:26.635569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.803938] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.33% | Symbol ETA: 51.5s | Global ETA: 1h 47m 60s [2025-11-22T01:40:26.804848] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:26.804907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:26.806492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:26.975296] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 54.0s | Global ETA: 1h 48m 2s [2025-11-22T01:40:26.976273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:26.976339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:26.981400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:26.983355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:26.983860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:26.984279] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:27.115722] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 6m 60s | Global ETA: 1h 48m 4s [2025-11-22T01:40:27.116372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:27.116597] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:27.116678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:27.121563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:27.123364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:27.123879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:27.204974] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 48.8s | Global ETA: 1h 48m 5s [2025-11-22T01:40:27.374311] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.05% [2025-11-22T01:40:27.388466] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 50.9s | Global ETA: 1h 48m 8s [2025-11-22T01:40:27.389360] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:27.389422] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:27.391034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:27.548853] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.06% [2025-11-22T01:40:27.729181] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 53.2s | Global ETA: 1h 48m 12s [2025-11-22T01:40:27.730307] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:27.730369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:27.735311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:27.737066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:27.737549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:27.737952] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:27.756737] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 6m 59s | Global ETA: 1h 48m 12s [2025-11-22T01:40:27.757630] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:27.757711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:27.762379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:27.767591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:27.768092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:27.778547] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.30% [2025-11-22T01:40:27.865674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:27.947499] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 0.98% [2025-11-22T01:40:27.968949] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 50.3s | Global ETA: 1h 48m 15s [2025-11-22T01:40:27.969941] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:27.970000] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:27.971554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:28.119194] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.39% [2025-11-22T01:40:28.288497] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 0.41% [2025-11-22T01:40:28.395389] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 6m 58s | Global ETA: 1h 48m 21s [2025-11-22T01:40:28.396327] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:28.396388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:28.401177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:28.402911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:28.403381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:28.461930] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.28% [2025-11-22T01:40:28.474662] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 52.5s | Global ETA: 1h 48m 22s [2025-11-22T01:40:28.475558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:28.475624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:28.480594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:28.482413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:28.482917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:28.483321] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:28.555322] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.64% | Symbol ETA: 49.8s | Global ETA: 1h 48m 23s [2025-11-22T01:40:28.556206] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:28.556265] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:28.557884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:28.612032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:28.633985] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.09% [2025-11-22T01:40:28.807946] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.45% [2025-11-22T01:40:28.981344] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 0.32% [2025-11-22T01:40:28.981554] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 46.1212% [2025-11-22T01:40:28.981668] [INFO ] [main ] ASBA: DISCARDED add_fullday_parkinson_range (score: 46.12%) [2025-11-22T01:40:28.981716] [INFO ] [main ] ASBA: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:40:28.981750] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T01:40:28.981786] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:28.993529] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:28.994872] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:28.994935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:29.000055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:29.001923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:29.002401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:29.002845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:29.005324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:29.035919] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 6m 58s | Global ETA: 1h 48m 29s [2025-11-22T01:40:29.036812] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:29.036873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:29.041990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:29.043776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:29.044250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.051883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.150817] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.47% | Symbol ETA: 49.2s | Global ETA: 1h 48m 31s [2025-11-22T01:40:29.151715] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:29.151775] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:29.153317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.226862] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.89% | Symbol ETA: 51.7s | Global ETA: 1h 48m 32s [2025-11-22T01:40:29.227779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:29.227841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:29.232557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:29.234298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:29.234780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:29.235161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:40:29.362274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.641460] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.43% | Symbol ETA: 42.5s | Global ETA: 1h 48m 37s [2025-11-22T01:40:29.642373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:29.642461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:29.647451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:29.649289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:29.649815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:29.650230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:29.652901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:29.685214] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 6m 57s | Global ETA: 1h 48m 38s [2025-11-22T01:40:29.686228] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:29.686291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:29.691208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:29.693076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:29.693580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.700790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:29.727743] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.22% | Symbol ETA: 48.6s | Global ETA: 1h 48m 39s [2025-11-22T01:40:29.902571] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.65%, Actual: 3.74% [2025-11-22T01:40:29.976800] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 50.9s | Global ETA: 1h 48m 42s [2025-11-22T01:40:30.073773] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 0.14% [2025-11-22T01:40:30.145190] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 0.55% [2025-11-22T01:40:30.281245] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 41.8s | Global ETA: 1h 48m 46s [2025-11-22T01:40:30.282154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:30.282217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:30.286990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:30.288746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:30.289209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:30.289593] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:30.291939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:30.300524] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 1.53% [2025-11-22T01:40:30.312555] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 2.70% [2025-11-22T01:40:30.335453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:30.362772] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 6m 57s | Global ETA: 1h 48m 47s [2025-11-22T01:40:30.363773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:30.363853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:30.368949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:30.370982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:30.371510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:30.469578] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 2.28% [2025-11-22T01:40:30.479941] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 1.07% [2025-11-22T01:40:30.642925] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.37% [2025-11-22T01:40:30.651015] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.96% [2025-11-22T01:40:30.812200] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 0.92% [2025-11-22T01:40:30.818786] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.45% [2025-11-22T01:40:30.908716] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 41.1s | Global ETA: 1h 48m 54s [2025-11-22T01:40:30.909585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:30.909668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:30.914482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:30.916267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:30.916772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:30.917170] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:30.919584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:30.963983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:30.980356] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 1.15% [2025-11-22T01:40:30.987958] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 0.73% [2025-11-22T01:40:31.016031] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.40% | Symbol ETA: 6m 56s | Global ETA: 1h 48m 56s [2025-11-22T01:40:31.016951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:31.017011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:31.021761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:31.023472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:31.023968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:31.148017] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.64%, Actual: 2.09% [2025-11-22T01:40:31.153747] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.06% [2025-11-22T01:40:31.314767] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.47%, Actual: 2.60% [2025-11-22T01:40:31.318294] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 1.35% [2025-11-22T01:40:31.484076] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.22%, Actual: 0.94% [2025-11-22T01:40:31.484307] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.5409% [2025-11-22T01:40:31.484400] [INFO ] [main ] AES: DISCARDED add_fullday_parkinson_range (score: 44.54%) [2025-11-22T01:40:31.484443] [INFO ] [main ] AES: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:40:31.484475] [DEBUG] [main ] Testing with features: ['add_gap_fill_state'] [2025-11-22T01:40:31.484509] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:31.488539] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.89%, Actual: 0.90% [2025-11-22T01:40:31.496635] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:31.498041] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:31.498105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:31.540476] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 40.5s | Global ETA: 1h 49m 3s [2025-11-22T01:40:31.541386] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:31.541458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:31.544420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:31.546547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:31.548440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:31.548977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:31.549382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:31.551897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:31.597349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:31.645837] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 2.11% | Symbol ETA: 6m 55s | Global ETA: 1h 49m 4s [2025-11-22T01:40:31.646738] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:31.646799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:31.651537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:31.653278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:31.653773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:31.656029] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 0.75% [2025-11-22T01:40:31.656205] [INFO ] [main ] KR: Magnitude Forecast Confidence: 42.5351% [2025-11-22T01:40:31.656284] [INFO ] [main ] KR: DISCARDED add_directional_consistency (score: 42.54%) [2025-11-22T01:40:31.656326] [INFO ] [main ] KR: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:40:31.656358] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T01:40:31.656393] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:31.668600] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:31.670025] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:31.670086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:31.674947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:31.676735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:31.677549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:31.677954] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:31.679561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.134695] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.00% | Symbol ETA: 42.3s | Global ETA: 1h 49m 10s [2025-11-22T01:40:32.135570] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:32.135630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:32.180177] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 39.9s | Global ETA: 1h 49m 11s [2025-11-22T01:40:32.181107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:32.181171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:32.181529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.186236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:32.188115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:32.188593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:32.189011] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:32.191458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:32.237484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.272712] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.63% | Symbol ETA: 6m 55s | Global ETA: 1h 49m 12s [2025-11-22T01:40:32.273584] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:32.273665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:32.278415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:32.280159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:32.280636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.294755] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 2.71% | Symbol ETA: 56.3s | Global ETA: 1h 49m 13s [2025-11-22T01:40:32.295703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:32.295764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:32.300532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:32.302282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:32.302765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:32.303153] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:32.304739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.778375] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 41.7s | Global ETA: 1h 49m 19s [2025-11-22T01:40:32.779285] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:32.779701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:32.824634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.828443] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 39.2s | Global ETA: 1h 49m 20s [2025-11-22T01:40:32.829350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:32.829413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:32.834293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:32.836142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:32.836639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:32.837047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:32.839491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:32.886691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:32.902058] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 6m 54s | Global ETA: 1h 49m 21s [2025-11-22T01:40:32.915444] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 55.7s | Global ETA: 1h 49m 21s [2025-11-22T01:40:32.916374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:32.916436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:32.921249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:32.923022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:32.923486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:32.923885] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:32.925435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:33.069035] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 2.54% [2025-11-22T01:40:33.235248] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.19% [2025-11-22T01:40:33.400322] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 1.48% [2025-11-22T01:40:33.412994] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 41.1s | Global ETA: 1h 49m 27s [2025-11-22T01:40:33.413893] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:33.413953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:33.452066] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 38.6s | Global ETA: 1h 49m 28s [2025-11-22T01:40:33.452969] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:33.453032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:33.457669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:33.457826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:33.459552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:33.460048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:33.460435] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:33.462829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:33.506331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:33.534929] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 55.0s | Global ETA: 1h 49m 29s [2025-11-22T01:40:33.535825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:33.535887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:33.540733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:33.542486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:33.542969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:33.543351] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:33.544924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:33.575258] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.68% [2025-11-22T01:40:33.752473] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 1.79% [2025-11-22T01:40:33.926412] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 2.71% [2025-11-22T01:40:34.048256] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.80% | Symbol ETA: 40.4s | Global ETA: 1h 49m 36s [2025-11-22T01:40:34.049291] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:34.049362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:34.078789] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 38.0s | Global ETA: 1h 49m 36s [2025-11-22T01:40:34.079687] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:34.079751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:34.084546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:34.086325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:34.086809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:34.087212] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:34.089594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:34.094819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.093993] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.40%, Actual: 0.38% [2025-11-22T01:40:34.133785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.158124] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.73% | Symbol ETA: 54.4s | Global ETA: 1h 49m 37s [2025-11-22T01:40:34.159056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:34.159118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:34.163958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:34.165726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:34.166192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:34.166582] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:34.168221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.265113] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 0.44% [2025-11-22T01:40:34.433143] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 0.69% [2025-11-22T01:40:34.599163] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 1.90% [2025-11-22T01:40:34.599357] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 30.4101% [2025-11-22T01:40:34.599410] [INFO ] [main ] CBZ: DISCARDED add_atr (score: 30.41%) [2025-11-22T01:40:34.599449] [INFO ] [main ] CBZ: Testing feature 3/53: add_atr_10 [2025-11-22T01:40:34.599479] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:40:34.599513] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:34.611455] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:34.612793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:34.612854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:34.617674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:34.619466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:34.619966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.689848] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 39.8s | Global ETA: 1h 49m 44s [2025-11-22T01:40:34.690753] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:34.690813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:34.711421] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 37.3s | Global ETA: 1h 49m 45s [2025-11-22T01:40:34.712373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:34.712454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:34.718120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:34.720062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:34.720543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:34.721013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:34.723699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:34.735023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.771008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:34.775796] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 53.8s | Global ETA: 1h 49m 45s [2025-11-22T01:40:34.776694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:34.776756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:34.781616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:34.783425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:34.783911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:34.784296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:34.785921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:35.245741] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 2.38% | Symbol ETA: 3m 29s | Global ETA: 1h 49m 52s [2025-11-22T01:40:35.246622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:35.246705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:35.251539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:35.253291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:35.253790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:35.331710] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 39.1s | Global ETA: 1h 49m 53s [2025-11-22T01:40:35.332590] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:35.332668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:35.348407] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 36.7s | Global ETA: 1h 49m 53s [2025-11-22T01:40:35.377825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:35.397457] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 53.2s | Global ETA: 1h 49m 54s [2025-11-22T01:40:35.398346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:35.398408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:35.403330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:35.405100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:35.405560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:35.405997] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:35.407570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:35.521420] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.43%, Actual: 0.05% [2025-11-22T01:40:35.690566] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.06% [2025-11-22T01:40:35.858091] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.30% [2025-11-22T01:40:35.879034] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 3m 28s | Global ETA: 1h 50m 0s [2025-11-22T01:40:35.879948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:35.880009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:35.884772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:35.886552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:35.887046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:35.971821] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 38.5s | Global ETA: 1h 50m 1s [2025-11-22T01:40:35.972725] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:35.972784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:36.015895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:36.018773] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 52.5s | Global ETA: 1h 50m 2s [2025-11-22T01:40:36.019664] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:36.019731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:36.024458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:36.026540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:36.026914] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.98% [2025-11-22T01:40:36.027025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:36.027432] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:36.029006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:36.200142] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.39% [2025-11-22T01:40:36.369458] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.41% [2025-11-22T01:40:36.503153] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.96% | Symbol ETA: 3m 28s | Global ETA: 1h 50m 8s [2025-11-22T01:40:36.504052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:36.504122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:36.508921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:36.510804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:36.511278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:36.541025] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.28% [2025-11-22T01:40:36.586998] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.16% | Symbol ETA: 37.9s | Global ETA: 1h 50m 9s [2025-11-22T01:40:36.587895] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:36.587955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:36.631345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:36.633510] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.72% | Symbol ETA: 51.9s | Global ETA: 1h 50m 10s [2025-11-22T01:40:36.634430] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:36.634492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:36.639289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:36.641096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:36.641579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:36.641993] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:36.643636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:36.708901] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.09% [2025-11-22T01:40:36.877083] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.45% [2025-11-22T01:40:37.045412] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.32% [2025-11-22T01:40:37.045631] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 38.7106% [2025-11-22T01:40:37.045741] [INFO ] [main ] ASBA: DISCARDED add_gap_fill_state (score: 38.71%) [2025-11-22T01:40:37.046166] [INFO ] [main ] ASBA: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:40:37.046206] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T01:40:37.046243] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:37.057466] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:37.059189] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:37.059255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:37.064249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:37.066174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:37.066687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:37.067121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:37.069626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:37.070664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:37.136041] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 2.36% | Symbol ETA: 3m 27s | Global ETA: 1h 50m 17s [2025-11-22T01:40:37.136907] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:37.136968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:37.142300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:37.144074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:37.144554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:37.211656] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.49% | Symbol ETA: 37.2s | Global ETA: 1h 50m 18s [2025-11-22T01:40:37.212532] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:37.212592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:37.257161] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.97% | Symbol ETA: 51.3s | Global ETA: 1h 50m 18s [2025-11-22T01:40:37.257757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:37.258144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:37.258209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:37.263194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:37.265119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:37.265629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:37.266043] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:40:37.267704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:37.789096] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 40.4s | Global ETA: 1h 50m 25s [2025-11-22T01:40:37.790366] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:37.790456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:37.797328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:37.799980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:37.800715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:37.801219] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:37.804626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:37.806083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:37.933461] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 3m 27s | Global ETA: 1h 50m 27s [2025-11-22T01:40:37.934817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:37.934900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:37.942328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:37.945000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:37.945683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:38.017156] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 36.6s | Global ETA: 1h 50m 28s [2025-11-22T01:40:38.147878] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -3.03% | Symbol ETA: 50.7s | Global ETA: 1h 50m 30s [2025-11-22T01:40:38.233664] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.00%, Actual: 3.74% [2025-11-22T01:40:38.321131] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 2.71%, Actual: 0.55% [2025-11-22T01:40:38.427569] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 0.14% [2025-11-22T01:40:38.488186] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 2.70% [2025-11-22T01:40:38.504218] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 39.7s | Global ETA: 1h 50m 35s [2025-11-22T01:40:38.505113] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:38.505176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:38.510003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:38.511732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:38.512204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:38.512593] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:38.514979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:38.515940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:38.595314] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 1.53% [2025-11-22T01:40:38.710758] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.53%, Actual: 1.07% [2025-11-22T01:40:38.746824] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.73% | Symbol ETA: 3m 26s | Global ETA: 1h 50m 38s [2025-11-22T01:40:38.747751] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:38.747813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:38.752600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:38.754384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:38.754871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:38.761313] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.80%, Actual: 2.28% [2025-11-22T01:40:38.880613] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.73%, Actual: 0.96% [2025-11-22T01:40:38.927916] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.37% [2025-11-22T01:40:39.048244] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.45% [2025-11-22T01:40:39.075489] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 38.6s | Global ETA: 1h 50m 42s [2025-11-22T01:40:39.076383] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:39.076468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:39.081273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:39.083012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:39.083478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:39.083883] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:39.086237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:39.087219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:39.093871] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.92% [2025-11-22T01:40:39.213778] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.73% [2025-11-22T01:40:39.259405] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 1.15% [2025-11-22T01:40:39.375263] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 3m 25s | Global ETA: 1h 50m 46s [2025-11-22T01:40:39.376159] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:39.376221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:39.380417] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.06% [2025-11-22T01:40:39.384167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:39.385928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:39.386393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:39.424901] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.16%, Actual: 2.09% [2025-11-22T01:40:39.545688] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.72%, Actual: 1.35% [2025-11-22T01:40:39.593194] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.49%, Actual: 2.60% [2025-11-22T01:40:39.653123] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 37.8s | Global ETA: 1h 50m 50s [2025-11-22T01:40:39.654032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:39.654099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:39.659052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:39.660907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:39.661398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:39.661818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:39.664254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:39.665255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:39.710852] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.97%, Actual: 0.90% [2025-11-22T01:40:39.760694] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.94% [2025-11-22T01:40:39.760907] [INFO ] [main ] AES: Magnitude Forecast Confidence: 47.2528% [2025-11-22T01:40:39.760990] [INFO ] [main ] AES: DISCARDED add_gap_fill_state (score: 47.25%) [2025-11-22T01:40:39.761031] [INFO ] [main ] AES: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:40:39.761062] [DEBUG] [main ] Testing with features: ['add_gap_morning_composite'] [2025-11-22T01:40:39.761096] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:39.773010] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:39.774344] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:39.774404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:39.775322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:39.878103] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -3.03%, Actual: 0.75% [2025-11-22T01:40:39.878336] [INFO ] [main ] KR: Magnitude Forecast Confidence: 33.8972% [2025-11-22T01:40:39.878429] [INFO ] [main ] KR: DISCARDED add_fullday_parkinson_range (score: 33.90%) [2025-11-22T01:40:39.878473] [INFO ] [main ] KR: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:40:39.878504] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T01:40:39.878538] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:39.892277] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:39.893492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:39.893554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:39.898322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:39.900070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:39.900533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:39.900938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:39.945760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.012384] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 3.53% | Symbol ETA: 3m 25s | Global ETA: 1h 50m 55s [2025-11-22T01:40:40.013287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:40.013348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:40.018188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:40.020161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:40.020660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.234161] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 37.0s | Global ETA: 1h 50m 58s [2025-11-22T01:40:40.235054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:40.235125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:40.240053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:40.241795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:40.242259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:40.242660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:40.245028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:40.246010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.370403] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -5.20% | Symbol ETA: 40.1s | Global ETA: 1h 50m 60s [2025-11-22T01:40:40.371315] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:40.371374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:40.372258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.557946] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 45.3s | Global ETA: 1h 51m 2s [2025-11-22T01:40:40.558871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:40.558942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:40.563713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:40.565501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:40.565987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:40.566370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:40.610323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.645008] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 3m 24s | Global ETA: 1h 51m 3s [2025-11-22T01:40:40.645906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:40:40.645967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:40.650749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:40.652449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:40.652976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.814714] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 36.4s | Global ETA: 1h 51m 6s [2025-11-22T01:40:40.815988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:40.816050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:40.820986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:40.822769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:40.823265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:40.823668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:40.826074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:40.827022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:40.953250] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 3.06% | Symbol ETA: 39.5s | Global ETA: 1h 51m 7s [2025-11-22T01:40:40.954155] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:40.954216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:40.955142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:41.219228] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 44.6s | Global ETA: 1h 51m 11s [2025-11-22T01:40:41.220121] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:41.220183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:41.224924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:41.226663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:41.227158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:41.227544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:41.270326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:41.275927] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 3m 23s | Global ETA: 1h 51m 12s [2025-11-22T01:40:41.393598] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 35.7s | Global ETA: 1h 51m 13s [2025-11-22T01:40:41.394490] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:41.394553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:41.399747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:41.401551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:41.402056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:41.402462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:41.404988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:41.406028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:41.443625] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 2.38%, Actual: 2.54% [2025-11-22T01:40:41.537629] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 38.9s | Global ETA: 1h 51m 15s [2025-11-22T01:40:41.539511] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:41.539572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:41.540458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:41.611913] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.19% [2025-11-22T01:40:41.781300] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.96%, Actual: 1.48% [2025-11-22T01:40:41.883772] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 43.9s | Global ETA: 1h 51m 20s [2025-11-22T01:40:41.884633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:41.884721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:41.889466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:41.891196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:41.891687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:41.892073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:41.935475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:41.949605] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 2.36%, Actual: 0.68% [2025-11-22T01:40:41.979688] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 35.1s | Global ETA: 1h 51m 21s [2025-11-22T01:40:41.980574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:41.980655] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:41.985676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:41.987576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:41.988121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:41.988519] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:41.990936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:41.991910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:42.118119] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 1.79% [2025-11-22T01:40:42.129476] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.52% | Symbol ETA: 38.3s | Global ETA: 1h 51m 23s [2025-11-22T01:40:42.130574] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:42.130634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:42.131530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:42.289820] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 2.71% [2025-11-22T01:40:42.459597] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.38% [2025-11-22T01:40:42.575462] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.21% | Symbol ETA: 43.3s | Global ETA: 1h 51m 29s [2025-11-22T01:40:42.576396] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:42.576459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:42.577872] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 34.5s | Global ETA: 1h 51m 29s [2025-11-22T01:40:42.578796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:42.578860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:42.581468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:42.583211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:42.583699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:42.584268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:42.584405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:42.586535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:42.587093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:42.587701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:42.590275] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:42.591299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:42.628300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:42.633224] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 3.53%, Actual: 0.44% [2025-11-22T01:40:42.717603] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 37.7s | Global ETA: 1h 51m 31s [2025-11-22T01:40:42.718489] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:42.718550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:42.719521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:42.802912] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.69% [2025-11-22T01:40:42.970889] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 1.90% [2025-11-22T01:40:42.971085] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 48.9390% [2025-11-22T01:40:42.971194] [INFO ] [main ] CBZ: KEPT add_atr_10 (score: 48.94%) [2025-11-22T01:40:42.971237] [INFO ] [main ] CBZ: Testing feature 4/53: add_atr_5 [2025-11-22T01:40:42.971270] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T01:40:42.971305] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:42.984796] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:42.986337] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:42.986401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:42.991283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:42.993132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:42.993601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:42.994058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:43.192978] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 33.9s | Global ETA: 1h 51m 37s [2025-11-22T01:40:43.237857] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 42.6s | Global ETA: 1h 51m 38s [2025-11-22T01:40:43.238736] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:43.238798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:43.243494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:43.245232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:43.245716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:43.246103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:43.289006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:43.306298] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 37.1s | Global ETA: 1h 51m 39s [2025-11-22T01:40:43.307212] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:43.307272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:43.308152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:43.364762] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.05% [2025-11-22T01:40:43.535596] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.06% [2025-11-22T01:40:43.617546] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 2m 22s | Global ETA: 1h 51m 43s [2025-11-22T01:40:43.618451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:43.618513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:43.623343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:43.625096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:43.625557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:43.626045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:43.709377] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.30% [2025-11-22T01:40:43.883275] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.98% [2025-11-22T01:40:43.888719] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.35% | Symbol ETA: 36.5s | Global ETA: 1h 51m 46s [2025-11-22T01:40:43.889611] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:43.889690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:43.890591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:43.901285] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 42.0s | Global ETA: 1h 51m 46s [2025-11-22T01:40:43.902174] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:43.902237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:43.907056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:43.908836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:43.909324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:43.909721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:43.953672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:44.057295] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.39% [2025-11-22T01:40:44.230213] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.41% [2025-11-22T01:40:44.254854] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -3.17% | Symbol ETA: 2m 22s | Global ETA: 1h 51m 51s [2025-11-22T01:40:44.255746] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:44.255808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:44.260579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:44.262355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:44.262835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:44.263265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:44.399986] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.28% [2025-11-22T01:40:44.469053] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.22% | Symbol ETA: 35.9s | Global ETA: 1h 51m 54s [2025-11-22T01:40:44.469968] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:44.470029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:44.470935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:44.567197] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.09% [2025-11-22T01:40:44.570761] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.83% | Symbol ETA: 41.3s | Global ETA: 1h 51m 55s [2025-11-22T01:40:44.571671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:44.571733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:44.576435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:44.578223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:44.578706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:44.579094] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:44.621785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:44.734207] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.45% [2025-11-22T01:40:44.884200] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 2m 21s | Global ETA: 1h 51m 59s [2025-11-22T01:40:44.885095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:44.885158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:44.889927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:44.891676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:44.895925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:44.896366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:44.902880] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.32% [2025-11-22T01:40:44.903055] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 46.3765% [2025-11-22T01:40:44.903158] [INFO ] [main ] ASBA: DISCARDED add_gap_morning_composite (score: 46.38%) [2025-11-22T01:40:44.903198] [INFO ] [main ] ASBA: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:40:44.903231] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T01:40:44.903265] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:44.914008] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:44.915234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:44.915295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:44.920106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:44.921892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:44.922355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:44.922757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:44.925122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:44.977206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.048716] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.69% | Symbol ETA: 35.3s | Global ETA: 1h 52m 2s [2025-11-22T01:40:45.049596] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:45.049673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:45.050541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.227794] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 40.6s | Global ETA: 1h 52m 4s [2025-11-22T01:40:45.228681] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:45.228744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:45.233411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:45.235128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:45.235591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:45.235999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:45.278508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.522543] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 1.53% | Symbol ETA: 2m 21s | Global ETA: 1h 52m 8s [2025-11-22T01:40:45.523442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:45.523504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:45.528284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:45.530019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:45.530479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:45.530933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.547581] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 35.0s | Global ETA: 1h 52m 8s [2025-11-22T01:40:45.548442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:45.548504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:45.553306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:45.555165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:45.555631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:45.556040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:45.558626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:45.611804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.633988] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.79% | Symbol ETA: 34.8s | Global ETA: 1h 52m 9s [2025-11-22T01:40:45.803576] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -5.20%, Actual: 3.74% [2025-11-22T01:40:45.887729] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.65% | Symbol ETA: 39.9s | Global ETA: 1h 52m 13s [2025-11-22T01:40:45.888631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:45.888713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:45.893425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:45.895154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:45.895613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:45.896015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:40:45.938958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:45.973125] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 3.06%, Actual: 0.14% [2025-11-22T01:40:46.140688] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 1.53% [2025-11-22T01:40:46.158557] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 2m 20s | Global ETA: 1h 52m 16s [2025-11-22T01:40:46.159456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:46.159518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:46.164436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:46.166201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:46.166681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:46.167133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:46.182050] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 34.4s | Global ETA: 1h 52m 17s [2025-11-22T01:40:46.182923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:46.182990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:46.187799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:46.189573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:46.190091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:46.190477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:46.192850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:46.245088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:46.307261] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 2.28% [2025-11-22T01:40:46.474606] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.37% [2025-11-22T01:40:46.550598] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 39.3s | Global ETA: 1h 52m 22s [2025-11-22T01:40:46.641994] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 0.92% [2025-11-22T01:40:46.719875] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 0.55% [2025-11-22T01:40:46.786928] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 2.51% | Symbol ETA: 2m 19s | Global ETA: 1h 52m 25s [2025-11-22T01:40:46.787848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:46.787910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:46.792688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:46.794418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:46.794898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:46.795329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:46.809359] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.35%, Actual: 1.15% [2025-11-22T01:40:46.813355] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 33.7s | Global ETA: 1h 52m 25s [2025-11-22T01:40:46.814211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:46.814273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:46.819083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:46.820824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:46.821287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:46.821691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:46.824066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:46.876146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:46.886691] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 2.70% [2025-11-22T01:40:46.982883] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.22%, Actual: 2.09% [2025-11-22T01:40:47.052272] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 1.07% [2025-11-22T01:40:47.152857] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.69%, Actual: 2.60% [2025-11-22T01:40:47.216336] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.21%, Actual: 0.96% [2025-11-22T01:40:47.329504] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.79%, Actual: 0.94% [2025-11-22T01:40:47.329747] [INFO ] [main ] AES: Magnitude Forecast Confidence: 50.3410% [2025-11-22T01:40:47.329836] [INFO ] [main ] AES: DISCARDED add_gap_morning_composite (score: 50.34%) [2025-11-22T01:40:47.329878] [INFO ] [main ] AES: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:40:47.329910] [DEBUG] [main ] Testing with features: ['add_gap_resolution_state'] [2025-11-22T01:40:47.329944] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:47.342322] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:47.343563] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:47.343623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:47.383611] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 0.45% [2025-11-22T01:40:47.401479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:47.419986] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 2m 19s | Global ETA: 1h 52m 33s [2025-11-22T01:40:47.420879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:47.420954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:47.425734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:47.427532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:47.428019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:47.428443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:47.444947] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 33.1s | Global ETA: 1h 52m 33s [2025-11-22T01:40:47.445922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:47.445988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:47.451063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:47.452927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:47.453426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:47.453847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:47.456363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:47.509555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:47.550367] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 0.73% [2025-11-22T01:40:47.716622] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 0.06% [2025-11-22T01:40:47.896148] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 1.35% [2025-11-22T01:40:47.998150] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.34% | Symbol ETA: 34.1s | Global ETA: 1h 52m 41s [2025-11-22T01:40:47.999075] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:47.999134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:48.055235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.061135] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.94% | Symbol ETA: 2m 18s | Global ETA: 1h 52m 42s [2025-11-22T01:40:48.062047] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:48.062108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.063182] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.65%, Actual: 0.90% [2025-11-22T01:40:48.066959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.068765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:48.069256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.069705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.094405] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 32.5s | Global ETA: 1h 52m 42s [2025-11-22T01:40:48.095318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:48.095380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.100236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.102022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:48.102507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.102919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:48.105311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:48.157001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.230438] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 0.75% [2025-11-22T01:40:48.230629] [INFO ] [main ] KR: Magnitude Forecast Confidence: 40.7329% [2025-11-22T01:40:48.230729] [INFO ] [main ] KR: DISCARDED add_gap_fill_state (score: 40.73%) [2025-11-22T01:40:48.230774] [INFO ] [main ] KR: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:40:48.230807] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite'] [2025-11-22T01:40:48.230841] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:48.244548] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:48.245955] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:48.246017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.250768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.252515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:48.252998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.253381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:48.254290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.635231] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 33.4s | Global ETA: 1h 52m 49s [2025-11-22T01:40:48.636120] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:48.636180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:48.693740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.693943] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.18% | Symbol ETA: 2m 17s | Global ETA: 1h 52m 50s [2025-11-22T01:40:48.694972] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:48.695041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.700104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.701930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:48.702411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.702879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.742072] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 31.8s | Global ETA: 1h 52m 51s [2025-11-22T01:40:48.742997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:48.743060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.747975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.749710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:48.750211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.750597] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:48.752995] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:48.804896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:48.897284] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.54% | Symbol ETA: 40.9s | Global ETA: 1h 52m 53s [2025-11-22T01:40:48.898177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:48.898240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:48.902985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:48.904747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:48.905211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:48.905594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:48.906511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:49.273317] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 32.7s | Global ETA: 1h 52m 58s [2025-11-22T01:40:49.274217] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:49.274277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:49.326928] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 1.79% | Symbol ETA: 2m 17s | Global ETA: 1h 52m 58s [2025-11-22T01:40:49.331376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:49.379044] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 31.2s | Global ETA: 1h 52m 59s [2025-11-22T01:40:49.379948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:49.380017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:49.385175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:49.386929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:49.387422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:49.387829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:49.390165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:49.442266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:49.497809] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 2.54% [2025-11-22T01:40:49.517326] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.73% | Symbol ETA: 40.2s | Global ETA: 1h 53m 1s [2025-11-22T01:40:49.518268] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:49.518331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:49.523137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:49.524912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:49.525419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:49.525821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:49.526724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:49.666389] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -3.17%, Actual: 0.19% [2025-11-22T01:40:49.836809] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.48% [2025-11-22T01:40:49.913818] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 32.1s | Global ETA: 1h 53m 6s [2025-11-22T01:40:49.914718] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:49.914777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:49.971461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.004763] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 0.68% [2025-11-22T01:40:50.025940] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 30.6s | Global ETA: 1h 53m 8s [2025-11-22T01:40:50.026882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:50.026947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:50.032031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:50.033927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:50.034406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:50.034856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:50.037375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:50.088766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.143661] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 39.5s | Global ETA: 1h 53m 9s [2025-11-22T01:40:50.144530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:50.144594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:50.149429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:50.151158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:50.151621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:50.152044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:50.152991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.173175] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 1.79% [2025-11-22T01:40:50.343048] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 2.51%, Actual: 2.71% [2025-11-22T01:40:50.511936] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.19%, Actual: 0.38% [2025-11-22T01:40:50.551349] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 31.4s | Global ETA: 1h 53m 15s [2025-11-22T01:40:50.552242] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:50.552302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:50.609161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.664364] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 29.9s | Global ETA: 1h 53m 16s [2025-11-22T01:40:50.665263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:50.665325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:50.670256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:50.672099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:50.672570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:50.672975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:50.675375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:50.680464] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 0.44% [2025-11-22T01:40:50.727111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.769665] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 38.9s | Global ETA: 1h 53m 17s [2025-11-22T01:40:50.770571] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:50.770632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:50.775462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:50.777266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:50.777755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:50.778169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:50.779124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:50.849700] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.18%, Actual: 0.69% [2025-11-22T01:40:51.018231] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 1.79%, Actual: 1.90% [2025-11-22T01:40:51.018452] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 36.2784% [2025-11-22T01:40:51.018504] [INFO ] [main ] CBZ: DISCARDED add_atr_5 (score: 36.28%) [2025-11-22T01:40:51.018543] [INFO ] [main ] CBZ: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:40:51.018591] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T01:40:51.018627] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:51.034421] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:51.035719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:51.035781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:51.040584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:51.042366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:51.042863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:51.043608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:51.188561] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.13% | Symbol ETA: 30.8s | Global ETA: 1h 53m 23s [2025-11-22T01:40:51.189446] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:51.189506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:51.245357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:51.298508] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 29.3s | Global ETA: 1h 53m 24s [2025-11-22T01:40:51.388208] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 38.2s | Global ETA: 1h 53m 26s [2025-11-22T01:40:51.389452] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:51.389514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:51.394298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:51.396098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:51.396567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:51.396969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:51.397916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:51.467213] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 0.05% [2025-11-22T01:40:51.635524] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.06% [2025-11-22T01:40:51.669903] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 4.14% | Symbol ETA: 1m 42s | Global ETA: 1h 53m 29s [2025-11-22T01:40:51.670860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:51.670922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:51.675765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:51.677583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:51.678078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:51.678833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:51.806126] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.30% [2025-11-22T01:40:51.826182] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.91% | Symbol ETA: 30.1s | Global ETA: 1h 53m 31s [2025-11-22T01:40:51.827087] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:51.827148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:51.884147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:51.980414] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.98% [2025-11-22T01:40:52.015294] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 37.6s | Global ETA: 1h 53m 34s [2025-11-22T01:40:52.016222] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:52.016285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:52.021567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:52.023348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:52.023847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:52.024233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:52.025515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:52.150988] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.39% [2025-11-22T01:40:52.302848] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 1m 42s | Global ETA: 1h 53m 38s [2025-11-22T01:40:52.303744] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:52.303807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:52.308516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:52.310290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:52.310786] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:52.311518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:52.316807] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.41% [2025-11-22T01:40:52.463917] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.34% | Symbol ETA: 29.5s | Global ETA: 1h 53m 40s [2025-11-22T01:40:52.464832] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:52.464892] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:52.482993] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.28% [2025-11-22T01:40:52.520947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:52.632707] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 37.0s | Global ETA: 1h 53m 42s [2025-11-22T01:40:52.633584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:52.633801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:52.638559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:52.640297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:52.640789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:52.641171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:52.642080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:52.651223] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.09% [2025-11-22T01:40:52.818429] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.45% [2025-11-22T01:40:52.930277] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.86% | Symbol ETA: 1m 41s | Global ETA: 1h 53m 46s [2025-11-22T01:40:52.931228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:52.931291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:52.936027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:52.937830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:52.938321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:52.940452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:52.985587] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.32% [2025-11-22T01:40:52.985784] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.6859% [2025-11-22T01:40:52.985884] [INFO ] [main ] ASBA: DISCARDED add_gap_resolution_state (score: 37.69%) [2025-11-22T01:40:52.985926] [INFO ] [main ] ASBA: Testing feature 13/53: add_gaps [2025-11-22T01:40:52.985959] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T01:40:52.986004] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:40:52.997000] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:52.998407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:52.998470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:53.003300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:53.005081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:53.005548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:53.005959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:53.008350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:53.009139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.102798] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.98% | Symbol ETA: 28.9s | Global ETA: 1h 53m 48s [2025-11-22T01:40:53.103702] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:53.103788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:53.159188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.252481] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.24% | Symbol ETA: 36.3s | Global ETA: 1h 53m 50s [2025-11-22T01:40:53.253378] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:53.253440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:53.258468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:53.260217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:53.260706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:53.261087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:53.262005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.563725] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 2.93% | Symbol ETA: 1m 40s | Global ETA: 1h 53m 54s [2025-11-22T01:40:53.564622] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:53.564704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:53.569685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:53.571508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:53.572007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:53.572777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.581602] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 32.2s | Global ETA: 1h 53m 55s [2025-11-22T01:40:53.582511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:53.582574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:53.587544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:53.589359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:53.589851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:53.590235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:53.592608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:53.593455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.739870] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.54% | Symbol ETA: 28.2s | Global ETA: 1h 53m 57s [2025-11-22T01:40:53.872894] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.26% | Symbol ETA: 35.7s | Global ETA: 1h 53m 59s [2025-11-22T01:40:53.874233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:53.874294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:53.879212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:53.881143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:53.881637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:53.882042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:40:53.882956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:53.910286] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.34%, Actual: 3.74% [2025-11-22T01:40:54.080233] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.14% [2025-11-22T01:40:54.178282] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 31.7s | Global ETA: 1h 54m 3s [2025-11-22T01:40:54.179409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:54.179822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:54.185544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:54.187857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:54.188404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:54.189041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:54.191688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:54.192466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:54.206227] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 1m 40s | Global ETA: 1h 54m 3s [2025-11-22T01:40:54.207310] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:54.207567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:54.212951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:54.214708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:54.215184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:54.215932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:54.259082] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 1.53% [2025-11-22T01:40:54.431689] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 2.28% [2025-11-22T01:40:54.503603] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 35.1s | Global ETA: 1h 54m 7s [2025-11-22T01:40:54.607808] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.37% [2025-11-22T01:40:54.671439] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 0.55% [2025-11-22T01:40:54.774302] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.13%, Actual: 0.92% [2025-11-22T01:40:54.791166] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 31.1s | Global ETA: 1h 54m 11s [2025-11-22T01:40:54.792344] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:54.792412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:54.797637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:54.799597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:54.800120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:54.800566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:54.803076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:54.803928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:54.837555] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.73%, Actual: 2.70% [2025-11-22T01:40:54.840403] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.85% | Symbol ETA: 1m 39s | Global ETA: 1h 54m 11s [2025-11-22T01:40:54.841314] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:54.841377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:54.846139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:54.847913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:54.848397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:54.849152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:54.943055] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.91%, Actual: 1.15% [2025-11-22T01:40:55.005622] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 1.07% [2025-11-22T01:40:55.112754] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.34%, Actual: 2.09% [2025-11-22T01:40:55.173012] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 0.96% [2025-11-22T01:40:55.280919] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.98%, Actual: 2.60% [2025-11-22T01:40:55.340135] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 0.45% [2025-11-22T01:40:55.376063] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 30.5s | Global ETA: 1h 54m 18s [2025-11-22T01:40:55.376958] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:55.377020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:55.381810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:55.383540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:55.384024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:55.384406] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:55.386782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:55.387567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:55.448146] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.54%, Actual: 0.94% [2025-11-22T01:40:55.448377] [INFO ] [main ] AES: Magnitude Forecast Confidence: 51.6999% [2025-11-22T01:40:55.448456] [INFO ] [main ] AES: DISCARDED add_gap_resolution_state (score: 51.70%) [2025-11-22T01:40:55.448497] [INFO ] [main ] AES: Testing feature 13/53: add_gaps [2025-11-22T01:40:55.448529] [DEBUG] [main ] Testing with features: ['add_gaps'] [2025-11-22T01:40:55.448562] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:40:55.461036] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:55.462468] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:55.462528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:55.463272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:55.477115] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 1m 38s | Global ETA: 1h 54m 20s [2025-11-22T01:40:55.478078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:55.478156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:55.483014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:55.484792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:55.485289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:55.486049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:55.507449] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.73% [2025-11-22T01:40:55.676539] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.06% [2025-11-22T01:40:55.844591] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.24%, Actual: 1.35% [2025-11-22T01:40:55.962260] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 29.9s | Global ETA: 1h 54m 26s [2025-11-22T01:40:55.963171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:55.963234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:55.968097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:55.969940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:55.970414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:55.970862] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:55.973236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:55.974018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.014756] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.26%, Actual: 0.90% [2025-11-22T01:40:56.050453] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.57% | Symbol ETA: 32.4s | Global ETA: 1h 54m 27s [2025-11-22T01:40:56.051347] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:56.051407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:56.052114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.115082] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 1m 38s | Global ETA: 1h 54m 28s [2025-11-22T01:40:56.115993] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:56.116055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:56.120942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:56.122738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:56.123237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:56.124013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.184503] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.46%, Actual: 0.75% [2025-11-22T01:40:56.184733] [INFO ] [main ] KR: Magnitude Forecast Confidence: 39.5860% [2025-11-22T01:40:56.184834] [INFO ] [main ] KR: DISCARDED add_gap_morning_composite (score: 39.59%) [2025-11-22T01:40:56.184876] [INFO ] [main ] KR: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:40:56.184908] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state'] [2025-11-22T01:40:56.184943] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:40:56.199004] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:56.200514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:56.200576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:56.205534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:56.207418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:56.208290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:56.208699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:56.266331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.546742] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 29.3s | Global ETA: 1h 54m 34s [2025-11-22T01:40:56.547627] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:56.547708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:56.552459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:56.554209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:56.554693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:56.555079] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:56.557450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:56.558237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.637251] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.25% | Symbol ETA: 31.8s | Global ETA: 1h 54m 35s [2025-11-22T01:40:56.638154] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:56.638213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:56.638923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.749787] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 1m 37s | Global ETA: 1h 54m 37s [2025-11-22T01:40:56.750693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:56.750756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:56.755456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:56.757236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:56.757727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:40:56.758449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:56.886020] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 2.87% | Symbol ETA: 35.8s | Global ETA: 1h 54m 38s [2025-11-22T01:40:56.886917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:56.886980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:56.891960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:56.894191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:56.894704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:56.895096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:56.953580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.124997] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 28.7s | Global ETA: 1h 54m 42s [2025-11-22T01:40:57.125911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:57.125973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:57.130855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:57.132622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:57.133108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:57.133500] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:57.135904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:57.136687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.220492] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 31.2s | Global ETA: 1h 54m 43s [2025-11-22T01:40:57.221396] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:57.221456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:57.222165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.404388] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 1m 37s | Global ETA: 1h 54m 45s [2025-11-22T01:40:57.572437] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 4.14%, Actual: 2.54% [2025-11-22T01:40:57.572842] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 35.1s | Global ETA: 1h 54m 48s [2025-11-22T01:40:57.573733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:57.573796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:57.578569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:57.580325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:57.580822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:57.581207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:57.637725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.714517] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 28.1s | Global ETA: 1h 54m 49s [2025-11-22T01:40:57.715434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:57.715495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:57.720361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:57.722132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:57.722617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:57.723024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:57.725440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:57.726576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.746543] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.19% [2025-11-22T01:40:57.823498] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 30.6s | Global ETA: 1h 54m 51s [2025-11-22T01:40:57.824392] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:57.824451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:57.825158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:57.916110] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.86%, Actual: 1.48% [2025-11-22T01:40:58.084749] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 2.93%, Actual: 0.68% [2025-11-22T01:40:58.249180] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 34.4s | Global ETA: 1h 54m 57s [2025-11-22T01:40:58.250206] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:58.250269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:58.251821] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 1.79% [2025-11-22T01:40:58.255025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:58.256792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:58.257309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:58.257729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:58.300853] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 27.5s | Global ETA: 1h 54m 57s [2025-11-22T01:40:58.301738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:40:58.301800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:58.306747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:58.308731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:58.309194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:58.309811] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:40:58.312382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:58.313349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:58.315190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:58.421864] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 2.71% [2025-11-22T01:40:58.423740] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 30.0s | Global ETA: 1h 54m 59s [2025-11-22T01:40:58.424681] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:58.424743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:58.425463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:58.590437] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.38% [2025-11-22T01:40:58.763547] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.44% [2025-11-22T01:40:58.883755] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 26.9s | Global ETA: 1h 55m 5s [2025-11-22T01:40:58.923663] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.57% | Symbol ETA: 33.7s | Global ETA: 1h 55m 5s [2025-11-22T01:40:58.924526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:58.924589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:58.929349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:58.930449] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 0.69% [2025-11-22T01:40:58.931067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:58.931530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:58.931945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:58.988369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.021676] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.85% | Symbol ETA: 29.4s | Global ETA: 1h 55m 7s [2025-11-22T01:40:59.022685] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:59.022751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:59.023471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.052356] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.05% [2025-11-22T01:40:59.100790] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 1.90% [2025-11-22T01:40:59.101026] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.5337% [2025-11-22T01:40:59.101117] [INFO ] [main ] CBZ: DISCARDED add_close_to_open_alignment (score: 42.53%) [2025-11-22T01:40:59.101160] [INFO ] [main ] CBZ: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:40:59.101195] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T01:40:59.101235] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:40:59.113913] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:40:59.115469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:59.115531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:59.120492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:59.122430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:59.122942] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:59.123846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.221702] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.06% [2025-11-22T01:40:59.391063] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.30% [2025-11-22T01:40:59.561793] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 0.98% [2025-11-22T01:40:59.595289] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 33.0s | Global ETA: 1h 55m 14s [2025-11-22T01:40:59.596188] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:40:59.596252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:59.601018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:59.602747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:40:59.603215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:40:59.603599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:40:59.620464] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.57% | Symbol ETA: 28.8s | Global ETA: 1h 55m 15s [2025-11-22T01:40:59.621389] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:40:59.621450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:40:59.622190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.660065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.729004] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.39% [2025-11-22T01:40:59.772861] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.81% | Symbol ETA: 1m 22s | Global ETA: 1h 55m 17s [2025-11-22T01:40:59.773804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:40:59.773868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:40:59.778904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:40:59.780714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:40:59.781205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:40:59.782158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:40:59.899212] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.41% [2025-11-22T01:41:00.072759] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.28% [2025-11-22T01:41:00.227954] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.56% | Symbol ETA: 28.3s | Global ETA: 1h 55m 23s [2025-11-22T01:41:00.228942] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:00.229005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:00.229768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:00.267489] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 0.09% [2025-11-22T01:41:00.278877] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 32.4s | Global ETA: 1h 55m 23s [2025-11-22T01:41:00.279810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:00.279872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:00.284617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:00.286414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:00.286910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:00.287311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:00.344051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:00.447197] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.45% [2025-11-22T01:41:00.460052] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 1m 21s | Global ETA: 1h 55m 26s [2025-11-22T01:41:00.461063] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:00.461142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:00.466709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:00.468810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:00.469342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:00.470779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:00.621348] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.32% [2025-11-22T01:41:00.621564] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 35.4837% [2025-11-22T01:41:00.621664] [INFO ] [main ] ASBA: DISCARDED add_gaps (score: 35.48%) [2025-11-22T01:41:00.621709] [INFO ] [main ] ASBA: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:41:00.621743] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T01:41:00.621778] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:00.632695] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:00.634212] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:00.634275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:00.639195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:00.641029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:00.641530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:00.641939] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:00.644403] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:00.645665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:00.839195] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.06% | Symbol ETA: 27.7s | Global ETA: 1h 55m 31s [2025-11-22T01:41:00.840128] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:00.840188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:00.840934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:00.983802] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 31.7s | Global ETA: 1h 55m 33s [2025-11-22T01:41:00.984697] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:00.984761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:00.992569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:00.997551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:01.004386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:01.004836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:01.119424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:01.128288] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 1m 21s | Global ETA: 1h 55m 35s [2025-11-22T01:41:01.129194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:01.129258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:01.137116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:01.141907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:01.142387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:01.143309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:01.477828] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 30.5s | Global ETA: 1h 55m 39s [2025-11-22T01:41:01.478769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:01.478836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:01.484022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:01.485933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:01.486439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:01.486862] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:01.487024] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.11% | Symbol ETA: 27.1s | Global ETA: 1h 55m 39s [2025-11-22T01:41:01.489371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:01.490756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:01.672401] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 3.74% [2025-11-22T01:41:01.950285] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.25%, Actual: 0.14% [2025-11-22T01:41:01.996988] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.63% | Symbol ETA: 1m 20s | Global ETA: 1h 55m 46s [2025-11-22T01:41:01.997926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:01.997988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.003232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.005165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:02.005664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:02.006530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.044761] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 31.1s | Global ETA: 1h 55m 47s [2025-11-22T01:41:02.045702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:02.045764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.051084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.053130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:02.053627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:02.054051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:02.110191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.113792] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 28.8s | Global ETA: 1h 55m 48s [2025-11-22T01:41:02.114677] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:02.114740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.119543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.121283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:02.121768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:02.122153] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:02.124525] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:02.125768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.146820] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 1.53% [2025-11-22T01:41:02.316704] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 2.28% [2025-11-22T01:41:02.489714] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.37% [2025-11-22T01:41:02.639306] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 1m 20s | Global ETA: 1h 55m 55s [2025-11-22T01:41:02.640219] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:02.640283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.645195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.646948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:02.647460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:02.648343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.660968] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 0.92% [2025-11-22T01:41:02.694998] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 27.7s | Global ETA: 1h 55m 55s [2025-11-22T01:41:02.695886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:02.695949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.700730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.702473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:02.702957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:02.703691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:02.706096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:02.707350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.764207] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.15% | Symbol ETA: 30.4s | Global ETA: 1h 55m 56s [2025-11-22T01:41:02.765110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:02.765173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:02.770036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:02.771802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:02.772272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:02.772686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:02.833083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:02.843114] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.57%, Actual: 1.15% [2025-11-22T01:41:03.017590] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.56%, Actual: 2.09% [2025-11-22T01:41:03.189073] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.06%, Actual: 2.60% [2025-11-22T01:41:03.276074] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 1m 19s | Global ETA: 1h 56m 3s [2025-11-22T01:41:03.276996] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:03.277058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:03.278021] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 26.9s | Global ETA: 1h 56m 3s [2025-11-22T01:41:03.278846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:03.278908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:03.282040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:03.283704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:03.283885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:03.284371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:03.285301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:03.285454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:03.285957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:03.286343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:03.288747] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:03.289943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:03.357831] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.11%, Actual: 0.94% [2025-11-22T01:41:03.358036] [INFO ] [main ] AES: Magnitude Forecast Confidence: 45.9611% [2025-11-22T01:41:03.358119] [INFO ] [main ] AES: DISCARDED add_gaps (score: 45.96%) [2025-11-22T01:41:03.358162] [INFO ] [main ] AES: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:41:03.358194] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies'] [2025-11-22T01:41:03.358228] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:03.371149] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:03.372634] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:03.372721] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:03.373878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:03.467804] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 29.6s | Global ETA: 1h 56m 6s [2025-11-22T01:41:03.635256] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 2.87%, Actual: 0.55% [2025-11-22T01:41:03.803126] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 2.70% [2025-11-22T01:41:03.870709] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 26.1s | Global ETA: 1h 56m 11s [2025-11-22T01:41:03.871749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:03.871824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:03.877251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:03.879475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:03.880130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:03.880578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:03.883414] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:03.884904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:03.911326] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 1m 18s | Global ETA: 1h 56m 12s [2025-11-22T01:41:03.912225] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:03.912288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:03.917142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:03.918896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:03.919366] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:03.920247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:03.970963] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.91% | Symbol ETA: 29.1s | Global ETA: 1h 56m 12s [2025-11-22T01:41:03.971859] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:03.971922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:03.972234] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 1.07% [2025-11-22T01:41:03.973062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:04.139747] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.57%, Actual: 0.96% [2025-11-22T01:41:04.307546] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.45% [2025-11-22T01:41:04.470082] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 25.5s | Global ETA: 1h 56m 19s [2025-11-22T01:41:04.470974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:04.471036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:04.474661] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.73% [2025-11-22T01:41:04.475840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:04.477599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:04.478081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:04.478502] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:04.480902] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:04.482140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:04.541626] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 1m 17s | Global ETA: 1h 56m 20s [2025-11-22T01:41:04.542515] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:04.542578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:04.547361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:04.549110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:04.549581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:04.550464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:04.580083] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 28.6s | Global ETA: 1h 56m 20s [2025-11-22T01:41:04.581178] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:04.581251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:04.582481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:04.642798] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.06% [2025-11-22T01:41:04.809925] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.35% [2025-11-22T01:41:04.977615] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.15%, Actual: 0.90% [2025-11-22T01:41:05.059255] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 24.8s | Global ETA: 1h 56m 27s [2025-11-22T01:41:05.060204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:05.060269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:05.065240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:05.067139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:05.067631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:05.068054] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:05.070527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:05.071827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.144374] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.75% [2025-11-22T01:41:05.144568] [INFO ] [main ] KR: Magnitude Forecast Confidence: 33.6257% [2025-11-22T01:41:05.144665] [INFO ] [main ] KR: DISCARDED add_gap_resolution_state (score: 33.63%) [2025-11-22T01:41:05.144710] [INFO ] [main ] KR: Testing feature 13/53: add_gaps [2025-11-22T01:41:05.144743] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps'] [2025-11-22T01:41:05.144778] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:05.159049] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:05.160318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:05.160381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:05.165185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:05.166965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:05.167459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:05.167863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:05.168597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.172247] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 1m 17s | Global ETA: 1h 56m 28s [2025-11-22T01:41:05.172822] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.55% | Symbol ETA: 27.9s | Global ETA: 1h 56m 28s [2025-11-22T01:41:05.173146] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:41:05.173209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:05.173737] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:05.173799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:05.174950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.177990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:05.179797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:05.180271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:05.181150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.645186] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 24.2s | Global ETA: 1h 56m 35s [2025-11-22T01:41:05.646114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:05.646179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:05.651216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:05.653032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:05.653516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:05.653933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:05.656396] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:05.657714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.751733] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 27.3s | Global ETA: 1h 56m 36s [2025-11-22T01:41:05.752631] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:05.752710] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:05.753847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.785430] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.46% | Symbol ETA: 35.5s | Global ETA: 1h 56m 36s [2025-11-22T01:41:05.786349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:05.786411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:05.791285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:05.793030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:05.793500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:05.793915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:05.794636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:05.802443] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 1m 16s | Global ETA: 1h 56m 37s [2025-11-22T01:41:05.969589] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.81%, Actual: 2.54% [2025-11-22T01:41:06.137965] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 0.19% [2025-11-22T01:41:06.247160] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 23.5s | Global ETA: 1h 56m 42s [2025-11-22T01:41:06.248047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:06.248110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:06.252901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:06.254657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:06.255118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:06.255499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:06.257906] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:06.259166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:06.305122] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 1.48% [2025-11-22T01:41:06.350056] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 26.7s | Global ETA: 1h 56m 44s [2025-11-22T01:41:06.351007] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:06.351073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:06.352239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:06.406659] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 34.9s | Global ETA: 1h 56m 45s [2025-11-22T01:41:06.407547] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:06.407608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:06.412604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:06.414359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:06.414850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:06.415231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:06.415975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:06.473225] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 0.68% [2025-11-22T01:41:06.643107] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 1.79% [2025-11-22T01:41:06.814408] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 2.71% [2025-11-22T01:41:06.832223] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 22.9s | Global ETA: 1h 56m 50s [2025-11-22T01:41:06.948404] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 26.1s | Global ETA: 1h 56m 52s [2025-11-22T01:41:06.949330] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:06.949391] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:06.950526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:06.985525] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.38% [2025-11-22T01:41:07.005390] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 0.05% [2025-11-22T01:41:07.030090] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 34.2s | Global ETA: 1h 56m 53s [2025-11-22T01:41:07.030977] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:07.031059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:07.035819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:07.037606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:07.038093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:07.038486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:07.039235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:07.156819] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.70%, Actual: 0.44% [2025-11-22T01:41:07.174564] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 0.06% [2025-11-22T01:41:07.328269] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 0.69% [2025-11-22T01:41:07.342097] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.30% [2025-11-22T01:41:07.497886] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.75%, Actual: 1.90% [2025-11-22T01:41:07.498125] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 51.0170% [2025-11-22T01:41:07.498266] [INFO ] [main ] CBZ: KEPT add_composite_volatility_context (score: 51.02%) [2025-11-22T01:41:07.498314] [INFO ] [main ] CBZ: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:41:07.498349] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T01:41:07.498389] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:07.510872] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.98% [2025-11-22T01:41:07.511528] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:07.512890] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:07.512955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:07.518013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:07.519854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:07.520338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:07.521272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:07.523703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:07.544095] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 25.5s | Global ETA: 1h 56m 60s [2025-11-22T01:41:07.545007] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:07.545069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:07.546244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:07.651690] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.28% | Symbol ETA: 33.6s | Global ETA: 1h 57m 1s [2025-11-22T01:41:07.652568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:07.652630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:07.657441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:07.659222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:07.659741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:07.660123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:07.660880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:07.683086] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.39% [2025-11-22T01:41:07.854709] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.41% [2025-11-22T01:41:08.026983] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.28% [2025-11-22T01:41:08.153880] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.50% | Symbol ETA: 24.9s | Global ETA: 1h 57m 8s [2025-11-22T01:41:08.154864] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:08.154926] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:08.156124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.166761] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 1m 10s | Global ETA: 1h 57m 8s [2025-11-22T01:41:08.167710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:08.167773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:08.173895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:08.175806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:08.176301] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:08.177246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:08.179708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.200561] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.09% [2025-11-22T01:41:08.270981] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 33.0s | Global ETA: 1h 57m 9s [2025-11-22T01:41:08.271874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:08.271936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:08.276698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:08.278444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:08.278930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:08.279315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:08.280062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.374873] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.45% [2025-11-22T01:41:08.547486] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.32% [2025-11-22T01:41:08.547748] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 33.7153% [2025-11-22T01:41:08.547836] [INFO ] [main ] ASBA: DISCARDED add_intraday_skewness_proxies (score: 33.72%) [2025-11-22T01:41:08.547882] [INFO ] [main ] ASBA: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:41:08.547919] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T01:41:08.547955] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:08.559453] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:08.560751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:08.560818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:08.565707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:08.567687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:08.568174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:08.568559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:08.571062] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:08.663008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.751279] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.10% | Symbol ETA: 24.3s | Global ETA: 1h 57m 16s [2025-11-22T01:41:08.752199] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:08.752261] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:08.753439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.835946] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 1m 10s | Global ETA: 1h 57m 17s [2025-11-22T01:41:08.837172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:08.837248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:08.844358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:08.846340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:08.846860] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:08.847852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:08.850326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:08.891239] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 32.4s | Global ETA: 1h 57m 18s [2025-11-22T01:41:08.892135] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:08.892197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:08.896961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:08.898748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:08.899215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:08.899603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:08.900367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:09.248051] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 27.7s | Global ETA: 1h 57m 22s [2025-11-22T01:41:09.248947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:09.249010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:09.253789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:09.255520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:09.256009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:09.256396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:09.258811] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:09.340318] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.71% | Symbol ETA: 23.7s | Global ETA: 1h 57m 23s [2025-11-22T01:41:09.349060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:09.486315] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 1m 9s | Global ETA: 1h 57m 25s [2025-11-22T01:41:09.487247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:09.487310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:09.492196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:09.494030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:09.494515] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:09.495430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:09.497970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:09.508427] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.91%, Actual: 3.74% [2025-11-22T01:41:09.508981] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 31.7s | Global ETA: 1h 57m 26s [2025-11-22T01:41:09.509874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:09.509935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:09.514723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:09.516461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:09.516973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:09.517377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:09.518131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:09.678369] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.14% [2025-11-22T01:41:09.847528] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.55%, Actual: 1.53% [2025-11-22T01:41:09.928773] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 27.0s | Global ETA: 1h 57m 31s [2025-11-22T01:41:09.929702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:09.929767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:09.934774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:09.936576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:09.937103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:09.937510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:09.939995] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:10.017217] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 2.28% [2025-11-22T01:41:10.028680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.129555] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 31.1s | Global ETA: 1h 57m 34s [2025-11-22T01:41:10.130448] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:10.130511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:10.135304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:10.137050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:10.137561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:10.137974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:10.138719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.155631] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 1m 8s | Global ETA: 1h 57m 34s [2025-11-22T01:41:10.156558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:10.156626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:10.161580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:10.163413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:10.163919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:10.164824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:10.167260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.186574] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.37% [2025-11-22T01:41:10.357576] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.92% [2025-11-22T01:41:10.526109] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 1.15% [2025-11-22T01:41:10.603406] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 26.3s | Global ETA: 1h 57m 40s [2025-11-22T01:41:10.604295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:10.604359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:10.609235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:10.611003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:10.611466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:10.611890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:10.614250] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:10.697620] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.50%, Actual: 2.09% [2025-11-22T01:41:10.700144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.742779] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 30.5s | Global ETA: 1h 57m 42s [2025-11-22T01:41:10.743665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:10.743726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:10.748548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:10.750286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:10.750768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:10.751152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:10.751898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.811177] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 1m 8s | Global ETA: 1h 57m 43s [2025-11-22T01:41:10.812154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:10.812220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:10.817591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:10.819417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:10.819931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:10.820846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:10.823275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:10.869005] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.10%, Actual: 2.60% [2025-11-22T01:41:11.042059] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.71%, Actual: 0.94% [2025-11-22T01:41:11.042273] [INFO ] [main ] AES: Magnitude Forecast Confidence: 51.0406% [2025-11-22T01:41:11.042355] [INFO ] [main ] AES: DISCARDED add_intraday_skewness_proxies (score: 51.04%) [2025-11-22T01:41:11.042397] [INFO ] [main ] AES: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:41:11.042429] [DEBUG] [main ] Testing with features: ['add_intraday_volatility_percentile'] [2025-11-22T01:41:11.042464] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:11.055199] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:11.056630] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:11.056714] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:11.147817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:11.271919] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 25.6s | Global ETA: 1h 57m 49s [2025-11-22T01:41:11.272814] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:11.272876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:11.277692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:11.279403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:11.279885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:11.280338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:11.282691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:11.357700] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 29.9s | Global ETA: 1h 57m 50s [2025-11-22T01:41:11.371872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:11.460262] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 1m 7s | Global ETA: 1h 57m 52s [2025-11-22T01:41:11.461236] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:11.461301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:11.466195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:11.468075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:11.468539] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:11.469412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:11.471762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:11.524940] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.46%, Actual: 0.55% [2025-11-22T01:41:11.692406] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 2.70% [2025-11-22T01:41:11.735489] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.37% | Symbol ETA: 27.0s | Global ETA: 1h 57m 55s [2025-11-22T01:41:11.736414] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:11.736474] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:11.825591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:11.859034] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 1.07% [2025-11-22T01:41:11.943494] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 24.9s | Global ETA: 1h 57m 58s [2025-11-22T01:41:11.944396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:11.944458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:11.949261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:11.951004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:11.951467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:11.951873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:11.954223] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:12.027235] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.28%, Actual: 0.96% [2025-11-22T01:41:12.039844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:12.112904] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 1m 6s | Global ETA: 1h 58m 0s [2025-11-22T01:41:12.113805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:12.113868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:12.118664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:12.120422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:12.120939] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:12.121869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:12.124290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:12.194698] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.89%, Actual: 0.45% [2025-11-22T01:41:12.368355] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 0.73% [2025-11-22T01:41:12.441603] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 26.4s | Global ETA: 1h 58m 5s [2025-11-22T01:41:12.442946] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:12.443008] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:12.536902] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.06% [2025-11-22T01:41:12.540389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:12.622986] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 24.2s | Global ETA: 1h 58m 7s [2025-11-22T01:41:12.623926] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:12.623992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:12.629145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:12.630987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:12.631468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:12.631886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:12.634296] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:12.702369] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 1.35% [2025-11-22T01:41:12.723966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:12.784168] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 1m 6s | Global ETA: 1h 58m 9s [2025-11-22T01:41:12.785086] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:12.785149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:12.789933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:12.791667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:12.792139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:12.793029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:12.795369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:12.867935] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 0.90% [2025-11-22T01:41:13.034922] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 0.75% [2025-11-22T01:41:13.035110] [INFO ] [main ] KR: Magnitude Forecast Confidence: 44.7515% [2025-11-22T01:41:13.035187] [INFO ] [main ] KR: DISCARDED add_gaps (score: 44.75%) [2025-11-22T01:41:13.035231] [INFO ] [main ] KR: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:41:13.035263] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies'] [2025-11-22T01:41:13.035298] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:13.049525] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:13.050984] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:13.051047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:13.055857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:13.057630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:13.058115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:13.058498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:13.059682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.139268] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 25.7s | Global ETA: 1h 58m 14s [2025-11-22T01:41:13.140243] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:13.140307] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:13.233296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.298022] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 23.5s | Global ETA: 1h 58m 16s [2025-11-22T01:41:13.299109] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:13.299173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:13.304511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:13.306374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:13.307001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:13.307458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:13.310055] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:13.404986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.433820] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 2.72% | Symbol ETA: 1m 5s | Global ETA: 1h 58m 18s [2025-11-22T01:41:13.434746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:13.434811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:13.439826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:13.441612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:13.442203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:13.443228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:13.445686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.668969] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.33% | Symbol ETA: 29.2s | Global ETA: 1h 58m 21s [2025-11-22T01:41:13.669876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:13.669939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:13.674726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:13.676473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:13.676961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:13.677371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:13.678545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.823226] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 25.0s | Global ETA: 1h 58m 23s [2025-11-22T01:41:13.824130] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:13.824190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:13.913599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:13.976539] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 22.9s | Global ETA: 1h 58m 25s [2025-11-22T01:41:13.977453] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:13.977518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:13.982227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:13.983948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:13.984425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:13.984912] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:13.987293] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:14.070538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:14.083105] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -4.09% | Symbol ETA: 1m 4s | Global ETA: 1h 58m 26s [2025-11-22T01:41:14.249951] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.13%, Actual: 2.54% [2025-11-22T01:41:14.289005] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 28.6s | Global ETA: 1h 58m 29s [2025-11-22T01:41:14.289928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:14.289989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:14.294730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:14.296457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:14.296938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:14.297342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:14.298546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:14.416855] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.19% [2025-11-22T01:41:14.494142] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 24.3s | Global ETA: 1h 58m 32s [2025-11-22T01:41:14.495056] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:14.495116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:14.582282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:14.584501] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 1.48% [2025-11-22T01:41:14.637973] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 22.2s | Global ETA: 1h 58m 34s [2025-11-22T01:41:14.638880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:14.638945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:14.643807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:14.645637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:14.646127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:14.646548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:14.649000] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:14.736193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:14.751973] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.02%, Actual: 0.68% [2025-11-22T01:41:14.911461] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 28.0s | Global ETA: 1h 58m 37s [2025-11-22T01:41:14.912352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:14.912414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:14.917204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:14.918942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:14.919402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:14.919620] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 1.79% [2025-11-22T01:41:14.919810] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:14.920985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:15.089340] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 2.71% [2025-11-22T01:41:15.174388] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.19% | Symbol ETA: 23.6s | Global ETA: 1h 58m 41s [2025-11-22T01:41:15.175297] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:15.175357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:15.261553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:15.278227] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 0.38% [2025-11-22T01:41:15.394618] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 21.5s | Global ETA: 1h 58m 44s [2025-11-22T01:41:15.447610] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.44% [2025-11-22T01:41:15.533621] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.06% | Symbol ETA: 27.4s | Global ETA: 1h 58m 46s [2025-11-22T01:41:15.534511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:15.534574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:15.539442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:15.541189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:15.541683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:15.542065] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:15.543229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:15.576245] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 0.05% [2025-11-22T01:41:15.615837] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 2.72%, Actual: 0.69% [2025-11-22T01:41:15.754168] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.06% [2025-11-22T01:41:15.783971] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -4.09%, Actual: 1.90% [2025-11-22T01:41:15.784163] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 53.9527% [2025-11-22T01:41:15.784267] [INFO ] [main ] CBZ: KEPT add_day_shape_ratios (score: 53.95%) [2025-11-22T01:41:15.784314] [INFO ] [main ] CBZ: Testing feature 8/53: add_directional_consistency [2025-11-22T01:41:15.784348] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T01:41:15.784383] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:15.798020] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:15.799366] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:15.799431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:15.804423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:15.806286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:15.807144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:15.808106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:15.810534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:15.858448] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 22.9s | Global ETA: 1h 58m 50s [2025-11-22T01:41:15.859343] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:15.859403] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:15.933489] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.30% [2025-11-22T01:41:15.940161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:15.942818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:16.113199] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.98% [2025-11-22T01:41:16.150909] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 26.8s | Global ETA: 1h 58m 54s [2025-11-22T01:41:16.151799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:16.151861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:16.156672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:16.158784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:16.159256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:16.159677] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:16.160843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:16.286521] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.39% [2025-11-22T01:41:16.464572] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.41% [2025-11-22T01:41:16.523912] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.20% | Symbol ETA: 22.2s | Global ETA: 1h 58m 59s [2025-11-22T01:41:16.524854] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:16.524916] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:16.588348] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 1m 0s | Global ETA: 1h 58m 60s [2025-11-22T01:41:16.589277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:16.589343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:16.594174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:16.595957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:16.596421] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:16.597336] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:16.599712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:16.614246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:16.638221] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.28% [2025-11-22T01:41:16.724839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:16.770534] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 26.2s | Global ETA: 1h 59m 2s [2025-11-22T01:41:16.771435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:16.771497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:16.776289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:16.779052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:16.779717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:16.780133] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:16.781369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:16.804005] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.09% [2025-11-22T01:41:16.970374] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.45% [2025-11-22T01:41:17.146382] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.32% [2025-11-22T01:41:17.146598] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 34.3769% [2025-11-22T01:41:17.147119] [INFO ] [main ] ASBA: DISCARDED add_intraday_volatility_percentile (score: 34.38%) [2025-11-22T01:41:17.147171] [INFO ] [main ] ASBA: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:41:17.147206] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T01:41:17.147250] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:17.158515] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:17.160002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:17.160065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:17.165375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:17.167396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:17.167933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:17.168347] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:17.171089] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:17.171789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:17.234413] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.16% | Symbol ETA: 21.5s | Global ETA: 1h 59m 8s [2025-11-22T01:41:17.235366] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:17.235427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:17.327175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:17.358740] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 59.5s | Global ETA: 1h 59m 10s [2025-11-22T01:41:17.359618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:17.359707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:17.364463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:17.366222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:17.366710] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:17.367603] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:17.369978] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:17.391178] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 25.5s | Global ETA: 1h 59m 10s [2025-11-22T01:41:17.392079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:17.392143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:17.396921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:17.398723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:17.399206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:17.399591] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:17.400766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:17.498995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:17.770092] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 26.7s | Global ETA: 1h 59m 15s [2025-11-22T01:41:17.771023] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:17.771088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:17.776110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:17.777985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:17.778514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:17.778991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:17.781434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:17.782125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:18.000680] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.18% | Symbol ETA: 20.9s | Global ETA: 1h 59m 18s [2025-11-22T01:41:18.003838] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.66% | Symbol ETA: 24.9s | Global ETA: 1h 59m 18s [2025-11-22T01:41:18.004931] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:18.004995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.009931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.011698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:18.012175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:18.012560] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:18.013740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:18.132912] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.41% | Symbol ETA: 58.7s | Global ETA: 1h 59m 20s [2025-11-22T01:41:18.133984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:18.134054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.139390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.141393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:18.141965] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:18.142987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:18.145625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:18.171280] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.37%, Actual: 3.74% [2025-11-22T01:41:18.280693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:18.342494] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 0.14% [2025-11-22T01:41:18.373417] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 26.1s | Global ETA: 1h 59m 23s [2025-11-22T01:41:18.374368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:18.374433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.379395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.381234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:18.381758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:18.382222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:18.384778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:18.385436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:18.519973] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.53% [2025-11-22T01:41:18.626980] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.47% | Symbol ETA: 24.3s | Global ETA: 1h 59m 27s [2025-11-22T01:41:18.627938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:18.628001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.632808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.634541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:18.635035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:18.635427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:41:18.636582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:18.691261] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 2.28% [2025-11-22T01:41:18.861629] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.37% [2025-11-22T01:41:18.934539] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 58.0s | Global ETA: 1h 59m 31s [2025-11-22T01:41:18.935466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:18.935530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.940561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.942400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:18.942912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:18.943864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:18.946303] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:18.985904] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 25.5s | Global ETA: 1h 59m 31s [2025-11-22T01:41:18.986878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:18.986943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:18.992259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:18.994200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:18.994778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:18.995257] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:18.997777] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:18.998429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:19.034083] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.19%, Actual: 0.92% [2025-11-22T01:41:19.082498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:19.206898] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 1.15% [2025-11-22T01:41:19.244743] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -2.44% | Symbol ETA: 23.7s | Global ETA: 1h 59m 35s [2025-11-22T01:41:19.376052] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.20%, Actual: 2.09% [2025-11-22T01:41:19.415133] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 0.55% [2025-11-22T01:41:19.544262] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.16%, Actual: 2.60% [2025-11-22T01:41:19.581147] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.65% | Symbol ETA: 24.8s | Global ETA: 1h 59m 39s [2025-11-22T01:41:19.581630] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 2.70% [2025-11-22T01:41:19.582087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:19.582153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:19.587208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:19.589053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:19.589546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:19.589974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:19.592486] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:19.593336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:19.714949] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.18%, Actual: 0.94% [2025-11-22T01:41:19.715163] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.8671% [2025-11-22T01:41:19.715250] [INFO ] [main ] AES: DISCARDED add_intraday_volatility_percentile (score: 43.87%) [2025-11-22T01:41:19.715294] [INFO ] [main ] AES: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:41:19.715328] [DEBUG] [main ] Testing with features: ['add_last_hour_momentum_mag'] [2025-11-22T01:41:19.715363] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:19.718078] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 57.2s | Global ETA: 1h 59m 41s [2025-11-22T01:41:19.719030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:19.719095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:19.724161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:19.726024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:19.726544] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:19.727509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:19.727840] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:19.729285] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:19.729347] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:19.730007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:19.730186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:19.748149] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 1.07% [2025-11-22T01:41:19.860444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:19.914405] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 0.96% [2025-11-22T01:41:20.082704] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.45% [2025-11-22T01:41:20.186371] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 24.2s | Global ETA: 1h 59m 47s [2025-11-22T01:41:20.187285] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:20.187347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:20.192158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:20.193921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:20.194385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:20.194789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:20.197293] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:20.197971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:20.249162] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.99%, Actual: 0.73% [2025-11-22T01:41:20.345198] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.74% | Symbol ETA: 26.9s | Global ETA: 1h 59m 49s [2025-11-22T01:41:20.346118] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:20.346176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:20.346753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:20.416970] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.06% [2025-11-22T01:41:20.529979] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 56.4s | Global ETA: 1h 59m 52s [2025-11-22T01:41:20.531048] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:20.531125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:20.536208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:20.538112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:20.538587] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:20.539504] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:20.541882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:20.585811] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.66%, Actual: 1.35% [2025-11-22T01:41:20.664930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:20.752157] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.47%, Actual: 0.90% [2025-11-22T01:41:20.766294] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 23.6s | Global ETA: 1h 59m 55s [2025-11-22T01:41:20.767235] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:20.767299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:20.772322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:20.774137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:20.774618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:20.775043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:20.777531] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:20.778206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:20.919552] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -2.44%, Actual: 0.75% [2025-11-22T01:41:20.919762] [INFO ] [main ] KR: Magnitude Forecast Confidence: 36.7074% [2025-11-22T01:41:20.919845] [INFO ] [main ] KR: DISCARDED add_intraday_skewness_proxies (score: 36.71%) [2025-11-22T01:41:20.919888] [INFO ] [main ] KR: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:41:20.919922] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile'] [2025-11-22T01:41:20.919960] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:20.926074] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 26.2s | Global ETA: 1h 59m 57s [2025-11-22T01:41:20.926968] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:20.927027] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:20.927592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:20.933664] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:20.934915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:20.934978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:20.939899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:20.941689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:20.942165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:20.942550] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:21.028515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:21.289374] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 55.6s | Global ETA: 2h 0m 2s [2025-11-22T01:41:21.290268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:21.290332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:21.295114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:21.296871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:21.297348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:21.298227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:21.300571] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:21.346329] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 23.0s | Global ETA: 2h 0m 3s [2025-11-22T01:41:21.347283] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:21.347350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:21.352389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:21.354265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:21.354796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:21.355200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:21.357694] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:21.358368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:21.423344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:21.503259] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 25.5s | Global ETA: 2h 0m 5s [2025-11-22T01:41:21.504152] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:21.504211] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:21.504784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:21.645337] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 27.8s | Global ETA: 2h 0m 7s [2025-11-22T01:41:21.646226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:21.646289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:21.651092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:21.652868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:21.653337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:21.653746] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:21.738265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:21.932872] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 22.4s | Global ETA: 2h 0m 10s [2025-11-22T01:41:21.933793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:21.933858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:21.938833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:21.940630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:21.941128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:21.941522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:21.943987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:21.944661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.054118] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 54.8s | Global ETA: 2h 0m 12s [2025-11-22T01:41:22.055001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:22.055066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:22.059849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:22.061599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:22.062091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:22.062981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:22.065321] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:22.075063] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.34% | Symbol ETA: 24.9s | Global ETA: 2h 0m 12s [2025-11-22T01:41:22.076027] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:22.076086] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:22.076657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.185834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.349400] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 27.1s | Global ETA: 2h 0m 16s [2025-11-22T01:41:22.350306] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:22.350369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:22.355133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:22.356900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:22.357386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:22.357796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:22.443625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.518104] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.00% | Symbol ETA: 21.8s | Global ETA: 2h 0m 18s [2025-11-22T01:41:22.519037] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:22.519101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:22.523909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:22.525689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:22.526158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:22.526543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:22.528987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:22.529627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.647606] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.48% | Symbol ETA: 24.3s | Global ETA: 2h 0m 20s [2025-11-22T01:41:22.648535] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:22.648597] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:22.649193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:22.813896] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 3.95% | Symbol ETA: 54.0s | Global ETA: 2h 0m 22s [2025-11-22T01:41:22.814812] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:22.814876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:22.819704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:22.821526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:22.822025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:22.822915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:22.825249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:41:22.950730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:23.060661] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.66% | Symbol ETA: 26.4s | Global ETA: 2h 0m 25s [2025-11-22T01:41:23.061542] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:23.061677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:23.066414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:23.068187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:23.068679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:23.069066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:23.105257] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 21.2s | Global ETA: 2h 0m 26s [2025-11-22T01:41:23.154666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:23.223368] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 23.7s | Global ETA: 2h 0m 27s [2025-11-22T01:41:23.224272] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:23.224335] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:23.224912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:23.273007] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.05% [2025-11-22T01:41:23.450351] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.06% [2025-11-22T01:41:23.584548] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 53.3s | Global ETA: 2h 0m 32s [2025-11-22T01:41:23.633826] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.30% [2025-11-22T01:41:23.755710] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.54% [2025-11-22T01:41:23.774428] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 25.7s | Global ETA: 2h 0m 35s [2025-11-22T01:41:23.775314] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:23.775377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:23.780233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:23.782003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:23.782506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:23.782930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:23.795851] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 23.1s | Global ETA: 2h 0m 35s [2025-11-22T01:41:23.796740] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:23.796799] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:23.797385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:23.800730] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 0.98% [2025-11-22T01:41:23.871111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:23.925414] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.19% [2025-11-22T01:41:23.967407] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.39% [2025-11-22T01:41:24.134530] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 0.41% [2025-11-22T01:41:24.156608] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.41%, Actual: 1.48% [2025-11-22T01:41:24.304588] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.28% [2025-11-22T01:41:24.342570] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 0.68% [2025-11-22T01:41:24.378755] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 7.56% | Symbol ETA: 22.6s | Global ETA: 2h 0m 43s [2025-11-22T01:41:24.379689] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:24.379749] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:24.380323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:24.487770] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.09% [2025-11-22T01:41:24.501052] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 25.0s | Global ETA: 2h 0m 44s [2025-11-22T01:41:24.502247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:24.502322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:24.507906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:24.510011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:24.510564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:24.510991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:24.530357] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -2.09%, Actual: 1.79% [2025-11-22T01:41:24.617254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:24.666827] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.45% [2025-11-22T01:41:24.752049] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 2.71% [2025-11-22T01:41:24.910668] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.32% [2025-11-22T01:41:24.910969] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 48.3851% [2025-11-22T01:41:24.911197] [INFO ] [main ] ASBA: KEPT add_last_hour_momentum_mag (score: 48.39%) [2025-11-22T01:41:24.911294] [INFO ] [main ] ASBA: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:41:24.911355] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_late_day_volatility'] [2025-11-22T01:41:24.911420] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:24.927969] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:24.930146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:24.930234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:24.937992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:24.940864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:24.941578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:24.942173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:24.945937] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:24.947021] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:24.950472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:25.025543] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.55%, Actual: 0.38% [2025-11-22T01:41:25.188670] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.36% | Symbol ETA: 22.0s | Global ETA: 2h 0m 53s [2025-11-22T01:41:25.190040] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:25.190121] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:25.191017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:25.260770] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.44% [2025-11-22T01:41:25.440806] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 3.95%, Actual: 0.69% [2025-11-22T01:41:25.526679] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 24.5s | Global ETA: 2h 0m 58s [2025-11-22T01:41:25.527591] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:25.527680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:25.532691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:25.534436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:25.534928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:25.535316] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:25.611307] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 23.6s | Global ETA: 2h 0m 59s [2025-11-22T01:41:25.612194] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:25.612258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:25.617071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:25.618844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:25.618883] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 1.90% [2025-11-22T01:41:25.619108] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 34.7796% [2025-11-22T01:41:25.619162] [INFO ] [main ] CBZ: DISCARDED add_directional_consistency (score: 34.78%) [2025-11-22T01:41:25.619220] [INFO ] [main ] CBZ: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:41:25.619256] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T01:41:25.619295] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:25.619316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:25.619726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:25.619696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:25.622214] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:25.622905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:25.624726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:25.633813] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:25.635183] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:25.635248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:25.640613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:25.642622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:25.643147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:25.644078] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:25.646520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:25.648504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:25.881104] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.45% | Symbol ETA: 21.4s | Global ETA: 2h 1m 3s [2025-11-22T01:41:26.055740] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.74%, Actual: 3.74% [2025-11-22T01:41:26.199476] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 22.6s | Global ETA: 2h 1m 7s [2025-11-22T01:41:26.200373] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:26.200436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:26.205298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:26.207104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:26.207592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:26.207996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:26.210324] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:26.211009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:26.212803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:26.223751] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 0.14% [2025-11-22T01:41:26.228633] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 23.7s | Global ETA: 2h 1m 7s [2025-11-22T01:41:26.229535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:26.229598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:26.234386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:26.236150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:26.236626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:26.237034] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:26.315495] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 1m 0s | Global ETA: 2h 1m 8s [2025-11-22T01:41:26.316461] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:26.316524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:26.321145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:26.321426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:26.323302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:26.324182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:26.325111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:26.327555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:26.329233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:26.395054] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 1.53% [2025-11-22T01:41:26.561665] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 2.28% [2025-11-22T01:41:26.731403] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 0.37% [2025-11-22T01:41:26.779240] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 21.8s | Global ETA: 2h 1m 15s [2025-11-22T01:41:26.780131] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:26.780193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:26.784938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:26.786667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:26.787172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:26.787573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:26.790033] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:26.790678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:26.792546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:26.900900] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.74%, Actual: 0.92% [2025-11-22T01:41:26.926657] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 22.9s | Global ETA: 2h 1m 16s [2025-11-22T01:41:26.927555] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:26.927619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:26.932449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:26.934219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:26.934710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:26.935096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:27.009013] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 59.6s | Global ETA: 2h 1m 18s [2025-11-22T01:41:27.010026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:27.010093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:27.015181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:27.017136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:27.017666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:27.018624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:27.019863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.021365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:27.023341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.072198] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.15% [2025-11-22T01:41:27.244106] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 7.56%, Actual: 2.09% [2025-11-22T01:41:27.363073] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 21.1s | Global ETA: 2h 1m 22s [2025-11-22T01:41:27.363963] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:27.364026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:27.368983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:27.370723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:27.371193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:27.371572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:27.373921] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:27.374553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:27.376331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.415794] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.36%, Actual: 2.60% [2025-11-22T01:41:27.594184] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.45%, Actual: 0.94% [2025-11-22T01:41:27.594398] [INFO ] [main ] AES: Magnitude Forecast Confidence: 47.7633% [2025-11-22T01:41:27.594487] [INFO ] [main ] AES: DISCARDED add_last_hour_momentum_mag (score: 47.76%) [2025-11-22T01:41:27.594530] [INFO ] [main ] AES: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:41:27.594563] [DEBUG] [main ] Testing with features: ['add_late_day_volatility'] [2025-11-22T01:41:27.594597] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:27.607503] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:27.612105] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:27.612165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:27.613974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.630700] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 22.1s | Global ETA: 2h 1m 26s [2025-11-22T01:41:27.631577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:41:27.631658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:27.636389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:27.638169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:27.638899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:27.639289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:27.709746] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.68% | Symbol ETA: 58.9s | Global ETA: 2h 1m 27s [2025-11-22T01:41:27.710681] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:27.710744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:27.715612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:27.717511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:27.718020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:27.718932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:27.721314] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:27.722901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.722982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:27.946576] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 20.5s | Global ETA: 2h 1m 30s [2025-11-22T01:41:27.947573] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:27.947656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:27.952472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:27.954267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:27.954758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:27.955146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:27.957556] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:27.958213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:27.960031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:28.203587] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.47% | Symbol ETA: 23.1s | Global ETA: 2h 1m 33s [2025-11-22T01:41:28.204469] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:28.204528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:28.206320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:28.366026] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 58.2s | Global ETA: 2h 1m 36s [2025-11-22T01:41:28.366925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:28.366988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:28.371745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:28.373507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:28.373989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:28.374870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:28.377224] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:28.378821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:28.400564] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 21.4s | Global ETA: 2h 1m 36s [2025-11-22T01:41:28.537604] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 19.9s | Global ETA: 2h 1m 38s [2025-11-22T01:41:28.538506] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:28.538569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:28.543519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:28.545281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:28.545775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:28.546206] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:28.548704] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:28.549718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:28.551559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:28.575374] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.55% [2025-11-22T01:41:28.749713] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 2.70% [2025-11-22T01:41:28.790027] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 22.4s | Global ETA: 2h 1m 41s [2025-11-22T01:41:28.790923] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:28.790985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:28.792744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:28.920381] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 1.07% [2025-11-22T01:41:29.016916] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 57.5s | Global ETA: 2h 1m 44s [2025-11-22T01:41:29.018005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:29.018082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:29.022859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:29.024625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:29.025145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:29.026049] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:29.028489] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:29.030151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.097627] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 0.96% [2025-11-22T01:41:29.132389] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 19.3s | Global ETA: 2h 1m 46s [2025-11-22T01:41:29.133311] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:29.133376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:29.138290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:29.140297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:29.140846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:29.141247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:29.143735] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:29.144382] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:29.146196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.270699] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.45% [2025-11-22T01:41:29.373152] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 21.8s | Global ETA: 2h 1m 49s [2025-11-22T01:41:29.374040] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:29.374099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:29.375928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.454474] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 0.73% [2025-11-22T01:41:29.624562] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.06% [2025-11-22T01:41:29.652888] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -2.57% | Symbol ETA: 56.8s | Global ETA: 2h 1m 53s [2025-11-22T01:41:29.653816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:29.653879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:29.658611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:29.660356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:29.660839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:29.661720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:29.664046] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:29.665658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.729612] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 18.7s | Global ETA: 2h 1m 54s [2025-11-22T01:41:29.730541] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:29.730607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:29.735745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:29.737626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:29.738142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:29.738541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:29.741010] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:29.741714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:29.743570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.796139] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.02%, Actual: 1.35% [2025-11-22T01:41:29.947840] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 21.2s | Global ETA: 2h 1m 57s [2025-11-22T01:41:29.948756] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:29.948815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:29.950538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:29.965228] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 0.90% [2025-11-22T01:41:30.150037] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 0.75% [2025-11-22T01:41:30.150278] [INFO ] [main ] KR: Magnitude Forecast Confidence: 49.4821% [2025-11-22T01:41:30.150430] [INFO ] [main ] KR: KEPT add_intraday_volatility_percentile (score: 49.48%) [2025-11-22T01:41:30.150499] [INFO ] [main ] KR: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:41:30.150556] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag'] [2025-11-22T01:41:30.150607] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:30.164604] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:30.166105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:30.166168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:30.171018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:30.172859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:30.173360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:30.173767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:30.262495] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:30.263254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:30.295298] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 56.1s | Global ETA: 2h 2m 1s [2025-11-22T01:41:30.296191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:30.296254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:30.301050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:30.302792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:30.303256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:30.304136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:30.306509] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:30.308544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:30.341837] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 18.1s | Global ETA: 2h 2m 2s [2025-11-22T01:41:30.342729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:30.342792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:30.347780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:30.349624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:30.350146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:30.350559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:30.353094] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:30.353769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:30.355549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:30.535158] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 20.7s | Global ETA: 2h 2m 4s [2025-11-22T01:41:30.536080] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:30.536139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:30.537953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:30.886183] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 29.3s | Global ETA: 2h 2m 9s [2025-11-22T01:41:30.887091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:30.887155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:30.891990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:30.893777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:30.894243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:30.894626] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:30.941666] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 17.5s | Global ETA: 2h 2m 10s [2025-11-22T01:41:30.947365] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 55.4s | Global ETA: 2h 2m 10s [2025-11-22T01:41:30.948295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:30.948358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:30.953167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:30.954905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:30.955364] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:30.956240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:30.958591] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:30.960252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:30.983989] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:30.984791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:31.112214] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.05% [2025-11-22T01:41:31.115699] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.07% | Symbol ETA: 20.1s | Global ETA: 2h 2m 12s [2025-11-22T01:41:31.116571] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:31.116630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:31.118400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:31.283248] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.06% [2025-11-22T01:41:31.452534] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.30% [2025-11-22T01:41:31.600474] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 28.5s | Global ETA: 2h 2m 18s [2025-11-22T01:41:31.601351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:31.601428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:31.606210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:31.607915] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 2.07% | Symbol ETA: 54.8s | Global ETA: 2h 2m 19s [2025-11-22T01:41:31.608052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:31.608531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:31.608846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:31.608913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:31.608947] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:31.613827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:31.615698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:31.616181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:31.617071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:31.619450] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:41:31.621087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:31.628183] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.98% [2025-11-22T01:41:31.690001] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.66% | Symbol ETA: 19.5s | Global ETA: 2h 2m 20s [2025-11-22T01:41:31.690895] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:31.690954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:31.692699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:31.696092] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:31.697357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:31.805053] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.39% [2025-11-22T01:41:31.978771] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.41% [2025-11-22T01:41:32.154066] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.28% [2025-11-22T01:41:32.263044] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -4.04% | Symbol ETA: 54.1s | Global ETA: 2h 2m 27s [2025-11-22T01:41:32.272708] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.20% | Symbol ETA: 18.9s | Global ETA: 2h 2m 27s [2025-11-22T01:41:32.273575] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:32.273636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:32.275451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:32.312476] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.70% | Symbol ETA: 27.8s | Global ETA: 2h 2m 28s [2025-11-22T01:41:32.313371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:32.313433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:32.318194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:32.319937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:32.320395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:32.320469] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.09% [2025-11-22T01:41:32.320799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:32.406473] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:32.407311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:32.432234] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 2.54% [2025-11-22T01:41:32.491486] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 0.45% [2025-11-22T01:41:32.602526] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.19% [2025-11-22T01:41:32.663957] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.32% [2025-11-22T01:41:32.664177] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 40.5731% [2025-11-22T01:41:32.664233] [INFO ] [main ] ASBA: DISCARDED add_late_day_volatility (score: 40.57%) [2025-11-22T01:41:32.664274] [INFO ] [main ] ASBA: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:41:32.664309] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure'] [2025-11-22T01:41:32.664346] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:32.675754] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:32.677291] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:32.677356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:32.682508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:32.684756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:32.685274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:32.685697] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:32.688206] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:32.688889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:32.691728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:32.772201] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.68%, Actual: 1.48% [2025-11-22T01:41:32.848351] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.66% | Symbol ETA: 18.3s | Global ETA: 2h 2m 35s [2025-11-22T01:41:32.849270] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:32.849330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:32.851067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:32.941474] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 0.68% [2025-11-22T01:41:33.022207] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.49% | Symbol ETA: 27.1s | Global ETA: 2h 2m 37s [2025-11-22T01:41:33.023092] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:33.023154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:33.027925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:33.029625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:33.030109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:33.030489] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:33.114007] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.72%, Actual: 1.79% [2025-11-22T01:41:33.115003] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:33.115852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:33.280845] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 21.4s | Global ETA: 2h 2m 41s [2025-11-22T01:41:33.282064] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:33.282127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:33.282275] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -2.57%, Actual: 2.71% [2025-11-22T01:41:33.286980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:33.288765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:33.289257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:33.289637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:33.291993] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:33.292624] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:33.295288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:33.425081] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.96% | Symbol ETA: 17.7s | Global ETA: 2h 2m 43s [2025-11-22T01:41:33.454775] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 0.38% [2025-11-22T01:41:33.595748] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.47%, Actual: 3.74% [2025-11-22T01:41:33.636834] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 0.44% [2025-11-22T01:41:33.739009] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 26.3s | Global ETA: 2h 2m 47s [2025-11-22T01:41:33.739932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:33.739995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:33.744698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:33.746404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:33.746887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:33.747297] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:33.762950] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.14% [2025-11-22T01:41:33.808203] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 2.07%, Actual: 0.69% [2025-11-22T01:41:33.840032] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:33.840949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:33.865467] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 20.7s | Global ETA: 2h 2m 48s [2025-11-22T01:41:33.866361] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:33.866423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:33.871248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:33.873021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:33.873488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:33.873892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:33.876250] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:33.876904] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:33.879589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:33.928885] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 1.53% [2025-11-22T01:41:33.977593] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -4.04%, Actual: 1.90% [2025-11-22T01:41:33.977826] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 43.5121% [2025-11-22T01:41:33.977922] [INFO ] [main ] CBZ: DISCARDED add_fullday_parkinson_range (score: 43.51%) [2025-11-22T01:41:33.977965] [INFO ] [main ] CBZ: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:41:33.977999] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T01:41:33.978035] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:33.991517] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:33.993036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:33.993106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:33.997967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:33.999858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:34.000346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:34.001238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:34.003634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:34.048355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:34.094547] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 2.28% [2025-11-22T01:41:34.263381] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.37% [2025-11-22T01:41:34.434386] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.07%, Actual: 0.92% [2025-11-22T01:41:34.449633] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 20.1s | Global ETA: 2h 2m 56s [2025-11-22T01:41:34.450524] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:34.450590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:34.455393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:34.457146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:34.457607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:34.458007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:34.460371] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:34.461027] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:34.463667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:34.485578] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.06% | Symbol ETA: 25.6s | Global ETA: 2h 2m 57s [2025-11-22T01:41:34.486523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:34.486588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:34.491765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:34.493559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:34.494060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:34.494457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:34.585176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:34.586123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:34.607208] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.66%, Actual: 1.15% [2025-11-22T01:41:34.702314] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.53% | Symbol ETA: 46.3s | Global ETA: 2h 2m 60s [2025-11-22T01:41:34.703236] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:34.703303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:34.708354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:34.710166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:34.710674] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:34.711571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:34.714013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:34.759483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:34.779080] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.20%, Actual: 2.09% [2025-11-22T01:41:34.955021] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.66%, Actual: 2.60% [2025-11-22T01:41:35.035262] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 19.5s | Global ETA: 2h 3m 4s [2025-11-22T01:41:35.036166] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:35.036228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:35.041164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:35.042922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:35.043390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:35.043804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:35.046189] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:35.046845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:35.049517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.125781] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.96%, Actual: 0.94% [2025-11-22T01:41:35.125982] [INFO ] [main ] AES: Magnitude Forecast Confidence: 38.2393% [2025-11-22T01:41:35.126064] [INFO ] [main ] AES: DISCARDED add_late_day_volatility (score: 38.24%) [2025-11-22T01:41:35.126111] [INFO ] [main ] AES: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:41:35.126143] [DEBUG] [main ] Testing with features: ['add_late_hour_microstructure'] [2025-11-22T01:41:35.126179] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:35.138905] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:35.140410] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:35.140471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:35.143271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.203864] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 24.9s | Global ETA: 2h 3m 6s [2025-11-22T01:41:35.204759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:35.204823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:35.209584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:35.211330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:35.211829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:35.212219] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:35.297111] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:35.297926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.397765] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 45.6s | Global ETA: 2h 3m 9s [2025-11-22T01:41:35.398704] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:35.398770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:35.403731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:35.405521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:35.406384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:35.407321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:35.409812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:35.455307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.622916] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 18.9s | Global ETA: 2h 3m 12s [2025-11-22T01:41:35.623802] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:35.623866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:35.628669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:35.630389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:35.630876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:35.631266] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:35.633710] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:35.634351] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:35.636954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.735955] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.13% | Symbol ETA: 20.9s | Global ETA: 2h 3m 13s [2025-11-22T01:41:35.736882] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:35.736944] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:35.739714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:35.909778] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.37% | Symbol ETA: 24.2s | Global ETA: 2h 3m 16s [2025-11-22T01:41:35.910666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:35.910728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:35.915491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:35.917298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:35.917795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:35.918218] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:36.003778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:36.004479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.097290] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.35% | Symbol ETA: 44.8s | Global ETA: 2h 3m 18s [2025-11-22T01:41:36.098224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:36.098293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:36.103372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:36.105185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:36.105717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:36.106614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:36.109116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:36.153341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.205675] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 18.3s | Global ETA: 2h 3m 19s [2025-11-22T01:41:36.206553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:36.206622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:36.211425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:36.213178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:36.213662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:36.214047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:36.216474] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:36.217195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:36.219913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.331982] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 20.3s | Global ETA: 2h 3m 21s [2025-11-22T01:41:36.332907] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:36.332968] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:36.335714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.617605] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.49% | Symbol ETA: 23.5s | Global ETA: 2h 3m 25s [2025-11-22T01:41:36.618845] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:36.618908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:36.623679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:36.625406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:36.625959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:36.626348] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:36.712305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:36.713228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.803541] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.75% | Symbol ETA: 44.2s | Global ETA: 2h 3m 27s [2025-11-22T01:41:36.804459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:36.804524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:36.806755] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 17.7s | Global ETA: 2h 3m 27s [2025-11-22T01:41:36.807986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:36.808048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:36.809545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:36.811378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:36.811881] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:36.812798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:36.812862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:36.814600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:36.815098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:36.815281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:36.815489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:36.817895] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:36.818527] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:36.821143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.860610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:36.966164] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 19.8s | Global ETA: 2h 3m 30s [2025-11-22T01:41:36.967098] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:36.967163] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:36.969849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:37.327464] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 22.8s | Global ETA: 2h 3m 34s [2025-11-22T01:41:37.393660] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 17.1s | Global ETA: 2h 3m 35s [2025-11-22T01:41:37.394565] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:37.394629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:37.399572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:37.401347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:37.401858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:37.402268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:37.404737] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:37.405403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:37.408135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:37.495402] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.55% [2025-11-22T01:41:37.500321] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 2.46% | Symbol ETA: 43.4s | Global ETA: 2h 3m 37s [2025-11-22T01:41:37.501204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:37.501267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:37.506101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:37.508009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:37.508489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:37.509396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:37.511839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:37.557443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:37.562054] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -2.06% | Symbol ETA: 19.1s | Global ETA: 2h 3m 37s [2025-11-22T01:41:37.562956] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:37.563016] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:37.565608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:37.661190] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 2.70% [2025-11-22T01:41:37.829722] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 1.07% [2025-11-22T01:41:37.995276] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 16.6s | Global ETA: 2h 3m 43s [2025-11-22T01:41:37.996168] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:37.996230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:37.996987] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.49%, Actual: 0.96% [2025-11-22T01:41:38.001106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:38.002859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:38.003352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:38.003765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:38.006123] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:38.006772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:38.009380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:38.163067] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 18.5s | Global ETA: 2h 3m 45s [2025-11-22T01:41:38.163972] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:38.164032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:38.165540] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 0.45% [2025-11-22T01:41:38.166707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:38.194012] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.19% | Symbol ETA: 42.7s | Global ETA: 2h 3m 46s [2025-11-22T01:41:38.194899] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:38.194962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:38.199800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:38.201530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:38.202010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:38.202892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:38.205253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:38.249875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:38.332246] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.06%, Actual: 0.73% [2025-11-22T01:41:38.499454] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.06% [2025-11-22T01:41:38.599070] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 16.0s | Global ETA: 2h 3m 51s [2025-11-22T01:41:38.665608] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 1.35% [2025-11-22T01:41:38.750736] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 17.9s | Global ETA: 2h 3m 53s [2025-11-22T01:41:38.751625] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:38.751704] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:38.754344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:38.773287] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.05% [2025-11-22T01:41:38.834040] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.49%, Actual: 0.90% [2025-11-22T01:41:38.892981] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 42.0s | Global ETA: 2h 3m 55s [2025-11-22T01:41:38.893957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:38.894022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:38.899168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:38.901027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:38.901528] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:38.902428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:38.904877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:38.945733] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.06% [2025-11-22T01:41:38.949664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:38.999821] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 0.75% [2025-11-22T01:41:39.000015] [INFO ] [main ] KR: Magnitude Forecast Confidence: 44.8247% [2025-11-22T01:41:39.000068] [INFO ] [main ] KR: DISCARDED add_last_hour_momentum_mag (score: 44.82%) [2025-11-22T01:41:39.000105] [INFO ] [main ] KR: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:41:39.000135] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_day_volatility'] [2025-11-22T01:41:39.000171] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:39.013933] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:39.015181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:39.015258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:39.020329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:39.022283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:39.022787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:39.023177] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:39.109250] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:39.111096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:39.120604] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.30% [2025-11-22T01:41:39.294167] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.98% [2025-11-22T01:41:39.338563] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 17.3s | Global ETA: 2h 4m 1s [2025-11-22T01:41:39.339454] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:39.339514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:39.342104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:39.470150] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.39% [2025-11-22T01:41:39.590578] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 41.3s | Global ETA: 2h 4m 4s [2025-11-22T01:41:39.591476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:39.591540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:39.596302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:39.598065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:39.598541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:39.599411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:39.601746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:39.641669] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.41% [2025-11-22T01:41:39.644786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:39.727389] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 26.3s | Global ETA: 2h 4m 6s [2025-11-22T01:41:39.728281] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:39.728344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:39.733145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:39.734879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:39.735351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:39.735761] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:39.815858] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.28% [2025-11-22T01:41:39.824790] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:39.826830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:39.925992] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 16.7s | Global ETA: 2h 4m 9s [2025-11-22T01:41:39.926989] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:39.927052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:39.929846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:39.987544] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.09% [2025-11-22T01:41:40.155576] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.45% [2025-11-22T01:41:40.273364] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 40.6s | Global ETA: 2h 4m 13s [2025-11-22T01:41:40.274262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:40.274326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:40.279202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:40.280964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:40.281436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:40.282313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:40.284667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:41:40.322532] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.32% [2025-11-22T01:41:40.322741] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 44.2789% [2025-11-22T01:41:40.322827] [INFO ] [main ] ASBA: DISCARDED add_late_hour_microstructure (score: 44.28%) [2025-11-22T01:41:40.322870] [INFO ] [main ] ASBA: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:41:40.322902] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_late_session_pressure'] [2025-11-22T01:41:40.322938] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:40.327952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:40.364895] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:40.366458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:40.366521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:40.371472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:40.373337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:40.373854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:40.374247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:40.376812] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:40.377514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:40.378561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:40.439314] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 25.6s | Global ETA: 2h 4m 16s [2025-11-22T01:41:40.440229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:40.440294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:40.445468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:40.447372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:40.447878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:40.448303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:40.528574] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.46% | Symbol ETA: 16.1s | Global ETA: 2h 4m 17s [2025-11-22T01:41:40.529495] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:40.529557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:40.532265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:40.537362] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:40.539393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:40.959547] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 19.8s | Global ETA: 2h 4m 22s [2025-11-22T01:41:40.960506] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:40.960572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:40.961356] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 39.9s | Global ETA: 2h 4m 22s [2025-11-22T01:41:40.965538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:40.967397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:40.967913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:40.968724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:40.971210] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:40.971897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:40.972960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:41.128432] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.53%, Actual: 2.54% [2025-11-22T01:41:41.141216] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.35% | Symbol ETA: 15.5s | Global ETA: 2h 4m 25s [2025-11-22T01:41:41.173169] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 24.9s | Global ETA: 2h 4m 25s [2025-11-22T01:41:41.174064] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:41.174126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:41.179000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:41.180825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:41.181320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:41.181838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:41.271931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:41.274080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:41.295402] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 0.19% [2025-11-22T01:41:41.308924] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.13%, Actual: 3.74% [2025-11-22T01:41:41.462811] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 1.48% [2025-11-22T01:41:41.478264] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.14% [2025-11-22T01:41:41.545932] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 19.2s | Global ETA: 2h 4m 30s [2025-11-22T01:41:41.546915] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:41.547456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:41.552375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:41.554115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:41.554586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:41.554996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:41.557441] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:41.558099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:41.559110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:41.631279] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 0.68% [2025-11-22T01:41:41.650678] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.42%, Actual: 1.53% [2025-11-22T01:41:41.798874] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 2.46%, Actual: 1.79% [2025-11-22T01:41:41.823757] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -2.06%, Actual: 2.28% [2025-11-22T01:41:41.909945] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.94% | Symbol ETA: 24.3s | Global ETA: 2h 4m 35s [2025-11-22T01:41:41.910852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:41.910916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:41.915693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:41.917439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:41.917943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:41.918332] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:41.967889] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 2.71% [2025-11-22T01:41:42.003107] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.37% [2025-11-22T01:41:42.005587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:42.007771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:42.132179] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.99%, Actual: 0.38% [2025-11-22T01:41:42.132376] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 18.6s | Global ETA: 2h 4m 38s [2025-11-22T01:41:42.133296] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:42.133361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:42.138520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:42.140297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:42.140807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:42.141225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:42.143694] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:42.144357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:42.145414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:42.174287] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.42%, Actual: 0.92% [2025-11-22T01:41:42.295309] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.44% [2025-11-22T01:41:42.362370] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 1.15% [2025-11-22T01:41:42.463137] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.69% [2025-11-22T01:41:42.545607] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 2.09% [2025-11-22T01:41:42.627887] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.06%, Actual: 1.90% [2025-11-22T01:41:42.628050] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 48.3871% [2025-11-22T01:41:42.628134] [INFO ] [main ] CBZ: DISCARDED add_gap_fill_state (score: 48.39%) [2025-11-22T01:41:42.628176] [INFO ] [main ] CBZ: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:41:42.628207] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T01:41:42.628242] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:42.641448] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:42.642730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:42.642791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:42.645243] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.34% | Symbol ETA: 23.5s | Global ETA: 2h 4m 45s [2025-11-22T01:41:42.646164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:42.646227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:42.647568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:42.649369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:42.649930] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:42.650811] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:42.651135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:42.652948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:42.653182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:42.653442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:42.653871] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:42.654162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:42.715838] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.46%, Actual: 2.60% [2025-11-22T01:41:42.723703] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 18.0s | Global ETA: 2h 4m 46s [2025-11-22T01:41:42.724575] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:42.724638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:42.729515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:42.731240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:42.731733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:42.732119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:42.734472] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:42.735132] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:42.736143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:42.740183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:42.742243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:42.886215] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.35%, Actual: 0.94% [2025-11-22T01:41:42.886479] [INFO ] [main ] AES: Magnitude Forecast Confidence: 49.3019% [2025-11-22T01:41:42.886561] [INFO ] [main ] AES: DISCARDED add_late_hour_microstructure (score: 49.30%) [2025-11-22T01:41:42.886604] [INFO ] [main ] AES: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:41:42.886635] [DEBUG] [main ] Testing with features: ['add_late_session_pressure'] [2025-11-22T01:41:42.886691] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:42.899591] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:42.901088] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:42.901150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:42.902222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.282062] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 42.1s | Global ETA: 2h 4m 53s [2025-11-22T01:41:43.282956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:43.283019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:43.287795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:43.289564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:43.290060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:43.290932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:43.293281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:43.294253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.302934] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 17.4s | Global ETA: 2h 4m 53s [2025-11-22T01:41:43.303830] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:43.303893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:43.308791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:43.310550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:43.311043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:43.311439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:43.313829] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:43.314467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:43.315481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.374265] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.85% | Symbol ETA: 22.8s | Global ETA: 2h 4m 54s [2025-11-22T01:41:43.375210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:43.375277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:43.380441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:43.382375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:43.382889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:43.383309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:43.474424] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:43.476519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.490903] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.46% | Symbol ETA: 20.0s | Global ETA: 2h 4m 56s [2025-11-22T01:41:43.491805] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:43.491866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:43.492842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.883892] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 16.8s | Global ETA: 2h 5m 1s [2025-11-22T01:41:43.884780] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:43.884843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:43.889614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:43.891366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:43.891858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:43.892245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:43.894600] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:43.895251] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:43.896268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:43.922663] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 41.5s | Global ETA: 2h 5m 2s [2025-11-22T01:41:43.924106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:43.924168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:43.929453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:43.931405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:43.931916] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:43.932795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:43.935166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:43.936191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.078926] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 19.4s | Global ETA: 2h 5m 4s [2025-11-22T01:41:44.079827] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:44.079887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:44.080834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.108141] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 22.1s | Global ETA: 2h 5m 4s [2025-11-22T01:41:44.109061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:44.109124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:44.114677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:44.116486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:44.116983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:44.117395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:44.206565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:44.208729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.479032] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 16.2s | Global ETA: 2h 5m 9s [2025-11-22T01:41:44.479936] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:44.480000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:44.484812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:44.486897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:44.487421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:44.487840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:44.490267] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:44.490918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:44.491926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.581269] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 40.9s | Global ETA: 2h 5m 10s [2025-11-22T01:41:44.582306] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:44.582371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:44.588282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:44.591464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:44.592187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:44.594048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:44.597731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:44.599202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.717016] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 18.9s | Global ETA: 2h 5m 12s [2025-11-22T01:41:44.717940] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:44.717999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:44.718952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:44.848437] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 21.4s | Global ETA: 2h 5m 14s [2025-11-22T01:41:44.849330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:44.849424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:44.854170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:44.855924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:44.856405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:44.856813] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:44.941195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:44.943260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.071189] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 15.6s | Global ETA: 2h 5m 17s [2025-11-22T01:41:45.072095] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:45.072167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:45.076982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:45.078802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:45.079280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:45.079691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:45.082128] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:45.082807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:45.083820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.249187] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 40.2s | Global ETA: 2h 5m 19s [2025-11-22T01:41:45.250108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:45.250171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:45.254951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:45.256712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:45.257207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:45.258082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:45.260442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:45.261409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.295605] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 18.3s | Global ETA: 2h 5m 20s [2025-11-22T01:41:45.296506] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:45.296567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:45.297549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.554040] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.46% | Symbol ETA: 20.6s | Global ETA: 2h 5m 23s [2025-11-22T01:41:45.554962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:45.555027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:45.560036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:45.561849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:45.562389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:45.562808] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:45.649842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:41:45.651903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.653906] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 15.1s | Global ETA: 2h 5m 25s [2025-11-22T01:41:45.654824] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:45.654888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:45.659771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:45.661496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:45.661990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:45.662376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:45.664752] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:45.665430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:45.666430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.874259] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 17.6s | Global ETA: 2h 5m 28s [2025-11-22T01:41:45.875146] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:45.875205] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:45.876163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:45.889689] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 39.6s | Global ETA: 2h 5m 28s [2025-11-22T01:41:45.890560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:45.890624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:45.895415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:45.897200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:45.897693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:45.898557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:45.900915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:45.901883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:46.262084] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.18% | Symbol ETA: 19.9s | Global ETA: 2h 5m 33s [2025-11-22T01:41:46.262402] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 14.5s | Global ETA: 2h 5m 33s [2025-11-22T01:41:46.433351] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.55% [2025-11-22T01:41:46.438795] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.05% [2025-11-22T01:41:46.454112] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 17.0s | Global ETA: 2h 5m 35s [2025-11-22T01:41:46.455001] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:46.455060] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:46.456015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:46.518456] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 38.9s | Global ETA: 2h 5m 36s [2025-11-22T01:41:46.519375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:46.519438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:46.524191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:46.525958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:46.526435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:46.527324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:46.529690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:46.530639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:46.600420] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.79%, Actual: 2.70% [2025-11-22T01:41:46.610997] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.06% [2025-11-22T01:41:46.768562] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 1.07% [2025-11-22T01:41:46.780376] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.30% [2025-11-22T01:41:46.938423] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 0.96% [2025-11-22T01:41:46.957967] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 0.98% [2025-11-22T01:41:47.034665] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: -1.98% | Symbol ETA: 16.4s | Global ETA: 2h 5m 43s [2025-11-22T01:41:47.035544] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:47.035604] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:47.036550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:47.111912] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.34%, Actual: 0.45% [2025-11-22T01:41:47.138932] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.39% [2025-11-22T01:41:47.155141] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 38.3s | Global ETA: 2h 5m 45s [2025-11-22T01:41:47.156064] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:47.156126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:47.160949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:47.162724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:47.163198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:47.164066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:47.166409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:47.167425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:47.281320] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 0.73% [2025-11-22T01:41:47.315315] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 0.41% [2025-11-22T01:41:47.449308] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.06% [2025-11-22T01:41:47.493113] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.28% [2025-11-22T01:41:47.615100] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.40% | Symbol ETA: 15.8s | Global ETA: 2h 5m 51s [2025-11-22T01:41:47.616004] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:47.616064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:47.616213] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 1.35% [2025-11-22T01:41:47.617013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:47.674174] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.09% [2025-11-22T01:41:47.790130] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.46%, Actual: 0.90% [2025-11-22T01:41:47.799443] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.85% | Symbol ETA: 37.6s | Global ETA: 2h 5m 53s [2025-11-22T01:41:47.800340] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:47.800403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:47.805187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:47.806944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:47.807454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:47.808323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:47.810745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:47.811737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:47.853741] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.45% [2025-11-22T01:41:47.965913] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.18%, Actual: 0.75% [2025-11-22T01:41:47.966120] [INFO ] [main ] KR: Magnitude Forecast Confidence: 44.1725% [2025-11-22T01:41:47.966213] [INFO ] [main ] KR: DISCARDED add_late_day_volatility (score: 44.17%) [2025-11-22T01:41:47.966265] [INFO ] [main ] KR: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:41:47.966312] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure'] [2025-11-22T01:41:47.966352] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:47.980451] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:47.981960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:47.982024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:47.986996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:47.988889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:47.989383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:47.989804] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:48.026404] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.32% [2025-11-22T01:41:48.026625] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 39.0477% [2025-11-22T01:41:48.026748] [INFO ] [main ] ASBA: DISCARDED add_late_session_pressure (score: 39.05%) [2025-11-22T01:41:48.026828] [INFO ] [main ] ASBA: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:41:48.026868] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_micro_gap_fill_velocity'] [2025-11-22T01:41:48.026906] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:48.039344] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:48.040882] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:48.040946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:48.045997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:48.048048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:48.048618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:48.049057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:48.051741] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:48.052459] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:48.054807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.077822] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:48.080967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.200160] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.91% | Symbol ETA: 15.2s | Global ETA: 2h 5m 58s [2025-11-22T01:41:48.201064] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:48.201126] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:48.202255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.447846] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 37.0s | Global ETA: 2h 6m 2s [2025-11-22T01:41:48.448745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:48.448808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:48.453522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:48.455265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:48.455759] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:48.456603] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:48.458951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:41:48.459902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.652692] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 18.9s | Global ETA: 2h 6m 4s [2025-11-22T01:41:48.654122] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:48.654187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:48.659019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:48.660798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:48.661273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:48.661683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:48.664039] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:48.664697] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:48.666658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.707203] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 25.0s | Global ETA: 2h 6m 5s [2025-11-22T01:41:48.708104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:48.708167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:48.712922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:48.714634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:48.715134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:48.715630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:48.786518] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.17% | Symbol ETA: 14.7s | Global ETA: 2h 6m 6s [2025-11-22T01:41:48.801144] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:48.804070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:48.953996] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.46%, Actual: 3.74% [2025-11-22T01:41:49.083658] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 36.3s | Global ETA: 2h 6m 10s [2025-11-22T01:41:49.121136] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.14% [2025-11-22T01:41:49.241135] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 18.2s | Global ETA: 2h 6m 12s [2025-11-22T01:41:49.242028] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:49.242091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:49.246881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:49.248711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:49.249195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:49.249588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:49.251729] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 2.54% [2025-11-22T01:41:49.251966] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:49.252623] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:49.254595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:49.287711] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 1.53% [2025-11-22T01:41:49.416549] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.19% [2025-11-22T01:41:49.425956] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 24.2s | Global ETA: 2h 6m 15s [2025-11-22T01:41:49.426880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:49.426946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:49.431843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:49.433623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:49.434133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:49.434536] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:49.453521] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 2.28% [2025-11-22T01:41:49.521029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:49.523999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:49.582561] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 1.48% [2025-11-22T01:41:49.618896] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.37% [2025-11-22T01:41:49.755104] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 0.68% [2025-11-22T01:41:49.785831] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.92% [2025-11-22T01:41:49.823912] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 17.5s | Global ETA: 2h 6m 20s [2025-11-22T01:41:49.824802] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:49.824889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:49.829748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:49.831466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:49.831964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:49.832355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:49.834872] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:49.835513] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:49.837489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:49.921681] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.79% [2025-11-22T01:41:49.952281] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: -1.98%, Actual: 1.15% [2025-11-22T01:41:50.087380] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 2.71% [2025-11-22T01:41:50.120715] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.40%, Actual: 2.09% [2025-11-22T01:41:50.168692] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 23.6s | Global ETA: 2h 6m 24s [2025-11-22T01:41:50.169590] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:50.169693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:50.174560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:50.176348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:50.176859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:50.177279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:50.253923] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.38% [2025-11-22T01:41:50.263804] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:50.266661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:50.291424] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.91%, Actual: 2.60% [2025-11-22T01:41:50.409941] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 16.9s | Global ETA: 2h 6m 28s [2025-11-22T01:41:50.410817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:50.410881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:50.415639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:50.417399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:50.417897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:50.418286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:50.420677] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:50.421323] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:50.421563] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.85%, Actual: 0.44% [2025-11-22T01:41:50.423285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:50.460976] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.17%, Actual: 0.94% [2025-11-22T01:41:50.461192] [INFO ] [main ] AES: Magnitude Forecast Confidence: 46.6795% [2025-11-22T01:41:50.461274] [INFO ] [main ] AES: DISCARDED add_late_session_pressure (score: 46.68%) [2025-11-22T01:41:50.461316] [INFO ] [main ] AES: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:41:50.461347] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity'] [2025-11-22T01:41:50.461379] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:50.473732] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:50.474998] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:50.475058] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:50.477028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:50.587706] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.69% [2025-11-22T01:41:50.755972] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 1.90% [2025-11-22T01:41:50.756157] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 34.0336% [2025-11-22T01:41:50.756251] [INFO ] [main ] CBZ: DISCARDED add_gap_morning_composite (score: 34.03%) [2025-11-22T01:41:50.756293] [INFO ] [main ] CBZ: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:41:50.756327] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T01:41:50.756361] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:50.769588] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:50.770858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:50.770921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:50.775780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:50.777604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:50.778106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:50.778977] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:50.781329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:50.835939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:50.887688] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.86% | Symbol ETA: 22.8s | Global ETA: 2h 6m 34s [2025-11-22T01:41:50.888569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:50.888633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:50.893692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:50.895479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:50.895986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:50.896392] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:50.983777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:50.986872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.000924] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 16.3s | Global ETA: 2h 6m 35s [2025-11-22T01:41:51.001812] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:51.001876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:51.006665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:51.008456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:51.008948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:51.009331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:51.011685] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:51.012326] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:51.014289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.063115] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.60% | Symbol ETA: 18.5s | Global ETA: 2h 6m 36s [2025-11-22T01:41:51.064014] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:51.064075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:51.065997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.466885] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 36.6s | Global ETA: 2h 6m 42s [2025-11-22T01:41:51.467804] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:51.467867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:51.472595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:51.474350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:51.474845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:51.475712] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:51.478086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:51.532092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.599278] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 22.1s | Global ETA: 2h 6m 43s [2025-11-22T01:41:51.600574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:51.600673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:51.602766] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 15.8s | Global ETA: 2h 6m 43s [2025-11-22T01:41:51.603698] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:51.603762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:51.605713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:51.607560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:51.608076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:51.608473] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:51.608616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:51.610410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:51.610907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:51.611293] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:51.613680] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:51.614307] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:51.616263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.646611] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 17.8s | Global ETA: 2h 6m 44s [2025-11-22T01:41:51.647545] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:51.647612] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:51.649576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:51.699565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:51.702694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.163215] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 35.9s | Global ETA: 2h 6m 51s [2025-11-22T01:41:52.164104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:52.164166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:52.168908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:52.170636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:52.171131] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:52.172000] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:52.174338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:52.212026] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 15.2s | Global ETA: 2h 6m 52s [2025-11-22T01:41:52.212930] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:52.212994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:52.217827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:52.219576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:52.220086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:52.220487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:52.222962] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:52.223618] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:52.226052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.228876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.234066] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 17.3s | Global ETA: 2h 6m 52s [2025-11-22T01:41:52.234931] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:52.234991] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:52.236900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.321415] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.86% | Symbol ETA: 21.4s | Global ETA: 2h 6m 53s [2025-11-22T01:41:52.322330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:52.322394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:52.327276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:52.329027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:52.329500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:52.329909] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:52.417472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:52.420455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.798120] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 14.6s | Global ETA: 2h 6m 59s [2025-11-22T01:41:52.799002] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:52.799066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:52.803904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:52.805618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:52.806122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:52.806513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:52.808901] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:52.809528] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:52.811473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.824515] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 16.7s | Global ETA: 2h 6m 60s [2025-11-22T01:41:52.825408] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:52.825468] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:52.827425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:52.853631] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.00% | Symbol ETA: 35.2s | Global ETA: 2h 7m 0s [2025-11-22T01:41:52.854516] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:52.854578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:52.859348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:52.861105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:52.861580] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:52.862448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:52.864810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:52.919476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.057799] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 20.6s | Global ETA: 2h 7m 3s [2025-11-22T01:41:53.058768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:53.058840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:53.063861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:53.065758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:53.066253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:53.066754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:53.156943] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:53.160142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.383340] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 14.0s | Global ETA: 2h 7m 7s [2025-11-22T01:41:53.384235] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:53.384299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:53.389154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:53.390898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:53.391366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:53.391784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:53.394174] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:53.394830] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:53.396811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.406523] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 1.28% | Symbol ETA: 16.1s | Global ETA: 2h 7m 7s [2025-11-22T01:41:53.409317] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:53.409378] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:53.412965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.543258] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 34.5s | Global ETA: 2h 7m 9s [2025-11-22T01:41:53.544242] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:53.544308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:53.549500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:53.551309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:53.551820] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:53.553065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:53.555751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:53.619445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.772247] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 19.9s | Global ETA: 2h 7m 12s [2025-11-22T01:41:53.773157] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:53.773220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:53.778167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:53.779995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:53.780474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:53.780882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:53.865706] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:53.868596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:53.970877] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 13.4s | Global ETA: 2h 7m 15s [2025-11-22T01:41:53.998884] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.80% | Symbol ETA: 15.5s | Global ETA: 2h 7m 15s [2025-11-22T01:41:53.999807] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:53.999871] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:54.001906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:54.140112] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.05% [2025-11-22T01:41:54.266395] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 33.8s | Global ETA: 2h 7m 19s [2025-11-22T01:41:54.267304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:54.267382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:54.272255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:54.273999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:54.274476] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:54.275345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:54.277777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:54.308949] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.06% [2025-11-22T01:41:54.331872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:54.476545] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.30% [2025-11-22T01:41:54.480588] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 4.33% | Symbol ETA: 19.2s | Global ETA: 2h 7m 22s [2025-11-22T01:41:54.481475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:54.481539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:54.486288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:54.488085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:54.488559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:54.488975] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:54.571138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:41:54.573862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:54.598036] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.28% | Symbol ETA: 14.9s | Global ETA: 2h 7m 23s [2025-11-22T01:41:54.598963] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:54.599024] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:54.600957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:54.645445] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 0.98% [2025-11-22T01:41:54.813972] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.39% [2025-11-22T01:41:54.963019] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 33.1s | Global ETA: 2h 7m 28s [2025-11-22T01:41:54.963930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:54.963992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:54.968762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:54.970520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:54.971021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:54.971901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:54.974255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:54.980627] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 0.41% [2025-11-22T01:41:55.029673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:55.147749] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.28% [2025-11-22T01:41:55.187328] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 18.5s | Global ETA: 2h 7m 31s [2025-11-22T01:41:55.197542] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.15% | Symbol ETA: 14.3s | Global ETA: 2h 7m 31s [2025-11-22T01:41:55.198439] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:55.198499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:55.200445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:55.314145] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.09% [2025-11-22T01:41:55.354885] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.55% [2025-11-22T01:41:55.481322] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.45% [2025-11-22T01:41:55.521014] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 2.70% [2025-11-22T01:41:55.648620] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.32% [2025-11-22T01:41:55.648885] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.4888% [2025-11-22T01:41:55.648968] [INFO ] [main ] ASBA: DISCARDED add_micro_gap_fill_velocity (score: 37.49%) [2025-11-22T01:41:55.649009] [INFO ] [main ] ASBA: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:41:55.649041] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:41:55.649076] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:41:55.661402] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:55.662720] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:55.662782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:55.667436] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 32.4s | Global ETA: 2h 7m 37s [2025-11-22T01:41:55.667606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:55.668323] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:55.668387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:55.669393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:55.669893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:55.670282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:55.672675] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:55.673157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:55.673315] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:55.674003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:55.674921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:55.675403] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:55.676281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:55.678628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:55.687880] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.07% [2025-11-22T01:41:55.733367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:55.774863] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.39% | Symbol ETA: 13.7s | Global ETA: 2h 7m 39s [2025-11-22T01:41:55.775764] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:41:55.775824] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:55.777860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:55.855021] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.86%, Actual: 0.96% [2025-11-22T01:41:56.021812] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 0.45% [2025-11-22T01:41:56.188451] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.86%, Actual: 0.73% [2025-11-22T01:41:56.244385] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 17.4s | Global ETA: 2h 7m 45s [2025-11-22T01:41:56.245279] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:56.245341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:56.250163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:56.251935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:56.252411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:56.252825] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:56.255199] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:56.255860] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:56.256520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:56.354065] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.06% [2025-11-22T01:41:56.356743] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 13.2s | Global ETA: 2h 7m 46s [2025-11-22T01:41:56.367735] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 31.7s | Global ETA: 2h 7m 47s [2025-11-22T01:41:56.368598] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:56.368682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:56.373579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:56.375543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:56.376074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:56.376962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:56.379406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:56.434169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:56.522716] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.60%, Actual: 3.74% [2025-11-22T01:41:56.538502] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.35% [2025-11-22T01:41:56.688770] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.14% [2025-11-22T01:41:56.704675] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 4.33%, Actual: 0.90% [2025-11-22T01:41:56.825828] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 16.8s | Global ETA: 2h 7m 53s [2025-11-22T01:41:56.827094] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:56.827160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:56.831991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:56.833756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:56.834235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:56.834631] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:56.837023] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:56.837712] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:56.838377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:56.866893] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.53% [2025-11-22T01:41:56.877327] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 0.75% [2025-11-22T01:41:56.877535] [INFO ] [main ] KR: Magnitude Forecast Confidence: 48.7652% [2025-11-22T01:41:56.877639] [INFO ] [main ] KR: DISCARDED add_late_hour_microstructure (score: 48.77%) [2025-11-22T01:41:56.877719] [INFO ] [main ] KR: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:41:56.877774] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure'] [2025-11-22T01:41:56.877812] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:41:56.893747] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:56.895104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:56.895183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:56.900224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:56.902095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:56.902583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:56.903006] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:56.990561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:56.991678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:57.040381] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 2.28% [2025-11-22T01:41:57.063399] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 31.0s | Global ETA: 2h 7m 56s [2025-11-22T01:41:57.064350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:57.064417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:57.069435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:57.071252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:57.071781] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:57.072695] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:57.075163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:41:57.131674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:57.209790] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.28%, Actual: 0.37% [2025-11-22T01:41:57.378173] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.80%, Actual: 0.92% [2025-11-22T01:41:57.411993] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 16.3s | Global ETA: 2h 8m 0s [2025-11-22T01:41:57.412906] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:57.412978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:57.418141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:57.419972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:57.420469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:57.420892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:57.423362] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:57.424045] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:57.424754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:57.546150] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.28%, Actual: 1.15% [2025-11-22T01:41:57.608482] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 23.3s | Global ETA: 2h 8m 3s [2025-11-22T01:41:57.609433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:57.609500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:57.614500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:57.616301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:57.616834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:57.617317] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:57.703037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:57.704218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:57.716177] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.15%, Actual: 2.09% [2025-11-22T01:41:57.762483] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.23% | Symbol ETA: 30.3s | Global ETA: 2h 8m 5s [2025-11-22T01:41:57.882024] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.39%, Actual: 2.60% [2025-11-22T01:41:57.931604] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 2.54% [2025-11-22T01:41:58.006800] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 15.7s | Global ETA: 2h 8m 8s [2025-11-22T01:41:58.007747] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:58.007812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:58.012986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:58.014815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:58.015296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:58.015717] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:58.018216] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:58.018940] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:58.019638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:58.048672] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 0.94% [2025-11-22T01:41:58.048872] [INFO ] [main ] AES: Magnitude Forecast Confidence: 55.6418% [2025-11-22T01:41:58.048953] [INFO ] [main ] AES: KEPT add_micro_gap_fill_velocity (score: 55.64%) [2025-11-22T01:41:58.048995] [INFO ] [main ] AES: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:41:58.049026] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:41:58.049059] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:41:58.060617] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:58.062064] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:41:58.062126] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:58.064133] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:58.064892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:58.097287] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.19% [2025-11-22T01:41:58.264360] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.00%, Actual: 1.48% [2025-11-22T01:41:58.341028] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 22.6s | Global ETA: 2h 8m 13s [2025-11-22T01:41:58.341953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:58.342016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:58.346792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:58.348584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:58.349083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:58.349474] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:58.431568] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.68% [2025-11-22T01:41:58.432938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:58.434098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:58.594809] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 15.1s | Global ETA: 2h 8m 16s [2025-11-22T01:41:58.595696] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:58.595759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:58.598319] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 1.79% [2025-11-22T01:41:58.600571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:58.602322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:58.602806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:58.603190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:58.605548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:58.606208] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:58.606897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:58.655982] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.25% | Symbol ETA: 17.5s | Global ETA: 2h 8m 17s [2025-11-22T01:41:58.656905] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:41:58.656970] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:58.659019] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:58.659768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:58.767856] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 2.71% [2025-11-22T01:41:58.936052] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 0.38% [2025-11-22T01:41:59.044733] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.75% | Symbol ETA: 21.8s | Global ETA: 2h 8m 22s [2025-11-22T01:41:59.045611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:59.045712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:59.050453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:59.052219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:59.052717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:59.053107] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:59.101924] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.44% [2025-11-22T01:41:59.139959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:59.141329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.176894] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 14.5s | Global ETA: 2h 8m 24s [2025-11-22T01:41:59.177804] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:59.177868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:59.182615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:59.184362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:59.184864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:59.185298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:59.187827] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:59.188478] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:59.189181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.243665] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 16.9s | Global ETA: 2h 8m 25s [2025-11-22T01:41:59.244565] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:41:59.244628] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:59.246581] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:59.247387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.269540] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.69% [2025-11-22T01:41:59.435117] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.23%, Actual: 1.90% [2025-11-22T01:41:59.435325] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 45.3992% [2025-11-22T01:41:59.435403] [INFO ] [main ] CBZ: DISCARDED add_gap_resolution_state (score: 45.40%) [2025-11-22T01:41:59.435444] [INFO ] [main ] CBZ: Testing feature 13/53: add_gaps [2025-11-22T01:41:59.435476] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T01:41:59.435511] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:41:59.448749] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:41:59.450014] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:59.450076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:59.454884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:59.456674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:41:59.457176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:41:59.458075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:59.460441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:41:59.461246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.761738] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 21.1s | Global ETA: 2h 8m 32s [2025-11-22T01:41:59.762630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:41:59.762715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:59.767615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:59.769460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:59.769959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:59.770350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:41:59.777046] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 14.0s | Global ETA: 2h 8m 32s [2025-11-22T01:41:59.778012] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:41:59.778078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:41:59.783075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:41:59.784922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:41:59.785410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:41:59.785834] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:41:59.788330] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:41:59.789077] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:59.789825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.828352] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 16.3s | Global ETA: 2h 8m 32s [2025-11-22T01:41:59.829304] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:41:59.829386] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:41:59.831405] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:41:59.832189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:41:59.863345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:41:59.864830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.098613] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.17% | Symbol ETA: 34.8s | Global ETA: 2h 8m 36s [2025-11-22T01:42:00.099506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:00.099568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:00.104340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:00.106091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:00.106569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:00.107459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:00.110134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:00.110925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.383709] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 13.4s | Global ETA: 2h 8m 40s [2025-11-22T01:42:00.384580] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:00.384734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:00.389667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:00.391432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:00.391923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:00.392308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:00.394723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:00.395384] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:00.396087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.420448] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 15.7s | Global ETA: 2h 8m 40s [2025-11-22T01:42:00.421338] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:00.421399] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:00.423342] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:00.424086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.521286] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 20.5s | Global ETA: 2h 8m 42s [2025-11-22T01:42:00.522279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:00.522351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:00.527463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:00.529337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:00.529847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:00.530249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:00.621629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:00.622798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.752751] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 34.1s | Global ETA: 2h 8m 45s [2025-11-22T01:42:00.753615] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:00.753709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:00.758470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:00.760270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:00.760773] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:00.761626] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:00.763990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:00.764797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:00.969632] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 12.8s | Global ETA: 2h 8m 48s [2025-11-22T01:42:00.970532] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:00.970595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:00.975399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:00.977164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:00.977630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:00.978040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:00.980393] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:00.981063] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:00.981786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:01.135888] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 15.2s | Global ETA: 2h 8m 50s [2025-11-22T01:42:01.136819] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:01.136881] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:01.141858] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:01.142601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:01.389882] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 19.8s | Global ETA: 2h 8m 53s [2025-11-22T01:42:01.390892] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:01.390960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:01.405984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:01.411481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:01.412095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:01.412507] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:01.524629] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.28% | Symbol ETA: 33.8s | Global ETA: 2h 8m 55s [2025-11-22T01:42:01.525731] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:01.525816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:01.531150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:01.533061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:01.533575] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:01.534501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:01.537014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:01.537889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:01.549266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:01.550583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:01.786372] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 12.2s | Global ETA: 2h 8m 58s [2025-11-22T01:42:01.967334] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.05% [2025-11-22T01:42:02.023652] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.64% | Symbol ETA: 14.8s | Global ETA: 2h 9m 2s [2025-11-22T01:42:02.024534] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:02.024597] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:02.026531] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:02.027288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:02.216013] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 19.1s | Global ETA: 2h 9m 4s [2025-11-22T01:42:02.216936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:02.217000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:02.221807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:02.223573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:02.224068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:02.224461] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:02.244925] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 33.1s | Global ETA: 2h 9m 4s [2025-11-22T01:42:02.245884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:02.245947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:02.250932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:02.252800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:02.253306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:02.254215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:02.256690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:02.257582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:02.283120] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.06% [2025-11-22T01:42:02.311674] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:02.313051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:02.457679] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.30% [2025-11-22T01:42:02.626672] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.41% | Symbol ETA: 14.1s | Global ETA: 2h 9m 10s [2025-11-22T01:42:02.627611] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:02.627696] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:02.629696] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:02.630466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:02.633969] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.98% [2025-11-22T01:42:02.806949] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.39% [2025-11-22T01:42:02.895412] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.56% | Symbol ETA: 32.4s | Global ETA: 2h 9m 13s [2025-11-22T01:42:02.896289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:02.896352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:02.901133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:02.902913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:02.903395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:02.904298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:02.907031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:02.907914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:02.942078] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.77% | Symbol ETA: 18.3s | Global ETA: 2h 9m 14s [2025-11-22T01:42:02.942988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:02.943050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:02.947851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:02.949581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:02.950074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:02.950456] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:02.989345] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.41% [2025-11-22T01:42:03.033512] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:03.034690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:03.157141] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.28% [2025-11-22T01:42:03.213668] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.24% | Symbol ETA: 13.4s | Global ETA: 2h 9m 17s [2025-11-22T01:42:03.214548] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:03.214609] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:03.216580] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:03.217340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:03.326058] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.09% [2025-11-22T01:42:03.495523] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.45% [2025-11-22T01:42:03.540611] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 31.7s | Global ETA: 2h 9m 22s [2025-11-22T01:42:03.541527] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:03.541591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:03.546580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:03.548449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:03.548969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:03.549883] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:03.552312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:03.553132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:03.652058] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 17.6s | Global ETA: 2h 9m 23s [2025-11-22T01:42:03.652994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:03.653059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:03.657869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:03.659681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:03.660149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:03.660530] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:03.664224] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.32% [2025-11-22T01:42:03.664426] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 35.6931% [2025-11-22T01:42:03.664507] [INFO ] [main ] ASBA: DISCARDED add_morning_followthrough_mag_T0 (score: 35.69%) [2025-11-22T01:42:03.664572] [INFO ] [main ] ASBA: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:42:03.664606] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_morning_range_expansion'] [2025-11-22T01:42:03.664660] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:03.675962] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:03.677297] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:03.677362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:03.682257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:03.684094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:03.684568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:03.684973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:03.687412] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:03.688119] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:03.692358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:03.745165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:03.746363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:03.798781] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.69% | Symbol ETA: 12.8s | Global ETA: 2h 9m 25s [2025-11-22T01:42:03.799687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:03.799752] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:03.801669] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:03.802394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:04.200347] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.70% | Symbol ETA: 31.0s | Global ETA: 2h 9m 30s [2025-11-22T01:42:04.201493] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:04.201568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:04.206955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:04.209239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:04.209760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:04.210854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:04.213677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:04.214514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:04.332773] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 17.7s | Global ETA: 2h 9m 32s [2025-11-22T01:42:04.333664] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:04.333729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:04.338540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:04.340283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:04.340769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:04.341155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:04.343529] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:04.344184] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:04.348343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:04.378410] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 16.8s | Global ETA: 2h 9m 33s [2025-11-22T01:42:04.388099] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.05% | Symbol ETA: 12.1s | Global ETA: 2h 9m 33s [2025-11-22T01:42:04.545534] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 2.16%, Actual: 0.55% [2025-11-22T01:42:04.554518] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.25%, Actual: 3.74% [2025-11-22T01:42:04.711909] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.77%, Actual: 2.70% [2025-11-22T01:42:04.721512] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.14% [2025-11-22T01:42:04.868024] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 30.3s | Global ETA: 2h 9m 39s [2025-11-22T01:42:04.868938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:04.869002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:04.873850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:04.875609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:04.876117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:04.877036] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:04.879063] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 1.07% [2025-11-22T01:42:04.879543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:04.880373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:04.887574] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 1.53% [2025-11-22T01:42:04.916226] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 16.8s | Global ETA: 2h 9m 40s [2025-11-22T01:42:04.917130] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:04.917199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:04.922023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:04.927193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:04.927694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:04.928080] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:04.930491] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:04.931142] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:04.935211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:05.044907] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.88%, Actual: 0.96% [2025-11-22T01:42:05.054880] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 2.28% [2025-11-22T01:42:05.209867] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 0.45% [2025-11-22T01:42:05.224881] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 0.37% [2025-11-22T01:42:05.376679] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 0.73% [2025-11-22T01:42:05.403265] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.64%, Actual: 0.92% [2025-11-22T01:42:05.502327] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 16.1s | Global ETA: 2h 9m 48s [2025-11-22T01:42:05.503225] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:05.503297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:05.508194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:05.509933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:05.510392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:05.510793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:05.513168] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:05.513836] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:05.518025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:05.521932] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 29.6s | Global ETA: 2h 9m 48s [2025-11-22T01:42:05.522872] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:05.522937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:05.527949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:05.529774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:05.530270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:05.531184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:05.533691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:42:05.534486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:05.543136] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 0.06% [2025-11-22T01:42:05.581717] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.41%, Actual: 1.15% [2025-11-22T01:42:05.711023] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.77%, Actual: 1.35% [2025-11-22T01:42:05.755914] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.24%, Actual: 2.09% [2025-11-22T01:42:05.877903] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 0.90% [2025-11-22T01:42:05.932530] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 2.60% [2025-11-22T01:42:06.043743] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.70%, Actual: 0.75% [2025-11-22T01:42:06.043938] [INFO ] [main ] KR: Magnitude Forecast Confidence: 49.6161% [2025-11-22T01:42:06.044053] [INFO ] [main ] KR: KEPT add_late_session_pressure (score: 49.62%) [2025-11-22T01:42:06.044097] [INFO ] [main ] KR: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:42:06.044130] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity'] [2025-11-22T01:42:06.044166] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:06.057892] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:06.059277] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:06.059341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:06.064155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:06.065957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:06.066421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:06.066827] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:06.083619] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 15.4s | Global ETA: 2h 9m 55s [2025-11-22T01:42:06.084520] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:06.084584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:06.089392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:06.091147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:06.091611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:06.092020] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:06.094375] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:06.095049] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:06.099234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:06.108807] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.05%, Actual: 0.94% [2025-11-22T01:42:06.109026] [INFO ] [main ] AES: Magnitude Forecast Confidence: 52.6290% [2025-11-22T01:42:06.109080] [INFO ] [main ] AES: DISCARDED add_morning_followthrough_mag_T0 (score: 52.63%) [2025-11-22T01:42:06.109122] [INFO ] [main ] AES: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:42:06.109154] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_morning_range_expansion'] [2025-11-22T01:42:06.109551] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:06.121587] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:06.122900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:06.122963] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:06.125097] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:06.129720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:06.153243] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:06.154300] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:06.156258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:06.182475] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 28.9s | Global ETA: 2h 9m 57s [2025-11-22T01:42:06.349501] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.17%, Actual: 2.54% [2025-11-22T01:42:06.527428] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.17%, Actual: 0.19% [2025-11-22T01:42:06.670423] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 14.8s | Global ETA: 2h 10m 3s [2025-11-22T01:42:06.671316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:06.671379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:06.676228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:06.678025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:06.678487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:06.678897] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:06.681248] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:06.681907] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:06.686082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:06.698829] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 1.48% [2025-11-22T01:42:06.729797] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.52% | Symbol ETA: 17.4s | Global ETA: 2h 10m 4s [2025-11-22T01:42:06.730700] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:06.730761] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:06.732737] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:06.736943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:06.776888] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 22.4s | Global ETA: 2h 10m 5s [2025-11-22T01:42:06.778314] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:06.778381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:06.783160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:06.784939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:06.785405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:06.785814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:06.870662] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.68% [2025-11-22T01:42:06.871139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:06.872264] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:06.874256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.040400] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.56%, Actual: 1.79% [2025-11-22T01:42:07.214692] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 2.71% [2025-11-22T01:42:07.258717] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 14.2s | Global ETA: 2h 10m 11s [2025-11-22T01:42:07.259730] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:07.259809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:07.265021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:07.267061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:07.267590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:07.268005] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:07.270439] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:07.271104] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:07.275414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.319268] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.73% | Symbol ETA: 16.7s | Global ETA: 2h 10m 12s [2025-11-22T01:42:07.320171] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:07.320233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:07.322163] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:07.326403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.385003] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 0.38% [2025-11-22T01:42:07.494534] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 21.7s | Global ETA: 2h 10m 14s [2025-11-22T01:42:07.495427] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:07.495490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:07.500279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:07.502021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:07.502484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:07.502886] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:07.553917] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.44% [2025-11-22T01:42:07.588686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:07.589785] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:07.591770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.730794] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 0.69% [2025-11-22T01:42:07.849369] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 13.6s | Global ETA: 2h 10m 19s [2025-11-22T01:42:07.850263] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:07.850325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:07.855151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:07.856892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:07.857377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:07.857782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:07.860100] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:07.860756] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:07.864838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.909363] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.38%, Actual: 1.90% [2025-11-22T01:42:07.909605] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 41.6377% [2025-11-22T01:42:07.909720] [INFO ] [main ] CBZ: DISCARDED add_gaps (score: 41.64%) [2025-11-22T01:42:07.909767] [INFO ] [main ] CBZ: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:42:07.909803] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T01:42:07.909844] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:07.923923] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:07.925281] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:07.925346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:07.930338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:07.932195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:07.933088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:07.934001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:07.936460] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:07.937790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:07.962607] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 16.2s | Global ETA: 2h 10m 20s [2025-11-22T01:42:07.963496] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:07.963557] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:07.965524] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:07.969787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:08.211060] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 20.9s | Global ETA: 2h 10m 24s [2025-11-22T01:42:08.212316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:08.212381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:08.217949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:08.219854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:08.220575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:08.220982] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:08.308933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:08.310111] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:08.312071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:08.440804] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 13.0s | Global ETA: 2h 10m 27s [2025-11-22T01:42:08.441692] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:08.441950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:08.449856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:08.451668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:08.452173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:08.452558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:08.454992] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:08.455664] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:08.459823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:08.555263] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 15.5s | Global ETA: 2h 10m 28s [2025-11-22T01:42:08.556176] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:08.556237] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:08.558249] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:08.562535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:08.609826] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 31.6s | Global ETA: 2h 10m 29s [2025-11-22T01:42:08.610761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:08.610838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:08.616004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:08.617899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:08.618395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:08.619339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:08.621859] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:08.623192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:08.940993] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.32% | Symbol ETA: 20.2s | Global ETA: 2h 10m 33s [2025-11-22T01:42:08.941899] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:08.941962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:08.946751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:08.948493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:08.948979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:08.949359] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:09.029020] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 12.4s | Global ETA: 2h 10m 34s [2025-11-22T01:42:09.029920] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:09.029984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:09.034814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:09.034807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:09.035913] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:09.036588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:09.037071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:09.037477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:09.037920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.039853] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:09.040485] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:09.044704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.148483] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 14.9s | Global ETA: 2h 10m 36s [2025-11-22T01:42:09.149373] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:09.149435] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:09.151353] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:09.155601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.296031] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.28% | Symbol ETA: 30.9s | Global ETA: 2h 10m 38s [2025-11-22T01:42:09.296956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:09.297019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:09.302076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:09.303908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:09.304410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:09.305424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:09.307971] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:09.309317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.614895] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 11.8s | Global ETA: 2h 10m 42s [2025-11-22T01:42:09.658522] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 19.5s | Global ETA: 2h 10m 43s [2025-11-22T01:42:09.659454] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:09.659519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:09.664356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:09.666164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:09.666627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:09.667028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:09.737882] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.49% | Symbol ETA: 14.3s | Global ETA: 2h 10m 44s [2025-11-22T01:42:09.738778] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:09.738839] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:09.740755] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:09.744949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.752184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:09.753277] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:09.755254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:09.784696] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.05% [2025-11-22T01:42:09.953974] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.06% [2025-11-22T01:42:09.965534] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.77% | Symbol ETA: 30.2s | Global ETA: 2h 10m 47s [2025-11-22T01:42:09.966473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:09.966539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:09.971715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:09.973630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:09.974148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:09.975069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:09.977529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:09.978844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:10.123162] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.30% [2025-11-22T01:42:10.291695] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.98% [2025-11-22T01:42:10.330350] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 13.7s | Global ETA: 2h 10m 52s [2025-11-22T01:42:10.331232] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:10.331293] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:10.333241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:10.337571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:10.380494] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 18.8s | Global ETA: 2h 10m 52s [2025-11-22T01:42:10.381395] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:10.381458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:10.386226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:10.388095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:10.388568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:10.389014] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:10.462308] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.39% [2025-11-22T01:42:10.473755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:10.474878] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:10.476820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:10.630272] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 0.41% [2025-11-22T01:42:10.650924] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 29.5s | Global ETA: 2h 10m 56s [2025-11-22T01:42:10.651826] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:10.651902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:10.656754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:10.658534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:10.659036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:10.659910] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:10.662257] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:10.663490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:10.801372] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.28% [2025-11-22T01:42:10.917809] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.10% | Symbol ETA: 13.1s | Global ETA: 2h 10m 59s [2025-11-22T01:42:10.918696] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:10.918757] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:10.920724] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:10.924927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:10.970035] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.09% [2025-11-22T01:42:11.099189] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 18.1s | Global ETA: 2h 11m 2s [2025-11-22T01:42:11.100115] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:11.100180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.104927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.106742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:11.107239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:11.107627] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:11.137180] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.45% [2025-11-22T01:42:11.194472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:11.195545] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:11.197580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.299982] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 4.12% | Symbol ETA: 28.8s | Global ETA: 2h 11m 4s [2025-11-22T01:42:11.300879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:11.300941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.303258] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.32% [2025-11-22T01:42:11.303435] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 38.7074% [2025-11-22T01:42:11.303525] [INFO ] [main ] ASBA: DISCARDED add_morning_range_expansion (score: 38.71%) [2025-11-22T01:42:11.303569] [INFO ] [main ] ASBA: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:42:11.303605] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_open_11_elasticity'] [2025-11-22T01:42:11.303669] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:11.305950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.307855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:11.308361] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:11.309277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:11.311720] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:11.313053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.314343] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:11.315691] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:11.315753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.320620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.322444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:11.322952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:11.323351] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:11.325766] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:11.326464] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:11.327607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.502599] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.57% | Symbol ETA: 12.5s | Global ETA: 2h 11m 7s [2025-11-22T01:42:11.503847] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:11.503907] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:11.505835] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:11.510144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.823874] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 17.4s | Global ETA: 2h 11m 11s [2025-11-22T01:42:11.825057] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:11.825122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.830163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.831889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:11.832355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:11.832777] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:11.904734] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 15.7s | Global ETA: 2h 11m 12s [2025-11-22T01:42:11.905675] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:11.905737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.910625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.912363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:11.912850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:11.913273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:11.915705] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:11.916341] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:11.917472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.917873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:11.918989] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:11.920949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:11.980497] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.06% | Symbol ETA: 28.1s | Global ETA: 2h 11m 13s [2025-11-22T01:42:11.981460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:11.981532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:11.986709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:11.988944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:11.989457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:11.990407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:11.992946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:11.994632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:12.104102] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 11.9s | Global ETA: 2h 11m 15s [2025-11-22T01:42:12.271771] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 3.74% [2025-11-22T01:42:12.460899] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.73%, Actual: 0.14% [2025-11-22T01:42:12.499723] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 15.2s | Global ETA: 2h 11m 20s [2025-11-22T01:42:12.500681] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:12.500746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:12.505845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:12.507924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:12.508441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:12.508861] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:12.511412] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:12.512763] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:12.514037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:12.549170] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 16.6s | Global ETA: 2h 11m 21s [2025-11-22T01:42:12.550111] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:12.550178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:12.555101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:12.556957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:12.557472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:12.557885] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:12.627801] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 1.53% [2025-11-22T01:42:12.645056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:12.646257] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:12.648350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:12.679444] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 27.5s | Global ETA: 2h 11m 23s [2025-11-22T01:42:12.680372] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:12.680437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:12.685673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:12.687522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:12.688037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:12.688947] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:12.691464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:12.692753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:12.794949] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 2.28% [2025-11-22T01:42:12.960523] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 0.37% [2025-11-22T01:42:13.108733] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 14.6s | Global ETA: 2h 11m 28s [2025-11-22T01:42:13.109657] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:13.109720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:13.114599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:13.116341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:13.116828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:13.117225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:13.119592] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:13.120248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:13.121393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:13.125413] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.49%, Actual: 0.92% [2025-11-22T01:42:13.272055] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 15.9s | Global ETA: 2h 11m 31s [2025-11-22T01:42:13.290219] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.62%, Actual: 1.15% [2025-11-22T01:42:13.365999] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.78% | Symbol ETA: 26.8s | Global ETA: 2h 11m 32s [2025-11-22T01:42:13.366954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:13.367022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:13.372117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:13.374174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:13.374868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:13.375777] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:13.378312] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:13.379609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:13.443039] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 0.55% [2025-11-22T01:42:13.458059] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.10%, Actual: 2.09% [2025-11-22T01:42:13.610367] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 2.70% [2025-11-22T01:42:13.624071] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.57%, Actual: 2.60% [2025-11-22T01:42:13.691197] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 14.0s | Global ETA: 2h 11m 36s [2025-11-22T01:42:13.692098] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:13.692161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:13.697221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:13.698980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:13.699469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:13.699875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:13.702249] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:13.702923] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:13.704096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:13.781930] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 1.07% [2025-11-22T01:42:13.792205] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.81%, Actual: 0.94% [2025-11-22T01:42:13.792390] [INFO ] [main ] AES: Magnitude Forecast Confidence: 53.1416% [2025-11-22T01:42:13.792483] [INFO ] [main ] AES: DISCARDED add_morning_range_expansion (score: 53.14%) [2025-11-22T01:42:13.792527] [INFO ] [main ] AES: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:42:13.792559] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_open_11_elasticity'] [2025-11-22T01:42:13.792595] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:13.804315] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:13.805532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:13.805593] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:13.807681] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:13.808910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:13.954386] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.32%, Actual: 0.96% [2025-11-22T01:42:14.035770] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 3.25% | Symbol ETA: 26.1s | Global ETA: 2h 11m 41s [2025-11-22T01:42:14.036669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:14.036733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:14.041555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:14.043363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:14.043903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:14.044784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:14.047179] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:42:14.048407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:14.124978] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.45% [2025-11-22T01:42:14.287126] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 13.4s | Global ETA: 2h 11m 44s [2025-11-22T01:42:14.288029] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:14.288092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:14.292942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:14.294721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:14.295194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:14.295577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:14.298015] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:14.298549] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.73% [2025-11-22T01:42:14.298668] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:14.299825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:14.394583] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.45% | Symbol ETA: 15.8s | Global ETA: 2h 11m 45s [2025-11-22T01:42:14.395472] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:14.395534] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:14.397486] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:14.398683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:14.467583] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.06% [2025-11-22T01:42:14.634572] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.88%, Actual: 1.35% [2025-11-22T01:42:14.761456] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 25.4s | Global ETA: 2h 11m 50s [2025-11-22T01:42:14.801276] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.90% [2025-11-22T01:42:14.864471] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 12.8s | Global ETA: 2h 11m 52s [2025-11-22T01:42:14.865386] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:14.865449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:14.870361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:14.872119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:14.872588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:14.872992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:14.875334] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:14.875992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:14.877144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:14.935669] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 2.54% [2025-11-22T01:42:14.969717] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.42%, Actual: 0.75% [2025-11-22T01:42:14.969921] [INFO ] [main ] KR: Magnitude Forecast Confidence: 52.0417% [2025-11-22T01:42:14.970010] [INFO ] [main ] KR: KEPT add_micro_gap_fill_velocity (score: 52.04%) [2025-11-22T01:42:14.970054] [INFO ] [main ] KR: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:42:14.970090] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:42:14.970149] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:14.974321] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -3.24% | Symbol ETA: 15.2s | Global ETA: 2h 11m 53s [2025-11-22T01:42:14.975226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:14.975287] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:14.977345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:14.978555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:14.983911] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:14.985178] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:14.985243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:14.990073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:14.991883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:14.992368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:14.992778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:15.080867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:15.082288] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:15.084369] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:15.085124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:15.111371] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.28%, Actual: 0.19% [2025-11-22T01:42:15.282954] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.77%, Actual: 1.48% [2025-11-22T01:42:15.445998] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 12.2s | Global ETA: 2h 11m 59s [2025-11-22T01:42:15.446898] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:15.446961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:15.451789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:15.453530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:15.454018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:15.454399] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:15.455081] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.76%, Actual: 0.68% [2025-11-22T01:42:15.456816] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:15.457490] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:15.458637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:15.571950] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.12% | Symbol ETA: 14.6s | Global ETA: 2h 12m 1s [2025-11-22T01:42:15.572909] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:15.572972] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:15.575031] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:15.576392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:15.629025] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 4.12%, Actual: 1.79% [2025-11-22T01:42:15.717691] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 20.9s | Global ETA: 2h 12m 3s [2025-11-22T01:42:15.718681] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:15.719095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:15.724032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:15.725831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:15.726317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:15.726730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:15.799739] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.06%, Actual: 2.71% [2025-11-22T01:42:15.815702] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:15.816946] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:15.819006] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:15.819781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:15.972886] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.38% [2025-11-22T01:42:16.041044] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 11.6s | Global ETA: 2h 12m 7s [2025-11-22T01:42:16.041947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:16.042023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:16.046962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:16.048788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:16.049296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:16.049701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:16.057254] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:16.057930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:16.059086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:16.148508] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 0.44% [2025-11-22T01:42:16.186365] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 14.0s | Global ETA: 2h 12m 9s [2025-11-22T01:42:16.187391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:16.187454] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:16.189512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:16.190783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:16.316167] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 3.25%, Actual: 0.69% [2025-11-22T01:42:16.460020] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 20.2s | Global ETA: 2h 12m 13s [2025-11-22T01:42:16.460947] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:16.461013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:16.466137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:16.468010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:16.468526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:16.468953] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:16.484728] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 1.90% [2025-11-22T01:42:16.484935] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 38.0576% [2025-11-22T01:42:16.485026] [INFO ] [main ] CBZ: DISCARDED add_intraday_skewness_proxies (score: 38.06%) [2025-11-22T01:42:16.485072] [INFO ] [main ] CBZ: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:42:16.485105] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T01:42:16.485162] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:16.498615] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:16.500140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:16.500204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:16.505057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:16.506903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:16.507432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:16.508312] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:16.510708] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:16.555528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:16.556847] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:16.559053] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:16.559808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:16.596632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:16.642552] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 11.0s | Global ETA: 2h 12m 15s [2025-11-22T01:42:16.643450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:16.643513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:16.648448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:16.650181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:16.650662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:16.651052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:16.653412] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:16.654067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:16.655194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:16.801149] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 13.5s | Global ETA: 2h 12m 17s [2025-11-22T01:42:16.802155] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:16.802219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:16.804295] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:16.805569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:17.198737] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 19.4s | Global ETA: 2h 12m 23s [2025-11-22T01:42:17.199623] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:17.199724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:17.204494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:17.206247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:17.206749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:17.207171] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:17.225400] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 10.4s | Global ETA: 2h 12m 23s [2025-11-22T01:42:17.229469] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 29.8s | Global ETA: 2h 12m 23s [2025-11-22T01:42:17.230905] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:17.230968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:17.235857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:17.237626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:17.238523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:17.239407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:17.241780] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:17.295682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:17.296968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:17.299215] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:17.299973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:17.326432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:17.387876] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.06% | Symbol ETA: 12.9s | Global ETA: 2h 12m 25s [2025-11-22T01:42:17.389262] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:17.389325] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:17.391274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:17.392467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:17.399472] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.05% [2025-11-22T01:42:17.568527] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.06% [2025-11-22T01:42:17.736487] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.30% [2025-11-22T01:42:17.904809] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.98% [2025-11-22T01:42:17.948890] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.00% | Symbol ETA: 18.7s | Global ETA: 2h 12m 33s [2025-11-22T01:42:17.949865] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:17.949938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:17.954704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:17.956423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:17.956923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:17.957340] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:17.958047] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 29.1s | Global ETA: 2h 12m 33s [2025-11-22T01:42:17.959021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:17.959098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:17.964104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:17.965906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:17.966398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:17.967331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:17.969837] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:17.972951] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 12.3s | Global ETA: 2h 12m 33s [2025-11-22T01:42:17.973852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:17.973913] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:17.975878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:17.977090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.044480] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:18.045749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:18.047798] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:18.048532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.055661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.071776] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.39% [2025-11-22T01:42:18.241002] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.41% [2025-11-22T01:42:18.410233] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.28% [2025-11-22T01:42:18.559367] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.68% | Symbol ETA: 11.7s | Global ETA: 2h 12m 41s [2025-11-22T01:42:18.560261] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:18.560322] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:18.562307] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:18.563482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.580221] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.09% [2025-11-22T01:42:18.685763] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 18.0s | Global ETA: 2h 12m 42s [2025-11-22T01:42:18.686700] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:18.686767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:18.690556] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 28.4s | Global ETA: 2h 12m 42s [2025-11-22T01:42:18.691664] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:18.691727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:18.692774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:18.694622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:18.695151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:18.695768] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:18.696805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:18.698558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:18.699069] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:18.699967] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:18.702391] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:18.752823] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.45% [2025-11-22T01:42:18.784866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:18.786092] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:18.788254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:18.789035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.793839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:18.919871] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.32% [2025-11-22T01:42:18.920081] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 40.2638% [2025-11-22T01:42:18.920169] [INFO ] [main ] ASBA: DISCARDED add_open_11_elasticity (score: 40.26%) [2025-11-22T01:42:18.920215] [INFO ] [main ] ASBA: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:42:18.920269] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_open_reversal_intensity'] [2025-11-22T01:42:18.920307] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:18.931786] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:18.933209] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:18.933271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:18.938156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:18.939931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:18.940399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:18.940814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:18.943176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:18.943832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:18.945180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:19.147813] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.99% | Symbol ETA: 11.1s | Global ETA: 2h 12m 48s [2025-11-22T01:42:19.148776] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:19.148837] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:19.150752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:19.151913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:19.415872] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 17.2s | Global ETA: 2h 12m 52s [2025-11-22T01:42:19.416774] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:19.416839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:19.421718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:19.423517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:19.424042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:19.424437] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:19.440463] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 27.7s | Global ETA: 2h 12m 52s [2025-11-22T01:42:19.441353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:19.441417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:19.446186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:19.447947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:19.448451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:19.449352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:19.451686] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:19.509949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:19.511534] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:19.513551] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:19.514288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:19.521455] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 14.9s | Global ETA: 2h 12m 53s [2025-11-22T01:42:19.522391] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:19.522455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:19.527220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:19.529014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:19.529517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:19.529926] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:19.532319] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:19.532980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:19.534269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:19.537810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:19.734712] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.06% | Symbol ETA: 10.5s | Global ETA: 2h 12m 56s [2025-11-22T01:42:19.903194] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.45%, Actual: 3.74% [2025-11-22T01:42:20.069585] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -3.24%, Actual: 0.14% [2025-11-22T01:42:20.133860] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 14.4s | Global ETA: 2h 13m 1s [2025-11-22T01:42:20.134788] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:20.134855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.140127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.142058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:20.142579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:20.142994] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:20.145588] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:20.146257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:20.147593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:20.160582] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 16.5s | Global ETA: 2h 13m 2s [2025-11-22T01:42:20.161519] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:20.161587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.166571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.168408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:20.168932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:20.169371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:20.187068] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.76% | Symbol ETA: 27.0s | Global ETA: 2h 13m 2s [2025-11-22T01:42:20.187975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:20.188037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.192871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.194683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:20.195188] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:20.196068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:20.198449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:20.236569] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 1.53% [2025-11-22T01:42:20.255923] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:20.257148] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:20.259283] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:20.260024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:20.283530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:20.402119] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 2.28% [2025-11-22T01:42:20.569798] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 0.37% [2025-11-22T01:42:20.736627] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.06%, Actual: 0.92% [2025-11-22T01:42:20.748609] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 13.8s | Global ETA: 2h 13m 10s [2025-11-22T01:42:20.749685] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:20.749751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.758784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.760706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:20.761194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:20.761599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:20.764154] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:20.764873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:20.766360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:20.901701] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 15.8s | Global ETA: 2h 13m 12s [2025-11-22T01:42:20.902617] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:20.902712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.903111] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 1.15% [2025-11-22T01:42:20.907734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.909571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:20.910101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:20.910505] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:20.921563] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 2.73% | Symbol ETA: 26.2s | Global ETA: 2h 13m 12s [2025-11-22T01:42:20.922534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:20.922603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:20.927473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:20.929258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:20.929790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:20.930684] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:20.933077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:20.997934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:20.999193] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:21.001184] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:21.001906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.019356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.069951] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.68%, Actual: 2.09% [2025-11-22T01:42:21.234866] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.99%, Actual: 2.60% [2025-11-22T01:42:21.353717] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 13.2s | Global ETA: 2h 13m 18s [2025-11-22T01:42:21.354636] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:21.354743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:21.359662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:21.361525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:21.362023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:21.362423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:21.364891] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:21.365603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:21.367025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.400223] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.06%, Actual: 0.94% [2025-11-22T01:42:21.400382] [INFO ] [main ] AES: Magnitude Forecast Confidence: 48.8301% [2025-11-22T01:42:21.400457] [INFO ] [main ] AES: DISCARDED add_open_11_elasticity (score: 48.83%) [2025-11-22T01:42:21.400498] [INFO ] [main ] AES: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:42:21.400529] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_open_reversal_intensity'] [2025-11-22T01:42:21.400563] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:21.412484] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:21.413849] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:21.413909] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:21.415900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:21.417273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.640998] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 15.0s | Global ETA: 2h 13m 21s [2025-11-22T01:42:21.641923] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:21.641989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:21.647147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:21.649035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:21.649565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:21.649981] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:21.652201] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.36% | Symbol ETA: 25.5s | Global ETA: 2h 13m 22s [2025-11-22T01:42:21.653079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:21.653142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:21.657942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:21.659763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:21.660246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:21.661119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:21.663475] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:21.737444] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:21.738792] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:21.740848] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:42:21.741570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.752346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:21.975179] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 12.6s | Global ETA: 2h 13m 26s [2025-11-22T01:42:21.976078] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:21.976172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:21.981390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:21.983184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:21.983703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:21.984099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:21.986526] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:21.987226] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:21.988560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:22.003342] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 14.9s | Global ETA: 2h 13m 26s [2025-11-22T01:42:22.004307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:22.004371] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:22.006290] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:22.007677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:22.392620] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 24.7s | Global ETA: 2h 13m 31s [2025-11-22T01:42:22.393592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:22.393679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:22.398511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:22.400293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:22.400843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:22.401709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:22.404081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:22.429635] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 14.3s | Global ETA: 2h 13m 32s [2025-11-22T01:42:22.488272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:22.555022] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 12.0s | Global ETA: 2h 13m 34s [2025-11-22T01:42:22.555950] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:22.556014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:22.560873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:22.562629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:22.563114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:22.563533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:22.565941] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:22.566563] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:22.567896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:22.588402] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 14.3s | Global ETA: 2h 13m 34s [2025-11-22T01:42:22.589323] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:22.589384] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:22.591311] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:22.592632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:22.602609] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 0.55% [2025-11-22T01:42:22.775001] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 2.70% [2025-11-22T01:42:22.944746] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 1.07% [2025-11-22T01:42:23.112059] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.00%, Actual: 0.96% [2025-11-22T01:42:23.143132] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 24.0s | Global ETA: 2h 13m 41s [2025-11-22T01:42:23.144102] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:23.144164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:23.149013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:23.150845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:23.151426] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:23.152689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:23.155205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:23.158722] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 11.4s | Global ETA: 2h 13m 42s [2025-11-22T01:42:23.159698] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:23.159768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:23.165015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:23.167066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:23.167670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:23.168088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:23.170747] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:23.171410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:23.172411] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 13.7s | Global ETA: 2h 13m 42s [2025-11-22T01:42:23.172835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:23.173298] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:23.173733] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:23.175677] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:23.177003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:23.241917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:23.279101] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.45% [2025-11-22T01:42:23.448801] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 0.73% [2025-11-22T01:42:23.616462] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.06% [2025-11-22T01:42:23.751347] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 10.8s | Global ETA: 2h 13m 49s [2025-11-22T01:42:23.752245] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:23.752308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:23.757338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:23.757676] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 13.1s | Global ETA: 2h 13m 49s [2025-11-22T01:42:23.758577] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:23.758658] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:23.759158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:23.759672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:23.760058] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:23.760657] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:23.762026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:23.762485] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:23.763137] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:23.764452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:23.787442] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.35% [2025-11-22T01:42:23.879457] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 23.3s | Global ETA: 2h 13m 51s [2025-11-22T01:42:23.958664] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 0.90% [2025-11-22T01:42:24.052109] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 2.54% [2025-11-22T01:42:24.129341] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 0.75% [2025-11-22T01:42:24.129549] [INFO ] [main ] KR: Magnitude Forecast Confidence: 46.0144% [2025-11-22T01:42:24.129601] [INFO ] [main ] KR: DISCARDED add_morning_followthrough_mag_T0 (score: 46.01%) [2025-11-22T01:42:24.129658] [INFO ] [main ] KR: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:42:24.129696] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion'] [2025-11-22T01:42:24.129732] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:24.143792] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:24.145127] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:24.145192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:24.150060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:24.152001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:24.152504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:24.152920] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:24.218213] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 0.19% [2025-11-22T01:42:24.241409] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:24.242882] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:24.245522] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:24.250107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:24.336213] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 10.2s | Global ETA: 2h 13m 57s [2025-11-22T01:42:24.337129] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:24.337193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:24.341930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:24.343732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:24.343952] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 12.5s | Global ETA: 2h 13m 57s [2025-11-22T01:42:24.344195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:24.344576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:24.344851] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:24.344913] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:24.346835] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:24.346964] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:24.347621] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:24.348197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:24.348942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:24.389836] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 1.48% [2025-11-22T01:42:24.555443] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 0.68% [2025-11-22T01:42:24.723532] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.76%, Actual: 1.79% [2025-11-22T01:42:24.881296] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -2.38% | Symbol ETA: 20.2s | Global ETA: 2h 14m 4s [2025-11-22T01:42:24.882236] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:24.882326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:24.887304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:24.889136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:24.889632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:24.890052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:24.891621] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 2.73%, Actual: 2.71% [2025-11-22T01:42:24.913054] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 9.6s | Global ETA: 2h 14m 5s [2025-11-22T01:42:24.928346] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.16% | Symbol ETA: 11.9s | Global ETA: 2h 14m 5s [2025-11-22T01:42:24.929242] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:24.929315] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:24.931257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:24.932575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:24.980215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:24.981500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:24.983563] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:24.988051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:25.060443] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.36%, Actual: 0.38% [2025-11-22T01:42:25.082385] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.05% [2025-11-22T01:42:25.226563] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.44% [2025-11-22T01:42:25.248192] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.06% [2025-11-22T01:42:25.392214] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 3.02%, Actual: 0.69% [2025-11-22T01:42:25.414994] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.30% [2025-11-22T01:42:25.510184] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.53% | Symbol ETA: 11.3s | Global ETA: 2h 14m 13s [2025-11-22T01:42:25.511078] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:25.511140] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:25.513063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:25.514414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:25.557107] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 1.90% [2025-11-22T01:42:25.557263] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 47.0674% [2025-11-22T01:42:25.557341] [INFO ] [main ] CBZ: DISCARDED add_intraday_volatility_percentile (score: 47.07%) [2025-11-22T01:42:25.557402] [INFO ] [main ] CBZ: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:42:25.557437] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T01:42:25.557471] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:25.571488] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:25.572711] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:25.572774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:25.577546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:25.579351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:25.579847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:25.580728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:25.583080] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:25.583756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:25.592454] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.98% [2025-11-22T01:42:25.613892] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 19.4s | Global ETA: 2h 14m 14s [2025-11-22T01:42:25.614782] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:25.614848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:25.619571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:25.621302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:25.621800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:25.622191] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:25.712693] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:25.714766] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:25.716831] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:25.721277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:25.762589] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.39% [2025-11-22T01:42:25.929766] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.41% [2025-11-22T01:42:26.093687] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.86% | Symbol ETA: 10.8s | Global ETA: 2h 14m 20s [2025-11-22T01:42:26.094564] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:26.094625] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:26.094685] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.28% [2025-11-22T01:42:26.096551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:26.097886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:26.215448] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 28.2s | Global ETA: 2h 14m 22s [2025-11-22T01:42:26.216342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:26.216406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:26.221194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:26.222959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:26.223426] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:26.224366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:26.226734] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:26.227400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:26.260524] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.09% [2025-11-22T01:42:26.351272] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 18.7s | Global ETA: 2h 14m 24s [2025-11-22T01:42:26.352221] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:26.352293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:26.357712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:26.360058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:26.360573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:26.361004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:26.426735] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.45% [2025-11-22T01:42:26.466204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:26.467533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:26.469630] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:26.473983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:26.594379] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.32% [2025-11-22T01:42:26.594576] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.3571% [2025-11-22T01:42:26.594677] [INFO ] [main ] ASBA: DISCARDED add_open_reversal_intensity (score: 37.36%) [2025-11-22T01:42:26.594724] [INFO ] [main ] ASBA: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:42:26.594758] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:42:26.594793] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:26.606001] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:26.607428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:26.607491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:26.612314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:26.614099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:26.614568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:26.614971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:26.617334] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:26.617985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:26.619473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:26.676587] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.81% | Symbol ETA: 10.2s | Global ETA: 2h 14m 28s [2025-11-22T01:42:26.677505] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:26.677566] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:26.679499] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:26.680826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:26.852409] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 27.5s | Global ETA: 2h 14m 31s [2025-11-22T01:42:26.853299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:26.853377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:26.858249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:26.859989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:26.864030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:26.864935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:26.867334] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:26.868005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:27.101439] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.86% | Symbol ETA: 18.0s | Global ETA: 2h 14m 34s [2025-11-22T01:42:27.102335] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:27.102402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:27.107154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:27.108908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:27.109380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:27.109788] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:27.188021] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 14.2s | Global ETA: 2h 14m 35s [2025-11-22T01:42:27.188925] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:27.188988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:27.193782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:27.194678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:27.195515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:27.195886] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:27.195999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:27.196386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:27.197880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:27.198797] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:27.199436] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:27.200954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:27.202164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:27.255654] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.43% | Symbol ETA: 9.6s | Global ETA: 2h 14m 36s [2025-11-22T01:42:27.422449] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 3.74% [2025-11-22T01:42:27.488787] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.56% | Symbol ETA: 26.9s | Global ETA: 2h 14m 39s [2025-11-22T01:42:27.489706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:27.489769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:27.494605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:27.496347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:27.496831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:27.497738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:27.500076] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:27.500744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:27.586593] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.14% [2025-11-22T01:42:27.751927] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.53% [2025-11-22T01:42:27.772325] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 13.6s | Global ETA: 2h 14m 43s [2025-11-22T01:42:27.773230] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:27.773294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:27.778190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:27.779961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:27.780428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:27.780837] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:27.783203] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:27.783866] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:27.785387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:27.822825] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 17.2s | Global ETA: 2h 14m 43s [2025-11-22T01:42:27.823718] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:27.823783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:27.828627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:27.830427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:27.830929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:27.831328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:27.917331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:27.918126] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 2.28% [2025-11-22T01:42:27.918520] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:27.920555] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:27.924937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.083218] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 0.37% [2025-11-22T01:42:28.125481] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 26.2s | Global ETA: 2h 14m 47s [2025-11-22T01:42:28.126361] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:28.126424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:28.131271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:28.133027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:28.133492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:28.134374] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:28.136736] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:28.137422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.250333] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 0.92% [2025-11-22T01:42:28.355862] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 13.0s | Global ETA: 2h 14m 50s [2025-11-22T01:42:28.356760] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:28.356823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:28.361726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:28.363885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:28.364360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:28.364770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:28.367209] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:28.367877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:28.369396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.416063] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.53%, Actual: 1.15% [2025-11-22T01:42:28.560667] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.65% | Symbol ETA: 16.5s | Global ETA: 2h 14m 53s [2025-11-22T01:42:28.561575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:28.561995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:28.567008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:28.568834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:28.569316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:28.569734] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:28.580989] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.86%, Actual: 2.09% [2025-11-22T01:42:28.665484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:28.666784] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:28.668869] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:28.673242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.747847] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.81%, Actual: 2.60% [2025-11-22T01:42:28.785030] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 25.6s | Global ETA: 2h 14m 56s [2025-11-22T01:42:28.785944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:28.786007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:28.790791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:28.792551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:28.793067] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:28.793966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:28.796338] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:28.797017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.911806] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.43%, Actual: 0.94% [2025-11-22T01:42:28.911958] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.2929% [2025-11-22T01:42:28.912032] [INFO ] [main ] AES: DISCARDED add_open_reversal_intensity (score: 43.29%) [2025-11-22T01:42:28.912074] [INFO ] [main ] AES: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:42:28.912105] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:42:28.912140] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:28.923552] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:28.924914] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:28.924975] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:28.927346] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:28.928942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:28.938981] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 12.5s | Global ETA: 2h 14m 58s [2025-11-22T01:42:28.939876] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:28.939959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:28.944772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:28.946515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:28.946998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:28.947408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:28.949844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:28.950500] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:28.952054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:29.300357] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.97% | Symbol ETA: 15.7s | Global ETA: 2h 15m 3s [2025-11-22T01:42:29.301298] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:29.301365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:29.306474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:29.308275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:29.308787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:29.309187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:29.396987] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:29.398327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:29.400392] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:29.404887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:29.427471] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 24.9s | Global ETA: 2h 15m 5s [2025-11-22T01:42:29.428370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:29.428433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:29.433140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:29.434894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:29.435365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:29.436237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:29.438575] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:29.439241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:29.505072] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.46% | Symbol ETA: 14.0s | Global ETA: 2h 15m 6s [2025-11-22T01:42:29.506027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:29.506088] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:29.508025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:29.509556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:29.519814] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 11.9s | Global ETA: 2h 15m 6s [2025-11-22T01:42:29.520698] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:29.520761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:29.525517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:29.527295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:29.527779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:29.528159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:29.530591] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:29.531272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:29.532794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.037873] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.98% | Symbol ETA: 15.0s | Global ETA: 2h 15m 13s [2025-11-22T01:42:30.038830] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:30.038898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.044968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.047124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:30.047713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:30.048135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:30.064782] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.71% | Symbol ETA: 24.3s | Global ETA: 2h 15m 13s [2025-11-22T01:42:30.065685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:30.065748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.070479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.072268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:30.072763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:30.073623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:30.076041] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:30.076706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.086717] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.59% | Symbol ETA: 13.4s | Global ETA: 2h 15m 13s [2025-11-22T01:42:30.087609] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:30.087691] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:30.089628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:30.091210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.100652] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 11.3s | Global ETA: 2h 15m 14s [2025-11-22T01:42:30.101526] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:30.101590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.106364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.108127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:30.108591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:30.108996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:30.111346] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:30.112005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:30.113491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.143687] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:30.145040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:30.147526] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:30.152213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.666257] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 12.8s | Global ETA: 2h 15m 21s [2025-11-22T01:42:30.667159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:30.667220] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:30.669205] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:30.670774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.678263] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 10.7s | Global ETA: 2h 15m 21s [2025-11-22T01:42:30.679166] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:30.679230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.684086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.685869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:30.686330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:30.686734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:30.689139] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:30.689830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:30.691320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.733129] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -3.53% | Symbol ETA: 23.7s | Global ETA: 2h 15m 22s [2025-11-22T01:42:30.734080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:30.734144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.739087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.740933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:30.741423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:30.742346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:30.744742] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:30.746746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:30.806192] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 14.3s | Global ETA: 2h 15m 23s [2025-11-22T01:42:30.807262] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:30.807332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:30.812390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:30.814206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:30.814721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:30.815127] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:30.903943] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:30.905210] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:30.907288] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:42:30.911757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.247497] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 12.2s | Global ETA: 2h 15m 29s [2025-11-22T01:42:31.248384] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:31.248455] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:31.250367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:31.251939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.259516] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 10.1s | Global ETA: 2h 15m 29s [2025-11-22T01:42:31.260412] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:31.260522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:31.265344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:31.267111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:31.267576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:31.267980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:31.270338] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:31.270995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:31.272481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.388924] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 23.0s | Global ETA: 2h 15m 31s [2025-11-22T01:42:31.389835] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:31.389897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:31.394679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:31.396493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:31.396988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:31.397907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:31.400306] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:31.401006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.560406] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 13.5s | Global ETA: 2h 15m 33s [2025-11-22T01:42:31.740418] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -2.38%, Actual: 0.55% [2025-11-22T01:42:31.836164] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 11.7s | Global ETA: 2h 15m 37s [2025-11-22T01:42:31.837056] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:31.837134] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:31.839112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:31.840710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.849828] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.00% | Symbol ETA: 9.5s | Global ETA: 2h 15m 37s [2025-11-22T01:42:31.850722] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:31.851118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:31.856000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:31.857798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:31.858266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:31.858700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:31.861088] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:31.861825] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:31.863331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:31.920741] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 2.70% [2025-11-22T01:42:32.048503] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 22.4s | Global ETA: 2h 15m 39s [2025-11-22T01:42:32.096361] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 1.07% [2025-11-22T01:42:32.219432] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 2.54% [2025-11-22T01:42:32.267422] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.86%, Actual: 0.96% [2025-11-22T01:42:32.387520] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.19% [2025-11-22T01:42:32.430077] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 11.1s | Global ETA: 2h 15m 44s [2025-11-22T01:42:32.430992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:32.431055] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:32.433048] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:32.433593] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 9.0s | Global ETA: 2h 15m 44s [2025-11-22T01:42:32.434636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:32.440833] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 0.45% [2025-11-22T01:42:32.559926] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.56%, Actual: 1.48% [2025-11-22T01:42:32.603317] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.05% [2025-11-22T01:42:32.615972] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.65%, Actual: 0.73% [2025-11-22T01:42:32.732403] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.68% [2025-11-22T01:42:32.771253] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.06% [2025-11-22T01:42:32.783129] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 0.06% [2025-11-22T01:42:32.904178] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.30%, Actual: 1.79% [2025-11-22T01:42:32.938626] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.30% [2025-11-22T01:42:32.948594] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.98%, Actual: 1.35% [2025-11-22T01:42:33.040688] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 4.30% | Symbol ETA: 10.5s | Global ETA: 2h 15m 52s [2025-11-22T01:42:33.041604] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:33.041690] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:33.043667] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:33.045271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:33.070839] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 2.71% [2025-11-22T01:42:33.106629] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.98% [2025-11-22T01:42:33.113988] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 0.90% [2025-11-22T01:42:33.235446] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.71%, Actual: 0.38% [2025-11-22T01:42:33.272932] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.39% [2025-11-22T01:42:33.279776] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.75% [2025-11-22T01:42:33.279977] [INFO ] [main ] KR: Magnitude Forecast Confidence: 35.4418% [2025-11-22T01:42:33.280066] [INFO ] [main ] KR: DISCARDED add_morning_range_expansion (score: 35.44%) [2025-11-22T01:42:33.280108] [INFO ] [main ] KR: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:42:33.280141] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity'] [2025-11-22T01:42:33.280176] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:33.293866] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:33.295271] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:33.295336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:33.301121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:33.303005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:33.303511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:33.303939] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:33.392188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:33.393259] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:33.395259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:33.396472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:33.403904] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -3.53%, Actual: 0.44% [2025-11-22T01:42:33.440615] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.41% [2025-11-22T01:42:33.570691] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.69% [2025-11-22T01:42:33.608567] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.28% [2025-11-22T01:42:33.641026] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.23% | Symbol ETA: 9.9s | Global ETA: 2h 16m 0s [2025-11-22T01:42:33.641987] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:33.642051] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:33.644163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:33.645915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:33.760000] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.25%, Actual: 1.90% [2025-11-22T01:42:33.760225] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 46.9633% [2025-11-22T01:42:33.760334] [INFO ] [main ] CBZ: DISCARDED add_last_hour_momentum_mag (score: 46.96%) [2025-11-22T01:42:33.760379] [INFO ] [main ] CBZ: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:42:33.760414] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_day_volatility'] [2025-11-22T01:42:33.760451] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:33.775365] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:33.777071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:33.777181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:33.782454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:33.784391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:33.784909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:33.785858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:33.788801] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:33.790923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:33.826816] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.09% [2025-11-22T01:42:34.107449] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.45% [2025-11-22T01:42:34.221593] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 2.49% | Symbol ETA: 20.8s | Global ETA: 2h 16m 8s [2025-11-22T01:42:34.223029] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:34.223120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:34.230744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:34.233621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:34.234387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:34.235010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:34.373011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:34.374907] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:34.378089] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:34.379994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:34.386544] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.32% [2025-11-22T01:42:34.386820] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 31.1314% [2025-11-22T01:42:34.386968] [INFO ] [main ] ASBA: DISCARDED add_open_vs_close_liquidity_ratio (score: 31.13%) [2025-11-22T01:42:34.387041] [INFO ] [main ] ASBA: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:42:34.387129] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_open_vs_prev_range_position'] [2025-11-22T01:42:34.387195] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:34.403699] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:34.405486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:34.405567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:34.411307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:34.413230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:34.413743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:34.414150] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:34.416696] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:34.417443] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:34.420444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:34.433684] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 9.4s | Global ETA: 2h 16m 11s [2025-11-22T01:42:34.434792] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:34.434872] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:34.437130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:34.439362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:34.656164] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 2.28% | Symbol ETA: 26.4s | Global ETA: 2h 16m 14s [2025-11-22T01:42:34.657118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:34.657184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:34.662114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:34.663933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:34.664418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:34.665334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:34.667856] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:34.669732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.033582] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 14.1s | Global ETA: 2h 16m 19s [2025-11-22T01:42:35.034495] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:35.034559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.037466] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 19.4s | Global ETA: 2h 16m 19s [2025-11-22T01:42:35.038329] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:35.038393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.039574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.041400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:35.041901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:35.042308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:35.043224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.044702] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:35.044984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:35.045343] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:35.045462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:35.045895] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:35.048315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.060406] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 5.62% | Symbol ETA: 8.8s | Global ETA: 2h 16m 19s [2025-11-22T01:42:35.131227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:35.132316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:35.134345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:35.135512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.246600] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.46%, Actual: 3.74% [2025-11-22T01:42:35.306602] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 24.6s | Global ETA: 2h 16m 23s [2025-11-22T01:42:35.307525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:35.307592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.312385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.314186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:35.314676] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:35.315553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:35.317954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:35.319802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.417467] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.59%, Actual: 0.14% [2025-11-22T01:42:35.583908] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.67%, Actual: 1.53% [2025-11-22T01:42:35.624506] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 13.3s | Global ETA: 2h 16m 27s [2025-11-22T01:42:35.625392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:35.625456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.630338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.632190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:35.632717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:35.633105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:35.635496] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:35.636177] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:35.639068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.752802] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 2.28% [2025-11-22T01:42:35.761400] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 18.2s | Global ETA: 2h 16m 29s [2025-11-22T01:42:35.762279] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:35.762343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.767304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.769024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:35.769494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:35.769906] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:35.855666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:35.856801] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:35.858821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:35.860019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:35.922232] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 0.37% [2025-11-22T01:42:35.954097] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 23.5s | Global ETA: 2h 16m 31s [2025-11-22T01:42:35.954983] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:35.955047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:35.959820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:35.961666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:35.965603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:35.966526] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:35.968979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:35.970846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:36.089993] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.92% [2025-11-22T01:42:36.217209] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 12.6s | Global ETA: 2h 16m 35s [2025-11-22T01:42:36.218081] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:36.218145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:36.223047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:36.224837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:36.225311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:36.225752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:36.228160] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:36.229143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:36.232105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:36.257718] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 4.30%, Actual: 1.15% [2025-11-22T01:42:36.424877] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.23%, Actual: 2.09% [2025-11-22T01:42:36.489258] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 17.3s | Global ETA: 2h 16m 38s [2025-11-22T01:42:36.490155] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:36.490220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:36.494965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:36.496715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:36.497223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:36.497611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:36.581916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:36.583048] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:36.584995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:36.586196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:36.592911] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 2.60% [2025-11-22T01:42:36.609915] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 22.7s | Global ETA: 2h 16m 40s [2025-11-22T01:42:36.610820] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:36.610883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:36.615744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:36.617504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:36.617994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:36.618878] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:36.621228] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:36.623035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:36.759490] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 5.62%, Actual: 0.94% [2025-11-22T01:42:36.759702] [INFO ] [main ] AES: Magnitude Forecast Confidence: 41.5412% [2025-11-22T01:42:36.759782] [INFO ] [main ] AES: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.54%) [2025-11-22T01:42:36.759825] [INFO ] [main ] AES: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:42:36.759857] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_open_vs_prev_range_position'] [2025-11-22T01:42:36.759890] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:36.771601] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:36.773003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:36.773064] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:36.775011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:36.777973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:36.808468] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 12.0s | Global ETA: 2h 16m 42s [2025-11-22T01:42:36.809377] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:36.809444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:36.814465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:36.816304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:36.816815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:36.817243] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:36.819750] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:36.820403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:36.823361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.207194] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 2.05% | Symbol ETA: 16.4s | Global ETA: 2h 16m 48s [2025-11-22T01:42:37.208151] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:37.208217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:37.213067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:37.214835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:37.215313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:37.215767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:37.263972] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 21.9s | Global ETA: 2h 16m 48s [2025-11-22T01:42:37.264884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:37.264948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:37.270002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:37.271869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:37.272354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:37.273264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:37.275784] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:37.277815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.300889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:37.301918] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:37.303868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:37.305378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.368854] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.86% | Symbol ETA: 13.8s | Global ETA: 2h 16m 50s [2025-11-22T01:42:37.369759] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:37.369821] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:37.371804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:37.374685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.401703] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 11.4s | Global ETA: 2h 16m 50s [2025-11-22T01:42:37.402563] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:37.402627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:37.407542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:37.409296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:37.409785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:37.410177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:37.412534] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:37.413209] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:37.416020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.908297] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.08% | Symbol ETA: 21.2s | Global ETA: 2h 16m 57s [2025-11-22T01:42:37.909232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:37.909295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:37.913982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:37.915804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:37.916271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:37.917215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:37.919601] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:37.921448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:37.921811] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 15.6s | Global ETA: 2h 16m 57s [2025-11-22T01:42:37.922750] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:37.922816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:37.927631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:37.929388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:37.929918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:37.930301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:37.968556] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.09% | Symbol ETA: 13.3s | Global ETA: 2h 16m 58s [2025-11-22T01:42:37.969520] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:37.969598] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:37.971621] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:37.974888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.009716] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 10.8s | Global ETA: 2h 16m 58s [2025-11-22T01:42:38.010661] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:38.010725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:38.015604] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:38.015638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:38.016791] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:38.017706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:38.018209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:38.018612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:38.018767] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:38.019972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.021193] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:38.021945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:38.024949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.562629] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 20.5s | Global ETA: 2h 17m 6s [2025-11-22T01:42:38.563517] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:38.563580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:38.568489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:38.570269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:38.570758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:38.571624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:38.574017] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:38.575856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.581251] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 12.7s | Global ETA: 2h 17m 6s [2025-11-22T01:42:38.582204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:38.582268] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:38.584329] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:38.587377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.601746] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 10.2s | Global ETA: 2h 17m 6s [2025-11-22T01:42:38.602619] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:38.602702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:38.607782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:38.609593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:38.610079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:38.610461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:38.612858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:38.613492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:38.616303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:38.638012] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 14.8s | Global ETA: 2h 17m 7s [2025-11-22T01:42:38.638935] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:38.638999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:38.643874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:38.645604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:38.646096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:38.646478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:38.730904] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:38.731939] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:38.733911] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:38.735063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.190959] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 9.6s | Global ETA: 2h 17m 14s [2025-11-22T01:42:39.191846] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:39.191910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:39.196668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:39.198390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:39.198876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:39.199256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:39.201598] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:39.201848] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 12.1s | Global ETA: 2h 17m 14s [2025-11-22T01:42:39.202251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:39.202836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:39.202903] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:39.204976] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:39.205042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.208060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.214501] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 19.8s | Global ETA: 2h 17m 14s [2025-11-22T01:42:39.215390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:39.215453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:39.220220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:39.221974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:39.222438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:39.223312] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:39.225670] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:39.227508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.355050] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 14.0s | Global ETA: 2h 17m 16s [2025-11-22T01:42:39.355944] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:39.356008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:39.360843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:39.362628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:39.363150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:39.363546] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:39.448581] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:39.449682] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:39.451611] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:39.452802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.776567] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 9.0s | Global ETA: 2h 17m 22s [2025-11-22T01:42:39.777474] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:39.777537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:39.782344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:39.784093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:39.784551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:39.785303] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:39.787776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:39.788407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:39.791277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.803988] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 11.5s | Global ETA: 2h 17m 22s [2025-11-22T01:42:39.804875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:39.804938] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:39.806910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:39.810048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:39.868114] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 2.88% | Symbol ETA: 19.1s | Global ETA: 2h 17m 23s [2025-11-22T01:42:39.869046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:39.869108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:39.873853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:39.875604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:39.876111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:39.876995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:39.879428] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:42:39.883600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:40.076287] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 13.2s | Global ETA: 2h 17m 26s [2025-11-22T01:42:40.077218] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:40.077283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:40.082088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:40.083848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:40.084309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:40.084726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:40.169924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:40.170980] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:40.172928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:42:40.174110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:40.367307] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 8.4s | Global ETA: 2h 17m 30s [2025-11-22T01:42:40.407919] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.17% | Symbol ETA: 10.9s | Global ETA: 2h 17m 30s [2025-11-22T01:42:40.408842] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:40.408904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:40.410910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:40.414328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:40.522727] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.97% | Symbol ETA: 18.5s | Global ETA: 2h 17m 32s [2025-11-22T01:42:40.536323] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.05% [2025-11-22T01:42:40.693453] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 2.28%, Actual: 2.54% [2025-11-22T01:42:40.709563] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.06% [2025-11-22T01:42:40.798730] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 12.5s | Global ETA: 2h 17m 35s [2025-11-22T01:42:40.863330] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 0.19% [2025-11-22T01:42:40.878316] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.30% [2025-11-22T01:42:40.968170] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 2.49%, Actual: 0.55% [2025-11-22T01:42:41.031763] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 1.48% [2025-11-22T01:42:41.045309] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 10.3s | Global ETA: 2h 17m 39s [2025-11-22T01:42:41.046222] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:41.046285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:41.048293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:41.048345] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 0.98% [2025-11-22T01:42:41.051263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:41.133487] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 2.70% [2025-11-22T01:42:41.199295] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 0.68% [2025-11-22T01:42:41.217203] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.39% [2025-11-22T01:42:41.298947] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 1.07% [2025-11-22T01:42:41.365815] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.07%, Actual: 1.79% [2025-11-22T01:42:41.383424] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.41% [2025-11-22T01:42:41.465534] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 0.96% [2025-11-22T01:42:41.534450] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 2.71% [2025-11-22T01:42:41.551827] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.28% [2025-11-22T01:42:41.633588] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 2.05%, Actual: 0.45% [2025-11-22T01:42:41.649009] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 6.05% | Symbol ETA: 9.7s | Global ETA: 2h 17m 47s [2025-11-22T01:42:41.649921] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:41.649981] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:41.651886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:41.654805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:41.702951] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.38% [2025-11-22T01:42:41.720457] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.09% [2025-11-22T01:42:41.803060] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 0.73% [2025-11-22T01:42:41.872163] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.44% [2025-11-22T01:42:41.890236] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.45% [2025-11-22T01:42:41.972222] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.06% [2025-11-22T01:42:42.039875] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 2.88%, Actual: 0.69% [2025-11-22T01:42:42.059666] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.32% [2025-11-22T01:42:42.059875] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 29.8900% [2025-11-22T01:42:42.059960] [INFO ] [main ] ASBA: DISCARDED add_open_vs_prev_range_position (score: 29.89%) [2025-11-22T01:42:42.060003] [INFO ] [main ] ASBA: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:42:42.060036] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_overnight_gap_amplitude'] [2025-11-22T01:42:42.060072] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:42.071044] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:42.072450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:42.072514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:42.077369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:42.079214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:42.079702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:42.080097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:42.082481] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:42.083159] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:42.083796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:42.139206] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.35% [2025-11-22T01:42:42.222240] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.97%, Actual: 1.90% [2025-11-22T01:42:42.222462] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 49.2736% [2025-11-22T01:42:42.222549] [INFO ] [main ] CBZ: DISCARDED add_late_day_volatility (score: 49.27%) [2025-11-22T01:42:42.222593] [INFO ] [main ] CBZ: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:42:42.222627] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_hour_microstructure'] [2025-11-22T01:42:42.222709] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:42.236118] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:42.237455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:42.237521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:42.241024] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.02% | Symbol ETA: 9.1s | Global ETA: 2h 17m 54s [2025-11-22T01:42:42.241947] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:42.242008] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:42.242436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:42.243924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:42:42.244304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:42.244821] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:42.245734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:42.246809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:42.248138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:42.250756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:42.307591] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 0.90% [2025-11-22T01:42:42.478560] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.75% [2025-11-22T01:42:42.478775] [INFO ] [main ] KR: Magnitude Forecast Confidence: 39.4877% [2025-11-22T01:42:42.478867] [INFO ] [main ] KR: DISCARDED add_open_11_elasticity (score: 39.49%) [2025-11-22T01:42:42.478913] [INFO ] [main ] KR: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:42:42.478946] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity'] [2025-11-22T01:42:42.479297] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:42.492782] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:42.494245] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:42.494310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:42.499279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:42.501122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:42.501589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:42.501991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:42.589975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:42.591137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:42.593184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:42.594505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:42.684801] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 13.2s | Global ETA: 2h 18m 0s [2025-11-22T01:42:42.685742] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:42.685809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:42.691048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:42.692928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:42.693419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:42.693888] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:42.696396] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:42.697102] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:42.697798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:42.839297] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.69% | Symbol ETA: 8.5s | Global ETA: 2h 18m 2s [2025-11-22T01:42:42.952920] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.54% | Symbol ETA: 23.9s | Global ETA: 2h 18m 4s [2025-11-22T01:42:42.953884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:42.953962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:42.959325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:42.961183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:42.961730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:42.962737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:42.965296] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:42.968086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:43.010630] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.86%, Actual: 3.74% [2025-11-22T01:42:43.177094] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.14% [2025-11-22T01:42:43.222574] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 18.2s | Global ETA: 2h 18m 7s [2025-11-22T01:42:43.223462] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:43.223527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:43.228290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:43.230040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:43.230502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:43.230919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:43.289667] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 12.5s | Global ETA: 2h 18m 8s [2025-11-22T01:42:43.290529] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:43.290593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:43.295603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:43.297467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:43.297972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:43.298376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:43.300872] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:43.301535] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:43.302189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:43.316838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:43.317908] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:43.319838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:43.321140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:43.345066] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 1.53% [2025-11-22T01:42:43.516330] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 2.28% [2025-11-22T01:42:43.621603] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 23.0s | Global ETA: 2h 18m 13s [2025-11-22T01:42:43.622844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:43.622924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:43.629066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:43.631303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:43.631900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:43.633007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:43.635975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:43.639192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:43.703359] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 0.37% [2025-11-22T01:42:43.881268] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.17%, Actual: 0.92% [2025-11-22T01:42:43.897913] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 11.9s | Global ETA: 2h 18m 16s [2025-11-22T01:42:43.898844] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:43.898915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:43.903916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:43.905884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:43.906386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:43.906814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:43.909457] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:43.910158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:43.910806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:43.936713] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 17.4s | Global ETA: 2h 18m 17s [2025-11-22T01:42:43.937597] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:43.937681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:43.942469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:43.944245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:43.944730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:43.945115] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:44.031207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:44.032286] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:44.034279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:44.035611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:44.047948] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 1.15% [2025-11-22T01:42:44.215375] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 6.05%, Actual: 2.09% [2025-11-22T01:42:44.277874] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.22% | Symbol ETA: 22.2s | Global ETA: 2h 18m 21s [2025-11-22T01:42:44.278767] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:44.278830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:44.283617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:44.285474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:44.285997] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:44.286898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:44.289411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:44.292190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:44.383578] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.02%, Actual: 2.60% [2025-11-22T01:42:44.509775] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 11.3s | Global ETA: 2h 18m 24s [2025-11-22T01:42:44.510719] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:44.510799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:44.516077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:44.517988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:44.518470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:44.518934] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:44.521434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:44.522136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:44.522785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:44.551121] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.69%, Actual: 0.94% [2025-11-22T01:42:44.551312] [INFO ] [main ] AES: Magnitude Forecast Confidence: 40.7277% [2025-11-22T01:42:44.551394] [INFO ] [main ] AES: DISCARDED add_open_vs_prev_range_position (score: 40.73%) [2025-11-22T01:42:44.551437] [INFO ] [main ] AES: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:42:44.551468] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_overnight_gap_amplitude'] [2025-11-22T01:42:44.551502] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:44.563277] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:44.564526] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:44.564588] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:44.566593] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:44.567301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:44.666082] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.65% | Symbol ETA: 16.7s | Global ETA: 2h 18m 27s [2025-11-22T01:42:44.666979] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:44.667045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:44.671991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:44.673748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:44.674209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:44.674589] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:44.761080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:44.762157] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:44.764162] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:44.765469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:44.945995] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.42% | Symbol ETA: 21.5s | Global ETA: 2h 18m 30s [2025-11-22T01:42:44.946935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:44.947000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:44.952164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:44.954004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:44.954616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:44.958288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:44.961573] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:44.964479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.122341] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 10.7s | Global ETA: 2h 18m 33s [2025-11-22T01:42:45.123264] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:45.123331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:45.128547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:45.130425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:45.130929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:45.131330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:45.133860] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:45.134530] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:45.135218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.158207] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 13.1s | Global ETA: 2h 18m 33s [2025-11-22T01:42:45.159126] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:45.159188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:45.161243] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:45.161920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.395706] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.47% | Symbol ETA: 16.0s | Global ETA: 2h 18m 36s [2025-11-22T01:42:45.396603] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:45.396699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:45.401565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:45.403375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:45.403879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:45.404291] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:45.489892] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:45.491161] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:45.493207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:45.494525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.612885] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 20.8s | Global ETA: 2h 18m 39s [2025-11-22T01:42:45.613790] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:45.613853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:45.618736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:45.620516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:45.621006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:45.621899] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:45.624252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:45.626910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.731524] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 10.1s | Global ETA: 2h 18m 41s [2025-11-22T01:42:45.732486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:45.732552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:45.737635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:45.739602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:45.740146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:45.740548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:45.743171] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:45.743856] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:45.744480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:45.754706] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 12.6s | Global ETA: 2h 18m 41s [2025-11-22T01:42:45.755585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:45.755665] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:45.757584] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:45.758259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.117207] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 15.2s | Global ETA: 2h 18m 46s [2025-11-22T01:42:46.118100] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:46.118165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.123065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.125196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:46.125676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:46.126087] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:46.212178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:46.213396] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:46.215392] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:46.216729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.274589] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.54% | Symbol ETA: 20.1s | Global ETA: 2h 18m 48s [2025-11-22T01:42:46.275538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:46.275604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.280722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.282555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:46.283100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:46.284016] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:46.286530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:46.289458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.343035] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 9.5s | Global ETA: 2h 18m 49s [2025-11-22T01:42:46.343926] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:46.343990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.346793] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 12.0s | Global ETA: 2h 18m 49s [2025-11-22T01:42:46.347745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:46.347842] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:46.348988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.349806] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:46.350805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:46.350462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.351289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:46.351711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:46.354206] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:46.354903] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:46.355587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.844506] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.40% | Symbol ETA: 14.5s | Global ETA: 2h 18m 55s [2025-11-22T01:42:46.845408] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:46.845475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.850377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.852295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:46.852790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:46.853176] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:46.933203] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 19.4s | Global ETA: 2h 18m 57s [2025-11-22T01:42:46.934115] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:46.934181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.938148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:46.939112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.939381] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:46.940411] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 11.4s | Global ETA: 2h 18m 57s [2025-11-22T01:42:46.940881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:46.941284] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:46.941346] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:46.941378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:46.941398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:46.941505] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 8.9s | Global ETA: 2h 18m 57s [2025-11-22T01:42:46.942351] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:46.942422] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:46.942488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:46.942727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.943273] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:46.943943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.944749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:46.947491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:46.948223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:46.949328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:46.949855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:46.950256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:46.952723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:46.953436] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:46.954081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:47.535436] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 10.8s | Global ETA: 2h 19m 5s [2025-11-22T01:42:47.536309] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:47.536370] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:47.538395] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:47.539110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:47.546758] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 8.3s | Global ETA: 2h 19m 5s [2025-11-22T01:42:47.547694] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:47.547759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:47.552857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:47.554666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:47.555176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:47.555570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:47.558183] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:47.558896] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:47.559509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:47.586292] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 18.8s | Global ETA: 2h 19m 5s [2025-11-22T01:42:47.587187] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:47.587251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:47.592098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:47.593868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:47.594338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:47.595227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:47.597623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:47.600316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:47.611383] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 13.8s | Global ETA: 2h 19m 6s [2025-11-22T01:42:47.612280] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:47.612346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:47.617145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:47.618973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:47.619438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:47.620043] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:47.705504] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:47.706703] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:47.708707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:47.710046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:48.130529] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.09% | Symbol ETA: 10.2s | Global ETA: 2h 19m 12s [2025-11-22T01:42:48.131453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:48.131514] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:48.133451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:48.134122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:48.151592] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 7.7s | Global ETA: 2h 19m 13s [2025-11-22T01:42:48.233740] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 3.07% | Symbol ETA: 18.1s | Global ETA: 2h 19m 14s [2025-11-22T01:42:48.234630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:48.234720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:48.240093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:48.241964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:48.242438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:48.243324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:48.245708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:42:48.248368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:48.325307] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 0.05% [2025-11-22T01:42:48.338500] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 13.1s | Global ETA: 2h 19m 15s [2025-11-22T01:42:48.339422] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:48.339486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:48.344290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:48.346068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:48.346531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:48.346937] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:48.431815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:48.432867] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:48.434818] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:48.436157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:48.498398] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.06% [2025-11-22T01:42:48.669101] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.30% [2025-11-22T01:42:48.725479] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.31% | Symbol ETA: 9.6s | Global ETA: 2h 19m 20s [2025-11-22T01:42:48.726428] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:48.726492] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:48.728605] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:48.729304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:48.839232] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.98% [2025-11-22T01:42:48.888856] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 17.4s | Global ETA: 2h 19m 22s [2025-11-22T01:42:49.009610] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.39% [2025-11-22T01:42:49.061019] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 2.54% [2025-11-22T01:42:49.064565] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 12.3s | Global ETA: 2h 19m 25s [2025-11-22T01:42:49.065509] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:49.065574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:49.070365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:49.072109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:49.072575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:49.072982] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:49.156757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:49.157888] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:49.159821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:42:49.161306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:49.183682] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 0.41% [2025-11-22T01:42:49.248885] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -2.04%, Actual: 0.19% [2025-11-22T01:42:49.315554] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.54% | Symbol ETA: 9.0s | Global ETA: 2h 19m 28s [2025-11-22T01:42:49.316439] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:49.316500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:49.318477] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:49.319151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:49.356841] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.28% [2025-11-22T01:42:49.419733] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.22%, Actual: 1.48% [2025-11-22T01:42:49.529275] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.09% [2025-11-22T01:42:49.589517] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.42%, Actual: 0.68% [2025-11-22T01:42:49.706477] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.45% [2025-11-22T01:42:49.757349] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 1.79% [2025-11-22T01:42:49.804429] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 11.6s | Global ETA: 2h 19m 35s [2025-11-22T01:42:49.881532] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.32% [2025-11-22T01:42:49.881764] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 34.1091% [2025-11-22T01:42:49.881869] [INFO ] [main ] ASBA: DISCARDED add_overnight_gap_amplitude (score: 34.11%) [2025-11-22T01:42:49.881946] [INFO ] [main ] ASBA: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:42:49.881984] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_overnight_gap_mag'] [2025-11-22T01:42:49.882022] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:49.892900] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:49.894265] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:49.894329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:49.899432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:49.901293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:49.901809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:49.902207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:49.904699] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:49.905353] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:49.906135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:49.915386] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.06% | Symbol ETA: 8.4s | Global ETA: 2h 19m 36s [2025-11-22T01:42:49.916318] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:49.916381] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:49.918481] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:42:49.919211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:49.926309] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.54%, Actual: 2.71% [2025-11-22T01:42:49.973086] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.55% [2025-11-22T01:42:50.095426] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.80%, Actual: 0.38% [2025-11-22T01:42:50.140287] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 2.70% [2025-11-22T01:42:50.268971] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.44% [2025-11-22T01:42:50.308152] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.65%, Actual: 1.07% [2025-11-22T01:42:50.437227] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 3.07%, Actual: 0.69% [2025-11-22T01:42:50.478866] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.47%, Actual: 0.96% [2025-11-22T01:42:50.502843] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 12.7s | Global ETA: 2h 19m 44s [2025-11-22T01:42:50.503778] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:50.503843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:50.508872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:50.510708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:50.511191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:50.511587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:50.514085] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:50.514762] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:50.515554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:50.536322] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 7.8s | Global ETA: 2h 19m 44s [2025-11-22T01:42:50.618761] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.35%, Actual: 1.90% [2025-11-22T01:42:50.618982] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 38.3760% [2025-11-22T01:42:50.619062] [INFO ] [main ] CBZ: DISCARDED add_late_hour_microstructure (score: 38.38%) [2025-11-22T01:42:50.619105] [INFO ] [main ] CBZ: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:42:50.619137] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_session_pressure'] [2025-11-22T01:42:50.619172] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:50.632388] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:50.633661] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:50.633724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:50.638439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:50.640206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:50.640715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:50.641598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:50.644023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:50.645043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:50.648069] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 0.45% [2025-11-22T01:42:50.717512] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 3.74% [2025-11-22T01:42:50.818499] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.40%, Actual: 0.73% [2025-11-22T01:42:50.897233] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 0.14% [2025-11-22T01:42:50.986165] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.06% [2025-11-22T01:42:51.068435] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.53% [2025-11-22T01:42:51.107881] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 12.1s | Global ETA: 2h 19m 52s [2025-11-22T01:42:51.108758] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:51.108820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:51.113558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:51.115299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:51.115782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:51.116165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:51.118546] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:51.119199] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:51.119880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:51.152511] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.88%, Actual: 1.35% [2025-11-22T01:42:51.253737] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.28% [2025-11-22T01:42:51.291568] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.25% | Symbol ETA: 21.8s | Global ETA: 2h 19m 54s [2025-11-22T01:42:51.292456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:51.292520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:51.297293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:51.299055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:51.299534] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:51.300406] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:51.302778] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:51.303801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:51.320277] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 0.90% [2025-11-22T01:42:51.428361] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.39%, Actual: 0.37% [2025-11-22T01:42:51.490488] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.49%, Actual: 0.75% [2025-11-22T01:42:51.490702] [INFO ] [main ] KR: Magnitude Forecast Confidence: 37.2788% [2025-11-22T01:42:51.490790] [INFO ] [main ] KR: DISCARDED add_open_reversal_intensity (score: 37.28%) [2025-11-22T01:42:51.490835] [INFO ] [main ] KR: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:42:51.490869] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:42:51.490905] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:42:51.504674] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:51.505959] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:51.506028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:51.510876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:51.512719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:51.513204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:51.513594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:51.600798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:51.601319] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.09%, Actual: 0.92% [2025-11-22T01:42:51.601841] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:51.603788] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:51.605391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:51.697698] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 11.5s | Global ETA: 2h 19m 60s [2025-11-22T01:42:51.698579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:51.698659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:51.703532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:51.705390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:51.705906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:51.706296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:51.708816] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:51.709477] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:51.710171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:51.775712] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.31%, Actual: 1.15% [2025-11-22T01:42:51.944525] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 21.1s | Global ETA: 2h 20m 3s [2025-11-22T01:42:51.945404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:51.945468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:51.946758] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.54%, Actual: 2.09% [2025-11-22T01:42:51.950370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:51.952129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:51.952605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:51.953476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:51.955854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:51.956883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.114487] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.06%, Actual: 2.60% [2025-11-22T01:42:52.232867] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 17.1s | Global ETA: 2h 20m 7s [2025-11-22T01:42:52.234504] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:52.234570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:52.239455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:52.241201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:52.241697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:52.242090] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:52.279907] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.49%, Actual: 0.94% [2025-11-22T01:42:52.280129] [INFO ] [main ] AES: Magnitude Forecast Confidence: 46.8536% [2025-11-22T01:42:52.280208] [INFO ] [main ] AES: DISCARDED add_overnight_gap_amplitude (score: 46.85%) [2025-11-22T01:42:52.280251] [INFO ] [main ] AES: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:42:52.280283] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_overnight_gap_mag'] [2025-11-22T01:42:52.280317] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:52.291805] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:52.293161] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:52.293221] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:52.295213] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:52.295972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.302749] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 10.9s | Global ETA: 2h 20m 8s [2025-11-22T01:42:52.303629] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:52.303711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:52.312402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:52.314287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:52.314787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:52.315178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:52.317631] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:52.318309] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:52.319014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.326863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:52.327997] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:52.329965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:52.331548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.584084] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 20.4s | Global ETA: 2h 20m 11s [2025-11-22T01:42:52.585050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:52.585113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:52.589881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:52.591627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:52.592129] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:52.593008] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:52.595388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:52.596440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.883712] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.44% | Symbol ETA: 12.5s | Global ETA: 2h 20m 15s [2025-11-22T01:42:52.884606] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:52.884685] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:52.886673] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:52.887428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:52.962236] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 16.3s | Global ETA: 2h 20m 16s [2025-11-22T01:42:52.963191] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:52.963292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:52.968196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:52.970032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:52.970505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:52.970932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:52.980860] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 10.3s | Global ETA: 2h 20m 17s [2025-11-22T01:42:52.981782] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:52.981844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:52.986718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:52.988594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:52.989101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:52.989486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:52.991944] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:52.992660] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:52.993322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.058786] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:53.059950] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:53.061977] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:53.063580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.238149] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 19.8s | Global ETA: 2h 20m 20s [2025-11-22T01:42:53.239035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:53.239099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:53.243858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:53.245588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:53.246084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:53.246953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:53.249323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:53.250353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.472247] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 11.9s | Global ETA: 2h 20m 23s [2025-11-22T01:42:53.473154] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:53.473216] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:53.475146] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:53.475911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.585488] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 9.7s | Global ETA: 2h 20m 25s [2025-11-22T01:42:53.586444] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:53.586509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:53.591466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:53.593277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:53.593838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:53.594235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:53.596708] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:53.597388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:53.598094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.690783] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 15.6s | Global ETA: 2h 20m 26s [2025-11-22T01:42:53.691672] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:53.691742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:53.696547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:53.698371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:53.698903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:53.699290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:53.785366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:53.786501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:53.788611] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:53.790280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:53.889161] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 19.1s | Global ETA: 2h 20m 29s [2025-11-22T01:42:53.890075] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:53.890139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:53.895174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:53.897046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:53.898083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:53.899052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:53.901551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:53.902674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.057705] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 11.3s | Global ETA: 2h 20m 31s [2025-11-22T01:42:54.058581] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:54.058660] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:54.060599] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:54.061338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.190757] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 9.1s | Global ETA: 2h 20m 33s [2025-11-22T01:42:54.191631] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:54.191713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:54.196611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:54.198420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:54.198920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:54.199324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:54.201737] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:54.202434] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:54.203149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.430099] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 14.9s | Global ETA: 2h 20m 36s [2025-11-22T01:42:54.431015] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:54.431080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:54.435931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:54.437707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:54.438216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:54.438603] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:54.525364] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:54.526457] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:54.528497] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:54.530099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.545551] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 18.5s | Global ETA: 2h 20m 37s [2025-11-22T01:42:54.546454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:54.546519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:54.551575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:54.553535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:54.554059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:54.555000] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:54.557515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:54.558578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.651554] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 10.7s | Global ETA: 2h 20m 39s [2025-11-22T01:42:54.652483] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:54.652544] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:54.654484] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:54.655218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:54.792554] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 8.5s | Global ETA: 2h 20m 41s [2025-11-22T01:42:54.793475] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:54.793537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:54.798496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:54.800281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:54.800778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:54.801207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:54.803623] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:54.804284] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:54.804969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.164997] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.55% | Symbol ETA: 14.2s | Global ETA: 2h 20m 46s [2025-11-22T01:42:55.165880] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:55.165948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:55.170891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:55.172635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:55.173170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:55.173564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:55.202233] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.46% | Symbol ETA: 17.8s | Global ETA: 2h 20m 46s [2025-11-22T01:42:55.203170] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:55.203234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:55.208287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:55.210137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:55.210667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:55.211544] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:55.214106] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:55.215208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.262119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:55.263389] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:55.265471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:55.267214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.302618] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 10.2s | Global ETA: 2h 20m 47s [2025-11-22T01:42:55.303538] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:55.303599] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:55.305507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:55.306294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.390043] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 7.9s | Global ETA: 2h 20m 49s [2025-11-22T01:42:55.390934] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:55.390996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:55.395915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:55.397692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:55.398194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:55.398576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:55.401027] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:55.401678] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:55.402369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.860261] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.32% | Symbol ETA: 17.2s | Global ETA: 2h 20m 55s [2025-11-22T01:42:55.861176] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:55.861240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:55.866253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:55.868149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:55.868680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:55.869594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:55.872040] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:55.873134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.895753] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.98% | Symbol ETA: 9.6s | Global ETA: 2h 20m 55s [2025-11-22T01:42:55.896686] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:55.896747] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:55.898791] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:55.899528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:55.900836] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 13.4s | Global ETA: 2h 20m 55s [2025-11-22T01:42:55.901727] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:55.901792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:55.906600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:55.908406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:55.908900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:55.909293] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:55.988893] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 7.2s | Global ETA: 2h 20m 57s [2025-11-22T01:42:55.997435] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:55.998899] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:56.000908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:56.002519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:56.161315] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.05% [2025-11-22T01:42:56.333964] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.06% [2025-11-22T01:42:56.481206] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 5.84% | Symbol ETA: 9.0s | Global ETA: 2h 21m 3s [2025-11-22T01:42:56.482109] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:56.482171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:56.484093] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:56.484834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:56.504375] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 16.5s | Global ETA: 2h 21m 3s [2025-11-22T01:42:56.505261] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:56.505324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:56.508538] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.30% [2025-11-22T01:42:56.510154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:56.511902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:56.512382] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:56.513280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:56.515627] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:56.516684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:56.627822] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 12.7s | Global ETA: 2h 21m 5s [2025-11-22T01:42:56.628724] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:56.628788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:56.633515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:56.635256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:56.635746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:56.636132] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:56.682008] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.98% [2025-11-22T01:42:56.721103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:56.722204] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:56.724161] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:56.725717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:56.853615] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.39% [2025-11-22T01:42:57.029004] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:42:57.066389] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.18% | Symbol ETA: 8.3s | Global ETA: 2h 21m 11s [2025-11-22T01:42:57.067361] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:57.067424] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:57.069334] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:57.070058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:57.146846] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.21% | Symbol ETA: 15.9s | Global ETA: 2h 21m 12s [2025-11-22T01:42:57.200318] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.28% [2025-11-22T01:42:57.317447] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 2.54% [2025-11-22T01:42:57.351991] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.37% | Symbol ETA: 12.0s | Global ETA: 2h 21m 15s [2025-11-22T01:42:57.352886] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:57.352951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:57.357734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:57.359457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:57.359950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:57.360334] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:57.368938] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.09% [2025-11-22T01:42:57.446008] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:57.447068] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:57.449101] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:57.450627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:57.486193] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 0.19% [2025-11-22T01:42:57.537032] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.45% [2025-11-22T01:42:57.654777] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 1.48% [2025-11-22T01:42:57.659820] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.91% | Symbol ETA: 7.8s | Global ETA: 2h 21m 19s [2025-11-22T01:42:57.660718] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:57.660786] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:57.662779] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:42:57.663489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:57.704978] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.32% [2025-11-22T01:42:57.705184] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 42.0043% [2025-11-22T01:42:57.705281] [INFO ] [main ] ASBA: DISCARDED add_overnight_gap_mag (score: 42.00%) [2025-11-22T01:42:57.705323] [INFO ] [main ] ASBA: Testing feature 29/53: add_pct_change [2025-11-22T01:42:57.705356] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_pct_change'] [2025-11-22T01:42:57.705409] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:42:57.716350] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:57.717725] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:57.717787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:57.722621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:57.724407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:57.724907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:57.725298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:57.727758] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:57.728420] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:42:57.730404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:57.825268] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.68% [2025-11-22T01:42:57.995085] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 1.79% [2025-11-22T01:42:58.097747] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 11.2s | Global ETA: 2h 21m 25s [2025-11-22T01:42:58.098701] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:42:58.098765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:58.103686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:58.105549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:58.106103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:58.106505] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:42:58.166110] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 2.71% [2025-11-22T01:42:58.194840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:42:58.196195] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:58.198284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:42:58.200014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:58.259366] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.58% | Symbol ETA: 7.2s | Global ETA: 2h 21m 27s [2025-11-22T01:42:58.325773] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 12.2s | Global ETA: 2h 21m 28s [2025-11-22T01:42:58.326636] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:58.326717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:58.331531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:58.333294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:58.333856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:58.334245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:58.336608] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:58.337284] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:42:58.337553] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.46%, Actual: 0.38% [2025-11-22T01:42:58.339219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:58.437400] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.44%, Actual: 3.74% [2025-11-22T01:42:58.504931] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.32%, Actual: 0.44% [2025-11-22T01:42:58.606617] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.04%, Actual: 0.14% [2025-11-22T01:42:58.674474] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 2.74%, Actual: 0.69% [2025-11-22T01:42:58.774217] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 1.53% [2025-11-22T01:42:58.843874] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.21%, Actual: 1.90% [2025-11-22T01:42:58.844069] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.1637% [2025-11-22T01:42:58.844151] [INFO ] [main ] CBZ: DISCARDED add_late_session_pressure (score: 42.16%) [2025-11-22T01:42:58.844195] [INFO ] [main ] CBZ: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:42:58.844228] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T01:42:58.844263] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:42:58.845755] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 10.5s | Global ETA: 2h 21m 34s [2025-11-22T01:42:58.857633] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:58.859196] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:58.859585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:58.864700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:58.866600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:58.867191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:58.868097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:58.870595] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:58.872618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:58.921178] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 11.5s | Global ETA: 2h 21m 35s [2025-11-22T01:42:58.922061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:58.922123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:58.926905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:58.928676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:58.929150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:58.929543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:58.931911] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:58.932543] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:42:58.934526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:58.944561] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 2.28% [2025-11-22T01:42:59.015044] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 0.55% [2025-11-22T01:42:59.129734] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.37% [2025-11-22T01:42:59.183247] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 2.70% [2025-11-22T01:42:59.300265] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.98%, Actual: 0.92% [2025-11-22T01:42:59.351849] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 1.07% [2025-11-22T01:42:59.472235] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 5.84%, Actual: 1.15% [2025-11-22T01:42:59.516510] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 10.9s | Global ETA: 2h 21m 43s [2025-11-22T01:42:59.517426] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:42:59.517487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:59.522363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:59.522548] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 0.96% [2025-11-22T01:42:59.524199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:42:59.524686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:42:59.525076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:59.527456] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:42:59.528142] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:42:59.530127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:59.541326] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -2.64% | Symbol ETA: 20.4s | Global ETA: 2h 21m 44s [2025-11-22T01:42:59.542224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:42:59.542288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:42:59.547167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:42:59.548988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:42:59.549510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:42:59.550399] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:42:59.552774] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:59.554776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:42:59.642367] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.18%, Actual: 2.09% [2025-11-22T01:42:59.692258] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.55%, Actual: 0.45% [2025-11-22T01:42:59.811794] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.91%, Actual: 2.60% [2025-11-22T01:42:59.862008] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 0.73% [2025-11-22T01:42:59.981835] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.58%, Actual: 0.94% [2025-11-22T01:42:59.982035] [INFO ] [main ] AES: Magnitude Forecast Confidence: 38.7872% [2025-11-22T01:42:59.982114] [INFO ] [main ] AES: DISCARDED add_overnight_gap_mag (score: 38.79%) [2025-11-22T01:42:59.982155] [INFO ] [main ] AES: Testing feature 29/53: add_pct_change [2025-11-22T01:42:59.982188] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_pct_change'] [2025-11-22T01:42:59.982221] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:42:59.993991] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:42:59.995414] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:42:59.995475] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:42:59.997460] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:42:59.999552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.032529] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.06% [2025-11-22T01:43:00.106091] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 10.3s | Global ETA: 2h 21m 51s [2025-11-22T01:43:00.106989] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:00.107052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:00.112667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:00.114560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:00.115053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:00.115456] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:00.117924] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:00.118553] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:00.124248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.205473] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 1.35% [2025-11-22T01:43:00.217997] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.26% | Symbol ETA: 19.7s | Global ETA: 2h 21m 53s [2025-11-22T01:43:00.218922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:00.218988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:00.224060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:00.227346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:00.227880] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:00.228785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:00.231290] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:00.233429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.380988] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.90% [2025-11-22T01:43:00.619831] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.69%, Actual: 0.75% [2025-11-22T01:43:00.620049] [INFO ] [main ] KR: Magnitude Forecast Confidence: 55.0758% [2025-11-22T01:43:00.620192] [INFO ] [main ] KR: KEPT add_open_vs_close_liquidity_ratio (score: 55.08%) [2025-11-22T01:43:00.620244] [INFO ] [main ] KR: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:43:00.620278] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position'] [2025-11-22T01:43:00.620315] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:00.646794] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:00.648338] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:00.648406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:00.659342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:00.664218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:00.664742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:00.665144] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:00.844204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:00.848542] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:00.850573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:00.855228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:00.861088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.879001] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 9.9s | Global ETA: 2h 22m 1s [2025-11-22T01:43:00.879911] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:00.879973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:00.889794] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.98% | Symbol ETA: 14.7s | Global ETA: 2h 22m 1s [2025-11-22T01:43:00.890695] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:00.890756] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:00.890909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:00.892726] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:00.892732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:00.893258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:00.894810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.896668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:00.899114] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:00.902810] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:00.904759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:00.954160] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.57% | Symbol ETA: 19.2s | Global ETA: 2h 22m 2s [2025-11-22T01:43:00.955407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:00.955498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:00.960874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:00.963076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:00.963632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:00.964594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:00.967115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:00.969224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:01.527477] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 9.2s | Global ETA: 2h 22m 10s [2025-11-22T01:43:01.528466] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:01.528532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:01.533603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:01.535521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:01.536054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:01.536478] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:01.538965] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:01.539635] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:01.541710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:01.558799] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 18.1s | Global ETA: 2h 22m 10s [2025-11-22T01:43:01.559778] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:01.559845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:01.564684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:01.566559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:01.567073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:01.567511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:01.619521] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -3.43% | Symbol ETA: 13.1s | Global ETA: 2h 22m 11s [2025-11-22T01:43:01.620424] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:01.620484] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:01.622414] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:01.624470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:01.655288] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:01.656611] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:01.658822] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:01.660614] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:01.663100] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.69% | Symbol ETA: 18.5s | Global ETA: 2h 22m 12s [2025-11-22T01:43:01.663597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:01.664011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:01.664076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:01.668882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:01.670621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:01.671126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:01.671999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:01.674372] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:01.676326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.126944] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 8.6s | Global ETA: 2h 22m 18s [2025-11-22T01:43:02.127861] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:02.127924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:02.132677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:02.134382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:02.134869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:02.135253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:02.137639] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:02.138296] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:02.140259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.245183] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 2.57% | Symbol ETA: 11.9s | Global ETA: 2h 22m 19s [2025-11-22T01:43:02.246133] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:02.246200] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:02.248299] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:02.250452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.316060] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 16.5s | Global ETA: 2h 22m 20s [2025-11-22T01:43:02.316974] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:02.317040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:02.322006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:02.323870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:02.324349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:02.324760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:02.335157] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 17.8s | Global ETA: 2h 22m 21s [2025-11-22T01:43:02.336060] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:02.336123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:02.341115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:02.342933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:02.343414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:02.344289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:02.346726] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:02.348720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.411930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:02.413231] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:02.415257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:02.416925] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:02.419887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.724529] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 8.0s | Global ETA: 2h 22m 26s [2025-11-22T01:43:02.725452] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:02.725515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:02.730419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:02.732208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:02.732699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:02.733091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:02.735478] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:02.736131] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:02.738228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.873300] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 10.9s | Global ETA: 2h 22m 28s [2025-11-22T01:43:02.874264] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:02.874327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:02.876353] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:02.878465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:02.996533] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 17.0s | Global ETA: 2h 22m 29s [2025-11-22T01:43:02.997454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:02.997518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:03.002848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:03.004804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:03.005629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:03.006565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:03.009604] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:03.012125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.059374] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 15.5s | Global ETA: 2h 22m 30s [2025-11-22T01:43:03.060284] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:03.060351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:03.065120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:03.066885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:03.067395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:03.067805] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:03.153495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:03.154810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:03.156837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:03.158519] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:03.161374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.327444] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 2h 22m 34s [2025-11-22T01:43:03.328337] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:03.328399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:03.333195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:03.334990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:03.335454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:03.335859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:03.338257] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:03.338916] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:03.340876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.488207] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 10.1s | Global ETA: 2h 22m 36s [2025-11-22T01:43:03.489447] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:03.489520] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:03.492000] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:03.494524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.656516] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 16.3s | Global ETA: 2h 22m 38s [2025-11-22T01:43:03.657438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:03.657501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:03.662244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:03.663997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:03.664474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:03.665343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:03.667752] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:03.669676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.800873] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.25% | Symbol ETA: 14.6s | Global ETA: 2h 22m 40s [2025-11-22T01:43:03.801825] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:03.801894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:03.806788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:03.808586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:03.809090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:03.809511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:03.897209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:03.898488] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:03.900496] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:03.902147] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:03.904920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:03.917557] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 6.7s | Global ETA: 2h 22m 42s [2025-11-22T01:43:04.088465] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 0.05% [2025-11-22T01:43:04.117954] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.68% | Symbol ETA: 9.4s | Global ETA: 2h 22m 44s [2025-11-22T01:43:04.118858] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:04.118919] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:04.120925] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:04.122979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:04.258112] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 0.06% [2025-11-22T01:43:04.340530] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 15.7s | Global ETA: 2h 22m 47s [2025-11-22T01:43:04.341489] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:04.341553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:04.346354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:04.348195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:04.348730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:04.349598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:04.351979] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:04.354002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:04.427263] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.30% [2025-11-22T01:43:04.531516] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.98% | Symbol ETA: 13.7s | Global ETA: 2h 22m 50s [2025-11-22T01:43:04.532413] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:04.532478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:04.537348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:04.539079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:04.539554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:04.539961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:04.602074] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.98% [2025-11-22T01:43:04.625007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:04.626159] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:04.628126] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:04.629748] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:04.632515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:04.716061] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 4.14% | Symbol ETA: 8.6s | Global ETA: 2h 22m 52s [2025-11-22T01:43:04.716958] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:04.717448] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:04.721432] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:04.723457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:04.767657] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.39% [2025-11-22T01:43:04.933355] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.41% [2025-11-22T01:43:05.002694] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 15.0s | Global ETA: 2h 22m 56s [2025-11-22T01:43:05.003568] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:43:05.003632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:05.008460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:05.010230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:05.010733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:05.011612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:05.013982] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:05.015975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:05.102913] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.28% [2025-11-22T01:43:05.260596] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.55% | Symbol ETA: 12.9s | Global ETA: 2h 22m 59s [2025-11-22T01:43:05.261522] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:05.261587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:05.266381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:05.268190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:05.268686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:05.269080] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:05.272961] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.09% [2025-11-22T01:43:05.315002] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 7.9s | Global ETA: 2h 23m 0s [2025-11-22T01:43:05.315919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:05.315980] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:05.317961] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:05.319989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:05.355832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:05.356998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:05.358989] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:05.360670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:05.363493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:05.443033] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.45% [2025-11-22T01:43:05.611373] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 0.32% [2025-11-22T01:43:05.611575] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 34.4420% [2025-11-22T01:43:05.611681] [INFO ] [main ] ASBA: DISCARDED add_pct_change (score: 34.44%) [2025-11-22T01:43:05.611728] [INFO ] [main ] ASBA: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:43:05.611763] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_preclose_acceleration_mag'] [2025-11-22T01:43:05.611798] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:05.623766] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:05.624993] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:05.625055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:05.629913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:05.631781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:05.632262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:05.632666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:05.635115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:05.635777] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:05.636825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:05.653830] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.61% | Symbol ETA: 14.3s | Global ETA: 2h 23m 5s [2025-11-22T01:43:05.820982] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -2.64%, Actual: 2.54% [2025-11-22T01:43:05.908624] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -1.98% | Symbol ETA: 7.3s | Global ETA: 2h 23m 8s [2025-11-22T01:43:05.909512] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:05.909574] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:05.911493] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:05.913513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:05.986323] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.26%, Actual: 0.19% [2025-11-22T01:43:05.990577] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 12.1s | Global ETA: 2h 23m 9s [2025-11-22T01:43:05.991474] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:05.991541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:05.996344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:05.998125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:05.998605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:05.999016] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:06.084007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:06.085129] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:06.087132] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:06.088754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:06.091495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:06.152450] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 1.48% [2025-11-22T01:43:06.211284] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 11.6s | Global ETA: 2h 23m 12s [2025-11-22T01:43:06.212196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:06.212274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:06.217281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:06.219340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:06.219839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:06.220246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:06.222681] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:06.223353] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:06.224357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:06.320469] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.69%, Actual: 0.68% [2025-11-22T01:43:06.485387] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 1.79% [2025-11-22T01:43:06.499975] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 6.6s | Global ETA: 2h 23m 16s [2025-11-22T01:43:06.650945] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 2.71% [2025-11-22T01:43:06.666372] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.98%, Actual: 3.74% [2025-11-22T01:43:06.719927] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.81% | Symbol ETA: 11.4s | Global ETA: 2h 23m 19s [2025-11-22T01:43:06.720840] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:06.720905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:06.725662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:06.727417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:06.727929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:06.728325] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:06.797206] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 11.0s | Global ETA: 2h 23m 20s [2025-11-22T01:43:06.798117] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:06.798182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:06.802975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:06.804780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:06.805257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:06.805638] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:06.808040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:06.808692] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:06.809690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:06.812958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:06.814115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:06.815053] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.38% [2025-11-22T01:43:06.816078] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:06.817674] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:06.820400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:06.832472] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -3.43%, Actual: 0.14% [2025-11-22T01:43:06.979966] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.44% [2025-11-22T01:43:06.997290] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 2.57%, Actual: 1.53% [2025-11-22T01:43:07.145006] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.69% [2025-11-22T01:43:07.163265] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 2.28% [2025-11-22T01:43:07.311944] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.61%, Actual: 1.90% [2025-11-22T01:43:07.312122] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 60.2163% [2025-11-22T01:43:07.312229] [INFO ] [main ] CBZ: KEPT add_micro_gap_fill_velocity (score: 60.22%) [2025-11-22T01:43:07.312275] [INFO ] [main ] CBZ: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:43:07.312307] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:43:07.312343] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:07.325475] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:07.326901] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:07.326965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:07.331841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:07.332949] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -2.48%, Actual: 0.37% [2025-11-22T01:43:07.333669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:07.334153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:07.335037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:07.337465] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:07.339495] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:07.340214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:07.387716] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 10.4s | Global ETA: 2h 23m 28s [2025-11-22T01:43:07.388629] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:07.388711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:07.393582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:07.395383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:07.395883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:07.396274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:07.398706] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:07.399339] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:07.400340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:07.451114] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.54% | Symbol ETA: 10.6s | Global ETA: 2h 23m 28s [2025-11-22T01:43:07.452075] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:07.452140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:07.457162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:07.458949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:07.459465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:07.459869] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:07.502604] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.68%, Actual: 0.92% [2025-11-22T01:43:07.547403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:07.548581] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:07.550567] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:07.552167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:07.554944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:07.667807] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 4.14%, Actual: 1.15% [2025-11-22T01:43:07.833244] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.42%, Actual: 2.09% [2025-11-22T01:43:07.998510] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -1.98%, Actual: 2.60% [2025-11-22T01:43:08.005668] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 9.8s | Global ETA: 2h 23m 36s [2025-11-22T01:43:08.006720] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:08.006785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:08.011749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:08.013677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:08.014211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:08.014615] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:08.017049] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:08.017879] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:08.018918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.042217] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -2.29% | Symbol ETA: 20.0s | Global ETA: 2h 23m 36s [2025-11-22T01:43:08.043451] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:08.043515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:08.048265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:08.050025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:08.050512] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:08.051394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:08.053748] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:08.055714] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:08.056400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.164855] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 0.94% [2025-11-22T01:43:08.165014] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.4950% [2025-11-22T01:43:08.165094] [INFO ] [main ] AES: DISCARDED add_pct_change (score: 43.49%) [2025-11-22T01:43:08.165136] [INFO ] [main ] AES: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:43:08.165167] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_preclose_acceleration_mag'] [2025-11-22T01:43:08.165201] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:08.177872] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:08.179091] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:08.179151] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:08.180631] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 9.9s | Global ETA: 2h 23m 38s [2025-11-22T01:43:08.181128] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:08.182191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.349026] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 0.55% [2025-11-22T01:43:08.516039] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 2.70% [2025-11-22T01:43:08.621230] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 9.3s | Global ETA: 2h 23m 44s [2025-11-22T01:43:08.622410] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:08.622479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:08.628205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:08.630129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:08.630669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:08.631071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:08.633496] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:08.634216] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:08.635245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.684472] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 1.07% [2025-11-22T01:43:08.690803] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.34% | Symbol ETA: 19.0s | Global ETA: 2h 23m 45s [2025-11-22T01:43:08.691756] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:08.691820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:08.696663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:08.698477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:08.698977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:08.699927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:08.702269] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:08.704252] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:08.704965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.763476] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.21% | Symbol ETA: 11.8s | Global ETA: 2h 23m 46s [2025-11-22T01:43:08.764381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:08.764443] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:08.766407] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:08.767604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:08.853611] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.25%, Actual: 0.96% [2025-11-22T01:43:09.024049] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.98%, Actual: 0.45% [2025-11-22T01:43:09.192292] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 0.73% [2025-11-22T01:43:09.235117] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 8.7s | Global ETA: 2h 23m 52s [2025-11-22T01:43:09.236210] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:09.236279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:09.241465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:09.243418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:09.243959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:09.244382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:09.246915] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:09.247636] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:09.248755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:09.345127] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 11.2s | Global ETA: 2h 23m 54s [2025-11-22T01:43:09.346025] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:09.346085] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:09.348028] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:09.349057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:09.352402] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.36% | Symbol ETA: 18.3s | Global ETA: 2h 23m 54s [2025-11-22T01:43:09.353319] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:09.353383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:09.358134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:09.359907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:09.360056] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.06% [2025-11-22T01:43:09.360382] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:09.361261] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:09.363638] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:09.365569] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:09.366276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:09.529761] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.81%, Actual: 1.35% [2025-11-22T01:43:09.698430] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.54%, Actual: 0.90% [2025-11-22T01:43:09.849213] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 8.1s | Global ETA: 2h 24m 0s [2025-11-22T01:43:09.850280] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:09.850345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:09.855297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:09.857106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:09.857669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:09.858067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:09.860455] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:09.861107] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:09.862146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:09.867693] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.60%, Actual: 0.75% [2025-11-22T01:43:09.867907] [INFO ] [main ] KR: Magnitude Forecast Confidence: 36.2235% [2025-11-22T01:43:09.867959] [INFO ] [main ] KR: DISCARDED add_open_vs_prev_range_position (score: 36.22%) [2025-11-22T01:43:09.867999] [INFO ] [main ] KR: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:43:09.868030] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude'] [2025-11-22T01:43:09.868083] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:09.881748] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:09.883054] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:09.883120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:09.887924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:09.889779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:09.890262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:09.890670] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:09.928831] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 10.6s | Global ETA: 2h 24m 1s [2025-11-22T01:43:09.929746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:09.929808] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:09.931724] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:09.932766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:09.976249] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:09.977466] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:09.979535] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:09.981169] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:09.981883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:10.032088] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 17.6s | Global ETA: 2h 24m 3s [2025-11-22T01:43:10.033090] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:10.033156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:10.038150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:10.039959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:10.040449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:10.041342] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:10.043770] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:10.045807] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:10.046521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:10.447688] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 7.5s | Global ETA: 2h 24m 8s [2025-11-22T01:43:10.448759] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:10.448824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:10.453963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:10.455817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:10.456335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:10.456755] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:10.459221] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:10.459893] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:10.460927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:10.507798] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 10.0s | Global ETA: 2h 24m 9s [2025-11-22T01:43:10.508687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:10.508747] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:10.513995] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:10.515042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:10.610363] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 15.8s | Global ETA: 2h 24m 10s [2025-11-22T01:43:10.611316] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:10.611383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:10.616339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:10.621492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:10.622000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:10.622397] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:10.704076] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 16.9s | Global ETA: 2h 24m 12s [2025-11-22T01:43:10.704998] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:10.705063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:10.708545] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:10.709841] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:10.709983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:10.711856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:10.711895] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:10.712339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:10.713226] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:10.713669] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:10.714335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:10.715746] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:10.717738] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:10.718434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.048618] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 6.9s | Global ETA: 2h 24m 16s [2025-11-22T01:43:11.049701] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:11.049766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:11.054722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:11.056508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:11.057035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:11.058591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:11.061909] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:11.062610] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:11.063694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.096092] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 9.4s | Global ETA: 2h 24m 17s [2025-11-22T01:43:11.097009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:11.097069] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:11.099001] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:11.100034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.338946] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 15.1s | Global ETA: 2h 24m 20s [2025-11-22T01:43:11.339902] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:11.339968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:11.344701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:11.346445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:11.346943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:11.347357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:11.358370] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 16.2s | Global ETA: 2h 24m 20s [2025-11-22T01:43:11.359279] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:11.359343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:11.364059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:11.365836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:11.366310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:11.367203] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:11.369543] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:11.371492] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:11.372210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.433584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:11.434933] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:11.436919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:11.438631] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:11.439689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.673435] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 6.3s | Global ETA: 2h 24m 24s [2025-11-22T01:43:11.679450] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.57% | Symbol ETA: 8.8s | Global ETA: 2h 24m 24s [2025-11-22T01:43:11.680363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:11.680439] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:11.682353] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:11.683384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:11.844938] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.05% [2025-11-22T01:43:12.013992] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.06% [2025-11-22T01:43:12.035514] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 15.6s | Global ETA: 2h 24m 29s [2025-11-22T01:43:12.036428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:12.036492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:12.041340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:12.043116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:12.043598] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:12.044480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:12.046821] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.048792] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:12.049487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.064121] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.05% | Symbol ETA: 14.3s | Global ETA: 2h 24m 30s [2025-11-22T01:43:12.065348] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:12.065422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:12.070636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:12.072419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:12.072916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:12.073301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:12.158427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:12.159635] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.161665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:12.163285] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:12.163937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.182208] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.30% [2025-11-22T01:43:12.257675] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 8.2s | Global ETA: 2h 24m 32s [2025-11-22T01:43:12.258575] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:12.258654] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.260564] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:12.261612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.369389] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.98% [2025-11-22T01:43:12.556536] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.39% [2025-11-22T01:43:12.702726] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 14.9s | Global ETA: 2h 24m 38s [2025-11-22T01:43:12.703633] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:12.703728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:12.708546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:12.710293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:12.710801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:12.711669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:12.713993] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.715935] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:12.716625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.735762] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.41% [2025-11-22T01:43:12.799256] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 13.6s | Global ETA: 2h 24m 39s [2025-11-22T01:43:12.800206] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:12.800273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:12.805089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:12.806893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:12.807395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:12.807806] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:12.863392] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.48% | Symbol ETA: 7.7s | Global ETA: 2h 24m 40s [2025-11-22T01:43:12.864292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:12.864356] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.866272] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:12.867329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.892380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:12.893586] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:12.895552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:12.897184] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:12.897809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:12.916340] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.28% [2025-11-22T01:43:13.097691] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.09% [2025-11-22T01:43:13.282779] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.45% [2025-11-22T01:43:13.357303] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.93% | Symbol ETA: 14.2s | Global ETA: 2h 24m 47s [2025-11-22T01:43:13.358258] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:13.358324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:13.363305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:13.365168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:13.365703] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:13.366589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:13.369124] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:13.371323] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:43:13.372115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:13.445034] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.39% | Symbol ETA: 7.1s | Global ETA: 2h 24m 48s [2025-11-22T01:43:13.445937] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:13.445998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:13.447932] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:13.448972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:13.460272] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.32% [2025-11-22T01:43:13.460540] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 36.3402% [2025-11-22T01:43:13.461098] [INFO ] [main ] ASBA: DISCARDED add_preclose_acceleration_mag (score: 36.34%) [2025-11-22T01:43:13.461147] [INFO ] [main ] ASBA: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:43:13.461183] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_prev_1100_to_open'] [2025-11-22T01:43:13.461222] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:13.474357] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:13.475979] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:13.476043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:13.481117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:13.482960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:13.483470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:13.483890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:13.486320] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:13.487045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:13.487744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:13.521390] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.71% | Symbol ETA: 12.9s | Global ETA: 2h 24m 49s [2025-11-22T01:43:13.522293] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:13.522359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:13.527114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:13.528908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:13.529383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:13.529793] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:13.614900] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:13.615999] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:13.617980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:13.619603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:13.620224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:14.019480] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.72% | Symbol ETA: 13.5s | Global ETA: 2h 24m 55s [2025-11-22T01:43:14.026343] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.13% | Symbol ETA: 6.5s | Global ETA: 2h 24m 56s [2025-11-22T01:43:14.111905] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 11.5s | Global ETA: 2h 24m 57s [2025-11-22T01:43:14.112987] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:14.113053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:14.118242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:14.120031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:14.120533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:14.120950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:14.123386] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:14.124081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:14.124858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:14.190188] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -2.29%, Actual: 2.54% [2025-11-22T01:43:14.192884] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.21%, Actual: 3.74% [2025-11-22T01:43:14.250112] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 12.2s | Global ETA: 2h 24m 59s [2025-11-22T01:43:14.251034] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:14.251100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:14.255949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:14.257725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:14.258198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:14.258583] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:14.345484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:14.346660] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:14.348733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:14.350357] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:14.351006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:14.361393] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 0.14% [2025-11-22T01:43:14.364115] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.34%, Actual: 0.19% [2025-11-22T01:43:14.527251] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 1.53% [2025-11-22T01:43:14.535969] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.36%, Actual: 1.48% [2025-11-22T01:43:14.695313] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.28% [2025-11-22T01:43:14.711502] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.68% [2025-11-22T01:43:14.744180] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 10.8s | Global ETA: 2h 25m 5s [2025-11-22T01:43:14.745382] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:14.745450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:14.750731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:14.752658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:14.753183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:14.753588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:14.756228] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:14.757042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:14.757812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:14.859512] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.37% [2025-11-22T01:43:14.877566] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 1.79% [2025-11-22T01:43:14.980899] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 11.4s | Global ETA: 2h 25m 8s [2025-11-22T01:43:14.981868] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:14.981935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:14.986905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:14.988736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:14.989211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:14.989659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:15.026280] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.57%, Actual: 0.92% [2025-11-22T01:43:15.044384] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.61%, Actual: 2.71% [2025-11-22T01:43:15.074070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:15.075273] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:15.077252] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:15.078933] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:15.079580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:15.190342] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.51%, Actual: 1.15% [2025-11-22T01:43:15.211510] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.38% [2025-11-22T01:43:15.355353] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 10.1s | Global ETA: 2h 25m 13s [2025-11-22T01:43:15.356457] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:15.356526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:15.356957] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.48%, Actual: 2.09% [2025-11-22T01:43:15.361763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:15.363684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:15.364226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:15.364631] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:15.367205] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:15.367916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:15.368638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:15.381532] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.44% [2025-11-22T01:43:15.524490] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.39%, Actual: 2.60% [2025-11-22T01:43:15.550707] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 0.69% [2025-11-22T01:43:15.691125] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.13%, Actual: 0.94% [2025-11-22T01:43:15.691285] [INFO ] [main ] AES: Magnitude Forecast Confidence: 47.3020% [2025-11-22T01:43:15.691366] [INFO ] [main ] AES: DISCARDED add_preclose_acceleration_mag (score: 47.30%) [2025-11-22T01:43:15.691407] [INFO ] [main ] AES: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:43:15.691438] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_prev_1100_to_open'] [2025-11-22T01:43:15.691471] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:15.703138] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:15.704519] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:15.704581] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:15.706539] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:15.707299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:15.710452] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 10.7s | Global ETA: 2h 25m 18s [2025-11-22T01:43:15.711341] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:15.711408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:15.716183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:15.717386] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.72%, Actual: 1.90% [2025-11-22T01:43:15.717592] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 49.3325% [2025-11-22T01:43:15.717662] [INFO ] [main ] CBZ: DISCARDED add_morning_followthrough_mag_T0 (score: 49.33%) [2025-11-22T01:43:15.717705] [INFO ] [main ] CBZ: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:43:15.717737] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion'] [2025-11-22T01:43:15.717773] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:15.717951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:15.718416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:15.718826] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:15.731205] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:15.732705] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:15.732770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:15.737503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:15.739343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:15.739890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:15.740796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:15.743127] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:15.745052] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:15.749228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:15.802799] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:15.803952] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:15.805916] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:15.807536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:15.808160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:15.969323] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 9.5s | Global ETA: 2h 25m 21s [2025-11-22T01:43:15.970257] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:15.970318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:15.975099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:15.976829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:15.977317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:15.977722] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:15.980053] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:15.980697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:15.981383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:16.284177] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.65% | Symbol ETA: 10.7s | Global ETA: 2h 25m 25s [2025-11-22T01:43:16.285092] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:16.285154] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:16.287114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:16.288217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:16.396756] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.59% | Symbol ETA: 18.4s | Global ETA: 2h 25m 27s [2025-11-22T01:43:16.398010] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:16.398074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:16.402813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:16.404525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:16.405035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:16.405916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:16.408275] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:16.410325] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:16.414462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:16.436480] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 10.0s | Global ETA: 2h 25m 27s [2025-11-22T01:43:16.437500] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:16.437568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:16.442500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:16.444316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:16.444816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:16.445216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:16.531507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:16.532846] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:16.534930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:16.536596] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:16.537278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:16.547063] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 8.8s | Global ETA: 2h 25m 29s [2025-11-22T01:43:16.547986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:16.548049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:16.552831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:16.554552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:16.555049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:16.555845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:16.558203] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:16.558853] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:16.559537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:16.863918] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 10.2s | Global ETA: 2h 25m 33s [2025-11-22T01:43:16.864827] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:16.864908] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:16.866839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:16.867576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.053067] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 17.7s | Global ETA: 2h 25m 36s [2025-11-22T01:43:17.053965] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:17.054029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:17.058773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:17.060484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:17.060998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:17.061889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:17.064225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:17.066170] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:17.070339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.126328] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 8.2s | Global ETA: 2h 25m 37s [2025-11-22T01:43:17.127332] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:17.127402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:17.132274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:17.134102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:17.134587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:17.134993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:17.137402] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:17.138058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:17.138734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.173179] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 2.35% | Symbol ETA: 9.2s | Global ETA: 2h 25m 37s [2025-11-22T01:43:17.347911] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 0.55% [2025-11-22T01:43:17.441138] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 9.6s | Global ETA: 2h 25m 41s [2025-11-22T01:43:17.442060] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:17.442122] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:17.444098] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:17.444831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.519892] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 2.70% [2025-11-22T01:43:17.687149] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.05%, Actual: 1.07% [2025-11-22T01:43:17.706984] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 7.6s | Global ETA: 2h 25m 44s [2025-11-22T01:43:17.707958] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:17.708021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:17.712841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:17.714570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:17.715056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:17.715449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:17.717886] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:17.718540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:17.719214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.726026] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 17.1s | Global ETA: 2h 25m 45s [2025-11-22T01:43:17.726971] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:17.727037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:17.732009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:17.733797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:17.734278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:17.735150] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:17.737524] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:17.739434] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:17.743568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:17.852944] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 0.96% [2025-11-22T01:43:18.019505] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.71%, Actual: 0.45% [2025-11-22T01:43:18.022860] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 9.0s | Global ETA: 2h 25m 49s [2025-11-22T01:43:18.023759] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:18.023820] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:18.025739] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:18.026462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:18.243478] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 0.73% [2025-11-22T01:43:18.285165] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 7.0s | Global ETA: 2h 25m 52s [2025-11-22T01:43:18.286055] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:18.286117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:18.290886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:18.292595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:18.293086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:18.293469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:18.295851] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:18.296486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:18.297194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:18.410193] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 0.06% [2025-11-22T01:43:18.431212] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 16.5s | Global ETA: 2h 25m 54s [2025-11-22T01:43:18.432122] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:18.432187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:18.437046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:18.438890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:18.439367] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:18.440281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:18.442637] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:18.444580] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:18.448856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:18.579542] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 1.35% [2025-11-22T01:43:18.606191] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 8.4s | Global ETA: 2h 25m 56s [2025-11-22T01:43:18.607145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:18.607206] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:18.609349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:18.610119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:18.749208] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 0.90% [2025-11-22T01:43:18.863753] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 6.4s | Global ETA: 2h 25m 60s [2025-11-22T01:43:18.864629] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:18.864709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:18.869460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:18.871184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:18.871666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:18.872056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:18.874368] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:18.875030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:18.875701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:18.915792] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 2.35%, Actual: 0.75% [2025-11-22T01:43:18.916000] [INFO ] [main ] KR: Magnitude Forecast Confidence: 49.8321% [2025-11-22T01:43:18.916095] [INFO ] [main ] KR: DISCARDED add_overnight_gap_amplitude (score: 49.83%) [2025-11-22T01:43:18.916153] [INFO ] [main ] KR: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:43:18.916216] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag'] [2025-11-22T01:43:18.916258] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:18.930175] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:18.931455] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:18.931526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:18.936507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:18.938511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:18.939057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:18.939477] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:19.027978] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:19.029252] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.031248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:19.032867] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:19.033542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.101208] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 15.8s | Global ETA: 2h 26m 3s [2025-11-22T01:43:19.102098] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:19.102178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:19.107210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:19.108957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:19.109432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:19.110303] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:19.112668] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.114617] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:19.118774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.187922] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 7.8s | Global ETA: 2h 26m 4s [2025-11-22T01:43:19.188824] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:19.188886] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.190801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:19.191508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.457564] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 5.8s | Global ETA: 2h 26m 8s [2025-11-22T01:43:19.626514] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.05% [2025-11-22T01:43:19.655667] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 14.9s | Global ETA: 2h 26m 10s [2025-11-22T01:43:19.656575] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:19.656665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:19.661658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:19.663389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:19.663876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:19.664283] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:19.751467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:19.752675] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.758712] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:19.760338] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:19.761055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.761087] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 15.1s | Global ETA: 2h 26m 12s [2025-11-22T01:43:19.761997] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:19.762062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:19.766837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:19.767053] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.80% | Symbol ETA: 7.3s | Global ETA: 2h 26m 12s [2025-11-22T01:43:19.767991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:19.768053] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.768594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:19.769099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:19.769969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:19.769974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:19.770696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.772316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:19.774259] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:19.778418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:19.795307] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.06% [2025-11-22T01:43:19.960616] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.30% [2025-11-22T01:43:20.124694] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.98% [2025-11-22T01:43:20.288782] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.39% [2025-11-22T01:43:20.347723] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.61% | Symbol ETA: 6.7s | Global ETA: 2h 26m 19s [2025-11-22T01:43:20.348633] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:20.348715] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:20.351134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:20.351875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:20.383186] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 14.2s | Global ETA: 2h 26m 20s [2025-11-22T01:43:20.384080] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:20.384146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:20.388888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:20.390614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:20.391099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:20.391484] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:20.429274] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 14.4s | Global ETA: 2h 26m 20s [2025-11-22T01:43:20.430206] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:20.430274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:20.435106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:20.436945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:20.437457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:20.438340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:20.440761] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:20.442683] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:20.446796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:20.453448] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.41% [2025-11-22T01:43:20.477671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:20.478860] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:20.480958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:20.482511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:20.483194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:20.620595] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.28% [2025-11-22T01:43:20.792887] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.09% [2025-11-22T01:43:20.936448] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.34% | Symbol ETA: 6.1s | Global ETA: 2h 26m 27s [2025-11-22T01:43:20.937431] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:20.937496] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:20.939496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:20.940239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:20.979471] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.45% [2025-11-22T01:43:21.143456] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 13.8s | Global ETA: 2h 26m 30s [2025-11-22T01:43:21.144914] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:21.145010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:21.152910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:21.155867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:21.156634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:21.158092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:21.161932] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:21.165063] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:21.171799] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 13.6s | Global ETA: 2h 26m 30s [2025-11-22T01:43:21.172036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:21.173216] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:21.173314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:21.180361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:21.183011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:21.183787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:21.184359] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:21.217228] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.32% [2025-11-22T01:43:21.217514] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.6857% [2025-11-22T01:43:21.217679] [INFO ] [main ] ASBA: DISCARDED add_prev_1100_to_open (score: 37.69%) [2025-11-22T01:43:21.217753] [INFO ] [main ] ASBA: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:43:21.217808] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_prev_close_to_1100'] [2025-11-22T01:43:21.217864] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:21.236935] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:21.239130] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:21.239216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:21.247041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:21.250113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:21.250913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:21.251476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:21.255253] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:21.256349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:21.257403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:21.313144] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:21.315022] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:21.318157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:21.320632] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:21.321704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:21.727913] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.86% | Symbol ETA: 5.5s | Global ETA: 2h 26m 38s [2025-11-22T01:43:21.905436] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 3.74% [2025-11-22T01:43:21.976084] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 13.1s | Global ETA: 2h 26m 41s [2025-11-22T01:43:21.977010] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:21.977094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:21.982224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:21.984242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:21.984764] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:21.985661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:21.988081] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:21.990058] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:43:21.994381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:22.001813] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 12.1s | Global ETA: 2h 26m 41s [2025-11-22T01:43:22.002776] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:22.002842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:22.007934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:22.009793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:22.010284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:22.010707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:22.013215] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:22.013887] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:22.014563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:22.027408] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.13% | Symbol ETA: 13.0s | Global ETA: 2h 26m 42s [2025-11-22T01:43:22.028342] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:22.028407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:22.033185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:22.034945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:22.035471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:22.035881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:22.080244] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.21%, Actual: 0.14% [2025-11-22T01:43:22.119763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:22.121061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:22.123118] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:22.124754] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:22.125425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:22.254798] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 1.53% [2025-11-22T01:43:22.429981] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 2.28% [2025-11-22T01:43:22.597997] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 0.37% [2025-11-22T01:43:22.610358] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 10.7s | Global ETA: 2h 26m 49s [2025-11-22T01:43:22.611283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:22.611347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:22.616217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:22.618023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:22.618502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:22.618912] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:22.621254] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:22.621908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:22.622567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:22.638405] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.87% | Symbol ETA: 12.4s | Global ETA: 2h 26m 50s [2025-11-22T01:43:22.748402] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 12.2s | Global ETA: 2h 26m 51s [2025-11-22T01:43:22.749337] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:22.749402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:22.754146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:22.755894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:22.756358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:22.756797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:22.766953] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 0.92% [2025-11-22T01:43:22.808456] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.59%, Actual: 2.54% [2025-11-22T01:43:22.841681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:22.842865] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:22.844848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:22.846463] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:22.847170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:22.935527] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.80%, Actual: 1.15% [2025-11-22T01:43:22.977039] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.19% [2025-11-22T01:43:23.104805] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.61%, Actual: 2.09% [2025-11-22T01:43:23.145060] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 1.48% [2025-11-22T01:43:23.198605] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 9.8s | Global ETA: 2h 26m 57s [2025-11-22T01:43:23.199481] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:23.199544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:23.204358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:23.206106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:23.206577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:23.206984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:23.209378] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:23.210036] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:23.210717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:23.271027] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.34%, Actual: 2.60% [2025-11-22T01:43:23.311589] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.68% [2025-11-22T01:43:23.440993] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.86%, Actual: 0.94% [2025-11-22T01:43:23.441207] [INFO ] [main ] AES: Magnitude Forecast Confidence: 45.5305% [2025-11-22T01:43:23.441297] [INFO ] [main ] AES: DISCARDED add_prev_1100_to_open (score: 45.53%) [2025-11-22T01:43:23.441339] [INFO ] [main ] AES: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:43:23.441371] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_prev_close_to_1100'] [2025-11-22T01:43:23.441406] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:23.453376] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:23.454845] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:23.454905] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:23.456867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:23.457616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:23.467226] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.89% | Symbol ETA: 11.4s | Global ETA: 2h 27m 1s [2025-11-22T01:43:23.468182] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:23.468539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:23.473306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:23.475074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:23.475538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:23.475945] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:23.482060] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.79% [2025-11-22T01:43:23.559190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:23.560533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:23.562669] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:23.564762] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:23.565454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:23.648191] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 2.71% [2025-11-22T01:43:23.783545] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.00% | Symbol ETA: 9.1s | Global ETA: 2h 27m 5s [2025-11-22T01:43:23.784496] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:23.784560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:23.789514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:23.791240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:23.791764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:23.792169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:23.794521] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:23.795171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:23.795886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:23.815040] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.38% [2025-11-22T01:43:23.981923] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.44% [2025-11-22T01:43:24.043574] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.53% | Symbol ETA: 10.6s | Global ETA: 2h 27m 8s [2025-11-22T01:43:24.044493] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:24.044565] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:24.047045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:24.047978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:24.149754] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.69% [2025-11-22T01:43:24.219273] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 10.6s | Global ETA: 2h 27m 11s [2025-11-22T01:43:24.220168] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:24.220232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:24.225053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:24.226836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:24.227325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:24.227769] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:24.310300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:24.311406] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:24.313377] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:24.314958] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:24.315621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:24.319219] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.87%, Actual: 1.90% [2025-11-22T01:43:24.319418] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.8872% [2025-11-22T01:43:24.319502] [INFO ] [main ] CBZ: DISCARDED add_morning_range_expansion (score: 42.89%) [2025-11-22T01:43:24.319545] [INFO ] [main ] CBZ: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:43:24.319577] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity'] [2025-11-22T01:43:24.319617] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:24.332745] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:24.334168] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:24.334231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:24.339053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:24.340829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:24.341329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:24.342224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:24.344579] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:24.346522] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:24.347740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:24.391965] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 8.4s | Global ETA: 2h 27m 13s [2025-11-22T01:43:24.392911] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:24.392976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:24.398373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:24.400415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:24.400935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:24.401339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:24.403916] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:24.404664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:24.405382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:24.640783] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 10.0s | Global ETA: 2h 27m 16s [2025-11-22T01:43:24.641675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:24.641740] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:24.643684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:24.644406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:24.944737] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 9.9s | Global ETA: 2h 27m 20s [2025-11-22T01:43:24.945606] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:24.945692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:24.950468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:24.952515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:24.953067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:24.953466] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:24.994267] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 7.8s | Global ETA: 2h 27m 21s [2025-11-22T01:43:24.995155] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:24.995218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:24.997958] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 17.7s | Global ETA: 2h 27m 21s [2025-11-22T01:43:24.998885] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:24.998950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:25.002158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:25.003916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:25.004018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:25.004383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:25.004793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:25.005768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:25.006246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:25.007166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:25.007180] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:25.007868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:25.008528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.009597] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.011681] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:25.012869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.039035] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:25.040346] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.043203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:25.045390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:25.046328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.234105] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 9.4s | Global ETA: 2h 27m 24s [2025-11-22T01:43:25.235011] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:25.235072] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.236993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:25.237747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.581952] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 7.1s | Global ETA: 2h 27m 29s [2025-11-22T01:43:25.582881] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:25.582946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:25.588024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:25.589854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:25.590349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:25.590807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:25.593283] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:25.593965] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:25.594683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.661245] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 17.0s | Global ETA: 2h 27m 30s [2025-11-22T01:43:25.662198] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:25.662262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:25.667185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:25.668969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:25.669438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:25.670345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:25.672666] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.674593] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:25.675751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.690628] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 9.1s | Global ETA: 2h 27m 30s [2025-11-22T01:43:25.691556] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:25.691623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:25.696438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:25.698269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:25.698810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:25.699204] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:25.784573] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:25.785683] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.787616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:25.789258] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:43:25.789957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:25.832550] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 8.8s | Global ETA: 2h 27m 32s [2025-11-22T01:43:25.833476] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:25.833537] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:25.835487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:25.836220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:26.169137] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 6.5s | Global ETA: 2h 27m 36s [2025-11-22T01:43:26.170035] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:26.170098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:26.174964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:26.176741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:26.177239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:26.177621] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:26.180185] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:26.181031] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:26.181710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:26.316207] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.04% | Symbol ETA: 16.4s | Global ETA: 2h 27m 38s [2025-11-22T01:43:26.317133] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:26.317200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:26.322048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:26.323881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:26.324352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:26.325257] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:26.327613] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:26.329587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:26.330777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:26.422474] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: 2h 27m 40s [2025-11-22T01:43:26.423582] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 8.2s | Global ETA: 2h 27m 40s [2025-11-22T01:43:26.424468] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:26.424529] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:26.426458] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:26.427213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:26.592460] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 0.55% [2025-11-22T01:43:26.748892] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 5.9s | Global ETA: 2h 27m 44s [2025-11-22T01:43:26.749776] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:26.749839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:26.754590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:26.756355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:26.756847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:26.757248] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:26.757359] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.70% [2025-11-22T01:43:26.759597] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:26.760265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:26.761071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:26.922951] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.07% [2025-11-22T01:43:26.974605] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 15.7s | Global ETA: 2h 27m 47s [2025-11-22T01:43:26.975559] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:26.975628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:26.980598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:26.982433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:26.982933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:26.983839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:26.986225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:26.988239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:26.989435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:27.010462] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.94% | Symbol ETA: 7.6s | Global ETA: 2h 27m 48s [2025-11-22T01:43:27.011366] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:27.011427] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:27.013347] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:27.014125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:27.095091] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.13%, Actual: 0.96% [2025-11-22T01:43:27.264180] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.56%, Actual: 0.45% [2025-11-22T01:43:27.325967] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 5.3s | Global ETA: 2h 27m 52s [2025-11-22T01:43:27.431368] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 0.73% [2025-11-22T01:43:27.495006] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 0.05% [2025-11-22T01:43:27.600171] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.06% [2025-11-22T01:43:27.601411] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.33% | Symbol ETA: 7.0s | Global ETA: 2h 27m 55s [2025-11-22T01:43:27.602304] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:27.602365] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:27.604320] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:27.605057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:27.644222] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 15.0s | Global ETA: 2h 27m 56s [2025-11-22T01:43:27.645345] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:27.645411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:27.650324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:27.652140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:27.652621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:27.653537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:27.655937] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:27.657943] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:27.659115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:27.662894] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.06% [2025-11-22T01:43:27.769705] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.35% [2025-11-22T01:43:27.832870] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.30% [2025-11-22T01:43:27.938801] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.90% [2025-11-22T01:43:28.002445] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 0.98% [2025-11-22T01:43:28.105169] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.75% [2025-11-22T01:43:28.105366] [INFO ] [main ] KR: Magnitude Forecast Confidence: 42.7717% [2025-11-22T01:43:28.105458] [INFO ] [main ] KR: DISCARDED add_overnight_gap_mag (score: 42.77%) [2025-11-22T01:43:28.105500] [INFO ] [main ] KR: Testing feature 29/53: add_pct_change [2025-11-22T01:43:28.105532] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_pct_change'] [2025-11-22T01:43:28.105570] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:28.119514] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:28.120976] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:28.121040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:28.125878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:28.127684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:28.128192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:28.128581] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:28.175005] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.39% [2025-11-22T01:43:28.193876] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.55% | Symbol ETA: 6.4s | Global ETA: 2h 28m 3s [2025-11-22T01:43:28.194759] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:28.194820] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:28.196799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:28.197542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:28.215925] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:28.217219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:28.219271] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:28.220931] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:28.222894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:28.316013] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 14.4s | Global ETA: 2h 28m 5s [2025-11-22T01:43:28.316919] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:28.316985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:28.321843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:28.323555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:28.324045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:28.324930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:28.327352] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:28.329362] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:28.330503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:28.343766] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.41% [2025-11-22T01:43:28.511804] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.28% [2025-11-22T01:43:28.681400] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.09% [2025-11-22T01:43:28.785582] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.51% | Symbol ETA: 5.8s | Global ETA: 2h 28m 11s [2025-11-22T01:43:28.786468] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:28.786530] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:28.788547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:28.789264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:28.848012] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.45% [2025-11-22T01:43:28.856776] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.54% | Symbol ETA: 14.5s | Global ETA: 2h 28m 12s [2025-11-22T01:43:28.857683] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:28.857754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:28.862582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:28.864408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:28.864900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:28.865330] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:28.951301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:28.952408] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:28.954417] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:28.956000] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:28.958032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.004824] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 13.7s | Global ETA: 2h 28m 14s [2025-11-22T01:43:29.006162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:29.006232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:29.011400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:29.013355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:29.013982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:29.014932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:29.017551] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:29.018361] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.32% [2025-11-22T01:43:29.018536] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 32.6979% [2025-11-22T01:43:29.018619] [INFO ] [main ] ASBA: DISCARDED add_prev_close_to_1100 (score: 32.70%) [2025-11-22T01:43:29.018684] [INFO ] [main ] ASBA: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:43:29.018727] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_prev_close_to_open'] [2025-11-22T01:43:29.018770] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:29.019633] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:29.020859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.029800] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:29.031020] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:29.031081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:29.036074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:29.041156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:29.041696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:29.042218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:29.044668] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:29.045313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:29.046008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.377603] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.62% | Symbol ETA: 5.2s | Global ETA: 2h 28m 19s [2025-11-22T01:43:29.547973] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 3.74% [2025-11-22T01:43:29.591754] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.33% | Symbol ETA: 13.8s | Global ETA: 2h 28m 22s [2025-11-22T01:43:29.592635] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:29.592730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:29.597547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:29.599377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:29.599869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:29.600251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:29.625938] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 10.2s | Global ETA: 2h 28m 22s [2025-11-22T01:43:29.626832] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:29.626894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:29.631690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:29.633490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:29.633976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:29.634357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:29.636740] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:29.637403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:29.638118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.686770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:29.688108] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:29.690131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:29.691739] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:29.693698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.706157] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 13.1s | Global ETA: 2h 28m 23s [2025-11-22T01:43:29.707450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:29.707628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:29.715760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:29.718496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:29.719218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:29.720438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:29.724056] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:29.724907] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.14% [2025-11-22T01:43:29.727100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:29.729015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:29.901748] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 1.53% [2025-11-22T01:43:30.070535] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 1.25%, Actual: 2.28% [2025-11-22T01:43:30.203614] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 9.6s | Global ETA: 2h 28m 30s [2025-11-22T01:43:30.204529] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:30.204592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:30.209365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:30.211098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:30.211558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:30.211961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:30.214305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:30.214958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:30.215611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:30.237914] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.37% [2025-11-22T01:43:30.323839] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -3.60% | Symbol ETA: 13.0s | Global ETA: 2h 28m 31s [2025-11-22T01:43:30.324818] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:30.324887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:30.329742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:30.331529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:30.332023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:30.332408] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:30.377750] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 12.4s | Global ETA: 2h 28m 32s [2025-11-22T01:43:30.379323] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:30.379390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:30.384313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:30.386214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:30.386733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:30.387662] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:30.390089] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:30.392091] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:43:30.393288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:30.404488] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.94%, Actual: 0.92% [2025-11-22T01:43:30.415096] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:30.416200] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:30.418173] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:30.419730] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:30.421715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:30.573180] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.33%, Actual: 1.15% [2025-11-22T01:43:30.742426] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.55%, Actual: 2.09% [2025-11-22T01:43:30.782734] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 9.0s | Global ETA: 2h 28m 38s [2025-11-22T01:43:30.783607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:30.783688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:30.788595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:30.790385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:30.790868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:30.791248] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:30.793657] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:30.794295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:30.795014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:30.910776] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.51%, Actual: 2.60% [2025-11-22T01:43:31.045330] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.09% | Symbol ETA: 11.7s | Global ETA: 2h 28m 41s [2025-11-22T01:43:31.057432] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.92% | Symbol ETA: 12.3s | Global ETA: 2h 28m 41s [2025-11-22T01:43:31.058322] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:31.058387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:31.063119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:31.064861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:31.065338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:31.065746] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:31.080455] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.62%, Actual: 0.94% [2025-11-22T01:43:31.080678] [INFO ] [main ] AES: Magnitude Forecast Confidence: 52.8925% [2025-11-22T01:43:31.080765] [INFO ] [main ] AES: DISCARDED add_prev_close_to_1100 (score: 52.89%) [2025-11-22T01:43:31.080807] [INFO ] [main ] AES: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:43:31.080841] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_prev_close_to_open'] [2025-11-22T01:43:31.080876] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:31.092417] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:31.093823] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:31.093883] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:31.095860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:31.096592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:31.149823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:31.151010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:31.152980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:31.154563] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:31.156512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:31.215769] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 2.54% [2025-11-22T01:43:31.358276] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 8.4s | Global ETA: 2h 28m 45s [2025-11-22T01:43:31.359167] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:31.359229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:31.364009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:31.365791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:31.366274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:31.366677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:31.369101] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:31.369754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:31.370407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:31.386214] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 0.19% [2025-11-22T01:43:31.555102] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.04%, Actual: 1.48% [2025-11-22T01:43:31.686040] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.44% | Symbol ETA: 10.1s | Global ETA: 2h 28m 50s [2025-11-22T01:43:31.686950] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:31.687012] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:31.689050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:31.689777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:31.727328] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.68% [2025-11-22T01:43:31.786462] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.57% | Symbol ETA: 11.5s | Global ETA: 2h 28m 51s [2025-11-22T01:43:31.787382] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:31.787448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:31.792256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:31.794040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:31.794513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:31.794924] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:31.880118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:31.881822] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:31.883805] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:31.885393] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:31.887388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:31.901573] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 1.79% [2025-11-22T01:43:31.950779] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 7.8s | Global ETA: 2h 28m 53s [2025-11-22T01:43:31.951678] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:31.951741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:31.956670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:31.958422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:31.958930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:31.959311] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:31.961804] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:31.962440] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:31.963175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:32.070422] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 2.71% [2025-11-22T01:43:32.238175] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.38% [2025-11-22T01:43:32.275917] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 9.5s | Global ETA: 2h 28m 57s [2025-11-22T01:43:32.276809] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:32.276870] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:32.278816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:32.279566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:32.407863] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 0.44% [2025-11-22T01:43:32.522837] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 10.8s | Global ETA: 2h 29m 1s [2025-11-22T01:43:32.523765] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:32.523837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:32.528919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:32.530782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:32.531263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:32.531424] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 7.2s | Global ETA: 2h 29m 1s [2025-11-22T01:43:32.531676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:32.532330] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:32.532394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:32.540496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:32.542257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:32.542745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:32.543131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:32.545611] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:32.546331] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:32.547006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:32.578393] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.69% [2025-11-22T01:43:32.621483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:32.622830] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:32.624853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:32.626505] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:32.628609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:32.747048] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.09%, Actual: 1.90% [2025-11-22T01:43:32.747315] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 48.0285% [2025-11-22T01:43:32.747424] [INFO ] [main ] CBZ: DISCARDED add_open_11_elasticity (score: 48.03%) [2025-11-22T01:43:32.747471] [INFO ] [main ] CBZ: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:43:32.747513] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity'] [2025-11-22T01:43:32.747564] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:32.760910] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:32.762541] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:32.762608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:32.767768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:32.769628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:32.770167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:32.771075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:32.773537] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:32.775566] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:32.776959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:32.866425] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 8.9s | Global ETA: 2h 29m 5s [2025-11-22T01:43:32.867363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:32.867425] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:32.869369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:32.870128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:33.117469] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 6.6s | Global ETA: 2h 29m 9s [2025-11-22T01:43:33.118359] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:33.118422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:33.123252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:33.124988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:33.125451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:33.125863] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:33.128254] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:33.128923] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:33.129575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:33.293478] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 10.1s | Global ETA: 2h 29m 11s [2025-11-22T01:43:33.294401] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:33.294469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:33.299538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:33.301368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:33.301878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:33.302277] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:33.390840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:33.392114] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:33.394214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:33.395942] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:33.397933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:33.429224] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 16.6s | Global ETA: 2h 29m 13s [2025-11-22T01:43:33.430128] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:33.430193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:33.435049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:33.436829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:33.437730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:33.438621] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:33.441003] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:33.442931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:33.444260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:33.455990] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 8.3s | Global ETA: 2h 29m 13s [2025-11-22T01:43:33.456908] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:33.456969] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:33.458952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:33.459686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:33.719480] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 6.0s | Global ETA: 2h 29m 16s [2025-11-22T01:43:33.720511] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:33.720578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:33.725885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:33.727785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:33.728266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:33.728711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:33.731429] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:33.732193] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:33.732973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.037786] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.95% | Symbol ETA: 9.4s | Global ETA: 2h 29m 21s [2025-11-22T01:43:34.038696] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:34.038762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:34.043442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:34.045219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:34.045712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:34.046103] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:34.050399] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 7.7s | Global ETA: 2h 29m 21s [2025-11-22T01:43:34.051688] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:34.051749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.053719] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:34.054431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.093169] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 16.0s | Global ETA: 2h 29m 21s [2025-11-22T01:43:34.094083] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:34.094147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:34.099028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:34.100819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:34.101300] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:34.102192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:34.104575] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.106583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:34.107992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.129493] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:34.130620] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.132609] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:34.134195] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:34.136150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.332069] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 5.5s | Global ETA: 2h 29m 25s [2025-11-22T01:43:34.332962] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:34.333026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:34.337945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:34.339731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:34.340207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:34.340586] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:34.343020] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:34.343668] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:34.344340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.644148] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.98% | Symbol ETA: 7.1s | Global ETA: 2h 29m 29s [2025-11-22T01:43:34.645076] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:34.645138] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.647067] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:34.647836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.755617] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.84% | Symbol ETA: 15.3s | Global ETA: 2h 29m 30s [2025-11-22T01:43:34.756590] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:34.756683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:34.761477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:34.763300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:34.763822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:34.764706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:34.767073] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.769110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:34.769432] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.62% | Symbol ETA: 8.6s | Global ETA: 2h 29m 30s [2025-11-22T01:43:34.770381] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:34.770413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.770459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:34.775260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:34.777001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:34.777502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:34.777935] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:34.861806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:34.863095] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:34.865119] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:34.866746] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:43:34.868791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:34.922833] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 4.9s | Global ETA: 2h 29m 32s [2025-11-22T01:43:35.098946] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.05% [2025-11-22T01:43:35.234912] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 5.84% | Symbol ETA: 6.5s | Global ETA: 2h 29m 37s [2025-11-22T01:43:35.235828] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:35.235890] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:35.237849] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:35.238664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:35.270496] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.06% [2025-11-22T01:43:35.422474] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 14.6s | Global ETA: 2h 29m 39s [2025-11-22T01:43:35.423405] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:35.423470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:35.428530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:35.430359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:35.430869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:35.431792] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:35.434279] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:35.436439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:35.437887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:35.441746] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.30% [2025-11-22T01:43:35.499958] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 7.9s | Global ETA: 2h 29m 40s [2025-11-22T01:43:35.619506] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.98% [2025-11-22T01:43:35.670135] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.55% [2025-11-22T01:43:35.790737] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.39% [2025-11-22T01:43:35.836803] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.33%, Actual: 2.70% [2025-11-22T01:43:35.837612] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.18% | Symbol ETA: 6.0s | Global ETA: 2h 29m 45s [2025-11-22T01:43:35.838518] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:35.838580] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:35.840620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:35.841365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:35.960547] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:43:36.004344] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -3.60%, Actual: 1.07% [2025-11-22T01:43:36.092566] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 14.0s | Global ETA: 2h 29m 48s [2025-11-22T01:43:36.093464] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:36.093529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:36.098424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:36.100202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:36.100687] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:36.101571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:36.103968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:36.105941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:36.107288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:36.132367] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.28% [2025-11-22T01:43:36.169238] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.92%, Actual: 0.96% [2025-11-22T01:43:36.305542] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.09% [2025-11-22T01:43:36.339019] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 0.45% [2025-11-22T01:43:36.432738] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.91% | Symbol ETA: 5.4s | Global ETA: 2h 29m 52s [2025-11-22T01:43:36.433610] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:36.433691] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:36.435581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:43:36.436323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:36.476421] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.45% [2025-11-22T01:43:36.504548] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 0.73% [2025-11-22T01:43:36.645128] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.32% [2025-11-22T01:43:36.645331] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 42.0043% [2025-11-22T01:43:36.645429] [INFO ] [main ] ASBA: DISCARDED add_prev_close_to_open (score: 42.00%) [2025-11-22T01:43:36.645473] [INFO ] [main ] ASBA: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:43:36.645505] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_prior_day_tail_pressure'] [2025-11-22T01:43:36.645540] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:36.657113] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:36.658373] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:36.658437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:36.663254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:36.665060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:36.665529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:36.665934] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:36.668347] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:36.669000] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:36.671385] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 0.06% [2025-11-22T01:43:36.675541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:36.753270] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.92% | Symbol ETA: 13.3s | Global ETA: 2h 29m 57s [2025-11-22T01:43:36.754186] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:36.754260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:36.759052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:36.760794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:36.761261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:36.762142] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:36.764494] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:36.766450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:36.767806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:36.836347] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.95%, Actual: 1.35% [2025-11-22T01:43:37.005700] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.62%, Actual: 0.90% [2025-11-22T01:43:37.018854] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.58% | Symbol ETA: 4.8s | Global ETA: 2h 30m 0s [2025-11-22T01:43:37.179272] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 0.75% [2025-11-22T01:43:37.179487] [INFO ] [main ] KR: Magnitude Forecast Confidence: 41.2302% [2025-11-22T01:43:37.179591] [INFO ] [main ] KR: DISCARDED add_pct_change (score: 41.23%) [2025-11-22T01:43:37.179635] [INFO ] [main ] KR: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:43:37.179690] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag'] [2025-11-22T01:43:37.179727] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:37.189114] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.44%, Actual: 3.74% [2025-11-22T01:43:37.193484] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:37.194941] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:37.195018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:37.200010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:37.201896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:37.202447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:37.202874] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:37.272158] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 9.9s | Global ETA: 2h 30m 4s [2025-11-22T01:43:37.273102] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:37.273168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:37.278349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:37.280236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:37.280747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:37.281151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:37.283732] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:37.284391] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:37.287288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:37.288742] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:37.289890] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:37.291842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:37.293453] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:37.294459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:37.357902] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.04%, Actual: 0.14% [2025-11-22T01:43:37.417831] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 12.6s | Global ETA: 2h 30m 5s [2025-11-22T01:43:37.418770] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:37.419173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:37.423979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:37.425747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:37.426231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:37.427147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:37.429631] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:37.431714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:37.433061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:37.525380] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 1.53% [2025-11-22T01:43:37.694765] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 2.28% [2025-11-22T01:43:37.864128] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.37% [2025-11-22T01:43:37.874775] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 9.3s | Global ETA: 2h 30m 12s [2025-11-22T01:43:37.875708] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:37.875772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:37.880583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:37.882378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:37.882903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:37.883319] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:37.885721] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:37.886392] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:37.889127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:37.960574] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 14.1s | Global ETA: 2h 30m 13s [2025-11-22T01:43:37.961508] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:37.961574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:37.966393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:37.968208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:37.968706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:37.969139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:38.031762] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.98%, Actual: 0.92% [2025-11-22T01:43:38.056897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:38.058188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:38.060248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:38.061922] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:38.062922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:38.095961] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 12.0s | Global ETA: 2h 30m 14s [2025-11-22T01:43:38.096906] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:38.096977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:38.102375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:38.104315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:38.104848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:38.105764] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:38.108275] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:38.110421] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:38.111904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:38.199685] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 5.84%, Actual: 1.15% [2025-11-22T01:43:38.367492] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.18%, Actual: 2.09% [2025-11-22T01:43:38.473395] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 8.6s | Global ETA: 2h 30m 19s [2025-11-22T01:43:38.474282] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:38.474346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:38.479725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:38.481481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:38.481970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:38.482355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:38.484745] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:38.485416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:38.488153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:38.535878] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.91%, Actual: 2.60% [2025-11-22T01:43:38.706196] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.58%, Actual: 0.94% [2025-11-22T01:43:38.706382] [INFO ] [main ] AES: Magnitude Forecast Confidence: 38.7872% [2025-11-22T01:43:38.706460] [INFO ] [main ] AES: DISCARDED add_prev_close_to_open (score: 38.79%) [2025-11-22T01:43:38.706502] [INFO ] [main ] AES: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:43:38.706533] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_prior_day_tail_pressure'] [2025-11-22T01:43:38.706567] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:38.718302] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:38.719509] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:38.719570] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:38.721542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:38.722813] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 2.37% | Symbol ETA: 13.3s | Global ETA: 2h 30m 23s [2025-11-22T01:43:38.723825] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:38.723907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:38.724302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:38.729514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:38.731345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:38.731885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:38.732395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:38.789035] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.63% | Symbol ETA: 11.3s | Global ETA: 2h 30m 24s [2025-11-22T01:43:38.789936] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:38.790002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:38.794787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:38.796538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:38.797030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:38.797927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:38.800283] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:38.802253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:43:38.803551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:38.824352] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:38.825730] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:38.827953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:38.829706] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:38.830721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.069189] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 8.0s | Global ETA: 2h 30m 27s [2025-11-22T01:43:39.070074] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:39.070138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:39.075027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:39.076825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:39.077313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:39.077734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:39.080157] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:39.080813] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:39.083485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.313325] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.44% | Symbol ETA: 9.7s | Global ETA: 2h 30m 31s [2025-11-22T01:43:39.314212] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:39.314273] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:39.316239] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:39.319020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.447464] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 10.6s | Global ETA: 2h 30m 32s [2025-11-22T01:43:39.487745] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 12.5s | Global ETA: 2h 30m 33s [2025-11-22T01:43:39.488720] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:39.488794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:39.494172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:39.496376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:39.496919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:39.497444] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:39.590814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:39.592179] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:39.594319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:39.596029] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:39.597253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.615951] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 2.54% [2025-11-22T01:43:39.661415] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 7.4s | Global ETA: 2h 30m 35s [2025-11-22T01:43:39.662331] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:39.662394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:39.667398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:39.669273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:39.669788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:39.670242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:39.672759] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:39.673427] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:39.676344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.784453] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.19% [2025-11-22T01:43:39.913793] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 9.2s | Global ETA: 2h 30m 39s [2025-11-22T01:43:39.915032] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:39.915093] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:39.917009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:39.919750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:39.952638] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.84%, Actual: 1.48% [2025-11-22T01:43:40.120176] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 0.68% [2025-11-22T01:43:40.251474] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 11.8s | Global ETA: 2h 30m 43s [2025-11-22T01:43:40.252427] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:40.252495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:40.257521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:40.259428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:40.259943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:40.260730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:40.267787] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 6.8s | Global ETA: 2h 30m 43s [2025-11-22T01:43:40.268666] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:40.268730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:40.277159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:40.279141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:40.279621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:40.280037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:40.284882] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:40.285524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:40.288282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:40.291130] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 1.79% [2025-11-22T01:43:40.352807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:40.354107] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:40.356184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:40.357890] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:40.358916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:40.458118] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.92%, Actual: 2.71% [2025-11-22T01:43:40.514765] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 8.6s | Global ETA: 2h 30m 47s [2025-11-22T01:43:40.515680] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:40.515742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:40.517752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:40.520466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:40.625939] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.38% [2025-11-22T01:43:40.793782] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.44% [2025-11-22T01:43:40.882036] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.2s | Global ETA: 2h 30m 51s [2025-11-22T01:43:40.882976] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:40.883048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:40.888184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:40.890104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:40.890674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:40.891093] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:40.893700] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:40.894365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:40.897173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:40.962856] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.63%, Actual: 0.69% [2025-11-22T01:43:41.007114] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 11.0s | Global ETA: 2h 30m 53s [2025-11-22T01:43:41.008074] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:41.008142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:41.013617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:41.015617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:41.016138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:41.016539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:41.104443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:41.105736] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.107848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:41.109552] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:41.110596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.114848] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 8.0s | Global ETA: 2h 30m 54s [2025-11-22T01:43:41.115735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:41.115797] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.117731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:41.120406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.130476] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 1.90% [2025-11-22T01:43:41.130696] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 44.0598% [2025-11-22T01:43:41.130779] [INFO ] [main ] CBZ: DISCARDED add_open_reversal_intensity (score: 44.06%) [2025-11-22T01:43:41.130824] [INFO ] [main ] CBZ: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:43:41.130856] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:43:41.130892] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:41.143855] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:41.145130] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:41.145193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:41.150093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:41.151886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:41.152370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:41.153262] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:41.155623] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.157670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:41.159195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.500743] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 5.6s | Global ETA: 2h 30m 60s [2025-11-22T01:43:41.501609] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:41.501691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:41.506500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:41.508315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:41.508877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:41.509357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:41.511987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:41.512696] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:41.515472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.716528] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 7.4s | Global ETA: 2h 31m 2s [2025-11-22T01:43:41.717472] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:41.717534] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.719453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:41.722163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.753519] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 10.2s | Global ETA: 2h 31m 3s [2025-11-22T01:43:41.754418] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:41.754483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:41.759256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:41.761073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:41.761616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:41.762035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:41.826699] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 15.9s | Global ETA: 2h 31m 4s [2025-11-22T01:43:41.827703] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:41.827769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:41.832840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:41.834621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:41.835164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:41.836103] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:41.838894] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.840947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:41.842526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:41.851001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:41.852307] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:41.854413] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:41.856129] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:41.857187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.172512] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 5.0s | Global ETA: 2h 31m 8s [2025-11-22T01:43:42.173445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:42.173511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:42.178669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:42.180465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:42.180979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:42.181387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:42.183868] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:42.184526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:42.187301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.306534] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.66% | Symbol ETA: 6.8s | Global ETA: 2h 31m 10s [2025-11-22T01:43:42.307439] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:42.307500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:42.309419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:42.312115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.492870] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 15.2s | Global ETA: 2h 31m 13s [2025-11-22T01:43:42.493837] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:42.493902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:42.498782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:42.498822] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 9.5s | Global ETA: 2h 31m 13s [2025-11-22T01:43:42.499830] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:42.499904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:42.500584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:42.501097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:42.501986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:42.504377] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:42.504937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:42.506345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:42.506945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:42.507533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:42.507895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.507996] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:42.599334] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:42.600690] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:42.602886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:42.604578] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:42.605630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.776312] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 4.4s | Global ETA: 2h 31m 16s [2025-11-22T01:43:42.913098] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 6.2s | Global ETA: 2h 31m 18s [2025-11-22T01:43:42.914064] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:42.914125] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:42.916051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:42.918914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:42.950425] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.05% [2025-11-22T01:43:43.121163] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.06% [2025-11-22T01:43:43.186567] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.92% | Symbol ETA: 14.5s | Global ETA: 2h 31m 22s [2025-11-22T01:43:43.187493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:43.187558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:43.192326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:43.194075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:43.194553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:43.195441] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:43.197903] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:43.199849] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:43.201368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:43.237766] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 8.7s | Global ETA: 2h 31m 23s [2025-11-22T01:43:43.238670] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:43.238736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:43.243467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:43.245229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:43.245727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:43.246119] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:43.291967] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.30% [2025-11-22T01:43:43.332699] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:43.333956] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:43.335944] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:43.337555] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:43.338552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:43.461880] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.98% [2025-11-22T01:43:43.542618] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 6.80% | Symbol ETA: 5.6s | Global ETA: 2h 31m 27s [2025-11-22T01:43:43.543579] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:43.543664] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:43.545963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:43.549188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:43.634325] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.39% [2025-11-22T01:43:43.807708] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:43:43.858704] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 13.9s | Global ETA: 2h 31m 31s [2025-11-22T01:43:43.859715] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:43.859779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:43.864626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:43.866461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:43.866971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:43.867948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:43.870376] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:43.872348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:43.873929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:43.964242] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.99% | Symbol ETA: 7.9s | Global ETA: 2h 31m 32s [2025-11-22T01:43:43.965246] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:43.965313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:43.970178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:43.971920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:43.972404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:43.972810] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:43.985715] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.28% [2025-11-22T01:43:44.064886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:44.066170] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:44.068277] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:44.069964] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:43:44.071000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:44.165879] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 0.09% [2025-11-22T01:43:44.242178] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.61% | Symbol ETA: 5.0s | Global ETA: 2h 31m 36s [2025-11-22T01:43:44.243103] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:44.243169] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:44.245161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:43:44.248033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:44.339698] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.45% [2025-11-22T01:43:44.515276] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 0.32% [2025-11-22T01:43:44.515487] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 45.9554% [2025-11-22T01:43:44.515578] [INFO ] [main ] ASBA: DISCARDED add_prior_day_tail_pressure (score: 45.96%) [2025-11-22T01:43:44.515622] [INFO ] [main ] ASBA: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:43:44.515678] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_prior_mag_lag'] [2025-11-22T01:43:44.515737] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:44.524739] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.57% | Symbol ETA: 13.2s | Global ETA: 2h 31m 40s [2025-11-22T01:43:44.525609] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:44.525695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:44.527101] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:44.528475] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:44.528539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:44.530514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:44.532259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:44.532757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:44.533614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:44.533723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:44.535579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:44.535972] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:44.536107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:44.536516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:44.537993] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:44.539130] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:44.539533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:44.539834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:44.541473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:44.716997] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 7.2s | Global ETA: 2h 31m 42s [2025-11-22T01:43:44.838635] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.35% | Symbol ETA: 4.4s | Global ETA: 2h 31m 44s [2025-11-22T01:43:44.901095] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.55% [2025-11-22T01:43:45.004475] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.44%, Actual: 3.74% [2025-11-22T01:43:45.085304] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 2.37%, Actual: 2.70% [2025-11-22T01:43:45.139072] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 9.7s | Global ETA: 2h 31m 48s [2025-11-22T01:43:45.142875] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:45.142944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:45.149407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:45.151411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:45.151976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:45.152470] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:45.155018] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:45.155872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:45.157543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:45.171727] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 0.14% [2025-11-22T01:43:45.180466] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.91% | Symbol ETA: 12.5s | Global ETA: 2h 31m 48s [2025-11-22T01:43:45.181356] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:45.181420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:45.186271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:45.188128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:45.188590] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:45.189475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:45.191824] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:45.193820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:45.195330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:45.276186] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 1.07% [2025-11-22T01:43:45.338127] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 1.53% [2025-11-22T01:43:45.457627] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 0.96% [2025-11-22T01:43:45.512394] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.68%, Actual: 2.28% [2025-11-22T01:43:45.629302] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 0.45% [2025-11-22T01:43:45.680919] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.37% [2025-11-22T01:43:45.758959] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 9.1s | Global ETA: 2h 31m 56s [2025-11-22T01:43:45.759886] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:45.759951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:45.765178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:45.767031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:45.767575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:45.767993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:45.771020] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:45.771721] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:45.773401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:45.799909] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 0.73% [2025-11-22T01:43:45.844883] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 11.8s | Global ETA: 2h 31m 57s [2025-11-22T01:43:45.845775] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:45.845840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:45.846903] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.66%, Actual: 0.92% [2025-11-22T01:43:45.850722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:45.856195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:45.856695] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:45.857867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:45.860471] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:45.862444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:45.864528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:45.972394] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 0.06% [2025-11-22T01:43:46.013321] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 1.15% [2025-11-22T01:43:46.144212] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.35% [2025-11-22T01:43:46.179046] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 6.80%, Actual: 2.09% [2025-11-22T01:43:46.310188] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.99%, Actual: 0.90% [2025-11-22T01:43:46.345228] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.61%, Actual: 2.60% [2025-11-22T01:43:46.357427] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: 2h 32m 4s [2025-11-22T01:43:46.358345] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:46.358408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:46.363217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:46.365045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:46.365514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:46.365917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:46.368366] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:46.369017] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:46.370560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:46.479089] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.75% [2025-11-22T01:43:46.479271] [INFO ] [main ] KR: Magnitude Forecast Confidence: 48.2932% [2025-11-22T01:43:46.479365] [INFO ] [main ] KR: DISCARDED add_preclose_acceleration_mag (score: 48.29%) [2025-11-22T01:43:46.479408] [INFO ] [main ] KR: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:43:46.479439] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_1100_to_open'] [2025-11-22T01:43:46.479475] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:46.491599] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:46.492891] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:46.492957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:46.497788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:46.499540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:46.500036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:46.500425] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:46.511312] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.35%, Actual: 0.94% [2025-11-22T01:43:46.511789] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.6207% [2025-11-22T01:43:46.511868] [INFO ] [main ] AES: DISCARDED add_prior_day_tail_pressure (score: 43.62%) [2025-11-22T01:43:46.511909] [INFO ] [main ] AES: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:43:46.511940] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_prior_mag_lag'] [2025-11-22T01:43:46.511974] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:46.521359] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 11.1s | Global ETA: 2h 32m 6s [2025-11-22T01:43:46.522270] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:46.522336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:46.523186] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:46.524538] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:46.524600] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:46.526551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:46.527594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:46.528203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:46.529514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:46.530022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:46.531005] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:46.533594] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:46.536133] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:46.537970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:46.585438] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:46.586453] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:46.588394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:46.589925] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:46.590600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:46.954546] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 7.8s | Global ETA: 2h 32m 12s [2025-11-22T01:43:46.955547] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:46.955615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:46.960687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:46.962533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:46.963056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:46.963455] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:46.965971] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:46.966619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:46.968286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.106875] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.40% | Symbol ETA: 9.4s | Global ETA: 2h 32m 14s [2025-11-22T01:43:47.107804] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:47.107865] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:47.109780] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:47.111360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.176462] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 10.5s | Global ETA: 2h 32m 15s [2025-11-22T01:43:47.177453] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:47.177519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:47.182551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:47.184457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:47.184980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:47.185917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:47.188460] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:47.190497] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:47.192092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.209530] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 13.3s | Global ETA: 2h 32m 15s [2025-11-22T01:43:47.210446] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:47.210511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:47.215341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:47.217152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:47.217629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:47.218043] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:47.303458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:47.304477] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:47.306434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:47.307974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:47.308686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.568769] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 7.2s | Global ETA: 2h 32m 20s [2025-11-22T01:43:47.569710] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:47.569786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:47.575164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:47.577014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:47.577536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:47.577957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:47.580387] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:47.581080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:47.582759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.727177] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -4.57% | Symbol ETA: 8.9s | Global ETA: 2h 32m 22s [2025-11-22T01:43:47.728186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:47.728266] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:47.730310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:47.732177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:47.851394] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.29% | Symbol ETA: 9.8s | Global ETA: 2h 32m 24s [2025-11-22T01:43:47.943255] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 12.6s | Global ETA: 2h 32m 25s [2025-11-22T01:43:47.944203] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:47.944270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:47.949125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:47.950979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:47.951473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:47.951887] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:48.020452] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 2.54% [2025-11-22T01:43:48.037982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:48.039293] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:48.041314] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:48.042952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:48.043637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:48.180593] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 6.6s | Global ETA: 2h 32m 28s [2025-11-22T01:43:48.181525] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:48.181590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:48.185073] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.19% [2025-11-22T01:43:48.186750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:48.188597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:48.189103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:48.189581] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:48.192260] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:48.192976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:48.194770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:48.333385] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 2.41% | Symbol ETA: 8.4s | Global ETA: 2h 32m 30s [2025-11-22T01:43:48.334312] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:48.334375] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:48.336368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:48.338053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:48.349094] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.92%, Actual: 1.48% [2025-11-22T01:43:48.514044] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 0.68% [2025-11-22T01:43:48.666424] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 11.9s | Global ETA: 2h 32m 35s [2025-11-22T01:43:48.667345] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:48.667411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:48.672290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:48.674478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:48.674971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:48.675358] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:48.682863] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 1.79% [2025-11-22T01:43:48.764611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:48.765712] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:48.767672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:48.769242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:48.769940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:48.807954] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.0s | Global ETA: 2h 32m 36s [2025-11-22T01:43:48.808919] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:48.808983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:48.814281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:48.816126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:48.816613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:48.817032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:48.819583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:48.820247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:48.821844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:48.852161] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 2.71% [2025-11-22T01:43:48.932568] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 7.7s | Global ETA: 2h 32m 38s [2025-11-22T01:43:48.933489] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:48.933569] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:48.935522] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:48.937177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:49.017722] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.75%, Actual: 0.38% [2025-11-22T01:43:49.182157] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.44% [2025-11-22T01:43:49.346414] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.49%, Actual: 0.69% [2025-11-22T01:43:49.393830] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.93% | Symbol ETA: 11.2s | Global ETA: 2h 32m 44s [2025-11-22T01:43:49.394721] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:49.394786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:49.399513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:49.401312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:49.401807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:49.402195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:49.415224] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 5.4s | Global ETA: 2h 32m 44s [2025-11-22T01:43:49.416141] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:49.416206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:49.421179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:49.423144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:49.423712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:49.424164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:49.426730] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:49.427429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:49.429050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:49.485541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:49.486571] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:49.488550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:49.490091] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:49.490778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:49.513937] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.29%, Actual: 1.90% [2025-11-22T01:43:49.514087] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 51.3358% [2025-11-22T01:43:49.514172] [INFO ] [main ] CBZ: DISCARDED add_open_vs_close_liquidity_ratio (score: 51.34%) [2025-11-22T01:43:49.514216] [INFO ] [main ] CBZ: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:43:49.514248] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_open_vs_prev_range_position'] [2025-11-22T01:43:49.514284] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:49.526010] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:49.527345] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:49.527412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:49.529613] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 7.1s | Global ETA: 2h 32m 46s [2025-11-22T01:43:49.530532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:49.530593] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:49.532227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:49.532512] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:49.534036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:49.534125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:49.534518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:49.535398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:49.537856] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:49.539832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:49.542662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.030090] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 4.8s | Global ETA: 2h 32m 53s [2025-11-22T01:43:50.031026] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:50.031091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:50.036301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:50.038397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:50.038900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:50.039327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:50.041806] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:50.042597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:50.044187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.109237] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 10.4s | Global ETA: 2h 32m 54s [2025-11-22T01:43:50.110141] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:50.110206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:50.114924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:50.116657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:50.117155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:50.117546] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:50.120238] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.40% | Symbol ETA: 6.5s | Global ETA: 2h 32m 54s [2025-11-22T01:43:50.121159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:50.121222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.123266] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:50.124984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.183665] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 15.0s | Global ETA: 2h 32m 55s [2025-11-22T01:43:50.184538] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:50.184602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:50.189480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:50.191260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:50.191773] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:50.192686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:50.195079] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.197105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:50.201846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:50.202937] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.203764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.204901] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:50.206481] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:50.207180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.642313] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 4.2s | Global ETA: 2h 33m 1s [2025-11-22T01:43:50.732388] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 5.9s | Global ETA: 2h 33m 2s [2025-11-22T01:43:50.733365] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:50.733430] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.735542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:50.737233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.816905] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 0.05% [2025-11-22T01:43:50.827217] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 9.7s | Global ETA: 2h 33m 3s [2025-11-22T01:43:50.828124] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:50.828190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:50.832930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:50.834688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:50.835166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:50.835554] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:50.849479] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 14.3s | Global ETA: 2h 33m 3s [2025-11-22T01:43:50.850378] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:50.850442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:50.855195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:50.857001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:50.857495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:50.858362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:50.860782] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.862715] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:50.865503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.918905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:50.920005] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:50.921940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:50.923501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:50.924182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:50.987752] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.06% [2025-11-22T01:43:51.156181] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.30% [2025-11-22T01:43:51.321938] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.98% [2025-11-22T01:43:51.347195] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.76% | Symbol ETA: 5.3s | Global ETA: 2h 33m 10s [2025-11-22T01:43:51.348092] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:51.348153] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:51.350078] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:51.351678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:51.486502] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.39% [2025-11-22T01:43:51.511275] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 13.7s | Global ETA: 2h 33m 12s [2025-11-22T01:43:51.512170] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:51.512234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:51.517005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:51.518761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:51.519236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:51.520106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:51.522446] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:51.524381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:51.527176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:51.539456] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 9.0s | Global ETA: 2h 33m 13s [2025-11-22T01:43:51.540338] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:51.540403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:51.545171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:51.546920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:51.547407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:51.547807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:51.630498] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:51.631673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:51.633638] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:51.635227] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:51.635928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:51.651168] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.41% [2025-11-22T01:43:51.815898] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.28% [2025-11-22T01:43:51.953706] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -1.95% | Symbol ETA: 4.7s | Global ETA: 2h 33m 18s [2025-11-22T01:43:51.954629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:51.954713] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:51.956734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:43:51.958425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:51.983290] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.09% [2025-11-22T01:43:52.149032] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.45% [2025-11-22T01:43:52.169389] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 13.0s | Global ETA: 2h 33m 21s [2025-11-22T01:43:52.170268] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:52.170332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:52.175118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:52.176861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:52.177359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:52.178227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:52.180558] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:52.182498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:52.185296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:52.257690] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 8.3s | Global ETA: 2h 33m 22s [2025-11-22T01:43:52.258582] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:52.258682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:52.263461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:52.265577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:52.266089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:52.266479] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:52.314810] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.32% [2025-11-22T01:43:52.315022] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 25.7122% [2025-11-22T01:43:52.315110] [INFO ] [main ] ASBA: DISCARDED add_prior_mag_lag (score: 25.71%) [2025-11-22T01:43:52.315152] [INFO ] [main ] ASBA: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:43:52.315184] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_range_overlap_v_prior_day'] [2025-11-22T01:43:52.315297] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:52.326107] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:52.327513] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:52.327575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:52.332353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:52.334175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:52.334678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:52.335065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:52.337429] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:52.338077] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:52.340441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:52.349759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:52.350798] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:52.352725] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:52.354245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:52.354930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:52.579716] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.85% | Symbol ETA: 4.1s | Global ETA: 2h 33m 26s [2025-11-22T01:43:52.758336] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 3.74% [2025-11-22T01:43:52.832910] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 12.4s | Global ETA: 2h 33m 30s [2025-11-22T01:43:52.833795] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:52.833874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:52.838689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:52.840419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:52.840918] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:52.841789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:52.844121] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:52.846059] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:52.848885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:52.910721] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 9.0s | Global ETA: 2h 33m 31s [2025-11-22T01:43:52.911579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:52.911660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:52.916371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:52.918126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:52.918981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:52.919370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:52.921753] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:52.922386] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:52.924693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:52.936050] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -4.57%, Actual: 0.14% [2025-11-22T01:43:52.999296] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.25% | Symbol ETA: 7.5s | Global ETA: 2h 33m 32s [2025-11-22T01:43:53.000237] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:53.000306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:53.005021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:53.006753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:53.007519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:53.007936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:53.090263] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:53.091428] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:53.093412] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:53.095002] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:43:53.095686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:53.121075] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 2.41%, Actual: 1.53% [2025-11-22T01:43:53.292739] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 2.28% [2025-11-22T01:43:53.461015] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.37% [2025-11-22T01:43:53.485607] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 11.7s | Global ETA: 2h 33m 38s [2025-11-22T01:43:53.486498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:53.486563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:53.491369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:53.493101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:53.493572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:53.494460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:53.495858] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 8.5s | Global ETA: 2h 33m 39s [2025-11-22T01:43:53.496751] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:53.496816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:53.496842] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:53.498787] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:53.501536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:53.501560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:53.503294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:53.503788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:53.504175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:53.506530] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:53.507191] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:53.509451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:53.629631] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.40%, Actual: 0.92% [2025-11-22T01:43:53.735623] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 6.8s | Global ETA: 2h 33m 42s [2025-11-22T01:43:53.800580] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 1.15% [2025-11-22T01:43:53.909557] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.55% [2025-11-22T01:43:53.970410] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.76%, Actual: 2.09% [2025-11-22T01:43:54.076862] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 2.70% [2025-11-22T01:43:54.083801] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 7.9s | Global ETA: 2h 33m 46s [2025-11-22T01:43:54.084711] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:54.084773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:54.089617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:54.091367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:54.091866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:54.092250] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:54.094574] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:54.095225] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:54.097525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:54.137998] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -1.95%, Actual: 2.60% [2025-11-22T01:43:54.151886] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.99% | Symbol ETA: 11.0s | Global ETA: 2h 33m 47s [2025-11-22T01:43:54.152833] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:54.152912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:54.157872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:54.159669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:54.160220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:54.163274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:54.167217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:54.169241] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:54.172099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:54.244386] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.07% [2025-11-22T01:43:54.308309] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.85%, Actual: 0.94% [2025-11-22T01:43:54.308528] [INFO ] [main ] AES: Magnitude Forecast Confidence: 42.9427% [2025-11-22T01:43:54.308609] [INFO ] [main ] AES: DISCARDED add_prior_mag_lag (score: 42.94%) [2025-11-22T01:43:54.308673] [INFO ] [main ] AES: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:43:54.308710] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_range_overlap_v_prior_day'] [2025-11-22T01:43:54.308745] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:43:54.320516] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:54.321768] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:54.321829] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:54.323815] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:54.326255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:54.411704] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.93%, Actual: 0.96% [2025-11-22T01:43:54.579696] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.45% [2025-11-22T01:43:54.669342] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 7.3s | Global ETA: 2h 33m 54s [2025-11-22T01:43:54.670218] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:54.670280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:54.675087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:54.676959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:54.677471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:54.677875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:54.680263] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:54.680952] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:54.683259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:54.746919] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.73% [2025-11-22T01:43:54.835348] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -3.31% | Symbol ETA: 10.4s | Global ETA: 2h 33m 56s [2025-11-22T01:43:54.836253] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:54.836318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:54.841290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:54.843093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:54.843591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:54.844486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:54.846928] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:54.849024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:54.852011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:54.914823] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.06% [2025-11-22T01:43:54.925373] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.55% | Symbol ETA: 9.2s | Global ETA: 2h 33m 57s [2025-11-22T01:43:54.926272] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:54.926356] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:54.928401] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:54.930938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:55.084794] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.96%, Actual: 1.35% [2025-11-22T01:43:55.252137] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.25%, Actual: 0.90% [2025-11-22T01:43:55.252922] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 6.7s | Global ETA: 2h 34m 2s [2025-11-22T01:43:55.253804] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:55.253866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:55.258868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:55.260622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:55.261107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:55.261491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:55.263952] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:55.264589] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:55.266933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:55.418911] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 0.75% [2025-11-22T01:43:55.419083] [INFO ] [main ] KR: Magnitude Forecast Confidence: 50.3439% [2025-11-22T01:43:55.419170] [INFO ] [main ] KR: DISCARDED add_prev_1100_to_open (score: 50.34%) [2025-11-22T01:43:55.419212] [INFO ] [main ] KR: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:43:55.419245] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_1100'] [2025-11-22T01:43:55.419282] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:43:55.432372] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:55.433812] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:55.433876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:55.438823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:55.440588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:55.441075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:55.441463] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:55.506193] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 9.7s | Global ETA: 2h 34m 5s [2025-11-22T01:43:55.507197] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:55.507271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:55.512140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:55.513899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:55.514391] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:55.515260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:55.517678] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:55.519591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:43:55.522465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:55.528609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:55.529799] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:55.531785] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:55.533384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:55.534102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:55.534890] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -3.94% | Symbol ETA: 8.6s | Global ETA: 2h 34m 6s [2025-11-22T01:43:55.535934] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:55.536011] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:55.538073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:55.540762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:55.831572] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 6.1s | Global ETA: 2h 34m 9s [2025-11-22T01:43:55.832456] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:55.832519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:55.837395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:55.839133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:55.839594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:55.839996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:55.842366] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:55.843020] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:55.845306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.125800] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 8.0s | Global ETA: 2h 34m 13s [2025-11-22T01:43:56.126706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:56.126768] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:56.128769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:56.131321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.162181] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.98% | Symbol ETA: 9.1s | Global ETA: 2h 34m 14s [2025-11-22T01:43:56.190203] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 12.9s | Global ETA: 2h 34m 14s [2025-11-22T01:43:56.191103] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:56.191169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:56.195972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:56.197763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:56.198227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:56.198640] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:56.285199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:56.286462] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:56.288505] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:56.290185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:56.290939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.329543] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 2.54% [2025-11-22T01:43:56.407991] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 5.5s | Global ETA: 2h 34m 17s [2025-11-22T01:43:56.408906] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:56.408968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:56.414073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:56.415800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:56.416266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:56.416726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:56.419106] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:56.419769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:56.422051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.497504] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.19% [2025-11-22T01:43:56.663413] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.98%, Actual: 1.48% [2025-11-22T01:43:56.735655] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 7.4s | Global ETA: 2h 34m 21s [2025-11-22T01:43:56.736562] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:56.736625] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:56.738626] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:56.741258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.830070] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 0.68% [2025-11-22T01:43:56.922020] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 12.0s | Global ETA: 2h 34m 24s [2025-11-22T01:43:56.922921] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:56.923316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:56.928275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:56.930107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:56.930584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:56.930993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:56.980565] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 5.0s | Global ETA: 2h 34m 25s [2025-11-22T01:43:56.981445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:56.981508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:56.986266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:56.988027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:56.988493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:56.988898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:56.991245] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:56.991903] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:56.994222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:56.999137] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 1.79% [2025-11-22T01:43:57.017014] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:57.018358] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:57.020379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:57.022034] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:57.022741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:57.165085] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 2.71% [2025-11-22T01:43:57.331035] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.99%, Actual: 0.38% [2025-11-22T01:43:57.338101] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 6.8s | Global ETA: 2h 34m 29s [2025-11-22T01:43:57.338990] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:57.339052] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:57.340996] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:57.343391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:57.496668] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -3.31%, Actual: 0.44% [2025-11-22T01:43:57.553718] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 4.4s | Global ETA: 2h 34m 32s [2025-11-22T01:43:57.554585] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:57.554666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:57.559478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:57.561214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:57.561707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:57.562092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:57.564433] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:57.565082] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:57.567416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:57.651983] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 11.2s | Global ETA: 2h 34m 34s [2025-11-22T01:43:57.652888] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:57.652953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:57.657753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:57.659557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:57.660065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:57.660457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:57.663684] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 0.69% [2025-11-22T01:43:57.746755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:57.748115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:57.750134] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:57.751770] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:57.752449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:57.832542] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.98%, Actual: 1.90% [2025-11-22T01:43:57.832766] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 36.8890% [2025-11-22T01:43:57.832857] [INFO ] [main ] CBZ: DISCARDED add_open_vs_prev_range_position (score: 36.89%) [2025-11-22T01:43:57.832902] [INFO ] [main ] CBZ: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:43:57.832934] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_overnight_gap_amplitude'] [2025-11-22T01:43:57.832970] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:43:57.844578] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:57.846063] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:57.846141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:57.851084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:57.852926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:57.853404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:57.854287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:57.856686] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:57.858678] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:57.859315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:57.925205] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 6.2s | Global ETA: 2h 34m 37s [2025-11-22T01:43:57.926129] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:57.926194] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:57.928204] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:57.930982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:58.129578] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 3.8s | Global ETA: 2h 34m 40s [2025-11-22T01:43:58.296772] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.05% [2025-11-22T01:43:58.390870] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.13% | Symbol ETA: 10.5s | Global ETA: 2h 34m 43s [2025-11-22T01:43:58.391797] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:58.391862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:58.396683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:58.398479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:58.398980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:58.399370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:58.461798] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 0.06% [2025-11-22T01:43:58.485792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:58.487054] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:58.489108] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:58.490753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:58.491425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:58.504761] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 14.3s | Global ETA: 2h 34m 45s [2025-11-22T01:43:58.505664] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:58.505731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:58.510583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:58.512349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:58.512848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:58.513731] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:58.516092] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:58.518070] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:58.518726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:58.518884] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 5.6s | Global ETA: 2h 34m 45s [2025-11-22T01:43:58.519821] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:58.519888] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:58.521904] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:58.524363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:58.627278] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.30% [2025-11-22T01:43:58.793063] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.98% [2025-11-22T01:43:58.957403] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.39% [2025-11-22T01:43:59.119576] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.36% | Symbol ETA: 5.0s | Global ETA: 2h 34m 53s [2025-11-22T01:43:59.119892] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 9.7s | Global ETA: 2h 34m 53s [2025-11-22T01:43:59.120505] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:59.120568] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.120809] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:59.120875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:59.122198] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.41% [2025-11-22T01:43:59.122549] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:59.125048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.125952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:59.128039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:59.128565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:59.128973] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:59.168882] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 13.6s | Global ETA: 2h 34m 54s [2025-11-22T01:43:59.169794] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:59.169859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:59.174593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:59.176347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:59.176841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:59.177779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:59.180090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.182035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:59.182686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.214610] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:59.215898] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.217920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:59.219520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:59.220212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.286484] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.28% [2025-11-22T01:43:59.451144] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.09% [2025-11-22T01:43:59.615500] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.45% [2025-11-22T01:43:59.708828] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 4.4s | Global ETA: 2h 35m 1s [2025-11-22T01:43:59.709727] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:43:59.709812] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.711729] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:43:59.714102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.779035] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.32% [2025-11-22T01:43:59.779179] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 35.5680% [2025-11-22T01:43:59.779262] [INFO ] [main ] ASBA: DISCARDED add_range_overlap_v_prior_day (score: 35.57%) [2025-11-22T01:43:59.779303] [INFO ] [main ] ASBA: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:43:59.779334] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency'] [2025-11-22T01:43:59.779368] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:43:59.790113] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:43:59.791425] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:59.791487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:59.796309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:59.798099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:59.798562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:59.798971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:59.801338] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:43:59.801993] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:43:59.804153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.821416] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.51% | Symbol ETA: 12.9s | Global ETA: 2h 35m 2s [2025-11-22T01:43:59.822310] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:43:59.822375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:59.827204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:59.829005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:43:59.829498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:43:59.830386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:43:59.832749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.834693] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:43:59.835325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:43:59.850751] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 9.0s | Global ETA: 2h 35m 3s [2025-11-22T01:43:59.851673] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:43:59.851739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:43:59.856482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:43:59.858248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:43:59.858737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:43:59.859121] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:43:59.945783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:43:59.947075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:43:59.949100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:43:59.950742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:43:59.951414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:00.314793] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.85% | Symbol ETA: 3.8s | Global ETA: 2h 35m 9s [2025-11-22T01:44:00.374255] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 8.6s | Global ETA: 2h 35m 10s [2025-11-22T01:44:00.375138] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:00.375200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:00.380022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:00.381761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:00.382222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:00.382684] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:00.385042] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:00.385696] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:00.391275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:00.481936] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.55%, Actual: 3.74% [2025-11-22T01:44:00.695301] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -3.94%, Actual: 0.14% [2025-11-22T01:44:00.705614] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 8.3s | Global ETA: 2h 35m 14s [2025-11-22T01:44:00.706801] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:00.706868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:00.710163] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.49% | Symbol ETA: 12.6s | Global ETA: 2h 35m 14s [2025-11-22T01:44:00.711032] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:00.711097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:00.715166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:00.715882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:00.717049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:00.717548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:00.717665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:00.717968] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:00.718141] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:00.719009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:00.721331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:00.723297] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:00.723964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:00.803401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:00.804720] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:00.806790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:00.808510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:00.809243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:00.988076] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.53% [2025-11-22T01:44:01.130930] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 8.7s | Global ETA: 2h 35m 20s [2025-11-22T01:44:01.131834] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:01.131917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:01.136689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:01.138427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:01.138913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:01.139300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:01.141636] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:01.142280] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:01.144313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:01.155574] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 2.28% [2025-11-22T01:44:01.328559] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.37% [2025-11-22T01:44:01.501068] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.92% [2025-11-22T01:44:01.555557] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.30% | Symbol ETA: 7.6s | Global ETA: 2h 35m 25s [2025-11-22T01:44:01.556543] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:01.556608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:01.561834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:01.563584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:01.564074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:01.564457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:01.618263] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 12.1s | Global ETA: 2h 35m 26s [2025-11-22T01:44:01.619316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:01.619385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:01.624456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:01.626303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:01.626979] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:01.627907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:01.630334] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:01.632359] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:01.633042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:01.649574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:01.650931] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:01.653006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:01.654664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:01.655351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:01.686676] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 1.15% [2025-11-22T01:44:01.713146] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 7.8s | Global ETA: 2h 35m 27s [2025-11-22T01:44:01.714033] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:01.714095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:01.718930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:01.720687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:01.721159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:01.721573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:01.723963] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:01.724601] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:01.726678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:01.863241] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.36%, Actual: 2.09% [2025-11-22T01:44:02.035437] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 2.60% [2025-11-22T01:44:02.204618] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.85%, Actual: 0.94% [2025-11-22T01:44:02.204844] [INFO ] [main ] AES: Magnitude Forecast Confidence: 33.2738% [2025-11-22T01:44:02.204925] [INFO ] [main ] AES: DISCARDED add_range_overlap_v_prior_day (score: 33.27%) [2025-11-22T01:44:02.204969] [INFO ] [main ] AES: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:44:02.205000] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_range_volume_efficiency'] [2025-11-22T01:44:02.205035] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:02.220043] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:02.221631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:02.221718] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:02.224437] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:02.227604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.281108] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 11.3s | Global ETA: 2h 35m 35s [2025-11-22T01:44:02.282044] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:02.282110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:02.282133] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 6.8s | Global ETA: 2h 35m 35s [2025-11-22T01:44:02.283098] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:02.283165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:02.286993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:02.288062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:02.288886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:02.289374] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:02.290029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:02.290268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:02.290555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:02.290975] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:02.292696] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:02.294693] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:02.295359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.300702] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 7.1s | Global ETA: 2h 35m 35s [2025-11-22T01:44:02.301599] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:02.301688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:02.306576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:02.308461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:02.308957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:02.309343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:02.311778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:02.312467] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:02.314564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.378476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:02.379807] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:02.381886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:02.383554] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:02.384270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.825779] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.78% | Symbol ETA: 9.0s | Global ETA: 2h 35m 42s [2025-11-22T01:44:02.826706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:02.826766] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:02.828834] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:02.831007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.896033] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 6.4s | Global ETA: 2h 35m 43s [2025-11-22T01:44:02.896919] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:02.896981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:02.901972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:02.903751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:02.904217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:02.904606] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:02.906978] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:02.907713] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:02.909791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:02.967016] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.79% | Symbol ETA: 10.5s | Global ETA: 2h 35m 44s [2025-11-22T01:44:02.968054] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:02.968129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:02.973291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:02.975206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:02.975731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:02.976622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:02.979113] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:02.981569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:02.982343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:03.021121] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.39% | Symbol ETA: 6.1s | Global ETA: 2h 35m 45s [2025-11-22T01:44:03.190780] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.55% [2025-11-22T01:44:03.364122] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 2.70% [2025-11-22T01:44:03.423508] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 8.3s | Global ETA: 2h 35m 50s [2025-11-22T01:44:03.424388] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:03.424449] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:03.426371] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:03.428506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:03.476780] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 5.8s | Global ETA: 2h 35m 51s [2025-11-22T01:44:03.477695] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:03.477758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:03.482505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:03.484249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:03.484738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:03.485120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:03.487576] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:03.488253] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:03.490345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:03.535850] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 1.07% [2025-11-22T01:44:03.640928] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 9.8s | Global ETA: 2h 35m 53s [2025-11-22T01:44:03.641868] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:03.641934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:03.646706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:03.648456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:03.648954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:03.649827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:03.652171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:03.654128] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:03.654794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:03.712237] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.13%, Actual: 0.96% [2025-11-22T01:44:03.878341] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.45% [2025-11-22T01:44:04.012112] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 7.7s | Global ETA: 2h 35m 58s [2025-11-22T01:44:04.013006] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:04.013067] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:04.014990] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:04.017170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.045995] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.90%, Actual: 0.73% [2025-11-22T01:44:04.056937] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 5.1s | Global ETA: 2h 35m 58s [2025-11-22T01:44:04.057845] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:04.057908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:04.062663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:04.064399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:04.064893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:04.065275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:04.068051] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:04.068706] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:04.070798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.214256] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.06% [2025-11-22T01:44:04.297487] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 9.0s | Global ETA: 2h 36m 2s [2025-11-22T01:44:04.298433] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:04.298498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:04.303432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:04.305220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:04.305717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:04.306569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:04.308948] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:04.310896] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:44:04.311541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.386553] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.30%, Actual: 1.35% [2025-11-22T01:44:04.557522] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.83%, Actual: 0.90% [2025-11-22T01:44:04.629575] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 7.1s | Global ETA: 2h 36m 6s [2025-11-22T01:44:04.630606] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:04.630719] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:04.632740] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:04.635047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.644162] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 4.5s | Global ETA: 2h 36m 6s [2025-11-22T01:44:04.645048] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:04.645110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:04.649904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:04.651613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:04.652097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:04.652482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:04.654843] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:04.655474] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:04.657525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.729611] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.39%, Actual: 0.75% [2025-11-22T01:44:04.729857] [INFO ] [main ] KR: Magnitude Forecast Confidence: 37.3465% [2025-11-22T01:44:04.729964] [INFO ] [main ] KR: DISCARDED add_prev_close_to_1100 (score: 37.35%) [2025-11-22T01:44:04.730012] [INFO ] [main ] KR: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:44:04.730049] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_open'] [2025-11-22T01:44:04.730089] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:04.744588] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:04.746029] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:04.746110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:04.751339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:04.753347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:04.753882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:04.754293] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:04.842025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:04.843303] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:04.845297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:04.846955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:04.847699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:04.969267] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.95% | Symbol ETA: 8.3s | Global ETA: 2h 36m 11s [2025-11-22T01:44:05.140828] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 2.54% [2025-11-22T01:44:05.229010] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 3.9s | Global ETA: 2h 36m 14s [2025-11-22T01:44:05.229897] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:05.229959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:05.234654] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.20% | Symbol ETA: 6.5s | Global ETA: 2h 36m 14s [2025-11-22T01:44:05.234900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:05.235638] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:05.235732] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:05.236765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:05.237270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:05.237672] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:05.237821] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:05.240032] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:05.240069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:05.240832] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:05.242901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:05.313406] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 0.19% [2025-11-22T01:44:05.484177] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 12.5s | Global ETA: 2h 36m 17s [2025-11-22T01:44:05.485368] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:05.485434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:05.485745] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.51%, Actual: 1.48% [2025-11-22T01:44:05.490308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:05.492069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:05.492561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:05.493041] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:05.585495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:05.586804] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:05.589037] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:05.590730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:05.591438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:05.679703] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.49%, Actual: 0.68% [2025-11-22T01:44:05.819826] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.3s | Global ETA: 2h 36m 22s [2025-11-22T01:44:05.837985] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 5.9s | Global ETA: 2h 36m 22s [2025-11-22T01:44:05.838870] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:05.838930] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:05.840838] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:05.842966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:05.853777] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 1.79% [2025-11-22T01:44:05.992117] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.05% [2025-11-22T01:44:06.025275] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 2.71% [2025-11-22T01:44:06.160554] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 0.06% [2025-11-22T01:44:06.196906] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 0.38% [2025-11-22T01:44:06.238323] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 11.8s | Global ETA: 2h 36m 27s [2025-11-22T01:44:06.239286] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:06.239353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:06.244529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:06.246575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:06.247160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:06.247566] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:06.329885] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.30% [2025-11-22T01:44:06.335357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:06.336608] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:06.338682] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:06.340285] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:06.341000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:06.365262] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 0.44% [2025-11-22T01:44:06.436018] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 5.97% | Symbol ETA: 5.3s | Global ETA: 2h 36m 30s [2025-11-22T01:44:06.436958] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:06.437020] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:06.439186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:06.441439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:06.497341] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.98% [2025-11-22T01:44:06.536861] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.69% [2025-11-22T01:44:06.663808] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 0.39% [2025-11-22T01:44:06.712325] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.95%, Actual: 1.90% [2025-11-22T01:44:06.712589] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 30.7234% [2025-11-22T01:44:06.712735] [INFO ] [main ] CBZ: DISCARDED add_overnight_gap_amplitude (score: 30.72%) [2025-11-22T01:44:06.712801] [INFO ] [main ] CBZ: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:44:06.712849] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_overnight_gap_mag'] [2025-11-22T01:44:06.712926] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:06.730518] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:06.732392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:06.732469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:06.738974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:06.741496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:06.742199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:06.743432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:06.746869] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:06.749754] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:06.750813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:06.830055] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.41% [2025-11-22T01:44:06.957712] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 11.0s | Global ETA: 2h 36m 37s [2025-11-22T01:44:06.958575] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:06.958664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:06.963384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:06.965144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:06.965614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:06.966024] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:06.996430] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.28% [2025-11-22T01:44:07.031116] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.91% | Symbol ETA: 4.7s | Global ETA: 2h 36m 38s [2025-11-22T01:44:07.032043] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:07.032105] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:07.034041] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:07.036174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:07.051693] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:07.052939] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:07.054926] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:07.056517] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:07.057227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:07.163716] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.09% [2025-11-22T01:44:07.332478] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.45% [2025-11-22T01:44:07.437526] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 14.6s | Global ETA: 2h 36m 43s [2025-11-22T01:44:07.438418] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:07.438482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:07.443267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:07.445034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:07.445504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:07.446426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:07.448933] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:07.450973] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:07.451716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:07.501433] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.32% [2025-11-22T01:44:07.501671] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 33.3617% [2025-11-22T01:44:07.501763] [INFO ] [main ] ASBA: DISCARDED add_range_volume_efficiency (score: 33.36%) [2025-11-22T01:44:07.501807] [INFO ] [main ] ASBA: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:44:07.501840] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:44:07.501876] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:07.512897] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:07.514171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:07.514233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:07.519040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:07.520851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:07.521329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:07.521743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:07.524152] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:07.524809] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:07.528822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:07.621944] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.33% | Symbol ETA: 4.1s | Global ETA: 2h 36m 46s [2025-11-22T01:44:07.622844] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:07.622904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:07.624869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:07.626997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:07.704355] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.13% | Symbol ETA: 10.3s | Global ETA: 2h 36m 47s [2025-11-22T01:44:07.705338] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:07.705407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:07.710608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:07.712554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:07.713102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:07.713518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:07.803169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:07.804437] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:07.806526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:07.808388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:07.809250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.108766] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 8.5s | Global ETA: 2h 36m 52s [2025-11-22T01:44:08.109677] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:08.109755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:08.114580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:08.116415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:08.116933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:08.117345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:08.119768] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:08.120435] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:08.124334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.134823] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 13.8s | Global ETA: 2h 36m 52s [2025-11-22T01:44:08.136045] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:08.136110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:08.140983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:08.142831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:08.143311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:08.144199] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:08.146591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:08.148596] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:08.149318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.221855] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.42% | Symbol ETA: 3.5s | Global ETA: 2h 36m 54s [2025-11-22T01:44:08.406931] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 3.74% [2025-11-22T01:44:08.444830] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 9.5s | Global ETA: 2h 36m 57s [2025-11-22T01:44:08.445777] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:08.445844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:08.450877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:08.452748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:08.453239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:08.453665] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:08.541924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:08.543200] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:08.545220] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:08.546934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:08.547691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.576561] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.48%, Actual: 0.14% [2025-11-22T01:44:08.706124] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 7.9s | Global ETA: 2h 37m 0s [2025-11-22T01:44:08.707023] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:08.707105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:08.712022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:08.713814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:08.714287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:08.714700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:08.717102] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:08.717811] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:08.721686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.748424] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 1.53% [2025-11-22T01:44:08.792927] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.93% | Symbol ETA: 13.0s | Global ETA: 2h 37m 1s [2025-11-22T01:44:08.793826] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:08.793890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:08.798725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:08.800493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:08.800996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:08.801874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:08.804222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:08.806215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:08.806928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:08.918303] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 2.28% [2025-11-22T01:44:09.085601] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.37% [2025-11-22T01:44:09.184338] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.89% | Symbol ETA: 8.8s | Global ETA: 2h 37m 6s [2025-11-22T01:44:09.185670] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:09.185745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:09.190694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:09.192515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:09.193026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:09.193434] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:09.258407] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.92% [2025-11-22T01:44:09.278576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:09.279852] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:09.281914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:09.283560] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:09.284267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:09.295478] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 7.3s | Global ETA: 2h 37m 8s [2025-11-22T01:44:09.296431] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:09.296496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:09.301805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:09.303864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:09.304402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:09.304889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:09.307968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:09.308780] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:09.313452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:09.430409] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 5.97%, Actual: 1.15% [2025-11-22T01:44:09.460691] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -4.18% | Symbol ETA: 12.3s | Global ETA: 2h 37m 10s [2025-11-22T01:44:09.461574] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:09.461659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:09.466400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:09.468195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:09.468685] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:09.469531] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:09.471902] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:09.473880] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:09.474573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:09.601011] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.91%, Actual: 2.09% [2025-11-22T01:44:09.776212] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.33%, Actual: 2.60% [2025-11-22T01:44:09.907002] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 8.0s | Global ETA: 2h 37m 16s [2025-11-22T01:44:09.907926] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:09.907990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:09.912753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:09.914510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:09.915003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:09.915392] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:09.926064] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 6.7s | Global ETA: 2h 37m 16s [2025-11-22T01:44:09.927055] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:09.927143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:09.932625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:09.934583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:09.935089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:09.935485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:09.938256] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:09.938954] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:09.943309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:09.949434] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.42%, Actual: 0.94% [2025-11-22T01:44:09.949677] [INFO ] [main ] AES: Magnitude Forecast Confidence: 37.9762% [2025-11-22T01:44:09.949780] [INFO ] [main ] AES: DISCARDED add_range_volume_efficiency (score: 37.98%) [2025-11-22T01:44:09.949838] [INFO ] [main ] AES: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:44:09.949875] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:44:09.949922] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:09.965358] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:09.966883] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:09.966946] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:09.969062] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:09.973300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.000119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:10.001179] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:10.003140] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:10.004714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:10.005400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.129634] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 11.6s | Global ETA: 2h 37m 19s [2025-11-22T01:44:10.130579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:10.130670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:10.135709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:10.137589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:10.138127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:10.139059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:10.141535] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:10.143629] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:10.144401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.556969] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 6.2s | Global ETA: 2h 37m 25s [2025-11-22T01:44:10.557970] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:10.558047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:10.563664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:10.565535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:10.566047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:10.566443] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:10.568970] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:10.569684] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:10.573866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.581705] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.34% | Symbol ETA: 8.7s | Global ETA: 2h 37m 25s [2025-11-22T01:44:10.582585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:10.582664] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:10.584561] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:10.588529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.627453] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 7.3s | Global ETA: 2h 37m 26s [2025-11-22T01:44:10.628339] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:10.628405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:10.633236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:10.634987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:10.635462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:10.635869] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:10.720487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:10.721566] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:10.723504] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:10.725106] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:10.725782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:10.804879] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 10.9s | Global ETA: 2h 37m 28s [2025-11-22T01:44:10.805798] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:10.805865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:10.810903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:10.812757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:10.813247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:10.814173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:10.816672] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:10.818785] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:10.819514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.183813] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 5.6s | Global ETA: 2h 37m 33s [2025-11-22T01:44:11.183909] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 8.0s | Global ETA: 2h 37m 33s [2025-11-22T01:44:11.184795] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:11.184821] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:11.184879] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:11.184873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:11.186820] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:11.190381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:11.190747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.192254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:11.192766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:11.193162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:11.195592] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:11.196359] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:11.200987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.356939] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 6.6s | Global ETA: 2h 37m 35s [2025-11-22T01:44:11.357891] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:11.357958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:11.362718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:11.364449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:11.364947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:11.365331] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:11.448678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:11.449759] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:11.451763] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:11.453283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:11.453968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.509507] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 10.3s | Global ETA: 2h 37m 37s [2025-11-22T01:44:11.510428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:11.510491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:11.515306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:11.517155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:11.517638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:11.518507] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:11.520989] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:11.522934] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:11.523629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.788992] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 7.4s | Global ETA: 2h 37m 41s [2025-11-22T01:44:11.789915] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:11.789979] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:11.791990] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:11.796092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:11.805251] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 5.0s | Global ETA: 2h 37m 41s [2025-11-22T01:44:11.806172] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:11.806237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:11.811188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:11.812964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:11.813448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:11.813957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:11.816387] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:11.817283] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:11.821833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:12.085509] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 2h 37m 45s [2025-11-22T01:44:12.181846] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.50% | Symbol ETA: 9.6s | Global ETA: 2h 37m 46s [2025-11-22T01:44:12.182746] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:12.182809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:12.187618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:12.189357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:12.189857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:12.190727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:12.193060] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:12.194993] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:12.195711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:12.254163] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 0.55% [2025-11-22T01:44:12.390603] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 4.3s | Global ETA: 2h 37m 49s [2025-11-22T01:44:12.391502] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:12.391565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:12.396350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:12.398188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:12.398675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:12.399067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:12.401136] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 6.8s | Global ETA: 2h 37m 49s [2025-11-22T01:44:12.401422] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:12.402086] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:12.402139] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:12.402207] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:12.404557] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:12.405901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:12.409316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:12.424804] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.70% [2025-11-22T01:44:12.604336] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.07% [2025-11-22T01:44:12.798619] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.13%, Actual: 0.96% [2025-11-22T01:44:12.841166] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 8.9s | Global ETA: 2h 37m 55s [2025-11-22T01:44:12.842079] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:12.842155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:12.846927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:12.848698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:12.849189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:12.850057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:12.852387] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:12.854324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:44:12.855039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:12.979074] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 3.7s | Global ETA: 2h 37m 57s [2025-11-22T01:44:12.980171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:12.980234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:12.981976] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.56%, Actual: 0.45% [2025-11-22T01:44:12.985244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:12.987105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:12.987584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:12.987987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:12.990319] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:12.990974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:12.994921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:13.025388] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 6.2s | Global ETA: 2h 37m 57s [2025-11-22T01:44:13.026511] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:13.026574] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:13.028718] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:13.033596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:13.160147] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 0.73% [2025-11-22T01:44:13.358621] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.06% [2025-11-22T01:44:13.611039] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.35% [2025-11-22T01:44:13.736047] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 3.1s | Global ETA: 2h 38m 7s [2025-11-22T01:44:13.736180] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.49% | Symbol ETA: 8.2s | Global ETA: 2h 38m 7s [2025-11-22T01:44:13.813101] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 5.7s | Global ETA: 2h 38m 8s [2025-11-22T01:44:13.814152] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:13.814232] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:13.816519] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:13.821597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:13.840993] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.90% [2025-11-22T01:44:13.948766] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.05% [2025-11-22T01:44:13.962847] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 2.54% [2025-11-22T01:44:14.051890] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.75% [2025-11-22T01:44:14.052122] [INFO ] [main ] KR: Magnitude Forecast Confidence: 42.7717% [2025-11-22T01:44:14.052235] [INFO ] [main ] KR: DISCARDED add_prev_close_to_open (score: 42.77%) [2025-11-22T01:44:14.052281] [INFO ] [main ] KR: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:44:14.052319] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure'] [2025-11-22T01:44:14.052395] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:14.070171] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:14.071661] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:14.071733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:14.077005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:14.079845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:14.080579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:14.081160] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:14.148275] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.06% [2025-11-22T01:44:14.181854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:14.183249] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:14.185487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:14.187539] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:14.190487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:14.201302] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 0.19% [2025-11-22T01:44:14.358107] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.30% [2025-11-22T01:44:14.386938] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.93%, Actual: 1.48% [2025-11-22T01:44:14.505441] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 5.1s | Global ETA: 2h 38m 17s [2025-11-22T01:44:14.506428] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:14.506502] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:14.508825] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:14.513289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:14.538673] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.98% [2025-11-22T01:44:14.562669] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -4.18%, Actual: 0.68% [2025-11-22T01:44:14.716840] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.39% [2025-11-22T01:44:14.740128] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 1.79% [2025-11-22T01:44:14.841058] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 12.3s | Global ETA: 2h 38m 21s [2025-11-22T01:44:14.841975] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:14.842040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:14.846965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:14.848824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:14.849313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:14.849726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:14.894019] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.41% [2025-11-22T01:44:14.908973] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 2.71% [2025-11-22T01:44:14.935751] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:14.937058] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:14.939219] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:14.940930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:14.943860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:15.072658] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.28% [2025-11-22T01:44:15.078075] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.38% [2025-11-22T01:44:15.103597] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.14% | Symbol ETA: 4.4s | Global ETA: 2h 38m 25s [2025-11-22T01:44:15.104528] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:15.104591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:15.106551] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:15.110630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:15.245759] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.50%, Actual: 0.44% [2025-11-22T01:44:15.250312] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.09% [2025-11-22T01:44:15.419548] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.45% [2025-11-22T01:44:15.420350] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.69% [2025-11-22T01:44:15.581695] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 11.4s | Global ETA: 2h 38m 31s [2025-11-22T01:44:15.582706] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:15.582774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:15.587789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:15.589762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:15.590264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:15.590720] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:15.590885] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 0.32% [2025-11-22T01:44:15.591104] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 39.9241% [2025-11-22T01:44:15.591195] [INFO ] [main ] ASBA: DISCARDED add_range_volume_efficiency_refinements (score: 39.92%) [2025-11-22T01:44:15.591240] [INFO ] [main ] ASBA: Testing feature 39/53: add_regime [2025-11-22T01:44:15.591276] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_regime'] [2025-11-22T01:44:15.591313] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:15.596907] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.49%, Actual: 1.90% [2025-11-22T01:44:15.597164] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.1622% [2025-11-22T01:44:15.597259] [INFO ] [main ] CBZ: DISCARDED add_overnight_gap_mag (score: 42.16%) [2025-11-22T01:44:15.597309] [INFO ] [main ] CBZ: Testing feature 29/53: add_pct_change [2025-11-22T01:44:15.597357] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_pct_change'] [2025-11-22T01:44:15.597406] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:15.602706] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:15.603999] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:15.604064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:15.609189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:15.611070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:15.611239] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:15.611571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:15.612225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:15.612739] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:15.612806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:15.614701] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:15.615364] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:15.617860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:15.619815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:15.620305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:15.621211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:15.623754] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:15.625842] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:15.628013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:15.636139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:15.682193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:15.683543] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:15.685795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:15.687547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:15.690431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:15.709529] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.29% | Symbol ETA: 3.8s | Global ETA: 2h 38m 33s [2025-11-22T01:44:15.710617] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:15.711015] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:15.713126] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:15.717639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:16.232419] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 8.6s | Global ETA: 2h 38m 40s [2025-11-22T01:44:16.233392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:16.233456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:16.238565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:16.240403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:16.240947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:16.241371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:16.243941] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:16.244592] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:16.265447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:16.313993] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 13.9s | Global ETA: 2h 38m 41s [2025-11-22T01:44:16.314982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:16.315048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:16.320197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:16.322378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:16.322908] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:16.323829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:16.326438] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:16.328607] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:16.330809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:16.356147] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.52% | Symbol ETA: 3.1s | Global ETA: 2h 38m 41s [2025-11-22T01:44:16.376888] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 10.7s | Global ETA: 2h 38m 42s [2025-11-22T01:44:16.377880] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:16.377949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:16.382910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:16.384828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:16.385320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:16.385735] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:16.471188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:16.472444] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:16.474431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:16.476052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:16.478708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:16.530332] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 3.74% [2025-11-22T01:44:16.700485] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 0.14% [2025-11-22T01:44:16.866849] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 8.0s | Global ETA: 2h 38m 48s [2025-11-22T01:44:16.867877] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:16.867946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:16.870944] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 1.53% [2025-11-22T01:44:16.873616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:16.875625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:16.876185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:16.876592] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:16.879117] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:16.879814] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:16.901581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:17.015448] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.86% | Symbol ETA: 13.2s | Global ETA: 2h 38m 50s [2025-11-22T01:44:17.016467] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:17.016533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:17.022121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:17.023984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:17.024541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:17.025523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:17.028093] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:17.030167] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:17.032372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:17.039349] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 2.28% [2025-11-22T01:44:17.120885] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.71% | Symbol ETA: 9.9s | Global ETA: 2h 38m 52s [2025-11-22T01:44:17.121773] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:17.121840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:17.127073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:17.128889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:17.129363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:17.129771] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:17.204557] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.37% [2025-11-22T01:44:17.215434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:17.216552] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:17.218538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:17.220108] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:17.222726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:17.370985] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 0.92% [2025-11-22T01:44:17.483990] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 7.4s | Global ETA: 2h 38m 56s [2025-11-22T01:44:17.484878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:17.484941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:17.489706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:17.491457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:17.492011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:17.492396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:17.494994] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:17.495621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:17.515354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:17.537149] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 1.15% [2025-11-22T01:44:17.719685] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.14%, Actual: 2.09% [2025-11-22T01:44:17.721448] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.06% | Symbol ETA: 12.5s | Global ETA: 2h 38m 60s [2025-11-22T01:44:17.722392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:17.722457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:17.727300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:17.729131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:17.729612] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:17.730491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:17.732849] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:17.734800] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:17.736770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:17.852793] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.66% | Symbol ETA: 9.1s | Global ETA: 2h 39m 1s [2025-11-22T01:44:17.853688] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:17.853755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:17.858582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:17.860396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:17.860889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:17.861278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:17.894740] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.29%, Actual: 2.60% [2025-11-22T01:44:17.947373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:17.948445] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:17.950379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:17.951934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:17.954546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.067752] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.52%, Actual: 0.94% [2025-11-22T01:44:18.067967] [INFO ] [main ] AES: Magnitude Forecast Confidence: 53.3317% [2025-11-22T01:44:18.068051] [INFO ] [main ] AES: DISCARDED add_range_volume_efficiency_refinements (score: 53.33%) [2025-11-22T01:44:18.068093] [INFO ] [main ] AES: Testing feature 39/53: add_regime [2025-11-22T01:44:18.068126] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_regime'] [2025-11-22T01:44:18.068161] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:18.080002] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:18.081487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:18.081548] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:18.083559] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:18.086694] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 6.7s | Global ETA: 2h 39m 4s [2025-11-22T01:44:18.087612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:18.087693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:18.092565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:18.094314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:18.094799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:18.095186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:18.097570] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:18.098224] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:18.100388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.117667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.397324] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 11.8s | Global ETA: 2h 39m 8s [2025-11-22T01:44:18.398223] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:18.398288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:18.403117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:18.404886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:18.405365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:18.406259] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:18.408625] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:18.410566] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:18.412509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.586244] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.98% | Symbol ETA: 8.4s | Global ETA: 2h 39m 11s [2025-11-22T01:44:18.587189] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:18.587255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:18.592032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:18.593776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:18.594245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:18.594626] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:18.679918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:18.681010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:18.683022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:18.684546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:18.687246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.692061] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 6.1s | Global ETA: 2h 39m 12s [2025-11-22T01:44:18.692982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:18.693055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:18.698011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:18.699799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:18.700265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:18.700665] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:18.703115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:18.703768] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:18.704896] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 8.6s | Global ETA: 2h 39m 13s [2025-11-22T01:44:18.705781] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:18.705843] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:18.707910] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:18.723725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:18.724716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.072687] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.67% | Symbol ETA: 11.1s | Global ETA: 2h 39m 17s [2025-11-22T01:44:19.073575] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:19.073661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:19.078502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:19.080295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:19.080797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:19.081710] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:19.084123] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:19.086102] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:19.088141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.298092] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 5.4s | Global ETA: 2h 39m 20s [2025-11-22T01:44:19.298983] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:19.299045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:19.303835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:19.305583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:19.306094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:19.306535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:19.309018] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:19.308994] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 7.9s | Global ETA: 2h 39m 21s [2025-11-22T01:44:19.309671] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:19.309884] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:19.309949] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:19.311858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:19.313484] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 7.6s | Global ETA: 2h 39m 21s [2025-11-22T01:44:19.314390] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:19.314455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:19.319305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:19.321081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:19.321552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:19.321964] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:19.328450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.329696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.407744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:19.409067] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:19.411174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:19.412986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:19.416000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.765349] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.14% | Symbol ETA: 10.4s | Global ETA: 2h 39m 27s [2025-11-22T01:44:19.766272] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:19.766336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:19.771255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:19.773083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:19.773577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:19.774463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:19.776833] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:19.778807] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:19.780863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.908463] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 4.8s | Global ETA: 2h 39m 28s [2025-11-22T01:44:19.909381] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:19.909445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:19.914269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:19.916052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:19.916516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:19.916928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:19.918350] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 7.3s | Global ETA: 2h 39m 29s [2025-11-22T01:44:19.919274] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:19.919335] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:19.919403] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:19.920062] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:19.921346] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:19.938531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:19.940772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:20.050552] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 6.9s | Global ETA: 2h 39m 30s [2025-11-22T01:44:20.051445] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:20.051510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:20.056998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:20.058964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:20.059458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:20.059893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:20.145198] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:20.146238] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:20.148215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:20.149761] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:20.152369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:20.445988] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 9.7s | Global ETA: 2h 39m 36s [2025-11-22T01:44:20.446901] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:20.446966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:20.451768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:20.453498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:20.453992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:20.454865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:20.457214] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:20.459159] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:20.461151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:20.519652] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 4.2s | Global ETA: 2h 39m 37s [2025-11-22T01:44:20.520527] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:20.520983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:20.525789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:20.527538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:20.528039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:20.528125] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 4.25% | Symbol ETA: 6.7s | Global ETA: 2h 39m 37s [2025-11-22T01:44:20.528424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:20.529041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:20.529104] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:20.530839] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:20.531054] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:20.531479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:20.547351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:20.551017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:20.779541] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 6.1s | Global ETA: 2h 39m 40s [2025-11-22T01:44:20.780465] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:20.780530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:20.785307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:20.787063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:20.787566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:20.787977] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:20.871617] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:20.872798] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:20.874769] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:20.876352] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:20.879008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.116504] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 3.6s | Global ETA: 2h 39m 45s [2025-11-22T01:44:21.117395] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:21.117459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:21.120696] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.86% | Symbol ETA: 9.0s | Global ETA: 2h 39m 45s [2025-11-22T01:44:21.121904] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:21.121986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:21.122265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:21.124008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:21.124468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:21.124871] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:21.126522] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -3.08% | Symbol ETA: 6.0s | Global ETA: 2h 39m 45s [2025-11-22T01:44:21.126793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:21.127246] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:21.127425] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:21.127486] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:21.127898] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:21.128539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:21.129042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:21.129395] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:21.129926] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:21.132270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:21.134223] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:21.136216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.145412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.147270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.505183] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 5.4s | Global ETA: 2h 39m 50s [2025-11-22T01:44:21.682017] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 0.55% [2025-11-22T01:44:21.717475] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 3.0s | Global ETA: 2h 39m 52s [2025-11-22T01:44:21.725457] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -4.25% | Symbol ETA: 5.4s | Global ETA: 2h 39m 53s [2025-11-22T01:44:21.726322] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:21.726719] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:21.728677] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:21.744729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.789199] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 8.3s | Global ETA: 2h 39m 53s [2025-11-22T01:44:21.790120] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:21.790184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:21.794966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:21.796724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:21.797472] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:21.798530] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:21.801043] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:21.803187] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:44:21.805376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:21.851785] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 2.70% [2025-11-22T01:44:21.886963] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.05% [2025-11-22T01:44:22.019681] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 1.07% [2025-11-22T01:44:22.053885] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.06% [2025-11-22T01:44:22.188342] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.71%, Actual: 0.96% [2025-11-22T01:44:22.220425] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.30% [2025-11-22T01:44:22.321173] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.09% | Symbol ETA: 4.8s | Global ETA: 2h 40m 0s [2025-11-22T01:44:22.322067] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:22.322128] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:22.324058] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:22.340944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:22.355416] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.66%, Actual: 0.45% [2025-11-22T01:44:22.386472] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.98% [2025-11-22T01:44:22.456936] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.60% | Symbol ETA: 7.6s | Global ETA: 2h 40m 2s [2025-11-22T01:44:22.522723] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.98%, Actual: 0.73% [2025-11-22T01:44:22.554050] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.39% [2025-11-22T01:44:22.624421] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 2.54% [2025-11-22T01:44:22.689798] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.06% [2025-11-22T01:44:22.720861] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:44:22.791547] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 0.19% [2025-11-22T01:44:22.856224] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.88%, Actual: 1.35% [2025-11-22T01:44:22.886873] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.28% [2025-11-22T01:44:22.920014] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.00% | Symbol ETA: 4.2s | Global ETA: 2h 40m 8s [2025-11-22T01:44:22.920903] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:22.920963] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:22.922867] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:22.938895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:22.958767] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.06%, Actual: 1.48% [2025-11-22T01:44:23.024596] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.90% [2025-11-22T01:44:23.053575] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 0.09% [2025-11-22T01:44:23.128357] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.68% [2025-11-22T01:44:23.195193] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.91%, Actual: 0.75% [2025-11-22T01:44:23.195375] [INFO ] [main ] KR: Magnitude Forecast Confidence: 41.2394% [2025-11-22T01:44:23.195492] [INFO ] [main ] KR: DISCARDED add_prior_day_tail_pressure (score: 41.24%) [2025-11-22T01:44:23.195536] [INFO ] [main ] KR: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:44:23.195571] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag'] [2025-11-22T01:44:23.195607] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:23.209124] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:23.210413] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:23.210478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:23.215274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:23.217063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:23.217556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:23.217962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:23.219968] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.45% [2025-11-22T01:44:23.295624] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.67%, Actual: 1.79% [2025-11-22T01:44:23.303894] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:23.305039] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:23.307023] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:23.308615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:23.310178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:23.385193] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.32% [2025-11-22T01:44:23.385353] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 40.4739% [2025-11-22T01:44:23.385435] [INFO ] [main ] ASBA: DISCARDED add_regime (score: 40.47%) [2025-11-22T01:44:23.385479] [INFO ] [main ] ASBA: Testing feature 40/53: add_regime_flags [2025-11-22T01:44:23.385510] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_regime_flags'] [2025-11-22T01:44:23.385545] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:23.397294] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:23.398490] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:23.398552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:23.403493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:23.405273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:23.405758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:23.406144] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:23.408538] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:23.409192] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:23.410219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:23.462941] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.14%, Actual: 2.71% [2025-11-22T01:44:23.515868] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.20% | Symbol ETA: 3.6s | Global ETA: 2h 40m 16s [2025-11-22T01:44:23.516762] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:23.516824] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:23.518795] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:23.534758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:23.629764] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 0.38% [2025-11-22T01:44:23.795819] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.86%, Actual: 0.44% [2025-11-22T01:44:23.966054] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 11.6s | Global ETA: 2h 40m 22s [2025-11-22T01:44:23.967006] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:23.967073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:23.972525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:23.974622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:23.975134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:23.975571] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:23.976120] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.69% [2025-11-22T01:44:23.980014] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 7.8s | Global ETA: 2h 40m 22s [2025-11-22T01:44:23.980895] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:23.980957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:23.985901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:23.987631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:23.988117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:23.988666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:23.991130] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:23.991777] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:23.992965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.063523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:24.064769] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:24.066714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:24.068295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:24.069831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.115916] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 5.04% | Symbol ETA: 3.0s | Global ETA: 2h 40m 24s [2025-11-22T01:44:24.144564] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.60%, Actual: 1.90% [2025-11-22T01:44:24.144796] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 48.7750% [2025-11-22T01:44:24.144896] [INFO ] [main ] CBZ: DISCARDED add_pct_change (score: 48.77%) [2025-11-22T01:44:24.144941] [INFO ] [main ] CBZ: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:44:24.144979] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_preclose_acceleration_mag'] [2025-11-22T01:44:24.145025] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:24.158692] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:24.160026] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:24.160105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:24.164942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:24.166763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:24.167318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:24.168192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:24.170535] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:24.172500] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:24.173539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.284573] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 3.74% [2025-11-22T01:44:24.451663] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.14% [2025-11-22T01:44:24.567536] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 7.3s | Global ETA: 2h 40m 30s [2025-11-22T01:44:24.568454] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:24.568516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:24.573406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:24.575158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:24.575660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:24.576075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:24.578527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:24.579239] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:24.580589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.618568] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.53% [2025-11-22T01:44:24.699477] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.84% | Symbol ETA: 10.8s | Global ETA: 2h 40m 32s [2025-11-22T01:44:24.701255] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:24.701321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:24.706151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:24.707917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:24.708423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:24.708830] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:24.791182] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 4.25%, Actual: 2.28% [2025-11-22T01:44:24.793436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:24.794502] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:24.796474] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:24.798081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:24.799686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.865207] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 13.1s | Global ETA: 2h 40m 34s [2025-11-22T01:44:24.866265] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:24.866342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:24.871978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:24.873931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:24.874459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:24.875396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:24.878072] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:24.880239] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:24.881388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:24.957821] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -3.08%, Actual: 0.37% [2025-11-22T01:44:25.124910] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -4.25%, Actual: 0.92% [2025-11-22T01:44:25.154264] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 6.7s | Global ETA: 2h 40m 38s [2025-11-22T01:44:25.155152] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:25.155216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:25.160169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:25.161939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:25.162442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:25.162848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:25.165239] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:25.165892] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:25.166954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:25.291708] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.09%, Actual: 1.15% [2025-11-22T01:44:25.427144] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 10.0s | Global ETA: 2h 40m 42s [2025-11-22T01:44:25.428054] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:25.428142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:25.432953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:25.434687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:25.435168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:25.435552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:25.459502] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.00%, Actual: 2.09% [2025-11-22T01:44:25.521264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:25.522479] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:25.524529] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:25.526169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:25.527747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:25.546099] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 12.3s | Global ETA: 2h 40m 43s [2025-11-22T01:44:25.547007] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:25.547075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:25.551969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:25.553769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:25.554251] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:25.555580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:25.558030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:25.559994] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:25.561061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:25.626851] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.20%, Actual: 2.60% [2025-11-22T01:44:25.740721] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 6.1s | Global ETA: 2h 40m 46s [2025-11-22T01:44:25.741607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:25.741689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:25.746532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:25.748319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:25.748812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:25.749229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:25.751581] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:25.752234] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:25.753283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:25.795690] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 5.04%, Actual: 0.94% [2025-11-22T01:44:25.795867] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.1985% [2025-11-22T01:44:25.795948] [INFO ] [main ] AES: DISCARDED add_regime (score: 44.20%) [2025-11-22T01:44:25.796003] [INFO ] [main ] AES: Testing feature 40/53: add_regime_flags [2025-11-22T01:44:25.796036] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_regime_flags'] [2025-11-22T01:44:25.796069] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:25.808358] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:25.809676] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:25.809739] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:25.811813] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:25.812919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.166701] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.89% | Symbol ETA: 9.3s | Global ETA: 2h 40m 51s [2025-11-22T01:44:26.167603] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:26.167694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.172490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.174283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:26.174776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:26.175201] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:26.217027] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.59% | Symbol ETA: 11.6s | Global ETA: 2h 40m 52s [2025-11-22T01:44:26.217953] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:26.218017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.222825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.224601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:26.225104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:26.225978] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:26.228434] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.230466] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:26.231533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.261056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:26.262126] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.264057] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:26.265625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:26.267186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.324862] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 5.5s | Global ETA: 2h 40m 54s [2025-11-22T01:44:26.325743] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:26.325806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.330670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.332581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:26.333073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:26.333460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:26.335861] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:26.336544] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:26.337574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.407805] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.95% | Symbol ETA: 8.0s | Global ETA: 2h 40m 55s [2025-11-22T01:44:26.408763] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:26.408827] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.410841] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:26.412047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.879936] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.76% | Symbol ETA: 10.9s | Global ETA: 2h 41m 1s [2025-11-22T01:44:26.880837] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:26.880901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.885715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.886873] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 8.5s | Global ETA: 2h 41m 1s [2025-11-22T01:44:26.887466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:26.887779] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:26.887844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.887968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:26.888847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:26.891195] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.892552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.893148] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:26.894208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.894297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:26.894788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:26.895173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:26.914277] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 4.9s | Global ETA: 2h 41m 1s [2025-11-22T01:44:26.915172] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:26.915234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:26.920055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:26.921793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:26.922264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:26.922669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:26.925028] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:26.925683] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:26.926692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.979219] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:26.980342] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.982284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:26.983868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:26.985396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:26.995868] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 7.3s | Global ETA: 2h 41m 2s [2025-11-22T01:44:26.996790] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:26.996852] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:26.998797] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:26.999842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:27.495449] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 4.4s | Global ETA: 2h 41m 9s [2025-11-22T01:44:27.496366] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:27.496429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:27.501381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:27.503510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:27.504042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:27.504438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:27.506821] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:27.507470] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:27.508514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:27.542760] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 10.2s | Global ETA: 2h 41m 10s [2025-11-22T01:44:27.543656] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:27.543721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:27.548575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:27.550362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:27.550861] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:27.551729] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:27.554090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:27.556089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:27.557166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:27.585007] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 6.7s | Global ETA: 2h 41m 10s [2025-11-22T01:44:27.585907] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:27.585968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:27.587997] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:27.589474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:27.614314] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 7.8s | Global ETA: 2h 41m 11s [2025-11-22T01:44:27.615220] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:27.615285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:27.620074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:27.621830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:27.622329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:27.622728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:27.711825] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:27.712929] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:27.714920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:27.716527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:27.718080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.082472] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 3.8s | Global ETA: 2h 41m 17s [2025-11-22T01:44:28.083392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:28.083454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:28.088316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:28.090096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:28.090568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:28.090987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:28.093403] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:28.094419] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:28.095472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.180201] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 6.1s | Global ETA: 2h 41m 18s [2025-11-22T01:44:28.181296] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:28.181532] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:28.183618] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:28.184829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.209145] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 9.5s | Global ETA: 2h 41m 18s [2025-11-22T01:44:28.210050] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:28.210115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:28.214934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:28.216711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:28.217199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:28.218080] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:28.220534] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:28.222479] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:28.223552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.344532] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 2.99% | Symbol ETA: 7.0s | Global ETA: 2h 41m 20s [2025-11-22T01:44:28.345446] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:28.345511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:28.350357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:28.352089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:28.352547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:28.352964] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:28.439059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:28.440222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:28.442215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:28.443791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:28.445350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.667821] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 3.2s | Global ETA: 2h 41m 25s [2025-11-22T01:44:28.668737] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:28.668801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:28.673685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:28.675403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:28.675894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:28.676318] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:28.678755] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:28.679429] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:28.680440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.771903] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 5.5s | Global ETA: 2h 41m 26s [2025-11-22T01:44:28.772857] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:28.772920] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:28.774940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:28.776012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:28.875038] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 8.8s | Global ETA: 2h 41m 27s [2025-11-22T01:44:28.875949] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:28.876017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:28.880891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:28.882678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:28.883180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:28.884066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:28.886429] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:28.888395] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:28.889479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:29.070892] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.38% | Symbol ETA: 6.3s | Global ETA: 2h 41m 30s [2025-11-22T01:44:29.071772] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:29.071838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:29.076576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:29.078335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:29.078817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:29.079203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:29.164155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:29.165586] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:29.168128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:29.170027] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:29.171868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:29.310689] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 2.6s | Global ETA: 2h 41m 33s [2025-11-22T01:44:29.387530] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 5.0s | Global ETA: 2h 41m 34s [2025-11-22T01:44:29.388687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:29.388750] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:29.390760] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:29.391887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:29.481107] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 0.05% [2025-11-22T01:44:29.548985] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 8.1s | Global ETA: 2h 41m 36s [2025-11-22T01:44:29.549878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:29.549943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:29.555130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:29.556961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:29.557458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:29.558369] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:29.560809] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:29.562785] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:29.563875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:29.649762] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.06% [2025-11-22T01:44:29.803942] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 5.6s | Global ETA: 2h 41m 40s [2025-11-22T01:44:29.804878] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:44:29.804942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:29.809807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:29.811551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:29.812037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:29.812453] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:29.818091] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.30% [2025-11-22T01:44:29.897666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:29.898749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:29.900700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:29.902278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:29.903826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:29.986181] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 0.98% [2025-11-22T01:44:29.997100] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 4.4s | Global ETA: 2h 41m 42s [2025-11-22T01:44:29.998218] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:29.998291] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:30.000612] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:30.001936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:30.152924] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.39% [2025-11-22T01:44:30.216759] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 7.5s | Global ETA: 2h 41m 45s [2025-11-22T01:44:30.217710] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:30.217775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:30.222691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:30.224456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:30.224948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:30.225856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:30.228254] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:30.230257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:30.231310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:30.320865] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.41% [2025-11-22T01:44:30.488706] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.28% [2025-11-22T01:44:30.531610] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 4.8s | Global ETA: 2h 41m 49s [2025-11-22T01:44:30.612114] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.51% | Symbol ETA: 3.8s | Global ETA: 2h 41m 50s [2025-11-22T01:44:30.613040] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:30.613104] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:30.615226] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:30.616320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:30.656933] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.09% [2025-11-22T01:44:30.699602] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.55% [2025-11-22T01:44:30.828542] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.45% [2025-11-22T01:44:30.872915] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 2.70% [2025-11-22T01:44:30.880354] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.55% | Symbol ETA: 6.8s | Global ETA: 2h 41m 54s [2025-11-22T01:44:30.997120] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.32% [2025-11-22T01:44:30.997283] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 33.8594% [2025-11-22T01:44:30.997361] [INFO ] [main ] ASBA: DISCARDED add_regime_flags (score: 33.86%) [2025-11-22T01:44:30.997404] [INFO ] [main ] ASBA: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:44:30.997438] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:44:30.997519] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:31.009436] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:31.010830] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:31.010896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:31.015693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:31.017484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:31.017978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:31.018366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:31.020810] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:31.021441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:31.021905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:31.022920] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:31.024497] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:31.025540] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:31.026279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:31.041365] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 1.07% [2025-11-22T01:44:31.050294] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 2.54% [2025-11-22T01:44:31.207399] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.89%, Actual: 0.96% [2025-11-22T01:44:31.209469] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.24% | Symbol ETA: 3.2s | Global ETA: 2h 41m 58s [2025-11-22T01:44:31.210373] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:31.210435] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:31.212473] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:31.213593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:31.225786] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.19% [2025-11-22T01:44:31.374117] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.45% [2025-11-22T01:44:31.397438] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.59%, Actual: 1.48% [2025-11-22T01:44:31.541011] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 0.73% [2025-11-22T01:44:31.568666] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.76%, Actual: 0.68% [2025-11-22T01:44:31.614586] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 7.7s | Global ETA: 2h 42m 4s [2025-11-22T01:44:31.615542] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:31.615609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:31.620477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:31.622260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:31.622769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:31.623162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:31.625519] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:31.626169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:31.626616] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:31.627667] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:31.629247] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:31.630278] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:31.630953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:31.708602] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.99%, Actual: 0.06% [2025-11-22T01:44:31.735754] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 1.79% [2025-11-22T01:44:31.858010] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.64% | Symbol ETA: 2.6s | Global ETA: 2h 42m 7s [2025-11-22T01:44:31.874028] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 1.35% [2025-11-22T01:44:31.902295] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 2.71% [2025-11-22T01:44:32.027395] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.95%, Actual: 3.74% [2025-11-22T01:44:32.038784] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 0.90% [2025-11-22T01:44:32.066621] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.38% [2025-11-22T01:44:32.196565] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 0.14% [2025-11-22T01:44:32.203134] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.75% [2025-11-22T01:44:32.203299] [INFO ] [main ] KR: Magnitude Forecast Confidence: 55.3924% [2025-11-22T01:44:32.203427] [INFO ] [main ] KR: KEPT add_prior_mag_lag (score: 55.39%) [2025-11-22T01:44:32.203473] [INFO ] [main ] KR: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:44:32.203506] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day'] [2025-11-22T01:44:32.203595] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:32.210851] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 7.1s | Global ETA: 2h 42m 12s [2025-11-22T01:44:32.212269] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:32.212333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:32.216552] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:32.217192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:32.217977] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:32.218042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:32.218929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:32.219783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:32.220178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:32.222548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:32.223204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:32.223597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:32.223665] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:32.224679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:32.225455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:32.225963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:32.226254] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:32.226371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:32.227295] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:32.227970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:32.232714] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.44% [2025-11-22T01:44:32.314663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:32.315719] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:32.317729] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:32.319353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:32.320992] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:32.323427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:32.367079] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 1.53% [2025-11-22T01:44:32.399514] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 0.69% [2025-11-22T01:44:32.533587] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 2.28% [2025-11-22T01:44:32.563443] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.55%, Actual: 1.90% [2025-11-22T01:44:32.563593] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 49.0890% [2025-11-22T01:44:32.563694] [INFO ] [main ] CBZ: DISCARDED add_preclose_acceleration_mag (score: 49.09%) [2025-11-22T01:44:32.563740] [INFO ] [main ] CBZ: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:44:32.563772] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_prev_1100_to_open'] [2025-11-22T01:44:32.563826] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:32.577145] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:32.578567] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:32.578630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:32.583439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:32.585211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:32.585711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:32.586582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:32.588998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:32.590936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:32.591623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:32.700010] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 0.37% [2025-11-22T01:44:32.816740] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 6.5s | Global ETA: 2h 42m 20s [2025-11-22T01:44:32.817776] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:32.817845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:32.822957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:32.824738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:32.825270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:32.825696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:32.828233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:32.828964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:32.829446] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:32.830523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:32.832162] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:32.833203] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:32.833990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:32.867349] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 0.92% [2025-11-22T01:44:32.953060] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 11.0s | Global ETA: 2h 42m 21s [2025-11-22T01:44:32.953952] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:32.954019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:32.958796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:32.960512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:32.960996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:32.961382] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:33.034548] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 1.15% [2025-11-22T01:44:33.045898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:33.046919] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:33.048868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:33.050379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:33.051946] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:33.054263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:33.202239] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.51%, Actual: 2.09% [2025-11-22T01:44:33.229476] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 12.0s | Global ETA: 2h 42m 25s [2025-11-22T01:44:33.230369] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:33.230434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:33.235260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:33.237003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:33.237535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:33.238408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:33.240741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:33.242636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:33.243343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:33.371294] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.24%, Actual: 2.60% [2025-11-22T01:44:33.420289] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 5.9s | Global ETA: 2h 42m 28s [2025-11-22T01:44:33.421144] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:33.421210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:33.426003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:33.427759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:33.428235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:33.428638] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:33.430994] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:33.431624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:33.432081] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:33.433086] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:33.434670] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:33.435685] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:33.436332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:33.540094] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.64%, Actual: 0.94% [2025-11-22T01:44:33.540293] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.6637% [2025-11-22T01:44:33.540395] [INFO ] [main ] AES: DISCARDED add_regime_flags (score: 43.66%) [2025-11-22T01:44:33.540439] [INFO ] [main ] AES: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:44:33.540471] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:44:33.540507] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:33.552029] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:33.553446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:33.553509] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:33.555455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:33.557271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:33.558091] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:33.559089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:33.560745] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:33.561776] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:33.562427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:33.675199] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.42% | Symbol ETA: 10.2s | Global ETA: 2h 42m 31s [2025-11-22T01:44:33.676100] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:33.676166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:33.680905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:33.682613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:33.683102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:33.683489] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:33.768004] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:33.769049] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:33.771358] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:33.772910] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:33.774446] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:33.776767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:33.903192] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 11.5s | Global ETA: 2h 42m 34s [2025-11-22T01:44:33.904167] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:33.904233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:33.909349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:33.911147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:33.911659] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:33.912548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:33.915172] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:33.921102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:33.921886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.019988] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.93% | Symbol ETA: 5.3s | Global ETA: 2h 42m 35s [2025-11-22T01:44:34.020875] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:34.020940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:34.025695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.027429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:34.027921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:34.028309] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:34.030662] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:34.031292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:34.031750] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:34.032746] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:34.034305] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:34.035310] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:34.035973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.153176] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 7.7s | Global ETA: 2h 42m 37s [2025-11-22T01:44:34.154085] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:34.154148] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:34.156066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.157843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:34.158298] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:34.159346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:34.161099] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:34.162147] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:34.162852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.398963] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 9.5s | Global ETA: 2h 42m 40s [2025-11-22T01:44:34.399899] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:34.399966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:34.404710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.406433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:34.406924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:34.407327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:34.492083] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:34.493144] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:34.495093] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:34.496617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:34.498313] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:34.500626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.575015] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.18% | Symbol ETA: 10.8s | Global ETA: 2h 42m 43s [2025-11-22T01:44:34.575954] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:34.576023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:34.581258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.583209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:34.583716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:34.584678] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:34.587239] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:34.589450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:34.590239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.606829] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 4.7s | Global ETA: 2h 42m 43s [2025-11-22T01:44:34.607762] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:34.607827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:34.612626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.614373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:34.614864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:34.615251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:34.617616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:34.618259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:34.618755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:34.619764] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:34.621328] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:34.622337] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:34.623003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:34.766205] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 7.2s | Global ETA: 2h 42m 45s [2025-11-22T01:44:34.767783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:34.767852] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:34.769848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:34.771971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:34.772469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:34.773530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:34.775281] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:34.776389] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:34.777109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.126412] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 8.7s | Global ETA: 2h 42m 50s [2025-11-22T01:44:35.127344] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:35.127410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.132181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.133921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:35.134386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:35.134789] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:35.205212] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 4.1s | Global ETA: 2h 42m 51s [2025-11-22T01:44:35.206173] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:35.206239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.211204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.213032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:35.213533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:35.213961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:35.216348] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:35.217065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.217561] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:35.218627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:35.220294] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:35.220300] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:35.221356] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.221369] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:35.222072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.223278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:35.224806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:35.226410] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:35.228791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.267968] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 10.2s | Global ETA: 2h 42m 52s [2025-11-22T01:44:35.268943] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:35.269008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.274107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.276027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.276532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:35.277550] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:35.280300] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.282316] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:35.283067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.380252] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.74% | Symbol ETA: 6.6s | Global ETA: 2h 42m 53s [2025-11-22T01:44:35.381148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:35.381212] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.383158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.385021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.385502] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:35.386511] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:35.388190] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:35.389249] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:35.389985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.808536] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 3.5s | Global ETA: 2h 42m 59s [2025-11-22T01:44:35.809424] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:35.809489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.814280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.816004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:35.816470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:35.816886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:35.819266] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:35.819915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.820352] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:35.821346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:35.822942] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:35.823965] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:35.824610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.848844] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 8.0s | Global ETA: 2h 42m 60s [2025-11-22T01:44:35.849738] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:35.849804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.854561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.856291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:35.856776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:35.857193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:35.942053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:35.943120] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.945071] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:35.946595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:35.948167] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:35.950509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.963352] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 9.6s | Global ETA: 2h 43m 1s [2025-11-22T01:44:35.964359] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:35.964425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:35.969787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.971684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.972197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:35.973099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:35.975627] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.977752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:35.978461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:35.988664] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 6.0s | Global ETA: 2h 43m 2s [2025-11-22T01:44:35.989538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:35.989602] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:35.991537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:35.993287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:35.993763] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:35.994756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:35.996325] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:35.997359] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:35.998032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:36.390152] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 2.9s | Global ETA: 2h 43m 7s [2025-11-22T01:44:36.391047] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T01:44:36.391111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:36.395862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:36.397633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:36.398128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:36.398518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:36.400859] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:36.401489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:36.401949] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:36.402954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:36.404526] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:36.405552] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:36.406219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:36.567104] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 7.3s | Global ETA: 2h 43m 9s [2025-11-22T01:44:36.568033] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:36.568099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:36.572881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:36.574622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:36.575109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:36.575497] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:36.601274] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -3.17% | Symbol ETA: 5.4s | Global ETA: 2h 43m 10s [2025-11-22T01:44:36.602162] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:36.602225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:36.604156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:36.605911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:36.606365] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:36.607386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:36.608982] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:36.609991] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:36.610665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:36.636544] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 8.9s | Global ETA: 2h 43m 10s [2025-11-22T01:44:36.637549] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:36.637614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:36.642475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:36.644286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:36.644787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:36.645680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:36.648090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:36.650060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:36.650799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:36.660540] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:36.661572] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:36.663497] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:36.665028] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:36.666560] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:36.668896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:36.974776] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 2.3s | Global ETA: 2h 43m 15s [2025-11-22T01:44:37.140590] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.67%, Actual: 0.05% [2025-11-22T01:44:37.211186] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 4.8s | Global ETA: 2h 43m 18s [2025-11-22T01:44:37.212692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:37.213101] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:37.215040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:37.216850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:37.217390] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:37.218388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:37.219993] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:37.221001] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:37.221679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:37.288010] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 6.5s | Global ETA: 2h 43m 19s [2025-11-22T01:44:37.288944] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:37.289010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:37.293798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:37.295516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:37.296347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:37.296751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:37.307299] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 2.00% | Symbol ETA: 8.2s | Global ETA: 2h 43m 19s [2025-11-22T01:44:37.308217] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:37.308281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:37.308280] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.06% [2025-11-22T01:44:37.313133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:37.314950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:37.315451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:37.316354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:37.318772] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:37.320769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:37.321492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:37.381045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:37.382117] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:37.384069] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:37.385607] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:37.387189] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:37.389583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:37.476563] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.30% [2025-11-22T01:44:37.643667] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.98% [2025-11-22T01:44:37.808508] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.93%, Actual: 0.39% [2025-11-22T01:44:37.827859] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.34% | Symbol ETA: 4.2s | Global ETA: 2h 43m 26s [2025-11-22T01:44:37.828812] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:37.828878] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:37.830833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:37.832617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:37.833096] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:37.834099] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:37.835709] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:37.836737] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:37.837417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:37.971057] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.95% | Symbol ETA: 7.5s | Global ETA: 2h 43m 28s [2025-11-22T01:44:37.971972] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:37.972036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:37.972543] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.41% [2025-11-22T01:44:37.976818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:37.978570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:37.979059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:37.980290] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:37.986162] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:37.988156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:37.988892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:38.007147] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 5.8s | Global ETA: 2h 43m 28s [2025-11-22T01:44:38.008057] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:38.008123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:38.012894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:38.014610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:38.015103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:38.015486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:38.102241] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:38.103327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:38.105460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:38.107020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:38.108892] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:38.111293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:38.137484] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.28% [2025-11-22T01:44:38.302198] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.09% [2025-11-22T01:44:38.450796] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.60% | Symbol ETA: 3.5s | Global ETA: 2h 43m 34s [2025-11-22T01:44:38.451685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:38.451749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:38.453687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:38.455426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:38.455901] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:38.456902] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:38.458497] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:38.459495] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:38.460157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:38.466335] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.45% [2025-11-22T01:44:38.629030] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 6.8s | Global ETA: 2h 43m 37s [2025-11-22T01:44:38.629941] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:38.630006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:38.630663] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.32% [2025-11-22T01:44:38.630820] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 28.9113% [2025-11-22T01:44:38.630902] [INFO ] [main ] ASBA: DISCARDED add_return_volume_nonlinearity_proxies (score: 28.91%) [2025-11-22T01:44:38.630943] [INFO ] [main ] ASBA: Testing feature 42/53: add_shelf_lag [2025-11-22T01:44:38.630974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_shelf_lag'] [2025-11-22T01:44:38.631008] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:38.634805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:38.636530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:38.637028] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:38.637935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:38.640290] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:38.642289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:44:38.642544] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:38.643061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:38.643900] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:38.643963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:38.648811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:38.650934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:38.651410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:38.651818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:38.654188] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:38.654843] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:38.655942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:38.730205] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 5.1s | Global ETA: 2h 43m 38s [2025-11-22T01:44:38.731104] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:38.731170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:38.735928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:38.737674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:38.738142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:38.738524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:38.822376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:38.823406] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:38.825337] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:38.826872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:38.828447] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:44:38.830819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:39.057994] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.97% | Symbol ETA: 2.9s | Global ETA: 2h 43m 42s [2025-11-22T01:44:39.058913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:44:39.058976] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:39.060938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:39.062723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:39.063185] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:44:39.064202] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:44:39.065806] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:44:39.066811] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:44:39.067495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:39.282003] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.67% | Symbol ETA: 6.2s | Global ETA: 2h 43m 45s [2025-11-22T01:44:39.292182] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 7.9s | Global ETA: 2h 43m 45s [2025-11-22T01:44:39.293059] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:39.293122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:39.297964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:39.299696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:39.300167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:39.300550] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:39.302905] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:39.303530] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:39.304616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:39.447711] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 4.4s | Global ETA: 2h 43m 47s [2025-11-22T01:44:39.449209] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 2.54% [2025-11-22T01:44:39.614612] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 0.55% [2025-11-22T01:44:39.615747] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 0.19% [2025-11-22T01:44:39.671993] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.32% | Symbol ETA: 2.3s | Global ETA: 2h 43m 50s [2025-11-22T01:44:39.780677] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.42%, Actual: 2.70% [2025-11-22T01:44:39.782443] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.18%, Actual: 1.48% [2025-11-22T01:44:39.840760] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 3.74% [2025-11-22T01:44:39.945735] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 7.3s | Global ETA: 2h 43m 54s [2025-11-22T01:44:39.946597] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:39.946681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:39.948386] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 1.07% [2025-11-22T01:44:39.949989] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 1.61%, Actual: 0.68% [2025-11-22T01:44:39.951466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:39.953193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:39.953713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:39.954108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:39.956449] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:39.957111] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:39.958214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:40.013858] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.14% [2025-11-22T01:44:40.115763] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.96% [2025-11-22T01:44:40.121393] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 1.79% [2025-11-22T01:44:40.187741] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.74%, Actual: 1.53% [2025-11-22T01:44:40.281440] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.45% [2025-11-22T01:44:40.287624] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 2.71% [2025-11-22T01:44:40.369303] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 2.28% [2025-11-22T01:44:40.447420] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.73% [2025-11-22T01:44:40.452590] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.38% [2025-11-22T01:44:40.538414] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -3.17%, Actual: 0.37% [2025-11-22T01:44:40.601979] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 6.6s | Global ETA: 2h 44m 3s [2025-11-22T01:44:40.602939] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:40.603004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:40.607984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:40.609992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:40.610492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:40.610905] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:40.613375] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:40.613572] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 0.06% [2025-11-22T01:44:40.614080] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:40.615237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:40.617416] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.95%, Actual: 0.44% [2025-11-22T01:44:40.720826] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.92% [2025-11-22T01:44:40.780889] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.35% [2025-11-22T01:44:40.784618] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 2.74%, Actual: 0.69% [2025-11-22T01:44:40.894409] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 1.15% [2025-11-22T01:44:40.948081] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.80%, Actual: 0.90% [2025-11-22T01:44:40.953434] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.67%, Actual: 1.90% [2025-11-22T01:44:40.953633] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 36.3522% [2025-11-22T01:44:40.953732] [INFO ] [main ] CBZ: DISCARDED add_prev_1100_to_open (score: 36.35%) [2025-11-22T01:44:40.953776] [INFO ] [main ] CBZ: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:44:40.953809] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100'] [2025-11-22T01:44:40.953844] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:40.967128] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:40.968407] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:40.968485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:40.973314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:40.975101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:40.975581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:40.976459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:40.978942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:40.980929] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:40.981627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.067565] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.60%, Actual: 2.09% [2025-11-22T01:44:41.113316] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.31%, Actual: 0.75% [2025-11-22T01:44:41.113477] [INFO ] [main ] KR: Magnitude Forecast Confidence: 46.8843% [2025-11-22T01:44:41.113529] [INFO ] [main ] KR: DISCARDED add_range_overlap_v_prior_day (score: 46.88%) [2025-11-22T01:44:41.113567] [INFO ] [main ] KR: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:44:41.113599] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_range_volume_efficiency'] [2025-11-22T01:44:41.113635] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:41.127322] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:41.128543] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:41.128608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:41.133418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:41.135182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:41.135682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:41.136074] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:41.222111] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:41.223171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:41.225092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:41.226839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:41.228394] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:41.230468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.240902] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.97%, Actual: 2.60% [2025-11-22T01:44:41.283882] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 6.0s | Global ETA: 2h 44m 12s [2025-11-22T01:44:41.284820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:41.284886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:41.290102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:41.292106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:41.292601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:41.293028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:41.295548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:41.296255] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:41.297472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.414179] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.32%, Actual: 0.94% [2025-11-22T01:44:41.414382] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.8168% [2025-11-22T01:44:41.414466] [INFO ] [main ] AES: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.82%) [2025-11-22T01:44:41.414530] [INFO ] [main ] AES: Testing feature 42/53: add_shelf_lag [2025-11-22T01:44:41.414562] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_shelf_lag'] [2025-11-22T01:44:41.414597] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:41.427166] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:41.428423] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:41.428485] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:41.430468] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:41.431735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.633052] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 11.7s | Global ETA: 2h 44m 16s [2025-11-22T01:44:41.633932] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:41.633996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:41.638921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:41.640732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:41.641204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:41.642094] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:41.644445] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:41.646396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:41.647123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.865212] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 10.6s | Global ETA: 2h 44m 19s [2025-11-22T01:44:41.866112] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:41.866179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:41.870968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:41.872712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:41.873193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:41.873588] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:41.958169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:41.959196] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:41.961193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:41.962760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:41.964334] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:41.966470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:41.978247] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 5.4s | Global ETA: 2h 44m 21s [2025-11-22T01:44:41.979214] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:41.979278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:41.984207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:41.986102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:41.986575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:41.986982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:41.989486] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:41.990178] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:41.991309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.118842] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.78% | Symbol ETA: 8.3s | Global ETA: 2h 44m 23s [2025-11-22T01:44:42.120098] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:42.120159] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:42.122078] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:42.123238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.285774] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 11.0s | Global ETA: 2h 44m 25s [2025-11-22T01:44:42.286682] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:42.286747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:42.291516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:42.293411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:42.293900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:42.294782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:42.297158] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:42.299089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:42.299798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.589844] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 9.8s | Global ETA: 2h 44m 29s [2025-11-22T01:44:42.590752] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:42.590817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:42.595603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:42.597392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:42.597890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:42.598280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:42.658257] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 4.7s | Global ETA: 2h 44m 30s [2025-11-22T01:44:42.659202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:42.659267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:42.664920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:42.666880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:42.667482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:42.667928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:42.670439] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:42.671153] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:42.672362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.683342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:42.684368] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:42.686338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:42.687933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:42.689559] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:42.691632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.820750] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.00% | Symbol ETA: 7.7s | Global ETA: 2h 44m 32s [2025-11-22T01:44:42.821616] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:42.821716] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:42.823689] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:42.824910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:42.952083] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.51% | Symbol ETA: 10.3s | Global ETA: 2h 44m 34s [2025-11-22T01:44:42.952986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:42.953051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:42.957892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:42.959688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:42.960156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:42.961066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:42.963474] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:42.965435] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:42.966178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:43.328436] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 4.1s | Global ETA: 2h 44m 39s [2025-11-22T01:44:43.329314] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:43.329386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:43.334236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:43.334771] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -4.06% | Symbol ETA: 9.1s | Global ETA: 2h 44m 39s [2025-11-22T01:44:43.335833] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:43.335902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:43.336017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:43.336495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:43.336900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:43.339304] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:43.339993] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:43.340973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:43.341083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:43.342867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:43.343394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:43.343855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:43.439632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:43.441273] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:43.444115] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:43.446533] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:43.448748] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:43.451206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:43.502482] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.99% | Symbol ETA: 7.0s | Global ETA: 2h 44m 41s [2025-11-22T01:44:43.503385] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:43.503447] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:43.505364] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:43.506561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:43.613067] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.55% | Symbol ETA: 9.7s | Global ETA: 2h 44m 43s [2025-11-22T01:44:43.613984] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:43.614051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:43.619126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:43.620916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:43.621390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:43.622288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:43.624757] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:43.626769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:43.627525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:43.982736] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 3.4s | Global ETA: 2h 44m 47s [2025-11-22T01:44:43.983607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:43.983688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:43.988525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:43.990299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:43.990782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:43.991164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:43.993542] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:43.994211] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:43.995302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.120885] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.27% | Symbol ETA: 8.4s | Global ETA: 2h 44m 49s [2025-11-22T01:44:44.121876] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:44.121944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:44.126917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:44.128824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:44.129352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:44.129799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:44.180334] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 6.2s | Global ETA: 2h 44m 50s [2025-11-22T01:44:44.181225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:44.181285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.183230] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:44.184386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.216985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:44.218292] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.220343] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:44.222070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:44.223699] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:44.226121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.267948] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.90% | Symbol ETA: 9.0s | Global ETA: 2h 44m 51s [2025-11-22T01:44:44.268845] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:44.268923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:44.273733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:44.275501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:44.276025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:44.276909] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:44.279275] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.281225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:44.281978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.641871] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 2.7s | Global ETA: 2h 44m 56s [2025-11-22T01:44:44.642825] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:44.642888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:44.647747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:44.649463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:44.650013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:44.650397] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:44.652758] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:44.653390] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:44.654511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.855204] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 5.5s | Global ETA: 2h 44m 59s [2025-11-22T01:44:44.856099] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:44.856160] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.858127] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:44.859333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.876233] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.31% | Symbol ETA: 7.7s | Global ETA: 2h 44m 59s [2025-11-22T01:44:44.877188] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:44.877258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:44.882150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:44.884112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:44.884789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:44.885279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:44.923281] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 8.3s | Global ETA: 2h 44m 60s [2025-11-22T01:44:44.924172] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:44.924236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:44.929036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:44.930812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:44.931286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:44.932163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:44.934507] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.936447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:44.937188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:44.975806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:44.977217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:44.979377] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:44.981497] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:44.983154] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:44.985440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:45.296723] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 2.0s | Global ETA: 2h 45m 5s [2025-11-22T01:44:45.464606] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.05% [2025-11-22T01:44:45.532032] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 4.8s | Global ETA: 2h 45m 8s [2025-11-22T01:44:45.532981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:45.533042] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:45.534967] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:45.536151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:45.590997] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 7.7s | Global ETA: 2h 45m 9s [2025-11-22T01:44:45.591891] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:45.591955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:45.596762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:45.598549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:45.599053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:45.599938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:45.602281] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:45.604271] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:45.604995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:45.635887] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.06% [2025-11-22T01:44:45.638937] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 7.0s | Global ETA: 2h 45m 9s [2025-11-22T01:44:45.639878] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:45.639948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:45.645020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:45.646892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:45.647415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:45.647861] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:45.736668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:45.737924] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:45.740079] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:45.741740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:45.743361] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:45.745604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:45.806142] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.30% [2025-11-22T01:44:45.976886] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.98% [2025-11-22T01:44:46.146709] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.39% [2025-11-22T01:44:46.204559] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.58% | Symbol ETA: 4.2s | Global ETA: 2h 45m 17s [2025-11-22T01:44:46.205478] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:46.205545] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:46.207542] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:46.208742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:46.253071] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 7.0s | Global ETA: 2h 45m 18s [2025-11-22T01:44:46.253999] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:46.254063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:46.258924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:46.260638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:46.261137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:46.262021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:46.264389] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:46.269864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:46.270571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:46.318348] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.41% [2025-11-22T01:44:46.393108] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 6.2s | Global ETA: 2h 45m 19s [2025-11-22T01:44:46.394043] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:46.394112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:46.399195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:46.401068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:46.401558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:46.402012] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:46.487578] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.28% [2025-11-22T01:44:46.491171] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:46.492393] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:46.494500] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:46.496191] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:46.497858] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:46.500022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:46.655094] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.09% [2025-11-22T01:44:46.820618] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.45% [2025-11-22T01:44:46.875505] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.63% | Symbol ETA: 3.5s | Global ETA: 2h 45m 26s [2025-11-22T01:44:46.876404] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:46.876465] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:46.878396] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:46.879556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:46.902550] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 6.3s | Global ETA: 2h 45m 26s [2025-11-22T01:44:46.903433] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:46.903497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:46.908311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:46.910050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:46.910514] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:46.911395] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:46.913834] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:46.915784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:44:46.916480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:46.986064] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 0.32% [2025-11-22T01:44:46.986234] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 39.3569% [2025-11-22T01:44:46.986313] [INFO ] [main ] ASBA: DISCARDED add_shelf_lag (score: 39.36%) [2025-11-22T01:44:46.986354] [INFO ] [main ] ASBA: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:44:46.986386] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_signed_carry_history_11'] [2025-11-22T01:44:46.986421] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:46.997336] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:46.998539] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:46.998603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:47.003394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:47.005166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:47.005684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:47.006067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:47.008491] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:47.009173] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:47.010513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:47.130285] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.90% | Symbol ETA: 5.5s | Global ETA: 2h 45m 29s [2025-11-22T01:44:47.131195] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:47.131261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:47.136059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:47.137859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:47.138336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:47.138779] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:47.221572] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:47.222786] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:47.224762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:47.226369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:47.227985] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:47.230147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:47.546351] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.58% | Symbol ETA: 2.8s | Global ETA: 2h 45m 35s [2025-11-22T01:44:47.547273] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:47.547335] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:47.549286] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:44:47.550466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:47.556610] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 5.7s | Global ETA: 2h 45m 35s [2025-11-22T01:44:47.583348] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.09% | Symbol ETA: 7.3s | Global ETA: 2h 45m 35s [2025-11-22T01:44:47.584240] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:47.584303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:47.589209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:47.590956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:47.591418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:47.591821] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:47.594207] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:47.594861] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:47.596240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:47.729487] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 2.54% [2025-11-22T01:44:47.860117] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 4.7s | Global ETA: 2h 45m 39s [2025-11-22T01:44:47.861059] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:47.861124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:47.865912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:47.867675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:47.868155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:47.868553] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:47.896677] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.19% [2025-11-22T01:44:47.951225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:47.952365] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:47.954368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:47.955940] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:47.957507] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:44:47.959615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:48.063455] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.51%, Actual: 1.48% [2025-11-22T01:44:48.179165] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 6.7s | Global ETA: 2h 45m 43s [2025-11-22T01:44:48.180094] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:48.180156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:48.185013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:48.186778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:48.187253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:48.187637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:48.190063] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:48.190750] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:48.192121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:48.221075] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 4.00% | Symbol ETA: 2.1s | Global ETA: 2h 45m 44s [2025-11-22T01:44:48.231523] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.55%, Actual: 0.68% [2025-11-22T01:44:48.390843] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 3.74% [2025-11-22T01:44:48.399186] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.90%, Actual: 1.79% [2025-11-22T01:44:48.560168] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.14% [2025-11-22T01:44:48.566746] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 2.71% [2025-11-22T01:44:48.589587] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: 2h 45m 49s [2025-11-22T01:44:48.728257] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.99%, Actual: 1.53% [2025-11-22T01:44:48.736995] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.18%, Actual: 0.38% [2025-11-22T01:44:48.759031] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 0.55% [2025-11-22T01:44:48.763357] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 6.1s | Global ETA: 2h 45m 51s [2025-11-22T01:44:48.764245] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:48.764308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:48.769203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:48.770921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:48.771379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:48.771780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:48.774130] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:48.774777] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:48.776157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:48.897179] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 2.28% [2025-11-22T01:44:48.904548] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -2.50%, Actual: 0.44% [2025-11-22T01:44:48.926660] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 2.70% [2025-11-22T01:44:49.065316] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.37% [2025-11-22T01:44:49.070371] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.65%, Actual: 0.69% [2025-11-22T01:44:49.093963] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -4.06%, Actual: 1.07% [2025-11-22T01:44:49.233079] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.92% [2025-11-22T01:44:49.236329] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 1.90% [2025-11-22T01:44:49.236487] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 40.4132% [2025-11-22T01:44:49.236565] [INFO ] [main ] CBZ: DISCARDED add_prev_close_to_1100 (score: 40.41%) [2025-11-22T01:44:49.236612] [INFO ] [main ] CBZ: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:44:49.236660] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_prev_close_to_open'] [2025-11-22T01:44:49.236701] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:49.252451] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:49.253864] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:49.253927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:49.258862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:49.260689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:49.261184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:49.262082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:49.262503] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.27%, Actual: 0.96% [2025-11-22T01:44:49.264519] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:49.266528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:49.267290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:49.348205] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 5.5s | Global ETA: 2h 45m 59s [2025-11-22T01:44:49.349088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:49.349151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:49.353913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:49.355620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:49.356106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:49.356488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:49.358852] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:49.359472] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:49.360816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:49.401241] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.58%, Actual: 1.15% [2025-11-22T01:44:49.428459] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.31%, Actual: 0.45% [2025-11-22T01:44:49.568814] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.63%, Actual: 2.09% [2025-11-22T01:44:49.596042] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.73% [2025-11-22T01:44:49.736874] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.58%, Actual: 2.60% [2025-11-22T01:44:49.763776] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 0.06% [2025-11-22T01:44:49.905467] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 4.00%, Actual: 0.94% [2025-11-22T01:44:49.905673] [INFO ] [main ] AES: Magnitude Forecast Confidence: 40.2194% [2025-11-22T01:44:49.905759] [INFO ] [main ] AES: DISCARDED add_shelf_lag (score: 40.22%) [2025-11-22T01:44:49.905800] [INFO ] [main ] AES: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:44:49.905831] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_signed_carry_history_11'] [2025-11-22T01:44:49.905865] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:49.912274] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 11.1s | Global ETA: 2h 46m 6s [2025-11-22T01:44:49.913169] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:49.913233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:49.918103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:49.918269] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:49.919683] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:49.919756] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:49.919882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:49.920361] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:49.921237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:49.921681] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:49.923099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:49.923606] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:49.925619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:49.926365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:49.932098] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.90%, Actual: 1.35% [2025-11-22T01:44:49.934756] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 4.9s | Global ETA: 2h 46m 6s [2025-11-22T01:44:49.935613] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:49.935705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:49.940549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:49.942358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:49.942873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:49.943257] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:49.945638] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:49.946316] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:49.947727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:50.099210] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 0.90% [2025-11-22T01:44:50.269462] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.75% [2025-11-22T01:44:50.269688] [INFO ] [main ] KR: Magnitude Forecast Confidence: 41.0751% [2025-11-22T01:44:50.269788] [INFO ] [main ] KR: DISCARDED add_range_volume_efficiency (score: 41.08%) [2025-11-22T01:44:50.269832] [INFO ] [main ] KR: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:44:50.269868] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:44:50.269926] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:50.283848] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:50.285386] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:50.285452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:50.290258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:50.292057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:50.292548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:50.292962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:50.379151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:50.380340] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:50.382311] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:50.383963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:50.385549] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:50.389500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:50.515438] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.87% | Symbol ETA: 7.4s | Global ETA: 2h 46m 14s [2025-11-22T01:44:50.516356] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:50.516416] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:50.518380] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:50.519811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:50.522773] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 4.3s | Global ETA: 2h 46m 14s [2025-11-22T01:44:50.523664] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:50.523726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:50.528565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:50.530334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:50.530815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:50.531198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:50.533584] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:50.534233] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:50.535974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:50.575039] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 10.5s | Global ETA: 2h 46m 15s [2025-11-22T01:44:50.575928] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:50.575992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:50.580859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:50.582615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:50.583159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:50.584046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:50.586399] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:50.588417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:50.589164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.026217] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 10.4s | Global ETA: 2h 46m 21s [2025-11-22T01:44:51.027128] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:51.027197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.031949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.033694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:51.034224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:51.034615] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:51.115521] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 6.8s | Global ETA: 2h 46m 22s [2025-11-22T01:44:51.116412] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:51.116473] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.118405] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:51.119097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:51.119816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.120164] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.121186] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 3.8s | Global ETA: 2h 46m 22s [2025-11-22T01:44:51.122087] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:51.122095] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:51.122150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.123626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:51.125166] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:51.126973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.128730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:51.129002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.129192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:51.129576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:51.131940] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:51.132577] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:51.133937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.235182] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.93% | Symbol ETA: 9.8s | Global ETA: 2h 46m 24s [2025-11-22T01:44:51.239258] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:51.239322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.244104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.245853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:51.246330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:51.247267] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:51.249601] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.251531] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:51.252253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.707126] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 6.2s | Global ETA: 2h 46m 30s [2025-11-22T01:44:51.708055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:51.708115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.710029] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:51.711424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.712962] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 3.2s | Global ETA: 2h 46m 30s [2025-11-22T01:44:51.713890] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:51.713953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.718835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.720537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:51.721018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:51.721414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:51.723821] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:51.724474] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:51.725877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.749905] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 9.6s | Global ETA: 2h 46m 30s [2025-11-22T01:44:51.750805] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:51.750870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.755624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.757407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:51.757942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:51.758333] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:51.843278] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:51.844343] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.846365] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:51.848006] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:51.849542] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:51.853386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:51.911600] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -4.18% | Symbol ETA: 9.2s | Global ETA: 2h 46m 33s [2025-11-22T01:44:51.912561] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:51.912637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:51.917740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:51.919687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:51.920249] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:51.921172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:51.923693] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:51.925737] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:51.926463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:52.294318] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: -0.00% | Symbol ETA: 2.6s | Global ETA: 2h 46m 38s [2025-11-22T01:44:52.295204] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:52.295268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:52.300070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:52.300086] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 5.6s | Global ETA: 2h 46m 38s [2025-11-22T01:44:52.300988] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:52.301050] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:52.301798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:52.302258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:52.302635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:52.302967] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:52.304370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:52.304993] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:52.305623] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:52.307002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:52.473937] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 8.8s | Global ETA: 2h 46m 40s [2025-11-22T01:44:52.474829] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:52.474896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:52.479773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:52.481496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:52.482005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:52.482398] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:52.566435] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:52.567556] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:52.569591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:52.571150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:52.572742] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:52.576557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:52.595437] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 8.5s | Global ETA: 2h 46m 42s [2025-11-22T01:44:52.596367] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:52.596431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:52.601429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:52.603266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:52.603803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:52.604716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:52.607279] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:52.609351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:52.610104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:52.876939] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: 2h 46m 45s [2025-11-22T01:44:52.895772] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 5.0s | Global ETA: 2h 46m 46s [2025-11-22T01:44:52.896672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:52.896746] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:52.898703] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:52.900120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:53.044525] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 0.05% [2025-11-22T01:44:53.208734] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.06% [2025-11-22T01:44:53.210509] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 8.1s | Global ETA: 2h 46m 50s [2025-11-22T01:44:53.211411] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:53.211478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:53.216237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:53.218012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:53.218495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:53.218907] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:53.260715] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 7.8s | Global ETA: 2h 46m 50s [2025-11-22T01:44:53.261628] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:53.261720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:53.266764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:53.268588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:53.269122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:53.270048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:53.272495] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:53.274521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:53.275254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:53.303528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:53.304613] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:53.306582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:53.308179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:53.309717] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:53.313505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:53.373018] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.30% [2025-11-22T01:44:53.487010] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 4.4s | Global ETA: 2h 46m 53s [2025-11-22T01:44:53.487939] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:53.487999] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:53.489933] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:53.491352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:53.539989] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 0.98% [2025-11-22T01:44:53.707632] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.39% [2025-11-22T01:44:53.877692] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.41% [2025-11-22T01:44:53.929224] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 7.2s | Global ETA: 2h 46m 59s [2025-11-22T01:44:53.930210] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:53.930277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:53.935282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:53.937176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:53.937715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:53.938623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:53.941150] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:53.943268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:53.943248] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 7.4s | Global ETA: 2h 46m 59s [2025-11-22T01:44:53.944027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:53.944167] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:53.944234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:53.949079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:53.950855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:53.951330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:53.951735] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:54.036883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:54.038152] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:54.040143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:54.041722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:54.043299] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:54.047269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:54.051137] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.28% [2025-11-22T01:44:54.096768] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.91% | Symbol ETA: 3.8s | Global ETA: 2h 47m 1s [2025-11-22T01:44:54.097723] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:54.097816] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:54.099780] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:54.101597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:54.217390] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.09% [2025-11-22T01:44:54.385110] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.45% [2025-11-22T01:44:54.552670] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.32% [2025-11-22T01:44:54.552871] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 36.0362% [2025-11-22T01:44:54.552950] [INFO ] [main ] ASBA: DISCARDED add_signed_carry_history_11 (score: 36.04%) [2025-11-22T01:44:54.552991] [INFO ] [main ] ASBA: Testing feature 44/53: add_sma_ratio [2025-11-22T01:44:54.553023] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_sma_ratio'] [2025-11-22T01:44:54.553059] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:44:54.563979] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:54.565432] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:54.565495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:54.570397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:54.572377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:54.572929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:54.573313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:54.575695] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:54.576349] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:54.577114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:54.600953] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.50% | Symbol ETA: 6.5s | Global ETA: 2h 47m 8s [2025-11-22T01:44:54.601894] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:54.601961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:54.606963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:54.608801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:54.609302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:54.610235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:54.612848] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:54.614902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:54.615676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:54.674411] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 6.6s | Global ETA: 2h 47m 9s [2025-11-22T01:44:54.675299] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:54.675376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:54.680251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:54.682016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:54.682509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:54.682931] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:54.697405] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.27% | Symbol ETA: 3.2s | Global ETA: 2h 47m 9s [2025-11-22T01:44:54.698369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:54.698448] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:54.700471] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:54.701935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:54.771341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:54.772548] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:54.774632] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:54.776343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:54.778024] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:54.782083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.159431] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 6.9s | Global ETA: 2h 47m 16s [2025-11-22T01:44:55.160363] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:55.160788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:55.165854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:55.167711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:55.168197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:55.168668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:55.171095] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:55.171760] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:55.172459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.286528] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.16% | Symbol ETA: 2.6s | Global ETA: 2h 47m 17s [2025-11-22T01:44:55.287461] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:55.287524] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:55.289541] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:44:55.291014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.323091] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 5.9s | Global ETA: 2h 47m 18s [2025-11-22T01:44:55.324070] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:55.324137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:55.329248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:55.331082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:55.331627] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:55.332661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:55.335064] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:55.337173] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:44:55.337923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.398339] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 2.16% | Symbol ETA: 5.9s | Global ETA: 2h 47m 19s [2025-11-22T01:44:55.401242] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:55.401332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:55.406129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:55.407894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:55.408373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:55.408800] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:55.493361] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:55.494452] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:55.496408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:55.497992] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:55.499523] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:55.503362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.771561] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 6.4s | Global ETA: 2h 47m 24s [2025-11-22T01:44:55.772472] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:55.772538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:55.777493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:55.779409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:55.779979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:55.780415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:55.782842] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:55.783497] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:55.784227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:55.876054] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.03% | Symbol ETA: 2.0s | Global ETA: 2h 47m 25s [2025-11-22T01:44:56.004182] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.49% | Symbol ETA: 5.2s | Global ETA: 2h 47m 27s [2025-11-22T01:44:56.044181] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.87%, Actual: 3.74% [2025-11-22T01:44:56.123381] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.77% | Symbol ETA: 5.2s | Global ETA: 2h 47m 28s [2025-11-22T01:44:56.124288] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:56.124353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:56.129156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:56.130915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:56.131391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:56.131800] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:56.172421] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 2.54% [2025-11-22T01:44:56.212388] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.14% [2025-11-22T01:44:56.215246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:56.216366] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:56.218325] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:56.220255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:56.221811] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:56.225617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:56.342545] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 0.19% [2025-11-22T01:44:56.373416] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 5.8s | Global ETA: 2h 47m 32s [2025-11-22T01:44:56.374380] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:56.374454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:56.379564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:56.380031] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 1.53% [2025-11-22T01:44:56.381511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:56.382015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:56.382409] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:56.384925] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:56.385600] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:56.386438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:56.509806] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.93%, Actual: 1.48% [2025-11-22T01:44:56.547595] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 2.28% [2025-11-22T01:44:56.686534] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -4.18%, Actual: 0.68% [2025-11-22T01:44:56.717374] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 0.37% [2025-11-22T01:44:56.846315] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.76% | Symbol ETA: 4.4s | Global ETA: 2h 47m 38s [2025-11-22T01:44:56.847282] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:56.847348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:56.852193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:56.853937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:56.854413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:56.854827] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:56.857217] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 1.79% [2025-11-22T01:44:56.884695] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 0.92% [2025-11-22T01:44:56.940733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:56.941898] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:56.943870] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:56.945450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:56.947018] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:44:56.950887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:56.974503] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 5.2s | Global ETA: 2h 47m 40s [2025-11-22T01:44:56.975449] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:56.975514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:56.980736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:56.982543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:56.983063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:56.983457] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:56.986072] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:56.986871] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:56.987663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:57.031617] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 2.71% [2025-11-22T01:44:57.052579] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.91%, Actual: 1.15% [2025-11-22T01:44:57.206854] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.38% [2025-11-22T01:44:57.219702] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.27%, Actual: 2.09% [2025-11-22T01:44:57.380425] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.50%, Actual: 0.44% [2025-11-22T01:44:57.385888] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.16%, Actual: 2.60% [2025-11-22T01:44:57.546682] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.69% [2025-11-22T01:44:57.554560] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.03%, Actual: 0.94% [2025-11-22T01:44:57.554781] [INFO ] [main ] AES: Magnitude Forecast Confidence: 48.6545% [2025-11-22T01:44:57.554863] [INFO ] [main ] AES: DISCARDED add_signed_carry_history_11 (score: 48.65%) [2025-11-22T01:44:57.554907] [INFO ] [main ] AES: Testing feature 44/53: add_sma_ratio [2025-11-22T01:44:57.554939] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_sma_ratio'] [2025-11-22T01:44:57.554974] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:44:57.566531] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:57.567841] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:57.567915] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:57.569862] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:57.570663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:57.573473] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 3.7s | Global ETA: 2h 47m 48s [2025-11-22T01:44:57.575297] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 4.6s | Global ETA: 2h 47m 48s [2025-11-22T01:44:57.576215] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:57.576279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:57.581345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:57.583315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:57.583877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:57.584296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:57.587038] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:57.587829] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:57.588553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:57.712311] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.49%, Actual: 1.90% [2025-11-22T01:44:57.712527] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 42.1622% [2025-11-22T01:44:57.712617] [INFO ] [main ] CBZ: DISCARDED add_prev_close_to_open (score: 42.16%) [2025-11-22T01:44:57.712680] [INFO ] [main ] CBZ: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:44:57.712714] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_prior_day_tail_pressure'] [2025-11-22T01:44:57.712750] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:44:57.726162] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:57.727743] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:57.727816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:57.732540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:57.734303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:57.734803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:57.735671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:57.738357] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:57.739364] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 0.55% [2025-11-22T01:44:57.740459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:57.743319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:57.903762] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 2.70% [2025-11-22T01:44:58.069994] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 1.07% [2025-11-22T01:44:58.159808] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 4.0s | Global ETA: 2h 47m 55s [2025-11-22T01:44:58.160738] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:58.160800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:58.165558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:58.167352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:58.167851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:58.168238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:58.170569] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:58.171246] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:58.171944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:58.192995] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.39% | Symbol ETA: 7.2s | Global ETA: 2h 47m 56s [2025-11-22T01:44:58.194054] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:58.194118] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:58.196246] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:58.197130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:58.234681] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.69%, Actual: 0.96% [2025-11-22T01:44:58.399241] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 0.45% [2025-11-22T01:44:58.421291] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 11.1s | Global ETA: 2h 47m 59s [2025-11-22T01:44:58.422223] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:58.422290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:58.427062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:58.428863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:58.429334] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:58.430204] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:58.432526] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:58.434456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:58.437111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:58.566593] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 0.73% [2025-11-22T01:44:58.733103] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.16%, Actual: 0.06% [2025-11-22T01:44:58.760349] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 3.4s | Global ETA: 2h 48m 3s [2025-11-22T01:44:58.761793] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:58.761863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:58.766883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:58.768785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:58.769299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:58.769801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:58.772330] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:58.773028] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:58.773757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:58.805856] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.97% | Symbol ETA: 6.6s | Global ETA: 2h 48m 4s [2025-11-22T01:44:58.806890] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:58.806953] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:58.808978] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:58.809782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:58.898957] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.77%, Actual: 1.35% [2025-11-22T01:44:59.064174] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.76%, Actual: 0.90% [2025-11-22T01:44:59.087273] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -2.25% | Symbol ETA: 10.3s | Global ETA: 2h 48m 8s [2025-11-22T01:44:59.088204] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:59.088269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:59.093012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:59.094727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:59.095204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:59.096081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:59.098858] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:59.101401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:59.104442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:59.230274] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.96%, Actual: 0.75% [2025-11-22T01:44:59.230505] [INFO ] [main ] KR: Magnitude Forecast Confidence: 46.5733% [2025-11-22T01:44:59.230593] [INFO ] [main ] KR: DISCARDED add_range_volume_efficiency_refinements (score: 46.57%) [2025-11-22T01:44:59.230636] [INFO ] [main ] KR: Testing feature 39/53: add_regime [2025-11-22T01:44:59.230692] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_regime'] [2025-11-22T01:44:59.230730] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:44:59.244557] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:44:59.245872] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:44:59.245937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:59.250697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:59.252459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:59.252967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:59.253354] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:44:59.338548] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:44:59.339702] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:59.341614] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:44:59.343229] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:44:59.344819] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:44:59.364692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:59.373157] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 2.8s | Global ETA: 2h 48m 11s [2025-11-22T01:44:59.374246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:59.374313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:59.379567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:59.381383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:59.381906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:59.382315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:59.384761] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:59.385400] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:59.386161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:59.416956] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 5.9s | Global ETA: 2h 48m 12s [2025-11-22T01:44:59.418185] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:44:59.418283] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:59.420482] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:59.421359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:59.776423] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 4.34% | Symbol ETA: 9.7s | Global ETA: 2h 48m 17s [2025-11-22T01:44:59.777354] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:59.777418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:59.785447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:59.787251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:44:59.787743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:44:59.788627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:59.791067] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:44:59.793042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:44:59.795733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:44:59.984563] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 2.2s | Global ETA: 2h 48m 20s [2025-11-22T01:44:59.985542] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:44:59.985608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:44:59.990915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:44:59.992889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:44:59.993405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:44:59.993832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:44:59.996287] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:44:59.996954] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:44:59.997714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:00.011842] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 10.2s | Global ETA: 2h 48m 20s [2025-11-22T01:45:00.012990] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:00.013056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:00.018176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:00.020005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:00.020492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:00.020906] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:00.041892] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 1.34% | Symbol ETA: 5.3s | Global ETA: 2h 48m 20s [2025-11-22T01:45:00.042993] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:00.043059] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:00.045168] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:00.046061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:00.109163] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:00.110432] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:00.112411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:00.114044] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:00.115568] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:00.135085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:00.500239] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 9.0s | Global ETA: 2h 48m 26s [2025-11-22T01:45:00.501262] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:00.501335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:00.506530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:00.508547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:00.509135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:00.510095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:00.512737] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:00.515245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:00.518917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:00.703910] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 1.6s | Global ETA: 2h 48m 29s [2025-11-22T01:45:00.823836] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 4.9s | Global ETA: 2h 48m 31s [2025-11-22T01:45:00.825552] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:00.825693] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:00.832077] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:00.836633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:00.948225] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.05% [2025-11-22T01:45:01.052914] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 10.5s | Global ETA: 2h 48m 34s [2025-11-22T01:45:01.054054] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:01.054125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:01.068928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:01.074095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:01.074707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:01.075141] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:01.255772] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.06% [2025-11-22T01:45:01.271246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:01.272718] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:01.274944] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:01.276878] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:01.278747] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:01.300067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:01.570924] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.30% [2025-11-22T01:45:01.595491] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.31% | Symbol ETA: 4.3s | Global ETA: 2h 48m 41s [2025-11-22T01:45:01.596497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:01.596564] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:01.598605] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:01.599465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:01.762808] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.98% [2025-11-22T01:45:01.797693] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 2.92% | Symbol ETA: 8.9s | Global ETA: 2h 48m 43s [2025-11-22T01:45:01.798635] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:01.798727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:01.806796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:01.811933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:01.812468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:01.813427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:01.816088] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:01.818305] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:01.821198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:01.949551] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.39% [2025-11-22T01:45:02.094049] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.31% | Symbol ETA: 9.9s | Global ETA: 2h 48m 47s [2025-11-22T01:45:02.095050] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:02.095118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:02.099994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:02.101878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:02.102389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:02.102809] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:02.130938] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.41% [2025-11-22T01:45:02.188924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:02.190213] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:02.192222] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:02.193877] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:02.195452] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:02.215521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:02.239679] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.00% | Symbol ETA: 3.6s | Global ETA: 2h 48m 49s [2025-11-22T01:45:02.240633] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:02.240725] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:02.242829] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:02.243617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:02.307931] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.28% [2025-11-22T01:45:02.475065] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 8.0s | Global ETA: 2h 48m 53s [2025-11-22T01:45:02.475995] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:02.476065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:02.480849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:02.481005] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.09% [2025-11-22T01:45:02.482557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:02.483089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:02.483985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:02.486365] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:02.488348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:02.490967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:02.654094] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.45% [2025-11-22T01:45:02.828169] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.32% [2025-11-22T01:45:02.828392] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 40.6691% [2025-11-22T01:45:02.828486] [INFO ] [main ] ASBA: DISCARDED add_sma_ratio (score: 40.67%) [2025-11-22T01:45:02.828531] [INFO ] [main ] ASBA: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:45:02.828564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_vol_of_vol'] [2025-11-22T01:45:02.828601] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:02.840094] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:02.841504] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:02.841580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:02.843012] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.43% | Symbol ETA: 2.9s | Global ETA: 2h 48m 57s [2025-11-22T01:45:02.843946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:02.844007] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:02.845973] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:02.846729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:02.846745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:02.848774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:02.849342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:02.849809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:02.852421] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:02.853123] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:02.854262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:02.872235] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.23% | Symbol ETA: 8.7s | Global ETA: 2h 48m 58s [2025-11-22T01:45:02.873173] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:02.873239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:02.878100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:02.879965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:02.880456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:02.880868] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:02.967846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:02.969201] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:02.971316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:02.973001] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:02.974622] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:02.994912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:03.147835] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 7.2s | Global ETA: 2h 49m 1s [2025-11-22T01:45:03.148734] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:03.148797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:03.153531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:03.155246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:03.155746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:03.156603] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:03.159038] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:03.160938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:03.163506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:03.420771] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -3.07% | Symbol ETA: 2.3s | Global ETA: 2h 49m 5s [2025-11-22T01:45:03.421669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:03.421731] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:03.423629] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:03.424387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:03.454423] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 6.8s | Global ETA: 2h 49m 5s [2025-11-22T01:45:03.455402] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:03.455467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:03.460487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:03.462514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:03.463028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:03.463424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:03.466115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:03.467204] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:03.468473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:03.626829] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 7.7s | Global ETA: 2h 49m 8s [2025-11-22T01:45:03.627774] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:03.627840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:03.632658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:03.634393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:03.634892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:03.635280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:03.723792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:03.724992] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:03.727186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:03.728898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:03.730510] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:03.751200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:03.806954] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 6.4s | Global ETA: 2h 49m 10s [2025-11-22T01:45:03.807890] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:03.807956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:03.812678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:03.814419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:03.814920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:03.815792] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:03.818139] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:03.820093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:03.822708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:04.003580] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.28% | Symbol ETA: 1.6s | Global ETA: 2h 49m 13s [2025-11-22T01:45:04.056801] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 6.2s | Global ETA: 2h 49m 13s [2025-11-22T01:45:04.057727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:04.057790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:04.062600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:04.064361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:04.064844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:04.065233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:04.067587] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:04.068269] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:04.069347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:04.171283] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.39%, Actual: 3.74% [2025-11-22T01:45:04.338046] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.97%, Actual: 0.14% [2025-11-22T01:45:04.388142] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.61% | Symbol ETA: 6.7s | Global ETA: 2h 49m 18s [2025-11-22T01:45:04.389070] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:04.389139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:04.393946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:04.395724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:04.396215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:04.396600] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:04.464825] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 5.6s | Global ETA: 2h 49m 19s [2025-11-22T01:45:04.466087] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:04.466152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:04.470983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:04.472771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:04.473248] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:04.474120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:04.476426] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:04.478434] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:45:04.481134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:04.483111] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:04.484366] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:04.486371] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:04.488009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:04.489578] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:04.507221] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.53% [2025-11-22T01:45:04.509152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:04.644718] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 5.5s | Global ETA: 2h 49m 21s [2025-11-22T01:45:04.645607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:04.645691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:04.650469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:04.652290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:04.652778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:04.653166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:04.655495] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:04.656142] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:04.657253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:04.673637] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 1.34%, Actual: 2.28% [2025-11-22T01:45:04.840766] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 0.37% [2025-11-22T01:45:05.006242] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.31%, Actual: 0.92% [2025-11-22T01:45:05.122347] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 4.9s | Global ETA: 2h 49m 28s [2025-11-22T01:45:05.140576] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 5.8s | Global ETA: 2h 49m 28s [2025-11-22T01:45:05.141842] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:05.141908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:05.146725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:05.148502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:05.149027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:05.149423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:05.173735] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.00%, Actual: 1.15% [2025-11-22T01:45:05.229537] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 4.9s | Global ETA: 2h 49m 29s [2025-11-22T01:45:05.230467] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:05.230530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:05.234038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:05.235217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:05.235339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:05.237073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:05.237247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:05.237556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:05.237973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:05.238887] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:05.240358] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:05.240463] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:05.241011] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:05.242154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:05.259844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:05.291158] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 2.54% [2025-11-22T01:45:05.339742] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.43%, Actual: 2.09% [2025-11-22T01:45:05.457529] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -2.25%, Actual: 0.19% [2025-11-22T01:45:05.505327] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -3.07%, Actual: 2.60% [2025-11-22T01:45:05.625096] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 4.34%, Actual: 1.48% [2025-11-22T01:45:05.670986] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.28%, Actual: 0.94% [2025-11-22T01:45:05.671153] [INFO ] [main ] AES: Magnitude Forecast Confidence: 45.1535% [2025-11-22T01:45:05.671229] [INFO ] [main ] AES: DISCARDED add_sma_ratio (score: 45.15%) [2025-11-22T01:45:05.671269] [INFO ] [main ] AES: Testing feature 45/53: add_true_range [2025-11-22T01:45:05.671300] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_true_range'] [2025-11-22T01:45:05.671335] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:05.682896] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:05.684263] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:05.684324] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:05.686309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:05.688152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:05.793029] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 0.68% [2025-11-22T01:45:05.839667] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 4.3s | Global ETA: 2h 49m 37s [2025-11-22T01:45:05.840584] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:05.840669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:05.845706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:05.847672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:05.848188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:05.848582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:05.851133] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:05.851906] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:05.853022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:05.915810] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 5.0s | Global ETA: 2h 49m 38s [2025-11-22T01:45:05.916699] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:05.916767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:05.921497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:05.923254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:05.923739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:05.924128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:05.982033] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 2.92%, Actual: 1.79% [2025-11-22T01:45:06.009210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:06.010499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:06.012574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:06.014238] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:06.015879] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:06.035428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:06.147270] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 2.71% [2025-11-22T01:45:06.316016] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -2.09%, Actual: 0.38% [2025-11-22T01:45:06.320868] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.25% | Symbol ETA: 7.2s | Global ETA: 2h 49m 43s [2025-11-22T01:45:06.321782] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:06.321843] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:06.323820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:06.325564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:06.445073] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 3.7s | Global ETA: 2h 49m 45s [2025-11-22T01:45:06.446003] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:06.446069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:06.450958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:06.452763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:06.453240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:06.453671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:06.456124] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:06.456808] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:06.458096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:06.490878] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.44% [2025-11-22T01:45:06.656412] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 0.69% [2025-11-22T01:45:06.665386] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.98% | Symbol ETA: 4.1s | Global ETA: 2h 49m 48s [2025-11-22T01:45:06.666281] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:06.666348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:06.671185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:06.672987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:06.673472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:06.673892] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:06.759501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:06.760756] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:06.762791] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:06.764412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:06.766024] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:06.785716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:06.821947] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.11%, Actual: 1.90% [2025-11-22T01:45:06.822154] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 52.4077% [2025-11-22T01:45:06.822242] [INFO ] [main ] CBZ: DISCARDED add_prior_day_tail_pressure (score: 52.41%) [2025-11-22T01:45:06.822289] [INFO ] [main ] CBZ: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:45:06.822324] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_prior_mag_lag'] [2025-11-22T01:45:06.822362] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:06.835596] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:06.836887] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:06.836950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:06.841721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:06.843492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:06.843992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:06.844862] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:06.847204] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:06.849137] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:06.850727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:06.903277] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -3.30% | Symbol ETA: 6.4s | Global ETA: 2h 49m 51s [2025-11-22T01:45:06.907964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:06.908026] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:06.909990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:06.911779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:07.048919] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 3.1s | Global ETA: 2h 49m 53s [2025-11-22T01:45:07.049851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:07.049917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:07.054983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:07.057034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:07.057550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:07.058007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:07.060896] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:07.061585] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:07.062720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:07.435392] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 3.3s | Global ETA: 2h 49m 58s [2025-11-22T01:45:07.491310] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 5.7s | Global ETA: 2h 49m 59s [2025-11-22T01:45:07.492212] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:07.492272] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:07.494202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:07.495961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:07.499012] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 10.8s | Global ETA: 2h 49m 59s [2025-11-22T01:45:07.499910] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:07.499975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:07.504795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:07.506523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:07.507020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:07.507921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:07.510235] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:07.512150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:07.513728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:07.605243] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 0.55% [2025-11-22T01:45:07.661015] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2.5s | Global ETA: 2h 50m 1s [2025-11-22T01:45:07.661958] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:07.662024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:07.667123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:07.669069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:07.669625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:07.670067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:07.672747] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:07.673453] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:07.674607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:07.778996] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 2.70% [2025-11-22T01:45:07.952975] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.31%, Actual: 1.07% [2025-11-22T01:45:08.078470] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 5.1s | Global ETA: 2h 50m 7s [2025-11-22T01:45:08.079364] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:08.079425] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:08.081353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:08.083146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:08.126720] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.23%, Actual: 0.96% [2025-11-22T01:45:08.164962] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -4.99% | Symbol ETA: 10.1s | Global ETA: 2h 50m 8s [2025-11-22T01:45:08.165895] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:08.165960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:08.171010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:08.172878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:08.173373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:08.174271] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:08.176703] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:08.178736] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:08.180340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:08.268713] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 1.9s | Global ETA: 2h 50m 9s [2025-11-22T01:45:08.269717] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:08.269782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:08.274749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:08.276517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:08.277023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:08.277455] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:08.279942] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:08.280607] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:08.281856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:08.295544] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 0.45% [2025-11-22T01:45:08.464845] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 0.73% [2025-11-22T01:45:08.633158] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.06% [2025-11-22T01:45:08.670004] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.46% | Symbol ETA: 4.5s | Global ETA: 2h 50m 15s [2025-11-22T01:45:08.670900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:08.670960] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:08.672894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:08.674683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:08.802763] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.42%, Actual: 1.35% [2025-11-22T01:45:08.832773] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 9.5s | Global ETA: 2h 50m 17s [2025-11-22T01:45:08.833688] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:08.833761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:08.838536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:08.840340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:08.840834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:08.842066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:08.844415] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:08.846369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:08.847973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:08.879538] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 1.3s | Global ETA: 2h 50m 17s [2025-11-22T01:45:08.970316] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.98%, Actual: 0.90% [2025-11-22T01:45:09.054299] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 0.05% [2025-11-22T01:45:09.151228] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.34%, Actual: 0.75% [2025-11-22T01:45:09.151444] [INFO ] [main ] KR: Magnitude Forecast Confidence: 40.6313% [2025-11-22T01:45:09.151546] [INFO ] [main ] KR: DISCARDED add_regime (score: 40.63%) [2025-11-22T01:45:09.151593] [INFO ] [main ] KR: Testing feature 40/53: add_regime_flags [2025-11-22T01:45:09.151626] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_regime_flags'] [2025-11-22T01:45:09.151687] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:09.167960] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:09.169514] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:09.169581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:09.174381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:09.176187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:09.176686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:09.177075] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:09.231255] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.06% [2025-11-22T01:45:09.257287] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.72% | Symbol ETA: 3.9s | Global ETA: 2h 50m 22s [2025-11-22T01:45:09.258220] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:09.258282] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:09.260252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:09.262059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:09.262870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:09.264122] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:09.266154] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:09.268215] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:09.269823] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:09.270860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:09.405995] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.30% [2025-11-22T01:45:09.496948] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 8.8s | Global ETA: 2h 50m 26s [2025-11-22T01:45:09.497866] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:09.497929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:09.502767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:09.504514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:09.505000] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:09.505908] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:09.508290] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:09.510218] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:09.511771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:09.585162] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.98% [2025-11-22T01:45:09.760593] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.39% [2025-11-22T01:45:09.840735] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 5.80% | Symbol ETA: 3.3s | Global ETA: 2h 50m 30s [2025-11-22T01:45:09.841631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:09.841712] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:09.843686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:09.845430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:09.905863] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 9.9s | Global ETA: 2h 50m 31s [2025-11-22T01:45:09.906794] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:09.906861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:09.911799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:09.913623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:09.914120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:09.914511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:09.936914] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.41% [2025-11-22T01:45:10.002686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:10.004061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:10.006233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:10.007962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:10.009661] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:10.010775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:10.113682] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.28% [2025-11-22T01:45:10.163629] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 8.1s | Global ETA: 2h 50m 34s [2025-11-22T01:45:10.164531] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:10.164594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:10.169493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:10.171278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:10.171774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:10.172636] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:10.175019] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:10.177022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:10.178610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:10.288375] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.09% [2025-11-22T01:45:10.423189] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 3.94% | Symbol ETA: 2.7s | Global ETA: 2h 50m 38s [2025-11-22T01:45:10.424084] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:10.424145] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:10.426077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:10.427906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:10.455529] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.45% [2025-11-22T01:45:10.623081] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.32% [2025-11-22T01:45:10.623295] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 35.7421% [2025-11-22T01:45:10.623387] [INFO ] [main ] ASBA: DISCARDED add_vol_of_vol (score: 35.74%) [2025-11-22T01:45:10.623432] [INFO ] [main ] ASBA: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:45:10.623464] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_volatility_decay_ratio'] [2025-11-22T01:45:10.623500] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:10.634598] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:10.636072] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:10.636135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:10.641009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:10.642803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:10.643280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:10.643706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:10.646092] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:10.646744] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:10.647904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:10.652948] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 9.2s | Global ETA: 2h 50m 41s [2025-11-22T01:45:10.653885] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:10.653951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:10.658874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:10.660746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:10.661239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:10.661631] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:10.751367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:10.752766] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:10.754953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:10.756625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:10.758318] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:10.759437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:10.822890] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 7.5s | Global ETA: 2h 50m 43s [2025-11-22T01:45:10.823775] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:10.823839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:10.828782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:10.830660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:10.831168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:10.832088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:10.834550] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:10.836581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:10.838292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.006628] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.99% | Symbol ETA: 2.1s | Global ETA: 2h 50m 46s [2025-11-22T01:45:11.007543] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:11.007606] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:11.009579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:11.011333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.228617] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 6.4s | Global ETA: 2h 50m 48s [2025-11-22T01:45:11.229788] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:11.229855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:11.234885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:11.236717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:11.237255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:11.237716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:11.240401] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:11.241072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:11.242251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.403108] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.82% | Symbol ETA: 8.5s | Global ETA: 2h 50m 51s [2025-11-22T01:45:11.404095] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:11.404163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:11.409531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:11.411521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:11.412065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:11.412479] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:11.490265] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 6.8s | Global ETA: 2h 50m 52s [2025-11-22T01:45:11.491261] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:11.491328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:11.496307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:11.498166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:11.498669] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:11.499540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:11.502010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:11.503459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:11.504008] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:11.504821] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:11.505604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.506950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:11.508681] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:11.510304] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:11.511398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.586150] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.36% | Symbol ETA: 1.5s | Global ETA: 2h 50m 53s [2025-11-22T01:45:11.752955] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.25%, Actual: 3.74% [2025-11-22T01:45:11.831803] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 5.8s | Global ETA: 2h 50m 56s [2025-11-22T01:45:11.833061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:11.833125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:11.838079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:11.839885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:11.840393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:11.840827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:11.843230] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:11.843893] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:11.845069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:11.921680] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -3.30%, Actual: 0.14% [2025-11-22T01:45:12.087740] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.53% [2025-11-22T01:45:12.165348] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 7.8s | Global ETA: 2h 51m 1s [2025-11-22T01:45:12.166258] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:12.166340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:12.171292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:12.171445] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 6.2s | Global ETA: 2h 51m 1s [2025-11-22T01:45:12.173143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:12.173162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:12.173228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:12.173631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:12.174042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:12.178262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:12.180114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:12.180609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:12.181516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:12.184030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:12.186061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:12.187748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:12.253489] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 2.28% [2025-11-22T01:45:12.259550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:12.260754] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:12.262739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:12.264330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:12.265883] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:12.266957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:12.420473] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.46%, Actual: 0.37% [2025-11-22T01:45:12.436878] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 5.2s | Global ETA: 2h 51m 4s [2025-11-22T01:45:12.437928] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:12.438007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:12.443274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:12.445306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:12.445875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:12.446292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:12.449150] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:12.449939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:12.451165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:12.585890] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 0.92% [2025-11-22T01:45:12.751720] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 5.80%, Actual: 1.15% [2025-11-22T01:45:12.851155] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 5.5s | Global ETA: 2h 51m 10s [2025-11-22T01:45:12.852100] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:12.852167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:12.857218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:12.859441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:12.859973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:12.860884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:12.863385] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:12.865506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:12.867282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:12.900518] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 7.0s | Global ETA: 2h 51m 11s [2025-11-22T01:45:12.901415] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:12.901480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:12.906301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:12.908093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:12.908563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:12.908965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:12.939447] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.94%, Actual: 2.09% [2025-11-22T01:45:13.003026] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:13.004446] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:13.006586] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:13.008409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:13.010050] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:13.011135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:13.041300] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 4.6s | Global ETA: 2h 51m 13s [2025-11-22T01:45:13.042196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:13.042260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:13.047033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:13.048921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:13.049395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:13.049799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:13.052185] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:13.052848] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:13.053984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:13.104483] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.99%, Actual: 2.60% [2025-11-22T01:45:13.269630] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.36%, Actual: 0.94% [2025-11-22T01:45:13.270158] [INFO ] [main ] AES: Magnitude Forecast Confidence: 33.7355% [2025-11-22T01:45:13.270235] [INFO ] [main ] AES: DISCARDED add_true_range (score: 33.74%) [2025-11-22T01:45:13.270279] [INFO ] [main ] AES: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:45:13.270310] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_vol_of_vol'] [2025-11-22T01:45:13.270343] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:13.284054] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:13.285424] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:13.285488] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:13.287596] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:13.288822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:13.510169] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 4.8s | Global ETA: 2h 51m 19s [2025-11-22T01:45:13.632524] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 4.0s | Global ETA: 2h 51m 20s [2025-11-22T01:45:13.633449] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:13.633513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:13.638420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:13.640187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:13.640672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:13.641063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:13.643489] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:13.644146] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:13.645289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:13.679062] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 2.54% [2025-11-22T01:45:13.703632] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 6.3s | Global ETA: 2h 51m 21s [2025-11-22T01:45:13.704547] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:13.704613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:13.709418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:13.711158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:13.711634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:13.712049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:13.796080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:13.797209] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:13.799170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:13.800748] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:13.802308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:13.803326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:13.845106] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -4.99%, Actual: 0.19% [2025-11-22T01:45:13.891813] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -1.91% | Symbol ETA: 6.6s | Global ETA: 2h 51m 24s [2025-11-22T01:45:13.892741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:13.892804] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:13.894816] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:13.895972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:14.011422] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 1.48% [2025-11-22T01:45:14.177787] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 0.68% [2025-11-22T01:45:14.217709] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 3.4s | Global ETA: 2h 51m 28s [2025-11-22T01:45:14.218630] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:14.218716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:14.223945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:14.225948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:14.226615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:14.227040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:14.229858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:14.230538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:14.231731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:14.344024] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 1.79% [2025-11-22T01:45:14.447462] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 5.6s | Global ETA: 2h 51m 31s [2025-11-22T01:45:14.449322] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:14.449390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:14.454236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:14.456059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:14.456552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:14.456968] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:14.486013] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 6.0s | Global ETA: 2h 51m 32s [2025-11-22T01:45:14.486931] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:14.486994] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:14.489006] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:14.490140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:14.510532] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.36%, Actual: 2.71% [2025-11-22T01:45:14.542030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:14.543312] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:14.545328] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:14.546999] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:14.548616] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:14.549674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:14.679777] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.38% [2025-11-22T01:45:14.802337] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 2.8s | Global ETA: 2h 51m 36s [2025-11-22T01:45:14.803228] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:14.803293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:14.808143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:14.809890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:14.810376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:14.810780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:14.813176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:14.813836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:14.814977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:14.847660] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.40%, Actual: 0.44% [2025-11-22T01:45:15.014752] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.69% [2025-11-22T01:45:15.072417] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 5.4s | Global ETA: 2h 51m 39s [2025-11-22T01:45:15.073310] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:15.073371] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:15.075306] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:15.076420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.181487] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 1.90% [2025-11-22T01:45:15.181705] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 43.8235% [2025-11-22T01:45:15.181792] [INFO ] [main ] CBZ: DISCARDED add_prior_mag_lag (score: 43.82%) [2025-11-22T01:45:15.181838] [INFO ] [main ] CBZ: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:45:15.181873] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_range_overlap_v_prior_day'] [2025-11-22T01:45:15.181911] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:15.190120] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.62% | Symbol ETA: 4.8s | Global ETA: 2h 51m 41s [2025-11-22T01:45:15.191143] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:15.191212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.195052] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:15.196277] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:15.196299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.196341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.198212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:15.198746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:15.199151] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:15.201131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.202922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:15.203398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:15.204264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:15.206603] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:15.208566] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:15.210944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.286307] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:15.287556] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:15.289603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:15.291293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:15.292978] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:15.294042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.386596] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 2.2s | Global ETA: 2h 51m 44s [2025-11-22T01:45:15.387516] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:15.387579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.392386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.394144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:15.394614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:15.395022] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:15.397460] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:15.398132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:15.399303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.661765] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 4.7s | Global ETA: 2h 51m 47s [2025-11-22T01:45:15.662655] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:15.662717] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:15.664696] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:15.665808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.854453] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 10.0s | Global ETA: 2h 51m 50s [2025-11-22T01:45:15.855351] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:15.855415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.860164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.861916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:15.862391] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:15.863270] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:15.865627] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:15.867587] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:15.869942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:15.927997] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.39% | Symbol ETA: 4.1s | Global ETA: 2h 51m 51s [2025-11-22T01:45:15.928970] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:15.929036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.933763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.935487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:15.935984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:15.936372] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:15.973486] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 1.6s | Global ETA: 2h 51m 51s [2025-11-22T01:45:15.974379] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:15.974444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:15.979259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:15.980976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:15.981443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:15.981845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:15.984176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:15.984826] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:15.985945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:16.021567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:16.022889] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:16.024904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:16.026514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:16.028160] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:16.029196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:16.266950] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 4.2s | Global ETA: 2h 51m 55s [2025-11-22T01:45:16.267882] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:16.267963] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:16.269974] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:16.271113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:16.515525] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.05% | Symbol ETA: 9.3s | Global ETA: 2h 51m 59s [2025-11-22T01:45:16.516458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:16.516522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:16.521428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:16.523218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:16.523733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:16.524608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:16.527007] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:16.529009] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:16.531382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:16.557250] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 1.0s | Global ETA: 2h 51m 59s [2025-11-22T01:45:16.663133] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.80% | Symbol ETA: 3.3s | Global ETA: 2h 52m 0s [2025-11-22T01:45:16.727550] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.05% [2025-11-22T01:45:16.832999] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.55% [2025-11-22T01:45:16.875916] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 3.6s | Global ETA: 2h 52m 3s [2025-11-22T01:45:16.876899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:16.876964] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:16.879170] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:16.880498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:16.903044] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.06% [2025-11-22T01:45:17.002499] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 2.70% [2025-11-22T01:45:17.074735] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.30% [2025-11-22T01:45:17.166830] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.93% | Symbol ETA: 8.7s | Global ETA: 2h 52m 7s [2025-11-22T01:45:17.167774] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:17.167840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:17.170440] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 1.07% [2025-11-22T01:45:17.172565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:17.174348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:17.174854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:17.175728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:17.178067] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:17.179992] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:17.182772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:17.243087] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.98% [2025-11-22T01:45:17.339109] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 0.96% [2025-11-22T01:45:17.409126] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.39% [2025-11-22T01:45:17.491116] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.38% | Symbol ETA: 3.0s | Global ETA: 2h 52m 11s [2025-11-22T01:45:17.492108] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:17.492177] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:17.494236] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:17.495540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:17.507128] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 0.45% [2025-11-22T01:45:17.575563] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.41% [2025-11-22T01:45:17.676302] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 0.73% [2025-11-22T01:45:17.741953] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.28% [2025-11-22T01:45:17.822125] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 8.0s | Global ETA: 2h 52m 16s [2025-11-22T01:45:17.823026] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:17.823090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:17.827878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:17.829631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:17.830120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:17.830986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:17.833322] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:17.835280] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:17.837630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:17.846127] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.06% [2025-11-22T01:45:17.909015] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.09% [2025-11-22T01:45:18.017395] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.62%, Actual: 1.35% [2025-11-22T01:45:18.080897] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.45% [2025-11-22T01:45:18.107799] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.04% | Symbol ETA: 2.4s | Global ETA: 2h 52m 20s [2025-11-22T01:45:18.108706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:18.108767] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:18.110683] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:18.111797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:18.185044] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.39%, Actual: 0.90% [2025-11-22T01:45:18.257605] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.32% [2025-11-22T01:45:18.257868] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 36.9788% [2025-11-22T01:45:18.257977] [INFO ] [main ] ASBA: DISCARDED add_volatility_decay_ratio (score: 36.98%) [2025-11-22T01:45:18.258034] [INFO ] [main ] ASBA: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:45:18.258079] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:45:18.258127] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:18.271741] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:18.273538] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:18.273618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:18.279038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:18.281027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:18.281528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:18.281946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:18.284417] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:18.285099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:18.285562] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:18.286718] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:18.288843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:18.351312] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.80%, Actual: 0.75% [2025-11-22T01:45:18.351541] [INFO ] [main ] KR: Magnitude Forecast Confidence: 50.9513% [2025-11-22T01:45:18.351661] [INFO ] [main ] KR: DISCARDED add_regime_flags (score: 50.95%) [2025-11-22T01:45:18.351710] [INFO ] [main ] KR: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:45:18.351746] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:45:18.351782] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:18.365545] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:18.366864] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:18.366932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:18.371716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:18.373498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:18.374004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:18.374394] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:18.459177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:18.460428] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:18.462398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:18.464015] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:18.465556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:18.466049] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:18.467040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:18.468706] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:18.469707] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:18.470402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:18.486062] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 7.4s | Global ETA: 2h 52m 25s [2025-11-22T01:45:18.486954] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:18.487017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:18.491829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:18.493573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:18.494065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:18.494962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:18.497339] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:18.499287] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:18.501637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:18.704441] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -4.17% | Symbol ETA: 1.8s | Global ETA: 2h 52m 28s [2025-11-22T01:45:18.705463] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:18.705528] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:18.707606] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:18.708786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:18.861146] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 6.1s | Global ETA: 2h 52m 30s [2025-11-22T01:45:18.862042] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:18.862106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:18.866875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:18.868668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:18.869133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:18.869516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:18.871897] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:18.872523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:18.872975] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:18.874182] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:18.876217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.100717] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 9.4s | Global ETA: 2h 52m 33s [2025-11-22T01:45:19.101597] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:19.101686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:19.106470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:19.108258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:19.108762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:19.109152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:19.141151] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 6.7s | Global ETA: 2h 52m 33s [2025-11-22T01:45:19.142072] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:19.142137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:19.146980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:19.148802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:19.149271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:19.150146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:19.152482] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:19.154427] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:19.156778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.193856] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:19.195040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:19.197041] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:19.198667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:19.200214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:19.200708] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:19.201705] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:19.203274] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:19.204298] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:19.204982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.314949] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.81% | Symbol ETA: 1.2s | Global ETA: 2h 52m 36s [2025-11-22T01:45:19.450812] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 5.5s | Global ETA: 2h 52m 37s [2025-11-22T01:45:19.452119] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:19.452186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:19.457532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:19.459505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:19.460077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:19.460508] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:19.463194] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:19.463879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:19.464353] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:19.465493] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:19.467744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.488076] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -1.91%, Actual: 3.74% [2025-11-22T01:45:19.656146] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 0.14% [2025-11-22T01:45:19.823725] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 6.0s | Global ETA: 2h 52m 42s [2025-11-22T01:45:19.825305] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:19.825392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:19.826041] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 1.53% [2025-11-22T01:45:19.830630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:19.832450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:19.832973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:19.833943] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:19.836585] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:19.838129] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 8.6s | Global ETA: 2h 52m 43s [2025-11-22T01:45:19.838813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:19.839058] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:19.839126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:19.841400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.843929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:19.845768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:19.846247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:19.846631] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:19.934464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:19.935578] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:19.937629] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:19.939250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:19.940855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:19.941350] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:19.942372] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:19.944055] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:19.945096] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:19.945828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:19.994383] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 2.28% [2025-11-22T01:45:20.120817] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 5.1s | Global ETA: 2h 52m 46s [2025-11-22T01:45:20.121874] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:20.121940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:20.126947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:20.128781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:20.129278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:20.129705] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:20.132142] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:20.132817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:20.133278] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:20.134419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:20.136513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:20.162325] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.37% [2025-11-22T01:45:20.340160] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.42%, Actual: 0.92% [2025-11-22T01:45:20.508021] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 1.15% [2025-11-22T01:45:20.522748] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 5.4s | Global ETA: 2h 52m 52s [2025-11-22T01:45:20.523625] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:20.523713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:20.528543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:20.530302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:20.530823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:20.531694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:20.534030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:20.536008] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:20.538373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:20.589518] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 7.9s | Global ETA: 2h 52m 53s [2025-11-22T01:45:20.590777] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:20.590846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:20.595611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:20.597394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:20.597897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:20.598284] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:20.678255] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.04%, Actual: 2.09% [2025-11-22T01:45:20.682933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:20.684010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:20.685921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:20.687484] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:20.689049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:20.689516] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:20.690500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:20.692067] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:20.693068] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:20.693778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:20.724513] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 4.5s | Global ETA: 2h 52m 54s [2025-11-22T01:45:20.725439] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:20.725506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:20.730361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:20.732135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:20.732613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:20.733025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:20.735425] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:20.736073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:20.736513] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:20.737605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:20.739725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:20.850041] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -4.17%, Actual: 2.60% [2025-11-22T01:45:21.029209] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.81%, Actual: 0.94% [2025-11-22T01:45:21.029468] [INFO ] [main ] AES: Magnitude Forecast Confidence: 35.7261% [2025-11-22T01:45:21.029591] [INFO ] [main ] AES: DISCARDED add_vol_of_vol (score: 35.73%) [2025-11-22T01:45:21.029668] [INFO ] [main ] AES: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:45:21.029719] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_volatility_decay_ratio'] [2025-11-22T01:45:21.029768] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:21.045816] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:21.047719] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:21.047787] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:21.049883] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:21.051142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:21.179487] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 4.7s | Global ETA: 2h 53m 0s [2025-11-22T01:45:21.180420] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:21.180486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:21.185490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:21.187336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:21.187849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:21.189091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:21.191527] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:21.193541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:45:21.195983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:21.328249] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 7.2s | Global ETA: 2h 53m 2s [2025-11-22T01:45:21.329178] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:21.329246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:21.334006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:21.335740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:21.336218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:21.336605] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:21.337971] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 3.9s | Global ETA: 2h 53m 2s [2025-11-22T01:45:21.338985] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:21.339052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:21.344232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:21.346090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:21.346597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:21.347020] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:21.349584] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:21.350298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:21.350783] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:21.351933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:21.354103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:21.421872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:21.422905] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:21.424854] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:21.426393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:21.427974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:21.428462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:21.429492] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:21.431069] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:21.432071] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:21.432767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:21.664497] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.57% | Symbol ETA: 6.6s | Global ETA: 2h 53m 7s [2025-11-22T01:45:21.665398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:21.665460] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:21.667405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:21.668568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:21.857409] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 4.1s | Global ETA: 2h 53m 9s [2025-11-22T01:45:21.937754] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 3.3s | Global ETA: 2h 53m 10s [2025-11-22T01:45:21.939156] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:21.939222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:21.944224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:21.946090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:21.946611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:21.947057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:21.949782] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:21.950431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:21.950913] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:21.952045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:21.954225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:22.032582] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 2.54% [2025-11-22T01:45:22.065316] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 6.5s | Global ETA: 2h 53m 12s [2025-11-22T01:45:22.066219] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:22.066287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:22.071046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:22.072788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:22.073268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:22.073672] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:22.157984] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:22.159171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:22.161130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:22.162714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:22.164266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:22.164755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:22.165749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:22.167367] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:22.168373] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:22.169047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:22.201263] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 0.19% [2025-11-22T01:45:22.250759] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -3.06% | Symbol ETA: 5.8s | Global ETA: 2h 53m 15s [2025-11-22T01:45:22.251626] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:22.251706] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:22.253605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:22.254805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:22.369474] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.93%, Actual: 1.48% [2025-11-22T01:45:22.553262] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.68% [2025-11-22T01:45:22.561913] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 2.7s | Global ETA: 2h 53m 19s [2025-11-22T01:45:22.563353] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:22.563424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:22.568906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:22.570790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:22.571284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:22.571708] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:22.574175] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:22.574850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:22.575304] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:22.576531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:22.578700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:22.728264] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 1.79% [2025-11-22T01:45:22.807540] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 3.12% | Symbol ETA: 5.7s | Global ETA: 2h 53m 22s [2025-11-22T01:45:22.808476] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:22.808553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:22.813328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:22.815080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:22.815561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:22.815971] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:22.900207] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.88% | Symbol ETA: 5.3s | Global ETA: 2h 53m 23s [2025-11-22T01:45:22.900369] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.42%, Actual: 2.71% [2025-11-22T01:45:22.901087] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:22.901150] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:22.901761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:22.902912] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:22.903107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:22.904265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:22.904879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:22.906453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:22.908045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:22.908521] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:22.909503] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:22.911105] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:22.912125] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:22.912806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:23.071808] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 0.38% [2025-11-22T01:45:23.159383] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 2.0s | Global ETA: 2h 53m 27s [2025-11-22T01:45:23.160281] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:23.160353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:23.165221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:23.166987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:23.167491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:23.167902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:23.170243] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:23.170898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:23.171340] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:23.172412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:23.174387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:23.249217] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.44% [2025-11-22T01:45:23.425318] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.69% [2025-11-22T01:45:23.487923] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -1.49% | Symbol ETA: 4.7s | Global ETA: 2h 53m 31s [2025-11-22T01:45:23.488856] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:23.488918] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:23.490867] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:23.492015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:23.540793] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 5.0s | Global ETA: 2h 53m 32s [2025-11-22T01:45:23.541677] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:23.541746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:23.546530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:23.548315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:23.548843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:23.549222] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:23.595690] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 1.90% [2025-11-22T01:45:23.595902] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 47.8618% [2025-11-22T01:45:23.595991] [INFO ] [main ] CBZ: DISCARDED add_range_overlap_v_prior_day (score: 47.86%) [2025-11-22T01:45:23.596036] [INFO ] [main ] CBZ: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:45:23.596070] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency'] [2025-11-22T01:45:23.596106] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:23.609328] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:23.610608] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:23.610692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:23.615503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:23.617317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:23.617833] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:23.618775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:23.621147] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:23.623077] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:23.625221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:23.633636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:23.634792] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:23.636783] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:23.638370] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:23.639960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:23.640428] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:23.641410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:23.643004] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:23.644048] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:23.644730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:23.763103] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 1.4s | Global ETA: 2h 53m 35s [2025-11-22T01:45:23.764046] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:45:23.764112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:23.769250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:23.771089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:23.771578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:23.771996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:23.774511] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:23.775212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:23.775691] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:23.776798] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:23.778992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:24.075093] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -2.22% | Symbol ETA: 4.0s | Global ETA: 2h 53m 39s [2025-11-22T01:45:24.075984] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:24.076045] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:24.077955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:24.079116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:24.270792] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 9.7s | Global ETA: 2h 53m 41s [2025-11-22T01:45:24.271707] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:24.271771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:24.277138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:24.279072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:24.279068] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 4.2s | Global ETA: 2h 53m 41s [2025-11-22T01:45:24.279556] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:24.279977] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:24.280088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:24.280469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:24.282886] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:24.284885] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:24.284920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:24.286675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:24.287080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:24.287202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:24.287604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:24.370838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:24.372004] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:24.373974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:24.375548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:24.377138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:24.377638] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:24.378707] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:24.380322] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:24.381334] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:24.382019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:24.383868] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 0.8s | Global ETA: 2h 53m 43s [2025-11-22T01:45:24.563184] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 0.05% [2025-11-22T01:45:24.669372] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.77% | Symbol ETA: 3.4s | Global ETA: 2h 53m 47s [2025-11-22T01:45:24.670260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:24.670320] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:24.672266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:24.673484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:24.732239] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.06% [2025-11-22T01:45:24.899154] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.30% [2025-11-22T01:45:24.946832] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 9.1s | Global ETA: 2h 53m 50s [2025-11-22T01:45:24.947789] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:24.947855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:24.952775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:24.955105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:24.955672] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:24.956575] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:24.959130] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:24.961256] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:24.963720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:25.014537] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 3.5s | Global ETA: 2h 53m 51s [2025-11-22T01:45:25.015392] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T01:45:25.015475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:25.020518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:25.022258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:25.022779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:25.023161] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:25.065792] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.98% [2025-11-22T01:45:25.105600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:25.106771] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:25.108772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:25.110325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:25.111910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:25.112380] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:25.113383] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:25.114970] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:25.115997] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:25.116667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:25.230783] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.39% [2025-11-22T01:45:25.254790] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 2.8s | Global ETA: 2h 53m 54s [2025-11-22T01:45:25.255679] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:25.255741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:25.257669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:25.258807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:25.400553] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.41% [2025-11-22T01:45:25.569068] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.28% [2025-11-22T01:45:25.628389] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.69% | Symbol ETA: 8.4s | Global ETA: 2h 53m 59s [2025-11-22T01:45:25.629307] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:25.629377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:25.634523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:25.636420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:25.636924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:25.637894] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:25.640337] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:25.642335] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:25.644540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:25.737296] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 0.09% [2025-11-22T01:45:25.772297] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 2.8s | Global ETA: 2h 54m 1s [2025-11-22T01:45:25.837394] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.19% | Symbol ETA: 2.2s | Global ETA: 2h 54m 2s [2025-11-22T01:45:25.838312] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:25.838373] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:25.840292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:25.841434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:25.904448] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.45% [2025-11-22T01:45:25.946801] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.55% [2025-11-22T01:45:26.070595] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 0.32% [2025-11-22T01:45:26.070801] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 35.1440% [2025-11-22T01:45:26.071298] [INFO ] [main ] ASBA: DISCARDED add_volatility_state_percentiles (score: 35.14%) [2025-11-22T01:45:26.071363] [INFO ] [main ] ASBA: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:45:26.071396] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_volume_dispersion'] [2025-11-22T01:45:26.071430] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:26.083271] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:26.084504] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:26.084566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:26.089561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:26.091336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:26.091841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:26.092239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:26.094659] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:26.095294] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:26.096618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:26.129963] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 2.70% [2025-11-22T01:45:26.316170] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 1.07% [2025-11-22T01:45:26.337844] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -3.54% | Symbol ETA: 7.8s | Global ETA: 2h 54m 9s [2025-11-22T01:45:26.338781] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:26.338846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:26.343811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:26.345636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:26.346165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:26.347066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:26.349531] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:26.351562] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:26.353865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:26.421201] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.03% | Symbol ETA: 1.6s | Global ETA: 2h 54m 10s [2025-11-22T01:45:26.422101] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:26.422162] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:26.424072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:45:26.425220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:26.498885] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.96% [2025-11-22T01:45:26.675885] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 6.0s | Global ETA: 2h 54m 13s [2025-11-22T01:45:26.676782] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:26.676846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:26.677586] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.45% [2025-11-22T01:45:26.681610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:26.683727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:26.684205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:26.684595] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:26.686982] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:26.687637] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:26.688981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:26.842874] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 3.12%, Actual: 0.73% [2025-11-22T01:45:27.002119] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 1.36% | Symbol ETA: 1.0s | Global ETA: 2h 54m 17s [2025-11-22T01:45:27.009431] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 0.06% [2025-11-22T01:45:27.012611] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 7.1s | Global ETA: 2h 54m 18s [2025-11-22T01:45:27.013498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:27.013561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:27.018362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:27.020103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:27.020576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:27.021449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:27.023817] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:27.025764] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:27.027889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:27.168131] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.57%, Actual: 3.74% [2025-11-22T01:45:27.174193] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 1.35% [2025-11-22T01:45:27.255249] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 5.3s | Global ETA: 2h 54m 21s [2025-11-22T01:45:27.256170] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:27.256234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:27.261056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:27.262848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:27.263326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:27.263736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:27.266119] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:27.266769] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:27.268129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:27.334401] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -3.06%, Actual: 0.14% [2025-11-22T01:45:27.340302] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 0.90% [2025-11-22T01:45:27.503432] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 1.53% [2025-11-22T01:45:27.508159] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.75% [2025-11-22T01:45:27.508306] [INFO ] [main ] KR: Magnitude Forecast Confidence: 48.9884% [2025-11-22T01:45:27.508399] [INFO ] [main ] KR: DISCARDED add_return_volume_nonlinearity_proxies (score: 48.99%) [2025-11-22T01:45:27.508823] [INFO ] [main ] KR: Testing feature 42/53: add_shelf_lag [2025-11-22T01:45:27.508862] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_shelf_lag'] [2025-11-22T01:45:27.508899] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:27.522453] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:27.523930] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:27.523996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:27.528860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:27.530605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:27.531115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:27.531502] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:27.617341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:27.618508] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:27.620503] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:27.622089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:27.623627] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:27.624811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:27.670164] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 6.4s | Global ETA: 2h 54m 26s [2025-11-22T01:45:27.671064] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:27.671127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:27.672669] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 2.28% [2025-11-22T01:45:27.676087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:27.678058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:27.678550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:27.679432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:27.681889] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:27.683810] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:27.685887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:27.837874] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 0.37% [2025-11-22T01:45:27.850273] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 4.8s | Global ETA: 2h 54m 29s [2025-11-22T01:45:27.851192] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:27.851258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:27.856157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:27.857959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:27.858448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:27.858885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:27.861419] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:27.862144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:27.863543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:28.004766] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.77%, Actual: 0.92% [2025-11-22T01:45:28.171221] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 1.15% [2025-11-22T01:45:28.338162] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.19%, Actual: 2.09% [2025-11-22T01:45:28.359266] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5.8s | Global ETA: 2h 54m 35s [2025-11-22T01:45:28.360205] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:28.360271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:28.363490] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 10.0s | Global ETA: 2h 54m 36s [2025-11-22T01:45:28.364388] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:28.364460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:28.365350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:28.367318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:28.367857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:28.368800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:28.369277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:28.371020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:28.371513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:28.371624] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:28.371924] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:28.374475] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:28.377012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:28.435615] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 4.2s | Global ETA: 2h 54m 36s [2025-11-22T01:45:28.436540] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:28.436606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:28.441707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:28.443517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:28.444030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:28.444446] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:28.446868] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:28.447542] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:28.448914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:28.456479] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:28.457661] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:28.459578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:28.461151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:28.462716] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:28.463893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:28.502948] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.03%, Actual: 2.60% [2025-11-22T01:45:28.667514] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.36%, Actual: 0.94% [2025-11-22T01:45:28.667709] [INFO ] [main ] AES: Magnitude Forecast Confidence: 48.9672% [2025-11-22T01:45:28.667789] [INFO ] [main ] AES: DISCARDED add_volatility_decay_ratio (score: 48.97%) [2025-11-22T01:45:28.667832] [INFO ] [main ] AES: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:45:28.667862] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:45:28.667896] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:28.679275] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:28.680465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:28.680533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:28.682503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:28.684300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:28.684784] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:28.685836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:28.687876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.041710] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -2.60% | Symbol ETA: 5.1s | Global ETA: 2h 54m 45s [2025-11-22T01:45:29.042601] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:29.042686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:29.044810] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 3.6s | Global ETA: 2h 54m 45s [2025-11-22T01:45:29.045703] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:29.045766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:29.047470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.049245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:29.049748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:29.050687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:29.050928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.053033] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:29.053054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:29.053542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:29.053961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:29.054960] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:29.056379] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:29.057062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:29.057339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.058486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.203985] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 9.2s | Global ETA: 2h 54m 47s [2025-11-22T01:45:29.204884] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:29.204951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:29.209810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.211558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:29.212059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:29.212446] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:29.274929] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 6.2s | Global ETA: 2h 54m 48s [2025-11-22T01:45:29.275796] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:29.275859] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:29.277821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.279534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:29.280003] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:29.281161] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:29.283158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.297325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:29.298482] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:29.300475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:29.302070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:29.303603] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:29.304785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.626507] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 3.0s | Global ETA: 2h 54m 52s [2025-11-22T01:45:29.627423] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:29.627490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:29.632281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.634001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:29.634472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:29.634907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:29.637284] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:29.637941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:29.639289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.696829] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 4.4s | Global ETA: 2h 54m 53s [2025-11-22T01:45:29.697817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:29.697883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:29.702901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.704687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:29.705262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:29.706202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:29.708764] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:29.711157] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:45:29.713337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:29.871064] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 5.6s | Global ETA: 2h 54m 55s [2025-11-22T01:45:29.875788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:29.875859] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:29.877915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:29.879784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:29.880248] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:29.881300] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:29.883300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:30.054630] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 8.4s | Global ETA: 2h 54m 58s [2025-11-22T01:45:30.055528] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:30.055594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:30.060393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:30.062136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:30.062615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:30.063019] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:30.147919] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:30.149002] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:30.150996] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:30.152553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:30.154141] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:30.155292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:30.219313] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 2.4s | Global ETA: 2h 55m 0s [2025-11-22T01:45:30.220199] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:30.220262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:30.225389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:30.227143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:30.227639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:30.228057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:30.230394] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:30.231072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:30.232383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:30.367056] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.66% | Symbol ETA: 3.7s | Global ETA: 2h 55m 2s [2025-11-22T01:45:30.473486] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 5.0s | Global ETA: 2h 55m 3s [2025-11-22T01:45:30.474375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:30.474444] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:30.476351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:30.481317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:30.481819] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:30.482888] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:30.484880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:30.539226] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 2.54% [2025-11-22T01:45:30.710227] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.19% [2025-11-22T01:45:30.808051] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 1.8s | Global ETA: 2h 55m 8s [2025-11-22T01:45:30.809041] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:30.809108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:30.814547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:30.816467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:30.817162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:30.817622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:30.820198] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:30.820919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:30.822498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:30.878820] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 1.48% [2025-11-22T01:45:30.914428] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 7.5s | Global ETA: 2h 55m 9s [2025-11-22T01:45:30.915365] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:30.915430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:30.920258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:30.922115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:30.922637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:30.923056] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:31.014029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:31.015339] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:31.017434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:31.019099] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:31.020871] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:31.022070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:31.046945] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -3.54%, Actual: 0.68% [2025-11-22T01:45:31.076827] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 4.4s | Global ETA: 2h 55m 11s [2025-11-22T01:45:31.077880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:31.077949] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:31.079922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:31.081762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:31.082230] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:31.083292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:31.085289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:31.214039] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 1.79% [2025-11-22T01:45:31.379702] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.70%, Actual: 2.71% [2025-11-22T01:45:31.399926] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 1.2s | Global ETA: 2h 55m 16s [2025-11-22T01:45:31.400817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:31.400880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:31.405628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:31.407382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:31.407880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:31.408264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:31.410597] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:31.411242] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:31.412557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:31.547633] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.38% [2025-11-22T01:45:31.664383] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 3.8s | Global ETA: 2h 55m 19s [2025-11-22T01:45:31.665280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:31.665342] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:31.667357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:31.669088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:31.669540] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:31.670607] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:31.672605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:31.718431] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -2.60%, Actual: 0.44% [2025-11-22T01:45:31.766461] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 6.7s | Global ETA: 2h 55m 21s [2025-11-22T01:45:31.767403] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:31.767469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:31.772320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:31.774154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:31.774662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:31.775054] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:31.860310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:31.861478] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:31.863500] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:31.865115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:31.866750] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:31.867965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:31.884807] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.69% [2025-11-22T01:45:32.016915] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 0.7s | Global ETA: 2h 55m 24s [2025-11-22T01:45:32.050807] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.66%, Actual: 1.90% [2025-11-22T01:45:32.051019] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 35.7637% [2025-11-22T01:45:32.051104] [INFO ] [main ] CBZ: DISCARDED add_range_volume_efficiency (score: 35.76%) [2025-11-22T01:45:32.051147] [INFO ] [main ] CBZ: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:45:32.051180] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:45:32.051216] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:32.064319] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:32.065763] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:32.065827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:32.070589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:32.072359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:32.072874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:32.073754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:32.076110] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:32.078071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:32.081960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:32.194843] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 0.05% [2025-11-22T01:45:32.251557] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 3.2s | Global ETA: 2h 55m 27s [2025-11-22T01:45:32.252454] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:32.252518] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:32.254430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:32.256176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:32.256630] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:32.257721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:32.259714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:32.364291] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.06% [2025-11-22T01:45:32.536495] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.30% [2025-11-22T01:45:32.621693] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.68% | Symbol ETA: 5.9s | Global ETA: 2h 55m 32s [2025-11-22T01:45:32.622621] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:32.622708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:32.627769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:32.629621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:32.630141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:32.630548] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:32.708738] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.98% [2025-11-22T01:45:32.718759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:32.719998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:32.722038] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:32.723741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:32.725365] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:32.726619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:32.728799] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 9.4s | Global ETA: 2h 55m 33s [2025-11-22T01:45:32.729701] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:32.729769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:32.734566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:32.736348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:32.736843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:32.737744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:32.740109] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:32.742071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:32.745984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:32.840964] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.95% | Symbol ETA: 2.6s | Global ETA: 2h 55m 35s [2025-11-22T01:45:32.841848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:32.841912] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:32.843799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:32.845517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:32.845994] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:32.847033] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:32.849070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:32.878127] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.39% [2025-11-22T01:45:33.046162] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.41% [2025-11-22T01:45:33.217557] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.28% [2025-11-22T01:45:33.382676] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.09% [2025-11-22T01:45:33.405987] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.91% | Symbol ETA: 8.8s | Global ETA: 2h 55m 42s [2025-11-22T01:45:33.406909] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:33.406973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:33.411798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:33.413519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:33.414075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:33.415002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:33.417393] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:33.419356] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:33.423229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:33.437205] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.10% | Symbol ETA: 2.0s | Global ETA: 2h 55m 43s [2025-11-22T01:45:33.438171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:33.438236] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:33.440222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:33.442030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:33.442492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:33.443541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:33.445527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:33.468830] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: -1.19% | Symbol ETA: 5.0s | Global ETA: 2h 55m 43s [2025-11-22T01:45:33.469742] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:33.469808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:33.474618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:33.476457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:33.476966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:33.477493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:33.549953] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.45% [2025-11-22T01:45:33.563760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:33.564967] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:33.567050] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:33.568812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:33.570377] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:33.571574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:33.718805] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.32% [2025-11-22T01:45:33.719007] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 36.3798% [2025-11-22T01:45:33.719089] [INFO ] [main ] ASBA: DISCARDED add_volume_dispersion (score: 36.38%) [2025-11-22T01:45:33.719132] [INFO ] [main ] ASBA: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:45:33.719164] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_volume_flow_differentials'] [2025-11-22T01:45:33.719200] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:33.729822] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:33.731170] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:33.731247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:33.736044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:33.737834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:33.738337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:33.738749] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:33.741117] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:33.741770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:33.744464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.039432] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -7.22% | Symbol ETA: 1.4s | Global ETA: 2h 55m 51s [2025-11-22T01:45:34.040840] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:45:34.040903] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:34.046722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.048522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:34.049027] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:34.050144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:45:34.052126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.062212] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.57% | Symbol ETA: 8.1s | Global ETA: 2h 55m 51s [2025-11-22T01:45:34.063114] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:34.063178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:34.067939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.069717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:34.070180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:34.071063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:34.073384] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:34.075333] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:34.079332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.323947] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 5.8s | Global ETA: 2h 55m 54s [2025-11-22T01:45:34.324866] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:34.324929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:34.329179] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 4.2s | Global ETA: 2h 55m 55s [2025-11-22T01:45:34.329753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.330096] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:34.330163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:34.331457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:34.331958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:34.332345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:34.334759] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:34.334963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.335391] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:34.336710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:34.337222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:34.337625] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:34.338568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.422308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:34.423498] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:34.425469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:34.427072] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:34.428684] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:34.429847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.652952] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.46% | Symbol ETA: 0.8s | Global ETA: 2h 55m 59s [2025-11-22T01:45:34.769821] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 7.5s | Global ETA: 2h 56m 0s [2025-11-22T01:45:34.770891] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:34.770958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:34.776376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.778515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:34.779104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:34.780143] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:34.782617] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:34.785021] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:34.789186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.822522] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.71%, Actual: 3.74% [2025-11-22T01:45:34.924655] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 5.2s | Global ETA: 2h 56m 2s [2025-11-22T01:45:34.925538] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:34.925601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:34.930489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:34.932269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:34.932811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:34.933209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:34.935621] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:34.936325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:34.939199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:34.993389] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.14% [2025-11-22T01:45:35.166289] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 1.53% [2025-11-22T01:45:35.166818] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.39% | Symbol ETA: 3.3s | Global ETA: 2h 56m 6s [2025-11-22T01:45:35.167802] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:35.167872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:35.173110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:35.174868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:35.175333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:35.175744] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:35.261312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:35.262533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:35.264522] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:35.266154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:35.267736] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:45:35.268954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:35.339095] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 2.28% [2025-11-22T01:45:35.513849] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.52% | Symbol ETA: 6.9s | Global ETA: 2h 56m 10s [2025-11-22T01:45:35.514765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:35.514839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:35.516205] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 0.37% [2025-11-22T01:45:35.519675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:35.521482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:35.521993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:35.522933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:35.525314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:35.527382] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:35.530777] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 4.7s | Global ETA: 2h 56m 10s [2025-11-22T01:45:35.531424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:35.531708] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:35.531796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:35.536762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:35.538558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:35.539101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:35.539499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:35.541912] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:35.542554] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:35.545394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:35.685808] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 0.92% [2025-11-22T01:45:35.853672] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 1.15% [2025-11-22T01:45:36.019511] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.10%, Actual: 2.09% [2025-11-22T01:45:36.032282] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 2.5s | Global ETA: 2h 56m 17s [2025-11-22T01:45:36.136488] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 4.1s | Global ETA: 2h 56m 19s [2025-11-22T01:45:36.137806] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:36.137880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:36.143906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:36.145910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:36.146409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:36.146849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:36.149300] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:36.149982] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:36.152829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:36.173376] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 6.2s | Global ETA: 2h 56m 19s [2025-11-22T01:45:36.174293] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:36.174357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:36.179282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:36.181109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:36.181585] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:36.182486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:36.184935] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:36.186396] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -7.22%, Actual: 2.60% [2025-11-22T01:45:36.186977] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:36.190992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:36.202740] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.26%, Actual: 0.55% [2025-11-22T01:45:36.351201] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.46%, Actual: 0.94% [2025-11-22T01:45:36.351398] [INFO ] [main ] AES: Magnitude Forecast Confidence: 35.0859% [2025-11-22T01:45:36.351482] [INFO ] [main ] AES: DISCARDED add_volatility_state_percentiles (score: 35.09%) [2025-11-22T01:45:36.351523] [INFO ] [main ] AES: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:45:36.351554] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_volume_dispersion'] [2025-11-22T01:45:36.351588] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:36.363927] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:36.365183] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:36.365244] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:36.367200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:36.368659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:36.386131] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 2.70% [2025-11-22T01:45:36.573510] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 1.07% [2025-11-22T01:45:36.733468] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 3.5s | Global ETA: 2h 56m 26s [2025-11-22T01:45:36.734851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:36.734916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:36.739889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:36.741639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:36.742149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:36.742559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:36.744840] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.31%, Actual: 0.96% [2025-11-22T01:45:36.745025] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:36.745687] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:36.748454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:36.827345] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 5.5s | Global ETA: 2h 56m 28s [2025-11-22T01:45:36.828245] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:36.828309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:36.833032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:36.834772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:36.835241] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:36.836142] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:36.838482] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:36.840438] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:36.844325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:36.914501] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.45% [2025-11-22T01:45:36.950896] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.22% | Symbol ETA: 5.9s | Global ETA: 2h 56m 29s [2025-11-22T01:45:36.951762] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:36.951822] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:36.953764] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:36.955170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:37.084871] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.68%, Actual: 0.73% [2025-11-22T01:45:37.256730] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: -1.19%, Actual: 0.06% [2025-11-22T01:45:37.322768] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 2.9s | Global ETA: 2h 56m 34s [2025-11-22T01:45:37.323631] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:37.323719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:37.328590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:37.330355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:37.330841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:37.331221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:37.333545] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:37.334225] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:37.336912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:37.430140] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.35% [2025-11-22T01:45:37.488934] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.85% | Symbol ETA: 4.8s | Global ETA: 2h 56m 36s [2025-11-22T01:45:37.489874] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:37.489950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:37.494767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:37.496505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:37.496997] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:37.497901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:37.500295] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:37.502260] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:37.506147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:37.536229] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 5.3s | Global ETA: 2h 56m 37s [2025-11-22T01:45:37.537114] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:37.537196] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:37.539109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:37.540528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:37.603271] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.39%, Actual: 0.90% [2025-11-22T01:45:37.779496] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 0.75% [2025-11-22T01:45:37.779784] [INFO ] [main ] KR: Magnitude Forecast Confidence: 37.2481% [2025-11-22T01:45:37.779883] [INFO ] [main ] KR: DISCARDED add_shelf_lag (score: 37.25%) [2025-11-22T01:45:37.779931] [INFO ] [main ] KR: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:45:37.779967] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_signed_carry_history_11'] [2025-11-22T01:45:37.780012] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:37.794253] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:37.795755] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:37.795822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:37.800703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:37.802596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:37.803112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:37.803514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:37.896373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:37.897707] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:37.899815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:37.901500] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:37.903156] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:37.904598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:37.911443] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 2.3s | Global ETA: 2h 56m 42s [2025-11-22T01:45:37.912325] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:37.912387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:37.917259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:37.919082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:37.919544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:37.919950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:37.922612] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:37.923264] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:37.925933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.148248] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 4.1s | Global ETA: 2h 56m 45s [2025-11-22T01:45:38.149183] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:38.149248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:38.154019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:38.155775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:38.156242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:38.157185] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:38.159530] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:38.161460] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:45:38.165750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.173526] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 4.9s | Global ETA: 2h 56m 46s [2025-11-22T01:45:38.174479] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:38.174543] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:38.176548] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:38.178137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.495221] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 1.7s | Global ETA: 2h 56m 50s [2025-11-22T01:45:38.496171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:38.496234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:38.501086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:38.502823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:38.503287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:38.503690] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:38.506055] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:38.506694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:38.509389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.560420] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 9.3s | Global ETA: 2h 56m 51s [2025-11-22T01:45:38.561383] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:38.561449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:38.566511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:38.568424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:38.568977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:38.569378] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:38.661686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:38.662993] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:38.665132] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:38.666836] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:38.668559] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:38.670034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.798751] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 4.3s | Global ETA: 2h 56m 54s [2025-11-22T01:45:38.799736] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:38.799799] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:38.801899] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:38.803491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:38.804270] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.44% | Symbol ETA: 3.4s | Global ETA: 2h 56m 54s [2025-11-22T01:45:38.972485] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 2.54% [2025-11-22T01:45:39.078601] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 1.1s | Global ETA: 2h 56m 57s [2025-11-22T01:45:39.079500] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:39.079579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:39.084322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:39.086050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:39.086511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:39.086915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:39.089269] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:39.089920] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:39.092546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:39.139153] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.91%, Actual: 0.19% [2025-11-22T01:45:39.305324] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.57%, Actual: 1.48% [2025-11-22T01:45:39.324355] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 8.6s | Global ETA: 2h 57m 1s [2025-11-22T01:45:39.325340] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:39.325409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:39.330359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:39.332173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:39.332703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:39.333112] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:39.402191] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 3.7s | Global ETA: 2h 57m 2s [2025-11-22T01:45:39.403107] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:39.403167] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:39.405142] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:39.406583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:39.424571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:39.425904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:39.428049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:39.429769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:39.431376] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:39.432873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:39.472378] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 0.68% [2025-11-22T01:45:39.640174] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.52%, Actual: 1.79% [2025-11-22T01:45:39.657890] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 0.5s | Global ETA: 2h 57m 5s [2025-11-22T01:45:39.808475] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 2.71% [2025-11-22T01:45:39.826823] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.05% [2025-11-22T01:45:39.975517] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.38% [2025-11-22T01:45:39.995584] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.06% [2025-11-22T01:45:40.027204] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -5.32% | Symbol ETA: 3.1s | Global ETA: 2h 57m 10s [2025-11-22T01:45:40.028312] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:40.028375] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:40.030481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:40.032021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:40.086181] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 7.8s | Global ETA: 2h 57m 11s [2025-11-22T01:45:40.087166] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:40.087236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:40.092058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:40.093832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:40.094309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:40.094711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:40.142952] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.85%, Actual: 0.44% [2025-11-22T01:45:40.165392] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.30% [2025-11-22T01:45:40.181795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:40.183125] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:40.185233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:40.186908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:40.188571] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:40.189998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:40.309910] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 0.69% [2025-11-22T01:45:40.331215] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.98% [2025-11-22T01:45:40.478023] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.44%, Actual: 1.90% [2025-11-22T01:45:40.478249] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 48.0421% [2025-11-22T01:45:40.478344] [INFO ] [main ] CBZ: DISCARDED add_range_volume_efficiency_refinements (score: 48.04%) [2025-11-22T01:45:40.478389] [INFO ] [main ] CBZ: Testing feature 39/53: add_regime [2025-11-22T01:45:40.478422] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_regime'] [2025-11-22T01:45:40.478456] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:40.492180] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:40.493895] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:40.493962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:40.497928] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.39% [2025-11-22T01:45:40.498971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:40.500953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:40.501479] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:40.502381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:40.504785] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:40.506771] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:40.526762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:40.633419] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 3.07% | Symbol ETA: 2.5s | Global ETA: 2h 57m 18s [2025-11-22T01:45:40.634329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:40.634390] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:40.636306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:40.637763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:40.666981] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.41% [2025-11-22T01:45:40.835763] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.28% [2025-11-22T01:45:40.841162] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 7.0s | Global ETA: 2h 57m 21s [2025-11-22T01:45:40.842076] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:40.842142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:40.847013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:40.848809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:40.849283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:40.849684] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:40.936101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:40.937242] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:40.939218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:40.940834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:40.942378] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:40.943757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.007735] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.09% [2025-11-22T01:45:41.173920] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.45% [2025-11-22T01:45:41.181983] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 9.3s | Global ETA: 2h 57m 25s [2025-11-22T01:45:41.183007] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:41.183073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:41.188011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:41.189905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:41.190386] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:41.191281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:41.193621] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:41.195601] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:41.215971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.221769] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.13% | Symbol ETA: 1.9s | Global ETA: 2h 57m 26s [2025-11-22T01:45:41.222666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:41.222727] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:41.224621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:41.226064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.346244] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.32% [2025-11-22T01:45:41.346435] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 32.1089% [2025-11-22T01:45:41.346519] [INFO ] [main ] ASBA: DISCARDED add_volume_flow_differentials (score: 32.11%) [2025-11-22T01:45:41.346563] [INFO ] [main ] ASBA: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:45:41.346596] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_volume_pressure_into_close'] [2025-11-22T01:45:41.346670] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:41.357857] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:41.359285] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:41.359347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:41.364348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:41.366214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:41.366716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:41.367124] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:41.369573] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:41.370228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:41.371912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.583669] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 2.81% | Symbol ETA: 6.2s | Global ETA: 2h 57m 31s [2025-11-22T01:45:41.584577] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:41.584665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:41.590009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:41.591867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:41.592383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:41.592824] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:41.686439] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:41.688458] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:41.690836] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:41.692582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:41.694217] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:41.695622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.818892] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.69% | Symbol ETA: 1.2s | Global ETA: 2h 57m 34s [2025-11-22T01:45:41.819881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:41.819951] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:41.822089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:45:41.823716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.863221] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 8.6s | Global ETA: 2h 57m 34s [2025-11-22T01:45:41.864142] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:41.864209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:41.869244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:41.871072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:41.871569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:41.872491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:41.874984] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:41.877050] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:41.898053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:41.962895] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 5.7s | Global ETA: 2h 57m 36s [2025-11-22T01:45:41.963796] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:41.963873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:41.968662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:41.970402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:41.970890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:41.971273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:41.973661] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:41.974292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:41.975950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:42.354684] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 5.5s | Global ETA: 2h 57m 41s [2025-11-22T01:45:42.356470] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:42.356536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:42.361302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:42.363079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:42.363546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:42.363958] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:42.432299] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.80% | Symbol ETA: 0.6s | Global ETA: 2h 57m 42s [2025-11-22T01:45:42.449331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:42.450544] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:42.452582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:42.454278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:42.455914] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:42.457358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:42.547352] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 5.1s | Global ETA: 2h 57m 43s [2025-11-22T01:45:42.549000] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:42.549082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:42.554713] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 7.9s | Global ETA: 2h 57m 44s [2025-11-22T01:45:42.555221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:42.555618] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:42.555703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:42.557037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:42.557542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:42.558014] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:42.560512] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:42.560523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:42.561189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:42.562256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:42.562741] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:42.562865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:42.563663] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:42.566019] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:42.568082] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:42.587583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:42.611206] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.22%, Actual: 3.74% [2025-11-22T01:45:42.796568] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.14% [2025-11-22T01:45:42.977169] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 1.53% [2025-11-22T01:45:43.106965] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.37% | Symbol ETA: 4.7s | Global ETA: 2h 57m 51s [2025-11-22T01:45:43.107916] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:43.107981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.112706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.114439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:43.114926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:43.115309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:43.151378] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 2.28% [2025-11-22T01:45:43.198923] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:43.200160] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:43.202558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:43.204179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:43.205781] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:43.207152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:43.212387] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 4.6s | Global ETA: 2h 57m 52s [2025-11-22T01:45:43.213386] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:43.213454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.218577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.220534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:43.221054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:43.221453] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:43.223956] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:43.224622] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:43.226311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:43.246465] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 7.2s | Global ETA: 2h 57m 53s [2025-11-22T01:45:43.247878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:43.247947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.252716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.254448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:43.254931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:43.255814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:43.258198] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:43.260158] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:43.279349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:43.327777] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 0.37% [2025-11-22T01:45:43.498516] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -5.32%, Actual: 0.92% [2025-11-22T01:45:43.674170] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.07%, Actual: 1.15% [2025-11-22T01:45:43.803790] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 4.0s | Global ETA: 2h 58m 0s [2025-11-22T01:45:43.804686] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:43.804749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.809576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.811349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:43.811833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:43.812215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:43.814537] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:43.815194] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:43.816819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:43.836090] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.66% | Symbol ETA: 4.0s | Global ETA: 2h 58m 1s [2025-11-22T01:45:43.837145] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:43.837215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.841986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.843748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:43.844210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:43.844592] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:43.846234] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.13%, Actual: 2.09% [2025-11-22T01:45:43.929377] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 6.5s | Global ETA: 2h 58m 2s [2025-11-22T01:45:43.929627] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:43.930332] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:43.930399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:43.930842] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:43.932847] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:43.934459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:43.935404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:43.936016] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:43.937277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:43.937483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:43.937781] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:43.938689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:43.941132] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:43.943148] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:43.963414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.024094] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.69%, Actual: 2.60% [2025-11-22T01:45:44.237465] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.80%, Actual: 0.94% [2025-11-22T01:45:44.237711] [INFO ] [main ] AES: Magnitude Forecast Confidence: 45.5830% [2025-11-22T01:45:44.237831] [INFO ] [main ] AES: DISCARDED add_volume_dispersion (score: 45.58%) [2025-11-22T01:45:44.237886] [INFO ] [main ] AES: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:45:44.237921] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_volume_flow_differentials'] [2025-11-22T01:45:44.237976] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:44.250709] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:44.252264] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:44.252334] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:44.255026] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:44.258228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.384849] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 3.3s | Global ETA: 2h 58m 8s [2025-11-22T01:45:44.385738] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:44.385801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:44.390604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:44.392319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:44.392804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:44.393221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:44.395571] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:44.396256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:44.397909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.591475] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 3.2s | Global ETA: 2h 58m 11s [2025-11-22T01:45:44.592441] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:44.592507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:44.597348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:44.599124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:44.600953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:44.601338] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:44.616670] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 5.9s | Global ETA: 2h 58m 11s [2025-11-22T01:45:44.617579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:44.617663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:44.622499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:44.624298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:44.624782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:44.625667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:44.628053] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:44.630035] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:44.649174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.687309] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:44.688612] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:44.690666] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:44.692293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:44.693860] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:45:44.695253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.877478] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 6.1s | Global ETA: 2h 58m 14s [2025-11-22T01:45:44.878429] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:44.878491] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:44.880577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:44.883683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:44.967630] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 2.7s | Global ETA: 2h 58m 16s [2025-11-22T01:45:44.968593] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:44.968699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:44.973570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:44.975339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:44.975824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:44.976242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:44.978613] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:44.979298] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:44.980979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:45.293853] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 5.2s | Global ETA: 2h 58m 20s [2025-11-22T01:45:45.294762] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:45.294826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:45.299635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:45.301415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:45.301901] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:45.302780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:45.305176] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:45.307172] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:45.326712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:45.352962] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 2.4s | Global ETA: 2h 58m 21s [2025-11-22T01:45:45.494180] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -2.78% | Symbol ETA: 5.5s | Global ETA: 2h 58m 23s [2025-11-22T01:45:45.495155] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:45.495219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:45.497397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:45.500531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:45.525102] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 0.55% [2025-11-22T01:45:45.551008] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 2.1s | Global ETA: 2h 58m 23s [2025-11-22T01:45:45.551910] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:45.551974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:45.556994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:45.558876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:45.559355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:45.559762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:45.562173] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:45.562842] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:45.564506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:45.695826] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 2.83%, Actual: 2.70% [2025-11-22T01:45:45.890140] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.07% [2025-11-22T01:45:45.983853] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 4.5s | Global ETA: 2h 58m 29s [2025-11-22T01:45:45.984776] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:45.984840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:45.989594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:45.991333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:45.991832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:45.992747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:45.995102] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:45.997051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:46.016083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.060206] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 0.96% [2025-11-22T01:45:46.112211] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 4.8s | Global ETA: 2h 58m 31s [2025-11-22T01:45:46.115639] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:46.116841] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:46.118941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:46.121862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.153935] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 1.5s | Global ETA: 2h 58m 31s [2025-11-22T01:45:46.154864] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:46.154929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:46.159948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:46.161807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:46.162331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:46.162777] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:46.165225] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:46.165912] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:46.167609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.230692] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 2.81%, Actual: 0.45% [2025-11-22T01:45:46.405128] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.73% [2025-11-22T01:45:46.577267] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 0.06% [2025-11-22T01:45:46.660095] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 3.8s | Global ETA: 2h 58m 38s [2025-11-22T01:45:46.660999] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:46.661064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:46.665820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:46.667545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:46.668047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:46.668911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:46.671217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:46.673191] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:45:46.692093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.733427] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 4.2s | Global ETA: 2h 58m 39s [2025-11-22T01:45:46.734348] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:46.734410] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:46.736411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:46.739439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.744235] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.66%, Actual: 1.35% [2025-11-22T01:45:46.750468] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 0.9s | Global ETA: 2h 58m 39s [2025-11-22T01:45:46.751355] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:46.751418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:46.756254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:46.758201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:46.758771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:46.759246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:46.761852] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:46.762533] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:46.764249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:46.915013] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 0.82%, Actual: 0.90% [2025-11-22T01:45:47.082188] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.75% [2025-11-22T01:45:47.082393] [INFO ] [main ] KR: Magnitude Forecast Confidence: 51.1994% [2025-11-22T01:45:47.082487] [INFO ] [main ] KR: DISCARDED add_signed_carry_history_11 (score: 51.20%) [2025-11-22T01:45:47.082529] [INFO ] [main ] KR: Testing feature 44/53: add_sma_ratio [2025-11-22T01:45:47.082563] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_sma_ratio'] [2025-11-22T01:45:47.082599] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:47.096876] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:47.098228] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:47.098293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:47.103088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:47.104862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:47.105324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:47.105737] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:47.191662] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:47.192813] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:47.194789] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:47.196356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:47.197944] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:47.198689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:47.352494] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 3.6s | Global ETA: 2h 58m 47s [2025-11-22T01:45:47.353506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:47.353569] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:47.355630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:47.358541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:47.368541] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 0.3s | Global ETA: 2h 58m 47s [2025-11-22T01:45:47.394043] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 3.1s | Global ETA: 2h 58m 48s [2025-11-22T01:45:47.542215] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.05% [2025-11-22T01:45:47.560934] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 2.54% [2025-11-22T01:45:47.716531] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.06% [2025-11-22T01:45:47.731725] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 0.19% [2025-11-22T01:45:47.831467] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.41% | Symbol ETA: 8.6s | Global ETA: 2h 58m 53s [2025-11-22T01:45:47.832396] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:47.834118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:47.840731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:47.842469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:47.842979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:47.843387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:47.894802] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.30% [2025-11-22T01:45:47.899745] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.48% [2025-11-22T01:45:47.929883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:47.931095] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:47.933159] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:47.934792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:47.936338] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:47.937073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:47.968507] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.89% | Symbol ETA: 3.0s | Global ETA: 2h 58m 55s [2025-11-22T01:45:47.969601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:47.969695] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:47.971845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:47.974745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:48.067099] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.68% [2025-11-22T01:45:48.067100] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 0.98% [2025-11-22T01:45:48.234368] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 1.79% [2025-11-22T01:45:48.247369] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.39% [2025-11-22T01:45:48.405145] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 2.71% [2025-11-22T01:45:48.422043] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.41% [2025-11-22T01:45:48.566863] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 7.8s | Global ETA: 2h 59m 3s [2025-11-22T01:45:48.567816] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:48.567898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:48.572436] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.83%, Actual: 0.38% [2025-11-22T01:45:48.572685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:48.574422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:48.574916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:48.575310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:48.589263] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 2.28% | Symbol ETA: 2.3s | Global ETA: 2h 59m 4s [2025-11-22T01:45:48.590196] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:48.590259] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:48.592245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:48.593013] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.28% [2025-11-22T01:45:48.595110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:48.660289] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:48.661596] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:48.663659] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:48.665311] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:48.666915] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:48.667742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:48.738126] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.44% [2025-11-22T01:45:48.762789] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.09% [2025-11-22T01:45:48.903971] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 0.69% [2025-11-22T01:45:48.935387] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.45% [2025-11-22T01:45:49.068941] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 1.90% [2025-11-22T01:45:49.069159] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 32.9542% [2025-11-22T01:45:49.069249] [INFO ] [main ] CBZ: DISCARDED add_regime (score: 32.95%) [2025-11-22T01:45:49.069292] [INFO ] [main ] CBZ: Testing feature 40/53: add_regime_flags [2025-11-22T01:45:49.069323] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_regime_flags'] [2025-11-22T01:45:49.069358] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:49.083200] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:49.084712] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:49.084775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:49.089574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:49.091347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:49.091849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:49.092731] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:49.095079] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:49.097007] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:49.098059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.102403] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.32% [2025-11-22T01:45:49.102600] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 36.2621% [2025-11-22T01:45:49.102694] [INFO ] [main ] ASBA: DISCARDED add_volume_pressure_into_close (score: 36.26%) [2025-11-22T01:45:49.102739] [INFO ] [main ] ASBA: Testing feature 52/53: add_volume_zscore [2025-11-22T01:45:49.102771] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_volume_zscore'] [2025-11-22T01:45:49.102805] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:49.113950] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:49.115161] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:49.115224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:49.120188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:49.121979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:49.122470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:49.122873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:49.125237] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:49.125889] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:49.127529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.183374] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 1.7s | Global ETA: 2h 59m 11s [2025-11-22T01:45:49.184308] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:49.184371] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:49.186465] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:49.189434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.290691] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -4.04% | Symbol ETA: 7.1s | Global ETA: 2h 59m 13s [2025-11-22T01:45:49.291558] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:49.291624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:49.296388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:49.298155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:49.298627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:49.299029] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:49.382101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:49.383201] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:49.385169] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:49.386745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:49.388295] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:49.389029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.706880] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 5.5s | Global ETA: 2h 59m 18s [2025-11-22T01:45:49.707794] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:49.707856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:49.712880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:49.714742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:49.715219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:49.715600] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:49.718025] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:49.718792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:49.720446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.739817] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 8.8s | Global ETA: 2h 59m 19s [2025-11-22T01:45:49.740728] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:49.740792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:49.745506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:49.747280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:49.747774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:49.748617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:49.750951] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:49.752932] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:49.753969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:49.774036] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.95% | Symbol ETA: 1.1s | Global ETA: 2h 59m 19s [2025-11-22T01:45:49.774939] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:49.775010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:49.776953] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:45:49.779723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.041951] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 6.4s | Global ETA: 2h 59m 23s [2025-11-22T01:45:50.042866] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:50.042932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:50.047820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:50.049619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:50.050148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:50.050539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:50.134913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:50.136085] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:50.138091] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:50.139732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:50.141263] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:50.142018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.305656] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 4.9s | Global ETA: 2h 59m 26s [2025-11-22T01:45:50.306565] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:50.306629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:50.311613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:50.313431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:50.314291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:50.314710] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:50.317255] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:50.317950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:50.319693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.385786] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 0.5s | Global ETA: 2h 59m 27s [2025-11-22T01:45:50.401899] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.30% | Symbol ETA: 8.1s | Global ETA: 2h 59m 28s [2025-11-22T01:45:50.402800] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:50.402865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:50.407686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:50.409443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:50.409961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:50.410832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:50.413188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:50.415128] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:50.416151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.561331] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.07%, Actual: 3.74% [2025-11-22T01:45:50.733266] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -2.78%, Actual: 0.14% [2025-11-22T01:45:50.762866] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 5.6s | Global ETA: 2h 59m 32s [2025-11-22T01:45:50.763970] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:50.764040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:50.769396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:50.771213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:50.771726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:50.772132] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:50.866598] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:50.868292] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:50.870987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:50.873178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:50.874784] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:50.875740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.898906] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 4.3s | Global ETA: 2h 59m 34s [2025-11-22T01:45:50.899901] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:50.899964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:50.904899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:50.906684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:50.907183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:50.907568] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:50.909911] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:50.910573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:50.912253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:50.912892] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 1.53% [2025-11-22T01:45:51.057285] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.01% | Symbol ETA: 7.5s | Global ETA: 2h 59m 36s [2025-11-22T01:45:51.058201] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:51.058264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:51.063039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:51.064772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:51.065240] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:51.066111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:51.068470] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:51.070386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:51.071397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:51.087460] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.28% [2025-11-22T01:45:51.262261] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.37% [2025-11-22T01:45:51.429022] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.89%, Actual: 0.92% [2025-11-22T01:45:51.482456] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 3.7s | Global ETA: 2h 59m 42s [2025-11-22T01:45:51.483360] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:51.483421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:51.488237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:51.489971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:51.490435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:51.490839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:51.493249] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:51.493915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:51.495511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:51.520470] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.00% | Symbol ETA: 4.9s | Global ETA: 2h 59m 42s [2025-11-22T01:45:51.521504] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:51.521573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:51.526950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:51.528945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:51.529484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:51.529910] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:51.594980] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 2.28%, Actual: 1.15% [2025-11-22T01:45:51.619832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:51.621044] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:51.623068] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:51.624755] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:51.626441] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:51.627283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:51.709820] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 6.8s | Global ETA: 2h 59m 45s [2025-11-22T01:45:51.710716] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:51.710781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:51.715529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:51.717660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:51.718136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:51.719001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:51.721410] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:51.723360] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:51.724389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:51.760398] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 2.09% [2025-11-22T01:45:51.926961] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.95%, Actual: 2.60% [2025-11-22T01:45:52.068116] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 3.1s | Global ETA: 2h 59m 50s [2025-11-22T01:45:52.069071] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:52.069140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:52.074156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:52.075993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:52.076465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:52.076889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:52.079291] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:52.079955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:52.081564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.093466] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.57%, Actual: 0.94% [2025-11-22T01:45:52.093687] [INFO ] [main ] AES: Magnitude Forecast Confidence: 49.5092% [2025-11-22T01:45:52.093768] [INFO ] [main ] AES: DISCARDED add_volume_flow_differentials (score: 49.51%) [2025-11-22T01:45:52.093809] [INFO ] [main ] AES: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:45:52.093840] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_volume_pressure_into_close'] [2025-11-22T01:45:52.093874] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:52.106484] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:52.107866] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:52.107927] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:52.110211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:52.111892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.265969] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 4.2s | Global ETA: 2h 59m 52s [2025-11-22T01:45:52.266895] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:52.266960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:52.271785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:52.273529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:52.274027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:52.274414] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:52.357557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:52.358896] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:52.360910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:52.362619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:52.364170] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:52.364912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.367987] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 6.1s | Global ETA: 2h 59m 54s [2025-11-22T01:45:52.368907] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:52.368971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:52.373749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:52.375474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:52.375969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:52.376845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:52.379288] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:52.381227] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:52.382255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.654350] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 2.5s | Global ETA: 2h 59m 57s [2025-11-22T01:45:52.655242] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:52.655304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:52.660170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:52.661905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:52.662396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:52.662799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:52.665162] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:52.665837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:52.667459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.696814] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -3.12% | Symbol ETA: 5.6s | Global ETA: 2h 59m 58s [2025-11-22T01:45:52.697738] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:52.697800] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:52.699789] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:52.701457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:52.996972] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 3.4s | Global ETA: 3h 0m 2s [2025-11-22T01:45:52.997970] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:52.998037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.002824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.004581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:53.005080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:53.005469] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:53.023997] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 5.5s | Global ETA: 3h 0m 2s [2025-11-22T01:45:53.024919] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:53.024984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.029759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.031487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:53.031977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:53.032848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:53.035185] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.037139] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:53.038180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.093268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:53.094547] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.096554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:53.098202] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:53.099777] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:53.100497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.231539] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 1.9s | Global ETA: 3h 0m 5s [2025-11-22T01:45:53.232430] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:53.232492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.237293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.239017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:53.239486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:53.239890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:53.242246] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:53.242899] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:53.244489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.287783] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 5.0s | Global ETA: 3h 0m 6s [2025-11-22T01:45:53.288689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:53.288749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.290659] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:53.292315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.675615] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 4.8s | Global ETA: 3h 0m 11s [2025-11-22T01:45:53.676515] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:53.676579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.681451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.683201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:53.683692] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:53.684566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:53.686917] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.688894] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:53.689946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.723473] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 2.7s | Global ETA: 3h 0m 12s [2025-11-22T01:45:53.724409] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:53.724475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.729321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.731063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:53.731540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:53.731949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:53.807208] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 1.3s | Global ETA: 3h 0m 13s [2025-11-22T01:45:53.808126] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:53.808209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:53.813009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:53.815186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:53.815675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:53.816061] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:53.816845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:53.818044] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.818576] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:53.819227] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:53.820033] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:53.820819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.821679] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:53.823225] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:45:53.823979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:53.877170] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: 1.36% | Symbol ETA: 4.4s | Global ETA: 3h 0m 14s [2025-11-22T01:45:53.878174] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:53.878239] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:53.880369] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:53.882123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:54.335009] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 4.2s | Global ETA: 3h 0m 20s [2025-11-22T01:45:54.335905] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:54.335969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:54.340738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:54.342475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:54.342976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:54.343853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:54.346214] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:54.348252] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:54.349310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:54.383630] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 0.7s | Global ETA: 3h 0m 20s [2025-11-22T01:45:54.384516] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:54.384579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:54.389394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:54.391117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:54.391580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:54.391982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:54.394309] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:54.394959] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:54.396546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:54.452952] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 1.9s | Global ETA: 3h 0m 21s [2025-11-22T01:45:54.479660] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 3.9s | Global ETA: 3h 0m 22s [2025-11-22T01:45:54.480577] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:54.480637] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:54.482631] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:54.484394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:54.626744] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 0.55% [2025-11-22T01:45:54.796817] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 2.70% [2025-11-22T01:45:54.964127] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -4.04%, Actual: 1.07% [2025-11-22T01:45:54.964255] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 0.2s | Global ETA: 3h 0m 28s [2025-11-22T01:45:54.986864] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 3.5s | Global ETA: 3h 0m 28s [2025-11-22T01:45:54.987837] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:54.987900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:54.992678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:54.994392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:54.994887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:54.995757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:54.998115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:55.000054] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:55.001089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:55.085102] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 3.3s | Global ETA: 3h 0m 30s [2025-11-22T01:45:55.086012] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:55.086072] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:55.088005] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:55.089729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:55.130474] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.05% [2025-11-22T01:45:55.134699] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 0.96% [2025-11-22T01:45:55.297465] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 0.06% [2025-11-22T01:45:55.305282] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 0.45% [2025-11-22T01:45:55.464155] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.30% [2025-11-22T01:45:55.477304] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 0.73% [2025-11-22T01:45:55.629745] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.98% [2025-11-22T01:45:55.648371] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 0.06% [2025-11-22T01:45:55.661194] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 2.9s | Global ETA: 3h 0m 37s [2025-11-22T01:45:55.668692] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -3.82% | Symbol ETA: 2.7s | Global ETA: 3h 0m 37s [2025-11-22T01:45:55.669601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:55.669681] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:55.671592] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:55.673263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:55.795639] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.39% [2025-11-22T01:45:55.818396] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 1.35% [2025-11-22T01:45:55.831513] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 2.54% [2025-11-22T01:45:55.962490] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.41% [2025-11-22T01:45:55.987497] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 0.90% [2025-11-22T01:45:56.000064] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 0.19% [2025-11-22T01:45:56.130769] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.28% [2025-11-22T01:45:56.162748] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.75% [2025-11-22T01:45:56.166313] [INFO ] [main ] KR: Magnitude Forecast Confidence: 41.4060% [2025-11-22T01:45:56.166429] [INFO ] [main ] KR: DISCARDED add_sma_ratio (score: 41.41%) [2025-11-22T01:45:56.166477] [INFO ] [main ] KR: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:45:56.166511] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_vol_of_vol'] [2025-11-22T01:45:56.166546] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:45:56.170924] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.01%, Actual: 1.48% [2025-11-22T01:45:56.180278] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:56.181603] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:56.181696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:56.186601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:56.188520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:56.189030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:56.189428] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:56.271140] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 2.1s | Global ETA: 3h 0m 45s [2025-11-22T01:45:56.272073] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:56.272143] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:56.274308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:56.276050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:56.276282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:56.277509] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:56.279513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:56.281122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:56.282671] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:56.283778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:56.300630] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.09% [2025-11-22T01:45:56.339520] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 0.68% [2025-11-22T01:45:56.467465] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.45% [2025-11-22T01:45:56.507062] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 1.79% [2025-11-22T01:45:56.634252] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.32% [2025-11-22T01:45:56.634420] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 37.4286% [2025-11-22T01:45:56.634515] [INFO ] [main ] ASBA: DISCARDED add_volume_zscore (score: 37.43%) [2025-11-22T01:45:56.634558] [INFO ] [main ] ASBA: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:45:56.634591] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag', 'add_vwap_deviations'] [2025-11-22T01:45:56.634626] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T01:45:56.645387] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:56.646565] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:56.646627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:56.651452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:56.653223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:56.653705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:56.654088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:56.656457] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:56.657119] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:56.662832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:56.675350] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 2.71% [2025-11-22T01:45:56.853194] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.38% [2025-11-22T01:45:56.877730] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.75% | Symbol ETA: 1.5s | Global ETA: 3h 0m 53s [2025-11-22T01:45:56.878666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:56.878727] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:56.880809] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:56.882529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:56.919526] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 8.1s | Global ETA: 3h 0m 54s [2025-11-22T01:45:56.920425] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:56.920492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:56.925399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:56.927271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:56.927778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:56.928162] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:57.018194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:57.019501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:57.021578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:57.023327] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:57.024991] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:57.026130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:57.032835] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.44% [2025-11-22T01:45:57.206625] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 0.69% [2025-11-22T01:45:57.260893] [INFO ] [main ] ASBA: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 5.5s | Global ETA: 3h 0m 58s [2025-11-22T01:45:57.261776] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:57.261839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:57.266622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:57.268429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:57.268912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:57.269298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:57.271626] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:57.272274] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:57.277879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:57.380611] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 1.90% [2025-11-22T01:45:57.380854] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 41.0448% [2025-11-22T01:45:57.380947] [INFO ] [main ] CBZ: DISCARDED add_regime_flags (score: 41.04%) [2025-11-22T01:45:57.380994] [INFO ] [main ] CBZ: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:45:57.381031] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:45:57.381069] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:45:57.395058] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:57.396680] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:57.396747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:57.401577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:57.403383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:57.403895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:57.404796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:57.407212] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:57.409175] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:57.410244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:57.411862] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:57.412893] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:57.413550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:57.482063] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -2.91% | Symbol ETA: 0.9s | Global ETA: 3h 1m 1s [2025-11-22T01:45:57.482987] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:57.483049] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:57.485483] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:57.487268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:57.678416] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 7.4s | Global ETA: 3h 1m 4s [2025-11-22T01:45:57.679397] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:57.679470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:57.684603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:57.686497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:57.687033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:57.687467] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:57.776325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:57.777704] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:57.779684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:57.781317] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:57.782888] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:57.784009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:57.848995] [INFO ] [main ] ASBA: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 4.8s | Global ETA: 3h 1m 6s [2025-11-22T01:45:57.849961] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:57.850035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:57.854922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:57.856787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:57.857280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:57.857705] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:57.860177] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:57.860850] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:57.866692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:58.085495] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.65% | Symbol ETA: 0.3s | Global ETA: 3h 1m 9s [2025-11-22T01:45:58.088057] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 2.03% | Symbol ETA: 8.7s | Global ETA: 3h 1m 9s [2025-11-22T01:45:58.089026] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:58.089094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:58.094258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:58.096287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:58.096797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:58.097752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:58.100316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:58.102365] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:58.103443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:58.105078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:58.106163] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:58.106888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:58.254495] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 3.74% [2025-11-22T01:45:58.423019] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 0.14% [2025-11-22T01:45:58.434984] [INFO ] [main ] ASBA: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 4.2s | Global ETA: 3h 1m 14s [2025-11-22T01:45:58.435906] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:58.435862] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.42% | Symbol ETA: 6.7s | Global ETA: 3h 1m 14s [2025-11-22T01:45:58.435969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:58.436786] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:58.436852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:58.440940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:58.441804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:58.442715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:58.443206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:58.443570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:58.443617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:58.444065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:58.444452] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:58.446031] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:58.446686] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:58.452423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:58.530942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:58.532232] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:58.534241] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:58.535893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:58.537467] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:58.538548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:58.590796] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 1.53% [2025-11-22T01:45:58.759762] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 2.28% [2025-11-22T01:45:58.781578] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 2.37% | Symbol ETA: 8.0s | Global ETA: 3h 1m 19s [2025-11-22T01:45:58.782516] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:58.782584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:58.787586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:58.789464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:58.790012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:58.790913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:58.793329] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:58.795494] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:58.796620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:58.798329] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:58.799380] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:58.800079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:58.926836] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.37% [2025-11-22T01:45:59.019308] [INFO ] [main ] ASBA: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 3.6s | Global ETA: 3h 1m 22s [2025-11-22T01:45:59.020198] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:59.020265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:59.025074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:59.026826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:59.027316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:59.027716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:59.030091] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:59.030737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:59.036238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:59.094337] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -3.82%, Actual: 0.92% [2025-11-22T01:45:59.176614] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 0.96% | Symbol ETA: 5.9s | Global ETA: 3h 1m 24s [2025-11-22T01:45:59.177520] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:59.177586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:59.182345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:59.184085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:59.186145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:59.186536] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:45:59.261142] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 1.15% [2025-11-22T01:45:59.277831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:45:59.278955] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:59.280906] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:45:59.282468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:45:59.284015] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:45:59.285080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:59.429688] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.75%, Actual: 2.09% [2025-11-22T01:45:59.456946] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.21% | Symbol ETA: 7.3s | Global ETA: 3h 1m 28s [2025-11-22T01:45:59.457941] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:59.458010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:59.462864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:59.464688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:45:59.465168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:45:59.466046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:59.468498] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:59.470457] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:45:59.471479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:45:59.473477] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:45:59.474506] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:45:59.475186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:59.598784] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.91%, Actual: 2.60% [2025-11-22T01:45:59.606064] [INFO ] [main ] ASBA: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 3.0s | Global ETA: 3h 1m 29s [2025-11-22T01:45:59.606954] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:45:59.607017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:59.611783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:59.613494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:59.613976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:59.614361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:45:59.616709] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:45:59.617372] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:45:59.623127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:59.766568] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.65%, Actual: 0.94% [2025-11-22T01:45:59.766783] [INFO ] [main ] AES: Magnitude Forecast Confidence: 43.6024% [2025-11-22T01:45:59.766887] [INFO ] [main ] AES: DISCARDED add_volume_pressure_into_close (score: 43.60%) [2025-11-22T01:45:59.766930] [INFO ] [main ] AES: Testing feature 52/53: add_volume_zscore [2025-11-22T01:45:59.766962] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_volume_zscore'] [2025-11-22T01:45:59.766995] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:45:59.778775] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:45:59.780209] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:45:59.780270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:45:59.782217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:45:59.783881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:45:59.920992] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 2.20% | Symbol ETA: 5.2s | Global ETA: 3h 1m 34s [2025-11-22T01:45:59.921902] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:45:59.921972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:45:59.926905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:45:59.928990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:45:59.929528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:45:59.929957] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:00.022996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:00.024332] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.026422] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:00.028183] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:00.029896] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:00.031065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.141973] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 6.6s | Global ETA: 3h 1m 37s [2025-11-22T01:46:00.142897] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:00.142964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:00.147855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:00.149694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:00.150185] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:00.151069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:00.153437] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.155483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:00.156560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:00.158348] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:00.159395] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:00.160076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.194214] [INFO ] [main ] ASBA: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 2.4s | Global ETA: 3h 1m 37s [2025-11-22T01:46:00.195096] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:00.195160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:00.200043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:00.201791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:00.202270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:00.202664] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:00.204986] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:46:00.205607] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:00.211202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.376077] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -2.96% | Symbol ETA: 5.5s | Global ETA: 3h 1m 40s [2025-11-22T01:46:00.377015] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:00.377076] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.379045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:00.380717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.694615] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 4.5s | Global ETA: 3h 1m 44s [2025-11-22T01:46:00.695515] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:00.695582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:00.700365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:00.702151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:00.702686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:00.703077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:00.785571] [INFO ] [main ] ASBA: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 1.8s | Global ETA: 3h 1m 45s [2025-11-22T01:46:00.786514] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:00.786579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:00.791594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:00.792148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:00.793405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:00.793423] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.793923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:00.794326] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:00.795429] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:00.796760] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:46:00.797048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:00.797450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:00.798625] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:00.799729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.803184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.821032] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.50% | Symbol ETA: 5.9s | Global ETA: 3h 1m 46s [2025-11-22T01:46:00.822355] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:00.822422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:00.827232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:00.828976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:00.829453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:00.830340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:00.833431] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.835383] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:00.836414] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:00.838074] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:00.839098] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:00.839782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:00.975948] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 4.9s | Global ETA: 3h 1m 48s [2025-11-22T01:46:00.976864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:00.976926] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:00.982184] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:00.984004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:01.621501] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 3.38% | Symbol ETA: 3.8s | Global ETA: 3h 1m 56s [2025-11-22T01:46:01.622434] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:01.622500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:01.627389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:01.629273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:01.629816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:01.630199] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:01.660822] [INFO ] [main ] ASBA: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 1.3s | Global ETA: 3h 1m 57s [2025-11-22T01:46:01.661747] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:01.661811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:01.666793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:01.668731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:01.669205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:01.669596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:01.672013] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:46:01.672687] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:01.678496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:01.697927] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -2.21% | Symbol ETA: 5.4s | Global ETA: 3h 1m 57s [2025-11-22T01:46:01.698904] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:01.698973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:01.704092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:01.706000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:01.706496] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:01.707477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:01.710156] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:01.712324] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:01.713442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:01.715179] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:01.716280] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:01.716434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:01.716991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:01.717742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:01.719813] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:01.721445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:01.723017] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:01.724188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:01.793221] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 4.8s | Global ETA: 3h 1m 58s [2025-11-22T01:46:01.794143] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:01.794206] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:01.796174] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:01.797870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:02.390892] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 4.6s | Global ETA: 3h 2m 6s [2025-11-22T01:46:02.391210] [INFO ] [main ] ASBA: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 0.6s | Global ETA: 3h 2m 6s [2025-11-22T01:46:02.391864] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:02.391943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:02.392531] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:02.392616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:02.397130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:02.398696] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: 2.05% | Symbol ETA: 4.1s | Global ETA: 3h 2m 6s [2025-11-22T01:46:02.399105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:02.399662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:02.399867] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:02.399942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:02.400288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:02.400673] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:02.402292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:02.402927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:02.403225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:02.403635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:02.404087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:02.404208] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:02.405367] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:02.406458] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:02.407865] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:46:02.408203] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:02.408853] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:02.409288] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:02.410015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:02.418065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:02.421231] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 3.0s | Global ETA: 3h 2m 7s [2025-11-22T01:46:02.422148] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:02.422258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:02.427176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:02.429064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:02.429572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:02.429983] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:02.514940] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:02.516199] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:02.518258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:02.519866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:02.521405] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:02.522497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:02.999501] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 4.38% | Symbol ETA: 3.4s | Global ETA: 3h 2m 14s [2025-11-22T01:46:03.000403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:03.000464] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:03.002386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:03.004015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:03.032430] [INFO ] [main ] ASBA: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 0.0s | Global ETA: 3h 2m 15s [2025-11-22T01:46:03.073362] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 3.13% | Symbol ETA: 3.9s | Global ETA: 3h 2m 15s [2025-11-22T01:46:03.074255] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:03.074321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:03.079045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:03.080795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:03.081293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:03.082171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:03.084511] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:03.086460] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:03.087529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:03.089117] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:03.090144] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:03.090829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:03.181211] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 0.98% | Symbol ETA: 2.2s | Global ETA: 3h 2m 17s [2025-11-22T01:46:03.182538] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:03.182606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:03.187594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:03.189446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:03.189956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:03.190387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:03.205237] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.05% [2025-11-22T01:46:03.277938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:03.279326] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:03.281613] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:03.283383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:03.285088] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:03.286331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:03.370718] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.06% [2025-11-22T01:46:03.535842] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.30% [2025-11-22T01:46:03.592353] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -2.09% | Symbol ETA: 2.7s | Global ETA: 3h 2m 22s [2025-11-22T01:46:03.593254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:03.593315] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:03.595245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:03.596886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:03.703920] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 0.98% [2025-11-22T01:46:03.741329] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 3.2s | Global ETA: 3h 2m 24s [2025-11-22T01:46:03.742238] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:03.742304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:03.747101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:03.748861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:03.749336] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:03.750210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:03.752550] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:03.754508] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:46:03.755547] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:03.757155] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:46:03.758182] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:46:03.758861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:03.870863] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.39% [2025-11-22T01:46:03.940432] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 1.4s | Global ETA: 3h 2m 27s [2025-11-22T01:46:04.047188] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.41% [2025-11-22T01:46:04.117554] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.55% [2025-11-22T01:46:04.191364] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 1.71% | Symbol ETA: 2.0s | Global ETA: 3h 2m 30s [2025-11-22T01:46:04.192291] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:04.192353] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:04.194328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:04.196058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:04.226286] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.28% [2025-11-22T01:46:04.288696] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 2.70% [2025-11-22T01:46:04.399547] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.09% [2025-11-22T01:46:04.404752] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 1.46% | Symbol ETA: 2.5s | Global ETA: 3h 2m 33s [2025-11-22T01:46:04.455558] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.42%, Actual: 1.07% [2025-11-22T01:46:04.567518] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.45% [2025-11-22T01:46:04.574046] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 2.03%, Actual: 2.54% [2025-11-22T01:46:04.624291] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 0.96% [2025-11-22T01:46:04.736024] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.32% [2025-11-22T01:46:04.736256] [INFO ] [main ] ASBA: Magnitude Forecast Confidence: 47.3745% [2025-11-22T01:46:04.736349] [INFO ] [main ] ASBA: DISCARDED add_vwap_deviations (score: 47.37%) [2025-11-22T01:46:04.736449] [INFO ] [main ] ASBA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:46:04.736494] [INFO ] [main ] ASBA: Best accuracy: 48.39% [2025-11-22T01:46:04.736527] [INFO ] [main ] ASBA: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T01:46:04.736557] [INFO ] [main ] ASBA: Improvement over baseline: 18.20% [2025-11-22T01:46:04.736584] [INFO ] [main ] ASBA: Total time: 6.8 minutes [2025-11-22T01:46:04.736610] [INFO ] [main ] ASBA: Average time per feature: 7.8 seconds [2025-11-22T01:46:04.736636] [INFO ] [main ] ASBA: Average speed: 0.13 features/sec [2025-11-22T01:46:04.743618] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.37%, Actual: 0.19% [2025-11-22T01:46:04.793027] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 2.20%, Actual: 0.45% [2025-11-22T01:46:04.793379] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 4.31% | Symbol ETA: 1.4s | Global ETA: 3h 2m 38s [2025-11-22T01:46:04.794311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:04.794375] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:04.796384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:04.798078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:04.903098] [DEBUG] [METRICS ] ASBA: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.05% [2025-11-22T01:46:04.911097] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.21%, Actual: 1.48% [2025-11-22T01:46:04.959897] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.05%, Actual: 0.73% [2025-11-22T01:46:05.071274] [DEBUG] [METRICS ] ASBA: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.06% [2025-11-22T01:46:05.077907] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.68% [2025-11-22T01:46:05.126250] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 3.38%, Actual: 0.06% [2025-11-22T01:46:05.239464] [DEBUG] [METRICS ] ASBA: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.30% [2025-11-22T01:46:05.246469] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.50%, Actual: 1.79% [2025-11-22T01:46:05.293230] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 1.35% [2025-11-22T01:46:05.394841] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 0.8s | Global ETA: 3h 2m 46s [2025-11-22T01:46:05.395749] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:05.395810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:05.397785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:05.399406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:05.406249] [DEBUG] [METRICS ] ASBA: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 0.98% [2025-11-22T01:46:05.414789] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -2.21%, Actual: 2.71% [2025-11-22T01:46:05.461185] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 0.90% [2025-11-22T01:46:05.574518] [DEBUG] [METRICS ] ASBA: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.39% [2025-11-22T01:46:05.583979] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.38% [2025-11-22T01:46:05.628518] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.75% [2025-11-22T01:46:05.628759] [INFO ] [main ] KR: Magnitude Forecast Confidence: 43.4688% [2025-11-22T01:46:05.628866] [INFO ] [main ] KR: DISCARDED add_vol_of_vol (score: 43.47%) [2025-11-22T01:46:05.628909] [INFO ] [main ] KR: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:46:05.628942] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_volatility_decay_ratio'] [2025-11-22T01:46:05.628978] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:05.643304] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:05.644617] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:05.644703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:05.649609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:05.651405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:05.651898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:05.652284] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:05.737446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:05.738598] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:05.740614] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:05.742196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:05.743749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:05.744212] [DEBUG] [METRICS ] ASBA: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 0.41% [2025-11-22T01:46:05.744877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:05.753184] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 0.44% [2025-11-22T01:46:05.912332] [DEBUG] [METRICS ] ASBA: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.28% [2025-11-22T01:46:05.920878] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 0.69% [2025-11-22T01:46:06.020223] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 2.85% | Symbol ETA: 0.2s | Global ETA: 3h 2m 54s [2025-11-22T01:46:06.079326] [DEBUG] [METRICS ] ASBA: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.09% [2025-11-22T01:46:06.087533] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 1.46%, Actual: 1.90% [2025-11-22T01:46:06.087758] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 54.9711% [2025-11-22T01:46:06.087841] [INFO ] [main ] CBZ: DISCARDED add_return_volume_nonlinearity_proxies (score: 54.97%) [2025-11-22T01:46:06.087885] [INFO ] [main ] CBZ: Testing feature 42/53: add_shelf_lag [2025-11-22T01:46:06.087917] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_shelf_lag'] [2025-11-22T01:46:06.087952] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:06.101333] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:06.102663] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:06.102728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:06.107568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:06.109367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:06.109899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:06.110769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:06.113139] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:06.115115] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:06.116337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:06.198478] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -2.96%, Actual: 3.74% [2025-11-22T01:46:06.251055] [DEBUG] [METRICS ] ASBA: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 0.45% [2025-11-22T01:46:06.377196] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 0.14% [2025-11-22T01:46:06.394864] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.73% | Symbol ETA: 8.0s | Global ETA: 3h 2m 59s [2025-11-22T01:46:06.395839] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:06.395908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:06.401302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:06.403250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:06.403757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:06.404169] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:06.430118] [DEBUG] [METRICS ] ASBA: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.32% [2025-11-22T01:46:06.430798] [INFO ] [LOCAL ] Saved configuration for ASBA: 6 features, 48.39% accuracy -> ./output/feature-sets/ASBA.json [2025-11-22T01:46:06.432206] [INFO ] [main ] Progress: 5/57 symbols completed (8.8%). ASBA finished in 6m 55s. ETA: 2h 23m 38s. Rate: 0.36 symbols/min [2025-11-22T01:46:06.437836] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:06.449706] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:06.450267] [INFO ] [main ] CMSD: Testing with 53 available features [2025-11-22T01:46:06.450324] [INFO ] [main ] CMSD: Establishing baseline with no features... [2025-11-22T01:46:06.450360] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:06.461709] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:06.463279] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:06.494988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:06.496285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:06.498583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:06.500335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:06.501923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:06.503092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:06.554713] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.53% [2025-11-22T01:46:06.730093] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: 2.05%, Actual: 2.28% [2025-11-22T01:46:06.905736] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 4.38%, Actual: 0.37% [2025-11-22T01:46:06.917714] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 2.03% | Symbol ETA: 9.7s | Global ETA: 2h 23m 43s [2025-11-22T01:46:06.918727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:06.918793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:06.923689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:06.925570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:06.926083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:06.926975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:06.929417] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:06.931405] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:06.932706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:07.070780] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.33% [2025-11-22T01:46:07.071704] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:07.090210] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -2.09%, Actual: 0.92% [2025-11-22T01:46:07.163704] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 7.3s | Global ETA: 2h 23m 46s [2025-11-22T01:46:07.164690] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:07.164757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:07.170006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:07.171874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:07.172418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:07.172877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:07.259273] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 1.71%, Actual: 1.15% [2025-11-22T01:46:07.264891] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:07.266159] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:07.268174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:07.270388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:07.272021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:07.273192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:07.424513] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 4.31%, Actual: 2.09% [2025-11-22T01:46:07.591198] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 2.60% [2025-11-22T01:46:07.694479] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.01% [2025-11-22T01:46:07.695404] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:07.744829] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 8.9s | Global ETA: 2h 23m 52s [2025-11-22T01:46:07.745758] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:07.745847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:07.750631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:07.752766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:07.753243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:07.754124] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:07.756515] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:07.757969] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 2.85%, Actual: 0.94% [2025-11-22T01:46:07.758176] [INFO ] [main ] AES: Magnitude Forecast Confidence: 44.2853% [2025-11-22T01:46:07.758257] [INFO ] [main ] AES: DISCARDED add_volume_zscore (score: 44.29%) [2025-11-22T01:46:07.758299] [INFO ] [main ] AES: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:46:07.758330] [DEBUG] [main ] Testing with features: ['add_micro_gap_fill_velocity', 'add_vwap_deviations'] [2025-11-22T01:46:07.758383] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T01:46:07.758518] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:07.759731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:07.769989] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:07.771250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:07.771312] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:07.773262] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:07.779004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:07.929484] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.82% | Symbol ETA: 6.6s | Global ETA: 2h 23m 54s [2025-11-22T01:46:07.930835] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:07.930904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:07.936281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:07.938406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:07.939105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:07.939554] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:08.032050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:08.033494] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:08.035728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:08.037569] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:08.039218] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:08.040416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:08.275538] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.25% [2025-11-22T01:46:08.276943] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:08.523161] [INFO ] [main ] AES: Lookback Days: 2, Magnitude: -4.65% | Symbol ETA: 6.8s | Global ETA: 2h 23m 60s [2025-11-22T01:46:08.524722] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:08.524814] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:08.527949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:08.537114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:08.697722] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 8.4s | Global ETA: 2h 24m 2s [2025-11-22T01:46:08.699141] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:08.699228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:08.707179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:08.710136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:08.710947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:08.712353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:08.716167] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:08.719438] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:08.721472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:08.953584] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.75% | Symbol ETA: 6.2s | Global ETA: 2h 24m 4s [2025-11-22T01:46:08.954552] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:08.954638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:08.959770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:08.961761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:08.962274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:08.962709] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:09.077903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:09.079764] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:09.082864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:09.085343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:09.087634] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:09.089479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:09.127465] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.06% [2025-11-22T01:46:09.132544] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:09.328435] [INFO ] [main ] AES: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 6.2s | Global ETA: 2h 24m 8s [2025-11-22T01:46:09.329378] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:09.329442] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:09.331521] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:09.337828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:09.657495] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 7.7s | Global ETA: 2h 24m 12s [2025-11-22T01:46:09.658454] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:09.658519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:09.663408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:09.665272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:09.665777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:09.666660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:09.669100] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:09.671129] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:09.672363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:09.704747] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.23% [2025-11-22T01:46:09.705662] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:09.806518] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 5.4s | Global ETA: 2h 24m 13s [2025-11-22T01:46:09.808003] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:09.808096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:09.816133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:09.818225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:09.818895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:09.819439] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:09.914934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:09.916314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:09.918588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:09.920400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:09.922157] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:09.923456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:09.937803] [INFO ] [main ] AES: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 5.1s | Global ETA: 2h 24m 15s [2025-11-22T01:46:09.938692] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:09.938754] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:09.940693] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:09.946407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:10.268388] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.21% [2025-11-22T01:46:10.269326] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:10.495860] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 6.7s | Global ETA: 2h 24m 20s [2025-11-22T01:46:10.496804] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:10.496868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:10.501886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:10.503735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:10.504222] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:10.505130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:10.507696] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:10.509769] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:10.510970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:10.537155] [INFO ] [main ] AES: Lookback Days: 5, Magnitude: -3.24% | Symbol ETA: 4.1s | Global ETA: 2h 24m 21s [2025-11-22T01:46:10.538082] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:10.538144] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:10.540094] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:10.545953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:10.589597] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 4.5s | Global ETA: 2h 24m 21s [2025-11-22T01:46:10.590517] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:10.590586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:10.595422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:10.597255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:10.597782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:10.598176] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:10.686742] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:10.688235] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:10.690413] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:10.692175] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:10.693876] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:10.695065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:10.834005] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.00% [2025-11-22T01:46:10.834905] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:11.191239] [INFO ] [main ] AES: Lookback Days: 6, Magnitude: 2.35% | Symbol ETA: 3.4s | Global ETA: 2h 24m 28s [2025-11-22T01:46:11.192159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:11.192219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:11.194129] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:11.199907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:11.295487] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 5.8s | Global ETA: 2h 24m 29s [2025-11-22T01:46:11.296431] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:11.296498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:11.301369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:11.303169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:11.303676] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:11.304561] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:11.306998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:11.308998] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:11.310197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:11.362905] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 3.7s | Global ETA: 2h 24m 29s [2025-11-22T01:46:11.363874] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:11.363944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:11.369051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:11.371122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:11.371632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:11.372417] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:11.417665] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.27% [2025-11-22T01:46:11.418659] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:11.462964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:11.464197] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:11.466367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:11.468083] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:11.469776] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:11.470965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:11.801099] [INFO ] [main ] AES: Lookback Days: 7, Magnitude: -1.98% | Symbol ETA: 2.7s | Global ETA: 2h 24m 34s [2025-11-22T01:46:11.801994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:11.802054] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:11.804170] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:11.810479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:12.007079] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.31% [2025-11-22T01:46:12.008076] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:12.114959] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 1.94% | Symbol ETA: 4.9s | Global ETA: 2h 24m 37s [2025-11-22T01:46:12.115856] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:12.115919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:12.120730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:12.122496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:12.123002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:12.123879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:12.126197] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:12.128199] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:12.129370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:12.140916] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: 0.32% | Symbol ETA: 2.9s | Global ETA: 2h 24m 38s [2025-11-22T01:46:12.141884] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:12.141951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:12.147359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:12.149419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:12.149959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:12.150414] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:12.250921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:12.252591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:12.254718] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:12.256392] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:12.258049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:12.259508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:12.397897] [INFO ] [main ] AES: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.0s | Global ETA: 2h 24m 40s [2025-11-22T01:46:12.398829] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:12.398890] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:12.400845] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:12.406696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:12.607144] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.37% [2025-11-22T01:46:12.780462] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 1.69% [2025-11-22T01:46:12.925244] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.74% | Symbol ETA: 2.0s | Global ETA: 2h 24m 46s [2025-11-22T01:46:12.926263] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:12.926332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:12.931668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:12.933466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:12.934067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:12.934559] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:12.942323] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 4.0s | Global ETA: 2h 24m 46s [2025-11-22T01:46:12.943229] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:12.943620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:12.948527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:12.950323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:12.950840] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:12.951723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:12.954367] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:12.956420] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:12.957663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:12.965166] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 0.11% [2025-11-22T01:46:13.013773] [INFO ] [main ] AES: Lookback Days: 9, Magnitude: 5.40% | Symbol ETA: 1.3s | Global ETA: 2h 24m 47s [2025-11-22T01:46:13.014693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:13.014753] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:13.016702] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:13.022601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:13.022932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:13.024184] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:13.026253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:13.027972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:13.029578] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:13.030802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:13.136144] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.52% [2025-11-22T01:46:13.309090] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.33% [2025-11-22T01:46:13.481132] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.41% [2025-11-22T01:46:13.612341] [INFO ] [main ] AES: Lookback Days: 10, Magnitude: -5.66% | Symbol ETA: 0.6s | Global ETA: 2h 24m 53s [2025-11-22T01:46:13.613238] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:13.613303] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:13.615218] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:46:13.621058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:13.651934] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.94% [2025-11-22T01:46:13.743365] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 3.2s | Global ETA: 2h 24m 54s [2025-11-22T01:46:13.744283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:13.744347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:13.749180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:13.750921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:13.751401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:13.752276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:13.753020] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.13% | Symbol ETA: 1.2s | Global ETA: 2h 24m 54s [2025-11-22T01:46:13.754673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:13.756671] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:46:13.757883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:13.836065] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.24% [2025-11-22T01:46:13.926080] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.73%, Actual: 0.55% [2025-11-22T01:46:14.023524] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.73% [2025-11-22T01:46:14.116731] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.77%, Actual: 2.70% [2025-11-22T01:46:14.195598] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.19% [2025-11-22T01:46:14.208891] [INFO ] [main ] AES: Lookback Days: 11, Magnitude: 3.61% | Symbol ETA: 0.0s | Global ETA: 2h 24m 59s [2025-11-22T01:46:14.306081] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.82%, Actual: 1.07% [2025-11-22T01:46:14.378636] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -4.65%, Actual: 3.74% [2025-11-22T01:46:14.379402] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 0.78% [2025-11-22T01:46:14.379612] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 35.8045% [2025-11-22T01:46:14.379680] [INFO ] [main ] CMSD: Baseline score (no features): 35.8045% [2025-11-22T01:46:14.379720] [INFO ] [main ] CMSD: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:14.379751] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:46:14.379784] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:14.390916] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:14.392201] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:14.392260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:14.397193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:14.480139] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.75%, Actual: 0.96% [2025-11-22T01:46:14.548026] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 0.14% [2025-11-22T01:46:14.557457] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.54% | Symbol ETA: 2.3s | Global ETA: 2h 25m 3s [2025-11-22T01:46:14.660342] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.45% [2025-11-22T01:46:14.724748] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 1.53% [2025-11-22T01:46:14.728698] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 2.03%, Actual: 2.54% [2025-11-22T01:46:14.841223] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.73% [2025-11-22T01:46:14.893666] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -3.24%, Actual: 2.28% [2025-11-22T01:46:14.897900] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 0.19% [2025-11-22T01:46:14.975997] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 5m 9s | Global ETA: 2h 25m 7s [2025-11-22T01:46:14.976889] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:14.976950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:14.981877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:15.008807] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.06% [2025-11-22T01:46:15.061707] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 2.35%, Actual: 0.37% [2025-11-22T01:46:15.066751] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.48% [2025-11-22T01:46:15.176371] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: 0.32%, Actual: 1.35% [2025-11-22T01:46:15.230533] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.98%, Actual: 0.92% [2025-11-22T01:46:15.237286] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 0.68% [2025-11-22T01:46:15.342759] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.74%, Actual: 0.90% [2025-11-22T01:46:15.402955] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.15% [2025-11-22T01:46:15.408569] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 1.79% [2025-11-22T01:46:15.512605] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.13%, Actual: 0.75% [2025-11-22T01:46:15.512916] [INFO ] [main ] KR: Magnitude Forecast Confidence: 39.2099% [2025-11-22T01:46:15.513028] [INFO ] [main ] KR: DISCARDED add_volatility_decay_ratio (score: 39.21%) [2025-11-22T01:46:15.513075] [INFO ] [main ] KR: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:46:15.513110] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:46:15.513146] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:15.526632] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:15.528168] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:15.528235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:15.532989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:15.534761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:15.535250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:15.535689] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:15.559324] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 5m 8s | Global ETA: 2h 25m 13s [2025-11-22T01:46:15.560221] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:15.560281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:15.565143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:15.574398] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 5.40%, Actual: 2.09% [2025-11-22T01:46:15.579304] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.71% [2025-11-22T01:46:15.621194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:15.622432] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:15.624417] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:15.626030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:15.627574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:15.628104] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:15.629158] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:15.631145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:15.743882] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -5.66%, Actual: 2.60% [2025-11-22T01:46:15.749942] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 1.94%, Actual: 0.38% [2025-11-22T01:46:15.912786] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 3.61%, Actual: 0.94% [2025-11-22T01:46:15.912981] [INFO ] [main ] AES: Magnitude Forecast Confidence: 39.3815% [2025-11-22T01:46:15.913062] [INFO ] [main ] AES: DISCARDED add_vwap_deviations (score: 39.38%) [2025-11-22T01:46:15.913104] [INFO ] [main ] AES: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:46:15.913135] [INFO ] [main ] AES: Best accuracy: 55.64% [2025-11-22T01:46:15.913166] [INFO ] [main ] AES: Best feature set (1 features): ['add_micro_gap_fill_velocity'] [2025-11-22T01:46:15.913199] [INFO ] [main ] AES: Improvement over baseline: 0.44% [2025-11-22T01:46:15.913228] [INFO ] [main ] AES: Total time: 6.9 minutes [2025-11-22T01:46:15.913291] [INFO ] [main ] AES: Average time per feature: 7.8 seconds [2025-11-22T01:46:15.913324] [INFO ] [main ] AES: Average speed: 0.13 features/sec [2025-11-22T01:46:15.919397] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 0.44% [2025-11-22T01:46:16.082056] [DEBUG] [METRICS ] AES: 2025-11-20:2025-11-21: Predicted: -3.60%, Actual: 3.74% [2025-11-22T01:46:16.087985] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 0.69% [2025-11-22T01:46:16.144482] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 5m 8s | Global ETA: 2h 25m 19s [2025-11-22T01:46:16.145367] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:16.145427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.150308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:16.254812] [DEBUG] [METRICS ] AES: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.14% [2025-11-22T01:46:16.261117] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 7.7s | Global ETA: 2h 25m 20s [2025-11-22T01:46:16.261459] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.54%, Actual: 1.90% [2025-11-22T01:46:16.261680] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 45.5481% [2025-11-22T01:46:16.261803] [INFO ] [main ] CBZ: DISCARDED add_shelf_lag (score: 45.55%) [2025-11-22T01:46:16.261855] [INFO ] [main ] CBZ: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:46:16.261888] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_signed_carry_history_11'] [2025-11-22T01:46:16.261926] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:16.262027] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:16.262096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.266932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:16.268772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:16.269268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:16.269672] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:16.275442] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:16.276737] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:16.276819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.281918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:16.283858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:16.284368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:16.285295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:16.287765] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:16.289856] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:16.291266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:16.354617] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:16.355803] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:16.357796] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:16.359404] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:16.360973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:16.361481] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:16.362569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:16.364576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:16.430304] [DEBUG] [METRICS ] AES: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.53% [2025-11-22T01:46:16.603006] [DEBUG] [METRICS ] AES: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 2.28% [2025-11-22T01:46:16.747508] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 5m 10s | Global ETA: 2h 25m 25s [2025-11-22T01:46:16.749988] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:16.750048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.756582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:16.770904] [DEBUG] [METRICS ] AES: 2025-11-14:2025-11-17: Predicted: 1.28%, Actual: 0.37% [2025-11-22T01:46:16.940617] [DEBUG] [METRICS ] AES: 2025-11-13:2025-11-14: Predicted: -1.80%, Actual: 0.92% [2025-11-22T01:46:16.949926] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 8.5s | Global ETA: 2h 25m 28s [2025-11-22T01:46:16.950837] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:16.950901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.955733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:16.957493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:16.958004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:16.958878] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:16.961331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:16.963344] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:16.964759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:16.985792] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 6.9s | Global ETA: 2h 25m 28s [2025-11-22T01:46:16.986690] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:16.986756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:16.992185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:16.993975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:16.994452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:16.994901] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:17.079105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:17.080242] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:17.082189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:17.083782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:17.085291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:17.085782] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:17.086840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:17.088843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:17.110163] [DEBUG] [METRICS ] AES: 2025-11-12:2025-11-13: Predicted: 3.28%, Actual: 1.15% [2025-11-22T01:46:17.279026] [DEBUG] [METRICS ] AES: 2025-11-11:2025-11-12: Predicted: 3.15%, Actual: 2.09% [2025-11-22T01:46:17.329206] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 5m 8s | Global ETA: 2h 25m 32s [2025-11-22T01:46:17.330139] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:17.330202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:17.335182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:17.447717] [DEBUG] [METRICS ] AES: 2025-11-10:2025-11-11: Predicted: -2.39%, Actual: 2.60% [2025-11-22T01:46:17.616608] [DEBUG] [METRICS ] AES: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 0.94% [2025-11-22T01:46:17.617162] [INFO ] [LOCAL ] Saved configuration for AES: 1 features, 55.64% accuracy -> ./output/feature-sets/AES.json [2025-11-22T01:46:17.619307] [INFO ] [main ] Progress: 6/57 symbols completed (10.5%). AES finished in 7m 4s. ETA: 1h 58m 59s. Rate: 0.43 symbols/min [2025-11-22T01:46:17.626961] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:17.638227] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:17.638924] [INFO ] [main ] AIV: Testing with 53 available features [2025-11-22T01:46:17.638976] [INFO ] [main ] AIV: Establishing baseline with no features... [2025-11-22T01:46:17.639011] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:17.639141] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -1.26% | Symbol ETA: 7.9s | Global ETA: 1h 58m 59s [2025-11-22T01:46:17.640058] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:17.640124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:17.645024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:17.646800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:17.648045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:17.649397] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:17.649747] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:17.651021] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:17.652366] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:17.654584] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:17.656387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:17.716170] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -2.19% | Symbol ETA: 6.2s | Global ETA: 1h 58m 60s [2025-11-22T01:46:17.717108] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:17.717177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:17.721964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:17.723703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:17.724181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:17.724561] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:17.808458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:17.809659] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:17.811570] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:17.813174] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:17.814720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:17.815194] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:17.816262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:17.818262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:17.938799] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 5m 10s | Global ETA: 1h 59m 2s [2025-11-22T01:46:17.939714] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:17.939774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:17.944545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:18.212981] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.92% [2025-11-22T01:46:18.213911] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:18.306777] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 1.68% | Symbol ETA: 7.2s | Global ETA: 1h 59m 5s [2025-11-22T01:46:18.307692] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:18.307756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:18.312538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:18.314325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:18.314828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:18.315692] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:18.318064] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:18.320039] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:18.321449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:18.463039] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.17% | Symbol ETA: 5.5s | Global ETA: 1h 59m 6s [2025-11-22T01:46:18.464015] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:18.464087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:18.469291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:18.471231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:18.471817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:18.472275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:18.524051] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 5m 9s | Global ETA: 1h 59m 7s [2025-11-22T01:46:18.524971] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:18.525033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:18.530086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:18.573388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:18.574743] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:18.576883] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:18.578728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:18.580523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:18.581060] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:18.582148] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:18.584317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:18.776544] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.29% [2025-11-22T01:46:18.777543] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:18.973118] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.47% | Symbol ETA: 6.5s | Global ETA: 1h 59m 10s [2025-11-22T01:46:18.974038] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:18.974104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:18.978978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:18.980823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:18.981305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:18.982182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:18.984550] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:18.986500] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:18.987915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:19.098187] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 5m 7s | Global ETA: 1h 59m 11s [2025-11-22T01:46:19.099128] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:19.099188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:19.103947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:19.250323] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 4.8s | Global ETA: 1h 59m 13s [2025-11-22T01:46:19.251310] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:19.251748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:19.256615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:19.258509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:19.259073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:19.259473] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:19.336331] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.48% [2025-11-22T01:46:19.337319] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:19.342902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:19.344061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:19.346003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:19.347612] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:19.349165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:19.349637] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:19.350701] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:19.352674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:19.649224] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 5.8s | Global ETA: 1h 59m 16s [2025-11-22T01:46:19.650123] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:19.650188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:19.654968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:19.656772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:19.657288] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:19.658166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:19.660551] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:19.662611] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:19.664053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:19.673529] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 5m 6s | Global ETA: 1h 59m 16s [2025-11-22T01:46:19.674421] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:19.674481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:19.679323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:19.903553] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.09% [2025-11-22T01:46:19.904517] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:19.979957] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 4.0s | Global ETA: 1h 59m 19s [2025-11-22T01:46:19.980902] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:19.980970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:19.985705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:19.987469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:19.988009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:19.988395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:20.072242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:20.073476] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:20.075441] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:20.077111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:20.078716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:20.079220] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:20.080278] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:20.082306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:20.253724] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 5m 5s | Global ETA: 1h 59m 21s [2025-11-22T01:46:20.314037] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 5.1s | Global ETA: 1h 59m 22s [2025-11-22T01:46:20.314984] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:20.315049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:20.319846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:20.321569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:20.322091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:20.322978] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:20.325349] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:20.327330] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:20.328713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:20.422278] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 1.69% [2025-11-22T01:46:20.495075] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.05% [2025-11-22T01:46:20.496023] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:20.593297] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.11% [2025-11-22T01:46:20.714221] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 3.15% | Symbol ETA: 3.3s | Global ETA: 1h 59m 25s [2025-11-22T01:46:20.715120] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:20.715188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:20.719944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:20.721683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:20.722168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:20.722556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:20.763593] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.52% [2025-11-22T01:46:20.806193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:20.807390] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:20.809363] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:20.810949] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:20.812484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:20.812982] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:20.814036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:20.816030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:20.934887] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.33% [2025-11-22T01:46:20.984476] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 4.4s | Global ETA: 1h 59m 27s [2025-11-22T01:46:20.985383] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:20.985458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:20.990280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:20.992031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:20.992514] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:20.993393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:20.995770] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:20.997739] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:20.999119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:21.057713] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.20% [2025-11-22T01:46:21.058707] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:21.100624] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.41% [2025-11-22T01:46:21.266541] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.94% [2025-11-22T01:46:21.435880] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.24% [2025-11-22T01:46:21.438801] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.83% | Symbol ETA: 2.5s | Global ETA: 1h 59m 31s [2025-11-22T01:46:21.439718] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:21.439789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:21.444549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:21.446286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:21.446783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:21.447206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:21.533575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:21.534985] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:21.537163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:21.538858] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:21.540571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:21.541180] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:21.542419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:21.544754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:21.602205] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.73% [2025-11-22T01:46:21.615823] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.76% [2025-11-22T01:46:21.616739] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:21.680827] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 3.8s | Global ETA: 1h 59m 33s [2025-11-22T01:46:21.681784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:21.681850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:21.686780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:21.688989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:21.689477] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:21.690373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:21.692808] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:21.694749] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:21.696134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:21.769838] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.82%, Actual: 0.19% [2025-11-22T01:46:21.935249] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 0.78% [2025-11-22T01:46:21.935443] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.9778% [2025-11-22T01:46:21.935496] [INFO ] [main ] CMSD: KEPT add_afternoon_v_morning_volatility_mix (score: 36.98%) [2025-11-22T01:46:21.935534] [INFO ] [main ] CMSD: Testing feature 2/53: add_atr [2025-11-22T01:46:21.935564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:46:21.935598] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:21.946478] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:21.947908] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:21.947970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:21.952788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:21.954539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:21.955024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:22.177374] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.49% [2025-11-22T01:46:22.178337] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:22.204328] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 1.8s | Global ETA: 1h 59m 38s [2025-11-22T01:46:22.205239] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T01:46:22.205307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:22.210137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:22.211902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:22.212380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:22.212806] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:22.302172] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:22.303464] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:22.305554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:22.307328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:22.308964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:22.309457] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:22.310543] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:22.312678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:22.354738] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 3.1s | Global ETA: 1h 59m 39s [2025-11-22T01:46:22.355611] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:22.355711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:22.360575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:22.362346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:22.362873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:22.363768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:22.366131] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:22.368102] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:46:22.369482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:22.522095] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 6m 31s | Global ETA: 1h 59m 40s [2025-11-22T01:46:22.522999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:22.523060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:22.527999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:22.529885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:22.532962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:22.750823] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.14% [2025-11-22T01:46:22.751741] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:46:22.959802] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -1.86% | Symbol ETA: 1.1s | Global ETA: 1h 59m 44s [2025-11-22T01:46:23.045273] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.75% | Symbol ETA: 2.4s | Global ETA: 1h 59m 45s [2025-11-22T01:46:23.104589] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 6m 30s | Global ETA: 1h 59m 45s [2025-11-22T01:46:23.105480] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:23.105540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:23.110326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:23.112059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:23.112519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:23.129318] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.55% [2025-11-22T01:46:23.227015] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 2.54% [2025-11-22T01:46:23.295356] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 2.70% [2025-11-22T01:46:23.331556] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.79% [2025-11-22T01:46:23.393016] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 0.19% [2025-11-22T01:46:23.464408] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -2.19%, Actual: 1.07% [2025-11-22T01:46:23.526699] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.65% [2025-11-22T01:46:23.559379] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.68%, Actual: 1.48% [2025-11-22T01:46:23.636279] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 0.96% [2025-11-22T01:46:23.683806] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 6m 29s | Global ETA: 1h 59m 50s [2025-11-22T01:46:23.684722] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:23.684783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:23.689662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:23.691574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:23.692086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:23.702726] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.18% [2025-11-22T01:46:23.731630] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 0.68% [2025-11-22T01:46:23.805850] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.45% [2025-11-22T01:46:23.873781] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.48%, Actual: 1.04% [2025-11-22T01:46:23.923833] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 1.79% [2025-11-22T01:46:23.976807] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 0.73% [2025-11-22T01:46:24.043207] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.09%, Actual: 0.02% [2025-11-22T01:46:24.090054] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 2.05%, Actual: 2.71% [2025-11-22T01:46:24.151324] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 3.15%, Actual: 0.06% [2025-11-22T01:46:24.217255] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.25% [2025-11-22T01:46:24.263776] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 6m 29s | Global ETA: 1h 59m 55s [2025-11-22T01:46:24.264840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:24.264914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:24.265465] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 0.38% [2025-11-22T01:46:24.270304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:24.272128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:24.272630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:24.320529] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.83%, Actual: 1.35% [2025-11-22T01:46:24.392247] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 0.51% [2025-11-22T01:46:24.442927] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.56%, Actual: 0.44% [2025-11-22T01:46:24.487872] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.10%, Actual: 0.90% [2025-11-22T01:46:24.561936] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.76%, Actual: 1.16% [2025-11-22T01:46:24.627321] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.69% [2025-11-22T01:46:24.657139] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -1.86%, Actual: 0.75% [2025-11-22T01:46:24.657353] [INFO ] [main ] KR: Magnitude Forecast Confidence: 42.4297% [2025-11-22T01:46:24.657444] [INFO ] [main ] KR: DISCARDED add_volatility_state_percentiles (score: 42.43%) [2025-11-22T01:46:24.657488] [INFO ] [main ] KR: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:46:24.657522] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_volume_dispersion'] [2025-11-22T01:46:24.657560] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:24.670871] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:24.672383] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:24.672452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:24.677534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:24.679365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:24.679944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:24.680357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:24.730577] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.72% [2025-11-22T01:46:24.768436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:24.769558] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:24.771573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:24.773225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:24.774840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:24.776247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:24.808004] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.75%, Actual: 1.90% [2025-11-22T01:46:24.808269] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 45.2532% [2025-11-22T01:46:24.808373] [INFO ] [main ] CBZ: DISCARDED add_signed_carry_history_11 (score: 45.25%) [2025-11-22T01:46:24.808419] [INFO ] [main ] CBZ: Testing feature 44/53: add_sma_ratio [2025-11-22T01:46:24.808456] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_sma_ratio'] [2025-11-22T01:46:24.808492] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:24.823099] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:24.824480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:24.824545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:24.829807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:24.831969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:24.832504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:24.833432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:24.836105] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:24.838347] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:24.839183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:24.843515] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 6m 28s | Global ETA: 2h 0m 0s [2025-11-22T01:46:24.844396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:24.844456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:24.849292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:24.851047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:24.851508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:24.898605] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 7.23% [2025-11-22T01:46:25.074749] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.56% [2025-11-22T01:46:25.074995] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.0871% [2025-11-22T01:46:25.075046] [INFO ] [main ] AIV: Baseline score (no features): 40.0871% [2025-11-22T01:46:25.075086] [INFO ] [main ] AIV: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.075505] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:46:25.075548] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:25.088370] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:25.089738] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:25.089817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.094624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:25.417828] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 7.5s | Global ETA: 2h 0m 5s [2025-11-22T01:46:25.418766] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:25.418834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.423990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:25.425847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:25.426369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:25.426796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:25.428330] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 6m 28s | Global ETA: 2h 0m 5s [2025-11-22T01:46:25.429266] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:25.429326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.434087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:25.435859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:25.436320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:25.508350] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 7.9s | Global ETA: 2h 0m 6s [2025-11-22T01:46:25.509273] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:25.509337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.514221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:25.515984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:25.516463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:25.517373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:25.518105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:25.519237] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:25.519799] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:25.521337] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:25.521771] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:25.522557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:25.523059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:25.524638] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:25.526071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:25.654232] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.79% | Symbol ETA: 4m 59s | Global ETA: 2h 0m 7s [2025-11-22T01:46:25.655145] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:25.655205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:25.660126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.003317] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 6m 27s | Global ETA: 2h 0m 10s [2025-11-22T01:46:26.004202] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:26.004262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.009115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.010872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:26.011378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.168321] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 6.7s | Global ETA: 2h 0m 11s [2025-11-22T01:46:26.168988] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 7.2s | Global ETA: 2h 0m 11s [2025-11-22T01:46:26.169247] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:26.169316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.169953] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:26.170034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.174398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.175164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.176270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:26.176805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:26.176983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:26.177239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:26.177513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:26.178444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:26.180939] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:26.182999] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:26.183787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.225206] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 4m 60s | Global ETA: 2h 0m 12s [2025-11-22T01:46:26.226095] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:26.226154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.231020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.268283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:26.269454] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:26.271511] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:26.273187] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:26.274807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:26.276236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.582826] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 6m 27s | Global ETA: 2h 0m 15s [2025-11-22T01:46:26.583729] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:26.583790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.588630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.590453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:26.590947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.790500] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 4m 59s | Global ETA: 2h 0m 17s [2025-11-22T01:46:26.791372] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:26.791431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.796194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.830414] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.96% | Symbol ETA: 6.5s | Global ETA: 2h 0m 17s [2025-11-22T01:46:26.831316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:26.831380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.836092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.837880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:26.838354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:26.839237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:26.841588] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:26.843531] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:26.844280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:26.923818] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -3.61% | Symbol ETA: 6.0s | Global ETA: 2h 0m 18s [2025-11-22T01:46:26.924724] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:26.924790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:26.929520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:26.931239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:26.931732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:26.932118] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:27.016694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:27.017812] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:27.019780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:27.021363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:27.022902] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:27.024235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:27.153279] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 6m 26s | Global ETA: 2h 0m 20s [2025-11-22T01:46:27.154158] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:27.154219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:27.159027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:27.160787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:27.161249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:27.355994] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.06% | Symbol ETA: 4m 58s | Global ETA: 2h 0m 22s [2025-11-22T01:46:27.356886] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:27.356945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:27.361690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:27.487589] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 5.8s | Global ETA: 2h 0m 23s [2025-11-22T01:46:27.488505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:27.488570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:27.493391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:27.495147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:27.495604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:27.496497] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:27.498937] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:27.500915] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:27.501681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:27.646943] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 3.34% | Symbol ETA: 5.2s | Global ETA: 2h 0m 24s [2025-11-22T01:46:27.647874] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:27.647942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:27.652801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:27.654523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:27.655024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:27.655411] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:27.723322] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 6m 25s | Global ETA: 2h 0m 25s [2025-11-22T01:46:27.738917] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:27.739982] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:27.741914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:27.743445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:27.745025] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:27.746360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:27.899526] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.69% [2025-11-22T01:46:27.918769] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 4m 57s | Global ETA: 2h 0m 26s [2025-11-22T01:46:27.919692] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:27.919754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:27.924557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:28.076027] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.11% [2025-11-22T01:46:28.142013] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 5.1s | Global ETA: 2h 0m 28s [2025-11-22T01:46:28.142924] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:28.143002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:28.147838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:28.149684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:28.150153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:28.151051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:28.153430] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:28.155421] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:28.156155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:28.251159] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.52% [2025-11-22T01:46:28.365944] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 4.5s | Global ETA: 2h 0m 30s [2025-11-22T01:46:28.366851] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:28.366917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:28.371744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:28.373529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:28.374028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:28.374412] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:28.419894] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.33% [2025-11-22T01:46:28.458582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:28.459844] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:28.461800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:28.463381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:28.464938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:28.466288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:28.485920] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 4m 57s | Global ETA: 2h 0m 31s [2025-11-22T01:46:28.486807] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:28.486866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:28.491670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:28.592447] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.41% [2025-11-22T01:46:28.759440] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.94% [2025-11-22T01:46:28.794458] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 4.4s | Global ETA: 2h 0m 34s [2025-11-22T01:46:28.795355] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:28.795419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:28.800318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:28.802089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:28.802549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:28.803483] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:28.805878] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:28.807872] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:28.808590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:28.928196] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.24% [2025-11-22T01:46:29.062024] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.81% | Symbol ETA: 4m 57s | Global ETA: 2h 0m 36s [2025-11-22T01:46:29.062925] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:29.062985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.067773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:29.087267] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 3.7s | Global ETA: 2h 0m 36s [2025-11-22T01:46:29.088174] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:29.088240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.093072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:29.094815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:29.095177] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.73% [2025-11-22T01:46:29.095294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:29.095704] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:29.179162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:29.180332] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:29.182287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:29.183884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:29.185538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:29.186914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:29.261499] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 0.19% [2025-11-22T01:46:29.427981] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 0.78% [2025-11-22T01:46:29.428165] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 29.1432% [2025-11-22T01:46:29.428221] [INFO ] [main ] CMSD: DISCARDED add_atr (score: 29.14%) [2025-11-22T01:46:29.428260] [INFO ] [main ] CMSD: Testing feature 3/53: add_atr_10 [2025-11-22T01:46:29.428291] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:46:29.428327] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:29.439261] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:29.440611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:29.440691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.445478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:29.447295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:29.447782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:29.451487] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 3.8s | Global ETA: 2h 0m 39s [2025-11-22T01:46:29.452380] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:29.452443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.457733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:29.459556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:29.460056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:29.460970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:29.463390] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:29.465407] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:29.466160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:29.627307] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 4m 56s | Global ETA: 2h 0m 41s [2025-11-22T01:46:29.628211] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:29.628271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.633021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:29.804698] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 3.0s | Global ETA: 2h 0m 42s [2025-11-22T01:46:29.805563] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:29.805630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:29.810420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:29.812156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:29.812632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:29.813037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:29.896343] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:29.897572] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:29.899608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:29.901561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:29.903121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:29.904476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.020899] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 3m 13s | Global ETA: 2h 0m 44s [2025-11-22T01:46:30.021842] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:30.021914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.026913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:30.028771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:30.029254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.111407] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 3.1s | Global ETA: 2h 0m 45s [2025-11-22T01:46:30.112283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:30.112346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.117130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:30.118914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:30.119408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:30.120300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:30.122668] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:30.124999] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:30.125746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.198030] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.33% | Symbol ETA: 4m 56s | Global ETA: 2h 0m 46s [2025-11-22T01:46:30.198945] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:46:30.199005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.203811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.523062] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 2.2s | Global ETA: 2h 0m 49s [2025-11-22T01:46:30.523965] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:30.524031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.528887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:30.530593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:30.531110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:30.531491] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:30.610988] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 3m 12s | Global ETA: 2h 0m 49s [2025-11-22T01:46:30.611873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:30.611935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.615042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:30.616071] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:30.616703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:30.618005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:30.618458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:30.618943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.619502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:30.621028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:30.622369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.761651] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 2.4s | Global ETA: 2h 0m 51s [2025-11-22T01:46:30.762536] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:30.762599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:30.767398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:30.769187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:30.769700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:30.770572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:30.772968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:30.774940] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:46:30.775678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:30.775109] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 4m 56s | Global ETA: 2h 0m 51s [2025-11-22T01:46:30.957581] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 0.65% [2025-11-22T01:46:31.128947] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.18% [2025-11-22T01:46:31.191557] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 3m 11s | Global ETA: 2h 0m 54s [2025-11-22T01:46:31.192532] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:31.192596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:31.197548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:31.199414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:31.199930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:31.242697] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 1.5s | Global ETA: 2h 0m 55s [2025-11-22T01:46:31.243601] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:31.243703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:31.248414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:31.250160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:31.250670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:31.251050] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:31.302673] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 1.04% [2025-11-22T01:46:31.333619] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:31.334703] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:31.336605] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:31.338164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:31.339730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:31.341055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:31.413322] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1.8s | Global ETA: 2h 0m 56s [2025-11-22T01:46:31.468872] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.06%, Actual: 0.02% [2025-11-22T01:46:31.582406] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 2.54% [2025-11-22T01:46:31.635208] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.25% [2025-11-22T01:46:31.749660] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 0.19% [2025-11-22T01:46:31.764201] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 3m 11s | Global ETA: 2h 0m 59s [2025-11-22T01:46:31.765088] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:31.765149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:31.770022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:31.771845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:31.772309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:31.809612] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:46:31.918140] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.96%, Actual: 1.48% [2025-11-22T01:46:31.956405] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 0.8s | Global ETA: 2h 1m 1s [2025-11-22T01:46:31.980923] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.81%, Actual: 1.16% [2025-11-22T01:46:32.086179] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 0.68% [2025-11-22T01:46:32.122329] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 0.55% [2025-11-22T01:46:32.150394] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.72% [2025-11-22T01:46:32.253401] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 1.79% [2025-11-22T01:46:32.286631] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 2.70% [2025-11-22T01:46:32.320506] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 7.23% [2025-11-22T01:46:32.349260] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 3m 10s | Global ETA: 2h 1m 4s [2025-11-22T01:46:32.350180] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:32.350244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:32.355241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:32.357069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:32.357573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:32.420377] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 2.71% [2025-11-22T01:46:32.452218] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 1.07% [2025-11-22T01:46:32.492054] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 0.56% [2025-11-22T01:46:32.492256] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 44.0450% [2025-11-22T01:46:32.492326] [INFO ] [main ] AIV: KEPT add_afternoon_v_morning_volatility_mix (score: 44.05%) [2025-11-22T01:46:32.492382] [INFO ] [main ] AIV: Testing feature 2/53: add_atr [2025-11-22T01:46:32.492421] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:46:32.492457] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:32.505370] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:32.506736] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:32.506799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:32.511745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:32.513573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:32.514099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:32.588829] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 0.38% [2025-11-22T01:46:32.616224] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 3.34%, Actual: 0.96% [2025-11-22T01:46:32.757442] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.94%, Actual: 0.44% [2025-11-22T01:46:32.785325] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.45% [2025-11-22T01:46:32.929783] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.69% [2025-11-22T01:46:32.935198] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 3m 10s | Global ETA: 2h 1m 9s [2025-11-22T01:46:32.936127] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:32.936191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:32.941490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:32.943330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:32.943836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:32.955581] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 0.73% [2025-11-22T01:46:33.101266] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 1.90% [2025-11-22T01:46:33.101502] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 39.9621% [2025-11-22T01:46:33.101594] [INFO ] [main ] CBZ: DISCARDED add_sma_ratio (score: 39.96%) [2025-11-22T01:46:33.101664] [INFO ] [main ] CBZ: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:46:33.101714] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_vol_of_vol'] [2025-11-22T01:46:33.101757] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:33.110161] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 6m 24s | Global ETA: 2h 1m 10s [2025-11-22T01:46:33.111100] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:33.111163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.115375] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:33.116056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.116931] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:33.116999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.117888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:33.118384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:33.120690] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.06% [2025-11-22T01:46:33.122229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.124153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:33.124636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:33.125557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:33.128183] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:33.130279] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:33.131466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:33.286520] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 1.35% [2025-11-22T01:46:33.451941] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 3.05%, Actual: 0.90% [2025-11-22T01:46:33.514599] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 3m 9s | Global ETA: 2h 1m 14s [2025-11-22T01:46:33.515547] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:33.515610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.520682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.522486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:33.523005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:33.618165] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 0.75% [2025-11-22T01:46:33.618344] [INFO ] [main ] KR: Magnitude Forecast Confidence: 44.9652% [2025-11-22T01:46:33.618426] [INFO ] [main ] KR: DISCARDED add_volume_dispersion (score: 44.97%) [2025-11-22T01:46:33.618469] [INFO ] [main ] KR: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:46:33.618503] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_volume_flow_differentials'] [2025-11-22T01:46:33.618538] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:33.632234] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:33.633482] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:33.633548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.638410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.640187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:33.640702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:33.641114] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:33.688016] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 6m 23s | Global ETA: 2h 1m 15s [2025-11-22T01:46:33.688918] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:33.688979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.693742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.695456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:33.695947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:33.726893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:33.728095] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:33.730061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:33.731676] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:33.733219] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:33.735938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:33.803228] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 7.5s | Global ETA: 2h 1m 16s [2025-11-22T01:46:33.804170] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:33.804236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:33.809164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:33.810984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:33.811469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:33.812384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:33.814833] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:33.816872] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:33.818038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.093883] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 3m 8s | Global ETA: 2h 1m 19s [2025-11-22T01:46:34.094776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:34.094856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.099703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.101631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:34.102164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.268493] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 6m 22s | Global ETA: 2h 1m 20s [2025-11-22T01:46:34.269402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:34.269462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.274282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.276038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:34.276561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.366685] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 7.2s | Global ETA: 2h 1m 21s [2025-11-22T01:46:34.367634] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:34.367721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.372896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.374638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:34.375155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:34.375544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:34.459843] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:34.460927] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:34.462073] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 6.7s | Global ETA: 2h 1m 22s [2025-11-22T01:46:34.462894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:34.462977] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:34.463042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.464448] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:34.465993] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:34.467818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.468705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.469557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:34.470047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:34.470932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:34.473261] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:34.475301] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:34.476399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.668933] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 3m 8s | Global ETA: 2h 1m 24s [2025-11-22T01:46:34.669858] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:34.669920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.674734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.676450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:34.676927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:34.855139] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.37% | Symbol ETA: 6m 22s | Global ETA: 2h 1m 25s [2025-11-22T01:46:34.856067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:34.856132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:34.860991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:34.862831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:34.863342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.091149] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 2.06% | Symbol ETA: 6.4s | Global ETA: 2h 1m 27s [2025-11-22T01:46:35.092957] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:35.093024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:35.097857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:35.099672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:35.100143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:35.100527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:35.136856] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.44% | Symbol ETA: 6.0s | Global ETA: 2h 1m 28s [2025-11-22T01:46:35.138444] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:35.138519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:35.144180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:35.146181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:35.146693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:35.147609] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:35.150084] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:35.152373] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:35.153624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.185417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:35.186503] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:35.188480] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:35.190062] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:35.191578] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:35.194246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.254175] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 3m 7s | Global ETA: 2h 1m 29s [2025-11-22T01:46:35.426566] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 1.69% [2025-11-22T01:46:35.435483] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 6m 21s | Global ETA: 2h 1m 30s [2025-11-22T01:46:35.436406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:35.436466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:35.441358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:35.443279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:35.443798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.595262] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.11% [2025-11-22T01:46:35.765831] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.52% [2025-11-22T01:46:35.812554] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 5.4s | Global ETA: 2h 1m 33s [2025-11-22T01:46:35.813972] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:35.814085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:35.821482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:35.824462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:35.824796] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 5.7s | Global ETA: 2h 1m 34s [2025-11-22T01:46:35.825210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:35.825694] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:35.825760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:35.826552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:35.830389] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:35.830546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:35.832294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:35.832783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:35.833195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:35.833634] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:35.835395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.916634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:35.917711] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:35.919672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:35.921198] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:35.922736] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:35.925375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:35.933786] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 0.33% [2025-11-22T01:46:36.010593] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 6m 21s | Global ETA: 2h 1m 35s [2025-11-22T01:46:36.011502] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:36.011564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:36.016341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:36.021861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:36.022370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:36.101553] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.41% [2025-11-22T01:46:36.274157] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.94% [2025-11-22T01:46:36.445941] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.24% [2025-11-22T01:46:36.508745] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.88% | Symbol ETA: 4.7s | Global ETA: 2h 1m 39s [2025-11-22T01:46:36.509724] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:36.509792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:36.514667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:36.516622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:36.517195] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:36.518127] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:36.520586] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:36.522630] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:36.523785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:36.553115] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 2.25% | Symbol ETA: 4.9s | Global ETA: 2h 1m 40s [2025-11-22T01:46:36.554017] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:36.554083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:36.558920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:36.560697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:36.561173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:36.561560] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:36.605968] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.72% | Symbol ETA: 6m 20s | Global ETA: 2h 1m 40s [2025-11-22T01:46:36.606892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:36.606955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:36.612151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:36.613947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:36.614445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:36.617831] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.73% [2025-11-22T01:46:36.646369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:36.647727] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:36.649765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:36.651384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:36.652946] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:36.655627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:36.786186] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 0.19% [2025-11-22T01:46:36.952541] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 0.78% [2025-11-22T01:46:36.952751] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 33.9261% [2025-11-22T01:46:36.952829] [INFO ] [main ] CMSD: DISCARDED add_atr_10 (score: 33.93%) [2025-11-22T01:46:36.952872] [INFO ] [main ] CMSD: Testing feature 4/53: add_atr_5 [2025-11-22T01:46:36.952906] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T01:46:36.952941] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:36.964295] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:36.965505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:36.965566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:36.970433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:36.972237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:36.972724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.160992] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 4.0s | Global ETA: 2h 1m 45s [2025-11-22T01:46:37.161980] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:37.162048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.167042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.168984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:37.169503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:37.170423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:37.172942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:37.174973] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:37.176110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.200993] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 6m 19s | Global ETA: 2h 1m 45s [2025-11-22T01:46:37.201923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:37.201985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.207161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.209082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:37.209587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.290712] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 4.2s | Global ETA: 2h 1m 46s [2025-11-22T01:46:37.291635] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:37.291723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.296691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.298706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:37.299254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:37.299679] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:37.385902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:37.387233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:37.389253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:37.390890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:37.392493] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:37.395241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.544575] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 2m 8s | Global ETA: 2h 1m 48s [2025-11-22T01:46:37.545466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:37.545528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.550325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.552071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:37.552538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.796705] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 6m 19s | Global ETA: 2h 1m 50s [2025-11-22T01:46:37.797714] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:37.797777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.802921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.804731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:37.805252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:37.823984] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 3.3s | Global ETA: 2h 1m 51s [2025-11-22T01:46:37.824878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:37.824942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:37.829844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:37.831634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:37.832155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:37.833063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:37.835454] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:37.837456] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:37.838578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.027931] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 3.5s | Global ETA: 2h 1m 52s [2025-11-22T01:46:38.028877] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:38.028944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:38.033862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:38.035749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:38.036233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:38.036628] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:38.120365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:38.121432] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:38.123396] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:38.124959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:38.126478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:38.128406] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 2m 8s | Global ETA: 2h 1m 53s [2025-11-22T01:46:38.129258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.129319] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:38.129382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:38.134208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:38.135946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:38.136405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.416877] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 6m 18s | Global ETA: 2h 1m 56s [2025-11-22T01:46:38.511084] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 2.7s | Global ETA: 2h 1m 56s [2025-11-22T01:46:38.512002] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:38.512066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:38.516872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:38.518623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:38.519130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:38.520031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:38.522392] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:38.524347] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:38.525419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.586747] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.65% [2025-11-22T01:46:38.702549] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 2m 7s | Global ETA: 2h 1m 58s [2025-11-22T01:46:38.703428] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:38.703489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:38.708284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:38.710041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:38.710525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.753833] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.18% [2025-11-22T01:46:38.755858] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 2.7s | Global ETA: 2h 1m 58s [2025-11-22T01:46:38.756808] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:38.756875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:38.761785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:38.763511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:38.763999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:38.764387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:38.848587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:38.849713] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:38.851626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:38.853205] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:38.854741] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:38.857400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:38.920877] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 1.04% [2025-11-22T01:46:39.090616] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.37%, Actual: 0.02% [2025-11-22T01:46:39.161997] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 2.0s | Global ETA: 2h 2m 2s [2025-11-22T01:46:39.162903] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:39.162968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:39.167958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:39.169722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:39.170198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:39.171065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:39.173372] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:39.175290] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:39.176358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:39.255504] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.25% [2025-11-22T01:46:39.277229] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 2m 6s | Global ETA: 2h 2m 3s [2025-11-22T01:46:39.278118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:39.278178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:39.283050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:39.284827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:39.285285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:39.419547] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 0.51% [2025-11-22T01:46:39.479615] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 2.0s | Global ETA: 2h 2m 5s [2025-11-22T01:46:39.480510] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:39.480576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:39.485398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:39.487170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:39.487685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:39.488075] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:39.570711] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:39.571820] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:39.573775] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:39.575347] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:39.576951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:39.579613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:39.584326] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.72%, Actual: 1.16% [2025-11-22T01:46:39.749788] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.72% [2025-11-22T01:46:39.800203] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.73% | Symbol ETA: 1.3s | Global ETA: 2h 2m 7s [2025-11-22T01:46:39.850053] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 2m 6s | Global ETA: 2h 2m 8s [2025-11-22T01:46:39.850939] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:39.851000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:39.855808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:39.857537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:39.858015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:39.916927] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 7.23% [2025-11-22T01:46:39.968704] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 2.54% [2025-11-22T01:46:40.083210] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 0.56% [2025-11-22T01:46:40.083422] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 42.3689% [2025-11-22T01:46:40.083475] [INFO ] [main ] AIV: DISCARDED add_atr (score: 42.37%) [2025-11-22T01:46:40.083562] [INFO ] [main ] AIV: Testing feature 3/53: add_atr_10 [2025-11-22T01:46:40.083608] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:46:40.083673] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:40.095129] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:40.096429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:40.096491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:40.101362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:40.103163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:40.103670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:40.136037] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.19% [2025-11-22T01:46:40.204869] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 1.3s | Global ETA: 2h 2m 11s [2025-11-22T01:46:40.205820] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:40.205885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:40.210721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:40.212438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:40.212925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:40.213310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:40.299666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:40.300771] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:40.302071] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.44%, Actual: 1.48% [2025-11-22T01:46:40.302701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:40.304220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:40.305767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:46:40.308526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:40.425944] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 2m 5s | Global ETA: 2h 2m 13s [2025-11-22T01:46:40.426871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:40.426933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:40.431760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:40.433546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:40.434025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:40.466863] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 0.68% [2025-11-22T01:46:40.660465] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 1.79% [2025-11-22T01:46:40.682066] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 3m 15s | Global ETA: 2h 2m 15s [2025-11-22T01:46:40.682982] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:40.683043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:40.687861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:40.689600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:40.690094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:40.825784] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 2.71% [2025-11-22T01:46:40.933508] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.5s | Global ETA: 2h 2m 17s [2025-11-22T01:46:40.993696] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.38% [2025-11-22T01:46:40.999736] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 2m 5s | Global ETA: 2h 2m 18s [2025-11-22T01:46:41.000601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:41.000681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:41.005408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:41.007161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:41.007620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:41.099618] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 0.55% [2025-11-22T01:46:41.158020] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.44% [2025-11-22T01:46:41.247827] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 3m 14s | Global ETA: 2h 2m 20s [2025-11-22T01:46:41.248724] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:41.248784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:41.253493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:41.255216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:41.255707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:41.264923] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 2.70% [2025-11-22T01:46:41.323204] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.69% [2025-11-22T01:46:41.430120] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.07% [2025-11-22T01:46:41.488195] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.73%, Actual: 1.90% [2025-11-22T01:46:41.488380] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 38.7012% [2025-11-22T01:46:41.488464] [INFO ] [main ] CBZ: DISCARDED add_vol_of_vol (score: 38.70%) [2025-11-22T01:46:41.488507] [INFO ] [main ] CBZ: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:46:41.488539] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_volatility_decay_ratio'] [2025-11-22T01:46:41.488575] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:41.501716] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:41.502996] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:41.503061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:41.507847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:41.509602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:41.510098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:41.510992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:41.513414] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:41.515377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:41.516504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:41.569083] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 2m 4s | Global ETA: 2h 2m 22s [2025-11-22T01:46:41.569973] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:41.570034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:41.574792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:41.576519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:41.576999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:41.597903] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 2.25%, Actual: 0.96% [2025-11-22T01:46:41.766801] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 0.45% [2025-11-22T01:46:41.817911] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 3m 14s | Global ETA: 2h 2m 25s [2025-11-22T01:46:41.818816] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:41.818877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:41.823967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:41.825889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:41.826375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:41.932509] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 0.73% [2025-11-22T01:46:42.099713] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 0.06% [2025-11-22T01:46:42.143499] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 2m 3s | Global ETA: 2h 2m 27s [2025-11-22T01:46:42.144427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:42.144490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.149899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.151876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:42.152360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:42.159625] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 7.0s | Global ETA: 2h 2m 27s [2025-11-22T01:46:42.160512] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:42.160578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.165357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.167133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:42.167683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:42.168543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:42.170938] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:42.172920] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:42.174053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:42.265787] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 1.35% [2025-11-22T01:46:42.385086] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.07% | Symbol ETA: 3m 13s | Global ETA: 2h 2m 29s [2025-11-22T01:46:42.385985] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:42.386045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.390925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.392675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:42.393153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:42.432518] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.90% [2025-11-22T01:46:42.599423] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.75% [2025-11-22T01:46:42.599997] [INFO ] [main ] KR: Magnitude Forecast Confidence: 49.9552% [2025-11-22T01:46:42.600089] [INFO ] [main ] KR: DISCARDED add_volume_flow_differentials (score: 49.96%) [2025-11-22T01:46:42.600133] [INFO ] [main ] KR: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:46:42.600167] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_volume_pressure_into_close'] [2025-11-22T01:46:42.600203] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:42.614228] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:42.615583] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:42.615669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.620851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.622737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:42.623231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:42.623617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:42.712701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:42.714073] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:42.716066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:42.717766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:42.719355] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:42.720991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:42.721681] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 2m 3s | Global ETA: 2h 2m 32s [2025-11-22T01:46:42.816555] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 6.4s | Global ETA: 2h 2m 33s [2025-11-22T01:46:42.817498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:42.817565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.822360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.824115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:42.824585] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:42.825462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:42.827970] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:42.829923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:42.831039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:42.890213] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.69% [2025-11-22T01:46:42.961720] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 3m 13s | Global ETA: 2h 2m 34s [2025-11-22T01:46:42.962586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:42.962666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:42.967417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:42.969155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:42.969637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:43.060860] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.11% [2025-11-22T01:46:43.225873] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.52% [2025-11-22T01:46:43.397761] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.33% [2025-11-22T01:46:43.404564] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 7.5s | Global ETA: 2h 2m 38s [2025-11-22T01:46:43.405508] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:43.405576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:43.410434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:43.412270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:43.412801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:43.413195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:43.501824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:43.502965] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:43.504942] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:43.506516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:43.508091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:43.509730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:43.528030] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 3m 12s | Global ETA: 2h 2m 39s [2025-11-22T01:46:43.529064] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:43.529125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:43.533073] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.03% | Symbol ETA: 5.8s | Global ETA: 2h 2m 39s [2025-11-22T01:46:43.533946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:43.533963] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:43.534056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:43.535690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:43.536177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:43.538852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:43.541041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:43.541518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:43.542391] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:43.544767] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:43.546705] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:43.547856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:43.569361] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.41% [2025-11-22T01:46:43.737789] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.94% [2025-11-22T01:46:43.905572] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.24% [2025-11-22T01:46:44.077250] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.73% [2025-11-22T01:46:44.094281] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.77% | Symbol ETA: 3m 11s | Global ETA: 2h 2m 44s [2025-11-22T01:46:44.095189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:44.095251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.100011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.101738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:44.102211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.155674] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 6.5s | Global ETA: 2h 2m 44s [2025-11-22T01:46:44.156558] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:44.156624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.161539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.163307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:44.163812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:44.164202] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:44.189838] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 5.1s | Global ETA: 2h 2m 45s [2025-11-22T01:46:44.190735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:44.190800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.195535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.197322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:44.197816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:44.198687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:44.201010] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:44.202922] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:44.204043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.246716] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 0.19% [2025-11-22T01:46:44.251130] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:44.252412] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:44.254436] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:44.256071] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:44.257636] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:44.259240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.417249] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 0.78% [2025-11-22T01:46:44.417446] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 29.1432% [2025-11-22T01:46:44.417526] [INFO ] [main ] CMSD: DISCARDED add_atr_5 (score: 29.14%) [2025-11-22T01:46:44.417570] [INFO ] [main ] CMSD: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:46:44.417601] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T01:46:44.417636] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:44.429603] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:44.431041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:44.431101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.436029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:44.436875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.661794] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 3m 11s | Global ETA: 2h 2m 49s [2025-11-22T01:46:44.662735] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:44.662796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.667661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.669548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:44.670058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.848244] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 4.4s | Global ETA: 2h 2m 50s [2025-11-22T01:46:44.849189] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:44.849253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.854131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.855983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:44.856466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:44.857414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:44.859883] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:44.861879] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:44.863034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:44.902919] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 5.7s | Global ETA: 2h 2m 51s [2025-11-22T01:46:44.903908] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:44.903973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:44.908897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:44.910688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:44.911171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:44.911562] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:45.001965] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:45.003212] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:45.005263] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:45.006913] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:45.008554] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:45.009613] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 1m 35s | Global ETA: 2h 2m 52s [2025-11-22T01:46:45.010220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.010565] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:45.010631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:45.015569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:45.016548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.238318] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 3m 10s | Global ETA: 2h 2m 54s [2025-11-22T01:46:45.239215] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:45.239277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:45.244077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:45.245843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:45.246312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.505192] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 3.8s | Global ETA: 2h 2m 56s [2025-11-22T01:46:45.506125] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:45.506189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:45.511177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:45.513127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:45.513601] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:45.514477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:45.516878] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:45.518914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:45.520074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.589710] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 1m 34s | Global ETA: 2h 2m 57s [2025-11-22T01:46:45.590615] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:45.590698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:45.595678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:45.596526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.648447] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 4.9s | Global ETA: 2h 2m 57s [2025-11-22T01:46:45.649346] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:45.649411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:45.654255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:45.656384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:45.656882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:45.657303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:45.743686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:45.744769] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:45.746730] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:45.748330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:45.749915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:45.751496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:45.811039] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 3m 10s | Global ETA: 2h 2m 58s [2025-11-22T01:46:45.980393] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 0.65% [2025-11-22T01:46:46.152919] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.18% [2025-11-22T01:46:46.166120] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 3.1s | Global ETA: 2h 3m 1s [2025-11-22T01:46:46.167027] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:46.167110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:46.170892] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 1m 34s | Global ETA: 2h 3m 2s [2025-11-22T01:46:46.171821] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:46.171881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:46.171988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:46.173744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:46.174220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:46.175091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:46.176711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:46.177501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:46.177573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:46.179449] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:46.180562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:46.327997] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 1.04% [2025-11-22T01:46:46.384610] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 2.84% | Symbol ETA: 4.1s | Global ETA: 2h 3m 3s [2025-11-22T01:46:46.385557] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:46.385635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:46.391308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:46.393818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:46.394476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:46.394986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:46.497737] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.07%, Actual: 0.02% [2025-11-22T01:46:46.500860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:46.502166] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:46.504249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:46.505947] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:46.507599] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:46.509311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:46.664428] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 0.25% [2025-11-22T01:46:46.742934] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 1m 33s | Global ETA: 2h 3m 6s [2025-11-22T01:46:46.743852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:46.743913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:46.748700] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:46.749515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:46.819957] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.86% | Symbol ETA: 2.4s | Global ETA: 2h 3m 7s [2025-11-22T01:46:46.820847] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:46.820912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:46.825685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:46.827470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:46.827967] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:46.828841] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:46.830257] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.51% [2025-11-22T01:46:46.831158] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:46.833085] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:46.834231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:46.997625] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.77%, Actual: 1.16% [2025-11-22T01:46:47.155170] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 3.4s | Global ETA: 2h 3m 10s [2025-11-22T01:46:47.156103] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:47.156170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.161012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:47.163013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:47.163503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:47.163920] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:47.166219] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 0.72% [2025-11-22T01:46:47.250584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:47.251820] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:47.253912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:47.255537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:47.257198] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:47.258893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:47.337741] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 7.23% [2025-11-22T01:46:47.343792] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 1m 32s | Global ETA: 2h 3m 11s [2025-11-22T01:46:47.344707] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:47.344772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.349609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:47.350449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:47.473258] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1.8s | Global ETA: 2h 3m 13s [2025-11-22T01:46:47.474199] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:47.474265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.479486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:47.481287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:47.481789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:47.482698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:47.485042] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:47.487006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:46:47.488151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:47.506273] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 0.56% [2025-11-22T01:46:47.506880] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 44.1610% [2025-11-22T01:46:47.507001] [INFO ] [main ] AIV: KEPT add_atr_10 (score: 44.16%) [2025-11-22T01:46:47.507045] [INFO ] [main ] AIV: Testing feature 4/53: add_atr_5 [2025-11-22T01:46:47.507081] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T01:46:47.507141] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:47.520415] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:47.521824] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:47.521887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.526729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:47.528514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:47.529020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:47.529463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:47.911771] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 2.27% | Symbol ETA: 2.6s | Global ETA: 2h 3m 16s [2025-11-22T01:46:47.912712] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:47.912780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.917784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:47.919526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:47.920024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:47.920410] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:47.925917] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 1m 32s | Global ETA: 2h 3m 16s [2025-11-22T01:46:47.926826] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:47.926887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:47.931686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:47.932480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.005399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:48.006543] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:48.008615] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:48.010273] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:48.011996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:48.013671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.110434] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 2m 7s | Global ETA: 2h 3m 18s [2025-11-22T01:46:48.111333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:48.111395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:48.116141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:48.117947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:48.118424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:48.118879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.126854] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -2.47% | Symbol ETA: 1.1s | Global ETA: 2h 3m 18s [2025-11-22T01:46:48.296619] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 2.54% [2025-11-22T01:46:48.464062] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 1.20%, Actual: 0.19% [2025-11-22T01:46:48.503530] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 1m 31s | Global ETA: 2h 3m 21s [2025-11-22T01:46:48.504495] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:48.504562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:48.509577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:48.510477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.632151] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.03%, Actual: 1.48% [2025-11-22T01:46:48.658555] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 1.9s | Global ETA: 2h 3m 23s [2025-11-22T01:46:48.659493] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:48.659565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:48.664706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:48.666538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:48.667195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:48.667684] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:48.702461] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 2m 6s | Global ETA: 2h 3m 23s [2025-11-22T01:46:48.703383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:48.703451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:48.708685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:48.710612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:48.711126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:48.711566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.757539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:48.758871] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:48.760931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:48.762664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:48.764254] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:48.765930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:48.805141] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.68% [2025-11-22T01:46:48.980035] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 1.79% [2025-11-22T01:46:49.094092] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 1m 31s | Global ETA: 2h 3m 26s [2025-11-22T01:46:49.095327] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:49.095390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.100199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:49.101033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:49.155329] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 2.71% [2025-11-22T01:46:49.317250] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.59% | Symbol ETA: 2m 5s | Global ETA: 2h 3m 28s [2025-11-22T01:46:49.318542] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:49.318605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.323389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:49.325186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:49.325693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:49.326128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:49.327728] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 0.38% [2025-11-22T01:46:49.414629] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 1.1s | Global ETA: 2h 3m 29s [2025-11-22T01:46:49.416097] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:49.416167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.421191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:49.423037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:49.423531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:49.423952] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:49.495119] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.86%, Actual: 0.44% [2025-11-22T01:46:49.508281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:49.509398] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:49.511392] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:49.512975] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:49.514511] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:46:49.516157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:49.665253] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.69% [2025-11-22T01:46:49.674836] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 1m 30s | Global ETA: 2h 3m 31s [2025-11-22T01:46:49.675792] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:46:49.675853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.680663] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:49.681510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:49.834938] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -2.47%, Actual: 1.90% [2025-11-22T01:46:49.835130] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 41.4255% [2025-11-22T01:46:49.835208] [INFO ] [main ] CBZ: DISCARDED add_volatility_decay_ratio (score: 41.43%) [2025-11-22T01:46:49.835252] [INFO ] [main ] CBZ: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:46:49.835284] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:46:49.835319] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:49.848538] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:49.849897] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:49.849993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.854818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:49.856593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:49.857153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:49.858352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:49.860927] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:49.862951] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:49.864095] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:49.866169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:49.910437] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.74% | Symbol ETA: 2m 5s | Global ETA: 2h 3m 33s [2025-11-22T01:46:49.911338] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:49.911404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:49.916243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:49.918128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:49.918674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:49.919108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:50.155580] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 0.4s | Global ETA: 2h 3m 35s [2025-11-22T01:46:50.272559] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 1m 30s | Global ETA: 2h 3m 36s [2025-11-22T01:46:50.323494] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.55% [2025-11-22T01:46:50.444571] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 1.69% [2025-11-22T01:46:50.492455] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 2m 4s | Global ETA: 2h 3m 38s [2025-11-22T01:46:50.493350] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:50.493412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:50.494428] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 2.70% [2025-11-22T01:46:50.498322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:50.500097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:50.500599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:50.501046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:50.549950] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 2.64% | Symbol ETA: 7.2s | Global ETA: 2h 3m 39s [2025-11-22T01:46:50.550858] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:50.550923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:50.555637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:50.557409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:50.557912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:50.558818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:50.561295] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:50.563397] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:50.564524] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:50.566587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:50.613115] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.11% [2025-11-22T01:46:50.668785] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 1.07% [2025-11-22T01:46:50.779415] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.52% [2025-11-22T01:46:50.846159] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.96% [2025-11-22T01:46:50.951138] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 0.33% [2025-11-22T01:46:51.025378] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 2.84%, Actual: 0.45% [2025-11-22T01:46:51.062910] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 2m 4s | Global ETA: 2h 3m 43s [2025-11-22T01:46:51.063792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:51.063852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.068585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:51.070328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:51.070825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:51.071255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:51.122936] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.41% [2025-11-22T01:46:51.189578] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 0.73% [2025-11-22T01:46:51.214240] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 6.3s | Global ETA: 2h 3m 44s [2025-11-22T01:46:51.215123] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:51.215188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.219970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:51.221732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:51.222213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:51.223083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:51.225422] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:51.227393] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:51.228473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:51.230469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:51.291387] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 0.94% [2025-11-22T01:46:51.356116] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 0.06% [2025-11-22T01:46:51.458001] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.24% [2025-11-22T01:46:51.527871] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 1.35% [2025-11-22T01:46:51.626232] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.73% [2025-11-22T01:46:51.641432] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 4.81% | Symbol ETA: 2m 3s | Global ETA: 2h 3m 48s [2025-11-22T01:46:51.642353] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:51.642414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.651231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:51.653132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:51.653624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:51.654082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:51.704232] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 0.90% [2025-11-22T01:46:51.793209] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.19% [2025-11-22T01:46:51.878505] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 2.20% | Symbol ETA: 5.6s | Global ETA: 2h 3m 50s [2025-11-22T01:46:51.879414] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:51.879493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.882904] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 0.75% [2025-11-22T01:46:51.883122] [INFO ] [main ] KR: Magnitude Forecast Confidence: 29.6469% [2025-11-22T01:46:51.883227] [INFO ] [main ] KR: DISCARDED add_volume_pressure_into_close (score: 29.65%) [2025-11-22T01:46:51.883273] [INFO ] [main ] KR: Testing feature 52/53: add_volume_zscore [2025-11-22T01:46:51.883310] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_volume_zscore'] [2025-11-22T01:46:51.883349] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:46:51.884618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:51.886395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:51.886893] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:51.887789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:51.890164] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:51.892151] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:51.893275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:51.895263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:51.898725] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:51.900315] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:51.900383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.905397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:51.907329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:51.907864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:51.908268] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:51.962195] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.78% [2025-11-22T01:46:51.962420] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 40.7659% [2025-11-22T01:46:51.962530] [INFO ] [main ] CMSD: KEPT add_close_to_open_alignment (score: 40.77%) [2025-11-22T01:46:51.962579] [INFO ] [main ] CMSD: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:46:51.962611] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T01:46:51.962662] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:51.974171] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:51.975424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:51.975491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:51.980538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:51.981455] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:51.982327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.001897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:52.003226] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:52.005831] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:52.007611] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:52.009263] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:52.011075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.220916] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 2m 2s | Global ETA: 2h 3m 53s [2025-11-22T01:46:52.221949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:52.222023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:52.227681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:52.229469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:52.230000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:52.230468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.552483] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 1m 16s | Global ETA: 2h 3m 56s [2025-11-22T01:46:52.553378] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:52.553440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:52.558202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:52.558994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:52.559833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.563581] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -5.00% | Symbol ETA: 5.0s | Global ETA: 2h 3m 56s [2025-11-22T01:46:52.564482] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:52.564547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:52.569335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:52.571099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:52.571577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:52.572457] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:52.574965] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:52.576916] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:52.578015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:52.579982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.658570] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 7.0s | Global ETA: 2h 3m 57s [2025-11-22T01:46:52.659507] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:52.659580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:52.664557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:52.666431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:52.666958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:52.667387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:52.756156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:52.757428] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:52.759498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:52.761169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:52.762766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:52.764384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:52.790262] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2m 2s | Global ETA: 2h 3m 58s [2025-11-22T01:46:52.791150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:52.791211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:52.795953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:52.797726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:52.798197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:52.798699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:53.130241] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 1m 16s | Global ETA: 2h 4m 1s [2025-11-22T01:46:53.131137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:53.131199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:53.135947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:53.136737] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:53.137590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:53.227815] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 4.3s | Global ETA: 2h 4m 1s [2025-11-22T01:46:53.228755] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:53.228821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:53.233599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:53.235421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:53.235959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:53.236846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:53.239212] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:53.241271] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:53.242604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:53.244633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:53.375254] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 2m 1s | Global ETA: 2h 4m 3s [2025-11-22T01:46:53.407144] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 6.2s | Global ETA: 2h 4m 3s [2025-11-22T01:46:53.408081] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:53.408146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:53.412852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:53.414589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:53.415089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:53.415478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:53.499711] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:53.500892] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:53.502896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:53.504845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:53.506394] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:53.508062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:53.548418] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 0.65% [2025-11-22T01:46:53.719432] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 1m 15s | Global ETA: 2h 4m 6s [2025-11-22T01:46:53.720402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:53.720468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:53.723028] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.18% [2025-11-22T01:46:53.725627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:53.726467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:53.727369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:53.898840] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 3.6s | Global ETA: 2h 4m 7s [2025-11-22T01:46:53.899784] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:53.899849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:53.901258] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 1.04% [2025-11-22T01:46:53.904624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:53.906477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:53.906982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:53.907892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:53.910273] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:53.912212] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:53.913310] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:53.915301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:54.086124] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 0.02% [2025-11-22T01:46:54.135057] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 5.4s | Global ETA: 2h 4m 9s [2025-11-22T01:46:54.135960] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:54.136025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:54.140778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:54.142504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:54.142998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:54.143381] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:54.227412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:54.228603] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:54.230748] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:54.232321] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:54.233880] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:54.235462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:54.262132] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 0.25% [2025-11-22T01:46:54.317376] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 1m 14s | Global ETA: 2h 4m 11s [2025-11-22T01:46:54.318275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:54.318337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:54.323178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:54.324338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:54.325173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:54.438368] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 0.51% [2025-11-22T01:46:54.581504] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 2.03% | Symbol ETA: 2.9s | Global ETA: 2h 4m 13s [2025-11-22T01:46:54.582423] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:54.582488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:54.587341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:54.589184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:54.589689] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:54.590548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:54.592921] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:54.594883] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:54.595981] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:54.598008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:54.607176] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 4.81%, Actual: 1.16% [2025-11-22T01:46:54.776595] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.72% [2025-11-22T01:46:54.879174] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.59% | Symbol ETA: 4.7s | Global ETA: 2h 4m 16s [2025-11-22T01:46:54.880313] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:54.880381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:54.885901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:54.887737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:54.888227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:54.888630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:54.892681] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 1m 14s | Global ETA: 2h 4m 16s [2025-11-22T01:46:54.893567] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:54.893629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:54.898494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:54.899284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:54.900121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:54.949750] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 7.23% [2025-11-22T01:46:54.974916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:54.976180] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:54.978350] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:54.980024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:54.981625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:54.983262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:55.117862] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.56% [2025-11-22T01:46:55.118055] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 36.6792% [2025-11-22T01:46:55.118106] [INFO ] [main ] AIV: DISCARDED add_atr_5 (score: 36.68%) [2025-11-22T01:46:55.118146] [INFO ] [main ] AIV: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:46:55.118177] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T01:46:55.118231] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:46:55.129305] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:55.130755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:55.130817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:55.135581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:55.137507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:55.138041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:55.138802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:55.260439] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 2.2s | Global ETA: 2h 4m 19s [2025-11-22T01:46:55.261393] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:55.261461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:55.266410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:55.268317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:55.268834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:55.269737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:55.272132] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:55.274123] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:55.275623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:55.277727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:55.551119] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 1m 13s | Global ETA: 2h 4m 21s [2025-11-22T01:46:55.552149] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:55.552216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:55.557203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:55.558170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:55.559046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:55.619603] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.60% | Symbol ETA: 3.9s | Global ETA: 2h 4m 22s [2025-11-22T01:46:55.621504] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:55.621581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:55.626639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:55.628528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:55.629056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:55.629465] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:55.716782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:55.718110] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:55.720184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:55.721871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:55.723533] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:55.725267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:55.747555] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 1m 37s | Global ETA: 2h 4m 23s [2025-11-22T01:46:55.748686] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:55.748782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:55.754686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:55.756827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:55.757401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:55.758251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:56.038396] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 1.6s | Global ETA: 2h 4m 25s [2025-11-22T01:46:56.039864] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:46:56.039959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:56.046472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:56.049380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:56.050132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:56.051270] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:56.054416] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:56.057160] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:46:56.058577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:46:56.061170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:56.365620] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 1m 13s | Global ETA: 2h 4m 28s [2025-11-22T01:46:56.366690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:56.366757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:56.372632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:56.373666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:56.374581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:56.504680] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 1m 37s | Global ETA: 2h 4m 29s [2025-11-22T01:46:56.505804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:56.505883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:56.511753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:56.514408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:56.515034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:56.515849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:56.555547] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 1.85% | Symbol ETA: 3.3s | Global ETA: 2h 4m 30s [2025-11-22T01:46:56.556617] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:56.556713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:56.561870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:56.563917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:56.564456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:56.564898] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:56.681883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:56.683219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:56.685313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:56.687211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:56.688913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:56.690884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:56.895480] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 0.9s | Global ETA: 2h 4m 33s [2025-11-22T01:46:56.986790] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 1m 12s | Global ETA: 2h 4m 33s [2025-11-22T01:46:56.987780] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:56.987843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:56.993257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:56.994086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:56.995116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:57.066434] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 2.64%, Actual: 2.54% [2025-11-22T01:46:57.133835] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 1m 36s | Global ETA: 2h 4m 35s [2025-11-22T01:46:57.134795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:57.134860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:57.140211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:57.142287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:57.142902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:57.143757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:57.233960] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 0.19% [2025-11-22T01:46:57.337606] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 2.35% | Symbol ETA: 2.5s | Global ETA: 2h 4m 36s [2025-11-22T01:46:57.338509] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:57.338590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:57.343373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:57.345133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:57.345626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:57.346048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:57.403017] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 2.20%, Actual: 1.48% [2025-11-22T01:46:57.433135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:57.434233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:57.436216] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:57.437891] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:57.439475] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:57.441087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:57.570614] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -5.00%, Actual: 0.68% [2025-11-22T01:46:57.589453] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.28% | Symbol ETA: 1m 12s | Global ETA: 2h 4m 39s [2025-11-22T01:46:57.590373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:57.590437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:57.595544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:57.596388] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:57.597270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:57.716625] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 1m 35s | Global ETA: 2h 4m 40s [2025-11-22T01:46:57.717633] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:57.717730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:57.722494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:57.724266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:57.724746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:57.725457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:57.738444] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 1.79% [2025-11-22T01:46:57.907369] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 2.71% [2025-11-22T01:46:58.072766] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 1.7s | Global ETA: 2h 4m 43s [2025-11-22T01:46:58.073684] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:58.073758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:58.075242] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 2.03%, Actual: 0.38% [2025-11-22T01:46:58.078684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:58.080412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:58.080942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:58.081359] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:58.164839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:58.165953] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:58.167928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:58.169470] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:58.171017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:58.172588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:58.187330] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 1m 11s | Global ETA: 2h 4m 44s [2025-11-22T01:46:58.242452] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 0.44% [2025-11-22T01:46:58.299125] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 1m 35s | Global ETA: 2h 4m 45s [2025-11-22T01:46:58.300070] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:58.300133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:58.304922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:58.306695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:58.307247] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:58.308005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:58.361496] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 1.69% [2025-11-22T01:46:58.408430] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 0.69% [2025-11-22T01:46:58.545593] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.11% [2025-11-22T01:46:58.573857] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 1.90% [2025-11-22T01:46:58.574052] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 50.1430% [2025-11-22T01:46:58.574128] [INFO ] [main ] CBZ: DISCARDED add_volatility_state_percentiles (score: 50.14%) [2025-11-22T01:46:58.574171] [INFO ] [main ] CBZ: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:46:58.574204] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_volume_dispersion'] [2025-11-22T01:46:58.574259] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:46:58.587413] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:58.588694] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:58.588758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:58.593549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:58.595343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:58.595844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:58.596728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:58.599118] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:58.601066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:58.602448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:58.737671] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.52% [2025-11-22T01:46:58.803059] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.41% | Symbol ETA: 0.9s | Global ETA: 2h 4m 49s [2025-11-22T01:46:58.804029] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:46:58.804096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:58.808944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:58.810701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:46:58.811178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:46:58.811565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:46:58.896161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:46:58.897472] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:58.899478] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:46:58.901164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:46:58.902809] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:46:58.904464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:58.923901] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 0.33% [2025-11-22T01:46:58.931817] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 1m 34s | Global ETA: 2h 4m 50s [2025-11-22T01:46:58.932781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:58.932845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:58.937878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:58.939896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:58.940402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:58.941196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:59.096314] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.41% [2025-11-22T01:46:59.242803] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.64% | Symbol ETA: 6.6s | Global ETA: 2h 4m 53s [2025-11-22T01:46:59.243688] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:59.243754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:59.248602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:59.250389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:59.250899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:59.251784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:59.254148] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:59.256091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:59.257487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:59.263524] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.94% [2025-11-22T01:46:59.435637] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.24% [2025-11-22T01:46:59.519247] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.51% | Symbol ETA: 1m 33s | Global ETA: 2h 4m 55s [2025-11-22T01:46:59.520189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:46:59.520253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:59.525294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:59.527137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:59.527619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:59.528419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:59.541398] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 0.2s | Global ETA: 2h 4m 55s [2025-11-22T01:46:59.604717] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.73% [2025-11-22T01:46:59.711258] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.55% [2025-11-22T01:46:59.774615] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.28%, Actual: 0.19% [2025-11-22T01:46:59.882084] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 2.70% [2025-11-22T01:46:59.899799] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 6.0s | Global ETA: 2h 4m 58s [2025-11-22T01:46:59.900699] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:46:59.900763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:59.905555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:46:59.907340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:46:59.907872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:46:59.908795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:59.911136] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:46:59.913078] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:46:59.914434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:46:59.950187] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.78% [2025-11-22T01:46:59.950387] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 37.7032% [2025-11-22T01:46:59.950439] [INFO ] [main ] CMSD: DISCARDED add_composite_volatility_context (score: 37.70%) [2025-11-22T01:46:59.950478] [INFO ] [main ] CMSD: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:46:59.950509] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T01:46:59.950545] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:46:59.961958] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:46:59.963352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:46:59.963413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:46:59.968208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:46:59.969026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:46:59.971709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:00.048489] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.96%, Actual: 1.07% [2025-11-22T01:47:00.106579] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 1m 33s | Global ETA: 2h 4m 60s [2025-11-22T01:47:00.107590] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:00.107690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:00.112738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:00.115085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:00.115729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:00.116759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:00.217392] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 0.96% [2025-11-22T01:47:00.384945] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.60%, Actual: 0.45% [2025-11-22T01:47:00.542837] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 1m 6s | Global ETA: 2h 5m 4s [2025-11-22T01:47:00.543763] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:00.543844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:00.548738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:00.549517] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:00.551838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:00.557212] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 1.85%, Actual: 0.73% [2025-11-22T01:47:00.557361] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 5.13% | Symbol ETA: 5.3s | Global ETA: 2h 5m 4s [2025-11-22T01:47:00.558298] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:00.558363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:00.563197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:00.564958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:00.565427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:00.566333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:00.568741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:00.570684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:00.572099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:00.684901] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 1m 32s | Global ETA: 2h 5m 5s [2025-11-22T01:47:00.685844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:00.685912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:00.690891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:00.692745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:00.693209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:00.693950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:00.727445] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.35%, Actual: 0.06% [2025-11-22T01:47:00.897210] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 1.35% [2025-11-22T01:47:01.081307] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.41%, Actual: 0.90% [2025-11-22T01:47:01.246841] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 1m 6s | Global ETA: 2h 5m 10s [2025-11-22T01:47:01.247849] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:01.247913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:01.258772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:01.259588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:01.264980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:01.297803] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.75% [2025-11-22T01:47:01.298002] [INFO ] [main ] KR: Magnitude Forecast Confidence: 38.3217% [2025-11-22T01:47:01.298087] [INFO ] [main ] KR: DISCARDED add_volume_zscore (score: 38.32%) [2025-11-22T01:47:01.298130] [INFO ] [main ] KR: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:47:01.298165] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag', 'add_vwap_deviations'] [2025-11-22T01:47:01.298202] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T01:47:01.311928] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:01.313257] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:01.313322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:01.318164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:01.319927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:01.320415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:01.320836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:01.346838] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.60% | Symbol ETA: 4.9s | Global ETA: 2h 5m 11s [2025-11-22T01:47:01.347772] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:01.347836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:01.352597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:01.354387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:01.354887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:01.355783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:01.358185] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:01.360113] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:01.361467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:01.410852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:01.411949] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:01.413999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:01.415576] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:01.417158] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:01.422981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:01.493693] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1m 31s | Global ETA: 2h 5m 12s [2025-11-22T01:47:01.739726] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 0.65% [2025-11-22T01:47:01.950697] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 1m 6s | Global ETA: 2h 5m 16s [2025-11-22T01:47:01.951671] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:01.951738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:01.958738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:01.959710] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:01.962109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:02.013238] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:47:02.106985] [INFO ] [main ] KR: Lookback Days: 2, Magnitude: 0.59% | Symbol ETA: 7.1s | Global ETA: 2h 5m 17s [2025-11-22T01:47:02.108225] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:02.108292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:02.113137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:02.114899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:02.115382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:02.115446] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.44% | Symbol ETA: 4.3s | Global ETA: 2h 5m 17s [2025-11-22T01:47:02.115798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:02.116357] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:02.116424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:02.121227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:02.123022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:02.123500] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:02.124382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:02.126780] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:02.128774] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:02.130165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:02.186090] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 1.04% [2025-11-22T01:47:02.204749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:02.206015] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:02.208090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:02.209872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:02.211531] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:02.217525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:02.357630] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:47:02.530103] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:47:02.537227] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 1m 5s | Global ETA: 2h 5m 21s [2025-11-22T01:47:02.538116] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:02.538178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:02.542991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:02.543812] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:02.546191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:02.699333] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 0.51% [2025-11-22T01:47:02.785868] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 3.5s | Global ETA: 2h 5m 23s [2025-11-22T01:47:02.786786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:02.786852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:02.791838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:02.793566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:02.794064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:02.794940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:02.797351] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:02.799375] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:02.800770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:02.853268] [INFO ] [main ] KR: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 6.2s | Global ETA: 2h 5m 23s [2025-11-22T01:47:02.854190] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:02.854257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:02.859117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:02.860923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:02.861422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:02.861838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:02.872356] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.51%, Actual: 1.16% [2025-11-22T01:47:02.952844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:02.954113] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:02.956115] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:02.957765] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:02.959300] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:02.964896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.045196] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.72% [2025-11-22T01:47:03.115751] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 1m 4s | Global ETA: 2h 5m 26s [2025-11-22T01:47:03.116619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:03.116700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.121458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:03.122246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:03.124536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.213546] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 7.23% [2025-11-22T01:47:03.382810] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:47:03.383018] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.5770% [2025-11-22T01:47:03.383106] [INFO ] [main ] AIV: DISCARDED add_close_to_open_alignment (score: 39.58%) [2025-11-22T01:47:03.383151] [INFO ] [main ] AIV: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:47:03.383185] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T01:47:03.383221] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:03.395014] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:03.396498] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:03.396582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.401746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:03.403622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:03.404144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:03.405072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.465331] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2.8s | Global ETA: 2h 5m 29s [2025-11-22T01:47:03.466218] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:03.466282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.471134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:03.472879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:03.473349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:03.474219] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:03.476554] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:03.478535] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:03.479904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.591988] [INFO ] [main ] KR: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 5.3s | Global ETA: 2h 5m 30s [2025-11-22T01:47:03.592949] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:03.593041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.598006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:03.599895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:03.600403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:03.600859] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:03.687911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:03.689187] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:03.691214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:03.692883] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:03.694437] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:03.700337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.714104] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 1m 4s | Global ETA: 2h 5m 31s [2025-11-22T01:47:03.715059] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:03.715122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.719991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:03.720781] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:03.723111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:03.978237] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 1m 23s | Global ETA: 2h 5m 33s [2025-11-22T01:47:03.979187] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:03.979252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:03.984363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:03.986266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:03.986798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:03.987767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.119885] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 2.1s | Global ETA: 2h 5m 34s [2025-11-22T01:47:04.120775] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:04.120838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.125568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:04.127366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:04.127866] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:04.128742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:04.131061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:04.132996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:04.134353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.290503] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 1m 3s | Global ETA: 2h 5m 36s [2025-11-22T01:47:04.291434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:04.291495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.296250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:04.297046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:04.299374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.375734] [INFO ] [main ] KR: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 4.6s | Global ETA: 2h 5m 36s [2025-11-22T01:47:04.376727] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:04.376795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.382016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:04.384015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:04.384585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:04.385061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:04.480541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:04.482411] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:04.485249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:04.487367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:04.489045] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:04.494896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.564704] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 1m 22s | Global ETA: 2h 5m 38s [2025-11-22T01:47:04.565665] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:04.565731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.570784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:04.572661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:04.573151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:04.574066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.765725] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 1.4s | Global ETA: 2h 5m 40s [2025-11-22T01:47:04.766605] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:04.766689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.771720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:04.773487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:04.773981] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:04.774856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:04.777314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:04.779318] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:47:04.780687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:04.870582] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 1m 2s | Global ETA: 2h 5m 40s [2025-11-22T01:47:04.871467] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:04.871537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:04.876332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:04.877180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:04.879492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:05.119031] [INFO ] [main ] KR: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 3.8s | Global ETA: 2h 5m 43s [2025-11-22T01:47:05.120892] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:05.120962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:05.125946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:05.127772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:05.128254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:05.128672] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:05.159321] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 1m 22s | Global ETA: 2h 5m 43s [2025-11-22T01:47:05.160204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:05.160266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:05.164988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:05.166703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:05.167184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:05.168086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:05.217401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:05.218633] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:05.220596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:05.222300] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:05.223843] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:05.229410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:05.415516] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 0.7s | Global ETA: 2h 5m 45s [2025-11-22T01:47:05.452257] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 1m 2s | Global ETA: 2h 5m 45s [2025-11-22T01:47:05.453190] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:05.453252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:05.458093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:05.458944] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:05.461315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:05.583134] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.64%, Actual: 2.54% [2025-11-22T01:47:05.742576] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.90% | Symbol ETA: 1m 21s | Global ETA: 2h 5m 48s [2025-11-22T01:47:05.743557] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:05.743618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:05.748494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:05.750234] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.19% [2025-11-22T01:47:05.750330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:05.750834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:05.751711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:05.851842] [INFO ] [main ] KR: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 3.0s | Global ETA: 2h 5m 49s [2025-11-22T01:47:05.852743] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:05.852810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:05.857569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:05.859334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:05.859833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:05.860220] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:05.918471] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 5.13%, Actual: 1.48% [2025-11-22T01:47:05.944283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:05.945325] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:05.947301] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:05.950781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:05.952388] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:05.957994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:06.047015] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 1m 1s | Global ETA: 2h 5m 50s [2025-11-22T01:47:06.086800] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.60%, Actual: 0.68% [2025-11-22T01:47:06.218385] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 1.69% [2025-11-22T01:47:06.254325] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.79% [2025-11-22T01:47:06.333793] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.44% | Symbol ETA: 1m 21s | Global ETA: 2h 5m 53s [2025-11-22T01:47:06.334695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:06.334757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:06.339481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:06.341219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:06.341703] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:06.342553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:06.389011] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.11% [2025-11-22T01:47:06.427474] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 2.71% [2025-11-22T01:47:06.559272] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T01:47:06.599465] [INFO ] [main ] KR: Lookback Days: 8, Magnitude: 3.19% | Symbol ETA: 2.3s | Global ETA: 2h 5m 55s [2025-11-22T01:47:06.600466] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:06.600531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:06.604416] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.38% [2025-11-22T01:47:06.605320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:06.607064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:06.607564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:06.607970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:06.690514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:06.691614] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:06.693554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:06.695112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:06.696627] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:06.702324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:06.728547] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.33% [2025-11-22T01:47:06.780368] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 0.44% [2025-11-22T01:47:06.899143] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.41% [2025-11-22T01:47:06.931071] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 1m 20s | Global ETA: 2h 5m 58s [2025-11-22T01:47:06.932412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:06.932474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:06.937358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:06.939195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:06.939685] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:06.940541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:06.955581] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.69% [2025-11-22T01:47:07.072127] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.94% [2025-11-22T01:47:07.128921] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.33%, Actual: 1.90% [2025-11-22T01:47:07.129159] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 43.4146% [2025-11-22T01:47:07.129257] [INFO ] [main ] CBZ: DISCARDED add_volume_dispersion (score: 43.41%) [2025-11-22T01:47:07.129300] [INFO ] [main ] CBZ: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:47:07.129335] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_volume_flow_differentials'] [2025-11-22T01:47:07.129371] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:47:07.142887] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:07.144403] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:07.144479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:07.149324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:07.151214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:07.151722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:07.152589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:07.154969] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:07.156905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:07.159610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:07.241373] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.24% [2025-11-22T01:47:07.317493] [INFO ] [main ] KR: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 1.5s | Global ETA: 2h 6m 1s [2025-11-22T01:47:07.318420] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:07.318487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:07.323361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:07.325098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:07.325563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:07.326003] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:07.409586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:07.410659] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:07.410799] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.73% [2025-11-22T01:47:07.412561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:07.414101] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:07.415613] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:07.421281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:07.517717] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 6.02% | Symbol ETA: 1m 19s | Global ETA: 2h 6m 3s [2025-11-22T01:47:07.518637] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:07.518719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:07.523560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:07.525298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:07.525796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:07.526669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:07.581977] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 0.19% [2025-11-22T01:47:07.753126] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 0.78% [2025-11-22T01:47:07.753361] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.3412% [2025-11-22T01:47:07.753451] [INFO ] [main ] CMSD: DISCARDED add_day_shape_ratios (score: 39.34%) [2025-11-22T01:47:07.753495] [INFO ] [main ] CMSD: Testing feature 8/53: add_directional_consistency [2025-11-22T01:47:07.753527] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T01:47:07.753562] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:07.764951] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:07.766361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:07.766423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:07.771550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:07.772378] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:07.820132] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 6.6s | Global ETA: 2h 6m 6s [2025-11-22T01:47:07.821067] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:07.821131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:07.825963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:07.827725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:07.828247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:07.829161] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:07.831480] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:07.833398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:07.836128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:07.905596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.045759] [INFO ] [main ] KR: Lookback Days: 10, Magnitude: 2.17% | Symbol ETA: 0.7s | Global ETA: 2h 6m 7s [2025-11-22T01:47:08.046736] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:47:08.046802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:08.051624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:08.053391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:08.053880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:08.054260] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:47:08.100903] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 1m 19s | Global ETA: 2h 6m 8s [2025-11-22T01:47:08.101910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:08.102003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:08.107042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:08.109009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:08.109498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:08.110453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.138106] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:47:08.139165] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:08.141136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:47:08.142693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:47:08.144240] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:08.149898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.480609] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 56.6s | Global ETA: 2h 6m 11s [2025-11-22T01:47:08.481690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:08.481754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:08.484357] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 5.9s | Global ETA: 2h 6m 11s [2025-11-22T01:47:08.485255] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:08.485320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:08.486707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:08.487533] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:08.490206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:08.492018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:08.492486] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:08.493366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:08.495736] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:08.497896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:08.500789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.622604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.681185] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 1m 18s | Global ETA: 2h 6m 13s [2025-11-22T01:47:08.682122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:08.682184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:08.686951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:08.688709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:08.689168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:08.690055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:08.864670] [INFO ] [main ] KR: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 0.0s | Global ETA: 2h 6m 14s [2025-11-22T01:47:09.040237] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 0.55% [2025-11-22T01:47:09.157909] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 5.2s | Global ETA: 2h 6m 17s [2025-11-22T01:47:09.158821] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:09.159212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:09.164325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:09.166281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:09.166791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:09.167686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:09.170042] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:09.171974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:09.174689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:09.207818] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.70% [2025-11-22T01:47:09.209194] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 55.9s | Global ETA: 2h 6m 17s [2025-11-22T01:47:09.210121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:09.210206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:09.215056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:09.215847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:09.275441] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 1m 18s | Global ETA: 2h 6m 18s [2025-11-22T01:47:09.349568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:09.374253] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 1.07% [2025-11-22T01:47:09.446696] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.65% [2025-11-22T01:47:09.540933] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.96% [2025-11-22T01:47:09.622579] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.18% [2025-11-22T01:47:09.710325] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 0.45% [2025-11-22T01:47:09.799011] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 1.04% [2025-11-22T01:47:09.836396] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 4.6s | Global ETA: 2h 6m 23s [2025-11-22T01:47:09.838201] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:09.838280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:09.843175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:09.844909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:09.845385] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:09.846263] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:09.848676] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:09.850617] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:09.853362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:09.877130] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 0.73% [2025-11-22T01:47:09.946021] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 55.2s | Global ETA: 2h 6m 24s [2025-11-22T01:47:09.946956] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:09.947020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:09.952379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:09.953247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:09.972239] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.90%, Actual: 0.02% [2025-11-22T01:47:10.044536] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 3.19%, Actual: 0.06% [2025-11-22T01:47:10.086797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:10.139836] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.44%, Actual: 0.25% [2025-11-22T01:47:10.215660] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 1.35% [2025-11-22T01:47:10.307840] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 0.51% [2025-11-22T01:47:10.382558] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 2.17%, Actual: 0.90% [2025-11-22T01:47:10.476941] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 6.02%, Actual: 1.16% [2025-11-22T01:47:10.507983] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 3.9s | Global ETA: 2h 6m 28s [2025-11-22T01:47:10.508922] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:10.508987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:10.513695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:10.515407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:10.515913] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:10.516785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:10.519253] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:10.521229] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:10.524036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:10.550078] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 0.75% [2025-11-22T01:47:10.550284] [INFO ] [main ] KR: Magnitude Forecast Confidence: 47.7075% [2025-11-22T01:47:10.550403] [INFO ] [main ] KR: DISCARDED add_vwap_deviations (score: 47.71%) [2025-11-22T01:47:10.550447] [INFO ] [main ] KR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:47:10.550480] [INFO ] [main ] KR: Best accuracy: 55.39% [2025-11-22T01:47:10.550513] [INFO ] [main ] KR: Best feature set (9 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile', 'add_late_session_pressure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio', 'add_prior_mag_lag'] [2025-11-22T01:47:10.550565] [INFO ] [main ] KR: Improvement over baseline: 10.36% [2025-11-22T01:47:10.550595] [INFO ] [main ] KR: Total time: 7.7 minutes [2025-11-22T01:47:10.550622] [INFO ] [main ] KR: Average time per feature: 8.9 seconds [2025-11-22T01:47:10.550668] [INFO ] [main ] KR: Average speed: 0.11 features/sec [2025-11-22T01:47:10.648012] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 0.72% [2025-11-22T01:47:10.655910] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 54.5s | Global ETA: 2h 6m 30s [2025-11-22T01:47:10.656809] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:10.656871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:10.661631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:10.662416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:10.719324] [DEBUG] [METRICS ] KR: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 0.55% [2025-11-22T01:47:10.786823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:10.816070] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 7.23% [2025-11-22T01:47:10.895007] [DEBUG] [METRICS ] KR: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 2.70% [2025-11-22T01:47:10.985867] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.74%, Actual: 0.56% [2025-11-22T01:47:10.986103] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 42.7841% [2025-11-22T01:47:10.986185] [INFO ] [main ] AIV: DISCARDED add_composite_volatility_context (score: 42.78%) [2025-11-22T01:47:10.986228] [INFO ] [main ] AIV: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:47:10.986260] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T01:47:10.986296] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:10.998213] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:10.999882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:10.999949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:11.005081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:11.007035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:11.007558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:11.009979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:11.074438] [DEBUG] [METRICS ] KR: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 1.07% [2025-11-22T01:47:11.167451] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.90% | Symbol ETA: 3.2s | Global ETA: 2h 6m 34s [2025-11-22T01:47:11.168434] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:11.168506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:11.173694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:11.175688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:11.176196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:11.177136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:11.179555] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:11.181529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:11.184274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:11.249566] [DEBUG] [METRICS ] KR: 2025-11-17:2025-11-18: Predicted: 1.89%, Actual: 0.96% [2025-11-22T01:47:11.350504] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 53.7s | Global ETA: 2h 6m 36s [2025-11-22T01:47:11.351394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:11.351456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:11.356203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:11.356989] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:11.424429] [DEBUG] [METRICS ] KR: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.45% [2025-11-22T01:47:11.480353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:11.601987] [DEBUG] [METRICS ] KR: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 0.73% [2025-11-22T01:47:11.603035] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 1m 4s | Global ETA: 2h 6m 38s [2025-11-22T01:47:11.604043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:11.604107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:11.609120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:11.610958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:11.611540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:11.614029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:11.779831] [DEBUG] [METRICS ] KR: 2025-11-12:2025-11-13: Predicted: 2.99%, Actual: 0.06% [2025-11-22T01:47:11.831684] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -1.48% | Symbol ETA: 2.5s | Global ETA: 2h 6m 40s [2025-11-22T01:47:11.832572] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:11.832660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:11.837484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:11.839223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:11.839724] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:11.840589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:11.842979] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:11.844926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:11.847752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:11.972632] [DEBUG] [METRICS ] KR: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 1.35% [2025-11-22T01:47:12.047317] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 53.0s | Global ETA: 2h 6m 41s [2025-11-22T01:47:12.048240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:12.048302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:12.053113] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:12.053907] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:12.150087] [DEBUG] [METRICS ] KR: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 0.90% [2025-11-22T01:47:12.176463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:12.202621] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 1m 3s | Global ETA: 2h 6m 43s [2025-11-22T01:47:12.203567] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:12.203631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:12.208472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:12.210249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:12.210760] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:12.213081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:12.325153] [DEBUG] [METRICS ] KR: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.75% [2025-11-22T01:47:12.326121] [INFO ] [LOCAL ] Saved configuration for KR: 9 features, 55.39% accuracy -> ./output/feature-sets/KR.json [2025-11-22T01:47:12.327400] [INFO ] [main ] Progress: 7/57 symbols completed (12.3%). KR finished in 7m 55s. ETA: 1h 46m 30s. Rate: 0.47 symbols/min [2025-11-22T01:47:12.334146] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:12.350925] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:12.351934] [INFO ] [main ] BV: Testing with 53 available features [2025-11-22T01:47:12.351987] [INFO ] [main ] BV: Establishing baseline with no features... [2025-11-22T01:47:12.352024] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:12.369517] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:12.371505] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:12.531600] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 1.9s | Global ETA: 1h 46m 31s [2025-11-22T01:47:12.532818] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:12.532894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:12.538158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:12.540465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:12.541065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:12.542034] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:12.544701] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:12.546889] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:12.549956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:12.754396] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 52.3s | Global ETA: 1h 46m 33s [2025-11-22T01:47:12.755307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:12.755368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:12.760167] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:12.760956] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:12.786836] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 1m 2s | Global ETA: 1h 46m 33s [2025-11-22T01:47:12.787767] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:12.787830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:12.792601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:12.794337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:12.794820] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:12.797296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:12.884638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:12.994880] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.74% [2025-11-22T01:47:12.996055] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:13.210894] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 1.2s | Global ETA: 1h 46m 36s [2025-11-22T01:47:13.211820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:13.211903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:13.216748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:13.218514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:13.219025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:13.219901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:13.222222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:13.224176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:47:13.227038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:13.366838] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 1m 2s | Global ETA: 1h 46m 37s [2025-11-22T01:47:13.367779] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:13.367841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:13.372555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:13.374319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:13.374800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:13.377108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:13.472548] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 51.6s | Global ETA: 1h 46m 38s [2025-11-22T01:47:13.473501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:13.473566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:13.478462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:13.479303] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:13.606080] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.44% [2025-11-22T01:47:13.607230] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:13.622307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:13.871170] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 0.5s | Global ETA: 1h 46m 41s [2025-11-22T01:47:13.941703] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 1m 1s | Global ETA: 1h 46m 41s [2025-11-22T01:47:13.942582] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:13.942662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:13.947415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:13.949142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:13.949608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:13.951935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:14.039356] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.54% [2025-11-22T01:47:14.185920] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 50.9s | Global ETA: 1h 46m 43s [2025-11-22T01:47:14.186193] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.57% [2025-11-22T01:47:14.186848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:14.186912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:14.187154] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:14.191703] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:14.192492] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:14.213919] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.19% [2025-11-22T01:47:14.314857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:14.386533] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 1.48% [2025-11-22T01:47:14.521536] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 1m 1s | Global ETA: 1h 46m 45s [2025-11-22T01:47:14.522494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:14.522557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:14.527563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:14.529399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:14.529911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:14.532392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:14.562700] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 0.68% [2025-11-22T01:47:14.734926] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 1.79% [2025-11-22T01:47:14.775665] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.17% [2025-11-22T01:47:14.776616] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:14.882699] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 50.2s | Global ETA: 1h 46m 48s [2025-11-22T01:47:14.906265] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.90%, Actual: 2.71% [2025-11-22T01:47:15.054441] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.69% [2025-11-22T01:47:15.082802] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -1.48%, Actual: 0.38% [2025-11-22T01:47:15.115918] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.23% | Symbol ETA: 1m 0s | Global ETA: 1h 46m 50s [2025-11-22T01:47:15.116862] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:15.116927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:15.122105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:15.123971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:15.124477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:15.126994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:15.220829] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.11% [2025-11-22T01:47:15.257764] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.44% [2025-11-22T01:47:15.371437] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.60% [2025-11-22T01:47:15.372585] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:15.388766] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T01:47:15.431621] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.69% [2025-11-22T01:47:15.561623] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.33% [2025-11-22T01:47:15.601358] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.02%, Actual: 1.90% [2025-11-22T01:47:15.601573] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 44.1518% [2025-11-22T01:47:15.601678] [INFO ] [main ] CBZ: DISCARDED add_volume_flow_differentials (score: 44.15%) [2025-11-22T01:47:15.601723] [INFO ] [main ] CBZ: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:47:15.601755] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_volume_pressure_into_close'] [2025-11-22T01:47:15.601812] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:47:15.615276] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:15.616811] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:15.616876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:15.621794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:15.623579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:15.624088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:15.624977] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:15.627339] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:15.629415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:15.631091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:15.698885] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 59.5s | Global ETA: 1h 46m 54s [2025-11-22T01:47:15.699806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:15.699867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:15.704592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:15.706320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:15.706814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:15.709140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:15.728692] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.41% [2025-11-22T01:47:15.895554] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.94% [2025-11-22T01:47:15.998933] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.12% [2025-11-22T01:47:16.000085] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:16.062270] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.24% [2025-11-22T01:47:16.229425] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.73% [2025-11-22T01:47:16.272994] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 58.9s | Global ETA: 1h 46m 58s [2025-11-22T01:47:16.273916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:16.273978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:16.282428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:16.283428] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 6.3s | Global ETA: 1h 46m 58s [2025-11-22T01:47:16.284275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:16.284333] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:16.284398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:16.284773] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:16.287144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:16.289422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:16.291258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:16.291782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:16.292689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:16.295155] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:16.297209] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:16.298942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:16.397485] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.19% [2025-11-22T01:47:16.579298] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.78% [2025-11-22T01:47:16.579545] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 35.3643% [2025-11-22T01:47:16.579637] [INFO ] [main ] CMSD: DISCARDED add_directional_consistency (score: 35.36%) [2025-11-22T01:47:16.579703] [INFO ] [main ] CMSD: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:47:16.579737] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T01:47:16.579773] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:16.591333] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:16.592666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:16.592751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:16.597580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:16.598384] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:16.599951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:16.601858] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.73% [2025-11-22T01:47:16.603021] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:16.886383] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 58.3s | Global ETA: 1h 47m 2s [2025-11-22T01:47:16.966507] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 5.7s | Global ETA: 1h 47m 3s [2025-11-22T01:47:16.967486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:16.967556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:16.972532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:16.974388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:16.974907] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:16.975803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:16.978270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:16.980292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:16.982040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:17.069427] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.65% [2025-11-22T01:47:17.171550] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 53.8s | Global ETA: 1h 47m 4s [2025-11-22T01:47:17.172823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:17.172885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:17.178660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:17.179546] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:17.181179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:17.235092] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 0.02% [2025-11-22T01:47:17.236202] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:17.249028] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.18% [2025-11-22T01:47:17.428418] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 1.04% [2025-11-22T01:47:17.613160] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 0.02% [2025-11-22T01:47:17.649521] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 5.1s | Global ETA: 1h 47m 8s [2025-11-22T01:47:17.650459] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:17.650527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:17.655990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:17.657854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:17.658386] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:17.659316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:17.661855] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:17.663945] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:17.665635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:17.777060] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 53.3s | Global ETA: 1h 47m 9s [2025-11-22T01:47:17.778017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:17.778083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:17.783031] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:17.783866] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:17.785516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:17.799664] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.25% [2025-11-22T01:47:17.836350] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.52% [2025-11-22T01:47:17.837929] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:17.980816] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.51% [2025-11-22T01:47:18.167516] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.23%, Actual: 1.16% [2025-11-22T01:47:18.339627] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 0.72% [2025-11-22T01:47:18.339835] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 4.4s | Global ETA: 1h 47m 13s [2025-11-22T01:47:18.340775] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:18.340842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:18.346063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:18.347936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:18.348440] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:18.349402] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:18.351844] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:18.353952] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:18.355703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:18.367156] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 52.7s | Global ETA: 1h 47m 13s [2025-11-22T01:47:18.368065] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:18.368141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:18.372923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:18.373730] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:18.375303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:18.486936] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.71% [2025-11-22T01:47:18.511071] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 7.23% [2025-11-22T01:47:18.653455] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.74%, Actual: 5.45% [2025-11-22T01:47:18.682904] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 0.56% [2025-11-22T01:47:18.683115] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.0828% [2025-11-22T01:47:18.683197] [INFO ] [main ] AIV: DISCARDED add_day_shape_ratios (score: 40.08%) [2025-11-22T01:47:18.683239] [INFO ] [main ] AIV: Testing feature 8/53: add_directional_consistency [2025-11-22T01:47:18.683270] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T01:47:18.683304] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:18.694333] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:18.695750] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:18.695811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:18.700582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:18.702328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:18.702818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:18.827969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:18.832199] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 4.39% [2025-11-22T01:47:18.950264] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 52.1s | Global ETA: 1h 47m 17s [2025-11-22T01:47:18.951198] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:18.951270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:18.956009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:18.956809] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:18.958511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:19.006909] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 1.63% [2025-11-22T01:47:19.037258] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 3.8s | Global ETA: 1h 47m 18s [2025-11-22T01:47:19.038328] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:19.038398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:19.043382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:19.045190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:19.045816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:19.046810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:19.049288] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:19.051672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:19.053488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:19.180148] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 2.18% [2025-11-22T01:47:19.358924] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 0.25% [2025-11-22T01:47:19.389832] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 55.7s | Global ETA: 1h 47m 20s [2025-11-22T01:47:19.390744] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:19.390825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:19.395573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:19.397397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:19.397897] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:19.521256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:19.521866] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 51.5s | Global ETA: 1h 47m 21s [2025-11-22T01:47:19.522772] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:19.522841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:19.527709] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:19.528493] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:19.530052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:19.537203] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.12%, Actual: 2.59% [2025-11-22T01:47:19.716589] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.45% [2025-11-22T01:47:19.720578] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 3.1s | Global ETA: 1h 47m 23s [2025-11-22T01:47:19.721499] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:19.721565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:19.726338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:19.728140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:19.728628] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:19.729513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:19.731854] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:19.733785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:19.735466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:19.895049] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 2.77% [2025-11-22T01:47:20.073242] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.89% [2025-11-22T01:47:20.094753] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 55.1s | Global ETA: 1h 47m 25s [2025-11-22T01:47:20.095658] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:20.095721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.096441] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 50.9s | Global ETA: 1h 47m 25s [2025-11-22T01:47:20.097377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:20.097440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.100448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:20.102180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:20.102196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:20.102662] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:20.102981] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:20.104530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.233139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.265796] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.71%, Actual: 0.29% [2025-11-22T01:47:20.266151] [INFO ] [main ] BV: Magnitude Forecast Confidence: 33.8498% [2025-11-22T01:47:20.266205] [INFO ] [main ] BV: Baseline score (no features): 33.8498% [2025-11-22T01:47:20.266248] [INFO ] [main ] BV: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.266284] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:47:20.266322] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:20.283006] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:20.285103] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:20.285179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.290579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.378605] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 2.4s | Global ETA: 1h 47m 27s [2025-11-22T01:47:20.379513] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:20.379576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.384350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:20.386189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:20.386693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:20.387578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:20.389926] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:20.391841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:20.393448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.673020] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 50.3s | Global ETA: 1h 47m 29s [2025-11-22T01:47:20.673992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:20.674053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.678912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:20.679752] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:20.681284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.804176] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 54.4s | Global ETA: 1h 47m 30s [2025-11-22T01:47:20.805140] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:20.805219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.810361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:20.812163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:20.812669] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:20.906984] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 3.39% | Symbol ETA: 5m 29s | Global ETA: 1h 47m 31s [2025-11-22T01:47:20.908084] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:20.908146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:20.913424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:20.944451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.045309] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 1.7s | Global ETA: 1h 47m 32s [2025-11-22T01:47:21.046956] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:21.047021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.051950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:21.053813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:21.054330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:21.055225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:21.057675] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:21.059704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:21.061385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.249851] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 49.7s | Global ETA: 1h 47m 34s [2025-11-22T01:47:21.250779] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:21.250843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.255690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:21.256473] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:21.258108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.521824] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 5m 27s | Global ETA: 1h 47m 35s [2025-11-22T01:47:21.522863] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:21.522925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.527808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.529628] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 53.7s | Global ETA: 1h 47m 36s [2025-11-22T01:47:21.530543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:21.530605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.535413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:21.537302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:21.537820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:21.670090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.716561] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 1.0s | Global ETA: 1h 47m 37s [2025-11-22T01:47:21.718070] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:21.718147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.723590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:21.725900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:21.726529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:21.727557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:21.730284] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:21.732602] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:47:21.734574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:21.826370] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 49.1s | Global ETA: 1h 47m 38s [2025-11-22T01:47:21.827696] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:21.827759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:21.833048] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:21.833906] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:21.835584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:22.135839] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.03% | Symbol ETA: 5m 25s | Global ETA: 1h 47m 40s [2025-11-22T01:47:22.137369] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:22.137471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:22.143293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:22.258127] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 53.0s | Global ETA: 1h 47m 41s [2025-11-22T01:47:22.259097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:22.259164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:22.267719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:22.269551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:22.270076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:22.384933] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -1.96% | Symbol ETA: 0.3s | Global ETA: 1h 47m 42s [2025-11-22T01:47:22.405442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:22.411590] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 48.5s | Global ETA: 1h 47m 42s [2025-11-22T01:47:22.556378] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 2.54% [2025-11-22T01:47:22.583697] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.69% [2025-11-22T01:47:22.730116] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.19% [2025-11-22T01:47:22.766529] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.11% [2025-11-22T01:47:22.769990] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 5m 27s | Global ETA: 1h 47m 44s [2025-11-22T01:47:22.771154] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:22.771220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:22.776293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:22.900594] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.63%, Actual: 1.48% [2025-11-22T01:47:22.945736] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.52% [2025-11-22T01:47:23.004583] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.91% | Symbol ETA: 52.4s | Global ETA: 1h 47m 46s [2025-11-22T01:47:23.005495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:23.005557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:23.010464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:23.012273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:23.012761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:23.077658] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.88%, Actual: 0.68% [2025-11-22T01:47:23.113262] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.33% [2025-11-22T01:47:23.140531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:23.247531] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 1.79% [2025-11-22T01:47:23.279395] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.41% [2025-11-22T01:47:23.386452] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 3.23% | Symbol ETA: 5m 26s | Global ETA: 1h 47m 49s [2025-11-22T01:47:23.387593] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:23.387681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:23.394096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:23.413959] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 2.71% [2025-11-22T01:47:23.444180] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.94% [2025-11-22T01:47:23.582700] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.38% [2025-11-22T01:47:23.611890] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.24% [2025-11-22T01:47:23.740027] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.81% | Symbol ETA: 51.6s | Global ETA: 1h 47m 51s [2025-11-22T01:47:23.740971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:23.741033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:23.745996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:23.747835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:23.748389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:23.751723] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 0.44% [2025-11-22T01:47:23.783579] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.73% [2025-11-22T01:47:23.875436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:23.919495] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.69% [2025-11-22T01:47:23.950860] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.19% [2025-11-22T01:47:24.004763] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.33% | Symbol ETA: 5m 25s | Global ETA: 1h 47m 53s [2025-11-22T01:47:24.005726] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:24.005787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.011262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.088576] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.96%, Actual: 1.90% [2025-11-22T01:47:24.088811] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 35.0116% [2025-11-22T01:47:24.088900] [INFO ] [main ] CBZ: DISCARDED add_volume_pressure_into_close (score: 35.01%) [2025-11-22T01:47:24.088945] [INFO ] [main ] CBZ: Testing feature 52/53: add_volume_zscore [2025-11-22T01:47:24.088978] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_volume_zscore'] [2025-11-22T01:47:24.089014] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:47:24.102519] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:24.103890] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:24.103961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.108853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:24.110632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:24.111115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:24.112050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:24.114421] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:24.116361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:24.117988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.117962] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 0.78% [2025-11-22T01:47:24.118149] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.7902% [2025-11-22T01:47:24.118286] [INFO ] [main ] CMSD: DISCARDED add_fullday_parkinson_range (score: 34.79%) [2025-11-22T01:47:24.118332] [INFO ] [main ] CMSD: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:47:24.118365] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T01:47:24.118400] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:24.129583] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:24.130968] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:24.131029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.135869] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:24.136723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:24.181297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.454369] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 50.9s | Global ETA: 1h 47m 56s [2025-11-22T01:47:24.455275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:24.455336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.460320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:24.462050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:24.462538] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:24.588167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.589861] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 5m 22s | Global ETA: 1h 47m 57s [2025-11-22T01:47:24.590762] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:24.590821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.596005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.778479] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 41.9s | Global ETA: 1h 47m 59s [2025-11-22T01:47:24.779404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:24.779466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.784268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:24.785093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:24.785130] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 6.3s | Global ETA: 1h 47m 59s [2025-11-22T01:47:24.786046] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:24.786110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:24.791152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:24.793088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:24.793605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:24.794514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:24.796999] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:24.799056] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:24.800724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:24.830323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.154533] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 50.2s | Global ETA: 1h 48m 1s [2025-11-22T01:47:25.155471] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:25.155532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:25.160470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:25.162223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:25.162714] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:47:25.175002] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 5m 19s | Global ETA: 1h 48m 2s [2025-11-22T01:47:25.175932] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:25.175992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:25.180823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.287069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.399788] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 41.1s | Global ETA: 1h 48m 3s [2025-11-22T01:47:25.400739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:25.400806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:25.405978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:25.406842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:25.452711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.472298] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 5.6s | Global ETA: 1h 48m 4s [2025-11-22T01:47:25.473233] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:25.473302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:25.478329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:25.480165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:25.480667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:25.481566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:25.484039] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:25.486064] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:25.487762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.776482] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.09% | Symbol ETA: 5m 18s | Global ETA: 1h 48m 6s [2025-11-22T01:47:25.777398] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:25.777458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:25.782265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:25.854697] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 49.5s | Global ETA: 1h 48m 6s [2025-11-22T01:47:26.026258] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 0.65% [2025-11-22T01:47:26.041620] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 40.5s | Global ETA: 1h 48m 8s [2025-11-22T01:47:26.042547] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:26.042613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:26.047535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:26.048463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:26.093116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:26.156357] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 3.74% | Symbol ETA: 5.0s | Global ETA: 1h 48m 9s [2025-11-22T01:47:26.157318] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:26.157386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:26.162468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:26.164360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:26.165192] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:26.166128] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:26.168661] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:26.170741] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:26.172493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:26.196370] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.18% [2025-11-22T01:47:26.362080] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 1.04% [2025-11-22T01:47:26.366901] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 5m 16s | Global ETA: 1h 48m 10s [2025-11-22T01:47:26.526103] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.02% [2025-11-22T01:47:26.532567] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 3.39%, Actual: 5.45% [2025-11-22T01:47:26.677153] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 39.8s | Global ETA: 1h 48m 12s [2025-11-22T01:47:26.678064] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:26.678126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:26.682910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:26.683761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:26.692310] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.25% [2025-11-22T01:47:26.700158] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 4.39% [2025-11-22T01:47:26.728603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:26.829755] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 4.3s | Global ETA: 1h 48m 13s [2025-11-22T01:47:26.830705] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:26.830771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:26.835798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:26.837633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:26.838134] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:26.839045] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:26.841482] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:26.843478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:26.845168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:26.857161] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.91%, Actual: 0.51% [2025-11-22T01:47:26.867319] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.03%, Actual: 1.63% [2025-11-22T01:47:27.023612] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.81%, Actual: 1.16% [2025-11-22T01:47:27.035155] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 2.18% [2025-11-22T01:47:27.191326] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.72% [2025-11-22T01:47:27.204118] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 3.23%, Actual: 0.25% [2025-11-22T01:47:27.314064] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 39.2s | Global ETA: 1h 48m 17s [2025-11-22T01:47:27.314997] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:27.315059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:27.320451] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:27.321266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:27.360106] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 7.23% [2025-11-22T01:47:27.366285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:27.371971] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.33%, Actual: 2.59% [2025-11-22T01:47:27.500627] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 1.53% | Symbol ETA: 3.6s | Global ETA: 1h 48m 18s [2025-11-22T01:47:27.501531] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:27.501596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:27.506446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:27.508294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:27.508841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:27.509802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:27.512262] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:27.514288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:27.516067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:27.531063] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.56% [2025-11-22T01:47:27.531263] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 33.8514% [2025-11-22T01:47:27.531355] [INFO ] [main ] AIV: DISCARDED add_directional_consistency (score: 33.85%) [2025-11-22T01:47:27.531398] [INFO ] [main ] AIV: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:47:27.531433] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T01:47:27.531476] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:27.540068] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 1.45% [2025-11-22T01:47:27.542868] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:27.544353] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:27.544414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:27.549377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:27.551323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:27.551832] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:27.553593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:27.709567] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 2.77% [2025-11-22T01:47:27.879343] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.09%, Actual: 0.89% [2025-11-22T01:47:27.946400] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 38.6s | Global ETA: 1h 48m 21s [2025-11-22T01:47:27.947319] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:27.947382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:27.952738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:27.953596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:27.999731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.048979] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.29% [2025-11-22T01:47:28.049216] [INFO ] [main ] BV: Magnitude Forecast Confidence: 44.9689% [2025-11-22T01:47:28.049286] [INFO ] [main ] BV: KEPT add_afternoon_v_morning_volatility_mix (score: 44.97%) [2025-11-22T01:47:28.049335] [INFO ] [main ] BV: Testing feature 2/53: add_atr [2025-11-22T01:47:28.049374] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:47:28.049418] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:28.063721] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:28.065108] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:28.065169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.070097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.071877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:28.072387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.142961] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 54.1s | Global ETA: 1h 48m 23s [2025-11-22T01:47:28.143867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:28.143928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.148766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.150600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:28.151093] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:28.152850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.168017] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 2.9s | Global ETA: 1h 48m 23s [2025-11-22T01:47:28.168948] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:28.169012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.173832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.175600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:28.176094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:28.176981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:28.179416] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:28.181411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:28.183025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.579553] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 37.9s | Global ETA: 1h 48m 26s [2025-11-22T01:47:28.580448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:28.580510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.585249] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:28.586095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:28.629832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.681451] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 6m 42s | Global ETA: 1h 48m 27s [2025-11-22T01:47:28.682355] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:28.682416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.687323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.689142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:28.689674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.747312] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 53.5s | Global ETA: 1h 48m 27s [2025-11-22T01:47:28.748251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:28.748325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.753338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.755254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:28.755757] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:28.757368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:28.842031] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 2.2s | Global ETA: 1h 48m 28s [2025-11-22T01:47:28.842997] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:28.843063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:28.848189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:28.850034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:28.850528] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:28.851442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:28.853972] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:28.856038] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:28.857784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.199373] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 37.3s | Global ETA: 1h 48m 30s [2025-11-22T01:47:29.200278] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:29.200343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.205108] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:29.205915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:29.248891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.273761] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.27% | Symbol ETA: 6m 42s | Global ETA: 1h 48m 31s [2025-11-22T01:47:29.274661] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:29.274723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.279454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:29.281278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:29.281821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.324938] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 52.8s | Global ETA: 1h 48m 31s [2025-11-22T01:47:29.325838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:29.325898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.330675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:29.332388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:29.332873] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:29.334442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.508118] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 1.5s | Global ETA: 1h 48m 33s [2025-11-22T01:47:29.509036] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:29.509116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.514134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:29.515970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:29.516449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:29.517428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:29.519927] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:29.521968] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:29.523675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.816859] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 36.6s | Global ETA: 1h 48m 35s [2025-11-22T01:47:29.817798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:29.817860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.822745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:29.823523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:29.866522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.899071] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.48% | Symbol ETA: 52.2s | Global ETA: 1h 48m 35s [2025-11-22T01:47:29.899965] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:29.900025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.900638] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 6m 41s | Global ETA: 1h 48m 35s [2025-11-22T01:47:29.901579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:29.901666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:29.904835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:29.906548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:29.906632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:29.907082] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:29.908496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:29.908747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:29.909006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:30.180827] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -1.50% | Symbol ETA: 0.8s | Global ETA: 1h 48m 37s [2025-11-22T01:47:30.181820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:30.181887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:30.187335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:30.189186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:30.189722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:30.190719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:30.193144] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:30.195220] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:47:30.196926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:30.435825] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 36.0s | Global ETA: 1h 48m 39s [2025-11-22T01:47:30.478506] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 51.6s | Global ETA: 1h 48m 39s [2025-11-22T01:47:30.479417] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:30.479509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:30.484251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:30.485998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:30.486464] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:30.488076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:30.523250] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 6m 41s | Global ETA: 1h 48m 40s [2025-11-22T01:47:30.524155] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:30.524215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:30.529200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:30.531332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:30.531859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:30.603974] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.69% [2025-11-22T01:47:30.770889] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.11% [2025-11-22T01:47:30.845008] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 0.2s | Global ETA: 1h 48m 42s [2025-11-22T01:47:30.936799] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T01:47:31.016491] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -1.34%, Actual: 2.54% [2025-11-22T01:47:31.048037] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 51.0s | Global ETA: 1h 48m 44s [2025-11-22T01:47:31.048959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:31.049020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:31.053860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:31.055579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:31.056062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:31.057676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:31.103320] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 0.33% [2025-11-22T01:47:31.127975] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 6m 40s | Global ETA: 1h 48m 44s [2025-11-22T01:47:31.129308] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:31.129369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:31.134167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:31.135907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:31.136381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:31.199222] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 0.19% [2025-11-22T01:47:31.269094] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.41% [2025-11-22T01:47:31.372029] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 3.74%, Actual: 1.48% [2025-11-22T01:47:31.434939] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.94% [2025-11-22T01:47:31.541411] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.68% [2025-11-22T01:47:31.601196] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.24% [2025-11-22T01:47:31.616582] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.77% | Symbol ETA: 50.4s | Global ETA: 1h 48m 48s [2025-11-22T01:47:31.617483] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:31.617563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:31.623730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:31.625435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:31.625918] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:31.627539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:31.710184] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.53%, Actual: 1.79% [2025-11-22T01:47:31.736183] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.70% | Symbol ETA: 6m 39s | Global ETA: 1h 48m 48s [2025-11-22T01:47:31.737104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:31.737166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:31.741968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:31.743723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:31.744201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:31.768684] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.73% [2025-11-22T01:47:31.877920] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 2.71% [2025-11-22T01:47:31.935766] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.19% [2025-11-22T01:47:32.045240] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 0.38% [2025-11-22T01:47:32.103803] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.78% [2025-11-22T01:47:32.104023] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 30.3435% [2025-11-22T01:47:32.104108] [INFO ] [main ] CMSD: DISCARDED add_gap_fill_state (score: 30.34%) [2025-11-22T01:47:32.104151] [INFO ] [main ] CMSD: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:47:32.104182] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T01:47:32.104217] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:32.115409] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:32.116677] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:32.116739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.121520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:32.122355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:32.123242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.211118] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.44% [2025-11-22T01:47:32.214153] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 49.8s | Global ETA: 1h 48m 52s [2025-11-22T01:47:32.215064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:32.215126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.219946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:32.225503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:32.226010] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:32.227665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.318869] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 6m 39s | Global ETA: 1h 48m 53s [2025-11-22T01:47:32.319770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:32.319831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.324561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:32.326285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:32.326776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.378270] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 0.69% [2025-11-22T01:47:32.545604] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: 0.35%, Actual: 1.90% [2025-11-22T01:47:32.545877] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 41.6302% [2025-11-22T01:47:32.545965] [INFO ] [main ] CBZ: DISCARDED add_volume_zscore (score: 41.63%) [2025-11-22T01:47:32.546008] [INFO ] [main ] CBZ: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:47:32.546040] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity', 'add_vwap_deviations'] [2025-11-22T01:47:32.546075] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T01:47:32.559273] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:32.560758] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:32.560825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.565623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:32.567423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:32.567947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:32.568821] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:32.571212] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:32.573168] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:32.578940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.682121] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 38.6s | Global ETA: 1h 48m 55s [2025-11-22T01:47:32.683020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:32.683082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.687888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:32.688714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:32.689912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.804077] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 49.2s | Global ETA: 1h 48m 56s [2025-11-22T01:47:32.804993] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:32.805054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.809909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:32.811768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:32.812245] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:47:32.813840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:32.900518] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 6m 38s | Global ETA: 1h 48m 57s [2025-11-22T01:47:32.901404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:32.901465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:32.906158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:32.907931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:32.908410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:33.236514] [INFO ] [main ] CBZ: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 6.1s | Global ETA: 1h 48m 59s [2025-11-22T01:47:33.237498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:33.237562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:33.242297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:33.244054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:33.244543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:33.245413] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:33.247884] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:33.249900] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:33.251827] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 38.1s | Global ETA: 1h 48m 59s [2025-11-22T01:47:33.252718] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:33.252780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:33.255683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:33.257553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:33.258338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:33.259196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:33.389727] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 48.7s | Global ETA: 1h 49m 0s [2025-11-22T01:47:33.487545] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 6m 38s | Global ETA: 1h 49m 1s [2025-11-22T01:47:33.488442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:33.488503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:33.493261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:33.494990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:33.495461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:33.560597] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 0.65% [2025-11-22T01:47:33.731121] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.18% [2025-11-22T01:47:33.843400] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 37.6s | Global ETA: 1h 49m 3s [2025-11-22T01:47:33.844300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:33.844362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:33.849355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:33.850222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:33.851153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:33.900837] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 1.04% [2025-11-22T01:47:33.904508] [INFO ] [main ] CBZ: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 5.4s | Global ETA: 1h 49m 4s [2025-11-22T01:47:33.905412] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:33.905475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:33.910247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:33.912002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:33.912485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:33.913350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:33.915755] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:33.917694] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:33.923206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:34.069048] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 6m 37s | Global ETA: 1h 49m 5s [2025-11-22T01:47:34.070353] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 0.02% [2025-11-22T01:47:34.236396] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 5.45% [2025-11-22T01:47:34.240998] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.25% [2025-11-22T01:47:34.402314] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.27%, Actual: 4.39% [2025-11-22T01:47:34.411404] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 0.51% [2025-11-22T01:47:34.446002] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 37.0s | Global ETA: 1h 49m 8s [2025-11-22T01:47:34.446884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:34.446945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:34.451946] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:34.452742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:34.453605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:34.564818] [INFO ] [main ] CBZ: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 4.7s | Global ETA: 1h 49m 9s [2025-11-22T01:47:34.565714] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:34.565778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:34.568374] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 1.63% [2025-11-22T01:47:34.570563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:34.572304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:34.572807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:34.573711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:34.576070] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:34.578044] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:34.584099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:34.585405] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.77%, Actual: 1.16% [2025-11-22T01:47:34.738440] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 2.18% [2025-11-22T01:47:34.758687] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.72% [2025-11-22T01:47:34.905021] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.25% [2025-11-22T01:47:34.926865] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 7.23% [2025-11-22T01:47:35.030655] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 36.5s | Global ETA: 1h 49m 12s [2025-11-22T01:47:35.031546] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:35.031607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.036436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:35.037254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:35.038132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.071279] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.70%, Actual: 2.59% [2025-11-22T01:47:35.093454] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.55%, Actual: 0.56% [2025-11-22T01:47:35.093671] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 35.3205% [2025-11-22T01:47:35.093756] [INFO ] [main ] AIV: DISCARDED add_fullday_parkinson_range (score: 35.32%) [2025-11-22T01:47:35.093800] [INFO ] [main ] AIV: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:47:35.093831] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T01:47:35.093865] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:35.105025] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:35.106394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:35.106455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.111261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:35.113021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:35.113505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:35.156981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.235668] [INFO ] [main ] CBZ: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 4.0s | Global ETA: 1h 49m 13s [2025-11-22T01:47:35.236576] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:35.236660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.237396] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 1.45% [2025-11-22T01:47:35.241690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:35.243616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:35.244148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:35.245071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:35.247583] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:35.249605] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:35.255550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.402960] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 2.77% [2025-11-22T01:47:35.569781] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 0.89% [2025-11-22T01:47:35.601703] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 35.9s | Global ETA: 1h 49m 16s [2025-11-22T01:47:35.602580] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:35.602660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.607375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:35.608176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:35.609058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.724377] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 41.7s | Global ETA: 1h 49m 17s [2025-11-22T01:47:35.725265] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:35.725326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.730228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:35.731988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:35.732450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:35.736526] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 0.29% [2025-11-22T01:47:35.736749] [INFO ] [main ] BV: Magnitude Forecast Confidence: 45.1437% [2025-11-22T01:47:35.736850] [INFO ] [main ] BV: KEPT add_atr (score: 45.14%) [2025-11-22T01:47:35.736894] [INFO ] [main ] BV: Testing feature 3/53: add_atr_10 [2025-11-22T01:47:35.736926] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:47:35.736963] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:35.750239] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:35.751739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:35.751804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.756568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:35.758397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:35.758938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:35.759373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.779267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:35.966807] [INFO ] [main ] CBZ: Lookback Days: 6, Magnitude: 2.15% | Symbol ETA: 3.4s | Global ETA: 1h 49m 19s [2025-11-22T01:47:35.967780] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:35.967846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:35.972608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:35.974353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:35.974848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:35.975727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:35.978166] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:35.980168] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:35.985896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.180814] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 35.3s | Global ETA: 1h 49m 20s [2025-11-22T01:47:36.181719] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:36.181780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.186522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:36.187351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:36.188235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.343513] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 3m 18s | Global ETA: 1h 49m 21s [2025-11-22T01:47:36.344408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:36.344394] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 41.1s | Global ETA: 1h 49m 21s [2025-11-22T01:47:36.344470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.345290] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:36.345353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.349259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:36.350138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:36.350989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:36.351463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:36.351909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:36.351918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.352405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:36.399301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.638600] [INFO ] [main ] CBZ: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 2.7s | Global ETA: 1h 49m 23s [2025-11-22T01:47:36.639514] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:36.639579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.644414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:36.646148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:36.646636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:36.647543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:36.649974] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:36.651955] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:36.658315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.754836] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 34.7s | Global ETA: 1h 49m 24s [2025-11-22T01:47:36.755743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:36.755805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.760581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:36.761370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:36.762251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.940172] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.84% | Symbol ETA: 3m 17s | Global ETA: 1h 49m 26s [2025-11-22T01:47:36.941077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:36.941138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.945863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:36.947630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:36.948124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:36.948554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:36.966598] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 40.5s | Global ETA: 1h 49m 26s [2025-11-22T01:47:36.967507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:36.967569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:36.972252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:36.973979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:36.974440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:37.017258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:37.318235] [INFO ] [main ] CBZ: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 2.0s | Global ETA: 1h 49m 28s [2025-11-22T01:47:37.319176] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:37.319241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:37.324181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:37.325969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:37.326467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:37.327452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:37.329897] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:37.331957] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:37.337877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:37.355925] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 34.1s | Global ETA: 1h 49m 29s [2025-11-22T01:47:37.356819] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:37.356882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:37.361678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:37.362444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:37.363308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:37.538902] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.97% | Symbol ETA: 3m 16s | Global ETA: 1h 49m 30s [2025-11-22T01:47:37.539814] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:37.539875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:37.544613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:37.546348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:37.546843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:37.547317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:37.579171] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 39.8s | Global ETA: 1h 49m 30s [2025-11-22T01:47:37.580062] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:37.580151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:37.588200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:37.589954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:37.590419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:37.633049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:37.921582] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 33.5s | Global ETA: 1h 49m 33s [2025-11-22T01:47:38.004143] [INFO ] [main ] CBZ: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 1.4s | Global ETA: 1h 49m 33s [2025-11-22T01:47:38.005051] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:38.005114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.010031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.011947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.012442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:38.013358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:38.015832] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:38.017894] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:38.023713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.087737] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.69% [2025-11-22T01:47:38.139918] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 3m 16s | Global ETA: 1h 49m 34s [2025-11-22T01:47:38.140867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:38.140931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.145841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.147631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:38.148134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.148614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.192289] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 39.2s | Global ETA: 1h 49m 35s [2025-11-22T01:47:38.193187] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:38.193249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.198028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.199773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.200270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:38.243049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.253094] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.11% [2025-11-22T01:47:38.418392] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.52% [2025-11-22T01:47:38.583377] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.33% [2025-11-22T01:47:38.666873] [INFO ] [main ] CBZ: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 0.7s | Global ETA: 1h 49m 38s [2025-11-22T01:47:38.667851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:47:38.667916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.672690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.674467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.674959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:38.676181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:47:38.678720] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:47:38.680673] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:47:38.686384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.739904] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 3m 15s | Global ETA: 1h 49m 38s [2025-11-22T01:47:38.740794] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:38.740856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.745738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.747507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:38.748005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.748432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.748889] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.41% [2025-11-22T01:47:38.804057] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 38.6s | Global ETA: 1h 49m 39s [2025-11-22T01:47:38.804951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:38.805013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:38.809816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:38.811520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:38.812001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:38.854726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:38.914181] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.94% [2025-11-22T01:47:39.079340] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.24% [2025-11-22T01:47:39.243904] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.73% [2025-11-22T01:47:39.332757] [INFO ] [main ] CBZ: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.0s | Global ETA: 1h 49m 43s [2025-11-22T01:47:39.340977] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.84% | Symbol ETA: 3m 15s | Global ETA: 1h 49m 43s [2025-11-22T01:47:39.341864] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:39.341928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:39.346802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:39.348553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:39.349047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:39.349477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:39.408235] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 0.19% [2025-11-22T01:47:39.415181] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.48% | Symbol ETA: 38.0s | Global ETA: 1h 49m 43s [2025-11-22T01:47:39.416085] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:39.416146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:39.420905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:39.422622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:39.423131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:39.465493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:39.500022] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 2.54% [2025-11-22T01:47:39.572837] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.78% [2025-11-22T01:47:39.573013] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 33.1512% [2025-11-22T01:47:39.573102] [INFO ] [main ] CMSD: DISCARDED add_gap_morning_composite (score: 33.15%) [2025-11-22T01:47:39.573143] [INFO ] [main ] CMSD: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:47:39.573175] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T01:47:39.573210] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:39.584252] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:39.585486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:39.585548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:39.590298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:39.591103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:39.644012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:39.667854] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.19% [2025-11-22T01:47:39.837792] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 1.48% [2025-11-22T01:47:39.937386] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 3m 14s | Global ETA: 1h 49m 47s [2025-11-22T01:47:39.938323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:39.938386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:39.943371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:39.945203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:39.945716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:39.946169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:40.007969] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 0.68% [2025-11-22T01:47:40.033876] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 37.4s | Global ETA: 1h 49m 48s [2025-11-22T01:47:40.034904] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:40.034970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:40.040217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:40.042104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:40.042596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:40.086437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:40.175033] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 2.15%, Actual: 1.79% [2025-11-22T01:47:40.199169] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 33.4s | Global ETA: 1h 49m 49s [2025-11-22T01:47:40.200071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:40.200132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:40.204858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:40.205691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:40.258571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:40.342517] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 2.71% [2025-11-22T01:47:40.509159] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 0.38% [2025-11-22T01:47:40.547848] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 3m 13s | Global ETA: 1h 49m 51s [2025-11-22T01:47:40.548781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:40.548845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:40.553951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:40.555752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:40.556252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:40.557066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:40.666957] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 36.7s | Global ETA: 1h 49m 52s [2025-11-22T01:47:40.667887] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:40.667948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:40.672657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:40.674372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:40.674857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:47:40.676233] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 0.44% [2025-11-22T01:47:40.717183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:40.815560] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 32.8s | Global ETA: 1h 49m 53s [2025-11-22T01:47:40.816452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:40.816514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:40.821263] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:40.822055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:40.844476] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.69% [2025-11-22T01:47:40.874923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:41.027846] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 1.90% [2025-11-22T01:47:41.028088] [INFO ] [main ] CBZ: Magnitude Forecast Confidence: 40.7630% [2025-11-22T01:47:41.028265] [INFO ] [main ] CBZ: DISCARDED add_vwap_deviations (score: 40.76%) [2025-11-22T01:47:41.028339] [INFO ] [main ] CBZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:47:41.028384] [INFO ] [main ] CBZ: Best accuracy: 60.22% [2025-11-22T01:47:41.028430] [INFO ] [main ] CBZ: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T01:47:41.028484] [INFO ] [main ] CBZ: Improvement over baseline: 24.42% [2025-11-22T01:47:41.028528] [INFO ] [main ] CBZ: Total time: 7.4 minutes [2025-11-22T01:47:41.028568] [INFO ] [main ] CBZ: Average time per feature: 8.5 seconds [2025-11-22T01:47:41.028611] [INFO ] [main ] CBZ: Average speed: 0.12 features/sec [2025-11-22T01:47:41.163882] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.50% | Symbol ETA: 3m 13s | Global ETA: 1h 49m 56s [2025-11-22T01:47:41.164843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:41.164908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:41.169966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:41.171865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:41.172410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:41.172883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:41.205445] [DEBUG] [METRICS ] CBZ: 2025-11-20:2025-11-21: Predicted: -2.64%, Actual: 2.54% [2025-11-22T01:47:41.277459] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 36.1s | Global ETA: 1h 49m 57s [2025-11-22T01:47:41.395763] [DEBUG] [METRICS ] CBZ: 2025-11-19:2025-11-20: Predicted: 2.26%, Actual: 0.19% [2025-11-22T01:47:41.433450] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 32.2s | Global ETA: 1h 49m 58s [2025-11-22T01:47:41.434347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:41.434409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:41.439178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:41.439984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:41.443662] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.65% [2025-11-22T01:47:41.492381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:41.567248] [DEBUG] [METRICS ] CBZ: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 1.48% [2025-11-22T01:47:41.611799] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.18% [2025-11-22T01:47:41.734336] [DEBUG] [METRICS ] CBZ: 2025-11-17:2025-11-18: Predicted: -2.69%, Actual: 0.68% [2025-11-22T01:47:41.769833] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 3m 12s | Global ETA: 1h 50m 0s [2025-11-22T01:47:41.778941] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.04% [2025-11-22T01:47:41.918796] [DEBUG] [METRICS ] CBZ: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 1.79% [2025-11-22T01:47:41.937819] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 5.45% [2025-11-22T01:47:41.944024] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 0.02% [2025-11-22T01:47:42.057769] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 31.5s | Global ETA: 1h 50m 2s [2025-11-22T01:47:42.058719] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:42.058782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:42.063635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:42.064579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:42.104325] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 4.39% [2025-11-22T01:47:42.105065] [DEBUG] [METRICS ] CBZ: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 2.71% [2025-11-22T01:47:42.109163] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.25% [2025-11-22T01:47:42.117373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:42.273683] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 1.63% [2025-11-22T01:47:42.274402] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 0.51% [2025-11-22T01:47:42.281352] [DEBUG] [METRICS ] CBZ: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.38% [2025-11-22T01:47:42.439319] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.48%, Actual: 1.16% [2025-11-22T01:47:42.447337] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 2.18% [2025-11-22T01:47:42.448793] [DEBUG] [METRICS ] CBZ: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.44% [2025-11-22T01:47:42.604764] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.72% [2025-11-22T01:47:42.619988] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 0.25% [2025-11-22T01:47:42.624753] [DEBUG] [METRICS ] CBZ: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.69% [2025-11-22T01:47:42.689858] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 30.9s | Global ETA: 1h 50m 7s [2025-11-22T01:47:42.690752] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:42.690813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:42.695585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:42.696407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:42.749780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:42.770112] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 7.23% [2025-11-22T01:47:42.792859] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.84%, Actual: 2.59% [2025-11-22T01:47:42.796998] [DEBUG] [METRICS ] CBZ: 2025-11-07:2025-11-10: Predicted: -1.61%, Actual: 1.90% [2025-11-22T01:47:42.797569] [INFO ] [LOCAL ] Saved configuration for CBZ: 6 features, 60.22% accuracy -> ./output/feature-sets/CBZ.json [2025-11-22T01:47:42.798746] [INFO ] [main ] Progress: 8/57 symbols completed (14.0%). CBZ finished in 7m 32s. ETA: 1h 34m 26s. Rate: 0.52 symbols/min [2025-11-22T01:47:42.801484] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:47:42.814205] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:42.814939] [INFO ] [main ] GNRC: Testing with 53 available features [2025-11-22T01:47:42.814992] [INFO ] [main ] GNRC: Establishing baseline with no features... [2025-11-22T01:47:42.815027] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:47:42.826693] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:42.828042] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:42.935136] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.81%, Actual: 0.56% [2025-11-22T01:47:42.935336] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 38.1467% [2025-11-22T01:47:42.935420] [INFO ] [main ] AIV: DISCARDED add_gap_fill_state (score: 38.15%) [2025-11-22T01:47:42.935460] [INFO ] [main ] AIV: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:47:42.935491] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_morning_composite'] [2025-11-22T01:47:42.935524] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:42.946900] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:42.952023] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:42.952085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:42.956895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:42.958701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:42.959179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:42.960126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:42.974042] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 1.45% [2025-11-22T01:47:43.168140] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 2.77% [2025-11-22T01:47:43.339434] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.50%, Actual: 0.89% [2025-11-22T01:47:43.388818] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 30.4s | Global ETA: 1h 34m 29s [2025-11-22T01:47:43.389794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:43.389859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:43.394849] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:43.395662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:43.450758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:43.512591] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.29% [2025-11-22T01:47:43.512835] [INFO ] [main ] BV: Magnitude Forecast Confidence: 36.6813% [2025-11-22T01:47:43.512893] [INFO ] [main ] BV: DISCARDED add_atr_10 (score: 36.68%) [2025-11-22T01:47:43.512934] [INFO ] [main ] BV: Testing feature 4/53: add_atr_5 [2025-11-22T01:47:43.512967] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:47:43.513002] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:43.515808] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.02% [2025-11-22T01:47:43.516795] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:43.525918] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:43.527417] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:43.527480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:43.529128] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 38.1s | Global ETA: 1h 34m 30s [2025-11-22T01:47:43.530041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:43.530105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:43.532803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:43.534667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:43.534953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:43.535177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:43.535575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:43.536774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:43.537272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:43.538203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.048893] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 29.8s | Global ETA: 1h 34m 34s [2025-11-22T01:47:44.049869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:44.049953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.056560] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:44.057581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:44.112919] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 37.6s | Global ETA: 1h 34m 34s [2025-11-22T01:47:44.113847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:44.113913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.118827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:44.120599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:44.121098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:44.122045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.126689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.142436] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 2m 13s | Global ETA: 1h 34m 34s [2025-11-22T01:47:44.143358] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:44.143434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.148897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:44.150756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:44.151250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:44.151666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.177676] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 2.31% [2025-11-22T01:47:44.178671] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:44.686461] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 29.1s | Global ETA: 1h 34m 37s [2025-11-22T01:47:44.687377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:44.687439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.692235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:44.693031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:44.707590] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 37.0s | Global ETA: 1h 34m 38s [2025-11-22T01:47:44.708481] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:44.708543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.713354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:44.715127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:44.715585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:44.716525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.744434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.750566] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.27% | Symbol ETA: 2m 12s | Global ETA: 1h 34m 38s [2025-11-22T01:47:44.751499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:44.751564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:44.756637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:44.758563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:44.759276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:44.759845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:44.853710] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.26% [2025-11-22T01:47:44.854721] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:45.304492] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 28.5s | Global ETA: 1h 34m 41s [2025-11-22T01:47:45.305389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:45.305450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:45.310187] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:45.310987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:45.314997] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 36.5s | Global ETA: 1h 34m 41s [2025-11-22T01:47:45.315937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:45.316002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:45.321036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:45.322832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:45.323309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:45.324303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:45.362121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:45.365940] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 2m 11s | Global ETA: 1h 34m 42s [2025-11-22T01:47:45.366847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:45.366921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:45.371773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:45.373596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:45.374099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:45.374498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:45.524737] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.22% [2025-11-22T01:47:45.525705] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:45.914090] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.16% | Symbol ETA: 35.9s | Global ETA: 1h 34m 45s [2025-11-22T01:47:45.914991] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:45.915052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:45.918382] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 27.8s | Global ETA: 1h 34m 45s [2025-11-22T01:47:45.919778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:45.921483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:45.921964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:45.922923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:45.976274] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 2m 11s | Global ETA: 1h 34m 45s [2025-11-22T01:47:45.977276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:45.977339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:45.982348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:45.984199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:45.985109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:45.985515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:46.083704] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 1.69% [2025-11-22T01:47:46.184408] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.38% [2025-11-22T01:47:46.185415] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:46.248963] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.11% [2025-11-22T01:47:46.415727] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.52% [2025-11-22T01:47:46.552548] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 35.3s | Global ETA: 1h 34m 49s [2025-11-22T01:47:46.553460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:46.553521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:46.558376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:46.560276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:46.560813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:46.561752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:46.581829] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.33% [2025-11-22T01:47:46.587117] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 2m 10s | Global ETA: 1h 34m 49s [2025-11-22T01:47:46.588026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:46.588088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:46.592843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:46.594552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:46.595043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:46.595459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:46.747047] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.41% [2025-11-22T01:47:46.854933] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.72% [2025-11-22T01:47:46.855896] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:46.912542] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 0.94% [2025-11-22T01:47:47.079523] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.24% [2025-11-22T01:47:47.128391] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.51% | Symbol ETA: 34.7s | Global ETA: 1h 34m 52s [2025-11-22T01:47:47.129285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:47.129347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:47.134093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:47.135873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:47.139962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:47.140965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:47.192866] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.70% | Symbol ETA: 2m 9s | Global ETA: 1h 34m 53s [2025-11-22T01:47:47.193754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:47.193816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:47.198684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:47.200417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:47.200941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:47.201330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:47.245399] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 0.73% [2025-11-22T01:47:47.412520] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.05%, Actual: 0.19% [2025-11-22T01:47:47.514870] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 2.10% [2025-11-22T01:47:47.515978] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:47.578901] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.78% [2025-11-22T01:47:47.579113] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.2460% [2025-11-22T01:47:47.579211] [INFO ] [main ] CMSD: DISCARDED add_gap_resolution_state (score: 34.25%) [2025-11-22T01:47:47.579253] [INFO ] [main ] CMSD: Testing feature 13/53: add_gaps [2025-11-22T01:47:47.579285] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gaps'] [2025-11-22T01:47:47.579320] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:47.591201] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:47.592621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:47.592703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:47.597502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:47.598316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:47.599022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:47.708533] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 34.1s | Global ETA: 1h 34m 56s [2025-11-22T01:47:47.709444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:47.709505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:47.714286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:47.716046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:47.716506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:47.717462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:47.798335] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 2m 9s | Global ETA: 1h 34m 56s [2025-11-22T01:47:47.799315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:47.799381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:47.804798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:47.807232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:47.807901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:47.808392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:48.198630] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.89% [2025-11-22T01:47:48.199617] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:48.204783] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 32.2s | Global ETA: 1h 34m 59s [2025-11-22T01:47:48.205812] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:48.205878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:48.211087] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:48.212132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:48.212917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:48.363569] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 33.5s | Global ETA: 1h 34m 60s [2025-11-22T01:47:48.364935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:48.365018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:48.372503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:48.375275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:48.376008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:47:48.377526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:48.538966] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2m 8s | Global ETA: 1h 35m 1s [2025-11-22T01:47:48.540490] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:48.540597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:48.548634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:48.551678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:48.552475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:48.553076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:49.060876] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 32.6s | Global ETA: 1h 35m 4s [2025-11-22T01:47:49.062443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:49.062522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:49.067799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:49.068732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:49.069468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:49.148794] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -9.45% [2025-11-22T01:47:49.150060] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:47:49.205104] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 32.9s | Global ETA: 1h 35m 5s [2025-11-22T01:47:49.298121] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 2m 8s | Global ETA: 1h 35m 6s [2025-11-22T01:47:49.299066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:49.299131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:49.304034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:49.305862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:49.306355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:49.306774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:49.371940] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 0.65% [2025-11-22T01:47:49.553101] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.18% [2025-11-22T01:47:49.675900] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 31.5s | Global ETA: 1h 35m 8s [2025-11-22T01:47:49.676873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:49.676943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:49.682328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:49.683340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:49.684204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:49.719627] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 1.04% [2025-11-22T01:47:49.805813] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.20% [2025-11-22T01:47:49.886201] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 0.02% [2025-11-22T01:47:49.928050] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 2m 7s | Global ETA: 1h 35m 10s [2025-11-22T01:47:49.974415] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.02%, Actual: 0.93% [2025-11-22T01:47:50.053134] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.16%, Actual: 0.25% [2025-11-22T01:47:50.101607] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 5.45% [2025-11-22T01:47:50.142388] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 0.77% [2025-11-22T01:47:50.219450] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 0.51% [2025-11-22T01:47:50.271392] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 30.7s | Global ETA: 1h 35m 12s [2025-11-22T01:47:50.272280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:50.272342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:50.277292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:50.278121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:50.278872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:50.282207] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.27%, Actual: 4.39% [2025-11-22T01:47:50.309734] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.26%, Actual: 3.34% [2025-11-22T01:47:50.387372] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.51%, Actual: 1.16% [2025-11-22T01:47:50.458401] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 1.63% [2025-11-22T01:47:50.476393] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.22%, Actual: 2.93% [2025-11-22T01:47:50.553264] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.72% [2025-11-22T01:47:50.634976] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 2.18% [2025-11-22T01:47:50.643986] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.38%, Actual: 4.03% [2025-11-22T01:47:50.739281] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 7.23% [2025-11-22T01:47:50.811834] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.25% [2025-11-22T01:47:50.813251] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.72%, Actual: 4.19% [2025-11-22T01:47:50.871260] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 30.0s | Global ETA: 1h 35m 15s [2025-11-22T01:47:50.872187] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:50.872249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:50.877173] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:50.877970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:50.878662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:50.910892] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.33%, Actual: 0.56% [2025-11-22T01:47:50.911099] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.1788% [2025-11-22T01:47:50.911198] [INFO ] [main ] AIV: DISCARDED add_gap_morning_composite (score: 37.18%) [2025-11-22T01:47:50.911241] [INFO ] [main ] AIV: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:47:50.911275] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_resolution_state'] [2025-11-22T01:47:50.911310] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:50.922696] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:50.924002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:50.924062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:50.928963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:50.930763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:50.931264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:50.981721] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 2.10%, Actual: 2.10% [2025-11-22T01:47:50.988592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:50.989064] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.70%, Actual: 2.59% [2025-11-22T01:47:51.152635] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 2.84% [2025-11-22T01:47:51.168995] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 1.45% [2025-11-22T01:47:51.320400] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -9.45%, Actual: 1.37% [2025-11-22T01:47:51.344411] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 2.77% [2025-11-22T01:47:51.469126] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 29.3s | Global ETA: 1h 35m 19s [2025-11-22T01:47:51.470060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:51.470122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:51.474905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:51.475690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:51.476410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:51.488605] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.20%, Actual: 1.62% [2025-11-22T01:47:51.488835] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 49.6203% [2025-11-22T01:47:51.488895] [INFO ] [main ] GNRC: Baseline score (no features): 49.6203% [2025-11-22T01:47:51.488939] [INFO ] [main ] GNRC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:51.488977] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:47:51.489013] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:47:51.502284] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:51.503821] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:51.503881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:51.508737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:51.514574] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 0.89% [2025-11-22T01:47:51.559069] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 35.4s | Global ETA: 1h 35m 20s [2025-11-22T01:47:51.560003] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:51.560066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:51.565026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:51.566851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:51.567356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:51.623633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:51.686775] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 0.29% [2025-11-22T01:47:51.686999] [INFO ] [main ] BV: Magnitude Forecast Confidence: 45.1437% [2025-11-22T01:47:51.687163] [INFO ] [main ] BV: KEPT add_atr_5 (score: 45.14%) [2025-11-22T01:47:51.687212] [INFO ] [main ] BV: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:47:51.687254] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:47:51.687350] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:51.701160] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:51.702554] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:51.702618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:51.707592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:51.709871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:51.710381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:51.710811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:51.711557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.053176] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 28.6s | Global ETA: 1h 35m 23s [2025-11-22T01:47:52.054065] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:52.054130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.058859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:52.059673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:52.060346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.182867] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 1.62% | Symbol ETA: 5m 60s | Global ETA: 1h 35m 23s [2025-11-22T01:47:52.183765] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:52.183826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.184792] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 34.8s | Global ETA: 1h 35m 23s [2025-11-22T01:47:52.185685] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:52.185748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.188597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.190669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:52.192462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:52.192984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:52.248771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.311919] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 1m 44s | Global ETA: 1h 35m 24s [2025-11-22T01:47:52.312877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:52.312939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.317810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:52.319563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:52.320070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:52.320463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:52.321199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.623828] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 27.9s | Global ETA: 1h 35m 26s [2025-11-22T01:47:52.624721] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:52.624783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.629599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:52.630404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:52.631146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.813553] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 34.1s | Global ETA: 1h 35m 27s [2025-11-22T01:47:52.814432] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:52.814493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.823396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:52.825161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:52.825617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:52.856356] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -3.12% | Symbol ETA: 5m 57s | Global ETA: 1h 35m 27s [2025-11-22T01:47:52.857267] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:52.857328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.862094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.882298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:52.913012] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 1m 43s | Global ETA: 1h 35m 28s [2025-11-22T01:47:52.913912] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:52.913975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:52.919467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:52.921343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:52.921868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:52.922311] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:52.923254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:53.223675] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 27.3s | Global ETA: 1h 35m 30s [2025-11-22T01:47:53.224533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:53.224595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:53.229376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:53.230170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:53.230873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:53.446119] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 33.5s | Global ETA: 1h 35m 31s [2025-11-22T01:47:53.447041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:53.447232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:53.452332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:53.454182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:53.454677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:53.509702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:53.516968] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.53% | Symbol ETA: 1m 42s | Global ETA: 1h 35m 32s [2025-11-22T01:47:53.517888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:53.517951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:53.522779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:53.524538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:53.525070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:53.525459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:53.526209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:53.533084] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.17% | Symbol ETA: 5m 57s | Global ETA: 1h 35m 32s [2025-11-22T01:47:53.533970] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:53.534030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:53.538852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:53.803281] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 26.7s | Global ETA: 1h 35m 33s [2025-11-22T01:47:53.973753] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.69% [2025-11-22T01:47:54.077605] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 32.9s | Global ETA: 1h 35m 35s [2025-11-22T01:47:54.078531] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:54.078595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.083548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:54.085395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:54.085896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:54.110046] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 1m 42s | Global ETA: 1h 35m 35s [2025-11-22T01:47:54.110992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:54.111056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.115852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:54.117613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:54.118145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:54.118540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:54.119315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:54.143029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:54.143860] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.11% [2025-11-22T01:47:54.205816] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 2.45% | Symbol ETA: 5m 55s | Global ETA: 1h 35m 36s [2025-11-22T01:47:54.206707] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:54.206767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.211526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:54.316398] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T01:47:54.487321] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.33% [2025-11-22T01:47:54.657998] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.41% [2025-11-22T01:47:54.700319] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 1m 41s | Global ETA: 1h 35m 39s [2025-11-22T01:47:54.701231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:54.701292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.706042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:54.707813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:54.708292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:54.708706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:54.709429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:54.709556] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 32.3s | Global ETA: 1h 35m 39s [2025-11-22T01:47:54.710463] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:54.710525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.715256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:54.716982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:54.717458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:54.772331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:54.828247] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.94% [2025-11-22T01:47:54.870830] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.95% | Symbol ETA: 5m 54s | Global ETA: 1h 35m 40s [2025-11-22T01:47:54.872060] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:54.872119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:54.877016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.002435] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.24% [2025-11-22T01:47:55.177203] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.73% [2025-11-22T01:47:55.291466] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.62% | Symbol ETA: 1m 40s | Global ETA: 1h 35m 42s [2025-11-22T01:47:55.292552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:55.292628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.297895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:55.299768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:55.300307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:55.300746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:55.301502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.329097] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 6.09% | Symbol ETA: 31.6s | Global ETA: 1h 35m 43s [2025-11-22T01:47:55.329995] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:55.330056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.334796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:55.336507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:55.336993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:55.376498] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.19% [2025-11-22T01:47:55.391781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.545597] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 5m 53s | Global ETA: 1h 35m 44s [2025-11-22T01:47:55.546489] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:55.546549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.550414] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.42%, Actual: 0.78% [2025-11-22T01:47:55.550632] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.9697% [2025-11-22T01:47:55.550739] [INFO ] [main ] CMSD: DISCARDED add_gaps (score: 39.97%) [2025-11-22T01:47:55.550784] [INFO ] [main ] CMSD: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:47:55.550818] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_skewness_proxies'] [2025-11-22T01:47:55.550855] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:47:55.551314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.562702] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:55.564184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:55.564247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.569380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:55.570206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:55.571480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.910185] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -2.38% | Symbol ETA: 1m 40s | Global ETA: 1h 35m 46s [2025-11-22T01:47:55.911169] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:55.911236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.916897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:55.918842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:55.919347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:55.919771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:55.920507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:55.952722] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 31.0s | Global ETA: 1h 35m 46s [2025-11-22T01:47:55.953595] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:55.953675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:55.958384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:55.960111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:55.960567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:56.015660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.143228] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.68% | Symbol ETA: 29.1s | Global ETA: 1h 35m 48s [2025-11-22T01:47:56.144121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:56.144183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.148961] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:56.149749] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:56.150866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.215147] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 5m 52s | Global ETA: 1h 35m 48s [2025-11-22T01:47:56.216055] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:56.216117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.220940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.515010] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 1m 39s | Global ETA: 1h 35m 50s [2025-11-22T01:47:56.515939] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:56.516003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.520993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:56.522840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:56.523353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:56.523776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:56.524521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.576114] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 30.4s | Global ETA: 1h 35m 50s [2025-11-22T01:47:56.577007] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:56.577067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.581809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:56.583504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:56.583977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:47:56.638369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.712916] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 28.5s | Global ETA: 1h 35m 51s [2025-11-22T01:47:56.713807] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:56.713869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.718541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:56.719324] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:56.720431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:56.889219] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.40% | Symbol ETA: 5m 51s | Global ETA: 1h 35m 52s [2025-11-22T01:47:56.890133] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:56.890195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:56.894991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:57.112008] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 1m 39s | Global ETA: 1h 35m 54s [2025-11-22T01:47:57.112917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:57.112981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:57.117785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:57.119538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:57.120041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:57.120423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:57.121160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:57.200768] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 29.7s | Global ETA: 1h 35m 54s [2025-11-22T01:47:57.290317] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 27.9s | Global ETA: 1h 35m 55s [2025-11-22T01:47:57.291251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:57.291314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:57.296053] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:57.296842] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:57.297987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:57.368929] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.65% [2025-11-22T01:47:57.535798] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.18% [2025-11-22T01:47:57.565446] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.33% | Symbol ETA: 5m 51s | Global ETA: 1h 35m 56s [2025-11-22T01:47:57.566341] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:47:57.566402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:57.571287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:57.702136] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 1.04% [2025-11-22T01:47:57.703881] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.55% | Symbol ETA: 1m 38s | Global ETA: 1h 35m 57s [2025-11-22T01:47:57.868037] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.02% [2025-11-22T01:47:57.872823] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 27.4s | Global ETA: 1h 35m 58s [2025-11-22T01:47:57.873708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:57.873770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:57.873822] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 5.45% [2025-11-22T01:47:57.878571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:57.879410] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:57.880534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:58.034167] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.25% [2025-11-22T01:47:58.041540] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.64%, Actual: 4.39% [2025-11-22T01:47:58.202029] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.51% [2025-11-22T01:47:58.210259] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.53%, Actual: 1.63% [2025-11-22T01:47:58.231858] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 2.42% | Symbol ETA: 5m 50s | Global ETA: 1h 36m 0s [2025-11-22T01:47:58.375572] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 6.09%, Actual: 1.16% [2025-11-22T01:47:58.378780] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 2.18% [2025-11-22T01:47:58.400876] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 1.62%, Actual: 0.93% [2025-11-22T01:47:58.463192] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 26.8s | Global ETA: 1h 36m 2s [2025-11-22T01:47:58.464098] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:58.464160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:58.469066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:58.469891] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:58.471041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:58.546754] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 0.72% [2025-11-22T01:47:58.548195] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.25% [2025-11-22T01:47:58.569472] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -3.12%, Actual: 0.77% [2025-11-22T01:47:58.717238] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.62%, Actual: 2.59% [2025-11-22T01:47:58.720072] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 7.23% [2025-11-22T01:47:58.739146] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.17%, Actual: 3.34% [2025-11-22T01:47:58.886256] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -2.38%, Actual: 1.45% [2025-11-22T01:47:58.886794] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.56% [2025-11-22T01:47:58.886964] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 41.8443% [2025-11-22T01:47:58.887049] [INFO ] [main ] AIV: DISCARDED add_gap_resolution_state (score: 41.84%) [2025-11-22T01:47:58.887112] [INFO ] [main ] AIV: Testing feature 13/53: add_gaps [2025-11-22T01:47:58.887154] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gaps'] [2025-11-22T01:47:58.887197] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:47:58.898454] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:58.899683] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:58.899743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:58.904527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:58.906285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:58.906761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:58.907363] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 2.45%, Actual: 2.93% [2025-11-22T01:47:58.907528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.054828] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 2.77% [2025-11-22T01:47:59.056125] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 26.2s | Global ETA: 1h 36m 5s [2025-11-22T01:47:59.057036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:59.057112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:59.062157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:59.062992] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:59.064578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.076119] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.95%, Actual: 4.03% [2025-11-22T01:47:59.223862] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.89% [2025-11-22T01:47:59.245852] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.05%, Actual: 4.19% [2025-11-22T01:47:59.391586] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.55%, Actual: 0.29% [2025-11-22T01:47:59.391800] [INFO ] [main ] BV: Magnitude Forecast Confidence: 43.6029% [2025-11-22T01:47:59.391852] [INFO ] [main ] BV: DISCARDED add_close_to_open_alignment (score: 43.60%) [2025-11-22T01:47:59.391891] [INFO ] [main ] BV: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:47:59.391922] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:47:59.391957] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:47:59.405232] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:59.406507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:47:59.406569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:59.411412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:59.413228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:59.413728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:47:59.414115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:47:59.414976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.415703] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 2.10% [2025-11-22T01:47:59.475858] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 31.8s | Global ETA: 1h 36m 8s [2025-11-22T01:47:59.476736] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:47:59.476797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:59.481553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:59.483318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:47:59.483801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:47:59.484540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.585766] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.40%, Actual: 2.84% [2025-11-22T01:47:59.649515] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 25.7s | Global ETA: 1h 36m 9s [2025-11-22T01:47:59.650473] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:59.650539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:59.655548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:47:59.656379] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:47:59.657588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.754261] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.33%, Actual: 1.37% [2025-11-22T01:47:59.926721] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 2.42%, Actual: 1.62% [2025-11-22T01:47:59.926939] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 59.3465% [2025-11-22T01:47:59.926995] [INFO ] [main ] GNRC: KEPT add_afternoon_v_morning_volatility_mix (score: 59.35%) [2025-11-22T01:47:59.927034] [INFO ] [main ] GNRC: Testing feature 2/53: add_atr [2025-11-22T01:47:59.927072] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:47:59.927171] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:47:59.941023] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:47:59.942340] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:47:59.942404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:47:59.947593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:47:59.949511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:47:59.950070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:47:59.999824] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.08% | Symbol ETA: 1m 18s | Global ETA: 1h 36m 11s [2025-11-22T01:48:00.000784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:00.000847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.005638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:00.007424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:00.007918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:00.008338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:00.009205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.057762] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 31.2s | Global ETA: 1h 36m 12s [2025-11-22T01:48:00.058726] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:00.058789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.063729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:00.065566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:00.066093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:00.066888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.248181] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 25.1s | Global ETA: 1h 36m 13s [2025-11-22T01:48:00.249212] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:00.249278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.254329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:00.255239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:00.256563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.599088] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 1m 17s | Global ETA: 1h 36m 15s [2025-11-22T01:48:00.599992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:00.600055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.604795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:00.606527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:00.607023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:00.607424] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:00.608659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.637510] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 7m 17s | Global ETA: 1h 36m 15s [2025-11-22T01:48:00.638442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:00.638502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.643430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:00.645230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:00.645721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.649119] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 30.7s | Global ETA: 1h 36m 15s [2025-11-22T01:48:00.650042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:00.650116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.654856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:00.656582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:00.657065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:00.657838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:00.850194] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 24.5s | Global ETA: 1h 36m 16s [2025-11-22T01:48:00.851126] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:00.851192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:00.856162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:00.856972] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:00.858159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:01.193035] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.19% | Symbol ETA: 1m 17s | Global ETA: 1h 36m 19s [2025-11-22T01:48:01.193946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:01.194021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:01.198810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:01.200526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:01.201031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:01.201430] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:01.202292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:01.333312] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 30.2s | Global ETA: 1h 36m 19s [2025-11-22T01:48:01.334271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:01.334334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:01.345384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:01.347241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:01.350749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:01.351509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:01.483506] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 7m 17s | Global ETA: 1h 36m 20s [2025-11-22T01:48:01.484443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:01.484508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:01.495664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:01.497554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:01.501080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:01.717161] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 23.9s | Global ETA: 1h 36m 22s [2025-11-22T01:48:01.885419] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 1.69% [2025-11-22T01:48:01.991319] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 1m 16s | Global ETA: 1h 36m 23s [2025-11-22T01:48:01.992238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:01.992302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:01.997184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:01.998993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:01.999509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:01.999929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:02.000820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:02.052095] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.11% [2025-11-22T01:48:02.093046] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 29.8s | Global ETA: 1h 36m 24s [2025-11-22T01:48:02.093997] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:02.094061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:02.100025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:02.102082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:02.102579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:02.103504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:02.218570] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.52% [2025-11-22T01:48:02.384672] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 0.33% [2025-11-22T01:48:02.400988] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.46% | Symbol ETA: 7m 16s | Global ETA: 1h 36m 26s [2025-11-22T01:48:02.401942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:02.402006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:02.407059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:02.408893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:02.409411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:02.552257] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.41% [2025-11-22T01:48:02.599751] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 1m 16s | Global ETA: 1h 36m 27s [2025-11-22T01:48:02.600659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:02.600740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:02.605583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:02.607611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:02.608201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:02.608606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:02.609527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:02.693813] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 29.1s | Global ETA: 1h 36m 28s [2025-11-22T01:48:02.694704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:02.694765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:02.699624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:02.701346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:02.701830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:02.702574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:02.718751] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.94% [2025-11-22T01:48:02.886543] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.24% [2025-11-22T01:48:03.054304] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.73% [2025-11-22T01:48:03.115472] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.16% | Symbol ETA: 7m 15s | Global ETA: 1h 36m 30s [2025-11-22T01:48:03.116409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:03.116473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.121669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.123555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:03.124065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.195791] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -4.18% | Symbol ETA: 1m 15s | Global ETA: 1h 36m 31s [2025-11-22T01:48:03.196736] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:03.196798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.201581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.203323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:03.203822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:03.204210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:03.205084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.221287] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 0.19% [2025-11-22T01:48:03.282164] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.72% | Symbol ETA: 28.5s | Global ETA: 1h 36m 31s [2025-11-22T01:48:03.283066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:03.283127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.287961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.289836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:03.290344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:03.291136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.387044] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.78% [2025-11-22T01:48:03.387264] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.6047% [2025-11-22T01:48:03.387343] [INFO ] [main ] CMSD: DISCARDED add_intraday_skewness_proxies (score: 34.60%) [2025-11-22T01:48:03.387430] [INFO ] [main ] CMSD: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:48:03.387466] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_volatility_percentile'] [2025-11-22T01:48:03.387499] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:03.398915] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:03.400133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:03.400197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.404995] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:03.405809] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:03.490925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.785951] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 1m 14s | Global ETA: 1h 36m 34s [2025-11-22T01:48:03.786873] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:03.786938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.791769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.793506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:03.794000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:03.794390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:03.795283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.804748] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.03% | Symbol ETA: 7m 14s | Global ETA: 1h 36m 35s [2025-11-22T01:48:03.805698] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:03.805760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.810553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.812327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:03.812821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:03.860578] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 27.8s | Global ETA: 1h 36m 35s [2025-11-22T01:48:03.861467] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:03.861528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:03.866216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:03.867996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:03.868515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:03.869276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.056714] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 27.2s | Global ETA: 1h 36m 36s [2025-11-22T01:48:04.057631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:04.057711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.062514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:04.063362] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:04.149345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.379025] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 1m 14s | Global ETA: 1h 36m 38s [2025-11-22T01:48:04.379916] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:04.379992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.384708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:04.386412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:04.386905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:04.387315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:04.388183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.443147] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 27.2s | Global ETA: 1h 36m 38s [2025-11-22T01:48:04.444049] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:04.444111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.448868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:04.450580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:04.451062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:04.451821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.487409] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 7m 13s | Global ETA: 1h 36m 39s [2025-11-22T01:48:04.488358] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:04.488422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.493223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:04.495084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:04.495562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.712023] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 26.5s | Global ETA: 1h 36m 40s [2025-11-22T01:48:04.712899] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:04.712960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.717767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:04.718612] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:04.804336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:04.970527] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 1m 13s | Global ETA: 1h 36m 42s [2025-11-22T01:48:04.971595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:04.971711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:04.976913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:04.978780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:04.979273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:04.980053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:04.980969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:05.026377] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 26.6s | Global ETA: 1h 36m 42s [2025-11-22T01:48:05.183038] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 7m 13s | Global ETA: 1h 36m 43s [2025-11-22T01:48:05.184020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:05.184083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:05.189108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:05.190998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:05.191482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:05.202628] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 0.65% [2025-11-22T01:48:05.370509] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 25.9s | Global ETA: 1h 36m 44s [2025-11-22T01:48:05.371422] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:05.371485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:05.376460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:05.377295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:05.383018] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 0.18% [2025-11-22T01:48:05.465543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:05.558762] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 1.04% [2025-11-22T01:48:05.568005] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 1m 12s | Global ETA: 1h 36m 45s [2025-11-22T01:48:05.725529] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.22%, Actual: 0.02% [2025-11-22T01:48:05.740324] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 5.45% [2025-11-22T01:48:05.885050] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 7m 12s | Global ETA: 1h 36m 47s [2025-11-22T01:48:05.885979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:05.886040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:05.890937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:05.892829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:05.893363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:05.894146] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 0.25% [2025-11-22T01:48:05.911383] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 4.39% [2025-11-22T01:48:06.034346] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 25.2s | Global ETA: 1h 36m 48s [2025-11-22T01:48:06.035272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:06.035347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:06.040135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:06.040962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:06.062925] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 0.51% [2025-11-22T01:48:06.082046] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.19%, Actual: 1.63% [2025-11-22T01:48:06.126034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:06.231360] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.72%, Actual: 1.16% [2025-11-22T01:48:06.257684] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 2.18% [2025-11-22T01:48:06.400026] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:48:06.426821] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 0.25% [2025-11-22T01:48:06.559537] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.27% | Symbol ETA: 7m 11s | Global ETA: 1h 36m 51s [2025-11-22T01:48:06.560467] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:06.560530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:06.565542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:06.567453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:06.567992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:06.577053] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 7.23% [2025-11-22T01:48:06.593077] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -4.18%, Actual: 2.59% [2025-11-22T01:48:06.691792] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 24.6s | Global ETA: 1h 36m 52s [2025-11-22T01:48:06.692710] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:06.692772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:06.697479] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:06.698300] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:06.743499] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.70%, Actual: 0.56% [2025-11-22T01:48:06.743715] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.4718% [2025-11-22T01:48:06.743797] [INFO ] [main ] AIV: DISCARDED add_gaps (score: 39.47%) [2025-11-22T01:48:06.743841] [INFO ] [main ] AIV: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:48:06.743873] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies'] [2025-11-22T01:48:06.743907] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:06.755134] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:06.756401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:06.756464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:06.759799] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 1.45% [2025-11-22T01:48:06.761370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:06.763189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:06.763698] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:06.764932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:06.782723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:06.928926] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 2.77% [2025-11-22T01:48:07.100348] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.89% [2025-11-22T01:48:07.247715] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 6.43% | Symbol ETA: 7m 10s | Global ETA: 1h 36m 56s [2025-11-22T01:48:07.270389] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.60%, Actual: 0.29% [2025-11-22T01:48:07.270589] [INFO ] [main ] BV: Magnitude Forecast Confidence: 37.6919% [2025-11-22T01:48:07.270689] [INFO ] [main ] BV: DISCARDED add_composite_volatility_context (score: 37.69%) [2025-11-22T01:48:07.270735] [INFO ] [main ] BV: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:48:07.270769] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T01:48:07.270804] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:07.284763] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:07.286013] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:07.286075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:07.290942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:07.292705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:07.293184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:07.293569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:07.295892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:07.331602] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 28.8s | Global ETA: 1h 36m 56s [2025-11-22T01:48:07.332495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:07.332557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:07.337425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:07.339234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:07.339741] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:07.340941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:07.348568] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 23.9s | Global ETA: 1h 36m 56s [2025-11-22T01:48:07.349496] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:07.349558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:07.354289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:07.355094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:07.423840] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 1.87%, Actual: 0.93% [2025-11-22T01:48:07.440623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:07.597813] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.77% [2025-11-22T01:48:07.775259] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.46%, Actual: 3.34% [2025-11-22T01:48:07.882731] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 1m 6s | Global ETA: 1h 36m 60s [2025-11-22T01:48:07.883670] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:07.883731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:07.888562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:07.890308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:07.890814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:07.891199] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:07.893539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:07.910449] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 28.2s | Global ETA: 1h 36m 60s [2025-11-22T01:48:07.911365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:07.911426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:07.916188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:07.917942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:07.918441] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:07.923317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:07.950150] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.16%, Actual: 2.93% [2025-11-22T01:48:08.009583] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 23.2s | Global ETA: 1h 37m 0s [2025-11-22T01:48:08.010493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:08.010556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:08.015406] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:08.016221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:08.101446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:08.126200] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.03%, Actual: 4.03% [2025-11-22T01:48:08.297805] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 4.19% [2025-11-22T01:48:08.470518] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 2.10% [2025-11-22T01:48:08.491086] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 27.6s | Global ETA: 1h 37m 3s [2025-11-22T01:48:08.492086] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:08.492155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:08.494668] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 1m 5s | Global ETA: 1h 37m 3s [2025-11-22T01:48:08.495565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:08.495627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:08.497230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:08.499133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:08.499754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:08.500477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:08.501001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:08.502222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:08.502711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:08.503094] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:08.505514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:08.646167] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 2.84% [2025-11-22T01:48:08.672516] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 22.6s | Global ETA: 1h 37m 4s [2025-11-22T01:48:08.673427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:08.673489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:08.678410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:08.679195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:08.764854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:08.818888] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.27%, Actual: 1.37% [2025-11-22T01:48:08.993985] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 6.43%, Actual: 1.62% [2025-11-22T01:48:08.994199] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 51.6255% [2025-11-22T01:48:08.994253] [INFO ] [main ] GNRC: DISCARDED add_atr (score: 51.63%) [2025-11-22T01:48:08.994294] [INFO ] [main ] GNRC: Testing feature 3/53: add_atr_10 [2025-11-22T01:48:08.994328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:48:08.994365] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:09.009374] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:09.010739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:09.010800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.015589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.017404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:09.018033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.076169] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 27.1s | Global ETA: 1h 37m 7s [2025-11-22T01:48:09.077069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:09.077171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.082002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.083796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:09.084261] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:09.085477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.100354] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.95% | Symbol ETA: 1m 5s | Global ETA: 1h 37m 7s [2025-11-22T01:48:09.101246] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:09.101307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.106186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.107962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:09.108461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:09.108869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:09.111195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.331890] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 21.9s | Global ETA: 1h 37m 8s [2025-11-22T01:48:09.332793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:09.332855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.337578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:09.338357] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:09.424112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.653158] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 26.5s | Global ETA: 1h 37m 10s [2025-11-22T01:48:09.654059] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:09.654120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.659027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.660822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:09.661298] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:09.662505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.699670] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 1m 4s | Global ETA: 1h 37m 11s [2025-11-22T01:48:09.700535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:09.700596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.705458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.707234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:09.707721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:09.708109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:09.710486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:09.719866] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.91% | Symbol ETA: 3m 53s | Global ETA: 1h 37m 11s [2025-11-22T01:48:09.720761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:09.720822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:09.725769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:09.727620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:09.728132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:10.006390] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 21.3s | Global ETA: 1h 37m 13s [2025-11-22T01:48:10.180191] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.69% [2025-11-22T01:48:10.235472] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 25.9s | Global ETA: 1h 37m 14s [2025-11-22T01:48:10.236355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:10.236427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:10.241269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:10.243022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:10.243518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:10.244725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:10.311870] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 1m 3s | Global ETA: 1h 37m 14s [2025-11-22T01:48:10.312760] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:10.312822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:10.317801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:10.319586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:10.320094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:10.320491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:10.322993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:10.347897] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.11% [2025-11-22T01:48:10.413917] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.73% | Symbol ETA: 3m 52s | Global ETA: 1h 37m 15s [2025-11-22T01:48:10.414873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:10.414937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:10.420170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:10.422102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:10.422594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:10.515979] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T01:48:10.683464] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.33% [2025-11-22T01:48:10.817917] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.30% | Symbol ETA: 25.3s | Global ETA: 1h 37m 17s [2025-11-22T01:48:10.818854] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:10.818916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:10.823601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:10.825339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:10.825835] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:10.827023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:10.852576] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.41% [2025-11-22T01:48:10.918861] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.01% | Symbol ETA: 1m 3s | Global ETA: 1h 37m 18s [2025-11-22T01:48:10.919758] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:10.919821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:10.924978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:10.926910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:10.927407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:10.927824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:10.930343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.020065] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.94% [2025-11-22T01:48:11.105833] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.86% | Symbol ETA: 3m 52s | Global ETA: 1h 37m 19s [2025-11-22T01:48:11.106735] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:11.106795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.111491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:11.113269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:11.113762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.194899] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.24% [2025-11-22T01:48:11.368817] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.73% [2025-11-22T01:48:11.401778] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 24.7s | Global ETA: 1h 37m 21s [2025-11-22T01:48:11.402663] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:11.402724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.407486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:11.409194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:11.409674] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:11.410843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.512388] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 1m 2s | Global ETA: 1h 37m 22s [2025-11-22T01:48:11.513279] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:11.513346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.518120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:11.519865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:11.520326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:11.520755] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:11.523089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.541353] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.19% [2025-11-22T01:48:11.716365] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.78% [2025-11-22T01:48:11.716590] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 35.4192% [2025-11-22T01:48:11.716688] [INFO ] [main ] CMSD: DISCARDED add_intraday_volatility_percentile (score: 35.42%) [2025-11-22T01:48:11.716734] [INFO ] [main ] CMSD: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:48:11.716768] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_last_hour_momentum_mag'] [2025-11-22T01:48:11.716804] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:11.728598] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:11.729998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:11.730063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.735097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:11.735957] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:11.736541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.784892] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 3m 51s | Global ETA: 1h 37m 23s [2025-11-22T01:48:11.785814] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:11.785876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.790660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:11.792445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:11.792939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:11.980054] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 24.2s | Global ETA: 1h 37m 25s [2025-11-22T01:48:11.980950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:11.981012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:11.985755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:11.987482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:11.987963] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:48:11.989151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:12.114253] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 1m 2s | Global ETA: 1h 37m 25s [2025-11-22T01:48:12.115184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:12.115248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:12.120174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:12.121969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:12.122451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:12.122875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:12.125322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:12.324467] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 25.9s | Global ETA: 1h 37m 27s [2025-11-22T01:48:12.325471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:12.325549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:12.331201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:12.332151] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:12.332805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:12.470476] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.62% | Symbol ETA: 3m 50s | Global ETA: 1h 37m 28s [2025-11-22T01:48:12.471460] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:12.471532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:12.476630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:12.478605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:12.479157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:12.575378] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 23.6s | Global ETA: 1h 37m 28s [2025-11-22T01:48:12.714014] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 1m 1s | Global ETA: 1h 37m 29s [2025-11-22T01:48:12.714913] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:12.714975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:12.719755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:12.721468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:12.721980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:12.722360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:12.724687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:12.753143] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.65% [2025-11-22T01:48:12.929180] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 25.3s | Global ETA: 1h 37m 30s [2025-11-22T01:48:12.930117] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:12.930178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:12.934700] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.18% [2025-11-22T01:48:12.935005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:12.935818] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:12.936362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:13.138050] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 1.04% [2025-11-22T01:48:13.158682] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.27% | Symbol ETA: 3m 49s | Global ETA: 1h 37m 32s [2025-11-22T01:48:13.159595] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:13.159677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:13.164583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:13.166415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:13.166923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:13.307121] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.02% [2025-11-22T01:48:13.307323] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 1m 0s | Global ETA: 1h 37m 33s [2025-11-22T01:48:13.473551] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 5.45% [2025-11-22T01:48:13.479272] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.25% [2025-11-22T01:48:13.558179] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 24.8s | Global ETA: 1h 37m 34s [2025-11-22T01:48:13.559107] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:13.559170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:13.564141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:13.564975] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:13.565531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:13.638686] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 4.39% [2025-11-22T01:48:13.650428] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:48:13.804216] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.95%, Actual: 1.63% [2025-11-22T01:48:13.821326] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.30%, Actual: 1.16% [2025-11-22T01:48:13.843298] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 2.90% | Symbol ETA: 3m 49s | Global ETA: 1h 37m 36s [2025-11-22T01:48:13.844508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:13.844570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:13.849535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:13.851295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:13.851794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:13.971390] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 2.18% [2025-11-22T01:48:13.993696] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 0.72% [2025-11-22T01:48:14.131713] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 24.1s | Global ETA: 1h 37m 38s [2025-11-22T01:48:14.132613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:14.132692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:14.137632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:14.138446] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:14.138711] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.25% [2025-11-22T01:48:14.139014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:14.165355] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 7.23% [2025-11-22T01:48:14.307806] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.01%, Actual: 2.59% [2025-11-22T01:48:14.334450] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.55%, Actual: 0.56% [2025-11-22T01:48:14.334685] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 42.7420% [2025-11-22T01:48:14.334770] [INFO ] [main ] AIV: DISCARDED add_intraday_skewness_proxies (score: 42.74%) [2025-11-22T01:48:14.334812] [INFO ] [main ] AIV: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:48:14.334848] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile'] [2025-11-22T01:48:14.334883] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:14.346307] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:14.347715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:14.347777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:14.352508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:14.354288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:14.354777] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:14.440690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:14.483795] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.79%, Actual: 1.45% [2025-11-22T01:48:14.550923] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 3m 48s | Global ETA: 1h 37m 40s [2025-11-22T01:48:14.551903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:14.551967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:14.557222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:14.559044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:14.559544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:14.649520] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 2.77% [2025-11-22T01:48:14.710053] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 23.5s | Global ETA: 1h 37m 41s [2025-11-22T01:48:14.710939] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:14.711000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:14.715783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:14.716553] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:14.717136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:14.816711] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 0.89% [2025-11-22T01:48:14.982334] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.29% [2025-11-22T01:48:14.982536] [INFO ] [main ] BV: Magnitude Forecast Confidence: 42.6581% [2025-11-22T01:48:14.982617] [INFO ] [main ] BV: DISCARDED add_day_shape_ratios (score: 42.66%) [2025-11-22T01:48:14.982680] [INFO ] [main ] BV: Testing feature 8/53: add_directional_consistency [2025-11-22T01:48:14.982716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T01:48:14.982754] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:14.996960] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:14.998377] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:14.998441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.003578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:15.005357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:15.005851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:15.006232] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:15.007262] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 26.5s | Global ETA: 1h 37m 43s [2025-11-22T01:48:15.008145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:15.008207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.013083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:15.014811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:15.015274] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:15.105819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.150778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.252604] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.28% | Symbol ETA: 3m 47s | Global ETA: 1h 37m 45s [2025-11-22T01:48:15.253610] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:15.253715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.258977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:15.260886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:15.261428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.280306] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 22.9s | Global ETA: 1h 37m 45s [2025-11-22T01:48:15.281240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:15.281312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.286530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:15.287389] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:15.287974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.695748] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 26.0s | Global ETA: 1h 37m 47s [2025-11-22T01:48:15.696755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:15.696830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.702202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:15.704175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:15.704693] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:15.766993] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.25% | Symbol ETA: 56.5s | Global ETA: 1h 37m 48s [2025-11-22T01:48:15.767935] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:15.767999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.773011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:15.775052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:15.775536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:15.775977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:15.801477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.855040] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 22.3s | Global ETA: 1h 37m 48s [2025-11-22T01:48:15.855923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:15.855984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:15.860976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:15.861776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:15.862335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.906140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:15.955354] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.22% | Symbol ETA: 3m 47s | Global ETA: 1h 37m 49s [2025-11-22T01:48:16.135712] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.91%, Actual: 0.93% [2025-11-22T01:48:16.307119] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.73%, Actual: 0.77% [2025-11-22T01:48:16.387424] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 25.4s | Global ETA: 1h 37m 52s [2025-11-22T01:48:16.388352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:16.388417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:16.393308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:16.395238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:16.395770] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:16.428115] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 21.7s | Global ETA: 1h 37m 52s [2025-11-22T01:48:16.429011] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:16.429072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:16.434118] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:16.434961] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:16.435528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:16.479687] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.86%, Actual: 3.34% [2025-11-22T01:48:16.483388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:16.489426] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 55.5s | Global ETA: 1h 37m 52s [2025-11-22T01:48:16.490318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:16.490381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:16.495152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:16.496898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:16.497380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:16.497797] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:16.620545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:16.655001] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 2.93% [2025-11-22T01:48:16.823815] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.62%, Actual: 4.03% [2025-11-22T01:48:16.992593] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.27%, Actual: 4.19% [2025-11-22T01:48:17.001233] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 21.1s | Global ETA: 1h 37m 55s [2025-11-22T01:48:17.002132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:17.002193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.006989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:17.007826] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:17.008380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:17.088096] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 24.7s | Global ETA: 1h 37m 56s [2025-11-22T01:48:17.088999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:17.089061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.093815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:17.095519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:17.096001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:17.161322] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 2.90%, Actual: 2.10% [2025-11-22T01:48:17.181883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:17.221685] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 54.8s | Global ETA: 1h 37m 57s [2025-11-22T01:48:17.222538] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:17.222601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.227374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:17.229138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:17.229633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:17.230039] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:17.327977] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 2.84% [2025-11-22T01:48:17.355119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:17.493690] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.28%, Actual: 1.37% [2025-11-22T01:48:17.574548] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 20.5s | Global ETA: 1h 37m 59s [2025-11-22T01:48:17.660906] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.22%, Actual: 1.62% [2025-11-22T01:48:17.661105] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 50.3251% [2025-11-22T01:48:17.661186] [INFO ] [main ] GNRC: DISCARDED add_atr_10 (score: 50.33%) [2025-11-22T01:48:17.661229] [INFO ] [main ] GNRC: Testing feature 4/53: add_atr_5 [2025-11-22T01:48:17.661261] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T01:48:17.661296] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:17.675310] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:17.676535] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:17.676595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.681471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:17.683268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:17.683767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:17.740527] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.15% | Symbol ETA: 24.0s | Global ETA: 1h 37m 60s [2025-11-22T01:48:17.741409] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:17.741471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.742970] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.69% [2025-11-22T01:48:17.746221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:17.748051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:17.748512] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:17.832801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:17.910505] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.11% [2025-11-22T01:48:17.936938] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 54.0s | Global ETA: 1h 38m 1s [2025-11-22T01:48:17.937839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:17.937902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:17.942622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:17.944360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:17.944843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:17.945230] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:18.069413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:18.076710] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T01:48:18.244112] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.33% [2025-11-22T01:48:18.357061] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 1.87% | Symbol ETA: 2m 28s | Global ETA: 1h 38m 4s [2025-11-22T01:48:18.358049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:18.358111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:18.362869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:18.364592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:18.365092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:18.403261] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 23.3s | Global ETA: 1h 38m 4s [2025-11-22T01:48:18.404161] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:18.404223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:18.409005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:18.410812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:18.411278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:18.412808] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.41% [2025-11-22T01:48:18.494719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:18.585008] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.94% [2025-11-22T01:48:18.654762] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 53.2s | Global ETA: 1h 38m 5s [2025-11-22T01:48:18.655631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:18.655715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:18.660483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:18.662245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:18.662731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:18.663121] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:18.752337] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.24% [2025-11-22T01:48:18.790236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:18.921416] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.73% [2025-11-22T01:48:19.072193] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.94% | Symbol ETA: 22.6s | Global ETA: 1h 38m 8s [2025-11-22T01:48:19.073080] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:19.073142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.073528] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 2m 27s | Global ETA: 1h 38m 8s [2025-11-22T01:48:19.074472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:19.074533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.077889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:19.079556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:19.079597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:19.080088] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:19.081379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:19.081894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.087958] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 0.19% [2025-11-22T01:48:19.165259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.254945] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.78% [2025-11-22T01:48:19.255131] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.6969% [2025-11-22T01:48:19.255211] [INFO ] [main ] CMSD: DISCARDED add_last_hour_momentum_mag (score: 34.70%) [2025-11-22T01:48:19.255253] [INFO ] [main ] CMSD: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:48:19.255284] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_day_volatility'] [2025-11-22T01:48:19.255318] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:19.266378] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:19.267794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:19.267856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.272691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:19.273476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:19.275201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.378122] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 52.5s | Global ETA: 1h 38m 10s [2025-11-22T01:48:19.379006] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:19.379068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.383842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:19.385565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:19.386045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:19.386425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:19.510599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.735390] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 22.0s | Global ETA: 1h 38m 12s [2025-11-22T01:48:19.736310] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:19.736373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.741148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:19.742950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:19.743423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:19.770069] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.46% | Symbol ETA: 2m 26s | Global ETA: 1h 38m 12s [2025-11-22T01:48:19.770970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:19.771032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.776132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:19.778429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:19.778950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.831800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:19.844881] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 22.2s | Global ETA: 1h 38m 13s [2025-11-22T01:48:19.845763] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:19.845824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:19.850610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:19.851400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:19.853180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:20.112769] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 51.8s | Global ETA: 1h 38m 14s [2025-11-22T01:48:20.113712] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:20.113777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:20.119354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:20.121228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:20.121782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:20.122175] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:20.252412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:20.403260] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 21.3s | Global ETA: 1h 38m 16s [2025-11-22T01:48:20.404170] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:20.404233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:20.409098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:20.410953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:20.411435] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:48:20.419374] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 21.6s | Global ETA: 1h 38m 16s [2025-11-22T01:48:20.420253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:20.420314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:20.425068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:20.425867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:20.427606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:20.448295] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.16% | Symbol ETA: 2m 26s | Global ETA: 1h 38m 16s [2025-11-22T01:48:20.449338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:20.449408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:20.454637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:20.456609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:20.457145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:20.496079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:20.864180] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 51.0s | Global ETA: 1h 38m 19s [2025-11-22T01:48:20.865514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:20.865594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:20.870613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:20.872447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:20.872952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:20.873358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:21.001597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.004558] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 21.0s | Global ETA: 1h 38m 20s [2025-11-22T01:48:21.005797] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:21.005858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:21.010578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:21.011372] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:21.013083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.063972] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 20.6s | Global ETA: 1h 38m 20s [2025-11-22T01:48:21.157134] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.03% | Symbol ETA: 2m 25s | Global ETA: 1h 38m 21s [2025-11-22T01:48:21.158073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:21.158137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:21.163284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:21.165179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:21.165706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.230568] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 0.65% [2025-11-22T01:48:21.400323] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.18% [2025-11-22T01:48:21.569062] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 1.04% [2025-11-22T01:48:21.587193] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 50.3s | Global ETA: 1h 38m 23s [2025-11-22T01:48:21.588131] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:21.588194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:21.590907] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 20.4s | Global ETA: 1h 38m 23s [2025-11-22T01:48:21.591834] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:21.591896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:21.593062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:21.594819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:21.595324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:21.595733] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:21.596795] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:21.597749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:21.599503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.725881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.738501] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.02% [2025-11-22T01:48:21.846414] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 2m 24s | Global ETA: 1h 38m 25s [2025-11-22T01:48:21.847359] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:21.847421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:21.852322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:21.854117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:21.854593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:21.915085] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.15%, Actual: 0.25% [2025-11-22T01:48:22.084410] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 0.51% [2025-11-22T01:48:22.178163] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 19.9s | Global ETA: 1h 38m 27s [2025-11-22T01:48:22.179110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:22.179174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:22.183978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:22.184779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:22.186468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:22.252568] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.94%, Actual: 1.16% [2025-11-22T01:48:22.310834] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 49.6s | Global ETA: 1h 38m 28s [2025-11-22T01:48:22.421734] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.72% [2025-11-22T01:48:22.481753] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.25%, Actual: 5.45% [2025-11-22T01:48:22.518485] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 2m 24s | Global ETA: 1h 38m 29s [2025-11-22T01:48:22.519401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:22.519464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:22.524204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:22.525971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:22.526447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:22.590983] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 7.23% [2025-11-22T01:48:22.651907] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 4.39% [2025-11-22T01:48:22.757221] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.87%, Actual: 0.56% [2025-11-22T01:48:22.757442] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.5327% [2025-11-22T01:48:22.757526] [INFO ] [main ] AIV: DISCARDED add_intraday_volatility_percentile (score: 37.53%) [2025-11-22T01:48:22.757567] [INFO ] [main ] AIV: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:48:22.757621] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag'] [2025-11-22T01:48:22.757677] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:22.761872] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 19.3s | Global ETA: 1h 38m 31s [2025-11-22T01:48:22.762795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:22.762858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:22.767943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:22.768832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:22.768854] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:22.770227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:22.770289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:22.770672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:22.775060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:22.776827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:22.777350] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:22.777994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:22.820304] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 1.63% [2025-11-22T01:48:22.996795] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 2.18% [2025-11-22T01:48:23.166183] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 0.25% [2025-11-22T01:48:23.197315] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 2m 23s | Global ETA: 1h 38m 33s [2025-11-22T01:48:23.198222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:23.198284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.203090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:23.204880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:23.205352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:23.332638] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 2.59% [2025-11-22T01:48:23.338944] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 18.7s | Global ETA: 1h 38m 34s [2025-11-22T01:48:23.339298] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 25.9s | Global ETA: 1h 38m 34s [2025-11-22T01:48:23.339870] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:23.339934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.340190] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:23.340253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.344940] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:23.345008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:23.345773] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:23.346744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:23.347290] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:23.347742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:23.351742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:23.503114] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 1.45% [2025-11-22T01:48:23.674004] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 2.77% [2025-11-22T01:48:23.843487] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.89% [2025-11-22T01:48:23.861710] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.27% | Symbol ETA: 2m 22s | Global ETA: 1h 38m 37s [2025-11-22T01:48:23.862578] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:23.862640] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.867443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:23.869186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:23.869677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:23.912219] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 25.3s | Global ETA: 1h 38m 38s [2025-11-22T01:48:23.913123] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:23.913185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.918026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:23.919742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:23.920210] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:23.920352] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 18.1s | Global ETA: 1h 38m 38s [2025-11-22T01:48:23.920844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:23.921259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:23.921321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:23.926111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:23.926905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:23.928602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:24.011096] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.29% [2025-11-22T01:48:24.011302] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.9615% [2025-11-22T01:48:24.011382] [INFO ] [main ] BV: DISCARDED add_directional_consistency (score: 38.96%) [2025-11-22T01:48:24.011426] [INFO ] [main ] BV: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:48:24.011459] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T01:48:24.011494] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:24.024953] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:24.026357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:24.026419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:24.031312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:24.033200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:24.033710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:24.034108] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:24.035749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:24.483006] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 24.8s | Global ETA: 1h 38m 41s [2025-11-22T01:48:24.483901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:24.483962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:24.488780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:24.490565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:24.491056] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:24.491683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:24.499405] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 17.5s | Global ETA: 1h 38m 41s [2025-11-22T01:48:24.500682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:24.500765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:24.507709] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:24.508918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:24.511224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:24.526894] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 6.43% | Symbol ETA: 2m 22s | Global ETA: 1h 38m 41s [2025-11-22T01:48:24.629571] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 55.1s | Global ETA: 1h 38m 42s [2025-11-22T01:48:24.630473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:24.630538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:24.635448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:24.637246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:24.637745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:24.638149] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:24.639786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:24.692844] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 1.87%, Actual: 0.93% [2025-11-22T01:48:24.859222] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.77% [2025-11-22T01:48:25.026683] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.46%, Actual: 3.34% [2025-11-22T01:48:25.052221] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 24.2s | Global ETA: 1h 38m 45s [2025-11-22T01:48:25.053149] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:25.053210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:25.058035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:25.059788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:25.060261] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:25.060896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:25.092577] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 17.0s | Global ETA: 1h 38m 45s [2025-11-22T01:48:25.194828] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.16%, Actual: 2.93% [2025-11-22T01:48:25.226256] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 54.5s | Global ETA: 1h 38m 46s [2025-11-22T01:48:25.227166] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:25.227229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:25.232034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:25.233790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:25.234280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:25.234691] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:25.236587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:25.260020] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.69% [2025-11-22T01:48:25.361266] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.03%, Actual: 4.03% [2025-11-22T01:48:25.426365] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.11% [2025-11-22T01:48:25.526774] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 4.19% [2025-11-22T01:48:25.592246] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.52% [2025-11-22T01:48:25.623202] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.15% | Symbol ETA: 23.6s | Global ETA: 1h 38m 48s [2025-11-22T01:48:25.624079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:25.624139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:25.628909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:25.630603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:25.631083] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:25.631746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:25.693700] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 2.10% [2025-11-22T01:48:25.758110] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.33% [2025-11-22T01:48:25.832463] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.03% | Symbol ETA: 53.9s | Global ETA: 1h 38m 49s [2025-11-22T01:48:25.833398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:25.833464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:25.838468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:25.840255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:25.840761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:25.841163] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:25.842912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:25.858965] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 2.84% [2025-11-22T01:48:25.923569] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.41% [2025-11-22T01:48:26.025109] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.27%, Actual: 1.37% [2025-11-22T01:48:26.090629] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.94% [2025-11-22T01:48:26.191675] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 6.43%, Actual: 1.62% [2025-11-22T01:48:26.191875] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 51.6255% [2025-11-22T01:48:26.191957] [INFO ] [main ] GNRC: DISCARDED add_atr_5 (score: 51.63%) [2025-11-22T01:48:26.192004] [INFO ] [main ] GNRC: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:48:26.192036] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T01:48:26.192417] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:26.201307] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 23.1s | Global ETA: 1h 38m 52s [2025-11-22T01:48:26.202157] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:26.202218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.206923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:26.206897] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:26.208689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:26.208728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:26.208795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.209148] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:26.209776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:26.213680] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:26.214485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:26.267153] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.24% [2025-11-22T01:48:26.441220] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 53.3s | Global ETA: 1h 38m 53s [2025-11-22T01:48:26.442255] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:26.442327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.447371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:26.449191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:26.449748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:26.450227] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:26.452244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:26.457062] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.73% [2025-11-22T01:48:26.641485] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 0.19% [2025-11-22T01:48:26.770635] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.37% | Symbol ETA: 22.5s | Global ETA: 1h 38m 55s [2025-11-22T01:48:26.771529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:26.771590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.776318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:26.778094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:26.778564] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:26.779194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:26.823992] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.78% [2025-11-22T01:48:26.824197] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 32.2032% [2025-11-22T01:48:26.824283] [INFO ] [main ] CMSD: DISCARDED add_late_day_volatility (score: 32.20%) [2025-11-22T01:48:26.824328] [INFO ] [main ] CMSD: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:48:26.824361] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure'] [2025-11-22T01:48:26.824396] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:26.835908] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:26.837474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:26.837539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.842956] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:26.843842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:26.846511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:26.893543] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 1m 49s | Global ETA: 1h 38m 56s [2025-11-22T01:48:26.894448] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:26.894510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:26.899346] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:26.900190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.040905] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.23% | Symbol ETA: 52.7s | Global ETA: 1h 38m 57s [2025-11-22T01:48:27.041819] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:27.041880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.046686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:27.048469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:27.048985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:27.049375] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:27.050986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.338657] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 21.9s | Global ETA: 1h 38m 59s [2025-11-22T01:48:27.339579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:27.339657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.344398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:27.346134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:27.346594] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:27.347255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.445362] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 21.1s | Global ETA: 1h 38m 59s [2025-11-22T01:48:27.446282] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:27.446346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.451279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:27.452136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:27.454787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.580205] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -3.67% | Symbol ETA: 1m 48s | Global ETA: 1h 39m 0s [2025-11-22T01:48:27.581148] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:27.581211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.585971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:27.586774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.642485] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.16% | Symbol ETA: 52.1s | Global ETA: 1h 39m 1s [2025-11-22T01:48:27.643404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:27.643470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.648958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:27.650777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:27.651252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:27.651681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:27.653343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:27.906917] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 21.3s | Global ETA: 1h 39m 2s [2025-11-22T01:48:27.907909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:27.907971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:27.913050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:27.914824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:27.915306] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:48:27.915973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.037902] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 20.4s | Global ETA: 1h 39m 3s [2025-11-22T01:48:28.038797] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:28.038860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.043662] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:28.044458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:28.047034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.238378] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 51.5s | Global ETA: 1h 39m 4s [2025-11-22T01:48:28.239337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:28.239402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.244379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:28.245767] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.66% | Symbol ETA: 1m 47s | Global ETA: 1h 39m 4s [2025-11-22T01:48:28.246269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:28.246662] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:28.246730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.246784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:28.247206] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:28.248870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.251501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:28.252307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.477155] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 20.8s | Global ETA: 1h 39m 6s [2025-11-22T01:48:28.617461] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 19.7s | Global ETA: 1h 39m 7s [2025-11-22T01:48:28.618349] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:28.618412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.623239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:28.624083] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:28.626745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.644639] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 0.65% [2025-11-22T01:48:28.813506] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.18% [2025-11-22T01:48:28.830468] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 50.9s | Global ETA: 1h 39m 8s [2025-11-22T01:48:28.831346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:28.831408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.836180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:28.837959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:28.838420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:28.838824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:28.840369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.910892] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 1m 46s | Global ETA: 1h 39m 8s [2025-11-22T01:48:28.911810] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:28.911871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:28.916675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:28.917483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:28.980804] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.40%, Actual: 1.04% [2025-11-22T01:48:29.148241] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 0.02% [2025-11-22T01:48:29.197359] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 19.1s | Global ETA: 1h 39m 10s [2025-11-22T01:48:29.198239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:29.198301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:29.203037] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:29.203819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:29.206356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:29.314525] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.15%, Actual: 0.25% [2025-11-22T01:48:29.418204] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 50.3s | Global ETA: 1h 39m 11s [2025-11-22T01:48:29.419109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:29.419171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:29.423936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:29.425676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:29.426142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:29.426522] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:48:29.428493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:29.480851] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 0.51% [2025-11-22T01:48:29.582633] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.65% | Symbol ETA: 1m 46s | Global ETA: 1h 39m 12s [2025-11-22T01:48:29.583535] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:29.583603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:29.588399] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:29.589205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:29.648570] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.37%, Actual: 1.16% [2025-11-22T01:48:29.778146] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 18.5s | Global ETA: 1h 39m 14s [2025-11-22T01:48:29.779089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:29.779153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:29.784107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:29.784928] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:29.787579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:29.814328] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.72% [2025-11-22T01:48:29.980056] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 7.23% [2025-11-22T01:48:30.007180] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 49.7s | Global ETA: 1h 39m 15s [2025-11-22T01:48:30.147260] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:48:30.147485] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.9156% [2025-11-22T01:48:30.147578] [INFO ] [main ] AIV: DISCARDED add_last_hour_momentum_mag (score: 37.92%) [2025-11-22T01:48:30.147619] [INFO ] [main ] AIV: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:48:30.147671] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_day_volatility'] [2025-11-22T01:48:30.147709] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:30.158964] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:30.160397] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:30.160458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.165260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:30.167040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:30.167532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:30.169305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:30.174503] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 5.45% [2025-11-22T01:48:30.316950] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.18% | Symbol ETA: 1m 45s | Global ETA: 1h 39m 17s [2025-11-22T01:48:30.317880] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:30.317942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.322753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:30.323545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:30.343392] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 4.39% [2025-11-22T01:48:30.370536] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 17.9s | Global ETA: 1h 39m 17s [2025-11-22T01:48:30.371421] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:30.371482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.376233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:30.377023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:30.379609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:30.509111] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.03%, Actual: 1.63% [2025-11-22T01:48:30.676921] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 2.18% [2025-11-22T01:48:30.730758] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 21.8s | Global ETA: 1h 39m 19s [2025-11-22T01:48:30.731628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:30.731709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.736624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:30.738405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:30.738890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:30.740677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:30.846364] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.23%, Actual: 0.25% [2025-11-22T01:48:30.962820] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 17.4s | Global ETA: 1h 39m 21s [2025-11-22T01:48:30.963699] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:30.964086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.968884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:30.969695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:30.972394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:30.984595] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 1m 44s | Global ETA: 1h 39m 21s [2025-11-22T01:48:30.985536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:30.985597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:30.990655] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:30.991465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:31.018111] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 2.59% [2025-11-22T01:48:31.186143] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.45% [2025-11-22T01:48:31.307712] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 21.2s | Global ETA: 1h 39m 23s [2025-11-22T01:48:31.308583] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:31.308663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:31.313561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:31.315350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:31.315831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:31.317663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:31.357836] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 2.77% [2025-11-22T01:48:31.527083] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.89% [2025-11-22T01:48:31.548034] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 16.8s | Global ETA: 1h 39m 24s [2025-11-22T01:48:31.548950] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:31.549013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:31.554094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:31.554931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:31.557589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:31.654372] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 1m 44s | Global ETA: 1h 39m 25s [2025-11-22T01:48:31.655266] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:31.655327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:31.660155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:31.660950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:31.698896] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 0.29% [2025-11-22T01:48:31.699165] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.9276% [2025-11-22T01:48:31.699289] [INFO ] [main ] BV: DISCARDED add_fullday_parkinson_range (score: 38.93%) [2025-11-22T01:48:31.699365] [INFO ] [main ] BV: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:48:31.699426] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T01:48:31.699484] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:31.713536] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:31.715192] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:31.715257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:31.720167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:31.721973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:31.722437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:31.722860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:31.766505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:31.878567] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 20.6s | Global ETA: 1h 39m 26s [2025-11-22T01:48:31.879462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:31.879523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:31.884243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:31.885974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:31.886437] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:31.888213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:32.137990] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 16.2s | Global ETA: 1h 39m 28s [2025-11-22T01:48:32.138906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:48:32.138970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:32.143964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:32.144983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:32.147715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:32.322450] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.68% | Symbol ETA: 1m 43s | Global ETA: 1h 39m 29s [2025-11-22T01:48:32.323346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:32.323407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:32.328170] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:32.328968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:32.352067] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 42.5s | Global ETA: 1h 39m 29s [2025-11-22T01:48:32.353066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:32.353130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:32.358046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:32.359872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:32.360354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:32.360778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:32.406668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:32.458665] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 20.1s | Global ETA: 1h 39m 30s [2025-11-22T01:48:32.459589] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:32.459672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:32.464813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:32.466623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:32.467147] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:32.468973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:32.716537] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 15.6s | Global ETA: 1h 39m 32s [2025-11-22T01:48:32.945576] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 1.69% [2025-11-22T01:48:32.985151] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 8.13% | Symbol ETA: 1m 42s | Global ETA: 1h 39m 33s [2025-11-22T01:48:33.004916] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.52% | Symbol ETA: 41.9s | Global ETA: 1h 39m 33s [2025-11-22T01:48:33.005856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:33.005917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:33.010705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:33.012470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:33.012957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:33.013354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:33.044748] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 19.5s | Global ETA: 1h 39m 34s [2025-11-22T01:48:33.045685] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:33.045749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:33.050499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:33.052264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:33.052841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:33.054606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:33.057061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:33.119489] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.11% [2025-11-22T01:48:33.150967] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 0.93% [2025-11-22T01:48:33.292530] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.52% [2025-11-22T01:48:33.318086] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -3.67%, Actual: 0.77% [2025-11-22T01:48:33.474767] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 0.33% [2025-11-22T01:48:33.482927] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.66%, Actual: 3.34% [2025-11-22T01:48:33.616318] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 18.9s | Global ETA: 1h 39m 37s [2025-11-22T01:48:33.617256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:33.617317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:33.622069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:33.623809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:33.624275] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:33.626040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:33.642317] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -4.19% | Symbol ETA: 41.2s | Global ETA: 1h 39m 37s [2025-11-22T01:48:33.643208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:33.643270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:33.647807] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 2.93% [2025-11-22T01:48:33.648021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:33.649750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:33.650217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:33.650605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:33.652283] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.41% [2025-11-22T01:48:33.693499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:33.813431] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.65%, Actual: 4.03% [2025-11-22T01:48:33.830083] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.94% [2025-11-22T01:48:33.979715] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.18%, Actual: 4.19% [2025-11-22T01:48:34.012202] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.24% [2025-11-22T01:48:34.146535] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 2.10% [2025-11-22T01:48:34.190614] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.54% | Symbol ETA: 18.4s | Global ETA: 1h 39m 41s [2025-11-22T01:48:34.191555] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:34.191620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.196570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:34.198449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:34.198952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:34.199632] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.73% [2025-11-22T01:48:34.200853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:34.274070] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 40.6s | Global ETA: 1h 39m 41s [2025-11-22T01:48:34.274965] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:34.275028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.279875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:34.281585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:34.282104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:34.282517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:34.310595] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.88%, Actual: 2.84% [2025-11-22T01:48:34.327817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:34.368602] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.19% [2025-11-22T01:48:34.476077] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.68%, Actual: 1.37% [2025-11-22T01:48:34.536416] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.78% [2025-11-22T01:48:34.536600] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 46.8803% [2025-11-22T01:48:34.536725] [INFO ] [main ] CMSD: KEPT add_late_hour_microstructure (score: 46.88%) [2025-11-22T01:48:34.536772] [INFO ] [main ] CMSD: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:48:34.536804] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_late_session_pressure'] [2025-11-22T01:48:34.536839] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:34.547987] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:34.549233] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:34.549295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.554112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:34.554925] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:34.557531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:34.558567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:34.642182] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 8.13%, Actual: 1.62% [2025-11-22T01:48:34.642402] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 42.4154% [2025-11-22T01:48:34.642485] [INFO ] [main ] GNRC: DISCARDED add_close_to_open_alignment (score: 42.42%) [2025-11-22T01:48:34.642528] [INFO ] [main ] GNRC: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:48:34.642559] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T01:48:34.642594] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:34.655913] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:34.657372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:34.657433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.662225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:34.663164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:34.767149] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 17.8s | Global ETA: 1h 39m 44s [2025-11-22T01:48:34.768095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:34.768156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.772911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:34.774633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:34.775123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:34.776903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:34.916588] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 39.9s | Global ETA: 1h 39m 45s [2025-11-22T01:48:34.917862] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:34.917925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:34.922740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:34.924483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:34.924972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:34.925352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:34.968719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:35.135150] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 19.8s | Global ETA: 1h 39m 46s [2025-11-22T01:48:35.136155] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:35.136402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:35.141672] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:35.142524] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:35.145150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:35.146421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:35.379136] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 11.07% | Symbol ETA: 1m 26s | Global ETA: 1h 39m 48s [2025-11-22T01:48:35.380463] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:35.380547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:35.388135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:35.389726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:35.434371] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 17.2s | Global ETA: 1h 39m 48s [2025-11-22T01:48:35.435348] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:35.435434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:35.440992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:35.443101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:35.443661] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:48:35.445678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:35.582500] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.32% | Symbol ETA: 39.3s | Global ETA: 1h 39m 49s [2025-11-22T01:48:35.583895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:35.583983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:35.591685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:35.593947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:35.594482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:35.594916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:35.654181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:35.979397] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 20.3s | Global ETA: 1h 39m 52s [2025-11-22T01:48:35.980396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:35.980465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:35.985867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:35.986826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:35.989586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:35.990748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:36.172437] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 16.6s | Global ETA: 1h 39m 53s [2025-11-22T01:48:36.357002] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.65% [2025-11-22T01:48:36.358578] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 1m 26s | Global ETA: 1h 39m 54s [2025-11-22T01:48:36.359571] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:36.359685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:36.365443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:36.366508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:36.423719] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 38.7s | Global ETA: 1h 39m 54s [2025-11-22T01:48:36.424635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:36.424727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:36.429783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:36.431572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:36.432094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:36.432496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:36.477894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:36.525276] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.18% [2025-11-22T01:48:36.603150] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 19.4s | Global ETA: 1h 39m 55s [2025-11-22T01:48:36.604369] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:36.604431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:36.609405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:36.610199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:36.612755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:36.613803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:36.692415] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.04% [2025-11-22T01:48:36.856718] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.21%, Actual: 0.02% [2025-11-22T01:48:37.025437] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.25% [2025-11-22T01:48:37.062346] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 38.1s | Global ETA: 1h 39m 58s [2025-11-22T01:48:37.063248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:37.063312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.064034] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.46% | Symbol ETA: 1m 25s | Global ETA: 1h 39m 58s [2025-11-22T01:48:37.064965] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:37.065029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.068239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:37.070005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:37.070085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:37.070467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:37.070872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:37.071111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.113986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.190871] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 0.51% [2025-11-22T01:48:37.197527] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 18.5s | Global ETA: 1h 39m 59s [2025-11-22T01:48:37.198539] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:37.198607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.203806] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:37.204733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:37.207451] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:37.208598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.358177] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.54%, Actual: 1.16% [2025-11-22T01:48:37.526688] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 0.72% [2025-11-22T01:48:37.695528] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 7.23% [2025-11-22T01:48:37.703392] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 37.4s | Global ETA: 1h 40m 2s [2025-11-22T01:48:37.704294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:48:37.704357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.709259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:37.710991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:37.711455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:37.711862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:37.755375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.768085] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 2.96% | Symbol ETA: 1m 24s | Global ETA: 1h 40m 3s [2025-11-22T01:48:37.769036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:37.769104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.773857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:37.774821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.790005] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 17.8s | Global ETA: 1h 40m 3s [2025-11-22T01:48:37.790950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:37.791026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.796035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:37.796893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:37.799664] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:37.800828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:37.872093] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.56% [2025-11-22T01:48:37.872318] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.8133% [2025-11-22T01:48:37.872420] [INFO ] [main ] AIV: DISCARDED add_late_day_volatility (score: 37.81%) [2025-11-22T01:48:37.872465] [INFO ] [main ] AIV: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:48:37.872497] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_hour_microstructure'] [2025-11-22T01:48:37.872532] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:37.884054] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:37.885373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:37.885435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:37.891072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:37.893102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:37.893632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:37.900263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:38.343488] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 36.7s | Global ETA: 1h 40m 6s [2025-11-22T01:48:38.386422] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 17.1s | Global ETA: 1h 40m 6s [2025-11-22T01:48:38.387379] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:38.387442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:38.392332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:38.393180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:38.395900] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:38.397027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:38.451568] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -7.37% | Symbol ETA: 1m 23s | Global ETA: 1h 40m 7s [2025-11-22T01:48:38.452513] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:38.452577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:38.457632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:38.458624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:38.483768] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 21.3s | Global ETA: 1h 40m 7s [2025-11-22T01:48:38.484732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:38.484795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:38.490004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:38.492031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:38.492543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:38.495353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:38.512688] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 5.45% [2025-11-22T01:48:38.682068] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 4.39% [2025-11-22T01:48:38.851086] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 1.63% [2025-11-22T01:48:38.976877] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 16.5s | Global ETA: 1h 40m 10s [2025-11-22T01:48:38.977795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:38.977856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:38.982564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:38.983353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:38.985902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:38.987014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.019493] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 2.18% [2025-11-22T01:48:39.089960] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 20.7s | Global ETA: 1h 40m 11s [2025-11-22T01:48:39.090916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:39.090980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:39.096490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:39.098407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:39.098918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:39.101739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.137128] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 1m 22s | Global ETA: 1h 40m 11s [2025-11-22T01:48:39.138032] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:39.138096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:39.142907] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:39.143839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.187232] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 0.25% [2025-11-22T01:48:39.357718] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 2.59% [2025-11-22T01:48:39.525730] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 1.45% [2025-11-22T01:48:39.572894] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 15.8s | Global ETA: 1h 40m 14s [2025-11-22T01:48:39.573831] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:39.573896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:39.578879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:39.579731] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:39.582367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:39.583551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.680341] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 20.1s | Global ETA: 1h 40m 14s [2025-11-22T01:48:39.681294] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:39.681359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:39.686407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:39.688246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:39.688747] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:39.691431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.693529] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 2.77% [2025-11-22T01:48:39.833937] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 1m 22s | Global ETA: 1h 40m 15s [2025-11-22T01:48:39.834928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:39.835006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:39.840386] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:39.841388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:39.862026] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.89% [2025-11-22T01:48:40.030611] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.29% [2025-11-22T01:48:40.030835] [INFO ] [main ] BV: Magnitude Forecast Confidence: 55.7602% [2025-11-22T01:48:40.030943] [INFO ] [main ] BV: KEPT add_gap_fill_state (score: 55.76%) [2025-11-22T01:48:40.030987] [INFO ] [main ] BV: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:48:40.031020] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T01:48:40.031056] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:40.044299] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:40.045754] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:40.045817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.050606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:40.056053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:40.056521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:40.056938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:40.101902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:40.102904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.163268] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 15.2s | Global ETA: 1h 40m 17s [2025-11-22T01:48:40.164178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:40.164240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.169089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:40.169904] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:40.172451] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:40.173527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.294889] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 19.5s | Global ETA: 1h 40m 18s [2025-11-22T01:48:40.295804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:40.295865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.300600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:40.302327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:40.302810] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:40.305404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.532152] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 1m 21s | Global ETA: 1h 40m 19s [2025-11-22T01:48:40.533069] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:40.533144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.538001] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:40.538961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.689888] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 40.8s | Global ETA: 1h 40m 20s [2025-11-22T01:48:40.690807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:40.690869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.695730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:40.697475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:40.697966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:40.698389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:40.740322] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 14.6s | Global ETA: 1h 40m 21s [2025-11-22T01:48:40.742678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:40.743679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.872393] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 18.9s | Global ETA: 1h 40m 22s [2025-11-22T01:48:40.873315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:40.873378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:40.878842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:40.881039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:40.881528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:40.884284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:40.910434] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 1.69% [2025-11-22T01:48:41.077797] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.11% [2025-11-22T01:48:41.221688] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.55% | Symbol ETA: 1m 20s | Global ETA: 1h 40m 24s [2025-11-22T01:48:41.222567] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:41.222629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:41.227536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:48:41.228507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:41.244206] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.52% [2025-11-22T01:48:41.331696] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.85% | Symbol ETA: 40.1s | Global ETA: 1h 40m 24s [2025-11-22T01:48:41.332577] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:41.332665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:41.337510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:41.339328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:41.339816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:41.340209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:41.384258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:41.385283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:41.411054] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.33% [2025-11-22T01:48:41.462455] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 18.3s | Global ETA: 1h 40m 25s [2025-11-22T01:48:41.463421] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:41.463485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:41.468470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:41.470285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:41.470781] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:41.473519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:41.578425] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.41% [2025-11-22T01:48:41.750523] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.94% [2025-11-22T01:48:41.923852] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 2.47% | Symbol ETA: 1m 19s | Global ETA: 1h 40m 28s [2025-11-22T01:48:41.926560] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.24% [2025-11-22T01:48:41.982734] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 39.5s | Global ETA: 1h 40m 28s [2025-11-22T01:48:41.983939] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:41.984011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:41.989435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:41.991421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:41.991986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:41.992416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:42.039693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:42.041041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:42.053830] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.33% | Symbol ETA: 17.7s | Global ETA: 1h 40m 29s [2025-11-22T01:48:42.054775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:42.054839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:42.059805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:42.061570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:42.062076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:42.064817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:42.095014] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.73% [2025-11-22T01:48:42.099993] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 11.07%, Actual: 0.93% [2025-11-22T01:48:42.264008] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.19% [2025-11-22T01:48:42.274398] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.21%, Actual: 0.77% [2025-11-22T01:48:42.432762] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.78% [2025-11-22T01:48:42.432968] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 31.7795% [2025-11-22T01:48:42.433052] [INFO ] [main ] CMSD: DISCARDED add_late_session_pressure (score: 31.78%) [2025-11-22T01:48:42.433103] [INFO ] [main ] CMSD: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:48:42.433143] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity'] [2025-11-22T01:48:42.433184] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:42.444752] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:42.446181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:42.446244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:42.450556] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.46%, Actual: 3.34% [2025-11-22T01:48:42.451231] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:42.452070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:42.454723] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:42.456755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:42.633518] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 17.1s | Global ETA: 1h 40m 32s [2025-11-22T01:48:42.634440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:42.634502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:42.639602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:42.641341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:42.641369] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 2.96%, Actual: 2.93% [2025-11-22T01:48:42.641831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:42.644424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:42.664757] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 38.9s | Global ETA: 1h 40m 33s [2025-11-22T01:48:42.665780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:42.665853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:42.671143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:42.673061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:42.673580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:42.674051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:42.720924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:42.722233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:42.817027] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -7.37%, Actual: 4.03% [2025-11-22T01:48:42.992786] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 4.19% [2025-11-22T01:48:43.032823] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 19.0s | Global ETA: 1h 40m 35s [2025-11-22T01:48:43.033744] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:43.033807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.038603] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:43.039441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:43.042065] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:43.044074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:43.171770] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 2.10% [2025-11-22T01:48:43.220925] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 16.5s | Global ETA: 1h 40m 36s [2025-11-22T01:48:43.221861] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:43.221924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.226933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:43.229114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:43.229729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:43.233205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:43.340137] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.89% | Symbol ETA: 38.3s | Global ETA: 1h 40m 37s [2025-11-22T01:48:43.341073] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:43.341138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.346004] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 2.84% [2025-11-22T01:48:43.346180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:43.348098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:43.348581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:43.349111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:43.399530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:43.400855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:43.513309] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.55%, Actual: 1.37% [2025-11-22T01:48:43.658390] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 18.6s | Global ETA: 1h 40m 39s [2025-11-22T01:48:43.659363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:43.659428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.664361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:43.665194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:43.667857] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:43.669900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:43.679047] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 2.47%, Actual: 1.62% [2025-11-22T01:48:43.679269] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 41.0756% [2025-11-22T01:48:43.679351] [INFO ] [main ] GNRC: DISCARDED add_composite_volatility_context (score: 41.08%) [2025-11-22T01:48:43.679395] [INFO ] [main ] GNRC: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:48:43.679427] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T01:48:43.679462] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:43.693602] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:43.694911] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:43.694971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.699846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:43.702260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:43.804324] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 15.9s | Global ETA: 1h 40m 40s [2025-11-22T01:48:43.973208] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.65% [2025-11-22T01:48:43.991391] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.33% | Symbol ETA: 37.6s | Global ETA: 1h 40m 41s [2025-11-22T01:48:43.992334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:43.992396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:43.997134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:43.998894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:43.999360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:43.999761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:44.043028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:44.044025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:44.139827] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 0.18% [2025-11-22T01:48:44.306628] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 18.1s | Global ETA: 1h 40m 43s [2025-11-22T01:48:44.307593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:44.307680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:44.310591] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.04% [2025-11-22T01:48:44.312884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:44.313833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:44.316588] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:44.318921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:44.419821] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.85% | Symbol ETA: 1m 16s | Global ETA: 1h 40m 43s [2025-11-22T01:48:44.420793] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:44.420856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:44.425972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:44.428700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:44.477777] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 0.02% [2025-11-22T01:48:44.640541] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 37.0s | Global ETA: 1h 40m 45s [2025-11-22T01:48:44.641444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:44.641507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:44.646272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:44.648031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:44.648503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:44.648910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:44.650024] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.25% [2025-11-22T01:48:44.692324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:44.693335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:44.819350] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 0.51% [2025-11-22T01:48:44.901246] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.33% | Symbol ETA: 17.4s | Global ETA: 1h 40m 46s [2025-11-22T01:48:44.902135] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:44.902197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:44.906983] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:44.907808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:44.910385] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:44.912358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:44.987900] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.33%, Actual: 1.16% [2025-11-22T01:48:45.130781] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 1m 15s | Global ETA: 1h 40m 48s [2025-11-22T01:48:45.131717] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:45.131781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.136841] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:45.139401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:45.157427] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 0.72% [2025-11-22T01:48:45.312481] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 36.3s | Global ETA: 1h 40m 49s [2025-11-22T01:48:45.313415] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:45.313477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.318312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:45.320096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:45.320591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:45.321002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:45.329036] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 7.23% [2025-11-22T01:48:45.366886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:45.368112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:45.480693] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 16.7s | Global ETA: 1h 40m 50s [2025-11-22T01:48:45.481554] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:45.481616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.486405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:45.487197] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:45.489805] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:45.491768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:45.496386] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.56% [2025-11-22T01:48:45.496577] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.7996% [2025-11-22T01:48:45.496671] [INFO ] [main ] AIV: DISCARDED add_late_hour_microstructure (score: 39.80%) [2025-11-22T01:48:45.496716] [INFO ] [main ] AIV: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:48:45.496749] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure'] [2025-11-22T01:48:45.496783] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:45.507905] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:45.509142] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:45.509217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.514047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:45.515885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:45.516355] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:45.517367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:45.844892] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 1m 14s | Global ETA: 1h 40m 52s [2025-11-22T01:48:45.845923] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:45.845988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.851241] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:45.853791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:45.978552] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 35.7s | Global ETA: 1h 40m 53s [2025-11-22T01:48:45.979504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:45.979570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:45.984474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:45.986313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:45.986817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:45.989127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:46.034477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:48:46.035790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.059430] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 16.1s | Global ETA: 1h 40m 53s [2025-11-22T01:48:46.060311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:46.060374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:46.065041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:46.065822] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:46.068397] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:46.070387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.086543] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 19.6s | Global ETA: 1h 40m 54s [2025-11-22T01:48:46.087473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:46.087535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:46.092275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:46.094032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:46.094505] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:46.095489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.548111] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 1m 14s | Global ETA: 1h 40m 56s [2025-11-22T01:48:46.549041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:46.549104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:46.553971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:46.556492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.619711] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 35.0s | Global ETA: 1h 40m 57s [2025-11-22T01:48:46.631355] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 15.5s | Global ETA: 1h 40m 57s [2025-11-22T01:48:46.632284] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:46.632346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:46.637064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:46.637849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:46.640364] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:46.642326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.659804] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 19.0s | Global ETA: 1h 40m 57s [2025-11-22T01:48:46.660705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:46.660767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:46.665501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:46.667328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:46.667833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:46.668830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:46.786055] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 5.45% [2025-11-22T01:48:46.955263] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.85%, Actual: 4.39% [2025-11-22T01:48:47.141865] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 1.63% [2025-11-22T01:48:47.207449] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 14.9s | Global ETA: 1h 41m 0s [2025-11-22T01:48:47.208343] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:47.208415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.213086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:47.213868] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:47.216382] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:47.218338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:47.231721] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -7.75% | Symbol ETA: 1m 13s | Global ETA: 1h 41m 1s [2025-11-22T01:48:47.232674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:47.232739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.235599] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 18.4s | Global ETA: 1h 41m 1s [2025-11-22T01:48:47.236528] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:47.236593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.237780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:47.240282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:47.241405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:47.243212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:47.243714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:47.244719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:47.310228] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 2.18% [2025-11-22T01:48:47.477557] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.89%, Actual: 0.25% [2025-11-22T01:48:47.660533] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.33%, Actual: 2.59% [2025-11-22T01:48:47.788292] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 14.3s | Global ETA: 1h 41m 4s [2025-11-22T01:48:47.789199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:47.789275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.793991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:47.794788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:47.797357] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:47.799375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:47.828154] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 17.9s | Global ETA: 1h 41m 4s [2025-11-22T01:48:47.829124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:47.829193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.834146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:47.836365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:47.836890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:47.837617] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 1.45% [2025-11-22T01:48:47.837933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:47.940899] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 9.62% | Symbol ETA: 1m 12s | Global ETA: 1h 41m 5s [2025-11-22T01:48:47.941855] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:47.941916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:47.946941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:47.949683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:48.005607] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 2.77% [2025-11-22T01:48:48.172856] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.89% [2025-11-22T01:48:48.345256] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 0.29% [2025-11-22T01:48:48.345465] [INFO ] [main ] BV: Magnitude Forecast Confidence: 37.4613% [2025-11-22T01:48:48.345517] [INFO ] [main ] BV: DISCARDED add_gap_morning_composite (score: 37.46%) [2025-11-22T01:48:48.345555] [INFO ] [main ] BV: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:48:48.345586] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T01:48:48.345620] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:48.359942] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:48.361391] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:48.361454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:48.366203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:48.367995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:48.368465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:48.368876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:48.369014] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 13.7s | Global ETA: 1h 41m 7s [2025-11-22T01:48:48.412697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:48.419528] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.93% | Symbol ETA: 17.3s | Global ETA: 1h 41m 8s [2025-11-22T01:48:48.420501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:48.420563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:48.425489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:48.427383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:48.427892] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:48.428954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:48.469740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:48.535471] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 1.69% [2025-11-22T01:48:48.633764] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -3.60% | Symbol ETA: 1m 11s | Global ETA: 1h 41m 9s [2025-11-22T01:48:48.634634] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:48.634717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:48.639468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:48.641903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:48.700480] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.11% [2025-11-22T01:48:48.877073] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.52% [2025-11-22T01:48:49.007980] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.48% | Symbol ETA: 16.7s | Global ETA: 1h 41m 11s [2025-11-22T01:48:49.008915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:49.008979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:49.013939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:49.015716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:49.016202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:49.017229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:49.047130] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 0.33% [2025-11-22T01:48:49.062973] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 37.3s | Global ETA: 1h 41m 12s [2025-11-22T01:48:49.063876] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:49.063938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:49.068658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:49.070372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:49.070861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:49.071248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:49.114415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:49.173450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:49.217877] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.41% [2025-11-22T01:48:49.323545] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 1m 11s | Global ETA: 1h 41m 13s [2025-11-22T01:48:49.324431] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:49.324491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:49.329379] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:49.331857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:49.386803] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.94% [2025-11-22T01:48:49.556987] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 0.24% [2025-11-22T01:48:49.577329] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 6.08% | Symbol ETA: 16.1s | Global ETA: 1h 41m 15s [2025-11-22T01:48:49.578237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:49.578301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:49.583013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:49.584763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:49.585237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:49.586219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:49.727661] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.73% [2025-11-22T01:48:49.750771] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.89% | Symbol ETA: 36.6s | Global ETA: 1h 41m 16s [2025-11-22T01:48:49.751633] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:49.751723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:49.756450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:49.758299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:49.758791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:49.759172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:49.802573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:49.858865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:49.899460] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 0.19% [2025-11-22T01:48:50.026544] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.04% | Symbol ETA: 1m 10s | Global ETA: 1h 41m 18s [2025-11-22T01:48:50.027997] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:50.028059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.032946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:48:50.035442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.070928] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.78% [2025-11-22T01:48:50.071115] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 41.1658% [2025-11-22T01:48:50.071213] [INFO ] [main ] CMSD: DISCARDED add_micro_gap_fill_velocity (score: 41.17%) [2025-11-22T01:48:50.071258] [INFO ] [main ] CMSD: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:48:50.071291] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:48:50.071326] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:50.083440] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:50.084738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:50.084799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.089761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:50.090580] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:50.093250] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:50.094017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.160628] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 15.6s | Global ETA: 1h 41m 18s [2025-11-22T01:48:50.161535] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:50.161597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.166335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:50.168078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:50.168579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:50.169592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.440034] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.16% | Symbol ETA: 35.8s | Global ETA: 1h 41m 20s [2025-11-22T01:48:50.440923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:50.440985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.445765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:50.447513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:50.447994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:50.448380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:50.491916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:50.549488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.674132] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 17.5s | Global ETA: 1h 41m 22s [2025-11-22T01:48:50.675001] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:50.675061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.679824] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:50.680935] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:50.683485] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:50.684227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.717350] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 5.75% | Symbol ETA: 1m 9s | Global ETA: 1h 41m 22s [2025-11-22T01:48:50.745895] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 15.0s | Global ETA: 1h 41m 22s [2025-11-22T01:48:50.747042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:50.747131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:50.752563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:50.754597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:50.755142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:48:50.756450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:50.892609] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.85%, Actual: 0.93% [2025-11-22T01:48:51.065706] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.77% [2025-11-22T01:48:51.206697] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.46% | Symbol ETA: 35.3s | Global ETA: 1h 41m 25s [2025-11-22T01:48:51.207616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:51.207699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:51.212426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:51.214193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:51.214679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:51.215067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:51.229978] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 3.34% [2025-11-22T01:48:51.247290] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 16.9s | Global ETA: 1h 41m 25s [2025-11-22T01:48:51.248181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:51.248243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:51.252973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:51.253769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:51.256335] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:51.257080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:51.258119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:51.313765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:51.316802] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 14.4s | Global ETA: 1h 41m 26s [2025-11-22T01:48:51.395480] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 2.93% [2025-11-22T01:48:51.484276] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.65% [2025-11-22T01:48:51.563473] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -7.75%, Actual: 4.03% [2025-11-22T01:48:51.651040] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.18% [2025-11-22T01:48:51.729481] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 9.62%, Actual: 4.19% [2025-11-22T01:48:51.817133] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.04% [2025-11-22T01:48:51.821279] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 16.3s | Global ETA: 1h 41m 29s [2025-11-22T01:48:51.822198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:51.822260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:51.827197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:51.827998] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:51.830590] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:51.831372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:51.897606] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 3.12% | Symbol ETA: 34.5s | Global ETA: 1h 41m 29s [2025-11-22T01:48:51.897914] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -3.60%, Actual: 2.10% [2025-11-22T01:48:51.898518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:51.898584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:51.903374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:51.905126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:51.905595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:51.906006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:51.948961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:51.984632] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 0.02% [2025-11-22T01:48:52.005549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:52.063120] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.10%, Actual: 2.84% [2025-11-22T01:48:52.151816] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.93%, Actual: 0.25% [2025-11-22T01:48:52.228363] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.04%, Actual: 1.37% [2025-11-22T01:48:52.317806] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 0.51% [2025-11-22T01:48:52.394924] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 5.75%, Actual: 1.62% [2025-11-22T01:48:52.395124] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 41.7413% [2025-11-22T01:48:52.395201] [INFO ] [main ] GNRC: DISCARDED add_day_shape_ratios (score: 41.74%) [2025-11-22T01:48:52.395175] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 15.7s | Global ETA: 1h 41m 32s [2025-11-22T01:48:52.396068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:52.396149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:52.395244] [INFO ] [main ] GNRC: Testing feature 8/53: add_directional_consistency [2025-11-22T01:48:52.397310] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency'] [2025-11-22T01:48:52.397356] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:48:52.400893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:52.401674] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:52.404242] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:52.404976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:52.413027] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:52.414443] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:52.414503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:52.419268] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:52.483595] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 6.08%, Actual: 1.16% [2025-11-22T01:48:52.545975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:52.598057] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.85% | Symbol ETA: 33.8s | Global ETA: 1h 41m 33s [2025-11-22T01:48:52.598980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:52.599045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:52.603943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:52.605722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:52.606196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:52.606589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:52.649765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:52.650478] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.72% [2025-11-22T01:48:52.705466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:52.816971] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 7.23% [2025-11-22T01:48:52.971812] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 15.1s | Global ETA: 1h 41m 36s [2025-11-22T01:48:52.972691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:52.972752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:52.977546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:52.978328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:52.980853] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:52.981562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:52.983031] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.56% [2025-11-22T01:48:52.983222] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 38.7773% [2025-11-22T01:48:52.983298] [INFO ] [main ] AIV: DISCARDED add_late_session_pressure (score: 38.78%) [2025-11-22T01:48:52.983341] [INFO ] [main ] AIV: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:48:52.983741] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity'] [2025-11-22T01:48:52.983780] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:48:52.995076] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:52.996449] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:52.996510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.001276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:53.003076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:53.003553] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:53.005513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:53.222367] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.43% | Symbol ETA: 1m 3s | Global ETA: 1h 41m 37s [2025-11-22T01:48:53.223262] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:53.223324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.228107] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:53.287946] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 33.1s | Global ETA: 1h 41m 38s [2025-11-22T01:48:53.288864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:53.288928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.293665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:53.295390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:53.295876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:53.296262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:53.339116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:53.354365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:53.393632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:53.542505] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 14.5s | Global ETA: 1h 41m 39s [2025-11-22T01:48:53.543390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:53.543452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.548185] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:53.548971] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:53.551502] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:53.552236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:53.575124] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 18.2s | Global ETA: 1h 41m 39s [2025-11-22T01:48:53.576059] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:53.576123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.581071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:53.582879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:53.583367] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:53.585393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:53.976347] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.72% | Symbol ETA: 32.4s | Global ETA: 1h 41m 42s [2025-11-22T01:48:53.977617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:53.977709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:53.982739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:53.984502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:53.985001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:53.985415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:54.022196] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.46% | Symbol ETA: 1m 2s | Global ETA: 1h 41m 42s [2025-11-22T01:48:54.023113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:54.023175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.027963] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:54.030295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:54.085748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.115358] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 13.9s | Global ETA: 1h 41m 43s [2025-11-22T01:48:54.116244] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:54.116305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.120985] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:54.121769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:54.124292] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:54.125035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.152481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.179604] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 17.7s | Global ETA: 1h 41m 43s [2025-11-22T01:48:54.180590] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:54.180689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.186357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:54.188422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:54.188968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:54.191048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.684782] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 31.7s | Global ETA: 1h 41m 46s [2025-11-22T01:48:54.685678] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:54.685741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.685777] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 13.4s | Global ETA: 1h 41m 46s [2025-11-22T01:48:54.686691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:54.686752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.690625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:54.691691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:54.692467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:54.692468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:54.692965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:54.693370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:54.695065] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:54.696140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.737569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:48:54.780919] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 17.2s | Global ETA: 1h 41m 47s [2025-11-22T01:48:54.781850] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:54.781927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.786702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:54.788490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:54.788986] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:54.790956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.794263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:54.832771] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.40% | Symbol ETA: 1m 2s | Global ETA: 1h 41m 47s [2025-11-22T01:48:54.833746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:54.833810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:54.839090] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:54.972297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:55.264291] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 12.8s | Global ETA: 1h 41m 50s [2025-11-22T01:48:55.265197] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:55.265259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:55.270119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:55.270895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:55.273454] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:48:55.274192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:55.387731] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 16.6s | Global ETA: 1h 41m 50s [2025-11-22T01:48:55.388881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:55.388945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:55.394495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:55.395099] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.90% | Symbol ETA: 31.0s | Global ETA: 1h 41m 51s [2025-11-22T01:48:55.396732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:55.397268] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:55.399559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:55.566018] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 5.45% [2025-11-22T01:48:55.671692] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.87% | Symbol ETA: 1m 1s | Global ETA: 1h 41m 52s [2025-11-22T01:48:55.672704] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:55.672768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:55.677816] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:55.737502] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.89%, Actual: 4.39% [2025-11-22T01:48:55.811035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:55.842416] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 12.2s | Global ETA: 1h 41m 53s [2025-11-22T01:48:55.908230] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.16%, Actual: 1.63% [2025-11-22T01:48:55.998818] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 16.0s | Global ETA: 1h 41m 54s [2025-11-22T01:48:55.999756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:55.999820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:56.004949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:56.006823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:56.007352] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:56.009399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:56.014360] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 1.69% [2025-11-22T01:48:56.081799] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.46%, Actual: 2.18% [2025-11-22T01:48:56.183156] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.11% [2025-11-22T01:48:56.250747] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 3.12%, Actual: 0.25% [2025-11-22T01:48:56.353786] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.52% [2025-11-22T01:48:56.421308] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.85%, Actual: 2.59% [2025-11-22T01:48:56.494834] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.60% | Symbol ETA: 1m 0s | Global ETA: 1h 41m 57s [2025-11-22T01:48:56.495763] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:56.495826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:56.500885] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:56.524478] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.33% [2025-11-22T01:48:56.592814] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.45% [2025-11-22T01:48:56.600964] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 15.4s | Global ETA: 1h 41m 58s [2025-11-22T01:48:56.601911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:56.601976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:56.606918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:56.608802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:56.609292] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:56.611340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:56.630182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:56.694866] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.41% [2025-11-22T01:48:56.759725] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 2.77% [2025-11-22T01:48:56.865952] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.94% [2025-11-22T01:48:56.929987] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.82%, Actual: 0.89% [2025-11-22T01:48:57.038918] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.24% [2025-11-22T01:48:57.103620] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.90%, Actual: 0.29% [2025-11-22T01:48:57.103851] [INFO ] [main ] BV: Magnitude Forecast Confidence: 40.2930% [2025-11-22T01:48:57.103968] [INFO ] [main ] BV: DISCARDED add_gap_resolution_state (score: 40.29%) [2025-11-22T01:48:57.104012] [INFO ] [main ] BV: Testing feature 13/53: add_gaps [2025-11-22T01:48:57.104046] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T01:48:57.104080] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:48:57.118531] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:57.120036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:57.120101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.125025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:57.126899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:57.127398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:57.127813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:57.173939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:57.174935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:57.200843] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.39% | Symbol ETA: 14.8s | Global ETA: 1h 42m 2s [2025-11-22T01:48:57.201828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:57.202236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.207503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:57.209425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:57.209993] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:57.211185] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.73% [2025-11-22T01:48:57.212224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:57.330542] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 59.3s | Global ETA: 1h 42m 2s [2025-11-22T01:48:57.331482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:57.331544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.336520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:57.382097] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 0.19% [2025-11-22T01:48:57.469502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:57.551196] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.78% [2025-11-22T01:48:57.551396] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.4230% [2025-11-22T01:48:57.551476] [INFO ] [main ] CMSD: DISCARDED add_morning_followthrough_mag_T0 (score: 36.42%) [2025-11-22T01:48:57.551518] [INFO ] [main ] CMSD: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:48:57.551552] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion'] [2025-11-22T01:48:57.551586] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:48:57.562711] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:48:57.564105] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:57.564168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.569096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:57.569937] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:57.572540] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:48:57.576850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:57.771922] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 35.1s | Global ETA: 1h 42m 5s [2025-11-22T01:48:57.772828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:57.772892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.777744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:57.779537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:57.780068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:57.780506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:57.798137] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 14.2s | Global ETA: 1h 42m 5s [2025-11-22T01:48:57.799063] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:57.799125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:57.803955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:57.805718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:57.806188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:57.808183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:57.825614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:57.826522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.150228] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 16.3s | Global ETA: 1h 42m 7s [2025-11-22T01:48:58.151144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:58.151209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.156178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:58.156983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:58.159632] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:48:58.162350] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 58.5s | Global ETA: 1h 42m 7s [2025-11-22T01:48:58.163295] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:58.163362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.164082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.168671] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:58.301661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.381047] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 13.6s | Global ETA: 1h 42m 9s [2025-11-22T01:48:58.381950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:58.382013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.386853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:58.388613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:48:58.389213] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:48:58.391797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.425065] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 34.4s | Global ETA: 1h 42m 9s [2025-11-22T01:48:58.426020] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:58.426086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.431036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:58.432851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:58.433338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:58.433754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:58.477737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:58.478691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.743268] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 15.8s | Global ETA: 1h 42m 11s [2025-11-22T01:48:58.744158] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:58.744243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.749063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:58.749888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:58.752447] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:48:58.756745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:58.986596] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 57.7s | Global ETA: 1h 42m 13s [2025-11-22T01:48:58.987592] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:58.987675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:58.988819] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 13.0s | Global ETA: 1h 42m 13s [2025-11-22T01:48:58.992625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:59.092130] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 33.8s | Global ETA: 1h 42m 13s [2025-11-22T01:48:59.093056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:59.093120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:59.098263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:59.100070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:59.100562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:59.101019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:59.125919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:59.148141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:59.149082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:59.169517] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 0.65% [2025-11-22T01:48:59.325849] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 15.2s | Global ETA: 1h 42m 15s [2025-11-22T01:48:59.326736] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:59.326799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:59.331559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:59.332343] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:59.334905] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:48:59.335508] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.18% [2025-11-22T01:48:59.339161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:59.503062] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 1.04% [2025-11-22T01:48:59.671336] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 0.02% [2025-11-22T01:48:59.750030] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 33.1s | Global ETA: 1h 42m 17s [2025-11-22T01:48:59.750985] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:48:59.751048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:59.755924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:48:59.757723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:48:59.758203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:48:59.758599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:48:59.803283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:48:59.804233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:59.817087] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.89% | Symbol ETA: 56.9s | Global ETA: 1h 42m 18s [2025-11-22T01:48:59.818080] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:48:59.818145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:59.823160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:48:59.837836] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.25% [2025-11-22T01:48:59.909097] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 14.6s | Global ETA: 1h 42m 18s [2025-11-22T01:48:59.910339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:48:59.910401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:48:59.915235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:48:59.916058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:48:59.918682] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:48:59.922965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:48:59.956483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:00.005941] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 0.51% [2025-11-22T01:49:00.175335] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.39%, Actual: 1.16% [2025-11-22T01:49:00.350839] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.72% [2025-11-22T01:49:00.504870] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 14.0s | Global ETA: 1h 42m 22s [2025-11-22T01:49:00.505750] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:00.505812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:00.510596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:00.511388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:00.513959] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:00.518203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:00.548202] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 7.23% [2025-11-22T01:49:00.561846] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 32.6s | Global ETA: 1h 42m 22s [2025-11-22T01:49:00.562991] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:00.563059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:00.574433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:00.579441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:00.579971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:00.580436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:00.657898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:00.658952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:00.886627] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.56% [2025-11-22T01:49:00.886856] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.1280% [2025-11-22T01:49:00.886950] [INFO ] [main ] AIV: DISCARDED add_micro_gap_fill_velocity (score: 37.13%) [2025-11-22T01:49:00.886997] [INFO ] [main ] AIV: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:49:00.887030] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:49:00.887089] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:00.887587] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 5.34% | Symbol ETA: 56.0s | Global ETA: 1h 42m 24s [2025-11-22T01:49:00.910059] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:00.914690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:00.914756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:00.925729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:00.927609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:00.928126] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:00.931901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:01.061972] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.43%, Actual: 0.93% [2025-11-22T01:49:01.270134] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 13.5s | Global ETA: 1h 42m 27s [2025-11-22T01:49:01.271130] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:01.271203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:01.276585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:01.277505] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:01.280145] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:01.284626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:01.287067] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 0.77% [2025-11-22T01:49:01.308874] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.44% | Symbol ETA: 32.0s | Global ETA: 1h 42m 27s [2025-11-22T01:49:01.309816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:01.309881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:01.314677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:01.316426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:01.316926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:01.317351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:01.360967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:01.362129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:01.459104] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.40%, Actual: 3.34% [2025-11-22T01:49:01.531745] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 18.2s | Global ETA: 1h 42m 28s [2025-11-22T01:49:01.532683] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:01.532746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:01.537764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:01.539553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:01.540081] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:01.540798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:01.625040] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.87%, Actual: 2.93% [2025-11-22T01:49:01.791703] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.60%, Actual: 4.03% [2025-11-22T01:49:01.858158] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 12.9s | Global ETA: 1h 42m 30s [2025-11-22T01:49:01.859057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:01.859139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:01.863907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:01.864713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:01.867347] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:01.871557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:01.966149] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 4.19% [2025-11-22T01:49:01.985198] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 31.3s | Global ETA: 1h 42m 31s [2025-11-22T01:49:01.986109] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:01.986172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:01.991031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:01.992791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:01.993267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:01.993685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:02.037148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:02.037969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:02.122275] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 17.5s | Global ETA: 1h 42m 32s [2025-11-22T01:49:02.123197] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:02.123260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:02.128424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:02.130312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:02.130820] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:02.131515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:02.141111] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 2.10% [2025-11-22T01:49:02.312036] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.92%, Actual: 2.84% [2025-11-22T01:49:02.454866] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 12.3s | Global ETA: 1h 42m 34s [2025-11-22T01:49:02.455841] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:02.455905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:02.460949] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:02.461760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:02.464418] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:02.469222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:02.483807] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.89%, Actual: 1.37% [2025-11-22T01:49:02.630068] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 30.6s | Global ETA: 1h 42m 35s [2025-11-22T01:49:02.630992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:02.631059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:02.636005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:02.637920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:02.638418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:02.638882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:02.653482] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 5.34%, Actual: 1.62% [2025-11-22T01:49:02.653760] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 55.6892% [2025-11-22T01:49:02.653843] [INFO ] [main ] GNRC: DISCARDED add_directional_consistency (score: 55.69%) [2025-11-22T01:49:02.653885] [INFO ] [main ] GNRC: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:49:02.653916] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range'] [2025-11-22T01:49:02.653950] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:02.666952] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:02.668359] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:02.668421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:02.673400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:02.675296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:02.684524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:02.685632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:02.702718] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 16.8s | Global ETA: 1h 42m 35s [2025-11-22T01:49:02.703889] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:02.703950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:02.708767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:02.710476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:02.710974] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:02.711638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.037792] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 11.7s | Global ETA: 1h 42m 37s [2025-11-22T01:49:03.038693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:03.038755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:03.043466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:03.044253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:03.046801] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:03.050997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.276252] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 16.2s | Global ETA: 1h 42m 39s [2025-11-22T01:49:03.277177] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:03.277240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:03.282112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:03.283882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:03.284370] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:03.285084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.292801] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 3.40% | Symbol ETA: 29.9s | Global ETA: 1h 42m 39s [2025-11-22T01:49:03.293756] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:03.293823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:03.299098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:03.300938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:03.301456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:03.301896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:03.348352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:03.349397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.354270] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.13% | Symbol ETA: 1m 3s | Global ETA: 1h 42m 39s [2025-11-22T01:49:03.355173] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:03.355233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:03.360022] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:03.361684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.621625] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 11.0s | Global ETA: 1h 42m 41s [2025-11-22T01:49:03.789030] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.69% [2025-11-22T01:49:03.857703] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 15.6s | Global ETA: 1h 42m 42s [2025-11-22T01:49:03.858592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:03.858688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:03.863440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:03.865216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:03.865768] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:03.866436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:03.957153] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.11% [2025-11-22T01:49:03.984536] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 29.2s | Global ETA: 1h 42m 43s [2025-11-22T01:49:04.032768] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -5.65% | Symbol ETA: 1m 2s | Global ETA: 1h 42m 43s [2025-11-22T01:49:04.033656] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:04.033717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:04.038476] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:04.040167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:04.123513] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.52% [2025-11-22T01:49:04.159088] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 5.45% [2025-11-22T01:49:04.292728] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.33% [2025-11-22T01:49:04.330463] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 4.39% [2025-11-22T01:49:04.431414] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 15.0s | Global ETA: 1h 42m 46s [2025-11-22T01:49:04.432305] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:04.432366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:04.437173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:04.438922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:04.439393] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:04.440085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:04.459493] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.41% [2025-11-22T01:49:04.496825] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 1.63% [2025-11-22T01:49:04.626396] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.94% [2025-11-22T01:49:04.663759] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 2.18% [2025-11-22T01:49:04.707634] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.62% | Symbol ETA: 1m 1s | Global ETA: 1h 42m 48s [2025-11-22T01:49:04.708524] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:04.708589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:04.713368] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:04.715035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:04.792639] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.24% [2025-11-22T01:49:04.831458] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.25% [2025-11-22T01:49:04.958254] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.73% [2025-11-22T01:49:04.998673] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.44%, Actual: 2.59% [2025-11-22T01:49:04.999413] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.33% | Symbol ETA: 14.4s | Global ETA: 1h 42m 49s [2025-11-22T01:49:05.000303] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:05.000364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.005122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:05.006842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:05.007332] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:05.008024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:05.131705] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 0.19% [2025-11-22T01:49:05.172914] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.99%, Actual: 1.45% [2025-11-22T01:49:05.302444] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.78% [2025-11-22T01:49:05.302639] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 47.0164% [2025-11-22T01:49:05.302779] [INFO ] [main ] CMSD: KEPT add_morning_range_expansion (score: 47.02%) [2025-11-22T01:49:05.302825] [INFO ] [main ] CMSD: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:49:05.303194] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_open_11_elasticity'] [2025-11-22T01:49:05.303234] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:05.315172] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:05.316617] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:05.316701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.321534] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:05.322334] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:05.324948] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:05.329208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:05.330342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:05.342441] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 2.77% [2025-11-22T01:49:05.396959] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 1m 1s | Global ETA: 1h 42m 52s [2025-11-22T01:49:05.397943] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:05.398006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.403058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:05.404817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:05.511332] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 3.40%, Actual: 0.89% [2025-11-22T01:49:05.673325] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.59% | Symbol ETA: 13.8s | Global ETA: 1h 42m 53s [2025-11-22T01:49:05.674239] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:05.674299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.679155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:05.680785] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 0.29% [2025-11-22T01:49:05.680880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:05.680997] [INFO ] [main ] BV: Magnitude Forecast Confidence: 45.0337% [2025-11-22T01:49:05.681104] [INFO ] [main ] BV: DISCARDED add_gaps (score: 45.03%) [2025-11-22T01:49:05.681149] [INFO ] [main ] BV: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:49:05.681182] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T01:49:05.681217] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:05.681353] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:05.682048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:05.695490] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:05.696775] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:05.696838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.701588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:05.703370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:05.703877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:05.704266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:05.748054] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:05.749558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:05.924954] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 16.0s | Global ETA: 1h 42m 55s [2025-11-22T01:49:05.925885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:05.925960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:05.930745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:05.931520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:05.935559] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:05.940233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:05.941388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:06.148282] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.87% | Symbol ETA: 59.9s | Global ETA: 1h 42m 56s [2025-11-22T01:49:06.149231] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:06.149294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:06.154949] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:06.156813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:06.261222] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 13.2s | Global ETA: 1h 42m 57s [2025-11-22T01:49:06.262129] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:06.262191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:06.266979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:06.268782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:06.269251] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:49:06.269947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:06.441167] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 32.4s | Global ETA: 1h 42m 58s [2025-11-22T01:49:06.442105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:06.442171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:06.447210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:06.449028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:06.449521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:06.449948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:06.495713] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:06.500504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:06.526916] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 15.4s | Global ETA: 1h 42m 59s [2025-11-22T01:49:06.527825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:06.527888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:06.532618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:06.533407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:06.536020] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:06.540249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:06.541381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:06.839299] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 12.6s | Global ETA: 1h 43m 1s [2025-11-22T01:49:06.871013] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.49% | Symbol ETA: 59.2s | Global ETA: 1h 43m 1s [2025-11-22T01:49:06.871970] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:06.872032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:06.877325] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:06.879072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.014061] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.65% [2025-11-22T01:49:07.098542] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 31.3s | Global ETA: 1h 43m 2s [2025-11-22T01:49:07.100056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:07.100121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:07.104871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:07.106587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:07.107082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:07.107519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:07.108195] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 14.8s | Global ETA: 1h 43m 2s [2025-11-22T01:49:07.109090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:07.109154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:07.113939] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:07.114733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:07.117330] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:07.121559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:07.122722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.151805] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:07.153325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.187006] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:49:07.365112] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.71%, Actual: 1.04% [2025-11-22T01:49:07.538093] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 0.02% [2025-11-22T01:49:07.548686] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 58.5s | Global ETA: 1h 43m 5s [2025-11-22T01:49:07.549558] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:07.549619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:07.554331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:07.555983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.691375] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 14.1s | Global ETA: 1h 43m 6s [2025-11-22T01:49:07.692268] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:07.692332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:07.697038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:07.697894] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:07.700438] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:07.704694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:07.705836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.719942] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.25% [2025-11-22T01:49:07.749068] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.71% | Symbol ETA: 30.5s | Global ETA: 1h 43m 6s [2025-11-22T01:49:07.750019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:07.750085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:07.755015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:07.756862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:07.757400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:07.757836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:07.803203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:07.804721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:07.891361] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.51% [2025-11-22T01:49:08.068909] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.33%, Actual: 1.16% [2025-11-22T01:49:08.238369] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.59%, Actual: 0.72% [2025-11-22T01:49:08.251471] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.74% | Symbol ETA: 57.8s | Global ETA: 1h 43m 9s [2025-11-22T01:49:08.252417] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:08.252482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.258982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:08.261520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:08.274373] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 13.5s | Global ETA: 1h 43m 9s [2025-11-22T01:49:08.275271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:08.275333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.280097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:08.280885] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:08.283419] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:08.287693] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:08.288858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:08.405601] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 7.23% [2025-11-22T01:49:08.413137] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 29.8s | Global ETA: 1h 43m 10s [2025-11-22T01:49:08.414136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:08.414206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.419940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:08.422213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:08.422814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:08.423669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:08.469939] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:08.471522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:08.576689] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.56% [2025-11-22T01:49:08.576901] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.8286% [2025-11-22T01:49:08.576992] [INFO ] [main ] AIV: DISCARDED add_morning_followthrough_mag_T0 (score: 39.83%) [2025-11-22T01:49:08.577037] [INFO ] [main ] AIV: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:49:08.577068] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_range_expansion'] [2025-11-22T01:49:08.577116] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:08.588746] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:08.590119] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:08.590180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.594953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:08.596725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:08.597229] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:08.601342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:08.857680] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 12.9s | Global ETA: 1h 43m 13s [2025-11-22T01:49:08.858555] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:08.858618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.864048] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:08.864867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:08.867526] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:08.871793] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:08.872940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:08.951344] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.82% | Symbol ETA: 57.1s | Global ETA: 1h 43m 14s [2025-11-22T01:49:08.952344] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:08.952409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:08.958151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:49:08.960058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.080155] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.71% | Symbol ETA: 29.1s | Global ETA: 1h 43m 14s [2025-11-22T01:49:09.081050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:09.081114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:09.085931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:09.087704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:09.088180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:09.088568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:09.131164] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:09.132412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.164820] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.70% | Symbol ETA: 16.5s | Global ETA: 1h 43m 15s [2025-11-22T01:49:09.165744] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:09.165806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:09.170483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:09.172199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:09.172688] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:09.176820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.444559] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 12.3s | Global ETA: 1h 43m 17s [2025-11-22T01:49:09.445459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:09.445522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:09.451302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:09.452092] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:09.454628] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:09.458947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:09.460083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.648520] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 8.32% | Symbol ETA: 56.4s | Global ETA: 1h 43m 18s [2025-11-22T01:49:09.719216] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 28.4s | Global ETA: 1h 43m 18s [2025-11-22T01:49:09.720123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:09.720186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:09.725054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:09.726796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:09.727302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:09.727712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:09.740712] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 16.0s | Global ETA: 1h 43m 18s [2025-11-22T01:49:09.741574] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:09.741654] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:09.746390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:09.748381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:09.748895] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:09.753027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.770241] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:09.771465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:09.815663] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.13%, Actual: 0.93% [2025-11-22T01:49:09.986057] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -5.65%, Actual: 0.77% [2025-11-22T01:49:10.033193] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 11.7s | Global ETA: 1h 43m 20s [2025-11-22T01:49:10.034101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:10.034163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.038945] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:10.039757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:10.042300] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:10.046525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:10.047705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:10.163449] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.62%, Actual: 3.34% [2025-11-22T01:49:10.321315] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 15.4s | Global ETA: 1h 43m 22s [2025-11-22T01:49:10.322203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:10.322265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.326990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:10.328761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:10.329229] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:10.332357] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 2.93% [2025-11-22T01:49:10.333310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:10.356452] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 3.09% | Symbol ETA: 27.7s | Global ETA: 1h 43m 22s [2025-11-22T01:49:10.357369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:10.357435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.362220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:10.363977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:10.364453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:10.364870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:10.407522] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:10.408787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:10.499938] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.87%, Actual: 4.03% [2025-11-22T01:49:10.614242] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 11.2s | Global ETA: 1h 43m 24s [2025-11-22T01:49:10.615134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:10.615225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.619987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:10.620784] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:10.623341] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:10.627596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:10.628765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:10.669171] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.49%, Actual: 4.19% [2025-11-22T01:49:10.837614] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 2.10% [2025-11-22T01:49:10.898057] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 14.8s | Global ETA: 1h 43m 25s [2025-11-22T01:49:10.899005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:10.899070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.903943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:10.905723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:10.906207] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:10.910526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:10.991042] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 27.1s | Global ETA: 1h 43m 26s [2025-11-22T01:49:10.991941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:10.992003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:10.996755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:10.998484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:10.998977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:10.999363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:11.008281] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.74%, Actual: 2.84% [2025-11-22T01:49:11.041625] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:11.042903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:11.176123] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.82%, Actual: 1.37% [2025-11-22T01:49:11.199287] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 10.6s | Global ETA: 1h 43m 27s [2025-11-22T01:49:11.342760] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 8.32%, Actual: 1.62% [2025-11-22T01:49:11.342961] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 35.9982% [2025-11-22T01:49:11.343038] [INFO ] [main ] GNRC: DISCARDED add_fullday_parkinson_range (score: 36.00%) [2025-11-22T01:49:11.343081] [INFO ] [main ] GNRC: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:49:11.343113] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state'] [2025-11-22T01:49:11.343148] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:11.357522] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:11.359052] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:11.359111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:11.363982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:11.368025] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 1.69% [2025-11-22T01:49:11.408748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:11.482234] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 14.2s | Global ETA: 1h 43m 29s [2025-11-22T01:49:11.483120] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:11.483182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:11.488021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:11.489905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:11.490401] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:11.494628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:11.536087] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.11% [2025-11-22T01:49:11.619736] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 26.4s | Global ETA: 1h 43m 30s [2025-11-22T01:49:11.620601] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:11.620684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:11.625413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:11.627171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:11.627658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:11.628047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:11.670832] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:11.672092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:11.703746] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.52% [2025-11-22T01:49:11.874142] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.33% [2025-11-22T01:49:12.041315] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.41% [2025-11-22T01:49:12.064260] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 13.7s | Global ETA: 1h 43m 33s [2025-11-22T01:49:12.065191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:12.068398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:12.076037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:12.078347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:12.078953] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:12.083476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:12.090605] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.69% | Symbol ETA: 48.1s | Global ETA: 1h 43m 33s [2025-11-22T01:49:12.091502] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:12.091562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:12.096330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:12.140657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:12.207774] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 0.94% [2025-11-22T01:49:12.250468] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 25.7s | Global ETA: 1h 43m 34s [2025-11-22T01:49:12.375919] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.24% [2025-11-22T01:49:12.417435] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 5.45% [2025-11-22T01:49:12.543955] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.73% [2025-11-22T01:49:12.583104] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 4.39% [2025-11-22T01:49:12.655747] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.13% | Symbol ETA: 13.1s | Global ETA: 1h 43m 36s [2025-11-22T01:49:12.656670] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:12.656734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:12.661465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:12.663227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:12.663717] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:12.667887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:12.711197] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 0.19% [2025-11-22T01:49:12.749206] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.71%, Actual: 1.63% [2025-11-22T01:49:12.817276] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -5.43% | Symbol ETA: 47.4s | Global ETA: 1h 43m 37s [2025-11-22T01:49:12.818175] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:12.818235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:12.822984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:12.867949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:12.877955] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.78% [2025-11-22T01:49:12.878140] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.3756% [2025-11-22T01:49:12.878191] [INFO ] [main ] CMSD: DISCARDED add_open_11_elasticity (score: 39.38%) [2025-11-22T01:49:12.878229] [INFO ] [main ] CMSD: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:49:12.878261] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_open_reversal_intensity'] [2025-11-22T01:49:12.878295] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:12.889419] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:12.890800] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:12.890863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:12.895613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:12.896431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:12.899037] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:12.903274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:12.904576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:12.915252] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 2.18% [2025-11-22T01:49:13.079489] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 0.25% [2025-11-22T01:49:13.234490] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 12.5s | Global ETA: 1h 43m 40s [2025-11-22T01:49:13.235425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:13.235487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:13.241260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:13.243015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:13.243483] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:13.247313] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 2.59% [2025-11-22T01:49:13.248628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:13.414393] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 3.09%, Actual: 1.45% [2025-11-22T01:49:13.495743] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 15.0s | Global ETA: 1h 43m 41s [2025-11-22T01:49:13.496612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:13.496693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:13.501874] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:13.502661] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:13.505225] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:13.509535] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:13.510849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:13.545470] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.35% | Symbol ETA: 46.6s | Global ETA: 1h 43m 42s [2025-11-22T01:49:13.546410] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:13.546473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:13.551849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:13.580161] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 2.77% [2025-11-22T01:49:13.600104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:13.745057] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 0.89% [2025-11-22T01:49:13.817966] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 11.9s | Global ETA: 1h 43m 43s [2025-11-22T01:49:13.818882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:13.818951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:13.823907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:13.825610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:13.826107] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:13.830291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:13.910611] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 0.29% [2025-11-22T01:49:13.911144] [INFO ] [main ] BV: Magnitude Forecast Confidence: 34.7618% [2025-11-22T01:49:13.911235] [INFO ] [main ] BV: DISCARDED add_intraday_skewness_proxies (score: 34.76%) [2025-11-22T01:49:13.911280] [INFO ] [main ] BV: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:49:13.911312] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_volatility_percentile'] [2025-11-22T01:49:13.911346] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:13.925672] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:13.926901] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:13.926964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:13.931745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:13.933547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:13.934083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:13.934473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:13.978957] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:14.065519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:14.086791] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 14.3s | Global ETA: 1h 43m 45s [2025-11-22T01:49:14.087731] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:14.087794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:14.092750] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:14.093547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:14.096120] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:14.100404] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:14.101744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:14.280587] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 45.9s | Global ETA: 1h 43m 46s [2025-11-22T01:49:14.281592] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:14.281679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:14.286758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:14.333877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:14.413624] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 11.4s | Global ETA: 1h 43m 47s [2025-11-22T01:49:14.582398] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.70%, Actual: 0.65% [2025-11-22T01:49:14.642652] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 28.8s | Global ETA: 1h 43m 48s [2025-11-22T01:49:14.643537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:14.643601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:14.648405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:14.650359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:14.650860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:14.651260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:14.689559] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 13.7s | Global ETA: 1h 43m 49s [2025-11-22T01:49:14.690680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:14.690743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:14.695303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:14.695631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:14.696427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:14.699015] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:14.703477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:14.704782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:14.751188] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.18% [2025-11-22T01:49:14.780481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:14.920658] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 1.04% [2025-11-22T01:49:15.020329] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.65% | Symbol ETA: 45.2s | Global ETA: 1h 43m 51s [2025-11-22T01:49:15.021248] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:15.021309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:15.026095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:15.070354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:15.094595] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 0.02% [2025-11-22T01:49:15.262734] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.25% [2025-11-22T01:49:15.286455] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 13.1s | Global ETA: 1h 43m 52s [2025-11-22T01:49:15.287383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:15.287449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:15.292478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:15.293328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:15.295933] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:15.300248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:15.301548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:15.367895] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 28.1s | Global ETA: 1h 43m 53s [2025-11-22T01:49:15.368797] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:15.368860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:15.373587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:15.375341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:15.375834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:15.376218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:15.419674] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:15.430315] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 0.51% [2025-11-22T01:49:15.503798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:15.597386] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.13%, Actual: 1.16% [2025-11-22T01:49:15.765143] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.72% [2025-11-22T01:49:15.793395] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.37% | Symbol ETA: 44.5s | Global ETA: 1h 43m 55s [2025-11-22T01:49:15.794316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:15.794377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:15.799235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:15.843722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:15.893976] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 12.6s | Global ETA: 1h 43m 56s [2025-11-22T01:49:15.894935] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:15.895015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:15.900777] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:15.901812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:15.904780] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:15.909833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:15.911409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:15.934582] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 7.23% [2025-11-22T01:49:16.085505] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 27.4s | Global ETA: 1h 43m 57s [2025-11-22T01:49:16.086389] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:16.086452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.091240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:16.093052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:16.093526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:16.093936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:16.102699] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 0.56% [2025-11-22T01:49:16.102893] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 36.2956% [2025-11-22T01:49:16.102972] [INFO ] [main ] AIV: DISCARDED add_morning_range_expansion (score: 36.30%) [2025-11-22T01:49:16.103012] [INFO ] [main ] AIV: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:49:16.103044] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_11_elasticity'] [2025-11-22T01:49:16.103078] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:16.114166] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:16.115374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:16.115435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.120281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:16.122027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:16.122495] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:16.123612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:16.137568] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:16.224005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:16.523985] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 12.0s | Global ETA: 1h 43m 60s [2025-11-22T01:49:16.524931] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:16.524996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.529954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:16.530759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:16.531402] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 43.7s | Global ETA: 1h 43m 60s [2025-11-22T01:49:16.532305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:16.532366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.533544] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:16.537160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:16.538115] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:16.539441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:16.581136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:16.706187] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 15.6s | Global ETA: 1h 44m 1s [2025-11-22T01:49:16.707394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:16.707459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.713108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:16.715165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:16.715672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:16.716922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:16.811154] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 26.7s | Global ETA: 1h 44m 2s [2025-11-22T01:49:16.812078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:16.812141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:16.816888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:16.818678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:16.819186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:16.819574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:16.862566] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:16.947878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.146102] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.13% | Symbol ETA: 11.4s | Global ETA: 1h 44m 4s [2025-11-22T01:49:17.147000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:17.147064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.151833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:17.152626] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:17.155211] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:17.159491] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:17.160943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.258396] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 2.36% | Symbol ETA: 43.0s | Global ETA: 1h 44m 4s [2025-11-22T01:49:17.259294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:17.259354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.264117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:17.308516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.319468] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 15.1s | Global ETA: 1h 44m 5s [2025-11-22T01:49:17.323855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:17.323936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.332387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:17.334678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:17.335275] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:17.336679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.545343] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.90% | Symbol ETA: 26.0s | Global ETA: 1h 44m 6s [2025-11-22T01:49:17.546280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:17.546367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.551198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:17.552984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:17.553462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:17.553874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:17.598173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:17.683349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.734141] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 10.8s | Global ETA: 1h 44m 7s [2025-11-22T01:49:17.735030] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:17.735094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.739882] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:17.740667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:17.743204] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:17.747513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:17.748959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.932548] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 14.5s | Global ETA: 1h 44m 9s [2025-11-22T01:49:17.933441] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:17.933503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.938292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:17.940047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:17.940521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:17.941612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:17.977220] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.53% | Symbol ETA: 42.3s | Global ETA: 1h 44m 9s [2025-11-22T01:49:17.978149] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:17.978211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:17.983048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:18.025985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:18.277278] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 25.2s | Global ETA: 1h 44m 11s [2025-11-22T01:49:18.278182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:18.278246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:18.283038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:18.284806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:18.285284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:18.285694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:18.319806] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 10.2s | Global ETA: 1h 44m 11s [2025-11-22T01:49:18.320690] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:18.320753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:18.325514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:18.326301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:18.328890] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:18.329151] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:18.333124] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:18.334391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:18.414783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:18.505199] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.51% | Symbol ETA: 13.8s | Global ETA: 1h 44m 12s [2025-11-22T01:49:18.506102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:18.506163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:18.510957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:18.512692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:18.513174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:18.514273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:18.689117] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.04% | Symbol ETA: 41.5s | Global ETA: 1h 44m 13s [2025-11-22T01:49:18.855470] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.69%, Actual: 0.93% [2025-11-22T01:49:18.910700] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 9.6s | Global ETA: 1h 44m 15s [2025-11-22T01:49:19.015114] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 24.5s | Global ETA: 1h 44m 15s [2025-11-22T01:49:19.016023] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:19.016087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:19.020934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:19.022681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:19.023172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:19.023573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:19.024228] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -5.43%, Actual: 0.77% [2025-11-22T01:49:19.066945] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:19.082794] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 1.69% [2025-11-22T01:49:19.085615] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 13.2s | Global ETA: 1h 44m 16s [2025-11-22T01:49:19.086513] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:19.086575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:19.091349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:19.093086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:19.093553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:19.094719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:19.150060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:19.200964] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.35%, Actual: 3.34% [2025-11-22T01:49:19.255790] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.11% [2025-11-22T01:49:19.376527] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 2.93% [2025-11-22T01:49:19.429200] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.52% [2025-11-22T01:49:19.550637] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.65%, Actual: 4.03% [2025-11-22T01:49:19.597111] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.33% [2025-11-22T01:49:19.654522] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 12.6s | Global ETA: 1h 44m 19s [2025-11-22T01:49:19.655429] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:19.655491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:19.660300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:19.662030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:19.662498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:19.663592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:19.725511] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.37%, Actual: 4.19% [2025-11-22T01:49:19.729942] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 23.8s | Global ETA: 1h 44m 20s [2025-11-22T01:49:19.730856] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:19.730936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:19.735786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:19.737532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:19.738020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:19.738403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:19.765362] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.41% [2025-11-22T01:49:19.780779] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:19.865579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:19.894083] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 2.10% [2025-11-22T01:49:19.934516] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.94% [2025-11-22T01:49:20.060785] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 2.36%, Actual: 2.84% [2025-11-22T01:49:20.104403] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.13%, Actual: 0.24% [2025-11-22T01:49:20.228017] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.53%, Actual: 1.37% [2025-11-22T01:49:20.231535] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.72% | Symbol ETA: 12.0s | Global ETA: 1h 44m 23s [2025-11-22T01:49:20.232430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:20.232491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:20.237306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:20.239044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:20.239602] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:20.240732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:20.271943] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 0.73% [2025-11-22T01:49:20.396105] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.04%, Actual: 1.62% [2025-11-22T01:49:20.396302] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 42.4437% [2025-11-22T01:49:20.396384] [INFO ] [main ] GNRC: DISCARDED add_gap_fill_state (score: 42.44%) [2025-11-22T01:49:20.396425] [INFO ] [main ] GNRC: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:49:20.396929] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite'] [2025-11-22T01:49:20.396971] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:20.411079] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:20.412406] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:20.412467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:20.417248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:20.418284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:20.438802] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 0.19% [2025-11-22T01:49:20.465207] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 23.1s | Global ETA: 1h 44m 24s [2025-11-22T01:49:20.466099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:20.466161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:20.470976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:20.472772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:20.473238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:20.473688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:20.516118] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:20.599104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:20.607978] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 0.78% [2025-11-22T01:49:20.608181] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 35.7596% [2025-11-22T01:49:20.608266] [INFO ] [main ] CMSD: DISCARDED add_open_reversal_intensity (score: 35.76%) [2025-11-22T01:49:20.608309] [INFO ] [main ] CMSD: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:49:20.608341] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:49:20.608375] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:20.619412] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:20.620843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:20.620906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:20.625693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:20.626485] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:20.629091] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:20.633353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:20.634889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:20.809921] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 11.4s | Global ETA: 1h 44m 26s [2025-11-22T01:49:20.810849] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:20.810910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:20.815663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:20.817448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:20.817997] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:20.819189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.086759] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.75% | Symbol ETA: 44.1s | Global ETA: 1h 44m 28s [2025-11-22T01:49:21.087672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:21.087733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:21.092562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:21.093546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.190816] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.77% | Symbol ETA: 22.3s | Global ETA: 1h 44m 29s [2025-11-22T01:49:21.208961] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 14.3s | Global ETA: 1h 44m 29s [2025-11-22T01:49:21.209855] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:21.209919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:21.214725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:21.215546] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:21.218300] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:21.222608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:21.224175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.359818] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 5.45% [2025-11-22T01:49:21.383502] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 10.8s | Global ETA: 1h 44m 30s [2025-11-22T01:49:21.384435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:21.384498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:21.389434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:21.391197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:21.391700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:49:21.396579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.526192] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 4.39% [2025-11-22T01:49:21.693999] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 1.63% [2025-11-22T01:49:21.770005] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 43.5s | Global ETA: 1h 44m 32s [2025-11-22T01:49:21.770904] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:21.770964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:21.775782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:21.776801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.799563] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 13.7s | Global ETA: 1h 44m 32s [2025-11-22T01:49:21.800500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:21.800566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:21.805609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:21.806673] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:21.809510] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:21.814105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:21.816055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:21.863234] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 2.18% [2025-11-22T01:49:21.959902] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 10.3s | Global ETA: 1h 44m 33s [2025-11-22T01:49:22.028900] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.90%, Actual: 0.25% [2025-11-22T01:49:22.128526] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.65% [2025-11-22T01:49:22.195954] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 2.59% [2025-11-22T01:49:22.295912] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.18% [2025-11-22T01:49:22.362867] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 1.45% [2025-11-22T01:49:22.384782] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 13.1s | Global ETA: 1h 44m 36s [2025-11-22T01:49:22.385670] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:22.385733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:22.390511] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:22.391328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:22.393895] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:22.398174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:22.399685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:22.451052] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.35% | Symbol ETA: 42.8s | Global ETA: 1h 44m 36s [2025-11-22T01:49:22.451948] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:22.452013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:22.456782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:22.457808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:22.467637] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 1.04% [2025-11-22T01:49:22.530230] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -2.43%, Actual: 2.77% [2025-11-22T01:49:22.634215] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.51%, Actual: 0.02% [2025-11-22T01:49:22.697459] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.89% [2025-11-22T01:49:22.803170] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.25% [2025-11-22T01:49:22.864521] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.77%, Actual: 0.29% [2025-11-22T01:49:22.864747] [INFO ] [main ] BV: Magnitude Forecast Confidence: 39.5405% [2025-11-22T01:49:22.865345] [INFO ] [main ] BV: DISCARDED add_intraday_volatility_percentile (score: 39.54%) [2025-11-22T01:49:22.865393] [INFO ] [main ] BV: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:49:22.865428] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T01:49:22.865463] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:22.879659] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:22.881019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:22.881083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:22.885894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:22.887702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:22.888169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:22.888555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:22.932746] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:22.933452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:22.973711] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 12.5s | Global ETA: 1h 44m 39s [2025-11-22T01:49:22.974578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:22.974664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:22.979414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:22.980202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:22.982790] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:22.984402] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 0.51% [2025-11-22T01:49:22.987032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:22.988675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:23.156872] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 42.1s | Global ETA: 1h 44m 41s [2025-11-22T01:49:23.158055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:23.158126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:23.158359] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.72%, Actual: 1.16% [2025-11-22T01:49:23.164223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:23.165559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:23.330015] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.72% [2025-11-22T01:49:23.508188] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 7.23% [2025-11-22T01:49:23.533250] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.60% | Symbol ETA: 28.0s | Global ETA: 1h 44m 43s [2025-11-22T01:49:23.534168] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:23.534232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:23.539136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:23.540963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:23.541444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:23.541855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:23.563898] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 12.0s | Global ETA: 1h 44m 43s [2025-11-22T01:49:23.564838] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:23.564920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:23.569978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:23.570791] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:23.573497] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:23.578094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:23.579751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:23.586173] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:23.587090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:23.694934] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 0.56% [2025-11-22T01:49:23.695148] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 35.7782% [2025-11-22T01:49:23.695236] [INFO ] [main ] AIV: DISCARDED add_open_11_elasticity (score: 35.78%) [2025-11-22T01:49:23.695281] [INFO ] [main ] AIV: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:49:23.695313] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T01:49:23.695349] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:23.708168] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:23.709561] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:23.709627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:23.714990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:23.716942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:23.717496] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:23.719056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:23.868003] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.85% | Symbol ETA: 41.5s | Global ETA: 1h 44m 45s [2025-11-22T01:49:23.868906] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:23.868966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:23.873747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:23.874712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.159244] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 11.4s | Global ETA: 1h 44m 47s [2025-11-22T01:49:24.160126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:24.160189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.164951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:24.165752] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:24.168351] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:24.172625] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:24.174161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.182244] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.51% | Symbol ETA: 27.3s | Global ETA: 1h 44m 47s [2025-11-22T01:49:24.183166] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:24.183229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.188068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:24.189860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:24.190329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:24.190736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:24.234253] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:24.235118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.312766] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 15.0s | Global ETA: 1h 44m 48s [2025-11-22T01:49:24.313673] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:24.313735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.318461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:24.320218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:24.320699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:24.321960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.614957] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.77% | Symbol ETA: 40.8s | Global ETA: 1h 44m 49s [2025-11-22T01:49:24.615855] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:24.615916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.620605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:24.621624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.747171] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 10.8s | Global ETA: 1h 44m 50s [2025-11-22T01:49:24.748113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:24.748183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.752978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:24.753803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:24.756357] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:24.760725] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:24.762250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.816493] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -4.28% | Symbol ETA: 26.6s | Global ETA: 1h 44m 51s [2025-11-22T01:49:24.817413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:24.817490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.822333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:24.824219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:24.824736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:24.825126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:24.868951] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:24.869686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:24.881243] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 14.3s | Global ETA: 1h 44m 51s [2025-11-22T01:49:24.882144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:24.882207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:24.886915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:24.888720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:24.889184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:24.890466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.294419] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 40.1s | Global ETA: 1h 44m 54s [2025-11-22T01:49:25.295398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:25.295463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.300589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:25.301708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.334397] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 10.2s | Global ETA: 1h 44m 54s [2025-11-22T01:49:25.335273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:25.335336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.340184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:25.340996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:25.343615] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:25.348076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:25.349702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.446864] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.70% | Symbol ETA: 13.6s | Global ETA: 1h 44m 55s [2025-11-22T01:49:25.447820] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:25.447883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.451064] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 25.9s | Global ETA: 1h 44m 55s [2025-11-22T01:49:25.451957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:25.452020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.452560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:25.454293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:25.454779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:25.456050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.456797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:25.458563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:25.459061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:25.459449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:25.503424] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:25.504171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.926174] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 9.6s | Global ETA: 1h 44m 58s [2025-11-22T01:49:25.927112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:25.927182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.932142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:25.932994] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:25.936062] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:25.940538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:25.942138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:25.981619] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.38% | Symbol ETA: 39.4s | Global ETA: 1h 44m 58s [2025-11-22T01:49:25.982559] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:25.982623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:25.987498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:25.988492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.020857] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 13.0s | Global ETA: 1h 44m 58s [2025-11-22T01:49:26.021768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:26.021830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:26.026542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:26.028314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:26.028795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:26.030058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.091517] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.42% | Symbol ETA: 25.3s | Global ETA: 1h 44m 59s [2025-11-22T01:49:26.092423] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:26.092485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:26.097307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:26.099068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:26.099549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:26.099966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:26.143818] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:26.144507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.529625] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 9.0s | Global ETA: 1h 45m 1s [2025-11-22T01:49:26.588193] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 12.5s | Global ETA: 1h 45m 2s [2025-11-22T01:49:26.589087] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:26.589148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:26.597534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:26.599276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:26.599762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:26.601093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.663813] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.59% | Symbol ETA: 38.7s | Global ETA: 1h 45m 2s [2025-11-22T01:49:26.664771] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:26.664835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:26.669921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:49:26.670995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.699950] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 1.69% [2025-11-22T01:49:26.729329] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.85% | Symbol ETA: 24.7s | Global ETA: 1h 45m 2s [2025-11-22T01:49:26.730225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:26.730288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:26.735130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:26.736866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:26.737350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:26.737754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:26.781397] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:26.782112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:26.873605] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.11% [2025-11-22T01:49:27.047167] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.52% [2025-11-22T01:49:27.162936] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 11.9s | Global ETA: 1h 45m 5s [2025-11-22T01:49:27.163825] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:27.163887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:27.168691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:27.170386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:27.170873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:27.172146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:27.219624] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 0.33% [2025-11-22T01:49:27.341276] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.17% | Symbol ETA: 38.0s | Global ETA: 1h 45m 6s [2025-11-22T01:49:27.363390] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -2.36% | Symbol ETA: 24.0s | Global ETA: 1h 45m 6s [2025-11-22T01:49:27.364280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:27.364722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:27.369593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:27.371358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:27.371845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:27.372232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:27.391772] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.41% [2025-11-22T01:49:27.415974] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:27.416773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:27.514869] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.75%, Actual: 0.93% [2025-11-22T01:49:27.561401] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.94% [2025-11-22T01:49:27.686083] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 0.77% [2025-11-22T01:49:27.733087] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.53% | Symbol ETA: 11.3s | Global ETA: 1h 45m 9s [2025-11-22T01:49:27.733986] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:27.734047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:27.734842] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.24% [2025-11-22T01:49:27.738842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:27.740586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:27.741068] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:27.742348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:27.854108] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.35%, Actual: 3.34% [2025-11-22T01:49:27.911542] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.73% [2025-11-22T01:49:28.000224] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 23.4s | Global ETA: 1h 45m 10s [2025-11-22T01:49:28.001116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:28.001180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.005956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:28.007735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:28.008251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:28.008632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:28.021559] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 2.93% [2025-11-22T01:49:28.051605] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:28.052342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:28.084969] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 0.19% [2025-11-22T01:49:28.201772] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.85%, Actual: 4.03% [2025-11-22T01:49:28.256031] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.78% [2025-11-22T01:49:28.256233] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 37.1726% [2025-11-22T01:49:28.256322] [INFO ] [main ] CMSD: DISCARDED add_open_vs_close_liquidity_ratio (score: 37.17%) [2025-11-22T01:49:28.256367] [INFO ] [main ] CMSD: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:49:28.256401] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_open_vs_prev_range_position'] [2025-11-22T01:49:28.256438] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:28.268412] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:28.270118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:28.270194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.277434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:28.279012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:28.281996] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:28.286518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:28.289801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:28.299260] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 10.7s | Global ETA: 1h 45m 12s [2025-11-22T01:49:28.300176] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:28.300237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.305009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:28.306836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:28.307347] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:28.308618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:28.371232] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.77%, Actual: 4.19% [2025-11-22T01:49:28.540511] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 2.10% [2025-11-22T01:49:28.636516] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 22.7s | Global ETA: 1h 45m 14s [2025-11-22T01:49:28.637453] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:28.637516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.642386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:28.644180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:28.644662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:28.645049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:28.688485] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:49:28.689207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:28.710812] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 2.84% [2025-11-22T01:49:28.872114] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 10.1s | Global ETA: 1h 45m 16s [2025-11-22T01:49:28.873001] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:28.873064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.877876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:28.879395] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.8s | Global ETA: 1h 45m 16s [2025-11-22T01:49:28.879584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:28.880066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:49:28.880272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:28.880336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:28.880759] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.59%, Actual: 1.37% [2025-11-22T01:49:28.881325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:28.885130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:28.885952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:28.888506] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:28.892713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:28.895540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:29.050276] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.17%, Actual: 1.62% [2025-11-22T01:49:29.050499] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 49.2934% [2025-11-22T01:49:29.050602] [INFO ] [main ] GNRC: DISCARDED add_gap_morning_composite (score: 49.29%) [2025-11-22T01:49:29.050664] [INFO ] [main ] GNRC: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:49:29.050703] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state'] [2025-11-22T01:49:29.050757] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:29.064622] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:29.066020] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:29.066083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:29.071975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:29.129671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:29.273195] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 22.1s | Global ETA: 1h 45m 18s [2025-11-22T01:49:29.441058] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.60%, Actual: 5.45% [2025-11-22T01:49:29.442176] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 9.6s | Global ETA: 1h 45m 19s [2025-11-22T01:49:29.480470] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 13.1s | Global ETA: 1h 45m 19s [2025-11-22T01:49:29.481539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:29.481607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:29.486636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:29.488453] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:29.491567] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:29.496073] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:29.499057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:29.608228] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 4.39% [2025-11-22T01:49:29.611114] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 0.65% [2025-11-22T01:49:29.774315] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -4.28%, Actual: 1.63% [2025-11-22T01:49:29.777150] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.18% [2025-11-22T01:49:29.821376] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.98% | Symbol ETA: 39.1s | Global ETA: 1h 45m 21s [2025-11-22T01:49:29.822370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:29.822433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:29.827756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:29.886471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:29.940473] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 2.18% [2025-11-22T01:49:29.942528] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 1.04% [2025-11-22T01:49:30.066195] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 12.5s | Global ETA: 1h 45m 23s [2025-11-22T01:49:30.067147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:30.067215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:30.071938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:30.072714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:30.075248] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:30.079527] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:30.082353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:30.106856] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.42%, Actual: 0.25% [2025-11-22T01:49:30.110277] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:49:30.272687] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.85%, Actual: 2.59% [2025-11-22T01:49:30.278050] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:49:30.439152] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -2.36%, Actual: 1.45% [2025-11-22T01:49:30.446922] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 0.51% [2025-11-22T01:49:30.585510] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.04% | Symbol ETA: 38.3s | Global ETA: 1h 45m 26s [2025-11-22T01:49:30.586457] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:30.586521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:30.591526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:30.605097] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 2.77% [2025-11-22T01:49:30.615729] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.53%, Actual: 1.16% [2025-11-22T01:49:30.648268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:30.656721] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 11.8s | Global ETA: 1h 45m 27s [2025-11-22T01:49:30.657702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:30.657767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:30.662671] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:30.663461] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:30.666521] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:30.670974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:30.673909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:30.772075] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.89% [2025-11-22T01:49:30.789049] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:49:30.940221] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.29% [2025-11-22T01:49:30.940423] [INFO ] [main ] BV: Magnitude Forecast Confidence: 37.2248% [2025-11-22T01:49:30.940511] [INFO ] [main ] BV: DISCARDED add_last_hour_momentum_mag (score: 37.22%) [2025-11-22T01:49:30.940555] [INFO ] [main ] BV: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:49:30.940585] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_day_volatility'] [2025-11-22T01:49:30.940619] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:30.954718] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:30.956178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:30.956239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:30.956325] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 7.23% [2025-11-22T01:49:30.961000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:30.962782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:30.963279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:30.963685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:31.007495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:31.009301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.122400] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:49:31.122582] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 43.4422% [2025-11-22T01:49:31.122702] [INFO ] [main ] AIV: DISCARDED add_open_reversal_intensity (score: 43.44%) [2025-11-22T01:49:31.122747] [INFO ] [main ] AIV: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:49:31.122778] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:49:31.122811] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:31.134199] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:31.135456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:31.135518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.140301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:31.142047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:31.142519] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:31.144008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.247513] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 11.2s | Global ETA: 1h 45m 30s [2025-11-22T01:49:31.248428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:31.248491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.253206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:31.253993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:31.256542] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:31.260784] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:31.263587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.352512] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.47% | Symbol ETA: 37.6s | Global ETA: 1h 45m 31s [2025-11-22T01:49:31.353488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:31.353552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.358569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:31.417495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.595015] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.81% | Symbol ETA: 23.9s | Global ETA: 1h 45m 32s [2025-11-22T01:49:31.595960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:31.596023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.600855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:31.602583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:31.603082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:31.603484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:31.647789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:31.649638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.721716] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 13.9s | Global ETA: 1h 45m 33s [2025-11-22T01:49:31.726308] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:31.726373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.731438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:31.733304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:31.733805] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:31.735352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:31.829659] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 10.6s | Global ETA: 1h 45m 34s [2025-11-22T01:49:31.830538] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:31.830600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:31.835342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:31.836133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:31.838724] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:31.842992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:31.845841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.120867] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 5.11% | Symbol ETA: 36.8s | Global ETA: 1h 45m 35s [2025-11-22T01:49:32.121937] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:32.122002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.127378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:32.187234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.241370] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 23.3s | Global ETA: 1h 45m 36s [2025-11-22T01:49:32.242684] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:32.242749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.247786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:32.249540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:32.250041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:32.250437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:32.295757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:32.297668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.318040] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 13.4s | Global ETA: 1h 45m 37s [2025-11-22T01:49:32.318948] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:32.319010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.323713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:32.325444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:32.325933] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:32.327448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.415217] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 10.0s | Global ETA: 1h 45m 37s [2025-11-22T01:49:32.416134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:32.416199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.421119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:32.421946] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:32.424553] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:32.428893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:32.431796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.873431] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.69% | Symbol ETA: 36.1s | Global ETA: 1h 45m 40s [2025-11-22T01:49:32.874375] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:32.874435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.879258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:32.882797] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.70% | Symbol ETA: 22.7s | Global ETA: 1h 45m 40s [2025-11-22T01:49:32.883705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:32.883768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.888562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:32.890326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:32.890816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:32.891198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:32.900794] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.70% | Symbol ETA: 12.8s | Global ETA: 1h 45m 40s [2025-11-22T01:49:32.901707] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:32.901768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:32.906529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:32.908323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:32.908812] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:32.910272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.934837] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:32.935547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:32.936682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:33.003653] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 9.4s | Global ETA: 1h 45m 41s [2025-11-22T01:49:33.004584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:33.004669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:33.009622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:33.010421] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:33.013047] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:33.017426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:33.020405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:33.474698] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 12.2s | Global ETA: 1h 45m 44s [2025-11-22T01:49:33.475580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:33.475659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:33.480430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:33.482155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:33.482617] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:33.484153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:33.530173] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 22.0s | Global ETA: 1h 45m 44s [2025-11-22T01:49:33.531114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:33.531178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:33.536246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:33.538119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:33.538667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:33.539066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:33.584606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:33.586704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:33.587318] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 8.9s | Global ETA: 1h 45m 44s [2025-11-22T01:49:33.588233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:33.588310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:33.593079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:33.593863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:33.596441] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:33.600714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:33.603586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:33.628776] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.56% | Symbol ETA: 35.3s | Global ETA: 1h 45m 45s [2025-11-22T01:49:33.629741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:33.629806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:33.634749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:33.690730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:34.055293] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 11.6s | Global ETA: 1h 45m 47s [2025-11-22T01:49:34.056211] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:34.056272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:34.061275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:34.063088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:34.063576] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:34.065129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:34.176271] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.18% | Symbol ETA: 21.4s | Global ETA: 1h 45m 48s [2025-11-22T01:49:34.177258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:34.177323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:34.182172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:34.183212] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: 1h 45m 48s [2025-11-22T01:49:34.184022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:34.184496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:34.184911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:34.228001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:34.230248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:34.350726] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 1.69% [2025-11-22T01:49:34.354846] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -3.11% | Symbol ETA: 34.5s | Global ETA: 1h 45m 49s [2025-11-22T01:49:34.355761] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:34.355830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:34.360708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:34.416348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:34.515911] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.11% [2025-11-22T01:49:34.633925] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 11.0s | Global ETA: 1h 45m 51s [2025-11-22T01:49:34.634847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:34.634909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:34.639672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:34.641393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:34.641881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:34.643349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:34.682781] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.52% [2025-11-22T01:49:34.814685] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.79% | Symbol ETA: 20.7s | Global ETA: 1h 45m 52s [2025-11-22T01:49:34.815567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:34.815630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:34.820487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:34.822266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:34.822748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:34.823132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:34.848639] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.33% [2025-11-22T01:49:34.866064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:34.868078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.017395] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.41% [2025-11-22T01:49:35.090780] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 33.8s | Global ETA: 1h 45m 54s [2025-11-22T01:49:35.091706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:35.091767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.096533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:35.152457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.224935] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.64% | Symbol ETA: 10.4s | Global ETA: 1h 45m 54s [2025-11-22T01:49:35.225840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:35.225901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.230871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:35.232790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:35.233279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:35.234893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.244293] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.94% [2025-11-22T01:49:35.417827] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.24% [2025-11-22T01:49:35.455760] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 20.1s | Global ETA: 1h 45m 56s [2025-11-22T01:49:35.456658] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:35.456722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.461541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:35.463308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:35.463797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:35.464180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:35.506852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:35.508781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.606070] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.73% [2025-11-22T01:49:35.782128] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 0.19% [2025-11-22T01:49:35.814170] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 9.8s | Global ETA: 1h 45m 58s [2025-11-22T01:49:35.815133] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:35.815197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.820221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:35.822051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:35.822572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:35.827874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.842215] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.32% | Symbol ETA: 33.0s | Global ETA: 1h 45m 58s [2025-11-22T01:49:35.843117] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:35.843178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.847964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:49:35.903618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:35.959166] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.78% [2025-11-22T01:49:35.959472] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 40.9910% [2025-11-22T01:49:35.960041] [INFO ] [main ] CMSD: DISCARDED add_open_vs_prev_range_position (score: 40.99%) [2025-11-22T01:49:35.960120] [INFO ] [main ] CMSD: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:49:35.960161] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_overnight_gap_amplitude'] [2025-11-22T01:49:35.960202] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:35.974289] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:35.976029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:35.976099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:35.983729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:35.984543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:35.987224] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:35.991453] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:35.992111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:36.121536] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 19.5s | Global ETA: 1h 45m 60s [2025-11-22T01:49:36.122465] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:36.122538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:36.127707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:36.129555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:36.130076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:36.130477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:36.176692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:36.178920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:36.420692] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 9.3s | Global ETA: 1h 46m 2s [2025-11-22T01:49:36.421918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:36.421997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:36.427387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:36.429413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:36.430049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:49:36.431814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:36.556620] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 12.9s | Global ETA: 1h 46m 3s [2025-11-22T01:49:36.557543] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:36.557607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:36.562343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:36.563121] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:36.565669] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:36.569929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:36.570569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:36.578199] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 5.97% | Symbol ETA: 32.3s | Global ETA: 1h 46m 3s [2025-11-22T01:49:36.744220] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.98%, Actual: 0.93% [2025-11-22T01:49:36.778593] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.63% | Symbol ETA: 18.8s | Global ETA: 1h 46m 4s [2025-11-22T01:49:36.779555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:36.779625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:36.784864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:36.786759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:36.787296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:36.787729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:36.833314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:49:36.836098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:36.926057] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.04%, Actual: 0.77% [2025-11-22T01:49:37.000377] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 8.7s | Global ETA: 1h 46m 5s [2025-11-22T01:49:37.095492] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.47%, Actual: 3.34% [2025-11-22T01:49:37.135529] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 12.3s | Global ETA: 1h 46m 6s [2025-11-22T01:49:37.136502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:37.136572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:37.141764] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:37.142624] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:37.145418] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:37.150165] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:37.150926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:37.170243] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 0.65% [2025-11-22T01:49:37.266520] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 5.11%, Actual: 2.93% [2025-11-22T01:49:37.340227] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:49:37.433601] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.69%, Actual: 4.03% [2025-11-22T01:49:37.439156] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.03% | Symbol ETA: 18.2s | Global ETA: 1h 46m 8s [2025-11-22T01:49:37.508950] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 1.04% [2025-11-22T01:49:37.598540] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.56%, Actual: 4.19% [2025-11-22T01:49:37.611135] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.81%, Actual: 5.45% [2025-11-22T01:49:37.681376] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:49:37.717276] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 11.8s | Global ETA: 1h 46m 10s [2025-11-22T01:49:37.718195] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:37.718258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:37.723000] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:37.723811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:37.726320] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:37.730598] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:37.731257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:37.774563] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -3.11%, Actual: 2.10% [2025-11-22T01:49:37.778160] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 4.39% [2025-11-22T01:49:37.854084] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:49:37.944137] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 2.84% [2025-11-22T01:49:37.944366] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 1.63% [2025-11-22T01:49:38.077594] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:49:38.119809] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.32%, Actual: 1.37% [2025-11-22T01:49:38.128730] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 2.18% [2025-11-22T01:49:38.245182] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.64%, Actual: 1.16% [2025-11-22T01:49:38.293516] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 5.97%, Actual: 1.62% [2025-11-22T01:49:38.293756] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 43.1620% [2025-11-22T01:49:38.294283] [INFO ] [main ] GNRC: DISCARDED add_gap_resolution_state (score: 43.16%) [2025-11-22T01:49:38.294351] [INFO ] [main ] GNRC: Testing feature 13/53: add_gaps [2025-11-22T01:49:38.294384] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps'] [2025-11-22T01:49:38.294419] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:38.300034] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 11.2s | Global ETA: 1h 46m 13s [2025-11-22T01:49:38.300938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:38.301000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:38.305728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:38.306506] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:38.308106] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 0.25% [2025-11-22T01:49:38.308891] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:38.309110] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:38.310192] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:38.310253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:38.313302] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:38.313959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:38.315194] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:38.316145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:38.416378] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:49:38.473869] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 2.59% [2025-11-22T01:49:38.584719] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 7.23% [2025-11-22T01:49:38.646818] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.75%, Actual: 1.45% [2025-11-22T01:49:38.755399] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:49:38.755605] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.2477% [2025-11-22T01:49:38.755705] [INFO ] [main ] AIV: DISCARDED add_open_vs_close_liquidity_ratio (score: 40.25%) [2025-11-22T01:49:38.755758] [INFO ] [main ] AIV: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:49:38.755803] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position'] [2025-11-22T01:49:38.755841] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:38.767285] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:38.768593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:38.768679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:38.773533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:38.775287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:38.775772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:38.778604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:38.824314] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 2.77% [2025-11-22T01:49:38.883811] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 10.6s | Global ETA: 1h 46m 17s [2025-11-22T01:49:38.884733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:38.884796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:38.889515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:38.890302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:38.892904] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:38.897139] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:38.897801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:38.998865] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 0.89% [2025-11-22T01:49:39.006946] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.94% | Symbol ETA: 37.1s | Global ETA: 1h 46m 18s [2025-11-22T01:49:39.010940] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:39.011004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.015760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:39.016630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.174139] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.03%, Actual: 0.29% [2025-11-22T01:49:39.174358] [INFO ] [main ] BV: Magnitude Forecast Confidence: 41.7849% [2025-11-22T01:49:39.174471] [INFO ] [main ] BV: DISCARDED add_late_day_volatility (score: 41.78%) [2025-11-22T01:49:39.174517] [INFO ] [main ] BV: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:49:39.174550] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_hour_microstructure'] [2025-11-22T01:49:39.174586] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:39.189559] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:39.191204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:39.191273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.196249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:39.198179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:39.198687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:39.199090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:39.244475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:39.247395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.355316] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 13.5s | Global ETA: 1h 46m 20s [2025-11-22T01:49:39.356223] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:39.356285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.361254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:39.363049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:39.363538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:39.366472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.465282] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 10.0s | Global ETA: 1h 46m 20s [2025-11-22T01:49:39.466521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:39.466585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.471299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:39.472079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:39.474612] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:39.478883] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:39.479552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.678097] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.18% | Symbol ETA: 36.3s | Global ETA: 1h 46m 22s [2025-11-22T01:49:39.678994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:39.679054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.683816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:39.684597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.844561] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 22.8s | Global ETA: 1h 46m 23s [2025-11-22T01:49:39.845526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:39.845591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.851123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:39.852943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:39.853460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:39.853963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:39.899242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:39.902171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:39.949788] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 13.0s | Global ETA: 1h 46m 23s [2025-11-22T01:49:39.950695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:39.950758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:39.955435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:39.957174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:39.957711] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:39.960635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:40.046952] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 9.4s | Global ETA: 1h 46m 24s [2025-11-22T01:49:40.047889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:40.047953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:40.052743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:40.053519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:40.056061] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:40.060247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:40.060904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:40.353994] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.64% | Symbol ETA: 35.6s | Global ETA: 1h 46m 26s [2025-11-22T01:49:40.354895] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:40.354956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:40.359884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:40.360714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:40.513296] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.62% | Symbol ETA: 22.2s | Global ETA: 1h 46m 27s [2025-11-22T01:49:40.514306] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:40.514371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:40.519323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:40.521134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:40.521609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:40.522027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:40.536791] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 12.4s | Global ETA: 1h 46m 27s [2025-11-22T01:49:40.537742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:40.537807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:40.542755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:40.544591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:40.545122] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:40.548086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:40.567252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:40.570305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:40.628284] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 8.9s | Global ETA: 1h 46m 28s [2025-11-22T01:49:40.629200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:40.629262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:40.633984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:40.634801] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:40.637357] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:40.641536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:40.642191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.029949] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.85% | Symbol ETA: 34.9s | Global ETA: 1h 46m 30s [2025-11-22T01:49:41.030864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:41.030925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.035590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:41.036392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.136032] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 11.8s | Global ETA: 1h 46m 31s [2025-11-22T01:49:41.136919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:41.137007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.145238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:41.146981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:41.147460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:41.150291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.170665] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 21.6s | Global ETA: 1h 46m 31s [2025-11-22T01:49:41.171569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:41.171631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.176369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:41.178127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:41.178595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:41.179363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:41.207041] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 8.3s | Global ETA: 1h 46m 31s [2025-11-22T01:49:41.208002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:41.208066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.212770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:41.213531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:41.216070] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:41.220252] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:41.220917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.223414] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:41.226500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.724698] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 11.2s | Global ETA: 1h 46m 34s [2025-11-22T01:49:41.725616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:41.725700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.730718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:41.731873] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.76% | Symbol ETA: 34.2s | Global ETA: 1h 46m 34s [2025-11-22T01:49:41.732536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:41.732795] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:41.732859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.733054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:41.735988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.737860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:41.738735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.792124] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 7.7s | Global ETA: 1h 46m 35s [2025-11-22T01:49:41.815017] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 20.9s | Global ETA: 1h 46m 35s [2025-11-22T01:49:41.815918] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:41.815981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:41.820884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:41.822632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:41.823297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:41.823924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:41.867460] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:41.870272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:41.959638] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 1.69% [2025-11-22T01:49:42.130265] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 0.11% [2025-11-22T01:49:42.296510] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.52% [2025-11-22T01:49:42.308229] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 10.6s | Global ETA: 1h 46m 38s [2025-11-22T01:49:42.309250] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:42.309318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:42.314415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:42.316274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:42.316778] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:42.319846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:42.417125] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.42% | Symbol ETA: 33.6s | Global ETA: 1h 46m 39s [2025-11-22T01:49:42.418056] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:42.418117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:42.422992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:42.423794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:42.460093] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 20.2s | Global ETA: 1h 46m 39s [2025-11-22T01:49:42.461009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:42.461073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:42.464028] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.33% [2025-11-22T01:49:42.466153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:42.467912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:42.468381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:42.468789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:42.512528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:42.515425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:42.635911] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.41% [2025-11-22T01:49:42.830461] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.94% [2025-11-22T01:49:42.951485] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.52% | Symbol ETA: 10.0s | Global ETA: 1h 46m 42s [2025-11-22T01:49:42.952737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:42.952810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:42.958837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:42.961349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:42.962034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:42.966224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:43.051066] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.24% [2025-11-22T01:49:43.229071] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 32.9s | Global ETA: 1h 46m 44s [2025-11-22T01:49:43.230292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:43.230364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:43.232790] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 19.6s | Global ETA: 1h 46m 44s [2025-11-22T01:49:43.233908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:43.234003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:43.236409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:43.237772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:43.239922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:43.242592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:43.243272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:43.243814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:43.266493] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.73% [2025-11-22T01:49:43.317599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:43.323389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:43.471751] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 0.19% [2025-11-22T01:49:43.664081] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.78% [2025-11-22T01:49:43.664299] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.0681% [2025-11-22T01:49:43.664393] [INFO ] [main ] CMSD: DISCARDED add_overnight_gap_amplitude (score: 36.07%) [2025-11-22T01:49:43.664437] [INFO ] [main ] CMSD: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:49:43.664493] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_overnight_gap_mag'] [2025-11-22T01:49:43.664532] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:43.677761] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:43.679406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:43.679473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:43.684836] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:43.686138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:43.689842] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:43.695855] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:43.696897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:43.707325] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 9.5s | Global ETA: 1h 46m 46s [2025-11-22T01:49:43.708240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:43.708301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:43.713061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:43.714788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:43.715251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:43.718073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.028123] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 32.2s | Global ETA: 1h 46m 48s [2025-11-22T01:49:44.029056] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:44.029117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.034005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:44.034891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.063384] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 19.0s | Global ETA: 1h 46m 49s [2025-11-22T01:49:44.064285] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:44.064349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.069060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:44.070855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:44.071319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:44.071727] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:44.113954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:44.116571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.284367] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 8.9s | Global ETA: 1h 46m 50s [2025-11-22T01:49:44.284939] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 12.6s | Global ETA: 1h 46m 50s [2025-11-22T01:49:44.285278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:44.285366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.289378] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:44.289453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.290229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:44.292070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:44.292545] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:49:44.294944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:44.295381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.295818] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:44.298502] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:44.302835] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:44.303594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.697038] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 18.3s | Global ETA: 1h 46m 53s [2025-11-22T01:49:44.697973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:44.698037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.702780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:44.704491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:44.704986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:44.705377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:44.716136] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.89% | Symbol ETA: 31.5s | Global ETA: 1h 46m 53s [2025-11-22T01:49:44.717079] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:44.717168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.722786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:49:44.723618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.747712] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:44.750554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:44.863173] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.56% | Symbol ETA: 8.2s | Global ETA: 1h 46m 54s [2025-11-22T01:49:44.865503] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 11.9s | Global ETA: 1h 46m 54s [2025-11-22T01:49:44.866386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:44.866450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:44.871182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:44.871977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:44.874525] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:44.878793] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:44.879492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:45.037087] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 0.65% [2025-11-22T01:49:45.205638] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.18% [2025-11-22T01:49:45.334303] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.48% | Symbol ETA: 17.6s | Global ETA: 1h 46m 56s [2025-11-22T01:49:45.335193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:45.335257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:45.339980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:45.341718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:45.342188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:45.342574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:45.374458] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 1.04% [2025-11-22T01:49:45.385074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:45.387875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:45.413422] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.46% | Symbol ETA: 30.8s | Global ETA: 1h 46m 57s [2025-11-22T01:49:45.446377] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 11.3s | Global ETA: 1h 46m 57s [2025-11-22T01:49:45.447281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:45.447344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:45.452070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:45.452868] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:45.455429] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:45.459659] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:45.460358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:45.543485] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.02% [2025-11-22T01:49:45.589180] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.94%, Actual: 0.93% [2025-11-22T01:49:45.715494] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.31%, Actual: 0.25% [2025-11-22T01:49:45.766684] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 0.77% [2025-11-22T01:49:45.883769] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.51% [2025-11-22T01:49:45.941962] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.64%, Actual: 3.34% [2025-11-22T01:49:45.972293] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -1.73% | Symbol ETA: 17.0s | Global ETA: 1h 47m 0s [2025-11-22T01:49:46.030289] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 10.7s | Global ETA: 1h 47m 1s [2025-11-22T01:49:46.031180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:46.031243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:46.035987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:46.036808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:46.039369] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:46.043606] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:46.044354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:46.050190] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.52%, Actual: 1.16% [2025-11-22T01:49:46.114495] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.85%, Actual: 2.93% [2025-11-22T01:49:46.139150] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 5.45% [2025-11-22T01:49:46.218039] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.72% [2025-11-22T01:49:46.292768] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.76%, Actual: 4.03% [2025-11-22T01:49:46.304584] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.62%, Actual: 4.39% [2025-11-22T01:49:46.395076] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 7.23% [2025-11-22T01:49:46.471043] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.42%, Actual: 4.19% [2025-11-22T01:49:46.472379] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 1.63% [2025-11-22T01:49:46.564421] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.56%, Actual: 0.56% [2025-11-22T01:49:46.564674] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.1515% [2025-11-22T01:49:46.564767] [INFO ] [main ] AIV: DISCARDED add_open_vs_prev_range_position (score: 39.15%) [2025-11-22T01:49:46.564816] [INFO ] [main ] AIV: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:49:46.564849] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude'] [2025-11-22T01:49:46.564885] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:46.576888] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:46.578271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:46.578543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:46.583518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:46.585356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:46.585859] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:46.586481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:46.618250] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 10.1s | Global ETA: 1h 47m 4s [2025-11-22T01:49:46.619140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:46.619202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:46.623951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:46.624736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:46.627444] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:46.631792] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:46.632501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:46.637977] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 2.18% [2025-11-22T01:49:46.648784] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 2.10% [2025-11-22T01:49:46.805460] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 0.25% [2025-11-22T01:49:46.822885] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 2.84% [2025-11-22T01:49:46.970816] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 2.59% [2025-11-22T01:49:46.992302] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.89%, Actual: 1.37% [2025-11-22T01:49:47.135583] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 1.45% [2025-11-22T01:49:47.156031] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.46%, Actual: 1.62% [2025-11-22T01:49:47.156185] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 46.8525% [2025-11-22T01:49:47.156265] [INFO ] [main ] GNRC: DISCARDED add_gaps (score: 46.85%) [2025-11-22T01:49:47.156310] [INFO ] [main ] GNRC: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:49:47.156342] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies'] [2025-11-22T01:49:47.156743] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:47.161115] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 13.1s | Global ETA: 1h 47m 8s [2025-11-22T01:49:47.162057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:47.162121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.166979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:47.168736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:47.169188] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:47.169830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.171838] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:47.173159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:47.173222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.178077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:47.179363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.208734] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 9.5s | Global ETA: 1h 47m 8s [2025-11-22T01:49:47.209609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:47.209692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.214407] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:47.215189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:47.217791] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:47.222013] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:47.222737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.303733] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 2.77% [2025-11-22T01:49:47.469624] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.48%, Actual: 0.89% [2025-11-22T01:49:47.634762] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -1.73%, Actual: 0.29% [2025-11-22T01:49:47.634937] [INFO ] [main ] BV: Magnitude Forecast Confidence: 37.2030% [2025-11-22T01:49:47.635037] [INFO ] [main ] BV: DISCARDED add_late_hour_microstructure (score: 37.20%) [2025-11-22T01:49:47.635083] [INFO ] [main ] BV: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:49:47.635115] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_session_pressure'] [2025-11-22T01:49:47.635149] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:47.649200] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:47.650603] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:47.650692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.655460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:47.657288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:47.657787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:47.658175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:47.704435] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:47.705541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.736906] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 12.4s | Global ETA: 1h 47m 11s [2025-11-22T01:49:47.737869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:47.737934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.742863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:47.744692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:47.745177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:47.745855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.785372] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 8.9s | Global ETA: 1h 47m 11s [2025-11-22T01:49:47.786280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:47.786343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.791081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:47.791865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:47.794380] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:47.798617] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:47.799338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:47.864226] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.08% | Symbol ETA: 32.8s | Global ETA: 1h 47m 12s [2025-11-22T01:49:47.865136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:47.865198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:47.869985] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:47.871218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.300140] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.41% | Symbol ETA: 21.8s | Global ETA: 1h 47m 15s [2025-11-22T01:49:48.301037] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:48.301101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.305880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:48.307621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:48.308121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:48.308513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:48.311121] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.51% | Symbol ETA: 11.9s | Global ETA: 1h 47m 15s [2025-11-22T01:49:48.312010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:48.312073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.316838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:48.318569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:48.319068] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:48.319691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.351608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:48.352733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.368110] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 8.3s | Global ETA: 1h 47m 15s [2025-11-22T01:49:48.369010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:48.369073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.373841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:48.374660] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:48.377236] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:48.381497] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:48.382239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.540055] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -6.76% | Symbol ETA: 32.1s | Global ETA: 1h 47m 16s [2025-11-22T01:49:48.540959] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:48.541020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.545825] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:48.547062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.907406] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 11.3s | Global ETA: 1h 47m 18s [2025-11-22T01:49:48.908307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:48.908369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.913134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:48.914932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:48.915388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:48.916004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.938017] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 21.1s | Global ETA: 1h 47m 18s [2025-11-22T01:49:48.938953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:48.939016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.943769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:48.945501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:48.946001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:48.946389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:48.948330] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 7.7s | Global ETA: 1h 47m 19s [2025-11-22T01:49:48.949228] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:48.949291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:48.954042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:48.954877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:48.957416] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:48.961634] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:48.962356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:48.989593] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:48.990697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:49.219913] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.68% | Symbol ETA: 31.4s | Global ETA: 1h 47m 20s [2025-11-22T01:49:49.220819] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:49.220880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:49.225594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:49.226849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:49.476993] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 10.7s | Global ETA: 1h 47m 22s [2025-11-22T01:49:49.478064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:49.478129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:49.482950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:49.484733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:49.485194] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:49.485821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:49.581194] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 7.1s | Global ETA: 1h 47m 22s [2025-11-22T01:49:49.581170] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 20.5s | Global ETA: 1h 47m 22s [2025-11-22T01:49:49.582460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:49.582546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:49.590126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:49.592741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:49.593399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:49.593966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:49.649029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:49.650364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:49.748185] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.69% [2025-11-22T01:49:49.900737] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 4.49% | Symbol ETA: 30.7s | Global ETA: 1h 47m 24s [2025-11-22T01:49:49.901613] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:49.901697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:49.906409] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:49.907690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:49.914463] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.11% [2025-11-22T01:49:50.045979] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 10.1s | Global ETA: 1h 47m 25s [2025-11-22T01:49:50.046881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:50.046943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:50.052230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:50.054042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:50.054518] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:50.055166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:50.080394] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.52% [2025-11-22T01:49:50.246273] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.33% [2025-11-22T01:49:50.255282] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 19.9s | Global ETA: 1h 47m 27s [2025-11-22T01:49:50.256225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:50.256290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:50.261319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:50.263141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:50.263664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:50.264066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:50.308730] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:50.309914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:50.411004] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.41% [2025-11-22T01:49:50.576288] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.31% | Symbol ETA: 30.0s | Global ETA: 1h 47m 29s [2025-11-22T01:49:50.577248] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:50.577204] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.94% [2025-11-22T01:49:50.577309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:50.582035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:50.583318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:50.622597] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.53% | Symbol ETA: 9.5s | Global ETA: 1h 47m 29s [2025-11-22T01:49:50.623485] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:50.623547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:50.628421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:50.630593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:50.631119] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:50.631749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:50.743796] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.24% [2025-11-22T01:49:50.902922] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.56% | Symbol ETA: 19.2s | Global ETA: 1h 47m 31s [2025-11-22T01:49:50.903807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:50.903870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:50.908757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:50.909947] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.73% [2025-11-22T01:49:50.910539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:50.911054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:50.911453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:50.956297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:50.957431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.076116] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 0.19% [2025-11-22T01:49:51.193359] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 9.0s | Global ETA: 1h 47m 32s [2025-11-22T01:49:51.194246] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:51.194308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.199081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:51.200784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:51.201239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:51.201856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.241694] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 0.78% [2025-11-22T01:49:51.241909] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.1022% [2025-11-22T01:49:51.241992] [INFO ] [main ] CMSD: DISCARDED add_overnight_gap_mag (score: 34.10%) [2025-11-22T01:49:51.242032] [INFO ] [main ] CMSD: Testing feature 29/53: add_pct_change [2025-11-22T01:49:51.242065] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_pct_change'] [2025-11-22T01:49:51.242100] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:51.253119] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:51.253956] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.95% | Symbol ETA: 29.3s | Global ETA: 1h 47m 33s [2025-11-22T01:49:51.254459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:51.254522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.254856] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:51.254940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.259311] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:51.259727] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:51.260127] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:51.260956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.262707] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:51.266935] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:51.268929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.553193] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 18.6s | Global ETA: 1h 47m 34s [2025-11-22T01:49:51.554149] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:51.554265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.559160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:51.560983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:51.561474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:51.561898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:51.607573] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:51.608888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.760795] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 8.4s | Global ETA: 1h 47m 36s [2025-11-22T01:49:51.761714] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:51.761779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.766618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:51.768453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:51.768953] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:49:51.769565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.841874] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 11.8s | Global ETA: 1h 47m 36s [2025-11-22T01:49:51.842784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:51.842847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.847616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:51.848431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:51.851013] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:51.855259] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:51.857299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:51.918842] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 28.6s | Global ETA: 1h 47m 37s [2025-11-22T01:49:51.919748] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:51.919808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:51.924562] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:51.925793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:52.206188] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 17.9s | Global ETA: 1h 47m 38s [2025-11-22T01:49:52.207084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:52.207174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:52.212184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:52.213992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:52.214486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:52.214909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:52.260195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:52.261541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:52.387042] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 7.8s | Global ETA: 1h 47m 40s [2025-11-22T01:49:52.432608] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 11.2s | Global ETA: 1h 47m 40s [2025-11-22T01:49:52.433503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:52.433566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:52.438374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:52.439167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:52.441726] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:52.445966] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:52.447965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:52.555066] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.65% [2025-11-22T01:49:52.592283] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 27.9s | Global ETA: 1h 47m 41s [2025-11-22T01:49:52.593193] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:52.593253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:52.598073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:52.599376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:52.720270] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.18% [2025-11-22T01:49:52.853744] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 17.3s | Global ETA: 1h 47m 42s [2025-11-22T01:49:52.854685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:52.854749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:52.859523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:52.861254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:52.861756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:52.862144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:52.900858] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.51%, Actual: 1.04% [2025-11-22T01:49:52.906776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:52.907931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:53.026502] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 10.6s | Global ETA: 1h 47m 44s [2025-11-22T01:49:53.027490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:53.027556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:53.032533] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:53.033352] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:53.036098] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:53.040475] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:53.042565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:53.071778] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:49:53.238558] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.25% [2025-11-22T01:49:53.258370] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.65% | Symbol ETA: 27.3s | Global ETA: 1h 47m 45s [2025-11-22T01:49:53.259291] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:53.259355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:53.264226] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:49:53.265481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:53.403009] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:49:53.501114] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.89% | Symbol ETA: 16.6s | Global ETA: 1h 47m 46s [2025-11-22T01:49:53.502003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:53.502066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:53.506948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:53.509314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:53.509920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:53.510410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:53.560117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:49:53.561483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:53.569829] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.53%, Actual: 1.16% [2025-11-22T01:49:53.635268] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 10.1s | Global ETA: 1h 47m 47s [2025-11-22T01:49:53.636220] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:53.636284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:53.641159] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:53.641955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:53.644491] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:53.648715] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:53.650675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:53.734771] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:49:53.898505] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 7.23% [2025-11-22T01:49:53.928386] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 2.89% | Symbol ETA: 26.6s | Global ETA: 1h 47m 49s [2025-11-22T01:49:54.062084] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 0.56% [2025-11-22T01:49:54.062240] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 44.1271% [2025-11-22T01:49:54.062318] [INFO ] [main ] AIV: DISCARDED add_overnight_gap_amplitude (score: 44.13%) [2025-11-22T01:49:54.062359] [INFO ] [main ] AIV: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:49:54.062390] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_mag'] [2025-11-22T01:49:54.062424] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:49:54.073449] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:54.074832] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:54.074892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:54.079660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:54.081390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:54.081877] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:54.082549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:54.097603] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.08%, Actual: 0.93% [2025-11-22T01:49:54.149225] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 16.0s | Global ETA: 1h 47m 50s [2025-11-22T01:49:54.250481] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 9.5s | Global ETA: 1h 47m 51s [2025-11-22T01:49:54.251398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:54.251463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:54.256489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:54.257349] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:54.260284] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:54.264891] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:54.265798] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -6.76%, Actual: 0.77% [2025-11-22T01:49:54.267042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:54.318019] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.41%, Actual: 5.45% [2025-11-22T01:49:54.431696] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.68%, Actual: 3.34% [2025-11-22T01:49:54.485968] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 4.39% [2025-11-22T01:49:54.596957] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 4.49%, Actual: 2.93% [2025-11-22T01:49:54.638381] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 12.0s | Global ETA: 1h 47m 53s [2025-11-22T01:49:54.639304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:54.639366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:54.644167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:54.645919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:54.646379] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:54.647068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:54.654999] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 1.63% [2025-11-22T01:49:54.763829] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.31%, Actual: 4.03% [2025-11-22T01:49:54.825225] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 2.18% [2025-11-22T01:49:54.870068] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 8.9s | Global ETA: 1h 47m 55s [2025-11-22T01:49:54.871022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:54.871087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:54.876219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:54.877066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:54.879840] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:54.884475] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:54.887144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:54.930782] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.95%, Actual: 4.19% [2025-11-22T01:49:54.996257] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.56%, Actual: 0.25% [2025-11-22T01:49:55.096461] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.18%, Actual: 2.10% [2025-11-22T01:49:55.168794] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 2.59% [2025-11-22T01:49:55.207990] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 11.5s | Global ETA: 1h 47m 57s [2025-11-22T01:49:55.208888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:55.208949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:55.213669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:55.215382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:55.215863] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:55.216524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:55.265712] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 2.84% [2025-11-22T01:49:55.338085] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 1.45% [2025-11-22T01:49:55.430618] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.65%, Actual: 1.37% [2025-11-22T01:49:55.462144] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 8.3s | Global ETA: 1h 47m 58s [2025-11-22T01:49:55.463044] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:55.463106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:55.467907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:55.468708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:55.471278] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:55.475496] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:55.477530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:55.507208] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 2.77% [2025-11-22T01:49:55.596305] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 2.89%, Actual: 1.62% [2025-11-22T01:49:55.596529] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 42.4706% [2025-11-22T01:49:55.596612] [INFO ] [main ] GNRC: DISCARDED add_intraday_skewness_proxies (score: 42.47%) [2025-11-22T01:49:55.596675] [INFO ] [main ] GNRC: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:49:55.596710] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile'] [2025-11-22T01:49:55.596745] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:49:55.610625] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:55.612120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:55.612181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:55.617032] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:55.679593] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.89%, Actual: 0.89% [2025-11-22T01:49:55.702231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:55.771564] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 10.9s | Global ETA: 1h 48m 0s [2025-11-22T01:49:55.772484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:55.772907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:55.777993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:55.779775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:55.780286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:55.780977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:55.849900] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.29% [2025-11-22T01:49:55.850101] [INFO ] [main ] BV: Magnitude Forecast Confidence: 36.1070% [2025-11-22T01:49:55.850186] [INFO ] [main ] BV: DISCARDED add_late_session_pressure (score: 36.11%) [2025-11-22T01:49:55.850231] [INFO ] [main ] BV: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:49:55.850263] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_micro_gap_fill_velocity'] [2025-11-22T01:49:55.850671] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:49:55.865764] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:55.867153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:55.867219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:55.872082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:55.873867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:55.874343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:55.874753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:55.917883] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:55.919909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.062386] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 7.7s | Global ETA: 1h 48m 2s [2025-11-22T01:49:56.063314] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:56.063380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.068373] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:56.069193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:56.071856] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:56.076265] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:56.078430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.341891] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 10.3s | Global ETA: 1h 48m 4s [2025-11-22T01:49:56.342776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:56.342839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.347597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:56.349315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:56.349794] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:56.350446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.387018] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.71% | Symbol ETA: 29.9s | Global ETA: 1h 48m 4s [2025-11-22T01:49:56.387966] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:56.388028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.392839] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:56.482617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.503531] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 20.0s | Global ETA: 1h 48m 5s [2025-11-22T01:49:56.504434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:56.504513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.509280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:56.511020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:56.511496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:56.511909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:56.554974] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:56.557013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.670831] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 7.1s | Global ETA: 1h 48m 6s [2025-11-22T01:49:56.671720] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:56.671783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.676556] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:56.677352] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:56.679891] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:56.684435] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:49:56.686415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:56.913897] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 9.8s | Global ETA: 1h 48m 7s [2025-11-22T01:49:56.914865] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:56.914929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:56.919885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:56.921672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:56.922173] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:56.922884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:57.146268] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 19.4s | Global ETA: 1h 48m 9s [2025-11-22T01:49:57.147200] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:57.147265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:57.152011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:57.153767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:57.154250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:57.154635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:57.156404] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.46% | Symbol ETA: 29.1s | Global ETA: 1h 48m 9s [2025-11-22T01:49:57.157335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:57.157398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:57.162464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:57.197405] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:57.199450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:57.253058] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 6.5s | Global ETA: 1h 48m 9s [2025-11-22T01:49:57.254044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:57.419578] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 1.69% [2025-11-22T01:49:57.493415] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 9.2s | Global ETA: 1h 48m 11s [2025-11-22T01:49:57.494373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:57.494438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:57.499353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:57.501148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:57.501628] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:57.502323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:57.583887] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.11% [2025-11-22T01:49:57.748245] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.52% [2025-11-22T01:49:57.782459] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.28% | Symbol ETA: 18.7s | Global ETA: 1h 48m 13s [2025-11-22T01:49:57.783363] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:57.783427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:57.788216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:57.789951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:57.790425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:57.790859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:57.835391] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:57.837558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:57.912688] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.33% [2025-11-22T01:49:57.933264] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.87% | Symbol ETA: 28.3s | Global ETA: 1h 48m 14s [2025-11-22T01:49:57.934205] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:57.934270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:57.939337] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:58.031425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:58.071539] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.53% | Symbol ETA: 8.7s | Global ETA: 1h 48m 14s [2025-11-22T01:49:58.072440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:58.072500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:58.077241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:58.077297] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.41% [2025-11-22T01:49:58.079018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:58.079483] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:58.080162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:58.242612] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.94% [2025-11-22T01:49:58.409751] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.24% [2025-11-22T01:49:58.452092] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 18.1s | Global ETA: 1h 48m 17s [2025-11-22T01:49:58.453034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:58.453099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:58.458009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:58.459754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:58.460230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:58.460620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:58.505225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:58.507399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:58.579047] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.73% [2025-11-22T01:49:58.643746] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 8.1s | Global ETA: 1h 48m 18s [2025-11-22T01:49:58.644617] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:58.644697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:58.649511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:58.651218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:58.651698] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:58.652366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:58.737407] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.68% | Symbol ETA: 27.6s | Global ETA: 1h 48m 18s [2025-11-22T01:49:58.738596] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:58.738691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:58.744730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:58.747790] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.19% [2025-11-22T01:49:58.843451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:58.916800] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.78% [2025-11-22T01:49:58.917009] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 37.8535% [2025-11-22T01:49:58.917123] [INFO ] [main ] CMSD: DISCARDED add_pct_change (score: 37.85%) [2025-11-22T01:49:58.917167] [INFO ] [main ] CMSD: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:49:58.917200] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_preclose_acceleration_mag'] [2025-11-22T01:49:58.917235] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:49:58.929446] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:49:58.930936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:58.930998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:58.935817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:58.936636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:58.939297] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:58.943675] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:49:58.944761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.100668] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 17.5s | Global ETA: 1h 48m 21s [2025-11-22T01:49:59.101541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:59.101605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:59.106570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:59.108343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:59.108844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:59.109276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:59.154504] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:59.156634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.212884] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 7.5s | Global ETA: 1h 48m 21s [2025-11-22T01:49:59.213790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:49:59.213852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:59.218500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:59.220218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:49:59.220698] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:49:59.221347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.520205] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.01% | Symbol ETA: 26.8s | Global ETA: 1h 48m 23s [2025-11-22T01:49:59.521170] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:49:59.521233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:59.526393] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:49:59.533519] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 11.5s | Global ETA: 1h 48m 23s [2025-11-22T01:49:59.534624] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:49:59.534711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:59.539718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:49:59.540603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:49:59.543434] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:49:59.548119] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:49:59.549327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.615916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.747931] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.27% | Symbol ETA: 16.9s | Global ETA: 1h 48m 25s [2025-11-22T01:49:59.748883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:49:59.748947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:49:59.757615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:49:59.759363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:49:59.759861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:49:59.760268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:49:59.780573] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 6.9s | Global ETA: 1h 48m 25s [2025-11-22T01:49:59.803062] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:49:59.805094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:49:59.946455] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.65% [2025-11-22T01:50:00.114821] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:50:00.161484] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 11.0s | Global ETA: 1h 48m 27s [2025-11-22T01:50:00.162374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:00.162438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:00.167248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:00.168064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:00.170837] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:00.175451] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:00.176673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:00.288240] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.71%, Actual: 1.04% [2025-11-22T01:50:00.313856] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 1.71% | Symbol ETA: 26.0s | Global ETA: 1h 48m 28s [2025-11-22T01:50:00.314843] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:00.314907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:00.319877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:50:00.403847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:00.543967] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 16.3s | Global ETA: 1h 48m 30s [2025-11-22T01:50:00.544914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:00.544979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:00.555062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:00.559954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:00.560450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:00.560874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:00.585712] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:50:00.626341] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:00.628685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:00.850470] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:50:00.877577] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 10.6s | Global ETA: 1h 48m 32s [2025-11-22T01:50:00.878495] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:00.878560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:00.883540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:00.884376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:00.887029] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:00.891488] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:00.892569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:01.077544] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 0.51% [2025-11-22T01:50:01.225011] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 15.6s | Global ETA: 1h 48m 34s [2025-11-22T01:50:01.225929] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:01.225993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:01.230754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:01.232489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:01.232989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:01.233376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:01.256915] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.53%, Actual: 1.16% [2025-11-22T01:50:01.275678] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:01.277785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:01.331744] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 25.4s | Global ETA: 1h 48m 34s [2025-11-22T01:50:01.332693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:01.332784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:01.338025] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:50:01.425444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:01.433017] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:50:01.603238] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 10.1s | Global ETA: 1h 48m 36s [2025-11-22T01:50:01.604212] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:01.604277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:01.607380] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 7.23% [2025-11-22T01:50:01.609236] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:01.610197] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:01.612911] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:01.618005] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:01.619180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:01.790080] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:50:01.790343] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.6947% [2025-11-22T01:50:01.790474] [INFO ] [main ] AIV: DISCARDED add_overnight_gap_mag (score: 40.69%) [2025-11-22T01:50:01.790530] [INFO ] [main ] AIV: Testing feature 29/53: add_pct_change [2025-11-22T01:50:01.790565] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_pct_change'] [2025-11-22T01:50:01.790612] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:01.804549] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:01.806256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:01.806336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:01.812899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:01.815432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:01.816159] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:01.818807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:01.927543] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 14.9s | Global ETA: 1h 48m 38s [2025-11-22T01:50:01.928557] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:01.928657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:01.934226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:01.936259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:01.936827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:01.937297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:01.984189] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:01.986765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:02.119993] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 24.5s | Global ETA: 1h 48m 39s [2025-11-22T01:50:02.120963] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:02.121026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:02.125933] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:50:02.211971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:02.250981] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 9.4s | Global ETA: 1h 48m 40s [2025-11-22T01:50:02.251981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:02.252047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:02.256815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:02.257608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:02.260179] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:02.264380] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:02.265593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:02.410746] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 12.1s | Global ETA: 1h 48m 41s [2025-11-22T01:50:02.411628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:02.411714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:02.416454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:02.418233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:02.418721] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:02.420632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:02.599480] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 14.3s | Global ETA: 1h 48m 42s [2025-11-22T01:50:02.773134] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 5.45% [2025-11-22T01:50:02.847193] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 8.7s | Global ETA: 1h 48m 44s [2025-11-22T01:50:02.848112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:02.848177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:02.853223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:02.854177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:02.856836] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:02.861214] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:02.862318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:02.903321] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -9.97% | Symbol ETA: 23.7s | Global ETA: 1h 48m 44s [2025-11-22T01:50:02.904225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:02.904290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:02.909251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:50:02.951094] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 4.39% [2025-11-22T01:50:02.996606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:03.027960] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 11.5s | Global ETA: 1h 48m 45s [2025-11-22T01:50:03.028857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:03.028918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:03.033578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:03.035314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:03.035819] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:03.037768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:03.132843] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.28%, Actual: 1.63% [2025-11-22T01:50:03.301576] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 2.18% [2025-11-22T01:50:03.460611] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 8.0s | Global ETA: 1h 48m 47s [2025-11-22T01:50:03.461500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:03.461564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:03.466273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:03.466957] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 0.25% [2025-11-22T01:50:03.467200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:03.469809] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:03.474152] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:03.475246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:03.617078] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 10.9s | Global ETA: 1h 48m 48s [2025-11-22T01:50:03.618183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:03.618256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:03.623399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:03.625591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:03.626170] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:03.628221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:03.631145] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.27%, Actual: 2.59% [2025-11-22T01:50:03.654545] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 3.13% | Symbol ETA: 22.9s | Global ETA: 1h 48m 49s [2025-11-22T01:50:03.795659] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 1.45% [2025-11-22T01:50:03.821389] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.71%, Actual: 0.93% [2025-11-22T01:50:03.960053] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 2.77% [2025-11-22T01:50:03.987210] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.46%, Actual: 0.77% [2025-11-22T01:50:04.082530] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 7.4s | Global ETA: 1h 48m 51s [2025-11-22T01:50:04.083438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:04.083504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.088454] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:04.089274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:04.091912] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:04.096270] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:04.097391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:04.125988] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.16%, Actual: 0.89% [2025-11-22T01:50:04.157928] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.87%, Actual: 3.34% [2025-11-22T01:50:04.216906] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 10.2s | Global ETA: 1h 48m 52s [2025-11-22T01:50:04.217989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:04.218057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.224021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:04.226163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:04.226695] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:04.229039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:04.295008] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 0.29% [2025-11-22T01:50:04.295224] [INFO ] [main ] BV: Magnitude Forecast Confidence: 43.2019% [2025-11-22T01:50:04.295323] [INFO ] [main ] BV: DISCARDED add_micro_gap_fill_velocity (score: 43.20%) [2025-11-22T01:50:04.295366] [INFO ] [main ] BV: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:50:04.295398] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:50:04.295432] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:04.309463] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:04.310742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:04.310805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.315611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:04.317422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:04.317919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:04.318339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:04.326579] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 2.93% [2025-11-22T01:50:04.362669] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:04.363459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:04.493875] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.01%, Actual: 4.03% [2025-11-22T01:50:04.661879] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 1.71%, Actual: 4.19% [2025-11-22T01:50:04.688138] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 6.7s | Global ETA: 1h 48m 55s [2025-11-22T01:50:04.689044] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:04.689109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.693923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:04.694755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:04.697356] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:04.701741] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:04.702861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:04.821978] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.89% | Symbol ETA: 9.6s | Global ETA: 1h 48m 56s [2025-11-22T01:50:04.822898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:04.822959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.827772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:04.829567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:04.829742] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 2.10% [2025-11-22T01:50:04.830062] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:04.832003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:04.954202] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 19.3s | Global ETA: 1h 48m 57s [2025-11-22T01:50:04.955171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:04.955572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:04.960409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:04.962154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:04.962627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:04.963042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:05.004741] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 2.84% [2025-11-22T01:50:05.009385] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:05.010209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:05.177445] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -9.97%, Actual: 1.37% [2025-11-22T01:50:05.290892] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 6.1s | Global ETA: 1h 48m 59s [2025-11-22T01:50:05.353230] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 3.13%, Actual: 1.62% [2025-11-22T01:50:05.353466] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 42.0148% [2025-11-22T01:50:05.353569] [INFO ] [main ] GNRC: DISCARDED add_intraday_volatility_percentile (score: 42.01%) [2025-11-22T01:50:05.353617] [INFO ] [main ] GNRC: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:50:05.353670] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_last_hour_momentum_mag'] [2025-11-22T01:50:05.353708] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:05.368181] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:05.369940] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:05.370005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:05.375276] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:05.376040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:05.405819] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 9.0s | Global ETA: 1h 48m 59s [2025-11-22T01:50:05.406702] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:05.406764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:05.411518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:05.413253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:05.413737] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:05.415678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:05.468504] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 1.69% [2025-11-22T01:50:05.609986] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 18.7s | Global ETA: 1h 49m 1s [2025-11-22T01:50:05.610916] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:05.610981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:05.615999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:05.617888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:05.618384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:05.618857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:05.638724] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.11% [2025-11-22T01:50:05.664861] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:05.665614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:05.807963] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.52% [2025-11-22T01:50:05.985238] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.33% [2025-11-22T01:50:05.996456] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.17% | Symbol ETA: 8.4s | Global ETA: 1h 49m 3s [2025-11-22T01:50:05.997414] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:05.997477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.002450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:06.004297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:06.004847] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:06.006862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:06.083422] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.46% | Symbol ETA: 30.5s | Global ETA: 1h 49m 3s [2025-11-22T01:50:06.084491] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:06.084557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.089957] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:06.090692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:06.166422] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.41% [2025-11-22T01:50:06.262072] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 18.1s | Global ETA: 1h 49m 5s [2025-11-22T01:50:06.262977] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:06.263041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.267883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:06.269617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:06.270113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:06.270498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:06.316202] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:06.317044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:06.339992] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.94% [2025-11-22T01:50:06.517746] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.24% [2025-11-22T01:50:06.600637] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 7.8s | Global ETA: 1h 49m 7s [2025-11-22T01:50:06.601577] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:06.601666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.606590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:06.608534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:06.609038] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:06.611058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:06.690366] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.73% [2025-11-22T01:50:06.779063] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.28% | Symbol ETA: 29.7s | Global ETA: 1h 49m 8s [2025-11-22T01:50:06.780081] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:06.780146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.785682] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:06.786430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:06.865039] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 0.19% [2025-11-22T01:50:06.915103] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.58% | Symbol ETA: 17.4s | Global ETA: 1h 49m 9s [2025-11-22T01:50:06.916034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:06.916097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:06.921094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:06.922902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:06.923396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:06.923820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:06.969119] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:06.969984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.049215] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.78% [2025-11-22T01:50:07.049537] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.7922% [2025-11-22T01:50:07.049637] [INFO ] [main ] CMSD: DISCARDED add_preclose_acceleration_mag (score: 36.79%) [2025-11-22T01:50:07.049806] [INFO ] [main ] CMSD: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:50:07.049843] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_prev_1100_to_open'] [2025-11-22T01:50:07.049880] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:07.063757] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:07.065119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:07.065187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:07.070117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:07.071000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:07.073670] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:07.078125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:07.078923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.217497] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 7.2s | Global ETA: 1h 49m 10s [2025-11-22T01:50:07.218489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:07.218553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:07.223849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:07.226803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:07.227354] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:50:07.229372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.488537] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.60% | Symbol ETA: 29.0s | Global ETA: 1h 49m 12s [2025-11-22T01:50:07.489474] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:07.489537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:07.494499] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:07.495204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.560504] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 16.8s | Global ETA: 1h 49m 13s [2025-11-22T01:50:07.561400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:07.561461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:07.566313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:07.568236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:07.568742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:07.569163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:07.615397] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:07.616209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.645145] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 11.2s | Global ETA: 1h 49m 13s [2025-11-22T01:50:07.646049] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:07.646111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:07.650866] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:07.651637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:07.654299] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:07.658595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:07.659316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:07.806861] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 6.6s | Global ETA: 1h 49m 14s [2025-11-22T01:50:07.975367] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 0.65% [2025-11-22T01:50:08.143215] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.18% [2025-11-22T01:50:08.191878] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 2.13% | Symbol ETA: 28.3s | Global ETA: 1h 49m 16s [2025-11-22T01:50:08.192830] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:08.192893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.198240] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:08.198988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.200698] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 16.1s | Global ETA: 1h 49m 16s [2025-11-22T01:50:08.201613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:08.201698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.206731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:08.208611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:08.209128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:08.209528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:08.226548] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 10.6s | Global ETA: 1h 49m 17s [2025-11-22T01:50:08.227485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:08.227548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.232368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:08.233171] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:08.235715] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:08.239950] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:08.240672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.256174] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:08.256968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.310561] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 1.04% [2025-11-22T01:50:08.476174] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 0.02% [2025-11-22T01:50:08.641664] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.89%, Actual: 0.25% [2025-11-22T01:50:08.807199] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 10.0s | Global ETA: 1h 49m 20s [2025-11-22T01:50:08.808096] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:08.808159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.808561] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.66%, Actual: 0.51% [2025-11-22T01:50:08.813023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:08.813811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:08.816760] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:08.821252] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:08.821969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.841585] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 15.5s | Global ETA: 1h 49m 20s [2025-11-22T01:50:08.842474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:08.842537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.847379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:08.849168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:08.849631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:08.850035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:08.894121] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:08.894853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.901529] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 27.6s | Global ETA: 1h 49m 21s [2025-11-22T01:50:08.902524] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:08.902587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:08.907741] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:08.908415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:08.974698] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.17%, Actual: 1.16% [2025-11-22T01:50:09.142798] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.72% [2025-11-22T01:50:09.308542] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 7.23% [2025-11-22T01:50:09.473014] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 0.56% [2025-11-22T01:50:09.473197] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 35.1276% [2025-11-22T01:50:09.473275] [INFO ] [main ] AIV: DISCARDED add_pct_change (score: 35.13%) [2025-11-22T01:50:09.473317] [INFO ] [main ] AIV: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:50:09.473349] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_preclose_acceleration_mag'] [2025-11-22T01:50:09.473383] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:09.473412] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 9.6s | Global ETA: 1h 49m 24s [2025-11-22T01:50:09.474575] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:09.474671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:09.480027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:09.480879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:09.483567] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:09.485448] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:09.486880] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:09.486941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:09.488078] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:09.488827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:09.490881] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -2.23% | Symbol ETA: 14.8s | Global ETA: 1h 49m 24s [2025-11-22T01:50:09.491698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:09.491929] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:09.491997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:09.493431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:09.493915] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:09.494926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:09.497141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:09.498998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:09.499489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:09.499911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:09.546932] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:09.547800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:09.608570] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.62% | Symbol ETA: 26.9s | Global ETA: 1h 49m 25s [2025-11-22T01:50:09.609488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:09.609551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:09.614502] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:09.615233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.056710] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 11.2s | Global ETA: 1h 49m 28s [2025-11-22T01:50:10.057624] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:10.057705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.062460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:10.064187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:10.064684] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:10.065725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.086965] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 9.0s | Global ETA: 1h 49m 28s [2025-11-22T01:50:10.087878] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:10.087941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.092780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:10.093580] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:10.096146] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:10.100450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:10.101194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.161833] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 14.2s | Global ETA: 1h 49m 28s [2025-11-22T01:50:10.162741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:10.162804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.167542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:10.169287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:10.169794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:10.170187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:10.213701] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:10.214600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.282891] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -2.74% | Symbol ETA: 26.2s | Global ETA: 1h 49m 29s [2025-11-22T01:50:10.283792] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:10.283853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.288612] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:10.289294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.622968] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 10.6s | Global ETA: 1h 49m 31s [2025-11-22T01:50:10.623869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:10.623930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.628673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:10.630359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:10.631206] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:10.632228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.674986] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 8.4s | Global ETA: 1h 49m 32s [2025-11-22T01:50:10.675883] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:10.675946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.684106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:10.684899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:10.687475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:10.691770] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:10.692498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.810438] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 13.5s | Global ETA: 1h 49m 32s [2025-11-22T01:50:10.955174] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -5.45% | Symbol ETA: 25.5s | Global ETA: 1h 49m 33s [2025-11-22T01:50:10.956082] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:10.956143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:10.960869] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:10.961532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:10.981193] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 5.45% [2025-11-22T01:50:11.151636] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.79%, Actual: 4.39% [2025-11-22T01:50:11.193370] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 10.1s | Global ETA: 1h 49m 35s [2025-11-22T01:50:11.194737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:11.194797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:11.199554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:11.201277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:11.201755] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:11.202770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:11.268182] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 7.8s | Global ETA: 1h 49m 35s [2025-11-22T01:50:11.269073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:11.269136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:11.273897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:11.274687] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:11.277238] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:11.281444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:11.282155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:11.326033] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.91%, Actual: 1.63% [2025-11-22T01:50:11.497978] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 2.18% [2025-11-22T01:50:11.620943] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.18% | Symbol ETA: 24.8s | Global ETA: 1h 49m 37s [2025-11-22T01:50:11.621873] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:11.621933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:11.626721] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:50:11.627513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:11.667204] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.25% [2025-11-22T01:50:11.772675] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.81% | Symbol ETA: 9.5s | Global ETA: 1h 49m 38s [2025-11-22T01:50:11.773546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:11.773608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:11.778404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:11.780126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:11.780584] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:11.781595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:11.837951] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 2.59% [2025-11-22T01:50:11.857276] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 7.2s | Global ETA: 1h 49m 39s [2025-11-22T01:50:11.858216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:11.858281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:11.863299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:11.864136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:11.866831] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:11.871171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:11.871909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:12.008351] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 1.45% [2025-11-22T01:50:12.176557] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -2.23%, Actual: 2.77% [2025-11-22T01:50:12.308427] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.36% | Symbol ETA: 24.1s | Global ETA: 1h 49m 42s [2025-11-22T01:50:12.344344] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.89% [2025-11-22T01:50:12.358094] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 9.0s | Global ETA: 1h 49m 42s [2025-11-22T01:50:12.359017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:12.359078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:12.363975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:12.365737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:12.366203] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:12.367219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:12.460421] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 6.6s | Global ETA: 1h 49m 43s [2025-11-22T01:50:12.461324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:12.461387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:12.466182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:12.466974] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:12.469559] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:12.473749] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:12.474469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:12.480950] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.46%, Actual: 0.93% [2025-11-22T01:50:12.510705] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.97%, Actual: 0.29% [2025-11-22T01:50:12.510909] [INFO ] [main ] BV: Magnitude Forecast Confidence: 49.1761% [2025-11-22T01:50:12.511003] [INFO ] [main ] BV: DISCARDED add_morning_followthrough_mag_T0 (score: 49.18%) [2025-11-22T01:50:12.511048] [INFO ] [main ] BV: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:50:12.511080] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_morning_range_expansion'] [2025-11-22T01:50:12.511116] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:12.526087] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:12.527462] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:12.527528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:12.532300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:12.534068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:12.534542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:12.534958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:12.579135] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:12.583792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:12.658410] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.28%, Actual: 0.77% [2025-11-22T01:50:12.829802] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.60%, Actual: 3.34% [2025-11-22T01:50:12.927177] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.61% | Symbol ETA: 8.4s | Global ETA: 1h 49m 45s [2025-11-22T01:50:12.928072] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:12.928165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:12.932996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:12.934760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:12.935228] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:12.936230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:12.995610] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 2.13%, Actual: 2.93% [2025-11-22T01:50:13.042921] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 6.0s | Global ETA: 1h 49m 46s [2025-11-22T01:50:13.170956] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 17.9s | Global ETA: 1h 49m 47s [2025-11-22T01:50:13.171875] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:13.171942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:13.176713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:13.178499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:13.178987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:13.179369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:13.181375] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 4.03% [2025-11-22T01:50:13.209525] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 1.69% [2025-11-22T01:50:13.222780] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:13.226965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:13.365048] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.62%, Actual: 4.19% [2025-11-22T01:50:13.405602] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 0.11% [2025-11-22T01:50:13.496433] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.66% | Symbol ETA: 7.8s | Global ETA: 1h 49m 49s [2025-11-22T01:50:13.497357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:13.497418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:13.502124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:13.503883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:13.504343] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:13.505350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:13.541807] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -2.74%, Actual: 2.10% [2025-11-22T01:50:13.571292] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.52% [2025-11-22T01:50:13.707766] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -5.45%, Actual: 2.84% [2025-11-22T01:50:13.738843] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.33% [2025-11-22T01:50:13.839800] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 17.4s | Global ETA: 1h 49m 51s [2025-11-22T01:50:13.840716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:13.840781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:13.845488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:13.847293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:13.848179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:13.848593] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:13.874839] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.18%, Actual: 1.37% [2025-11-22T01:50:13.891760] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:13.896096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:13.907679] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.41% [2025-11-22T01:50:14.040767] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.36%, Actual: 1.62% [2025-11-22T01:50:14.040986] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 49.7738% [2025-11-22T01:50:14.041079] [INFO ] [main ] GNRC: DISCARDED add_last_hour_momentum_mag (score: 49.77%) [2025-11-22T01:50:14.041122] [INFO ] [main ] GNRC: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:50:14.041534] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_day_volatility'] [2025-11-22T01:50:14.041574] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:14.055423] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:14.056917] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:14.056978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.063633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:14.065448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:14.065918] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 7.2s | Global ETA: 1h 49m 52s [2025-11-22T01:50:14.067342] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:14.067422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.073815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:14.076538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:14.077215] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:14.078413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:14.090129] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.94% [2025-11-22T01:50:14.280216] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.24% [2025-11-22T01:50:14.456241] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.73% [2025-11-22T01:50:14.477486] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.80% | Symbol ETA: 16.7s | Global ETA: 1h 49m 55s [2025-11-22T01:50:14.478378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:14.478442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.483204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:14.484946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:14.485407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:14.485811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:14.528817] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:14.532976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:14.631014] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.19% [2025-11-22T01:50:14.672910] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 6.7s | Global ETA: 1h 49m 56s [2025-11-22T01:50:14.673826] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:14.673886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.678731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:14.680525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:14.681014] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:50:14.682138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:14.731375] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.18% | Symbol ETA: 25.6s | Global ETA: 1h 49m 56s [2025-11-22T01:50:14.732290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:14.732351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.737142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:14.738943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:14.799561] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 0.78% [2025-11-22T01:50:14.799782] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 33.9573% [2025-11-22T01:50:14.799876] [INFO ] [main ] CMSD: DISCARDED add_prev_1100_to_open (score: 33.96%) [2025-11-22T01:50:14.799922] [INFO ] [main ] CMSD: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:50:14.799956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_prev_close_to_1100'] [2025-11-22T01:50:14.799994] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:14.811435] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:14.812709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:14.812772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:14.817630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:14.818489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:14.821185] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:14.825542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:14.826280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:15.112939] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 16.0s | Global ETA: 1h 49m 59s [2025-11-22T01:50:15.113835] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:15.113898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:15.118714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:15.120420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:15.120900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:15.121288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:15.164026] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:15.168306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:15.244546] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 6.1s | Global ETA: 1h 49m 60s [2025-11-22T01:50:15.396225] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 10.5s | Global ETA: 1h 50m 1s [2025-11-22T01:50:15.397148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:15.397212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:15.401013] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 24.9s | Global ETA: 1h 50m 1s [2025-11-22T01:50:15.401919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:15.401980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:15.401975] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:15.406300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:15.406771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:15.408583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:15.408982] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:15.411933] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 0.65% [2025-11-22T01:50:15.413288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:15.414047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:15.580969] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.18% [2025-11-22T01:50:15.745838] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 15.3s | Global ETA: 1h 50m 3s [2025-11-22T01:50:15.746730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:15.746795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:15.749252] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.04% [2025-11-22T01:50:15.751570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:15.753313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:15.753797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:15.754183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:15.796965] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:15.801154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:15.916017] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 0.02% [2025-11-22T01:50:15.986306] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 9.9s | Global ETA: 1h 50m 4s [2025-11-22T01:50:15.987228] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:15.987291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:15.992033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:15.992833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:15.995439] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:15.999734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:16.000437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:16.080057] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.94% | Symbol ETA: 24.3s | Global ETA: 1h 50m 5s [2025-11-22T01:50:16.080964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:16.081025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:16.082742] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:50:16.085788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:16.087628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:16.253735] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.61%, Actual: 0.51% [2025-11-22T01:50:16.382170] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.07% | Symbol ETA: 14.7s | Global ETA: 1h 50m 7s [2025-11-22T01:50:16.383065] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:16.383128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:16.387891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:16.389599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:16.390086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:16.390472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:16.420425] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.66%, Actual: 1.16% [2025-11-22T01:50:16.432935] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:16.437048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:16.586774] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.72% [2025-11-22T01:50:16.641157] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 9.5s | Global ETA: 1h 50m 8s [2025-11-22T01:50:16.642170] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:16.642236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:16.647330] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:16.648388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:16.651162] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:16.655503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:16.656251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:16.752741] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 7.23% [2025-11-22T01:50:16.776697] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.54% | Symbol ETA: 23.6s | Global ETA: 1h 50m 9s [2025-11-22T01:50:16.777601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:16.777680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:16.782387] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:16.784220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:16.919556] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.56% [2025-11-22T01:50:16.919781] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.3815% [2025-11-22T01:50:16.919863] [INFO ] [main ] AIV: DISCARDED add_preclose_acceleration_mag (score: 37.38%) [2025-11-22T01:50:16.919904] [INFO ] [main ] AIV: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:50:16.919935] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_1100_to_open'] [2025-11-22T01:50:16.919968] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:16.932190] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:16.933460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:16.933521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:16.938286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:16.940040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:16.940512] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:16.941194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.015759] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 14.1s | Global ETA: 1h 50m 10s [2025-11-22T01:50:17.016629] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:17.016712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.021520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:17.023252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:17.023737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:17.024120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:17.066824] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:17.071117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.255012] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 8.9s | Global ETA: 1h 50m 12s [2025-11-22T01:50:17.255951] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:17.256035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.260952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:17.261834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:17.264753] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:17.269532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:17.270292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.449174] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.17% | Symbol ETA: 22.9s | Global ETA: 1h 50m 13s [2025-11-22T01:50:17.450159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:17.450250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.454967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:17.456787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.510535] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.08% | Symbol ETA: 10.7s | Global ETA: 1h 50m 13s [2025-11-22T01:50:17.511456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:17.511519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.516380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:17.518178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:17.518705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:17.519422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.649180] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 13.4s | Global ETA: 1h 50m 14s [2025-11-22T01:50:17.650105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:17.650168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.654879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:17.656579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:17.657088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:17.657531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:17.702113] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:17.706251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:17.841440] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 8.3s | Global ETA: 1h 50m 16s [2025-11-22T01:50:17.842330] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:17.842394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:17.847120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:17.847913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:17.850494] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:17.854759] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:17.855462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.098015] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 10.1s | Global ETA: 1h 50m 17s [2025-11-22T01:50:18.098951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:18.099013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.103824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:18.105607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:18.106114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:18.106815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.122207] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 8.19% | Symbol ETA: 22.3s | Global ETA: 1h 50m 17s [2025-11-22T01:50:18.123353] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:18.123418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.128767] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:18.131152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.286730] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 12.8s | Global ETA: 1h 50m 18s [2025-11-22T01:50:18.287710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:18.287775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.292485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:18.294219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:18.294706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:18.295095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:18.337244] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:18.341369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.446538] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 7.7s | Global ETA: 1h 50m 19s [2025-11-22T01:50:18.447483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:18.447547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.452298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:18.453108] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:18.455692] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:18.459981] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:18.460733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.729326] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 9.7s | Global ETA: 1h 50m 21s [2025-11-22T01:50:18.730227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:18.730289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.735015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:18.736758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:18.737258] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:18.737937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.806089] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 3.46% | Symbol ETA: 21.6s | Global ETA: 1h 50m 21s [2025-11-22T01:50:18.806993] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:18.807054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:18.812012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:18.813801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:18.925156] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 3.12% | Symbol ETA: 12.1s | Global ETA: 1h 50m 22s [2025-11-22T01:50:19.046731] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 7.1s | Global ETA: 1h 50m 23s [2025-11-22T01:50:19.047632] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:19.047714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:19.052416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:19.053199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:19.055715] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:19.059987] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:19.060711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:19.093387] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 5.45% [2025-11-22T01:50:19.259512] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 4.39% [2025-11-22T01:50:19.307457] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 9.0s | Global ETA: 1h 50m 24s [2025-11-22T01:50:19.308396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:19.308461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:19.313194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:19.314925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:19.315384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:19.316062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:19.422575] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.80%, Actual: 1.63% [2025-11-22T01:50:19.499267] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 20.9s | Global ETA: 1h 50m 26s [2025-11-22T01:50:19.500190] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:19.500251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:19.505038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:19.506873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:19.586184] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 2.18% [2025-11-22T01:50:19.635767] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 6.5s | Global ETA: 1h 50m 27s [2025-11-22T01:50:19.636704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:19.636766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:19.644773] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:19.645603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:19.648249] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:19.652773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:19.653542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:19.753869] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.25% [2025-11-22T01:50:19.882364] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -2.08% | Symbol ETA: 8.4s | Global ETA: 1h 50m 28s [2025-11-22T01:50:19.883259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:19.883330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:19.888540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:19.890382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:19.890880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:19.891554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:19.927885] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.07%, Actual: 2.59% [2025-11-22T01:50:20.112311] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 1.45% [2025-11-22T01:50:20.242874] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 5.9s | Global ETA: 1h 50m 30s [2025-11-22T01:50:20.243394] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.14% | Symbol ETA: 20.2s | Global ETA: 1h 50m 30s [2025-11-22T01:50:20.243747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:20.243811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:20.244372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:20.244436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:20.248571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:20.249344] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:20.249745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:50:20.251730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:20.251873] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:20.256074] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:20.256791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:20.280894] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 2.77% [2025-11-22T01:50:20.449520] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 0.89% [2025-11-22T01:50:20.454692] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 7.8s | Global ETA: 1h 50m 32s [2025-11-22T01:50:20.455611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:20.455700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:20.460449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:20.462263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:20.462790] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:20.463461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:20.624531] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 3.12%, Actual: 0.29% [2025-11-22T01:50:20.624770] [INFO ] [main ] BV: Magnitude Forecast Confidence: 39.1701% [2025-11-22T01:50:20.624884] [INFO ] [main ] BV: DISCARDED add_morning_range_expansion (score: 39.17%) [2025-11-22T01:50:20.624935] [INFO ] [main ] BV: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:50:20.624972] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_11_elasticity'] [2025-11-22T01:50:20.625009] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:20.640213] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:20.641554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:20.641619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:20.646592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:20.648505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:20.649012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:20.649427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:20.696482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:20.697871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:20.819936] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 5.3s | Global ETA: 1h 50m 34s [2025-11-22T01:50:20.941302] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 8.02% | Symbol ETA: 19.5s | Global ETA: 1h 50m 34s [2025-11-22T01:50:20.986713] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 1.69% [2025-11-22T01:50:21.027304] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 4.66% | Symbol ETA: 7.2s | Global ETA: 1h 50m 35s [2025-11-22T01:50:21.028210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:21.028271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:21.032993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:21.034714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:21.035175] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:21.035856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:21.116328] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.18%, Actual: 0.93% [2025-11-22T01:50:21.154897] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.11% [2025-11-22T01:50:21.292352] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 0.77% [2025-11-22T01:50:21.293725] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 16.9s | Global ETA: 1h 50m 37s [2025-11-22T01:50:21.294661] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:21.294724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:21.299484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:21.301280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:21.301772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:21.302160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:21.323537] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.52% [2025-11-22T01:50:21.347423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:21.349093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:21.463450] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.94%, Actual: 3.34% [2025-11-22T01:50:21.493613] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.33% [2025-11-22T01:50:21.601874] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 6.6s | Global ETA: 1h 50m 39s [2025-11-22T01:50:21.602797] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:21.602858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:21.607612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:21.609383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:21.609883] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:21.610563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:21.638170] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.54%, Actual: 2.93% [2025-11-22T01:50:21.660067] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.41% [2025-11-22T01:50:21.825983] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 0.94% [2025-11-22T01:50:21.831138] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.17%, Actual: 4.03% [2025-11-22T01:50:21.950910] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.95% | Symbol ETA: 16.3s | Global ETA: 1h 50m 41s [2025-11-22T01:50:21.951884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:21.951957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:21.957556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:21.959444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:21.959990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:21.960392] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:21.991783] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.24% [2025-11-22T01:50:22.009903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:22.011017] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 8.19%, Actual: 4.19% [2025-11-22T01:50:22.011213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:22.160846] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.73% [2025-11-22T01:50:22.180975] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 6.0s | Global ETA: 1h 50m 42s [2025-11-22T01:50:22.181886] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:22.181947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:22.186687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:22.188403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:22.188884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:50:22.189559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:22.190145] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 3.46%, Actual: 2.10% [2025-11-22T01:50:22.324940] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 0.19% [2025-11-22T01:50:22.370546] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 2.84% [2025-11-22T01:50:22.489172] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.78% [2025-11-22T01:50:22.489322] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.3113% [2025-11-22T01:50:22.489417] [INFO ] [main ] CMSD: DISCARDED add_prev_close_to_1100 (score: 39.31%) [2025-11-22T01:50:22.489466] [INFO ] [main ] CMSD: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:50:22.489504] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_prev_close_to_open'] [2025-11-22T01:50:22.489539] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:22.500912] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:22.502132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:22.502195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:22.507015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:22.507859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:22.510458] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:22.514720] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:22.515444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:22.551829] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.14%, Actual: 1.37% [2025-11-22T01:50:22.608316] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.26% | Symbol ETA: 15.7s | Global ETA: 1h 50m 45s [2025-11-22T01:50:22.609298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:22.609371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:22.614340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:22.616153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:22.616662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:22.617063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:22.662327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:22.663901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:22.736905] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 8.02%, Actual: 1.62% [2025-11-22T01:50:22.737258] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 47.5667% [2025-11-22T01:50:22.737384] [INFO ] [main ] GNRC: DISCARDED add_late_day_volatility (score: 47.57%) [2025-11-22T01:50:22.737429] [INFO ] [main ] GNRC: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:50:22.737461] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_hour_microstructure'] [2025-11-22T01:50:22.737499] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:22.754397] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 5.5s | Global ETA: 1h 50m 46s [2025-11-22T01:50:22.754467] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:22.756226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:22.756291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:22.761363] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:22.764337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:22.922697] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 0.65% [2025-11-22T01:50:23.088578] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.18% [2025-11-22T01:50:23.089088] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 10.1s | Global ETA: 1h 50m 48s [2025-11-22T01:50:23.090059] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:23.090124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:23.095054] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:23.095869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:23.098508] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:23.102922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:23.103638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:23.254202] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.75% | Symbol ETA: 15.0s | Global ETA: 1h 50m 49s [2025-11-22T01:50:23.255130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:23.255192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:23.255523] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.04% [2025-11-22T01:50:23.260058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:23.261837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:23.262311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:23.262725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:23.306581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:23.308152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:23.423180] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.67%, Actual: 0.02% [2025-11-22T01:50:23.500859] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.77% | Symbol ETA: 24.6s | Global ETA: 1h 50m 50s [2025-11-22T01:50:23.501982] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:23.502048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:23.507413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:23.510441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:23.597703] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -2.08%, Actual: 0.25% [2025-11-22T01:50:23.681031] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 9.5s | Global ETA: 1h 50m 51s [2025-11-22T01:50:23.682034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:23.682096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:23.686873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:23.687879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:23.690434] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:23.694618] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:23.695329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:23.772118] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 0.51% [2025-11-22T01:50:23.909855] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 14.3s | Global ETA: 1h 50m 53s [2025-11-22T01:50:23.910784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:23.910847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:23.915670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:23.917490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:23.917995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:23.918402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:23.946508] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 4.66%, Actual: 1.16% [2025-11-22T01:50:23.965021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:23.966313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.128434] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 0.72% [2025-11-22T01:50:24.250728] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -3.99% | Symbol ETA: 23.9s | Global ETA: 1h 50m 55s [2025-11-22T01:50:24.251719] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:24.251784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.256838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:24.259692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.263070] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 8.9s | Global ETA: 1h 50m 55s [2025-11-22T01:50:24.267494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:24.267557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.272248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:24.273046] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:24.275571] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:24.279897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:24.280608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.299752] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 7.23% [2025-11-22T01:50:24.470323] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:50:24.470545] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 41.5283% [2025-11-22T01:50:24.470635] [INFO ] [main ] AIV: DISCARDED add_prev_1100_to_open (score: 41.53%) [2025-11-22T01:50:24.470701] [INFO ] [main ] AIV: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:50:24.470736] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_close_to_1100'] [2025-11-22T01:50:24.470772] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:24.483506] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:24.485108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:24.485168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.490187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:24.492071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:24.492561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:24.493245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.556932] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.04% | Symbol ETA: 13.7s | Global ETA: 1h 50m 57s [2025-11-22T01:50:24.557998] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:24.558064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.563174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:24.565069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:24.565606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:24.566026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:24.612073] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:24.613371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.843295] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 8.3s | Global ETA: 1h 50m 58s [2025-11-22T01:50:24.844191] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:24.844254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.849033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:24.849846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:24.852444] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:24.856618] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:24.860978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:24.936412] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 23.0s | Global ETA: 1h 50m 59s [2025-11-22T01:50:24.937351] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:24.937439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:24.942203] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:24.944917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.070400] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 10.4s | Global ETA: 1h 50m 60s [2025-11-22T01:50:25.071319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:25.071389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.076209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:25.077983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:25.078442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:25.079482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.207596] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 13.0s | Global ETA: 1h 51m 1s [2025-11-22T01:50:25.208487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:25.208550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.213332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:25.215067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:25.215542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:25.215946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:25.259796] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:25.261006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.426798] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 7.7s | Global ETA: 1h 51m 2s [2025-11-22T01:50:25.427744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:25.427808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.432464] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:25.433267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:25.435846] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:25.440061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:25.440775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.616405] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 22.2s | Global ETA: 1h 51m 3s [2025-11-22T01:50:25.617352] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:25.617416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.622218] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:25.624916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.647742] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 9.8s | Global ETA: 1h 51m 3s [2025-11-22T01:50:25.648622] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:25.648719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.653527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:25.655262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:25.655754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:25.656416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:25.851083] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 12.4s | Global ETA: 1h 51m 5s [2025-11-22T01:50:25.851984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:25.852047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:25.856784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:25.858541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:25.859031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:25.859435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:25.902149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:25.903299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.008197] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 7.1s | Global ETA: 1h 51m 6s [2025-11-22T01:50:26.009144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:26.009207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.013991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:26.014778] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:26.017361] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:26.021576] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:26.022289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.222798] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 9.2s | Global ETA: 1h 51m 7s [2025-11-22T01:50:26.223727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:26.223789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.228576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:26.230335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:26.230818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:26.231470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.301971] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.20% | Symbol ETA: 21.5s | Global ETA: 1h 51m 7s [2025-11-22T01:50:26.302889] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:26.302949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.307788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:26.310454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.485835] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 11.7s | Global ETA: 1h 51m 8s [2025-11-22T01:50:26.486728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:26.486791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.491486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:26.493224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:26.493711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:26.494090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:26.537618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:50:26.538827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.595376] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 6.6s | Global ETA: 1h 51m 9s [2025-11-22T01:50:26.596252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:26.596316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.601047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:26.601823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:26.604409] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:26.608639] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:26.609350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.799824] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.59% | Symbol ETA: 8.6s | Global ETA: 1h 51m 10s [2025-11-22T01:50:26.800733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:26.800795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.805629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:26.807538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:26.808052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:26.808755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:26.992836] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.11% | Symbol ETA: 20.7s | Global ETA: 1h 51m 12s [2025-11-22T01:50:26.993724] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:26.993785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:26.998620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:27.001421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.129147] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.08% | Symbol ETA: 11.1s | Global ETA: 1h 51m 12s [2025-11-22T01:50:27.178002] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 6.0s | Global ETA: 1h 51m 13s [2025-11-22T01:50:27.178891] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:27.178954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:27.183869] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:27.184636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:27.187239] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:27.191492] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:27.192219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.296500] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 5.45% [2025-11-22T01:50:27.375960] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 8.0s | Global ETA: 1h 51m 14s [2025-11-22T01:50:27.376878] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:27.376943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:27.381919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:27.383776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:27.384309] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:27.385022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.463379] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.95%, Actual: 4.39% [2025-11-22T01:50:27.633238] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.26%, Actual: 1.63% [2025-11-22T01:50:27.681780] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 20.0s | Global ETA: 1h 51m 16s [2025-11-22T01:50:27.682740] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:27.682807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:27.687835] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:27.690703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.768420] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 5.4s | Global ETA: 1h 51m 16s [2025-11-22T01:50:27.769363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:27.769447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:27.774261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:27.775053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:27.777692] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:27.782005] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:27.782772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.802401] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.75%, Actual: 2.18% [2025-11-22T01:50:27.952765] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 7.4s | Global ETA: 1h 51m 17s [2025-11-22T01:50:27.953660] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:27.953723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:27.958534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:27.960293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:27.960776] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:27.961436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:27.971861] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 0.25% [2025-11-22T01:50:28.138202] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.04%, Actual: 2.59% [2025-11-22T01:50:28.305466] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 1.45% [2025-11-22T01:50:28.364095] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 4.8s | Global ETA: 1h 51m 20s [2025-11-22T01:50:28.385180] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 19.3s | Global ETA: 1h 51m 20s [2025-11-22T01:50:28.386106] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:28.386166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:28.391099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:28.393912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:28.473986] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 2.77% [2025-11-22T01:50:28.533436] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.69% [2025-11-22T01:50:28.540494] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.53% | Symbol ETA: 6.9s | Global ETA: 1h 51m 21s [2025-11-22T01:50:28.541775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:28.541841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:28.547897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:28.550115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:28.550716] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:28.551444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:28.642894] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.00%, Actual: 0.89% [2025-11-22T01:50:28.703257] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.11% [2025-11-22T01:50:28.812244] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.08%, Actual: 0.29% [2025-11-22T01:50:28.812448] [INFO ] [main ] BV: Magnitude Forecast Confidence: 50.6390% [2025-11-22T01:50:28.812552] [INFO ] [main ] BV: DISCARDED add_open_11_elasticity (score: 50.64%) [2025-11-22T01:50:28.812604] [INFO ] [main ] BV: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:50:28.812664] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_reversal_intensity'] [2025-11-22T01:50:28.812738] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:28.827547] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:28.829068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:28.829132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:28.833954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:28.835773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:28.836239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:28.836623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:28.872466] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.52% [2025-11-22T01:50:28.880861] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:28.882488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:29.040420] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.33% [2025-11-22T01:50:29.084792] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.80% | Symbol ETA: 18.6s | Global ETA: 1h 51m 24s [2025-11-22T01:50:29.085689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:29.085750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:29.090876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:29.093705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:29.176756] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 6.3s | Global ETA: 1h 51m 25s [2025-11-22T01:50:29.177725] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:29.177788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:29.182623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:29.184472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:29.184983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:29.185678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:29.208934] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.41% [2025-11-22T01:50:29.377119] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.94% [2025-11-22T01:50:29.467377] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 16.1s | Global ETA: 1h 51m 27s [2025-11-22T01:50:29.468290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:29.468354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:29.473081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:29.474821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:29.475294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:29.475696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:29.519283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:29.520701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:29.546175] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.24% [2025-11-22T01:50:29.719132] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.73% [2025-11-22T01:50:29.782174] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 6.39% | Symbol ETA: 17.9s | Global ETA: 1h 51m 29s [2025-11-22T01:50:29.783397] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 5.7s | Global ETA: 1h 51m 29s [2025-11-22T01:50:29.785374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:29.785463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:29.793159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:29.795967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:29.796682] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:50:29.797757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:29.923603] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 0.19% [2025-11-22T01:50:29.989051] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.77%, Actual: 0.93% [2025-11-22T01:50:30.194015] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 0.78% [2025-11-22T01:50:30.194370] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.1022% [2025-11-22T01:50:30.194522] [INFO ] [main ] CMSD: DISCARDED add_prev_close_to_open (score: 34.10%) [2025-11-22T01:50:30.194589] [INFO ] [main ] CMSD: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:50:30.194675] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_prior_day_tail_pressure'] [2025-11-22T01:50:30.194738] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:30.211930] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:30.213867] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:30.213954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:30.221829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:30.223181] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:30.227370] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:30.234231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:30.239038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:30.271450] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -3.99%, Actual: 0.77% [2025-11-22T01:50:30.318226] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.86% | Symbol ETA: 16.3s | Global ETA: 1h 51m 32s [2025-11-22T01:50:30.319699] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:30.319792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:30.327453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:30.330361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:30.331096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:30.331694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:30.402024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:30.404512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:30.529055] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 3.34% [2025-11-22T01:50:30.578867] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 5.1s | Global ETA: 1h 51m 34s [2025-11-22T01:50:30.708402] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 2.93% [2025-11-22T01:50:30.752711] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 0.65% [2025-11-22T01:50:30.892776] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.20%, Actual: 4.03% [2025-11-22T01:50:30.925861] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:50:31.010741] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 11.6s | Global ETA: 1h 51m 36s [2025-11-22T01:50:31.011612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:31.011703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:31.016456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:31.017268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:31.019842] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:31.024127] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:31.026844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:31.064323] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.11%, Actual: 4.19% [2025-11-22T01:50:31.093953] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 15.6s | Global ETA: 1h 51m 37s [2025-11-22T01:50:31.094259] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 1.04% [2025-11-22T01:50:31.094979] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:31.095046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:31.100206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:31.102127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:31.102625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:31.103049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:31.148665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:31.150153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:31.229632] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 2.10% [2025-11-22T01:50:31.259712] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 0.02% [2025-11-22T01:50:31.394670] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 2.84% [2025-11-22T01:50:31.425278] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.25% [2025-11-22T01:50:31.561408] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.80%, Actual: 1.37% [2025-11-22T01:50:31.592715] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 0.51% [2025-11-22T01:50:31.599522] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 10.0s | Global ETA: 1h 51m 40s [2025-11-22T01:50:31.600421] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:31.600485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:31.605251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:31.606079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:31.608690] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:31.612908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:31.615571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:31.727136] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 6.39%, Actual: 1.62% [2025-11-22T01:50:31.727318] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 32.2292% [2025-11-22T01:50:31.727398] [INFO ] [main ] GNRC: DISCARDED add_late_hour_microstructure (score: 32.23%) [2025-11-22T01:50:31.727441] [INFO ] [main ] GNRC: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:50:31.727471] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_session_pressure'] [2025-11-22T01:50:31.727526] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:31.741351] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:31.742791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:31.742851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:31.747832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:31.748879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:31.759183] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.53%, Actual: 1.16% [2025-11-22T01:50:31.763196] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.83% | Symbol ETA: 14.7s | Global ETA: 1h 51m 41s [2025-11-22T01:50:31.764115] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:31.764179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:31.769162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:31.770984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:31.771455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:31.771867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:31.817694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:31.819431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:31.923710] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 0.72% [2025-11-22T01:50:32.088101] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 7.23% [2025-11-22T01:50:32.190438] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 9.1s | Global ETA: 1h 51m 43s [2025-11-22T01:50:32.191326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:32.191390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.196166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:32.196953] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:32.199517] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:32.203692] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:32.206334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:32.250544] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.56% [2025-11-22T01:50:32.250709] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 39.8081% [2025-11-22T01:50:32.250791] [INFO ] [main ] AIV: DISCARDED add_prev_close_to_1100 (score: 39.81%) [2025-11-22T01:50:32.250834] [INFO ] [main ] AIV: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:50:32.250866] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_close_to_open'] [2025-11-22T01:50:32.250901] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:32.263116] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:32.264358] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:32.264420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.269440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:32.271247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:32.271750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:32.272444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:32.420164] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 10.71% | Symbol ETA: 23.1s | Global ETA: 1h 51m 45s [2025-11-22T01:50:32.421089] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:32.421150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.425908] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:32.427005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:32.436917] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 13.9s | Global ETA: 1h 51m 45s [2025-11-22T01:50:32.438341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:32.438409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.443982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:32.445881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:32.446402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:32.446838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:32.493757] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:32.495363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:32.786349] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 8.3s | Global ETA: 1h 51m 47s [2025-11-22T01:50:32.787249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:32.787313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.792158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:32.792966] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:32.795496] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:32.799851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:32.802490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:32.840277] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 10.1s | Global ETA: 1h 51m 47s [2025-11-22T01:50:32.841186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:32.841248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:32.846026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:32.847900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:32.848375] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:32.849073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.089739] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.68% | Symbol ETA: 22.4s | Global ETA: 1h 51m 49s [2025-11-22T01:50:33.091185] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:33.091246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.095952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:33.096982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.112375] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 13.2s | Global ETA: 1h 51m 49s [2025-11-22T01:50:33.113312] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:33.113376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.118339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:33.120206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:33.120712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:33.121125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:33.165908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:33.167570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.375374] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 7.6s | Global ETA: 1h 51m 51s [2025-11-22T01:50:33.376772] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:33.377030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.382413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:33.383403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:33.386213] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:33.390747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:33.393546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.446361] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 9.6s | Global ETA: 1h 51m 51s [2025-11-22T01:50:33.447367] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:33.447432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.452549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:33.454425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:33.454937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:33.455619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.755122] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.26% | Symbol ETA: 12.4s | Global ETA: 1h 51m 53s [2025-11-22T01:50:33.756062] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:33.756126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.761154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:33.763017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:33.763505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:33.763929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:33.766766] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.01% | Symbol ETA: 21.7s | Global ETA: 1h 51m 53s [2025-11-22T01:50:33.767702] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:33.767766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.772666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:33.773697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.808536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:33.810155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:33.966164] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 6.9s | Global ETA: 1h 51m 54s [2025-11-22T01:50:33.967225] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:33.967289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:33.972104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:33.973109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:33.975671] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:33.980200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:33.982964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:34.063357] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 9.1s | Global ETA: 1h 51m 55s [2025-11-22T01:50:34.064352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:34.064421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:34.069455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:34.071261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:34.071772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:34.072478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:34.397827] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 11.7s | Global ETA: 1h 51m 57s [2025-11-22T01:50:34.398723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:34.398787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:34.403588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:34.405474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:34.406022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:34.406416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:34.451692] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:34.451892] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 21.0s | Global ETA: 1h 51m 57s [2025-11-22T01:50:34.452840] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:34.452901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:34.453116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:34.457718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:34.458825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:34.556161] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 6.3s | Global ETA: 1h 51m 58s [2025-11-22T01:50:34.557065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:34.557154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:34.562034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:34.562858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:34.565415] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:34.569753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:34.572443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:34.692041] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 8.5s | Global ETA: 1h 51m 59s [2025-11-22T01:50:34.692968] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:34.693031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:34.698554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:34.700470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:34.701016] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:34.701747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.045415] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 11.0s | Global ETA: 1h 52m 1s [2025-11-22T01:50:35.046294] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:35.046358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.051117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:35.052906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:35.053370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:35.053775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:35.096901] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:50:35.098309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.138679] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.57% | Symbol ETA: 20.4s | Global ETA: 1h 52m 1s [2025-11-22T01:50:35.139589] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:35.139683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.144524] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:35.145582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.146752] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 5.7s | Global ETA: 1h 52m 2s [2025-11-22T01:50:35.147627] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:35.147710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.152427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:35.153214] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:35.155766] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:35.159992] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:35.162674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.303102] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 7.9s | Global ETA: 1h 52m 2s [2025-11-22T01:50:35.304060] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:35.304124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.309360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:35.311191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:35.311740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:35.312410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.708309] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 10.3s | Global ETA: 1h 52m 5s [2025-11-22T01:50:35.740496] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 5.1s | Global ETA: 1h 52m 5s [2025-11-22T01:50:35.741380] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:35.741443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.746231] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:35.747054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:35.749635] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:35.753855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:35.756522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.815721] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.93% | Symbol ETA: 19.7s | Global ETA: 1h 52m 6s [2025-11-22T01:50:35.816594] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:35.816675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.821518] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:35.822576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:35.880405] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 7.3s | Global ETA: 1h 52m 6s [2025-11-22T01:50:35.881351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:35.881413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:35.886114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:35.886892] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 5.45% [2025-11-22T01:50:35.887929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:35.888402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:35.889111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:36.063148] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.86%, Actual: 4.39% [2025-11-22T01:50:36.238379] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 1.63% [2025-11-22T01:50:36.329850] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 4.4s | Global ETA: 1h 52m 9s [2025-11-22T01:50:36.404947] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.83%, Actual: 2.18% [2025-11-22T01:50:36.466440] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.53% | Symbol ETA: 6.7s | Global ETA: 1h 52m 10s [2025-11-22T01:50:36.467431] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:36.467498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:36.472750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:36.474929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:36.475430] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:36.476159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:36.489589] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.84% | Symbol ETA: 19.0s | Global ETA: 1h 52m 10s [2025-11-22T01:50:36.490483] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:36.490544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:36.495260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:36.496290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:36.497339] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.69% [2025-11-22T01:50:36.570667] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.25% [2025-11-22T01:50:36.663922] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.11% [2025-11-22T01:50:36.735912] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.59% [2025-11-22T01:50:36.830659] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.52% [2025-11-22T01:50:36.904032] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 1.45% [2025-11-22T01:50:37.017445] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.33% [2025-11-22T01:50:37.077629] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 6.1s | Global ETA: 1h 52m 13s [2025-11-22T01:50:37.078521] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:37.078583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:37.083333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:37.085060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:37.085546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:37.086245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:37.129638] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.38%, Actual: 2.77% [2025-11-22T01:50:37.167782] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -3.37% | Symbol ETA: 18.3s | Global ETA: 1h 52m 14s [2025-11-22T01:50:37.168722] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:37.168799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:37.173795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:37.174884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:37.187714] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.41% [2025-11-22T01:50:37.296093] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 0.89% [2025-11-22T01:50:37.357690] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.94% [2025-11-22T01:50:37.462572] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 0.29% [2025-11-22T01:50:37.462781] [INFO ] [main ] BV: Magnitude Forecast Confidence: 51.5451% [2025-11-22T01:50:37.462890] [INFO ] [main ] BV: DISCARDED add_open_reversal_intensity (score: 51.55%) [2025-11-22T01:50:37.462935] [INFO ] [main ] BV: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:50:37.462969] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:50:37.463003] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:37.480059] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:37.481717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:37.481784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:37.486546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:37.488371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:37.488898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:37.489282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:37.531589] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.24% [2025-11-22T01:50:37.533364] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:37.535021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:37.663695] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 5.5s | Global ETA: 1h 52m 17s [2025-11-22T01:50:37.664592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:37.664673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:37.669730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:37.671470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:37.671955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:50:37.672618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:37.703114] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.73% [2025-11-22T01:50:37.850333] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.75% | Symbol ETA: 17.7s | Global ETA: 1h 52m 18s [2025-11-22T01:50:37.851249] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:37.851312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:37.856297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:50:37.857393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:37.874846] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 0.19% [2025-11-22T01:50:38.047235] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.78% [2025-11-22T01:50:38.047492] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 29.7736% [2025-11-22T01:50:38.047586] [INFO ] [main ] CMSD: DISCARDED add_prior_day_tail_pressure (score: 29.77%) [2025-11-22T01:50:38.047627] [INFO ] [main ] CMSD: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:50:38.047684] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_prior_mag_lag'] [2025-11-22T01:50:38.047757] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:38.061463] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:38.062771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:38.062834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:38.067634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:38.068473] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:38.071093] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:38.075402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:38.077012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:38.124683] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 15.9s | Global ETA: 1h 52m 20s [2025-11-22T01:50:38.125554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:38.125617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:38.130456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:38.132180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:38.132665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:38.133075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:38.176659] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:38.178361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:38.239423] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 4.9s | Global ETA: 1h 52m 20s [2025-11-22T01:50:38.409591] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.65% [2025-11-22T01:50:38.541600] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 3.86% | Symbol ETA: 17.0s | Global ETA: 1h 52m 22s [2025-11-22T01:50:38.574183] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.18% [2025-11-22T01:50:38.665460] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 9.6s | Global ETA: 1h 52m 23s [2025-11-22T01:50:38.666392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:38.666478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:38.671404] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:38.672225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:38.674891] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:38.679342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:38.681030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:38.712709] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 10.71%, Actual: 0.93% [2025-11-22T01:50:38.740153] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.71%, Actual: 1.04% [2025-11-22T01:50:38.764111] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 15.2s | Global ETA: 1h 52m 24s [2025-11-22T01:50:38.765010] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:38.765073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:38.769894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:38.771657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:38.772129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:38.772513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:38.820431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:38.822355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:38.884315] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.68%, Actual: 0.77% [2025-11-22T01:50:38.908277] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.02% [2025-11-22T01:50:39.060218] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.01%, Actual: 3.34% [2025-11-22T01:50:39.078269] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.25% [2025-11-22T01:50:39.229542] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.93% [2025-11-22T01:50:39.243668] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 0.51% [2025-11-22T01:50:39.267161] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 9.0s | Global ETA: 1h 52m 27s [2025-11-22T01:50:39.268047] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:39.268110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:39.272885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:39.273689] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:39.276241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:39.280500] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:39.282078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:39.396464] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.57%, Actual: 4.03% [2025-11-22T01:50:39.409955] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.53%, Actual: 1.16% [2025-11-22T01:50:39.454844] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.73% | Symbol ETA: 14.7s | Global ETA: 1h 52m 28s [2025-11-22T01:50:39.455758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:39.455827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:39.460699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:39.462456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:39.462981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:39.463368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:39.507998] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:39.509962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:39.569135] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.93%, Actual: 4.19% [2025-11-22T01:50:39.576055] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.72% [2025-11-22T01:50:39.739405] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.84%, Actual: 2.10% [2025-11-22T01:50:39.742137] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 7.23% [2025-11-22T01:50:39.862439] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 8.4s | Global ETA: 1h 52m 30s [2025-11-22T01:50:39.863400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:39.863462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:39.868296] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:39.869089] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:39.871669] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:39.876021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:39.877632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:39.910262] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.56% [2025-11-22T01:50:39.910411] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.6947% [2025-11-22T01:50:39.910484] [INFO ] [main ] AIV: DISCARDED add_prev_close_to_open (score: 40.69%) [2025-11-22T01:50:39.910526] [INFO ] [main ] AIV: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:50:39.910558] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure'] [2025-11-22T01:50:39.910592] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:39.911262] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -3.37%, Actual: 2.84% [2025-11-22T01:50:39.922894] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:39.924130] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:39.924192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:39.929101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:39.930853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:39.931333] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:39.934064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.103492] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.75%, Actual: 1.37% [2025-11-22T01:50:40.141965] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.50% | Symbol ETA: 14.1s | Global ETA: 1h 52m 32s [2025-11-22T01:50:40.142927] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:40.142992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.148344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:40.150801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:40.151450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:40.151974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:40.205366] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:40.207378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.269860] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 3.86%, Actual: 1.62% [2025-11-22T01:50:40.270069] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 48.3290% [2025-11-22T01:50:40.270148] [INFO ] [main ] GNRC: DISCARDED add_late_session_pressure (score: 48.33%) [2025-11-22T01:50:40.270192] [INFO ] [main ] GNRC: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:50:40.270626] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity'] [2025-11-22T01:50:40.270685] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:40.284357] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:40.285626] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:40.285724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.290498] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:40.292542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.480264] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 7.8s | Global ETA: 1h 52m 34s [2025-11-22T01:50:40.481211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:40.481275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.486296] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:40.487157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:40.489792] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:40.494089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:40.495708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.521766] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 9.8s | Global ETA: 1h 52m 34s [2025-11-22T01:50:40.522677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:40.522738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.527636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:40.529406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:40.529921] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:40.532539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.795783] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.03% | Symbol ETA: 13.4s | Global ETA: 1h 52m 36s [2025-11-22T01:50:40.796689] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:40.796753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.801628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:40.803417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:40.803907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:40.804289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:40.848547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:40.850339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:40.988010] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.82% | Symbol ETA: 21.2s | Global ETA: 1h 52m 37s [2025-11-22T01:50:40.988961] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:40.989026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:40.994008] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:40.996097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.070614] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 7.2s | Global ETA: 1h 52m 38s [2025-11-22T01:50:41.071502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:41.071564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.076260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:41.077038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:41.079605] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:41.083872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:41.085434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.096203] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 9.1s | Global ETA: 1h 52m 38s [2025-11-22T01:50:41.097124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:41.097188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.101915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:41.103692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:41.104153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:41.106805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.440561] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.10% | Symbol ETA: 12.7s | Global ETA: 1h 52m 40s [2025-11-22T01:50:41.441459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:41.441524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.446313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:41.448115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:41.448984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:41.449376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:41.492710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:41.494339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.657084] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 6.6s | Global ETA: 1h 52m 41s [2025-11-22T01:50:41.658031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:41.658094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.662898] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:41.663676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:41.665391] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 8.5s | Global ETA: 1h 52m 41s [2025-11-22T01:50:41.666241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:41.666305] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:41.666368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.671236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:41.672964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:41.673421] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:41.673855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:41.675430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.676112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:41.685167] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.03% | Symbol ETA: 20.4s | Global ETA: 1h 52m 42s [2025-11-22T01:50:41.686095] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:41.686170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:41.690990] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:41.693040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.080911] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 12.1s | Global ETA: 1h 52m 44s [2025-11-22T01:50:42.081881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:42.081944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.086716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:42.088452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:42.088943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:42.089329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:42.132401] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:42.134279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.239839] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 7.9s | Global ETA: 1h 52m 45s [2025-11-22T01:50:42.240726] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:42.240789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.245526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:42.247277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:42.247758] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:42.250121] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 6.0s | Global ETA: 1h 52m 45s [2025-11-22T01:50:42.250373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.251011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:42.251074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.255831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:42.256602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:42.259138] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:42.263325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:42.264908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.383688] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.96% | Symbol ETA: 19.7s | Global ETA: 1h 52m 46s [2025-11-22T01:50:42.384573] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:42.384659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.389528] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:42.391614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.731046] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 11.4s | Global ETA: 1h 52m 48s [2025-11-22T01:50:42.731982] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:42.732047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.737253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:42.739225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:42.739845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:42.740300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:42.787067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:42.789031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.815389] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 7.3s | Global ETA: 1h 52m 48s [2025-11-22T01:50:42.816271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:42.816333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.821260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:42.823026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:42.823527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:42.826225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:42.841820] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 5.4s | Global ETA: 1h 52m 49s [2025-11-22T01:50:42.842698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:42.842761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:42.847577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:42.848403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:42.850942] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:42.855206] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:42.856794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.085329] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 19.0s | Global ETA: 1h 52m 50s [2025-11-22T01:50:43.086270] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:43.086332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.091285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:43.093388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.385148] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 6.7s | Global ETA: 1h 52m 52s [2025-11-22T01:50:43.386054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:43.386117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.390918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:43.392627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:43.393144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:43.396502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.405353] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 10.8s | Global ETA: 1h 52m 52s [2025-11-22T01:50:43.406262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:43.406325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.411396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:43.413375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:43.413894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:43.414298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:43.441746] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 4.8s | Global ETA: 1h 52m 52s [2025-11-22T01:50:43.442606] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:43.442688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.448220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:43.449051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:43.451631] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:43.455949] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:43.457581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.459290] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:50:43.460936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.812709] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.94% | Symbol ETA: 18.4s | Global ETA: 1h 52m 55s [2025-11-22T01:50:43.813661] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:43.813724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.818829] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:43.820891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:43.977969] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.66% | Symbol ETA: 6.1s | Global ETA: 1h 52m 56s [2025-11-22T01:50:43.978865] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:43.978941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:43.983727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:43.985440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:43.985934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:43.988604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:44.031823] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 4.2s | Global ETA: 1h 52m 56s [2025-11-22T01:50:44.060232] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 10.1s | Global ETA: 1h 52m 56s [2025-11-22T01:50:44.199284] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 1.69% [2025-11-22T01:50:44.237709] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 5.45% [2025-11-22T01:50:44.370956] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.11% [2025-11-22T01:50:44.430094] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 4.39% [2025-11-22T01:50:44.527675] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.50% | Symbol ETA: 17.7s | Global ETA: 1h 52m 59s [2025-11-22T01:50:44.528694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:44.528761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:44.533816] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:44.535952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:44.542047] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T01:50:44.573844] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 5.6s | Global ETA: 1h 52m 59s [2025-11-22T01:50:44.574761] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:44.575165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:44.579988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:44.581762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:44.582226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:44.584912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:44.598956] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.73%, Actual: 1.63% [2025-11-22T01:50:44.719245] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.33% [2025-11-22T01:50:44.771495] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 2.18% [2025-11-22T01:50:44.893296] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.41% [2025-11-22T01:50:44.941092] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.03%, Actual: 0.25% [2025-11-22T01:50:45.061478] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.94% [2025-11-22T01:50:45.110027] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.10%, Actual: 2.59% [2025-11-22T01:50:45.157065] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 5.0s | Global ETA: 1h 53m 3s [2025-11-22T01:50:45.157975] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:50:45.158038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:45.162780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:45.164492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:45.164971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:45.167677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:45.225780] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 17.0s | Global ETA: 1h 53m 3s [2025-11-22T01:50:45.226775] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:45.226842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:45.231835] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:45.233673] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 0.24% [2025-11-22T01:50:45.234017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:45.279066] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 1.45% [2025-11-22T01:50:45.408159] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.73% [2025-11-22T01:50:45.446495] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 2.77% [2025-11-22T01:50:45.579162] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 0.19% [2025-11-22T01:50:45.615174] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 0.89% [2025-11-22T01:50:45.737262] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 4.4s | Global ETA: 1h 53m 6s [2025-11-22T01:50:45.753265] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 0.78% [2025-11-22T01:50:45.753484] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.0502% [2025-11-22T01:50:45.753586] [INFO ] [main ] CMSD: DISCARDED add_prior_mag_lag (score: 34.05%) [2025-11-22T01:50:45.753675] [INFO ] [main ] CMSD: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:50:45.753714] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_range_overlap_v_prior_day'] [2025-11-22T01:50:45.753752] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:45.765567] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:45.767091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:45.767172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:45.772075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:45.772907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:45.775608] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:45.780054] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:45.782510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:45.784032] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 0.29% [2025-11-22T01:50:45.784225] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.7019% [2025-11-22T01:50:45.784313] [INFO ] [main ] BV: DISCARDED add_open_vs_close_liquidity_ratio (score: 38.70%) [2025-11-22T01:50:45.784358] [INFO ] [main ] BV: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:50:45.784410] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_prev_range_position'] [2025-11-22T01:50:45.784445] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:45.799333] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:45.800599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:45.800680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:45.805488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:45.807302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:45.807783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:45.808251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:45.852904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:45.855802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:45.907391] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 0.65% [2025-11-22T01:50:45.941599] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 16.3s | Global ETA: 1h 53m 8s [2025-11-22T01:50:45.943206] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:45.943271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:45.948347] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:45.950525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:46.077145] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.18% [2025-11-22T01:50:46.247629] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 1.04% [2025-11-22T01:50:46.369001] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 9.2s | Global ETA: 1h 53m 10s [2025-11-22T01:50:46.369945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:46.370024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:46.374937] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:46.375766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:46.378495] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:46.382863] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:46.389002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:46.417323] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.22%, Actual: 0.02% [2025-11-22T01:50:46.445013] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 14.8s | Global ETA: 1h 53m 11s [2025-11-22T01:50:46.445915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:46.445982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:46.451066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:46.452818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:46.453288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:46.453693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:46.497856] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:46.500699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:46.585184] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.25% [2025-11-22T01:50:46.628504] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.49% | Symbol ETA: 15.5s | Global ETA: 1h 53m 12s [2025-11-22T01:50:46.629422] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:46.629483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:46.634223] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:50:46.636222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:46.751611] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.51% [2025-11-22T01:50:46.917989] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.66%, Actual: 1.16% [2025-11-22T01:50:46.964109] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 8.5s | Global ETA: 1h 53m 14s [2025-11-22T01:50:46.965044] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:46.965108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:46.970151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:46.970967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:46.973726] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:46.978190] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:46.980612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:47.085230] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 14.1s | Global ETA: 1h 53m 15s [2025-11-22T01:50:47.086066] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.72% [2025-11-22T01:50:47.086131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:47.086194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:47.091019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:47.092794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:47.093283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:47.093684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:47.136848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:47.139704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:47.252984] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 7.23% [2025-11-22T01:50:47.305593] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 3.24% | Symbol ETA: 14.8s | Global ETA: 1h 53m 16s [2025-11-22T01:50:47.427600] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 0.56% [2025-11-22T01:50:47.427868] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 47.7269% [2025-11-22T01:50:47.428027] [INFO ] [main ] AIV: KEPT add_prior_day_tail_pressure (score: 47.73%) [2025-11-22T01:50:47.428077] [INFO ] [main ] AIV: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:50:47.428113] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_prior_mag_lag'] [2025-11-22T01:50:47.428148] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:47.439464] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:47.440760] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:47.440823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:47.445549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:47.447381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:47.447866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:47.450527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:47.452070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:47.473522] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.82%, Actual: 0.93% [2025-11-22T01:50:47.566363] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 7.9s | Global ETA: 1h 53m 18s [2025-11-22T01:50:47.567309] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:47.567374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:47.572439] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:47.573301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:47.576011] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:47.580598] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:47.583172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:47.644333] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.03%, Actual: 0.77% [2025-11-22T01:50:47.724425] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 13.5s | Global ETA: 1h 53m 19s [2025-11-22T01:50:47.725318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:47.725381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:47.730219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:47.731952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:47.732423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:47.732829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:47.776807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:47.779744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:47.810415] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.96%, Actual: 3.34% [2025-11-22T01:50:47.976759] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 2.93% [2025-11-22T01:50:48.019455] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 9.2s | Global ETA: 1h 53m 20s [2025-11-22T01:50:48.020369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:48.020431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.025299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:48.027078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:48.027560] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:48.030204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:48.031758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.144171] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.94%, Actual: 4.03% [2025-11-22T01:50:48.170614] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 7.3s | Global ETA: 1h 53m 21s [2025-11-22T01:50:48.171533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:48.171600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.176793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:48.177723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:48.180429] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:48.184870] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:48.187382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.311129] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.50%, Actual: 4.19% [2025-11-22T01:50:48.362997] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.47% | Symbol ETA: 12.8s | Global ETA: 1h 53m 22s [2025-11-22T01:50:48.363886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:48.363949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.368687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:48.370391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:48.370886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:48.371274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:48.414728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:48.417518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.477214] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 2.10% [2025-11-22T01:50:48.599513] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 8.6s | Global ETA: 1h 53m 24s [2025-11-22T01:50:48.600419] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:48.600482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.605769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:48.607560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:48.608073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:48.610837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:48.612588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.643729] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 2.84% [2025-11-22T01:50:48.769128] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 6.7s | Global ETA: 1h 53m 25s [2025-11-22T01:50:48.770129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:48.770195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.775008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:48.775804] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:48.778389] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:48.782823] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:48.785334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.809339] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.49%, Actual: 1.37% [2025-11-22T01:50:48.976195] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 3.24%, Actual: 1.62% [2025-11-22T01:50:48.976368] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 46.7754% [2025-11-22T01:50:48.976445] [INFO ] [main ] GNRC: DISCARDED add_micro_gap_fill_velocity (score: 46.78%) [2025-11-22T01:50:48.976487] [INFO ] [main ] GNRC: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:50:48.976518] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:50:48.976552] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:48.990284] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:48.991532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:48.991593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:48.996389] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:48.997174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:48.998187] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 12.2s | Global ETA: 1h 53m 26s [2025-11-22T01:50:48.999074] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:48.999136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.003877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:49.005579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:49.006070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:49.006456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:49.049578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:49.052357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.183302] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 8.0s | Global ETA: 1h 53m 27s [2025-11-22T01:50:49.184213] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:49.184279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.189036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:49.190763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:49.191232] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:49.193876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:49.195795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.375029] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 6.1s | Global ETA: 1h 53m 29s [2025-11-22T01:50:49.376000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:49.376067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.381177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:49.382050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:49.384836] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:49.389298] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:49.391754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.629100] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.28% | Symbol ETA: 11.5s | Global ETA: 1h 53m 30s [2025-11-22T01:50:49.629983] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:49.630045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.634758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:49.636465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:49.636957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:49.637370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:49.662867] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.60% | Symbol ETA: 20.0s | Global ETA: 1h 53m 30s [2025-11-22T01:50:49.663780] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:49.663841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.668554] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:49.669285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.679757] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:49.682498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.763774] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 7.5s | Global ETA: 1h 53m 31s [2025-11-22T01:50:49.764635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:49.764719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.769473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:49.771190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:49.771681] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:49.774322] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:49.775889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:49.974289] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 5.5s | Global ETA: 1h 53m 32s [2025-11-22T01:50:49.975188] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:49.975251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:49.980254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:49.981082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:49.983749] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:49.988278] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:49.990772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.262795] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 10.9s | Global ETA: 1h 53m 34s [2025-11-22T01:50:50.263671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:50.263735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.268457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:50.270166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:50.270635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:50.271040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:50.314367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:50.317568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.335402] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.16% | Symbol ETA: 19.3s | Global ETA: 1h 53m 35s [2025-11-22T01:50:50.336307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:50.336368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.341361] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:50.342140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.342897] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -2.25% | Symbol ETA: 6.9s | Global ETA: 1h 53m 35s [2025-11-22T01:50:50.343790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:50.343854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.348625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:50.350366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:50.350856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:50.353503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:50.355083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.567144] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 4.9s | Global ETA: 1h 53m 36s [2025-11-22T01:50:50.568074] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:50.568138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.576272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:50.577072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:50.579711] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:50.583961] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:50.586319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.924489] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 6.3s | Global ETA: 1h 53m 38s [2025-11-22T01:50:50.925379] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:50.925442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.930308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:50.932055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:50.932522] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:50.935156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:50.936708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:50.953506] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -3.18% | Symbol ETA: 10.3s | Global ETA: 1h 53m 38s [2025-11-22T01:50:50.954398] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:50.954460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:50.959244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:50.960988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:50.961463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:50.961871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:51.003820] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -7.22% | Symbol ETA: 18.6s | Global ETA: 1h 53m 39s [2025-11-22T01:50:51.004740] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:51.004801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:51.004891] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:51.007688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.009637] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:51.010380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.153851] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 4.3s | Global ETA: 1h 53m 40s [2025-11-22T01:50:51.154744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:51.154807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:51.159633] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:51.160424] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:51.162980] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:51.167241] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:51.169598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.507120] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 4.38% | Symbol ETA: 5.7s | Global ETA: 1h 53m 42s [2025-11-22T01:50:51.508007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:51.508084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:51.512949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:51.514705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:51.515186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:51.517949] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:51.519520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.590529] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 9.6s | Global ETA: 1h 53m 42s [2025-11-22T01:50:51.591418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:51.591482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:51.596207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:51.597973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:51.598447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:51.598850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:51.641439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:50:51.644247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.676857] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 18.0s | Global ETA: 1h 53m 43s [2025-11-22T01:50:51.677881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:51.677946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:51.682895] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:51.683630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:51.747053] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 3.7s | Global ETA: 1h 53m 43s [2025-11-22T01:50:51.923210] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.69% [2025-11-22T01:50:52.090738] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 5.1s | Global ETA: 1h 53m 45s [2025-11-22T01:50:52.091484] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.11% [2025-11-22T01:50:52.091600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:52.091684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:52.096397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:52.098147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:52.098619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:52.101268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:52.102833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:52.223236] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.00% | Symbol ETA: 9.0s | Global ETA: 1h 53m 46s [2025-11-22T01:50:52.258980] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.52% [2025-11-22T01:50:52.346270] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.70% | Symbol ETA: 17.3s | Global ETA: 1h 53m 47s [2025-11-22T01:50:52.347196] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:52.347258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:52.352138] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:52.353217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:52.390251] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 5.45% [2025-11-22T01:50:52.432026] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.33% [2025-11-22T01:50:52.555149] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 4.39% [2025-11-22T01:50:52.600175] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.41% [2025-11-22T01:50:52.671854] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 4.6s | Global ETA: 1h 53m 49s [2025-11-22T01:50:52.672762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:52.672826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:52.677834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:52.679718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:52.680242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:52.682994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:50:52.684609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:52.720922] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.69%, Actual: 1.63% [2025-11-22T01:50:52.767632] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 0.94% [2025-11-22T01:50:52.887007] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.47%, Actual: 2.18% [2025-11-22T01:50:52.934716] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.24% [2025-11-22T01:50:53.023180] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.57% | Symbol ETA: 16.6s | Global ETA: 1h 53m 51s [2025-11-22T01:50:53.024144] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:53.024207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:53.029266] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:53.030033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:53.052880] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 0.25% [2025-11-22T01:50:53.101745] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.73% [2025-11-22T01:50:53.217931] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.28%, Actual: 2.59% [2025-11-22T01:50:53.255639] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 4.0s | Global ETA: 1h 53m 52s [2025-11-22T01:50:53.270235] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.19% [2025-11-22T01:50:53.384501] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 1.45% [2025-11-22T01:50:53.424906] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 0.65% [2025-11-22T01:50:53.440622] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.78% [2025-11-22T01:50:53.440865] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 38.3312% [2025-11-22T01:50:53.440949] [INFO ] [main ] CMSD: DISCARDED add_range_overlap_v_prior_day (score: 38.33%) [2025-11-22T01:50:53.440992] [INFO ] [main ] CMSD: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:50:53.441024] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_range_volume_efficiency'] [2025-11-22T01:50:53.441059] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:50:53.452445] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:53.453922] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:53.453985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:53.459043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:53.460087] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:53.462920] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:53.467564] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:53.469839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:53.550258] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -3.18%, Actual: 2.77% [2025-11-22T01:50:53.592682] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 0.18% [2025-11-22T01:50:53.703245] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 15.9s | Global ETA: 1h 53m 55s [2025-11-22T01:50:53.704146] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:53.704207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:53.709029] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:53.709761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:53.715219] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.89%, Actual: 0.89% [2025-11-22T01:50:53.760780] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 1.04% [2025-11-22T01:50:53.879903] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.00%, Actual: 0.29% [2025-11-22T01:50:53.880069] [INFO ] [main ] BV: Magnitude Forecast Confidence: 55.1708% [2025-11-22T01:50:53.880162] [INFO ] [main ] BV: DISCARDED add_open_vs_prev_range_position (score: 55.17%) [2025-11-22T01:50:53.880206] [INFO ] [main ] BV: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:50:53.880240] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_amplitude'] [2025-11-22T01:50:53.880276] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:50:53.894376] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:53.895615] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:53.895697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:53.900473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:53.902239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:53.902738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:53.903135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:53.927183] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.88%, Actual: 0.02% [2025-11-22T01:50:53.946254] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:53.946920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:54.036547] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 8.7s | Global ETA: 1h 53m 57s [2025-11-22T01:50:54.037493] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:54.037557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:54.042273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:54.043072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:54.045660] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:54.049978] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:54.052115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:54.093621] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -2.25%, Actual: 0.25% [2025-11-22T01:50:54.262783] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:50:54.383269] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 15.3s | Global ETA: 1h 53m 59s [2025-11-22T01:50:54.384159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:54.384220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:54.389007] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:54.389731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:54.429977] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 4.38%, Actual: 1.16% [2025-11-22T01:50:54.534971] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.37% | Symbol ETA: 13.9s | Global ETA: 1h 54m 0s [2025-11-22T01:50:54.535859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:54.535922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:54.540692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:54.542420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:54.542913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:54.543307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:54.586447] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:54.587119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:54.598095] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.72% [2025-11-22T01:50:54.630233] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 8.1s | Global ETA: 1h 54m 1s [2025-11-22T01:50:54.631122] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:54.631185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:54.635930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:54.636730] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:54.639321] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:54.643519] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:54.645667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:54.764897] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 7.23% [2025-11-22T01:50:54.932116] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.56% [2025-11-22T01:50:54.932321] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 38.1466% [2025-11-22T01:50:54.932374] [INFO ] [main ] AIV: DISCARDED add_prior_mag_lag (score: 38.15%) [2025-11-22T01:50:54.932414] [INFO ] [main ] AIV: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:50:54.932448] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day'] [2025-11-22T01:50:54.932483] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:50:54.945397] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:54.946856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:54.946919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:54.951753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:54.953479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:54.953972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:54.956564] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:54.958941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.050596] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.48% | Symbol ETA: 14.6s | Global ETA: 1h 54m 3s [2025-11-22T01:50:55.051563] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:55.051627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.056581] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:50:55.057375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.165307] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 13.2s | Global ETA: 1h 54m 4s [2025-11-22T01:50:55.166199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:55.166263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.171020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:55.172760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:55.173239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:55.173632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:55.217819] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 7.5s | Global ETA: 1h 54m 4s [2025-11-22T01:50:55.217905] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:55.218542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.218726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:55.218791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.227193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:55.228058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:55.230738] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:55.235117] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:55.237423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.521035] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.47% | Symbol ETA: 8.8s | Global ETA: 1h 54m 6s [2025-11-22T01:50:55.521928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:55.521991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.526742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:55.528515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:55.529006] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:55.531682] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:55.534002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.707217] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.43% | Symbol ETA: 13.9s | Global ETA: 1h 54m 7s [2025-11-22T01:50:55.796858] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.90% | Symbol ETA: 12.5s | Global ETA: 1h 54m 8s [2025-11-22T01:50:55.797752] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:55.797815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.802522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:55.804259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:55.804751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:55.805139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:55.815619] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 7.0s | Global ETA: 1h 54m 8s [2025-11-22T01:50:55.816530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:55.816594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:55.821733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:55.822583] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:55.825295] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:55.829794] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:55.831977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.848587] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:55.849258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:55.876925] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.60%, Actual: 0.93% [2025-11-22T01:50:56.045157] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.16%, Actual: 0.77% [2025-11-22T01:50:56.099744] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 8.3s | Global ETA: 1h 54m 10s [2025-11-22T01:50:56.100607] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:56.100704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:56.105475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:56.107217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:56.107707] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:56.110369] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:56.112728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:56.212593] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -7.22%, Actual: 3.34% [2025-11-22T01:50:56.380413] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 2.93% [2025-11-22T01:50:56.409731] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 6.4s | Global ETA: 1h 54m 12s [2025-11-22T01:50:56.410604] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:56.410695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:56.415415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:56.416199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:56.418767] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:56.423012] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:56.425132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:56.431282] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 3.05% | Symbol ETA: 11.9s | Global ETA: 1h 54m 12s [2025-11-22T01:50:56.432163] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:56.432225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:56.437022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:56.438774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:56.439242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:56.439626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:56.483182] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:56.483852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:56.548463] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.70%, Actual: 4.03% [2025-11-22T01:50:56.676864] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 7.7s | Global ETA: 1h 54m 13s [2025-11-22T01:50:56.677753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:56.677816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:56.682554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:56.684291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:56.684782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:56.687445] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:56.689755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:56.716540] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.57%, Actual: 4.19% [2025-11-22T01:50:56.887477] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 2.10% [2025-11-22T01:50:56.999343] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 5.8s | Global ETA: 1h 54m 15s [2025-11-22T01:50:57.000223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:57.000286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.005012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:57.005844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:57.008604] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:57.012905] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:57.015042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.055937] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 2.84% [2025-11-22T01:50:57.062733] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 11.3s | Global ETA: 1h 54m 16s [2025-11-22T01:50:57.063596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:57.063683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.068474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:57.070247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:57.070736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:57.071126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:57.114365] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:57.115028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.223243] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.48%, Actual: 1.37% [2025-11-22T01:50:57.254390] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.66% | Symbol ETA: 7.1s | Global ETA: 1h 54m 17s [2025-11-22T01:50:57.255338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:57.255401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.260198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:57.262322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:57.262809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:57.265489] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:57.267804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.395114] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.43%, Actual: 1.62% [2025-11-22T01:50:57.395356] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 34.4163% [2025-11-22T01:50:57.395462] [INFO ] [main ] GNRC: DISCARDED add_morning_followthrough_mag_T0 (score: 34.42%) [2025-11-22T01:50:57.395507] [INFO ] [main ] GNRC: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:50:57.395538] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_range_expansion'] [2025-11-22T01:50:57.395574] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:50:57.409690] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:50:57.410983] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:57.411046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.415854] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:57.420106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.602491] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 5.2s | Global ETA: 1h 54m 19s [2025-11-22T01:50:57.603438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:57.603503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.608545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:57.609418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:57.612109] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:57.616577] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:57.618848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.721158] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.75% | Symbol ETA: 10.6s | Global ETA: 1h 54m 20s [2025-11-22T01:50:57.722232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:57.722328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.727441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:57.729487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:57.730020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:57.730447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:57.775183] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:57.776140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:57.839484] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 6.5s | Global ETA: 1h 54m 20s [2025-11-22T01:50:57.840365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:57.840427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:57.845255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:57.846982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:57.847510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:57.850173] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:57.852511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.131430] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 18.9s | Global ETA: 1h 54m 22s [2025-11-22T01:50:58.132397] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:58.132461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.137491] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:58.142205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.216222] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 4.6s | Global ETA: 1h 54m 23s [2025-11-22T01:50:58.217187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:58.217277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.222111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:58.222929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:58.225574] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:58.229965] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:58.232192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.373416] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 10.0s | Global ETA: 1h 54m 24s [2025-11-22T01:50:58.374305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:58.374370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.379097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:58.380818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:58.381290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:58.381699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:58.412359] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.97% | Symbol ETA: 6.0s | Global ETA: 1h 54m 24s [2025-11-22T01:50:58.413248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:58.413312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.418053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:58.419806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:58.420274] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:58.422902] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:58.425194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.425443] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:58.426356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.804158] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 4.0s | Global ETA: 1h 54m 26s [2025-11-22T01:50:58.805073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:58.805136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.810015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:50:58.810880] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:50:58.813515] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:58.817034] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.96% | Symbol ETA: 18.1s | Global ETA: 1h 54m 26s [2025-11-22T01:50:58.817844] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:50:58.817992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:58.818055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.820016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.823230] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:58.827510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:58.991664] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.52% | Symbol ETA: 5.4s | Global ETA: 1h 54m 28s [2025-11-22T01:50:58.992569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:58.992634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:58.997392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:58.999115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:58.999586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:59.002206] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:59.004520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:59.035409] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -2.27% | Symbol ETA: 9.4s | Global ETA: 1h 54m 28s [2025-11-22T01:50:59.036299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:59.036361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:59.041096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:59.042832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:59.043311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:59.043718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:59.089472] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:59.090441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:59.453701] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 3.4s | Global ETA: 1h 54m 30s [2025-11-22T01:50:59.490374] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -2.39% | Symbol ETA: 17.3s | Global ETA: 1h 54m 31s [2025-11-22T01:50:59.491281] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:50:59.491342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:59.496067] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:50:59.500284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:59.564156] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 4.8s | Global ETA: 1h 54m 31s [2025-11-22T01:50:59.565048] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:50:59.565112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:59.569903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:59.571742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:50:59.572208] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:50:59.574821] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:50:59.577180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:59.621796] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 1.69% [2025-11-22T01:50:59.682623] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 8.7s | Global ETA: 1h 54m 32s [2025-11-22T01:50:59.683952] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:50:59.684016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:50:59.688919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:50:59.690820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:50:59.691312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:50:59.691722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:50:59.735788] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:50:59.736729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:50:59.791484] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 0.11% [2025-11-22T01:50:59.958417] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.52% [2025-11-22T01:51:00.127756] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.33% [2025-11-22T01:51:00.151166] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 4.2s | Global ETA: 1h 54m 35s [2025-11-22T01:51:00.152341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:00.152418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:00.157945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:00.159777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:00.160263] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:00.163044] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:51:00.165458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:00.204080] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 5.46% | Symbol ETA: 16.6s | Global ETA: 1h 54m 35s [2025-11-22T01:51:00.204979] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:00.205040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:00.209872] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:00.214096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:00.298593] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.41% [2025-11-22T01:51:00.334392] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 8.1s | Global ETA: 1h 54m 36s [2025-11-22T01:51:00.472054] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.94% [2025-11-22T01:51:00.635039] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.37%, Actual: 5.45% [2025-11-22T01:51:00.736173] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.24% [2025-11-22T01:51:00.853335] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 4.39% [2025-11-22T01:51:00.892831] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.97% | Symbol ETA: 3.6s | Global ETA: 1h 54m 39s [2025-11-22T01:51:00.999210] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.73% [2025-11-22T01:51:01.034501] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 1.63% [2025-11-22T01:51:01.180494] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 0.65% [2025-11-22T01:51:01.181723] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 0.19% [2025-11-22T01:51:01.216826] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 3.05%, Actual: 2.18% [2025-11-22T01:51:01.236599] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.87% | Symbol ETA: 16.3s | Global ETA: 1h 54m 41s [2025-11-22T01:51:01.237726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:01.237806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:01.243007] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:01.247846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:01.353724] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.18% [2025-11-22T01:51:01.372214] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 0.78% [2025-11-22T01:51:01.372429] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.6284% [2025-11-22T01:51:01.372527] [INFO ] [main ] CMSD: DISCARDED add_range_volume_efficiency (score: 36.63%) [2025-11-22T01:51:01.372573] [INFO ] [main ] CMSD: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:51:01.372629] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:51:01.372690] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:01.384539] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:01.385913] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:01.385986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:01.391833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:01.392676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:01.395493] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:01.399946] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:01.404396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:01.417074] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.25% [2025-11-22T01:51:01.525093] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.04% [2025-11-22T01:51:01.585578] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 2.59% [2025-11-22T01:51:01.716855] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.66%, Actual: 0.02% [2025-11-22T01:51:01.778616] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 1.45% [2025-11-22T01:51:01.895471] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.25% [2025-11-22T01:51:01.964179] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -2.27%, Actual: 2.77% [2025-11-22T01:51:02.035751] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 9.1s | Global ETA: 1h 54m 46s [2025-11-22T01:51:02.036900] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:02.036973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.040841] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.41% | Symbol ETA: 15.5s | Global ETA: 1h 54m 46s [2025-11-22T01:51:02.041804] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:02.041866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.042332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:02.043204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:02.046030] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:02.046739] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:02.050948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:02.050985] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:02.055359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:02.068244] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.97%, Actual: 0.51% [2025-11-22T01:51:02.151270] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.89% [2025-11-22T01:51:02.240599] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.52%, Actual: 1.16% [2025-11-22T01:51:02.334534] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.82%, Actual: 0.29% [2025-11-22T01:51:02.334817] [INFO ] [main ] BV: Magnitude Forecast Confidence: 50.2865% [2025-11-22T01:51:02.334952] [INFO ] [main ] BV: DISCARDED add_overnight_gap_amplitude (score: 50.29%) [2025-11-22T01:51:02.335009] [INFO ] [main ] BV: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:51:02.335067] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_mag'] [2025-11-22T01:51:02.335113] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:02.350488] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:02.351967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:02.352049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.358209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:02.360211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:02.360722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:02.361110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:02.405253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:02.406137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:02.413701] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 0.72% [2025-11-22T01:51:02.586943] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 7.23% [2025-11-22T01:51:02.655827] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 8.3s | Global ETA: 1h 54m 50s [2025-11-22T01:51:02.656730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:02.656793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.661810] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:02.662579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:02.665189] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:02.669588] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:02.673528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:02.735660] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 14.7s | Global ETA: 1h 54m 50s [2025-11-22T01:51:02.736631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:02.736772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.742537] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:02.747360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:02.777533] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.97%, Actual: 0.56% [2025-11-22T01:51:02.777810] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.5423% [2025-11-22T01:51:02.777928] [INFO ] [main ] AIV: DISCARDED add_range_overlap_v_prior_day (score: 37.54%) [2025-11-22T01:51:02.777989] [INFO ] [main ] AIV: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:51:02.778039] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency'] [2025-11-22T01:51:02.778092] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:02.794954] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:02.796979] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:02.797055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:02.804326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:02.807148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:02.807840] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:02.811603] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:02.814545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.001254] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.99% | Symbol ETA: 13.7s | Global ETA: 1h 54m 52s [2025-11-22T01:51:03.002165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:03.002228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.006987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:03.008763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:03.009240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:03.009631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:03.053848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:03.054577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.252473] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 7.6s | Global ETA: 1h 54m 54s [2025-11-22T01:51:03.253351] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:03.253414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.258145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:03.258940] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:03.261476] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:03.265734] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:03.269585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.387294] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.06% | Symbol ETA: 8.8s | Global ETA: 1h 54m 54s [2025-11-22T01:51:03.388209] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:03.388271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.393100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:03.394843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:03.395317] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:03.398094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:03.400219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.461837] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 13.9s | Global ETA: 1h 54m 55s [2025-11-22T01:51:03.462801] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:03.462865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.467844] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:03.472345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.644210] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.82% | Symbol ETA: 13.0s | Global ETA: 1h 54m 56s [2025-11-22T01:51:03.645172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:03.645235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.650178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:03.651930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:03.652405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:03.652818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:03.697187] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:03.697932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.851180] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 6.9s | Global ETA: 1h 54m 57s [2025-11-22T01:51:03.852080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:03.852144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.856927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:03.857733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:03.860402] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:03.864683] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:03.868545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:03.979919] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 8.2s | Global ETA: 1h 54m 58s [2025-11-22T01:51:03.980884] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:03.980951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:03.986210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:03.988529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:03.989154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:03.992227] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:03.994426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:04.140301] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.26% | Symbol ETA: 13.2s | Global ETA: 1h 54m 59s [2025-11-22T01:51:04.141237] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:04.141300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:04.146310] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:04.151023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:04.282332] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 12.3s | Global ETA: 1h 54m 60s [2025-11-22T01:51:04.283227] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:04.283289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:04.288110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:04.289863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:04.290337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:04.290745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:04.334684] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:04.335401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:04.438990] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 6.3s | Global ETA: 1h 55m 1s [2025-11-22T01:51:04.440279] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:04.440362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:04.447306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:04.448405] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:04.452115] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:04.458073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:04.462032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:04.576678] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 7.6s | Global ETA: 1h 55m 2s [2025-11-22T01:51:04.577628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:04.577711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:04.582431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:04.584176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:04.584660] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:04.587302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:04.589371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:04.813061] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.45% | Symbol ETA: 12.4s | Global ETA: 1h 55m 3s [2025-11-22T01:51:04.930447] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 11.7s | Global ETA: 1h 55m 4s [2025-11-22T01:51:04.931687] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:04.931750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:04.936541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:04.938313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:04.938816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:04.939201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:04.982968] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 2.01%, Actual: 0.93% [2025-11-22T01:51:04.984236] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:04.985039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.030800] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 5.6s | Global ETA: 1h 55m 5s [2025-11-22T01:51:05.031688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:05.031752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:05.036504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:05.037303] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:05.039841] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:05.044028] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:05.047861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.149802] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.96%, Actual: 0.77% [2025-11-22T01:51:05.177373] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.93% | Symbol ETA: 7.1s | Global ETA: 1h 55m 5s [2025-11-22T01:51:05.178333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:05.178401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:05.183394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:05.185213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:05.185725] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:05.188491] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:05.190596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.316658] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -2.39%, Actual: 3.34% [2025-11-22T01:51:05.481951] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 5.46%, Actual: 2.93% [2025-11-22T01:51:05.575555] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 11.1s | Global ETA: 1h 55m 8s [2025-11-22T01:51:05.576507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:05.576570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:05.581454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:05.583248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:05.583755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:05.584148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:05.612537] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 5.0s | Global ETA: 1h 55m 8s [2025-11-22T01:51:05.613419] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:05.613482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:05.618202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:05.618989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:05.621547] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:05.625765] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:05.627512] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:05.628482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.629596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.647385] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.87%, Actual: 4.03% [2025-11-22T01:51:05.759849] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.35% | Symbol ETA: 6.5s | Global ETA: 1h 55m 9s [2025-11-22T01:51:05.760728] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:05.760790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:05.765504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:05.767289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:05.767782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:05.770383] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:05.772444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:05.813231] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.41%, Actual: 4.19% [2025-11-22T01:51:05.982929] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 2.10% [2025-11-22T01:51:06.149242] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 2.84% [2025-11-22T01:51:06.199762] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 4.4s | Global ETA: 1h 55m 12s [2025-11-22T01:51:06.200627] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:06.200709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.205426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:06.206209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:06.208806] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:06.213022] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:06.213267] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 10.4s | Global ETA: 1h 55m 12s [2025-11-22T01:51:06.214173] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:06.214238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.216835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.219063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:06.220974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:06.221453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:06.221869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:06.265836] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:06.266546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.316560] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.26%, Actual: 1.37% [2025-11-22T01:51:06.346114] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 5.9s | Global ETA: 1h 55m 13s [2025-11-22T01:51:06.347001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:06.347064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.351884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:06.353608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:06.354097] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:06.356734] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:06.358863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.482110] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.45%, Actual: 1.62% [2025-11-22T01:51:06.482326] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 43.0973% [2025-11-22T01:51:06.482890] [INFO ] [main ] GNRC: DISCARDED add_morning_range_expansion (score: 43.10%) [2025-11-22T01:51:06.482940] [INFO ] [main ] GNRC: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:51:06.482978] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_11_elasticity'] [2025-11-22T01:51:06.483017] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:06.499960] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:06.501316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:06.501381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.506470] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:06.507934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.790498] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 3.8s | Global ETA: 1h 55m 15s [2025-11-22T01:51:06.791390] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:06.791462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.796355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:06.797168] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:06.799885] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:06.804298] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:06.808272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.852332] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 9.8s | Global ETA: 1h 55m 16s [2025-11-22T01:51:06.853238] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:06.853301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.858053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:06.859779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:06.860250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:06.860681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:06.903917] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:06.904665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:06.939565] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.85% | Symbol ETA: 5.3s | Global ETA: 1h 55m 16s [2025-11-22T01:51:06.940465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:06.940528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:06.945312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:06.947125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:06.947675] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:06.950311] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:06.952394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:07.188536] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.37% | Symbol ETA: 18.6s | Global ETA: 1h 55m 18s [2025-11-22T01:51:07.189453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:07.189516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:07.194544] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:07.195831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:07.383093] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 3.2s | Global ETA: 1h 55m 19s [2025-11-22T01:51:07.488765] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 9.1s | Global ETA: 1h 55m 20s [2025-11-22T01:51:07.489675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:07.489738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:07.494521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:07.496261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:07.496754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:07.497168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:07.541575] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:07.542477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:07.543448] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 4.7s | Global ETA: 1h 55m 20s [2025-11-22T01:51:07.544406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:07.544477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:07.549534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:07.551389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:07.551897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:07.554631] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:07.555322] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.69% [2025-11-22T01:51:07.556821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:07.725739] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.11% [2025-11-22T01:51:07.872381] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.99% | Symbol ETA: 17.9s | Global ETA: 1h 55m 22s [2025-11-22T01:51:07.873292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:07.873358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:07.878428] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:07.879698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:07.896061] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.52% [2025-11-22T01:51:08.064996] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 0.33% [2025-11-22T01:51:08.128731] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 8.5s | Global ETA: 1h 55m 24s [2025-11-22T01:51:08.129617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:08.129700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:08.131581] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.00% | Symbol ETA: 4.1s | Global ETA: 1h 55m 24s [2025-11-22T01:51:08.132533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:08.132599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:08.134451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:08.136232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:08.136760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:08.137175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:08.137838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:08.139667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:08.140154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:08.142909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:51:08.145086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:08.180996] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:08.181740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:08.235056] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.41% [2025-11-22T01:51:08.405443] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.94% [2025-11-22T01:51:08.554909] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.05% | Symbol ETA: 17.2s | Global ETA: 1h 55m 26s [2025-11-22T01:51:08.555812] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:08.555873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:08.560688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:08.561886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:08.574950] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.24% [2025-11-22T01:51:08.731564] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 3.5s | Global ETA: 1h 55m 27s [2025-11-22T01:51:08.742938] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.73% [2025-11-22T01:51:08.767548] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 7.8s | Global ETA: 1h 55m 27s [2025-11-22T01:51:08.907620] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.06%, Actual: 0.65% [2025-11-22T01:51:08.915109] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 0.19% [2025-11-22T01:51:08.937815] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.99%, Actual: 5.45% [2025-11-22T01:51:09.082269] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 0.18% [2025-11-22T01:51:09.085624] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.78% [2025-11-22T01:51:09.085865] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.7191% [2025-11-22T01:51:09.085963] [INFO ] [main ] CMSD: DISCARDED add_range_volume_efficiency_refinements (score: 34.72%) [2025-11-22T01:51:09.086029] [INFO ] [main ] CMSD: Testing feature 39/53: add_regime [2025-11-22T01:51:09.086068] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_regime'] [2025-11-22T01:51:09.086105] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:09.099908] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:09.101198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:09.101263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:09.105565] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 4.39% [2025-11-22T01:51:09.106199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:09.107061] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:09.109802] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:09.114183] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:09.130460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:09.238701] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 2.78% | Symbol ETA: 16.5s | Global ETA: 1h 55m 30s [2025-11-22T01:51:09.239572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:09.239633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:09.244462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:09.245658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:09.253098] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 1.04% [2025-11-22T01:51:09.272346] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 1.63% [2025-11-22T01:51:09.427804] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 0.02% [2025-11-22T01:51:09.439889] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 2.18% [2025-11-22T01:51:09.601734] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 0.25% [2025-11-22T01:51:09.608317] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.25% [2025-11-22T01:51:09.704269] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 8.3s | Global ETA: 1h 55m 33s [2025-11-22T01:51:09.705168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:09.705231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:09.710084] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:09.710872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:09.713453] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:09.717808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:09.734378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:09.774190] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.51% [2025-11-22T01:51:09.778275] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 2.59% [2025-11-22T01:51:09.918235] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.38% | Symbol ETA: 15.8s | Global ETA: 1h 55m 34s [2025-11-22T01:51:09.919136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:09.919196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:09.923988] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:09.925181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:09.946238] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.85%, Actual: 1.16% [2025-11-22T01:51:09.946982] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.45% [2025-11-22T01:51:10.131271] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 2.77% [2025-11-22T01:51:10.139047] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.72% [2025-11-22T01:51:10.303963] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.00%, Actual: 0.89% [2025-11-22T01:51:10.307731] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.00%, Actual: 7.23% [2025-11-22T01:51:10.310234] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 7.7s | Global ETA: 1h 55m 37s [2025-11-22T01:51:10.311144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:10.311207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:10.315967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:10.316755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:10.319298] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:10.323466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:10.340297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:10.475907] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.00%, Actual: 0.56% [2025-11-22T01:51:10.476117] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 35.4898% [2025-11-22T01:51:10.476198] [INFO ] [main ] AIV: DISCARDED add_range_volume_efficiency (score: 35.49%) [2025-11-22T01:51:10.476239] [INFO ] [main ] AIV: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:51:10.476272] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:51:10.476306] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:10.476348] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.75%, Actual: 0.29% [2025-11-22T01:51:10.476566] [INFO ] [main ] BV: Magnitude Forecast Confidence: 50.3096% [2025-11-22T01:51:10.476687] [INFO ] [main ] BV: DISCARDED add_overnight_gap_mag (score: 50.31%) [2025-11-22T01:51:10.476736] [INFO ] [main ] BV: Testing feature 29/53: add_pct_change [2025-11-22T01:51:10.476772] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_pct_change'] [2025-11-22T01:51:10.476810] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:10.488155] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:10.489325] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:10.489390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:10.494215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:10.495961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:10.496433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:10.496383] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:10.498145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:10.498224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:10.499097] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:10.502945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:10.504769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:10.507280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:10.508163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:10.508689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:10.556493] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:10.558868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:10.630889] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.90% | Symbol ETA: 15.1s | Global ETA: 1h 55m 39s [2025-11-22T01:51:10.631793] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:10.631854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:10.636588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:10.637830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:10.937158] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 7.1s | Global ETA: 1h 55m 41s [2025-11-22T01:51:10.938115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:10.938182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:10.943141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:10.943972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:10.946701] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:10.951273] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:10.968546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.063370] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.53% | Symbol ETA: 8.3s | Global ETA: 1h 55m 41s [2025-11-22T01:51:11.064264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:11.064328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.069085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:11.070828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:11.071295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:11.073944] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:11.077793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.154806] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 12.9s | Global ETA: 1h 55m 42s [2025-11-22T01:51:11.155709] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:11.155772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.160533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:11.162291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:11.162775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:11.163163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:11.207575] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:11.209591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.303837] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 3.80% | Symbol ETA: 14.5s | Global ETA: 1h 55m 43s [2025-11-22T01:51:11.304755] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:11.304817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.309622] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:11.310847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.581327] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 6.6s | Global ETA: 1h 55m 45s [2025-11-22T01:51:11.582291] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:11.582378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.587593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:11.588476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:11.591317] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:11.595934] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:11.614271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.642981] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 7.7s | Global ETA: 1h 55m 45s [2025-11-22T01:51:11.644308] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:11.644370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.649242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:11.651420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:11.652154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:11.655206] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:11.659572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.807067] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 12.2s | Global ETA: 1h 55m 46s [2025-11-22T01:51:11.808230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:11.808293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.813420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:11.815357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:11.815983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:11.816365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:11.860757] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:11.862873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:11.986812] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 13.8s | Global ETA: 1h 55m 47s [2025-11-22T01:51:11.987790] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:11.987851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:11.992665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:11.994200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.194325] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 5.9s | Global ETA: 1h 55m 48s [2025-11-22T01:51:12.195206] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:12.195270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.200023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:12.200808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:12.203337] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:12.207558] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:12.223457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.235311] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.83% | Symbol ETA: 7.2s | Global ETA: 1h 55m 49s [2025-11-22T01:51:12.236249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:12.236314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.241218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:12.243102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:12.243588] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:12.246297] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:12.250149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.451723] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 11.5s | Global ETA: 1h 55m 50s [2025-11-22T01:51:12.452724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:12.452792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.457883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:12.459879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:12.460387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:12.460812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:12.505565] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:12.507943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.664387] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.75% | Symbol ETA: 13.1s | Global ETA: 1h 55m 51s [2025-11-22T01:51:12.665278] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:12.665339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.670179] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:51:12.671340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.794993] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 5.3s | Global ETA: 1h 55m 52s [2025-11-22T01:51:12.795916] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:12.795979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.800829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:12.801587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:12.804165] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:12.808493] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:12.828321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:12.835433] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.86% | Symbol ETA: 6.6s | Global ETA: 1h 55m 52s [2025-11-22T01:51:12.836342] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:12.836405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:12.841228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:12.842971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:12.843436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:12.846159] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:12.850051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:13.105549] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 10.9s | Global ETA: 1h 55m 54s [2025-11-22T01:51:13.106445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:13.106508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:13.113847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:13.115658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:13.116128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:13.116513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:13.160505] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:13.162542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:13.346027] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 5.34% | Symbol ETA: 12.4s | Global ETA: 1h 55m 55s [2025-11-22T01:51:13.406154] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 4.7s | Global ETA: 1h 55m 56s [2025-11-22T01:51:13.407123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:13.407200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:13.412107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:13.412992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:13.415668] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:13.419171] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 6.1s | Global ETA: 1h 55m 56s [2025-11-22T01:51:13.420068] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:13.420130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:13.420097] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:13.425544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:13.427347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:13.427881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:13.431179] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:13.436145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:13.466954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:13.518526] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.37%, Actual: 0.93% [2025-11-22T01:51:13.688856] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.99%, Actual: 0.77% [2025-11-22T01:51:13.759160] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.79% | Symbol ETA: 10.2s | Global ETA: 1h 55m 58s [2025-11-22T01:51:13.760046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:13.760108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:13.764939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:13.766701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:13.767193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:13.767973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:13.811865] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:13.813923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:13.862108] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.05%, Actual: 3.34% [2025-11-22T01:51:14.015568] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 5.5s | Global ETA: 1h 55m 60s [2025-11-22T01:51:14.016492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:14.016555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:14.021420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:14.023230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:14.023793] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:14.026482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:14.030492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:14.031949] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 2.78%, Actual: 2.93% [2025-11-22T01:51:14.047851] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 4.1s | Global ETA: 1h 55m 60s [2025-11-22T01:51:14.048750] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:14.048814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:14.053580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:14.054389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:14.056989] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:14.061241] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:14.077067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:14.200911] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.38%, Actual: 4.03% [2025-11-22T01:51:14.367443] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.90%, Actual: 4.19% [2025-11-22T01:51:14.418241] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 9.6s | Global ETA: 1h 56m 2s [2025-11-22T01:51:14.419185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:14.419249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:14.424148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:14.426046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:14.426535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:14.426957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:14.470660] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:14.473019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:14.535715] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 3.80%, Actual: 2.10% [2025-11-22T01:51:14.618792] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.68% | Symbol ETA: 4.9s | Global ETA: 1h 56m 3s [2025-11-22T01:51:14.619725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:14.619792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:14.625191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:14.627131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:14.627788] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:14.631403] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:14.636284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:14.660542] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 3.5s | Global ETA: 1h 56m 4s [2025-11-22T01:51:14.661461] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:14.661525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:14.666287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:14.667144] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:14.669743] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:14.673954] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:14.690333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:14.706222] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.84%, Actual: 2.84% [2025-11-22T01:51:14.875379] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.75%, Actual: 1.37% [2025-11-22T01:51:15.044719] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 5.34%, Actual: 1.62% [2025-11-22T01:51:15.044929] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 50.8365% [2025-11-22T01:51:15.045011] [INFO ] [main ] GNRC: DISCARDED add_open_11_elasticity (score: 50.84%) [2025-11-22T01:51:15.045055] [INFO ] [main ] GNRC: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:51:15.045087] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_reversal_intensity'] [2025-11-22T01:51:15.045121] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:15.059335] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:15.060593] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:15.060681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.065497] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:15.066922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.079288] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 8.9s | Global ETA: 1h 56m 6s [2025-11-22T01:51:15.080236] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:15.080302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.085183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:15.087123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:15.087621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:15.088059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:15.131998] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:15.134301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.229187] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 4.3s | Global ETA: 1h 56m 7s [2025-11-22T01:51:15.230145] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:15.230211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.235272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:15.237194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:15.237710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:15.240451] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:15.244470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.264735] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 2.8s | Global ETA: 1h 56m 7s [2025-11-22T01:51:15.434194] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.69% [2025-11-22T01:51:15.601060] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.11% [2025-11-22T01:51:15.739180] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 8.3s | Global ETA: 1h 56m 10s [2025-11-22T01:51:15.740129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:15.740193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.744823] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.55% | Symbol ETA: 17.0s | Global ETA: 1h 56m 10s [2025-11-22T01:51:15.745121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:15.745743] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:15.745812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.746970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:15.747595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:15.748036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:15.750715] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:15.752039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.768120] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.52% [2025-11-22T01:51:15.792068] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:15.794399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.829474] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 3.7s | Global ETA: 1h 56m 11s [2025-11-22T01:51:15.830368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:15.830441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:15.835191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:15.836975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:15.837463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:15.840136] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:51:15.844371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:15.933019] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 0.33% [2025-11-22T01:51:16.098708] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.41% [2025-11-22T01:51:16.263877] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 0.94% [2025-11-22T01:51:16.394563] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 7.6s | Global ETA: 1h 56m 14s [2025-11-22T01:51:16.395476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:16.395540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:16.400314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:16.402073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:16.402537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:16.402943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:16.423114] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 3.1s | Global ETA: 1h 56m 14s [2025-11-22T01:51:16.423979] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -6.49% | Symbol ETA: 16.3s | Global ETA: 1h 56m 14s [2025-11-22T01:51:16.424858] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:16.424919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:16.428298] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.24% [2025-11-22T01:51:16.429793] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:16.431097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:16.445988] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:16.448061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:16.593180] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.53%, Actual: 0.65% [2025-11-22T01:51:16.593866] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.73% [2025-11-22T01:51:16.758120] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 0.19% [2025-11-22T01:51:16.758569] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.19%, Actual: 0.18% [2025-11-22T01:51:16.922848] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.78% [2025-11-22T01:51:16.923004] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.2700% [2025-11-22T01:51:16.923079] [INFO ] [main ] CMSD: DISCARDED add_regime (score: 39.27%) [2025-11-22T01:51:16.923119] [INFO ] [main ] CMSD: Testing feature 40/53: add_regime_flags [2025-11-22T01:51:16.923150] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_regime_flags'] [2025-11-22T01:51:16.923185] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:16.925496] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.83%, Actual: 1.04% [2025-11-22T01:51:16.935084] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:16.936294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:16.936357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:16.941208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:16.942096] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:16.944700] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:16.949069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:16.950168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:17.052688] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 7.0s | Global ETA: 1h 56m 18s [2025-11-22T01:51:17.095211] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.86%, Actual: 0.02% [2025-11-22T01:51:17.112827] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.07% | Symbol ETA: 15.6s | Global ETA: 1h 56m 19s [2025-11-22T01:51:17.113728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:17.113789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:17.118536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:17.119827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:17.220011] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 5.45% [2025-11-22T01:51:17.267675] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.25% [2025-11-22T01:51:17.387068] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 4.39% [2025-11-22T01:51:17.437925] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 0.51% [2025-11-22T01:51:17.516939] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 7.8s | Global ETA: 1h 56m 21s [2025-11-22T01:51:17.517854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:17.517917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:17.522631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:17.523417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:17.525983] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:17.530289] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:17.531329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:17.553199] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.40%, Actual: 1.63% [2025-11-22T01:51:17.609877] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.68%, Actual: 1.16% [2025-11-22T01:51:17.719502] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 2.18% [2025-11-22T01:51:17.785287] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 0.72% [2025-11-22T01:51:17.788885] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 14.9s | Global ETA: 1h 56m 23s [2025-11-22T01:51:17.789814] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:17.789878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:17.794732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:17.796068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:17.887861] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.79%, Actual: 0.25% [2025-11-22T01:51:17.987254] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 7.23% [2025-11-22T01:51:18.078347] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 2.59% [2025-11-22T01:51:18.112982] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 7.3s | Global ETA: 1h 56m 25s [2025-11-22T01:51:18.113871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:18.113934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.118737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:18.119522] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:18.122095] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:18.126415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:18.127621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:18.153973] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 0.56% [2025-11-22T01:51:18.154163] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.2234% [2025-11-22T01:51:18.154247] [INFO ] [main ] AIV: DISCARDED add_range_volume_efficiency_refinements (score: 37.22%) [2025-11-22T01:51:18.154290] [INFO ] [main ] AIV: Testing feature 39/53: add_regime [2025-11-22T01:51:18.154322] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_regime'] [2025-11-22T01:51:18.154356] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:18.166389] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:18.167885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:18.167949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.172707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:18.174437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:18.174928] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:18.177572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:18.196953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:18.258740] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 1.45% [2025-11-22T01:51:18.433557] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 2.77% [2025-11-22T01:51:18.459524] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.75% | Symbol ETA: 14.2s | Global ETA: 1h 56m 27s [2025-11-22T01:51:18.460440] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:18.460501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.465295] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:18.466861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:18.602159] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.89% [2025-11-22T01:51:18.698671] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 6.7s | Global ETA: 1h 56m 28s [2025-11-22T01:51:18.699559] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:18.699622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.704304] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:18.705098] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:18.707760] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:18.711993] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:18.713028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:18.768330] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.29% [2025-11-22T01:51:18.768531] [INFO ] [main ] BV: Magnitude Forecast Confidence: 44.6029% [2025-11-22T01:51:18.768627] [INFO ] [main ] BV: DISCARDED add_pct_change (score: 44.60%) [2025-11-22T01:51:18.768691] [INFO ] [main ] BV: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:51:18.768725] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_preclose_acceleration_mag'] [2025-11-22T01:51:18.768760] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:18.778137] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 8.3s | Global ETA: 1h 56m 29s [2025-11-22T01:51:18.779058] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:18.779120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.782992] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:18.783979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:18.784422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:18.784486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:18.785727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:18.786197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:18.788876] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:18.789326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:18.791132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:18.791948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:18.792335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:18.808824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:18.836390] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:18.837593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.142117] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.15% | Symbol ETA: 13.5s | Global ETA: 1h 56m 31s [2025-11-22T01:51:19.143018] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:19.143078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.147888] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:19.149184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.277451] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 6.1s | Global ETA: 1h 56m 32s [2025-11-22T01:51:19.278349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:19.278413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.283110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:19.283892] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:19.286407] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:19.290626] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:19.291660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.388985] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 7.7s | Global ETA: 1h 56m 32s [2025-11-22T01:51:19.389878] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:19.389947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.394674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:19.396390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:19.396884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:19.399636] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:19.420773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.428978] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 12.4s | Global ETA: 1h 56m 33s [2025-11-22T01:51:19.429882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:19.429945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.434752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:19.436542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:19.437023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:19.437441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:19.483114] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:19.484240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.810364] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 12.8s | Global ETA: 1h 56m 35s [2025-11-22T01:51:19.811279] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:19.811341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.816243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:19.817606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:19.857831] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.73% | Symbol ETA: 5.5s | Global ETA: 1h 56m 35s [2025-11-22T01:51:19.858707] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:19.858774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:19.863585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:19.864366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:19.866913] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:19.871160] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:19.872184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.000346] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 7.1s | Global ETA: 1h 56m 36s [2025-11-22T01:51:20.001302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:20.001365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.006220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:20.008123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:20.008612] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:20.011338] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:20.032379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.078474] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 3.26% | Symbol ETA: 11.8s | Global ETA: 1h 56m 37s [2025-11-22T01:51:20.079373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:20.079436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.084835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:20.086668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:20.087181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:20.087580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:20.131742] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:20.132882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.432682] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 4.9s | Global ETA: 1h 56m 39s [2025-11-22T01:51:20.433536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:20.433598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.438356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:20.439166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:20.441684] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:20.445884] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:20.446912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.494137] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -4.19% | Symbol ETA: 12.2s | Global ETA: 1h 56m 39s [2025-11-22T01:51:20.495036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:20.495098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.499952] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:20.501252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.611073] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 6.5s | Global ETA: 1h 56m 40s [2025-11-22T01:51:20.612005] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:20.612069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.617017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:20.618886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:20.619375] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:20.622127] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:20.643160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:20.733795] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 11.1s | Global ETA: 1h 56m 41s [2025-11-22T01:51:20.734738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:20.734803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:20.739975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:20.741856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:20.742358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:20.742792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:20.788913] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:20.790326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.005907] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 4.4s | Global ETA: 1h 56m 42s [2025-11-22T01:51:21.006791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:21.006853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.011564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:21.012380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:21.014962] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:21.019213] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:21.020235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.169025] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.67% | Symbol ETA: 11.5s | Global ETA: 1h 56m 43s [2025-11-22T01:51:21.169901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:21.169961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.174690] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:51:21.175991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.220051] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 5.9s | Global ETA: 1h 56m 44s [2025-11-22T01:51:21.220933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:21.220999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.225733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:21.227468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:21.227954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:21.230542] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:21.250249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.403407] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 10.5s | Global ETA: 1h 56m 45s [2025-11-22T01:51:21.404401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:21.404468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.409574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:21.411618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:21.412119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:21.412518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:21.459323] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:21.460621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.636665] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 3.8s | Global ETA: 1h 56m 46s [2025-11-22T01:51:21.637594] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:21.637678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.642387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:21.643173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:21.646049] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:21.650308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:21.651336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:21.833519] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 5.3s | Global ETA: 1h 56m 47s [2025-11-22T01:51:21.834414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:21.834477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:21.834800] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.13% | Symbol ETA: 10.8s | Global ETA: 1h 56m 47s [2025-11-22T01:51:21.839263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:21.841006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:21.841476] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:21.844110] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:21.863861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:22.001958] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.55%, Actual: 0.93% [2025-11-22T01:51:22.081745] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.60% | Symbol ETA: 9.9s | Global ETA: 1h 56m 49s [2025-11-22T01:51:22.082733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:22.082799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:22.087858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:22.089824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:22.090310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:22.090729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:22.136122] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:22.137516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:22.170721] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -6.49%, Actual: 0.77% [2025-11-22T01:51:22.212296] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 3.2s | Global ETA: 1h 56m 50s [2025-11-22T01:51:22.213180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:22.213244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:22.218129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:22.218908] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:22.221414] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:22.225572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:22.226588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:22.335660] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.07%, Actual: 3.34% [2025-11-22T01:51:22.470314] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.06% | Symbol ETA: 4.7s | Global ETA: 1h 56m 51s [2025-11-22T01:51:22.471494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:22.471560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:22.477563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:22.479807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:22.480523] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:22.483947] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:22.507476] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.93% [2025-11-22T01:51:22.507909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:22.679371] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.75%, Actual: 4.03% [2025-11-22T01:51:22.792353] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 9.2s | Global ETA: 1h 56m 53s [2025-11-22T01:51:22.793775] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:22.793859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:22.801492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:22.803919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:22.804530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:22.805024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:22.848445] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 2.6s | Global ETA: 1h 56m 54s [2025-11-22T01:51:22.852830] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:22.854206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:22.891684] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.15%, Actual: 4.19% [2025-11-22T01:51:23.065444] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 1.69% [2025-11-22T01:51:23.138689] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 2.10% [2025-11-22T01:51:23.249082] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 4.1s | Global ETA: 1h 56m 56s [2025-11-22T01:51:23.250384] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:23.250467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:23.258328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:23.261150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:23.261872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:23.265411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:23.286467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:23.302714] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.11% [2025-11-22T01:51:23.346045] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -4.19%, Actual: 2.84% [2025-11-22T01:51:23.523273] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.67%, Actual: 1.37% [2025-11-22T01:51:23.536056] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.52% [2025-11-22T01:51:23.700124] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.13%, Actual: 1.62% [2025-11-22T01:51:23.700394] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 43.3756% [2025-11-22T01:51:23.700501] [INFO ] [main ] GNRC: DISCARDED add_open_reversal_intensity (score: 43.38%) [2025-11-22T01:51:23.700550] [INFO ] [main ] GNRC: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:51:23.700582] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:51:23.700620] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:23.702024] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 8.7s | Global ETA: 1h 56m 59s [2025-11-22T01:51:23.703444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:23.703532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:23.711409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:23.714290] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 0.33% [2025-11-22T01:51:23.714525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:23.715303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:23.715325] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:23.715934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:23.716854] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:23.716918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:23.721964] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:23.723705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:23.763935] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:23.765320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:23.882557] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 0.41% [2025-11-22T01:51:23.913800] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 3.5s | Global ETA: 1h 57m 0s [2025-11-22T01:51:23.914773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:23.914852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:23.920271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:23.922264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:23.922790] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:23.925612] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:51:23.947092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:24.051344] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 0.94% [2025-11-22T01:51:24.219221] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.24% [2025-11-22T01:51:24.388552] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 0.73% [2025-11-22T01:51:24.390682] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 8.0s | Global ETA: 1h 57m 3s [2025-11-22T01:51:24.391550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:24.391614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:24.396441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:24.398246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:24.398741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:24.399133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:24.430127] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.18% | Symbol ETA: 16.5s | Global ETA: 1h 57m 3s [2025-11-22T01:51:24.431013] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:24.431074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:24.435886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:24.437457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:24.442757] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:24.443975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:24.555955] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.19% [2025-11-22T01:51:24.559994] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 2.8s | Global ETA: 1h 57m 4s [2025-11-22T01:51:24.726087] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.78% [2025-11-22T01:51:24.726291] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 29.0089% [2025-11-22T01:51:24.726375] [INFO ] [main ] CMSD: DISCARDED add_regime_flags (score: 29.01%) [2025-11-22T01:51:24.726439] [INFO ] [main ] CMSD: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:51:24.726475] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:51:24.726510] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:24.734761] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 0.65% [2025-11-22T01:51:24.737608] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:24.738905] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:24.738980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:24.743832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:24.744606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:24.747195] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:24.751386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:24.753165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:24.753657] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:24.754668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:24.756402] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:24.757464] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:24.758149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:24.901763] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.18% [2025-11-22T01:51:25.041768] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 7.3s | Global ETA: 1h 57m 7s [2025-11-22T01:51:25.042658] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:25.042722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:25.047570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:25.049327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:25.049829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:25.050265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:25.070878] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 1.04% [2025-11-22T01:51:25.093138] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:25.094344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:25.121665] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.77% | Symbol ETA: 15.7s | Global ETA: 1h 57m 8s [2025-11-22T01:51:25.122669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:25.122734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:25.131993] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:25.133757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:25.238593] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 0.02% [2025-11-22T01:51:25.340946] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 7.8s | Global ETA: 1h 57m 9s [2025-11-22T01:51:25.341842] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:25.341909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:25.346706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:25.347487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:25.350072] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:25.354251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:25.356005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:25.356469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:25.357481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:25.359078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:25.360111] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:25.360795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:25.410237] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.25% [2025-11-22T01:51:25.579838] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 0.51% [2025-11-22T01:51:25.690318] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.28% | Symbol ETA: 6.6s | Global ETA: 1h 57m 11s [2025-11-22T01:51:25.750209] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.06%, Actual: 1.16% [2025-11-22T01:51:25.831940] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -7.06% | Symbol ETA: 15.0s | Global ETA: 1h 57m 12s [2025-11-22T01:51:25.832865] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:25.832939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:25.837820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:25.839425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:25.865189] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 5.45% [2025-11-22T01:51:25.919100] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.72% [2025-11-22T01:51:25.946051] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 7.2s | Global ETA: 1h 57m 13s [2025-11-22T01:51:25.946942] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:25.947007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:25.951829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:25.952593] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:25.955195] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:25.959805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:25.961587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:25.962079] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:25.963093] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:25.964697] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:25.965734] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:25.966435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:26.040485] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 3.26%, Actual: 4.39% [2025-11-22T01:51:26.089405] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 7.23% [2025-11-22T01:51:26.218984] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 1.63% [2025-11-22T01:51:26.260130] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.20%, Actual: 0.56% [2025-11-22T01:51:26.260336] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 34.5959% [2025-11-22T01:51:26.260445] [INFO ] [main ] AIV: DISCARDED add_regime (score: 34.60%) [2025-11-22T01:51:26.260490] [INFO ] [main ] AIV: Testing feature 40/53: add_regime_flags [2025-11-22T01:51:26.260523] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_regime_flags'] [2025-11-22T01:51:26.260560] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:26.273116] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:26.274626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:26.274734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:26.280087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:26.282003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:26.282493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:26.285255] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:26.286332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:26.386781] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.19%, Actual: 2.18% [2025-11-22T01:51:26.519600] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.12% | Symbol ETA: 14.3s | Global ETA: 1h 57m 16s [2025-11-22T01:51:26.520527] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:26.520588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:26.525332] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:26.526985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:26.548885] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 6.6s | Global ETA: 1h 57m 16s [2025-11-22T01:51:26.549762] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:26.549827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:26.552887] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 0.25% [2025-11-22T01:51:26.554536] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:26.555319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:26.557869] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:26.562080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:26.563855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:26.564322] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:26.565323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:26.566922] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:26.567984] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:26.568667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:26.718536] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 2.59% [2025-11-22T01:51:26.862790] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 8.0s | Global ETA: 1h 57m 18s [2025-11-22T01:51:26.863683] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:26.863745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:26.868616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:26.870402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:26.870893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:26.873537] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:26.874541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:26.885334] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.45% [2025-11-22T01:51:27.053444] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 2.77% [2025-11-22T01:51:27.151197] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6.0s | Global ETA: 1h 57m 20s [2025-11-22T01:51:27.152087] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:27.152152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.156956] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:27.157751] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:27.160349] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:27.164602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:27.166407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:27.166891] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:27.168068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:27.169635] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:27.170691] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:27.171345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:27.193538] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.71% | Symbol ETA: 13.6s | Global ETA: 1h 57m 20s [2025-11-22T01:51:27.194482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:27.194543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.199475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:27.201052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:27.225285] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 0.89% [2025-11-22T01:51:27.392637] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.28%, Actual: 0.29% [2025-11-22T01:51:27.392832] [INFO ] [main ] BV: Magnitude Forecast Confidence: 47.2533% [2025-11-22T01:51:27.392937] [INFO ] [main ] BV: DISCARDED add_preclose_acceleration_mag (score: 47.25%) [2025-11-22T01:51:27.392988] [INFO ] [main ] BV: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:51:27.393029] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_1100_to_open'] [2025-11-22T01:51:27.393071] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:27.407253] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:27.408715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:27.408778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.413573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:27.415352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:27.415840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:27.416251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:27.451028] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 7.4s | Global ETA: 1h 57m 22s [2025-11-22T01:51:27.451906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:27.451973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.456795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:27.458536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:27.459059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:27.460845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:27.461583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:27.461691] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:27.462700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:27.755611] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 5.4s | Global ETA: 1h 57m 24s [2025-11-22T01:51:27.756494] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:27.756559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.761380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:27.762166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:27.764749] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:27.769087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:27.770861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:27.771326] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:27.772320] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:27.773928] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:27.774997] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:27.775676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:27.880463] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.29% | Symbol ETA: 12.9s | Global ETA: 1h 57m 25s [2025-11-22T01:51:27.881384] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:27.881445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:27.886379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:27.888073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.039708] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 6.8s | Global ETA: 1h 57m 25s [2025-11-22T01:51:28.040569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:28.040632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.045547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.047445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:28.047964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:28.050741] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:28.051292] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.08% | Symbol ETA: 12.1s | Global ETA: 1h 57m 26s [2025-11-22T01:51:28.051771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.052188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:28.052253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.057088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.058860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:28.059355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:28.059761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:28.104260] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:28.105080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.361207] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 4.8s | Global ETA: 1h 57m 27s [2025-11-22T01:51:28.362108] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:28.362174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.366915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:28.367746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:28.370335] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:28.374569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.376382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:28.376868] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:28.377911] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:28.379536] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:28.380566] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:28.381249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.564630] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.54% | Symbol ETA: 12.2s | Global ETA: 1h 57m 29s [2025-11-22T01:51:28.565566] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:28.565628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.570684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:28.572235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.625541] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.31% | Symbol ETA: 6.2s | Global ETA: 1h 57m 29s [2025-11-22T01:51:28.626453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:28.626515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.631360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.633172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:28.633637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:28.636299] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:28.637324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.700708] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 11.5s | Global ETA: 1h 57m 30s [2025-11-22T01:51:28.701682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:28.701749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.706946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.708820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:28.709337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:28.709767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:28.756258] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:28.757058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:28.963877] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 4.2s | Global ETA: 1h 57m 31s [2025-11-22T01:51:28.965089] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:28.965155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:28.970040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:28.970830] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:28.973365] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:28.977712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:28.979518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:28.980012] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:28.981019] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:28.982594] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:28.983632] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:28.984319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.212913] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 5.6s | Global ETA: 1h 57m 33s [2025-11-22T01:51:29.213816] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:29.213878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.218721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:29.220468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:29.220957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:29.223569] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:29.224578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.254404] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.80% | Symbol ETA: 11.5s | Global ETA: 1h 57m 33s [2025-11-22T01:51:29.255294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:29.255357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.260114] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:29.261676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.360315] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.06% | Symbol ETA: 10.9s | Global ETA: 1h 57m 34s [2025-11-22T01:51:29.361239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:29.361303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.366390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:29.368233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:29.368739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:29.369150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:29.415558] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:29.416314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.569777] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 3.5s | Global ETA: 1h 57m 35s [2025-11-22T01:51:29.570727] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:29.570795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.576154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:29.577008] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:29.579835] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:29.584493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:29.586688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:29.587218] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:29.588320] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:29.590090] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:29.591173] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:29.592011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.792441] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 5.0s | Global ETA: 1h 57m 36s [2025-11-22T01:51:29.793440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:29.793505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.798293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:29.800107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:29.800579] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:29.803224] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:29.804270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:29.925332] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.93% | Symbol ETA: 10.8s | Global ETA: 1h 57m 37s [2025-11-22T01:51:29.926227] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:29.926288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:29.931056] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:51:29.932585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:30.018558] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 10.2s | Global ETA: 1h 57m 38s [2025-11-22T01:51:30.019475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:30.019546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:30.024547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:30.026382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:30.026883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:30.027314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:30.072838] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:30.073619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:30.207726] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 2.9s | Global ETA: 1h 57m 39s [2025-11-22T01:51:30.208672] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T01:51:30.208740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:30.213787] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:30.214714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:30.217587] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:30.222207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:30.224147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:30.224627] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:30.225681] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:30.227407] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:30.228616] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:30.229364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:30.393907] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.55% | Symbol ETA: 4.5s | Global ETA: 1h 57m 40s [2025-11-22T01:51:30.395202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:30.395278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:30.400287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:30.402094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:30.402572] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:30.405354] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:30.406377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:30.601410] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 9.50% | Symbol ETA: 10.1s | Global ETA: 1h 57m 41s [2025-11-22T01:51:30.678464] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.78% | Symbol ETA: 9.6s | Global ETA: 1h 57m 42s [2025-11-22T01:51:30.679344] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:30.679406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:30.684221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:30.685981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:30.686443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:30.686849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:30.731835] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:30.732611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:30.781873] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.18%, Actual: 0.93% [2025-11-22T01:51:30.854675] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 2.3s | Global ETA: 1h 57m 43s [2025-11-22T01:51:30.952198] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.77%, Actual: 0.77% [2025-11-22T01:51:30.978589] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 3.9s | Global ETA: 1h 57m 43s [2025-11-22T01:51:30.979476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:30.979539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:30.984289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:30.986023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:30.986487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:30.989163] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:30.990159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:31.021571] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 1.69% [2025-11-22T01:51:31.117870] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -7.06%, Actual: 3.34% [2025-11-22T01:51:31.185783] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.11% [2025-11-22T01:51:31.284077] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.12%, Actual: 2.93% [2025-11-22T01:51:31.351825] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.52% [2025-11-22T01:51:31.385615] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.83% | Symbol ETA: 9.0s | Global ETA: 1h 57m 46s [2025-11-22T01:51:31.386545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:31.386612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:31.391513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:31.393312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:31.393817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:31.394276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:31.439678] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:31.440427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:31.450364] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.71%, Actual: 4.03% [2025-11-22T01:51:31.516089] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.33% [2025-11-22T01:51:31.556455] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 1.11% | Symbol ETA: 3.3s | Global ETA: 1h 57m 47s [2025-11-22T01:51:31.557379] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:31.557441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:31.562248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:31.564004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:31.564468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:31.567078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:31.568166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:31.678915] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.29%, Actual: 4.19% [2025-11-22T01:51:31.681674] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.41% [2025-11-22T01:51:31.847941] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.94% [2025-11-22T01:51:31.850123] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.54%, Actual: 2.10% [2025-11-22T01:51:32.013505] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.24% [2025-11-22T01:51:32.020719] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.80%, Actual: 2.84% [2025-11-22T01:51:32.043620] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 8.3s | Global ETA: 1h 57m 50s [2025-11-22T01:51:32.044580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:32.044667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:32.049744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:32.051601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:32.052120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:32.052524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:32.098208] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:32.099225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:32.132946] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 2.7s | Global ETA: 1h 57m 51s [2025-11-22T01:51:32.179230] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.73% [2025-11-22T01:51:32.189494] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.93%, Actual: 1.37% [2025-11-22T01:51:32.300041] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 0.65% [2025-11-22T01:51:32.346420] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 0.19% [2025-11-22T01:51:32.361344] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 9.50%, Actual: 1.62% [2025-11-22T01:51:32.361596] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 47.0163% [2025-11-22T01:51:32.362982] [INFO ] [main ] GNRC: DISCARDED add_open_vs_close_liquidity_ratio (score: 47.02%) [2025-11-22T01:51:32.363053] [INFO ] [main ] GNRC: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:51:32.363093] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_prev_range_position'] [2025-11-22T01:51:32.363132] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:32.379346] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:32.380720] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:32.380786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:32.385758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:32.388884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:32.467493] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.18% [2025-11-22T01:51:32.511510] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.78% [2025-11-22T01:51:32.511726] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 32.4412% [2025-11-22T01:51:32.511808] [INFO ] [main ] CMSD: DISCARDED add_return_volume_nonlinearity_proxies (score: 32.44%) [2025-11-22T01:51:32.511851] [INFO ] [main ] CMSD: Testing feature 42/53: add_shelf_lag [2025-11-22T01:51:32.511883] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_shelf_lag'] [2025-11-22T01:51:32.511919] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:32.523875] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:32.525266] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:32.525329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:32.530097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:32.530907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:32.533466] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:32.537760] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:32.539177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:32.634111] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.04% [2025-11-22T01:51:32.694376] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 7.6s | Global ETA: 1h 57m 54s [2025-11-22T01:51:32.695270] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:32.695682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:32.700484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:32.702221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:32.702706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:32.703094] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:32.745816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:32.746571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:32.800599] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.31%, Actual: 0.02% [2025-11-22T01:51:32.981133] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.25% [2025-11-22T01:51:33.073387] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 9.52% | Symbol ETA: 15.6s | Global ETA: 1h 57m 56s [2025-11-22T01:51:33.074293] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:33.074356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.079240] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:33.082227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.150702] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 0.51% [2025-11-22T01:51:33.178027] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 8.0s | Global ETA: 1h 57m 57s [2025-11-22T01:51:33.178917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:33.178980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.183733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:33.184517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:33.187091] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:33.191327] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:33.192735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.318400] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.55%, Actual: 1.16% [2025-11-22T01:51:33.332369] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 7.0s | Global ETA: 1h 57m 58s [2025-11-22T01:51:33.333254] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:33.333319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.338141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:33.339873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:33.340351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:33.340752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:33.383817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:51:33.384630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.486169] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.72% [2025-11-22T01:51:33.654789] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 1.11%, Actual: 7.23% [2025-11-22T01:51:33.755507] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.86% | Symbol ETA: 14.9s | Global ETA: 1h 58m 0s [2025-11-22T01:51:33.756400] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:33.756462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.761576] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:33.765567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.824403] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.88%, Actual: 0.56% [2025-11-22T01:51:33.824628] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 32.7451% [2025-11-22T01:51:33.824842] [INFO ] [main ] AIV: DISCARDED add_regime_flags (score: 32.75%) [2025-11-22T01:51:33.824889] [INFO ] [main ] AIV: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:51:33.824923] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:51:33.824960] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:33.836135] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:33.837430] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:33.837494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.837903] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 7.3s | Global ETA: 1h 58m 1s [2025-11-22T01:51:33.838822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:33.838885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:33.842289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:33.843695] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:33.844145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:33.844484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:33.844637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:33.847047] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:33.847424] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:33.848485] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:33.850090] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:33.851111] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:33.851438] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:33.851787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.852851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:33.970212] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 6.3s | Global ETA: 1h 58m 2s [2025-11-22T01:51:34.141461] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 5.45% [2025-11-22T01:51:34.315005] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 4.39% [2025-11-22T01:51:34.438395] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 2.15% | Symbol ETA: 7.7s | Global ETA: 1h 58m 5s [2025-11-22T01:51:34.439315] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:34.439380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:34.444171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:34.445929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:34.446411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:34.449167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:34.450230] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:34.451889] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:34.452942] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:34.453602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:34.482573] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.53% | Symbol ETA: 14.3s | Global ETA: 1h 58m 5s [2025-11-22T01:51:34.483499] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:34.483562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:34.485418] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.06%, Actual: 1.63% [2025-11-22T01:51:34.488541] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:34.491522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:34.495426] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 6.7s | Global ETA: 1h 58m 5s [2025-11-22T01:51:34.496306] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:34.496370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:34.501177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:34.501964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:34.504529] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:34.508813] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:34.510247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:34.654486] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.55%, Actual: 2.18% [2025-11-22T01:51:34.826023] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.78%, Actual: 0.25% [2025-11-22T01:51:34.994949] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.83%, Actual: 2.59% [2025-11-22T01:51:35.039967] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 7.1s | Global ETA: 1h 58m 8s [2025-11-22T01:51:35.040925] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:35.040991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.045923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:35.047731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:35.048193] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:35.050930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:35.051973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:35.053655] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:35.054821] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:35.055506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.154564] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 6.0s | Global ETA: 1h 58m 9s [2025-11-22T01:51:35.155492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:35.155556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.160375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:35.161191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:35.163102] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 1.45% [2025-11-22T01:51:35.163813] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:35.168126] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:35.169575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.177005] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 5.02% | Symbol ETA: 13.6s | Global ETA: 1h 58m 9s [2025-11-22T01:51:35.177922] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:35.177983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.182823] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:35.185718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.332941] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 2.77% [2025-11-22T01:51:35.505717] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 0.89% [2025-11-22T01:51:35.652267] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -2.52% | Symbol ETA: 6.5s | Global ETA: 1h 58m 12s [2025-11-22T01:51:35.653254] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:35.653325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.658514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:35.660435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:35.660939] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:35.663783] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:35.664849] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:35.666584] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:35.667686] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:35.668497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.679242] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.29% [2025-11-22T01:51:35.679438] [INFO ] [main ] BV: Magnitude Forecast Confidence: 47.2883% [2025-11-22T01:51:35.679536] [INFO ] [main ] BV: DISCARDED add_prev_1100_to_open (score: 47.29%) [2025-11-22T01:51:35.679581] [INFO ] [main ] BV: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:51:35.679612] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_1100'] [2025-11-22T01:51:35.679663] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:35.693680] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:35.694923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:35.694986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.699819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:35.701575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:35.702065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:35.702446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:35.746969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:35.747738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.809407] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 5.4s | Global ETA: 1h 58m 13s [2025-11-22T01:51:35.810315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:35.810379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.815349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:35.816162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:35.818745] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:35.823005] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:35.824376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:35.925722] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.14% | Symbol ETA: 12.9s | Global ETA: 1h 58m 14s [2025-11-22T01:51:35.926808] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:35.926873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:35.932263] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:35.935553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.252296] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.88% | Symbol ETA: 5.9s | Global ETA: 1h 58m 16s [2025-11-22T01:51:36.253192] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:36.253257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.258167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:36.259968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:36.260430] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:36.263087] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:36.264102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:36.265703] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:36.266734] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:36.268292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.333231] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.40% | Symbol ETA: 11.4s | Global ETA: 1h 58m 16s [2025-11-22T01:51:36.334129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:36.334192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.339032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:36.340847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:36.341316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:36.341721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:36.385857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:36.386848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.459988] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 4.7s | Global ETA: 1h 58m 17s [2025-11-22T01:51:36.460873] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:36.460935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.465633] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:36.466414] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:36.468981] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:36.473201] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:36.474560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.627060] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.60% | Symbol ETA: 12.2s | Global ETA: 1h 58m 18s [2025-11-22T01:51:36.628010] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:36.628071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.632830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:36.635719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.863884] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 5.3s | Global ETA: 1h 58m 20s [2025-11-22T01:51:36.864806] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:36.864870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.869600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:36.871323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:36.871803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:36.874402] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:36.875408] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:36.877043] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:36.878077] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:36.878749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:36.968143] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 3.10% | Symbol ETA: 10.7s | Global ETA: 1h 58m 20s [2025-11-22T01:51:36.969047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:36.969112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:36.973867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:36.975679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:36.976145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:36.976534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:37.020531] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:37.021456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.108664] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 4.1s | Global ETA: 1h 58m 21s [2025-11-22T01:51:37.109528] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:37.109591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.114374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:37.115185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:37.117744] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:37.121997] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:37.123710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.301388] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 11.5s | Global ETA: 1h 58m 22s [2025-11-22T01:51:37.302283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:37.302344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.307135] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:37.310029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.452505] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 4.7s | Global ETA: 1h 58m 23s [2025-11-22T01:51:37.453388] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:37.453452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.458243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:37.460070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:37.460557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:37.463362] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:37.464436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:37.466104] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:37.467219] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:37.467929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.627417] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.36% | Symbol ETA: 10.1s | Global ETA: 1h 58m 24s [2025-11-22T01:51:37.628410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:37.628474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.633817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:37.635634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:37.636136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:37.636533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:37.683184] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:37.683988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.766500] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 3.4s | Global ETA: 1h 58m 25s [2025-11-22T01:51:37.767429] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:37.767507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.772232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:37.773024] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:37.775563] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:37.779815] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:37.781183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:37.989110] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 10.8s | Global ETA: 1h 58m 26s [2025-11-22T01:51:37.989997] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:37.994001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:37.999017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:38.002092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.051957] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.45% | Symbol ETA: 4.1s | Global ETA: 1h 58m 27s [2025-11-22T01:51:38.052846] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:38.053280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.058068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:38.059862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:38.060330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:38.062982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:38.064034] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:38.065619] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:38.066663] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:38.067373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.270056] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 9.5s | Global ETA: 1h 58m 28s [2025-11-22T01:51:38.270957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:38.271020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.275893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:38.277726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:38.278215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:38.278617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:38.322235] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:38.323027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.440459] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.46% | Symbol ETA: 2.7s | Global ETA: 1h 58m 29s [2025-11-22T01:51:38.441350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:38.441413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.446135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:38.446929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:38.449545] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:38.453763] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:38.455126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.659727] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 3.5s | Global ETA: 1h 58m 31s [2025-11-22T01:51:38.660673] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:38.660739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.665703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:38.667533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:38.668039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:38.670793] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:38.671859] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:38.673470] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:38.674516] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:38.675239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.697373] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.53% | Symbol ETA: 10.1s | Global ETA: 1h 58m 31s [2025-11-22T01:51:38.698338] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:38.698402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.703696] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:51:38.706799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:38.911371] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 8.8s | Global ETA: 1h 58m 32s [2025-11-22T01:51:38.912274] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:38.912336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:38.917093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:38.918868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:38.919395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:38.919822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:38.963922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:38.964996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:39.099284] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 2.1s | Global ETA: 1h 58m 33s [2025-11-22T01:51:39.257406] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 2.9s | Global ETA: 1h 58m 34s [2025-11-22T01:51:39.258393] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:51:39.258460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:39.263538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:39.265385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:39.265900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:39.266028] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 1.69% [2025-11-22T01:51:39.268725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:51:39.269781] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:51:39.271420] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:51:39.272502] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:51:39.273205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:39.396259] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.79% | Symbol ETA: 9.4s | Global ETA: 1h 58m 35s [2025-11-22T01:51:39.431977] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 0.11% [2025-11-22T01:51:39.540282] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.07% | Symbol ETA: 8.2s | Global ETA: 1h 58m 36s [2025-11-22T01:51:39.541169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:39.541234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:39.545986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:39.547733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:39.548200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:39.548586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:39.569724] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 9.52%, Actual: 0.93% [2025-11-22T01:51:39.592153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:39.592885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:39.599858] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T01:51:39.735780] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 0.77% [2025-11-22T01:51:39.766152] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.33% [2025-11-22T01:51:39.853781] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 2.3s | Global ETA: 1h 58m 38s [2025-11-22T01:51:39.902352] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.53%, Actual: 3.34% [2025-11-22T01:51:39.932720] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.41% [2025-11-22T01:51:40.030459] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 2.15%, Actual: 0.65% [2025-11-22T01:51:40.075050] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 5.02%, Actual: 2.93% [2025-11-22T01:51:40.112921] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.94% [2025-11-22T01:51:40.181997] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 7.5s | Global ETA: 1h 58m 40s [2025-11-22T01:51:40.182884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:40.182948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:40.187676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:40.189399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:40.189886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:40.190269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:40.217201] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.18% [2025-11-22T01:51:40.233586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:40.234309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:40.253012] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.14%, Actual: 4.03% [2025-11-22T01:51:40.284625] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.24% [2025-11-22T01:51:40.388197] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -2.52%, Actual: 1.04% [2025-11-22T01:51:40.436617] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.60%, Actual: 4.19% [2025-11-22T01:51:40.451209] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.73% [2025-11-22T01:51:40.557017] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.88%, Actual: 0.02% [2025-11-22T01:51:40.614999] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.62%, Actual: 2.10% [2025-11-22T01:51:40.622151] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.19% [2025-11-22T01:51:40.726779] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.25% [2025-11-22T01:51:40.790195] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.78% [2025-11-22T01:51:40.790398] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 34.8793% [2025-11-22T01:51:40.790485] [INFO ] [main ] CMSD: DISCARDED add_shelf_lag (score: 34.88%) [2025-11-22T01:51:40.790528] [INFO ] [main ] CMSD: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:51:40.790560] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_signed_carry_history_11'] [2025-11-22T01:51:40.790595] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:40.794249] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 2.84% [2025-11-22T01:51:40.803953] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:40.805532] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:40.805600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:40.811244] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:40.812155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:40.814934] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:40.819560] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:40.820355] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 6.9s | Global ETA: 1h 58m 44s [2025-11-22T01:51:40.821054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:40.821248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:40.821312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:40.826043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:40.827907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:40.828390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:40.828800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:40.872368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:40.873325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:40.896003] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 0.51% [2025-11-22T01:51:40.969803] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.53%, Actual: 1.37% [2025-11-22T01:51:41.062632] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.45%, Actual: 1.16% [2025-11-22T01:51:41.143936] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.79%, Actual: 1.62% [2025-11-22T01:51:41.144153] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 41.5140% [2025-11-22T01:51:41.144240] [INFO ] [main ] GNRC: DISCARDED add_open_vs_prev_range_position (score: 41.51%) [2025-11-22T01:51:41.144285] [INFO ] [main ] GNRC: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:51:41.144317] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_amplitude'] [2025-11-22T01:51:41.144352] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:41.159136] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:41.160864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:41.160941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.166039] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:41.166754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:41.229428] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 0.72% [2025-11-22T01:51:41.388660] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 7.2s | Global ETA: 1h 58m 47s [2025-11-22T01:51:41.389523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:41.389586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.394345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:41.395133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:41.395608] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 7.23% [2025-11-22T01:51:41.397726] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:41.401950] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:41.403318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:41.453126] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 6.3s | Global ETA: 1h 58m 48s [2025-11-22T01:51:41.454014] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:41.454078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.458877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:41.460608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:41.461090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:41.461473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:41.504218] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:51:41.504998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:41.562966] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.56% [2025-11-22T01:51:41.563174] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 38.2461% [2025-11-22T01:51:41.563260] [INFO ] [main ] AIV: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.25%) [2025-11-22T01:51:41.563303] [INFO ] [main ] AIV: Testing feature 42/53: add_shelf_lag [2025-11-22T01:51:41.563337] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_shelf_lag'] [2025-11-22T01:51:41.563374] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:41.575503] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:41.576763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:41.576825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.581626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:41.583477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:41.583978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:41.586636] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:41.587829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:41.888189] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.07% | Symbol ETA: 15.3s | Global ETA: 1h 58m 50s [2025-11-22T01:51:41.889149] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:41.889214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.894222] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:41.894975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:41.976087] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 6.7s | Global ETA: 1h 58m 51s [2025-11-22T01:51:41.977014] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:41.977077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:41.981905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:41.982699] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:41.985248] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:41.989546] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:41.990940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:42.120199] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.21% | Symbol ETA: 5.6s | Global ETA: 1h 58m 52s [2025-11-22T01:51:42.232961] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 8.0s | Global ETA: 1h 58m 52s [2025-11-22T01:51:42.233854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:42.233916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:42.239207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:42.241752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:42.242392] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:42.245872] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:42.247469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:42.293437] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.40%, Actual: 5.45% [2025-11-22T01:51:42.463422] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 3.10%, Actual: 4.39% [2025-11-22T01:51:42.565448] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 14.4s | Global ETA: 1h 58m 54s [2025-11-22T01:51:42.566425] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:42.566494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:42.570082] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 6.1s | Global ETA: 1h 58m 54s [2025-11-22T01:51:42.571023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:42.571097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:42.571494] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:42.572288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:42.576073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:42.576901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:42.579575] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:42.584039] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:42.585476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:42.629579] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.36%, Actual: 1.63% [2025-11-22T01:51:42.795518] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 2.18% [2025-11-22T01:51:42.899424] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 7.4s | Global ETA: 1h 58m 56s [2025-11-22T01:51:42.900369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:42.900435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:42.905739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:42.907590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:42.908095] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:42.910924] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:42.912099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:42.964769] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 0.25% [2025-11-22T01:51:43.130089] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.07%, Actual: 2.59% [2025-11-22T01:51:43.177047] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 5.5s | Global ETA: 1h 58m 58s [2025-11-22T01:51:43.177968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:43.178032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.182799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:43.183565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:43.186132] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:43.190347] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:43.191724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:43.244336] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.78% | Symbol ETA: 13.6s | Global ETA: 1h 58m 59s [2025-11-22T01:51:43.245260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:43.245323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.250306] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:43.251016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:43.295150] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 1.45% [2025-11-22T01:51:43.460519] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 2.77% [2025-11-22T01:51:43.571928] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 6.7s | Global ETA: 1h 59m 1s [2025-11-22T01:51:43.572819] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:43.572882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.577708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:43.579659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:43.580155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:43.582908] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:43.584079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:43.631022] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.89% [2025-11-22T01:51:43.792830] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 5.0s | Global ETA: 1h 59m 2s [2025-11-22T01:51:43.793725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:43.793788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.795832] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.21%, Actual: 0.29% [2025-11-22T01:51:43.796005] [INFO ] [main ] BV: Magnitude Forecast Confidence: 40.3792% [2025-11-22T01:51:43.796099] [INFO ] [main ] BV: DISCARDED add_prev_close_to_1100 (score: 40.38%) [2025-11-22T01:51:43.796140] [INFO ] [main ] BV: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:51:43.796173] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_open'] [2025-11-22T01:51:43.796208] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:43.798558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:43.799387] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:43.801973] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:43.806225] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:43.807668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:43.810186] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:43.811581] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:43.811666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.816445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:43.818230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:43.818725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:43.819107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:43.862830] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:43.863528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:43.931131] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 1.59% | Symbol ETA: 12.9s | Global ETA: 1h 59m 3s [2025-11-22T01:51:43.932034] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:43.932095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:43.936908] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:43.937597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.227560] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.51% | Symbol ETA: 6.1s | Global ETA: 1h 59m 5s [2025-11-22T01:51:44.228459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:44.228522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.233302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:44.235040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:44.235511] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:44.238172] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:44.239321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.379931] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 4.4s | Global ETA: 1h 59m 6s [2025-11-22T01:51:44.380852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:44.380914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.385690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:44.386472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:44.389069] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:44.393335] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:44.394751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.447984] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.99% | Symbol ETA: 10.8s | Global ETA: 1h 59m 6s [2025-11-22T01:51:44.448911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:44.448976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.453923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:44.455732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:44.456211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:44.456611] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:44.502598] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:44.503373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.609353] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -6.66% | Symbol ETA: 12.2s | Global ETA: 1h 59m 7s [2025-11-22T01:51:44.610261] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:44.610327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.615390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:44.616058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.887031] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 5.4s | Global ETA: 1h 59m 9s [2025-11-22T01:51:44.887999] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:44.888064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.893002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:44.894776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:44.895261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:44.898010] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:44.899153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:44.976821] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 3.8s | Global ETA: 1h 59m 9s [2025-11-22T01:51:44.977773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:44.977840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:44.982840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:44.983659] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:44.986299] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:44.990738] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:44.992155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.089955] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.82% | Symbol ETA: 10.2s | Global ETA: 1h 59m 10s [2025-11-22T01:51:45.090907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:45.090970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.095731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:45.097473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:45.097955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:45.098338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:45.143147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:45.144093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.287784] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.65% | Symbol ETA: 11.5s | Global ETA: 1h 59m 11s [2025-11-22T01:51:45.288669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:45.288730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.293500] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:45.294167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.550246] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 4.7s | Global ETA: 1h 59m 13s [2025-11-22T01:51:45.551180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:45.551259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.556050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:45.557804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:45.558274] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:45.560893] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:45.562008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.577194] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 3.2s | Global ETA: 1h 59m 13s [2025-11-22T01:51:45.578129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:45.578194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.583011] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:45.583858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:45.586519] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:45.591026] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:45.592460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.726582] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 9.5s | Global ETA: 1h 59m 14s [2025-11-22T01:51:45.727661] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:45.727726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.732554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:45.734294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:45.734782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:45.735164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:45.778505] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:45.779238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:45.959430] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.41% | Symbol ETA: 10.8s | Global ETA: 1h 59m 15s [2025-11-22T01:51:45.960328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:45.960394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:45.965123] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:45.965782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.176096] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 2.6s | Global ETA: 1h 59m 17s [2025-11-22T01:51:46.177046] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:46.177123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:46.182128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:46.183278] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:46.185934] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:46.190494] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:46.192032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.197074] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 7.13% | Symbol ETA: 4.1s | Global ETA: 1h 59m 17s [2025-11-22T01:51:46.197975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:46.198038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:46.202815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:46.204533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:46.205062] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:46.207777] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:46.208894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.363693] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 8.9s | Global ETA: 1h 59m 18s [2025-11-22T01:51:46.364567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:46.364630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:46.369467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:46.371213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:46.371692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:46.374909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:46.419738] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:46.420466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.634132] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.19% | Symbol ETA: 10.1s | Global ETA: 1h 59m 19s [2025-11-22T01:51:46.635020] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:46.635081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:46.639834] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:46.640472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.810292] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 2.0s | Global ETA: 1h 59m 20s [2025-11-22T01:51:46.845361] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 3.4s | Global ETA: 1h 59m 21s [2025-11-22T01:51:46.846258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:46.846320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:46.851079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:46.852832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:46.853298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:46.856263] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:46.857389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:46.985908] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.69% [2025-11-22T01:51:47.004491] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 8.3s | Global ETA: 1h 59m 22s [2025-11-22T01:51:47.005379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:47.005441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:47.010260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:47.011982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:47.012446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:47.012850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:47.056283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:47.057023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:47.156960] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.11% [2025-11-22T01:51:47.300933] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.94% | Symbol ETA: 9.5s | Global ETA: 1h 59m 23s [2025-11-22T01:51:47.301880] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:47.301962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:47.306751] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:51:47.307513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:47.323416] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.52% [2025-11-22T01:51:47.490854] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 0.33% [2025-11-22T01:51:47.493886] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 2.7s | Global ETA: 1h 59m 25s [2025-11-22T01:51:47.494767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:47.494830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:47.499576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:47.501313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:47.501800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:47.504383] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:51:47.505473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:47.649037] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 7.6s | Global ETA: 1h 59m 26s [2025-11-22T01:51:47.650038] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:47.650105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:47.655325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:47.657184] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.41% [2025-11-22T01:51:47.657328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:47.657897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:47.658328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:47.705383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:47.706309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:47.823782] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.94% [2025-11-22T01:51:47.991034] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.24% [2025-11-22T01:51:48.035858] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 7.30% | Symbol ETA: 8.8s | Global ETA: 1h 59m 28s [2025-11-22T01:51:48.143776] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 2.1s | Global ETA: 1h 59m 29s [2025-11-22T01:51:48.160141] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.73% [2025-11-22T01:51:48.209864] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.07%, Actual: 0.93% [2025-11-22T01:51:48.305214] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 7.0s | Global ETA: 1h 59m 30s [2025-11-22T01:51:48.306104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:48.306168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:48.311026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:48.312824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:48.313302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:48.313731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:48.327792] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 0.19% [2025-11-22T01:51:48.357947] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:48.358701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:48.371021] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 0.65% [2025-11-22T01:51:48.382718] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 0.77% [2025-11-22T01:51:48.493313] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 0.78% [2025-11-22T01:51:48.493508] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 29.3420% [2025-11-22T01:51:48.493590] [INFO ] [main ] CMSD: DISCARDED add_signed_carry_history_11 (score: 29.34%) [2025-11-22T01:51:48.493631] [INFO ] [main ] CMSD: Testing feature 44/53: add_sma_ratio [2025-11-22T01:51:48.493685] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_sma_ratio'] [2025-11-22T01:51:48.493722] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:48.504731] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:48.506079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:48.506141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:48.510953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:48.511762] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:48.514315] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:48.522216] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:48.523126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:48.543033] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 0.18% [2025-11-22T01:51:48.553472] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.78%, Actual: 3.34% [2025-11-22T01:51:48.713012] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.04% [2025-11-22T01:51:48.725151] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 2.93% [2025-11-22T01:51:48.882260] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.51%, Actual: 0.02% [2025-11-22T01:51:48.891702] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -6.66%, Actual: 4.03% [2025-11-22T01:51:48.972008] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 6.4s | Global ETA: 1h 59m 34s [2025-11-22T01:51:48.973035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:48.973100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:48.978474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:48.980340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:48.980849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:48.981246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:49.027799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:49.028702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:49.050544] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.25% [2025-11-22T01:51:49.058914] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.65%, Actual: 4.19% [2025-11-22T01:51:49.089886] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 6.9s | Global ETA: 1h 59m 34s [2025-11-22T01:51:49.090779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:49.090843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:49.095586] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:49.096385] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:49.099085] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:49.103513] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:49.104354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:49.221786] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 0.51% [2025-11-22T01:51:49.225743] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.41%, Actual: 2.10% [2025-11-22T01:51:49.392912] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.19%, Actual: 2.84% [2025-11-22T01:51:49.394039] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 7.13%, Actual: 1.16% [2025-11-22T01:51:49.562548] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 0.72% [2025-11-22T01:51:49.563043] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.94%, Actual: 1.37% [2025-11-22T01:51:49.642154] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 5.7s | Global ETA: 1h 59m 38s [2025-11-22T01:51:49.643081] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:49.643147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:49.648346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:49.650358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:49.650875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:49.651272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:49.670845] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 6.3s | Global ETA: 1h 59m 38s [2025-11-22T01:51:49.671728] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:49.671792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:49.676518] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:49.677325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:49.679892] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:49.684081] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:49.684836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:49.695284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:51:49.696108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:49.728193] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 7.23% [2025-11-22T01:51:49.730715] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 7.30%, Actual: 1.62% [2025-11-22T01:51:49.730904] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 45.5261% [2025-11-22T01:51:49.730985] [INFO ] [main ] GNRC: DISCARDED add_overnight_gap_amplitude (score: 45.53%) [2025-11-22T01:51:49.731025] [INFO ] [main ] GNRC: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:51:49.731056] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag'] [2025-11-22T01:51:49.731090] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:49.746042] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:49.747561] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:49.747622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:49.752674] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:49.753427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:49.893061] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.56% [2025-11-22T01:51:49.893242] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 42.6061% [2025-11-22T01:51:49.893346] [INFO ] [main ] AIV: DISCARDED add_shelf_lag (score: 42.61%) [2025-11-22T01:51:49.893388] [INFO ] [main ] AIV: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:51:49.893420] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_signed_carry_history_11'] [2025-11-22T01:51:49.893454] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:49.905772] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:49.907229] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:49.907307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:49.912028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:49.913791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:49.914261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:49.916938] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:49.918360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:50.252501] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 5.7s | Global ETA: 1h 59m 42s [2025-11-22T01:51:50.253397] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:50.253462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:50.258355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:50.259295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:50.261955] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:50.266225] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:50.266991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:50.299772] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 5.1s | Global ETA: 1h 59m 42s [2025-11-22T01:51:50.436565] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 14.2s | Global ETA: 1h 59m 43s [2025-11-22T01:51:50.437791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:50.437873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:50.443348] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:50.444287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:50.468430] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.99%, Actual: 5.45% [2025-11-22T01:51:50.485712] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.65% | Symbol ETA: 7.2s | Global ETA: 1h 59m 43s [2025-11-22T01:51:50.486599] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:50.486690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:50.491588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:50.493365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:50.493863] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:50.496524] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:50.497912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:50.639136] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 4.39% [2025-11-22T01:51:50.828661] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 1.63% [2025-11-22T01:51:50.836711] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 5.1s | Global ETA: 1h 59m 45s [2025-11-22T01:51:50.837633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:50.837716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:50.842371] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:50.843179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:50.846175] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:50.850607] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:50.851371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:50.998236] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 2.18% [2025-11-22T01:51:51.073003] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 6.6s | Global ETA: 1h 59m 47s [2025-11-22T01:51:51.073959] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:51.074021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.078940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:51.080787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:51.081271] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:51.084030] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:51.085404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:51.160076] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 13.6s | Global ETA: 1h 59m 47s [2025-11-22T01:51:51.161393] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:51.161457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.166543] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:51.166575] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.25% [2025-11-22T01:51:51.167374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:51.333263] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 2.59% [2025-11-22T01:51:51.413914] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 4.5s | Global ETA: 1h 59m 49s [2025-11-22T01:51:51.414804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:51.414867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.419563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:51.420342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:51.422889] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:51.427230] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:51.428012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:51.503081] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.45% [2025-11-22T01:51:51.656258] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.86% | Symbol ETA: 6.1s | Global ETA: 1h 59m 50s [2025-11-22T01:51:51.657252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:51.657318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.662174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:51.663968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:51.664450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:51.667181] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:51.668578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:51.668913] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 2.77% [2025-11-22T01:51:51.837280] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.00%, Actual: 0.89% [2025-11-22T01:51:51.896811] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.97% | Symbol ETA: 13.0s | Global ETA: 1h 59m 52s [2025-11-22T01:51:51.897842] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:51.897916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.903100] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:51.903989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:51.989569] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 3.9s | Global ETA: 1h 59m 52s [2025-11-22T01:51:51.990453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:51.990521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:51.995259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:51.996053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:51.998617] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:52.002829] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:52.003573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.003011] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.75%, Actual: 0.29% [2025-11-22T01:51:52.007075] [INFO ] [main ] BV: Magnitude Forecast Confidence: 50.3096% [2025-11-22T01:51:52.007193] [INFO ] [main ] BV: DISCARDED add_prev_close_to_open (score: 50.31%) [2025-11-22T01:51:52.007239] [INFO ] [main ] BV: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:51:52.007272] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prior_day_tail_pressure'] [2025-11-22T01:51:52.007306] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:51:52.023600] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:52.024920] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:52.024985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.029802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:52.031584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:52.032076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:52.032462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:52.075837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:52.078753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.251656] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 5.5s | Global ETA: 1h 59m 54s [2025-11-22T01:51:52.252521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:52.252585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.257469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:52.259451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:52.259952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:52.262583] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:52.263982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.619359] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: 3.30% | Symbol ETA: 12.3s | Global ETA: 1h 59m 56s [2025-11-22T01:51:52.620283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:52.620344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.625202] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:52.625975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.633036] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 3.4s | Global ETA: 1h 59m 56s [2025-11-22T01:51:52.633926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:52.633989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.638892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:52.639683] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:52.642264] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:52.646487] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:52.647260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.670569] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 10.5s | Global ETA: 1h 59m 56s [2025-11-22T01:51:52.671468] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:52.671536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.676322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:52.678117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:52.678596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:52.679006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:52.723104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:52.725867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:52.838178] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 4.9s | Global ETA: 1h 59m 57s [2025-11-22T01:51:52.839088] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:52.839151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:52.844000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:52.845807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:52.846282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:52.849100] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:52.850492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.218683] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 2.8s | Global ETA: 1h 59m 60s [2025-11-22T01:51:53.219575] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:53.219667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.224694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:53.225521] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:53.228239] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:53.232683] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:53.233457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.305218] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.23% | Symbol ETA: 11.5s | Global ETA: 2h 0m 0s [2025-11-22T01:51:53.306128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:53.306204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.307937] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 9.9s | Global ETA: 2h 0m 0s [2025-11-22T01:51:53.308833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:53.308897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.311209] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:53.311976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.313664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:53.315383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:53.315876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:53.316264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:53.359611] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:53.362255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.422030] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 4.3s | Global ETA: 2h 0m 1s [2025-11-22T01:51:53.422945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:53.423011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.428078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:53.430116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:53.430621] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:53.433413] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:53.434838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.844711] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 2.2s | Global ETA: 2h 0m 4s [2025-11-22T01:51:53.845673] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:53.845740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.850911] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:53.851811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:53.854699] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:53.859602] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:53.860422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:53.962740] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 9.3s | Global ETA: 2h 0m 4s [2025-11-22T01:51:53.963697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:53.963764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.968913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:53.970901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:53.971426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:53.971877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:53.979298] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.58% | Symbol ETA: 10.8s | Global ETA: 2h 0m 4s [2025-11-22T01:51:53.980186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:53.980246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:53.984919] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:53.985624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.019153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:54.022363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.023969] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.58% | Symbol ETA: 3.7s | Global ETA: 2h 0m 5s [2025-11-22T01:51:54.024887] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:54.024953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:54.029736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:54.031483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:54.031979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:54.034564] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:54.035927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.436467] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.6s | Global ETA: 2h 0m 7s [2025-11-22T01:51:54.603176] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 1.69% [2025-11-22T01:51:54.609329] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 3.2s | Global ETA: 2h 0m 8s [2025-11-22T01:51:54.610048] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 8.6s | Global ETA: 2h 0m 8s [2025-11-22T01:51:54.610247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:54.610314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:54.610938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:54.611001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:54.615309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:54.615827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:54.617129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:54.617611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:54.617620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:54.618106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:54.618493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:54.620336] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:54.621750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.646477] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 10.1s | Global ETA: 2h 0m 8s [2025-11-22T01:51:54.647383] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:54.647444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:54.652206] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:54.652941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.661637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:54.664306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:54.769401] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.11% [2025-11-22T01:51:54.938198] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.52% [2025-11-22T01:51:55.103369] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.33% [2025-11-22T01:51:55.192949] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 2.6s | Global ETA: 2h 0m 12s [2025-11-22T01:51:55.193846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:55.193924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:55.198618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:55.200332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:55.200819] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:55.203490] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:51:55.204874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:55.248926] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 8.0s | Global ETA: 2h 0m 12s [2025-11-22T01:51:55.249816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:55.249879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:55.254608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:55.256351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:55.256841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:55.257293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:55.268669] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.41% [2025-11-22T01:51:55.300312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:55.302975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:55.325537] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 9.3s | Global ETA: 2h 0m 13s [2025-11-22T01:51:55.326425] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:55.326484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:55.331277] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:55.332007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:55.434127] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.94% [2025-11-22T01:51:55.598702] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 0.24% [2025-11-22T01:51:55.766189] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.73% [2025-11-22T01:51:55.803976] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 2.0s | Global ETA: 2h 0m 16s [2025-11-22T01:51:55.886096] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.79% | Symbol ETA: 7.3s | Global ETA: 2h 0m 16s [2025-11-22T01:51:55.887210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:55.887285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:55.893400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:55.895404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:55.895991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:55.896403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:55.945178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:55.948303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:55.949337] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 0.19% [2025-11-22T01:51:55.974869] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.65%, Actual: 0.65% [2025-11-22T01:51:56.014855] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.75% | Symbol ETA: 8.6s | Global ETA: 2h 0m 17s [2025-11-22T01:51:56.015763] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:51:56.015824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:56.020966] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:56.021734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:56.121804] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.78% [2025-11-22T01:51:56.122007] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 38.7249% [2025-11-22T01:51:56.122101] [INFO ] [main ] CMSD: DISCARDED add_sma_ratio (score: 38.72%) [2025-11-22T01:51:56.123929] [INFO ] [main ] CMSD: Testing feature 45/53: add_true_range [2025-11-22T01:51:56.123971] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_true_range'] [2025-11-22T01:51:56.124008] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:51:56.137311] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:56.138597] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:56.138687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:56.143724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:56.144558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:56.147360] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:56.151662] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:51:56.152153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:56.154679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:56.332417] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 1.04% [2025-11-22T01:51:56.511510] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 0.02% [2025-11-22T01:51:56.540631] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 6.7s | Global ETA: 2h 0m 20s [2025-11-22T01:51:56.542052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:56.542135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:56.549439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:56.552030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:56.552740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:56.553254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:56.599751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:56.602990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:56.688532] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 0.25% [2025-11-22T01:51:56.691773] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 5.51% | Symbol ETA: 8.0s | Global ETA: 2h 0m 21s [2025-11-22T01:51:56.742247] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 6.8s | Global ETA: 2h 0m 21s [2025-11-22T01:51:56.743155] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:56.743217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:56.748014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:56.748846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:56.751390] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:56.755566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:56.757357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:56.863852] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 0.51% [2025-11-22T01:51:56.865381] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.93% [2025-11-22T01:51:57.035207] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.77% [2025-11-22T01:51:57.043480] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.58%, Actual: 1.16% [2025-11-22T01:51:57.190055] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 6.0s | Global ETA: 2h 0m 24s [2025-11-22T01:51:57.190940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:57.191004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:57.195769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:57.197513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:57.198008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:57.198395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:57.203957] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.97%, Actual: 3.34% [2025-11-22T01:51:57.221146] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.72% [2025-11-22T01:51:57.241603] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:57.244295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:57.352010] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 6.2s | Global ETA: 2h 0m 25s [2025-11-22T01:51:57.352908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:57.352971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:57.357735] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:57.358493] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:57.361034] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:57.365426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:57.367232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:57.374193] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: 3.30%, Actual: 2.93% [2025-11-22T01:51:57.396028] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 7.23% [2025-11-22T01:51:57.547458] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 4.03% [2025-11-22T01:51:57.563876] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.56% [2025-11-22T01:51:57.564086] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 34.2691% [2025-11-22T01:51:57.564174] [INFO ] [main ] AIV: DISCARDED add_signed_carry_history_11 (score: 34.27%) [2025-11-22T01:51:57.564214] [INFO ] [main ] AIV: Testing feature 44/53: add_sma_ratio [2025-11-22T01:51:57.564246] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_sma_ratio'] [2025-11-22T01:51:57.564281] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:51:57.576889] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:57.578245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:57.578307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:57.583061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:57.584823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:57.585306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:57.587968] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:57.588684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:57.716463] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.58%, Actual: 4.19% [2025-11-22T01:51:57.829955] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 5.4s | Global ETA: 2h 0m 28s [2025-11-22T01:51:57.830916] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:51:57.830982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:57.835883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:57.837724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:51:57.838202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:51:57.838590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:51:57.881915] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:57.885006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:57.885836] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.12%, Actual: 2.10% [2025-11-22T01:51:57.939496] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 5.6s | Global ETA: 2h 0m 29s [2025-11-22T01:51:57.940374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:57.940436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:57.945157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:57.945945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:57.948486] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:57.952741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:57.954535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:58.055547] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 2.84% [2025-11-22T01:51:58.170458] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 6.9s | Global ETA: 2h 0m 30s [2025-11-22T01:51:58.171363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:58.171429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:58.176332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:58.178142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:58.178628] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:58.181349] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:58.182148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:58.225784] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.75%, Actual: 1.37% [2025-11-22T01:51:58.399758] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 5.51%, Actual: 1.62% [2025-11-22T01:51:58.399972] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 59.5893% [2025-11-22T01:51:58.400092] [INFO ] [main ] GNRC: KEPT add_overnight_gap_mag (score: 59.59%) [2025-11-22T01:51:58.400134] [INFO ] [main ] GNRC: Testing feature 29/53: add_pct_change [2025-11-22T01:51:58.400172] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change'] [2025-11-22T01:51:58.400207] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:51:58.414319] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:51:58.415836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:51:58.415898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:58.420619] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:58.421366] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:58.423353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:58.470125] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.42% | Symbol ETA: 4.7s | Global ETA: 2h 0m 32s [2025-11-22T01:51:58.526537] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.33% | Symbol ETA: 5.0s | Global ETA: 2h 0m 32s [2025-11-22T01:51:58.527428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:58.527490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:58.532289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:58.533075] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:58.535590] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:58.539819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:58.541594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:58.637952] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.23%, Actual: 5.45% [2025-11-22T01:51:58.760431] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 6.3s | Global ETA: 2h 0m 34s [2025-11-22T01:51:58.761310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:58.761372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:58.766132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:58.767932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:58.768423] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:58.771146] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:58.771903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:58.809369] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 4.39% [2025-11-22T01:51:58.979285] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 1.63% [2025-11-22T01:51:59.105335] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 4.4s | Global ETA: 2h 0m 36s [2025-11-22T01:51:59.106219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:59.106282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.110993] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.42% | Symbol ETA: 13.7s | Global ETA: 2h 0m 36s [2025-11-22T01:51:59.111109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:59.111891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:51:59.111909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:59.111952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.114442] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:59.116748] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:59.117470] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:59.118769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:59.119448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.120533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.146805] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 2.18% [2025-11-22T01:51:59.315907] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 0.25% [2025-11-22T01:51:59.347349] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 5.7s | Global ETA: 2h 0m 37s [2025-11-22T01:51:59.348245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:59.348323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.353220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:59.354987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:59.355465] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:59.358188] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:59.358924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.482591] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.79%, Actual: 2.59% [2025-11-22T01:51:59.651383] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.45% [2025-11-22T01:51:59.693044] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 3.8s | Global ETA: 2h 0m 39s [2025-11-22T01:51:59.693991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:59.694055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.702516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:51:59.703331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:51:59.706010] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:51:59.710404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:59.712305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.801254] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.00% | Symbol ETA: 13.0s | Global ETA: 2h 0m 40s [2025-11-22T01:51:59.802172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:51:59.802233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.807002] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:51:59.807912] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:51:59.810192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.816943] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.56%, Actual: 2.77% [2025-11-22T01:51:59.925564] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.11% | Symbol ETA: 5.1s | Global ETA: 2h 0m 41s [2025-11-22T01:51:59.926454] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:51:59.926517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:51:59.931377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:51:59.933120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:51:59.933593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:51:59.936228] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:51:59.936978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:51:59.984759] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 0.89% [2025-11-22T01:52:00.152589] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.42%, Actual: 0.29% [2025-11-22T01:52:00.152813] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.5594% [2025-11-22T01:52:00.152926] [INFO ] [main ] BV: DISCARDED add_prior_day_tail_pressure (score: 38.56%) [2025-11-22T01:52:00.152970] [INFO ] [main ] BV: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:52:00.153003] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prior_mag_lag'] [2025-11-22T01:52:00.153039] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:00.167733] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:00.169174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:00.169237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:00.174037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:00.175827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:00.176307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:00.176713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:00.220977] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:00.222757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:00.291352] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 3.2s | Global ETA: 2h 0m 43s [2025-11-22T01:52:00.292244] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:00.292307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:00.297021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:00.297833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:00.300390] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:00.304635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:00.306493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:00.521616] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.93% | Symbol ETA: 12.3s | Global ETA: 2h 0m 44s [2025-11-22T01:52:00.522557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:00.522619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:00.527492] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:00.528372] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:00.530389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:00.643874] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 4.7s | Global ETA: 2h 0m 45s [2025-11-22T01:52:00.644848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:00.644912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:00.649871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:00.651679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:00.652177] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:00.655009] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:52:00.655779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:00.880779] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 10.7s | Global ETA: 2h 0m 47s [2025-11-22T01:52:00.881680] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:00.881746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:00.886597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:00.888497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:00.889004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:00.889400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:00.933690] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:00.935554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:01.012895] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 2.6s | Global ETA: 2h 0m 47s [2025-11-22T01:52:01.013890] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:01.013954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:01.018831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:01.019623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:01.022254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:01.026706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:01.028630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:01.432890] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 4.2s | Global ETA: 2h 0m 50s [2025-11-22T01:52:01.433777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:01.433839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:01.438554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:01.440300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:01.440795] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:01.443373] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:52:01.444096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:01.532819] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 9.8s | Global ETA: 2h 0m 51s [2025-11-22T01:52:01.533712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:01.533787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:01.538680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:01.540467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:01.540975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:01.541375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:01.585530] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:01.587342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:01.612384] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 2.0s | Global ETA: 2h 0m 51s [2025-11-22T01:52:01.613366] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:01.613434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:01.618491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:01.619419] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:01.622335] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:01.626881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:01.628866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:01.629335] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -3.35% | Symbol ETA: 12.3s | Global ETA: 2h 0m 51s [2025-11-22T01:52:01.630259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:01.630321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:01.635459] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:01.636248] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:01.638627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:02.075049] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.65% | Symbol ETA: 3.5s | Global ETA: 2h 0m 54s [2025-11-22T01:52:02.075933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:02.075995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:02.080728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:02.082465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:02.082959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:02.085556] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:52:02.086282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:02.225492] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 1.4s | Global ETA: 2h 0m 55s [2025-11-22T01:52:02.241244] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.66% | Symbol ETA: 9.1s | Global ETA: 2h 0m 55s [2025-11-22T01:52:02.242155] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:02.242218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:02.247031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:02.248858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:02.249342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:02.249755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:02.293728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:02.295614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:02.344705] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.57% | Symbol ETA: 11.4s | Global ETA: 2h 0m 56s [2025-11-22T01:52:02.345598] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:02.345698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:02.350632] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:02.351470] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:02.353513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:02.397448] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 1.69% [2025-11-22T01:52:02.570835] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.11% [2025-11-22T01:52:02.677857] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2.9s | Global ETA: 2h 0m 58s [2025-11-22T01:52:02.678745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:02.678809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:02.683569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:02.685357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:02.685855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:02.688552] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:52:02.689278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:02.742678] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.52% [2025-11-22T01:52:02.888213] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.46% | Symbol ETA: 8.4s | Global ETA: 2h 0m 59s [2025-11-22T01:52:02.889130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:02.889195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:02.894070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:02.895890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:02.896372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:02.896815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:02.913042] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 0.33% [2025-11-22T01:52:02.941630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:02.943596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.059680] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 9.12% | Symbol ETA: 10.5s | Global ETA: 2h 0m 60s [2025-11-22T01:52:03.060557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:03.060618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:03.065371] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:03.066091] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:03.068043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.080864] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.41% [2025-11-22T01:52:03.251635] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.94% [2025-11-22T01:52:03.260768] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 2.2s | Global ETA: 2h 1m 1s [2025-11-22T01:52:03.261659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:03.261721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:03.266432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:03.268188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:03.268675] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:03.271255] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:52:03.271979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.429060] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.24% [2025-11-22T01:52:03.538469] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.80% | Symbol ETA: 7.7s | Global ETA: 2h 1m 3s [2025-11-22T01:52:03.539355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:03.539425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:03.544188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:03.545920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:03.546388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:03.546803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:03.590294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:03.591909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.611715] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 0.73% [2025-11-22T01:52:03.755542] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.87% | Symbol ETA: 9.7s | Global ETA: 2h 1m 4s [2025-11-22T01:52:03.756476] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:03.756546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:03.762493] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:03.766912] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:03.769435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.781901] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 0.19% [2025-11-22T01:52:03.831307] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 1.6s | Global ETA: 2h 1m 5s [2025-11-22T01:52:03.953385] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.78% [2025-11-22T01:52:03.953618] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 39.4367% [2025-11-22T01:52:03.953743] [INFO ] [main ] CMSD: DISCARDED add_true_range (score: 39.44%) [2025-11-22T01:52:03.953788] [INFO ] [main ] CMSD: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:52:03.953822] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_vol_of_vol'] [2025-11-22T01:52:03.953857] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:03.965178] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:03.966405] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:03.966467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:03.971348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:03.972162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:03.974753] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:03.979065] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:03.980154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:03.997849] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 0.65% [2025-11-22T01:52:04.162377] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.18% [2025-11-22T01:52:04.180027] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.49% | Symbol ETA: 7.0s | Global ETA: 2h 1m 7s [2025-11-22T01:52:04.180942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:04.181004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:04.185758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:04.187486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:04.187979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:04.188366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:04.231952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:04.233534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:04.329744] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 1.04% [2025-11-22T01:52:04.472006] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.60% | Symbol ETA: 8.9s | Global ETA: 2h 1m 9s [2025-11-22T01:52:04.472886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:04.472945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:04.478186] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:04.478915] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:04.481199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:04.498321] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 0.02% [2025-11-22T01:52:04.547506] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 6.5s | Global ETA: 2h 1m 9s [2025-11-22T01:52:04.548398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:04.548461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:04.553216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:04.554320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:04.556899] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:04.561173] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:04.562257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:04.663420] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.25% [2025-11-22T01:52:04.818380] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.13% | Symbol ETA: 6.3s | Global ETA: 2h 1m 11s [2025-11-22T01:52:04.819260] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:04.819323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:04.824434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:04.826198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:04.826692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:04.827086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:04.829063] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.51% [2025-11-22T01:52:04.870558] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:04.872159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:04.994575] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.65%, Actual: 1.16% [2025-11-22T01:52:05.127059] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 5.9s | Global ETA: 2h 1m 13s [2025-11-22T01:52:05.127987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:05.128051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:05.132843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:05.133623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:05.136167] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:05.140441] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:05.141511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:05.160799] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.14% | Symbol ETA: 8.2s | Global ETA: 2h 1m 13s [2025-11-22T01:52:05.161714] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:52:05.161789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:05.163580] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.72% [2025-11-22T01:52:05.166573] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:05.167311] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:05.169263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:05.332262] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 7.23% [2025-11-22T01:52:05.457962] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -2.11% | Symbol ETA: 5.6s | Global ETA: 2h 1m 15s [2025-11-22T01:52:05.458863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:05.458926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:05.463678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:05.465398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:05.465887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:05.466283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:05.503683] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.56% [2025-11-22T01:52:05.503894] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 37.3796% [2025-11-22T01:52:05.503978] [INFO ] [main ] AIV: DISCARDED add_sma_ratio (score: 37.38%) [2025-11-22T01:52:05.504020] [INFO ] [main ] AIV: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:52:05.504053] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_vol_of_vol'] [2025-11-22T01:52:05.504110] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:05.509714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:05.511298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:05.515572] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:05.516958] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:05.517021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:05.521988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:05.523861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:05.524354] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:05.527063] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:05.528203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:05.713181] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 5.3s | Global ETA: 2h 1m 16s [2025-11-22T01:52:05.714062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:05.714125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:05.718922] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:05.719757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:05.722412] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:05.726681] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:05.727866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:05.853172] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 7.4s | Global ETA: 2h 1m 17s [2025-11-22T01:52:06.021113] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.42%, Actual: 0.93% [2025-11-22T01:52:06.094918] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 5.0s | Global ETA: 2h 1m 19s [2025-11-22T01:52:06.095816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:06.095879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:06.100586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:06.102298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:06.102792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:06.103188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:06.105030] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 6.6s | Global ETA: 2h 1m 19s [2025-11-22T01:52:06.105945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:06.106321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:06.111092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:06.112853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:06.113320] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:06.115990] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:06.117154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:06.146507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:06.148110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:06.189292] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.77% [2025-11-22T01:52:06.290614] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 4.7s | Global ETA: 2h 1m 20s [2025-11-22T01:52:06.291511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:06.291574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:06.296313] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:06.297117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:06.299702] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:06.303877] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:06.304964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:06.353554] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.93%, Actual: 3.34% [2025-11-22T01:52:06.518480] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -3.35%, Actual: 2.93% [2025-11-22T01:52:06.690928] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 6.0s | Global ETA: 2h 1m 22s [2025-11-22T01:52:06.691840] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:06.691903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:06.693581] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.57%, Actual: 4.03% [2025-11-22T01:52:06.696668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:06.698403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:06.698884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:06.701507] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:06.702582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:06.731692] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 4.3s | Global ETA: 2h 1m 22s [2025-11-22T01:52:06.870897] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 4.1s | Global ETA: 2h 1m 23s [2025-11-22T01:52:06.871381] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 9.12%, Actual: 4.19% [2025-11-22T01:52:06.871782] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:06.871848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:06.876544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:06.877374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:06.879926] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:06.884151] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:06.885236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:06.897189] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 5.45% [2025-11-22T01:52:07.049415] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 2.10% [2025-11-22T01:52:07.062324] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 4.39% [2025-11-22T01:52:07.227171] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 1.63% [2025-11-22T01:52:07.231218] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 2.84% [2025-11-22T01:52:07.284478] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 5.4s | Global ETA: 2h 1m 26s [2025-11-22T01:52:07.285420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:07.285482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:07.290249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:07.291980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:07.292437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:07.295139] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:07.296205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:07.393784] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.46%, Actual: 2.18% [2025-11-22T01:52:07.409036] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.14%, Actual: 1.37% [2025-11-22T01:52:07.451705] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 3.5s | Global ETA: 2h 1m 27s [2025-11-22T01:52:07.452563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:07.452626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:07.457394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:07.458186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:07.460715] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:07.464910] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:07.466009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:07.561735] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.80%, Actual: 0.25% [2025-11-22T01:52:07.587093] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -1.53%, Actual: 1.62% [2025-11-22T01:52:07.587360] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 61.9159% [2025-11-22T01:52:07.587451] [INFO ] [main ] GNRC: KEPT add_pct_change (score: 61.92%) [2025-11-22T01:52:07.587497] [INFO ] [main ] GNRC: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:52:07.587530] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_preclose_acceleration_mag'] [2025-11-22T01:52:07.587565] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:07.602608] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:07.604192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:07.604256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:07.609226] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:07.610072] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:07.612263] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:07.613495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:07.726852] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.49%, Actual: 2.59% [2025-11-22T01:52:07.890820] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.22% | Symbol ETA: 4.8s | Global ETA: 2h 1m 30s [2025-11-22T01:52:07.891717] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:07.891789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:07.892611] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.13%, Actual: 1.45% [2025-11-22T01:52:07.897118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:07.899023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:07.899534] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:07.902340] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:07.903491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:08.033043] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.59% | Symbol ETA: 3.0s | Global ETA: 2h 1m 30s [2025-11-22T01:52:08.033923] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:08.034015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:08.038884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:08.039692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:08.042281] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:08.046598] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:08.047794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:08.057616] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -2.11%, Actual: 2.77% [2025-11-22T01:52:08.222367] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.89% [2025-11-22T01:52:08.354129] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.25% | Symbol ETA: 14.0s | Global ETA: 2h 1m 32s [2025-11-22T01:52:08.355109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:08.355172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:08.360392] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:08.361180] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:08.363207] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:08.364314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:08.389268] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 0.29% [2025-11-22T01:52:08.389427] [INFO ] [main ] BV: Magnitude Forecast Confidence: 44.5770% [2025-11-22T01:52:08.389512] [INFO ] [main ] BV: DISCARDED add_prior_mag_lag (score: 44.58%) [2025-11-22T01:52:08.389555] [INFO ] [main ] BV: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:52:08.389587] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_overlap_v_prior_day'] [2025-11-22T01:52:08.389620] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:08.403699] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:08.405100] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:08.405163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:08.409949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:08.411716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:08.412192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:08.412584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:08.456073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:08.458428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:08.484150] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 4.2s | Global ETA: 2h 1m 33s [2025-11-22T01:52:08.485071] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:08.485136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:08.490197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:08.492058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:08.492569] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:08.495382] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:08.496528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:08.610964] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 2.4s | Global ETA: 2h 1m 34s [2025-11-22T01:52:08.612168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:08.612247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:08.617049] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:08.617886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:08.620450] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:08.624899] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:08.626050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.043502] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 9.8s | Global ETA: 2h 1m 37s [2025-11-22T01:52:09.044385] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:09.044449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.049183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:09.050933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:09.051405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:09.051816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:09.078865] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.97% | Symbol ETA: 13.2s | Global ETA: 2h 1m 37s [2025-11-22T01:52:09.079824] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:09.079887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.084912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:09.085667] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:09.087771] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:09.088865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.095819] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:09.098132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.117232] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 3.7s | Global ETA: 2h 1m 37s [2025-11-22T01:52:09.118132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:09.118196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.123038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:09.124780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:09.125241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:09.127924] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:09.129000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.195767] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 1.8s | Global ETA: 2h 1m 38s [2025-11-22T01:52:09.196664] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:09.196728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.201480] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:09.202261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:09.204804] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:09.209084] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:09.210175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.695746] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 9.2s | Global ETA: 2h 1m 41s [2025-11-22T01:52:09.696662] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:09.697140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.701714] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.96% | Symbol ETA: 3.1s | Global ETA: 2h 1m 41s [2025-11-22T01:52:09.702153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:09.702620] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:09.702712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.704117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:09.704666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:09.705089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:09.707710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:09.709488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:09.709986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:09.712696] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:09.713792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.750571] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:09.753443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.784341] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.04% | Symbol ETA: 12.4s | Global ETA: 2h 1m 41s [2025-11-22T01:52:09.785259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:09.785321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:09.790132] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:09.791608] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:09.796926] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:09.798064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:09.810306] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 1.2s | Global ETA: 2h 1m 41s [2025-11-22T01:52:10.031875] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.69% [2025-11-22T01:52:10.269332] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.11% [2025-11-22T01:52:10.468303] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 2.5s | Global ETA: 2h 1m 45s [2025-11-22T01:52:10.469771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:10.469853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:10.475673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:10.477715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:10.478303] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:10.481258] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:10.482494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:10.513609] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.52% [2025-11-22T01:52:10.513635] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 8.9s | Global ETA: 2h 1m 46s [2025-11-22T01:52:10.514689] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:10.514756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:10.519777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:10.521672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:10.522182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:10.522610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:10.571233] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:10.574296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:10.687567] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 0.33% [2025-11-22T01:52:10.713542] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.67% | Symbol ETA: 12.0s | Global ETA: 2h 1m 47s [2025-11-22T01:52:10.714745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:10.714819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:10.720020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:10.720857] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:10.722958] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:10.724114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:10.886837] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.41% [2025-11-22T01:52:11.056054] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.94% [2025-11-22T01:52:11.069557] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 1.9s | Global ETA: 2h 1m 49s [2025-11-22T01:52:11.070503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:11.070569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:11.075708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:11.077548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:11.078049] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:11.080851] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:11.081988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:11.222259] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 8.2s | Global ETA: 2h 1m 50s [2025-11-22T01:52:11.223264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:11.223335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:11.223805] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.24% [2025-11-22T01:52:11.228474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:11.230326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:11.230838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:11.231258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:11.279329] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:11.282122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:11.390411] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.73% [2025-11-22T01:52:11.420064] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.81% | Symbol ETA: 11.1s | Global ETA: 2h 1m 51s [2025-11-22T01:52:11.420973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:11.421035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:11.425899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:11.426620] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:11.428672] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:11.429758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:11.560284] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.19% [2025-11-22T01:52:11.664736] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 1.3s | Global ETA: 2h 1m 53s [2025-11-22T01:52:11.729660] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.78% [2025-11-22T01:52:11.729855] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 43.1382% [2025-11-22T01:52:11.729936] [INFO ] [main ] CMSD: DISCARDED add_vol_of_vol (score: 43.14%) [2025-11-22T01:52:11.729979] [INFO ] [main ] CMSD: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:52:11.730010] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_volatility_decay_ratio'] [2025-11-22T01:52:11.730045] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:11.741261] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:11.742493] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:11.742557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:11.747504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:11.748366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:11.750977] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:11.755415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:11.756572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:11.836755] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 0.65% [2025-11-22T01:52:11.881697] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 7.5s | Global ETA: 2h 1m 54s [2025-11-22T01:52:11.882619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:11.882708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:11.887531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:11.889329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:11.889826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:11.890225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:11.933277] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:11.935686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:12.005670] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.18% [2025-11-22T01:52:12.143864] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.83% | Symbol ETA: 10.3s | Global ETA: 2h 1m 56s [2025-11-22T01:52:12.144799] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:12.144862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:12.149561] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:12.150307] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:12.152246] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:12.153282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:12.177172] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.42%, Actual: 1.04% [2025-11-22T01:52:12.331055] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 6.3s | Global ETA: 2h 1m 57s [2025-11-22T01:52:12.331934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:12.331997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:12.336826] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:12.337684] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:12.340202] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:12.344400] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:12.345574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:12.347849] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.22%, Actual: 0.02% [2025-11-22T01:52:12.516082] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 6.7s | Global ETA: 2h 1m 58s [2025-11-22T01:52:12.517009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:12.517085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:12.518907] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.25% [2025-11-22T01:52:12.521932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:12.523718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:12.524226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:12.524615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:12.567534] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:12.570281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:12.689469] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 0.51% [2025-11-22T01:52:12.833404] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 9.5s | Global ETA: 2h 1m 60s [2025-11-22T01:52:12.834367] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:12.834430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:12.839236] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:12.839996] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:12.841965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:12.843029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:12.859566] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.96%, Actual: 1.16% [2025-11-22T01:52:12.926549] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 5.8s | Global ETA: 2h 2m 0s [2025-11-22T01:52:12.927456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:12.927520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:12.932440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:12.933261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:12.935844] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:12.940121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:12.941249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.032309] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.72% [2025-11-22T01:52:13.177410] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 6.0s | Global ETA: 2h 2m 2s [2025-11-22T01:52:13.178345] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:13.178410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.183758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:13.185591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:13.186176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:13.186581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:13.200267] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 7.23% [2025-11-22T01:52:13.233368] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:13.236100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.368682] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.56% [2025-11-22T01:52:13.368883] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 40.1432% [2025-11-22T01:52:13.368971] [INFO ] [main ] AIV: DISCARDED add_vol_of_vol (score: 40.14%) [2025-11-22T01:52:13.369021] [INFO ] [main ] AIV: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:52:13.369060] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_volatility_decay_ratio'] [2025-11-22T01:52:13.369101] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:13.381588] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:13.382982] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:13.383060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.387993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:13.389850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:13.390351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:13.393058] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:13.394214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.508161] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 5.1s | Global ETA: 2h 2m 4s [2025-11-22T01:52:13.514749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:13.515142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.520420] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:13.521251] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:13.523967] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:13.528704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:13.529944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.542785] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 8.8s | Global ETA: 2h 2m 4s [2025-11-22T01:52:13.543697] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:13.543758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.548721] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:13.549452] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:13.551410] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:13.552446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.874175] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 5.4s | Global ETA: 2h 2m 6s [2025-11-22T01:52:13.875156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:13.875229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.880719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:13.882554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:13.883058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:13.883465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:13.932033] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:13.935151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:13.994255] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 6.5s | Global ETA: 2h 2m 7s [2025-11-22T01:52:13.995151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:13.995215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:13.999954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:14.001686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:14.002147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:14.004778] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:14.005894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.110681] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 4.6s | Global ETA: 2h 2m 8s [2025-11-22T01:52:14.111560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:14.111623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:14.116375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:14.117218] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:14.119799] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:14.124073] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:14.125202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.228094] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -8.42% | Symbol ETA: 8.0s | Global ETA: 2h 2m 8s [2025-11-22T01:52:14.229058] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:14.229132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:14.234210] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:14.234932] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:14.237004] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:14.238076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.557315] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 4.7s | Global ETA: 2h 2m 10s [2025-11-22T01:52:14.558233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:14.558296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:14.563080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:14.564869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:14.565331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:14.565732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:14.611096] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:52:14.613557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.618264] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 6.0s | Global ETA: 2h 2m 11s [2025-11-22T01:52:14.619187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:14.619250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:14.624005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:14.625771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:14.626234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:14.629043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:14.630190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.695878] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 4.0s | Global ETA: 2h 2m 11s [2025-11-22T01:52:14.696785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:14.696857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:14.701689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:14.702494] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:14.705083] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:14.709434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:14.710587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:14.923192] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 1.63% | Symbol ETA: 7.3s | Global ETA: 2h 2m 13s [2025-11-22T01:52:15.091432] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.25%, Actual: 0.93% [2025-11-22T01:52:15.198821] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 5.3s | Global ETA: 2h 2m 14s [2025-11-22T01:52:15.199742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:15.199804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:15.200682] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 4.0s | Global ETA: 2h 2m 14s [2025-11-22T01:52:15.204531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:15.206601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:15.207142] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:15.209869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:15.211026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:15.261590] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 0.77% [2025-11-22T01:52:15.285284] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 3.4s | Global ETA: 2h 2m 15s [2025-11-22T01:52:15.286164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:15.286227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:15.291162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:15.291956] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:15.294527] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:15.299330] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:15.300671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:15.370500] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.68%, Actual: 5.45% [2025-11-22T01:52:15.428519] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.04%, Actual: 3.34% [2025-11-22T01:52:15.538737] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 4.39% [2025-11-22T01:52:15.596742] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.67%, Actual: 2.93% [2025-11-22T01:52:15.705848] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.43%, Actual: 1.63% [2025-11-22T01:52:15.764372] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.81%, Actual: 4.03% [2025-11-22T01:52:15.779828] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 4.6s | Global ETA: 2h 2m 18s [2025-11-22T01:52:15.780729] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:15.780809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:15.785596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:15.787380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:15.787859] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:15.790545] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:15.791671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:15.874513] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 2.18% [2025-11-22T01:52:15.886115] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 2.8s | Global ETA: 2h 2m 19s [2025-11-22T01:52:15.887022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:15.887125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:15.892221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:15.893072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:15.895771] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:15.900295] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:15.901504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:15.934157] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.83%, Actual: 4.19% [2025-11-22T01:52:16.042381] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.25% [2025-11-22T01:52:16.102711] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 2.10% [2025-11-22T01:52:16.210265] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 2.59% [2025-11-22T01:52:16.277533] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 2.84% [2025-11-22T01:52:16.362437] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 4.0s | Global ETA: 2h 2m 21s [2025-11-22T01:52:16.363327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:16.363391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:16.368175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:16.369908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:16.370379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:16.373001] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:16.374105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:16.375687] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.87%, Actual: 1.45% [2025-11-22T01:52:16.444976] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -8.42%, Actual: 1.37% [2025-11-22T01:52:16.505069] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 2.2s | Global ETA: 2h 2m 22s [2025-11-22T01:52:16.505964] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:16.506027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:16.510799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:16.511593] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:16.514223] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:16.518430] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:16.519561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:16.540126] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.39%, Actual: 2.77% [2025-11-22T01:52:16.613258] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 1.63%, Actual: 1.62% [2025-11-22T01:52:16.613466] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 49.4530% [2025-11-22T01:52:16.613517] [INFO ] [main ] GNRC: DISCARDED add_preclose_acceleration_mag (score: 49.45%) [2025-11-22T01:52:16.613556] [INFO ] [main ] GNRC: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:52:16.613587] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_prev_1100_to_open'] [2025-11-22T01:52:16.613620] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:16.627556] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:16.628963] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:16.629025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:16.633859] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:16.634596] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:16.636594] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:16.637379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:16.705449] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 0.89% [2025-11-22T01:52:16.869357] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 0.29% [2025-11-22T01:52:16.869510] [INFO ] [main ] BV: Magnitude Forecast Confidence: 40.0611% [2025-11-22T01:52:16.869597] [INFO ] [main ] BV: DISCARDED add_range_overlap_v_prior_day (score: 40.06%) [2025-11-22T01:52:16.869638] [INFO ] [main ] BV: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:52:16.869691] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency'] [2025-11-22T01:52:16.869725] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:16.883726] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:16.884955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:16.885018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:16.889829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:16.891587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:16.892097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:16.892499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:16.933849] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 3.4s | Global ETA: 2h 2m 25s [2025-11-22T01:52:16.934732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:16.934795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:16.935859] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:16.937942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:16.939482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:16.941212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:16.941698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:16.944276] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:16.945402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:17.084233] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 1.6s | Global ETA: 2h 2m 26s [2025-11-22T01:52:17.085125] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:17.085208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:17.090051] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:17.090845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:17.093458] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:17.097747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:17.098898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:17.330505] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.92% | Symbol ETA: 12.9s | Global ETA: 2h 2m 27s [2025-11-22T01:52:17.331462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:17.331526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:17.336497] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:17.337310] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:17.339383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:17.340172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:17.521149] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 9.5s | Global ETA: 2h 2m 29s [2025-11-22T01:52:17.522044] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:17.522107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:17.526875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:17.528611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:17.529098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:17.529489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:17.530369] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 3.79% | Symbol ETA: 2.8s | Global ETA: 2h 2m 29s [2025-11-22T01:52:17.531291] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:17.531357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:17.536622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:17.538460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:17.538969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:17.541706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:17.542868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:17.572776] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:17.574896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:17.668467] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 1.0s | Global ETA: 2h 2m 29s [2025-11-22T01:52:17.836491] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 1.69% [2025-11-22T01:52:18.004254] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.11% [2025-11-22T01:52:18.081934] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 12.4s | Global ETA: 2h 2m 32s [2025-11-22T01:52:18.082849] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:18.082910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.087739] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:18.088482] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:18.090450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:18.091210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:18.130693] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 2.2s | Global ETA: 2h 2m 32s [2025-11-22T01:52:18.131582] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:18.131670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.136503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:18.138271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:18.138760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:18.141374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:18.142508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:18.161017] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 8.9s | Global ETA: 2h 2m 32s [2025-11-22T01:52:18.161901] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:18.161964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.166746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:18.168486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:18.168968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:18.169385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:18.171542] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.52% [2025-11-22T01:52:18.213292] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:18.215359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:18.340743] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.33% [2025-11-22T01:52:18.509389] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.41% [2025-11-22T01:52:18.679158] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.94% [2025-11-22T01:52:18.733096] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 1.6s | Global ETA: 2h 2m 36s [2025-11-22T01:52:18.734066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:18.734130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.738958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:18.740768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:18.741247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:18.743916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:52:18.745068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:18.798172] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 8.2s | Global ETA: 2h 2m 36s [2025-11-22T01:52:18.799092] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:18.799154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.803893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:18.805619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:18.806098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:18.806508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:18.851861] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:18.854252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:18.857220] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.24% [2025-11-22T01:52:18.897717] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.22% | Symbol ETA: 11.9s | Global ETA: 2h 2m 37s [2025-11-22T01:52:18.898690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:18.898752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:18.903800] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:18.904637] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:18.906937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:18.907754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:19.025729] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.73% [2025-11-22T01:52:19.194373] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 0.19% [2025-11-22T01:52:19.335130] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 1.0s | Global ETA: 2h 2m 40s [2025-11-22T01:52:19.365904] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.78% [2025-11-22T01:52:19.366121] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 37.9142% [2025-11-22T01:52:19.366206] [INFO ] [main ] CMSD: DISCARDED add_volatility_decay_ratio (score: 37.91%) [2025-11-22T01:52:19.366248] [INFO ] [main ] CMSD: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:52:19.366281] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:52:19.366316] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:19.377361] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:19.378602] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:19.378691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:19.383505] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:19.384318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:19.386909] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:19.391336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:19.393247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:19.393760] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:19.394834] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:19.396846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:19.495536] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 7.7s | Global ETA: 2h 2m 41s [2025-11-22T01:52:19.496425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:19.496487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:19.501395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:19.503157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:19.503667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:19.504053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:19.507564] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.65% [2025-11-22T01:52:19.548169] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:19.550361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:19.619712] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -3.68% | Symbol ETA: 11.1s | Global ETA: 2h 2m 41s [2025-11-22T01:52:19.620729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:19.620792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:19.625615] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:19.626399] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:19.628403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:19.629147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:19.677189] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.18% [2025-11-22T01:52:19.849725] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.89%, Actual: 1.04% [2025-11-22T01:52:20.001569] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 6.4s | Global ETA: 2h 2m 44s [2025-11-22T01:52:20.002813] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:20.002897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:20.009568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:20.010486] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:20.013458] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:20.017979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:20.018317] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 0.02% [2025-11-22T01:52:20.019864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:20.020373] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:20.021485] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:20.023590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:20.135773] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 7.0s | Global ETA: 2h 2m 45s [2025-11-22T01:52:20.136689] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:20.136753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:20.141515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:20.143245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:20.143727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:20.144108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:20.187116] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:20.187217] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.77%, Actual: 0.25% [2025-11-22T01:52:20.189295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:20.321024] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -1.53% | Symbol ETA: 10.3s | Global ETA: 2h 2m 46s [2025-11-22T01:52:20.321912] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:20.321972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:20.326730] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:20.327455] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:20.329436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:20.330159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:20.358371] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.51% [2025-11-22T01:52:20.527199] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 3.79%, Actual: 1.16% [2025-11-22T01:52:20.625736] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 5.8s | Global ETA: 2h 2m 48s [2025-11-22T01:52:20.627218] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:20.627291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:20.632079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:20.632869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:20.635432] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:20.639788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:20.641577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:20.642064] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:20.643118] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:20.645101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:20.693594] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 0.72% [2025-11-22T01:52:20.773571] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 6.4s | Global ETA: 2h 2m 48s [2025-11-22T01:52:20.774482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:20.774545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:20.779343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:20.781058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:20.781520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:20.781926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:20.825683] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:20.827967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:20.864482] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 7.23% [2025-11-22T01:52:21.018080] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.64% | Symbol ETA: 9.5s | Global ETA: 2h 2m 50s [2025-11-22T01:52:21.018969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:21.019029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.023770] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:21.024465] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:21.027476] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:21.030900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.033570] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.56% [2025-11-22T01:52:21.033790] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 42.4013% [2025-11-22T01:52:21.033872] [INFO ] [main ] AIV: DISCARDED add_volatility_decay_ratio (score: 42.40%) [2025-11-22T01:52:21.033914] [INFO ] [main ] AIV: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:52:21.033947] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:52:21.033982] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:21.045314] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:21.046755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:21.046819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.051531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:21.053308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:21.053807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:21.056429] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:21.057573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:21.059547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.227381] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 5.1s | Global ETA: 2h 2m 51s [2025-11-22T01:52:21.228289] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:21.228354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.233125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:21.233901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:21.236422] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:21.240701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:21.242495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:21.242980] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:21.244058] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:21.246078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.407773] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.33% | Symbol ETA: 5.7s | Global ETA: 2h 2m 52s [2025-11-22T01:52:21.408688] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:21.408751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.413496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:21.415226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:21.415708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:21.416092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:21.459125] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:21.461226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.638468] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 6.1s | Global ETA: 2h 2m 54s [2025-11-22T01:52:21.639356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:21.639419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.644155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:21.645923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:21.646399] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:21.649260] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:21.650344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:21.652508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.712797] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.91% | Symbol ETA: 8.8s | Global ETA: 2h 2m 54s [2025-11-22T01:52:21.713753] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:21.713815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.718538] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:21.719279] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:21.721226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:21.721955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:21.826773] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 4.5s | Global ETA: 2h 2m 55s [2025-11-22T01:52:21.828294] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:21.828360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:21.833446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:21.834348] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:21.837077] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:21.841784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:21.843680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:21.844187] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:21.845418] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:21.847493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.039065] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.56% | Symbol ETA: 5.1s | Global ETA: 2h 2m 56s [2025-11-22T01:52:22.039951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:22.040013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.044724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:22.046450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:22.046933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:22.047339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:22.090331] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:22.092401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.232432] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 5.6s | Global ETA: 2h 2m 57s [2025-11-22T01:52:22.233392] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:22.233458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.238396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:22.240259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:22.240768] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:22.243467] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:22.244534] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:22.246924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.425213] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 3.9s | Global ETA: 2h 2m 59s [2025-11-22T01:52:22.426114] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:22.426178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.431013] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:22.431796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:22.433250] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 8.1s | Global ETA: 2h 2m 59s [2025-11-22T01:52:22.434199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:22.434267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.434349] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:22.438695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:22.439955] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:22.440464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:22.440750] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:22.440968] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:22.442127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:22.443132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:22.443975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.444109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.667681] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 4.4s | Global ETA: 2h 3m 0s [2025-11-22T01:52:22.668545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:22.668607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.673339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:22.675060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:22.675521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:22.675916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:22.717906] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:52:22.719945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:22.828414] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 5.0s | Global ETA: 2h 3m 1s [2025-11-22T01:52:22.829326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:22.829392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:22.834234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:22.836012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:22.836487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:22.839158] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:22.840332] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:22.842363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:23.022606] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 3.2s | Global ETA: 2h 3m 2s [2025-11-22T01:52:23.023498] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:23.023563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:23.028387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:23.029182] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:23.031742] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:23.035989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:23.037799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:23.038264] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:23.039308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:23.041311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:23.149429] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.87% | Symbol ETA: 7.3s | Global ETA: 2h 3m 3s [2025-11-22T01:52:23.150355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:23.150417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:23.155207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:23.155938] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:23.157890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:52:23.158598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:23.310687] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 3.8s | Global ETA: 2h 3m 4s [2025-11-22T01:52:23.413073] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.11% | Symbol ETA: 4.4s | Global ETA: 2h 3m 5s [2025-11-22T01:52:23.413960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:23.414024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:23.418901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:23.420663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:23.421128] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:23.423798] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:23.424858] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:23.426931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:23.480765] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 5.45% [2025-11-22T01:52:23.616450] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 2.6s | Global ETA: 2h 3m 6s [2025-11-22T01:52:23.617858] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:23.617925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:23.622715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:23.623494] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:23.626052] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:23.630378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:23.632165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:23.632632] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:23.633741] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:23.635733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:23.646632] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 4.39% [2025-11-22T01:52:23.816838] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.63% [2025-11-22T01:52:23.844240] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 6.6s | Global ETA: 2h 3m 7s [2025-11-22T01:52:23.985217] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.52%, Actual: 2.18% [2025-11-22T01:52:23.997427] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 3.8s | Global ETA: 2h 3m 8s [2025-11-22T01:52:23.998694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:23.998758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:24.003501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:24.005305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:24.005799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:24.008442] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:24.009536] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:24.011511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:24.013440] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.92%, Actual: 0.93% [2025-11-22T01:52:24.155593] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 0.25% [2025-11-22T01:52:24.178725] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 0.77% [2025-11-22T01:52:24.215236] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 2.0s | Global ETA: 2h 3m 10s [2025-11-22T01:52:24.216130] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:24.216195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:24.221073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:24.222159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:24.224739] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:24.229074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:24.230877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:24.231350] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:24.232584] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:24.234713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:24.330041] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 2.59% [2025-11-22T01:52:24.343856] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.22%, Actual: 3.34% [2025-11-22T01:52:24.500449] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 1.45% [2025-11-22T01:52:24.509735] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -3.68%, Actual: 2.93% [2025-11-22T01:52:24.577671] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 3.2s | Global ETA: 2h 3m 12s [2025-11-22T01:52:24.578556] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:24.578620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:24.583382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:24.585121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:24.585588] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:24.588263] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:24.589326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:24.591322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:24.667848] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.56%, Actual: 2.77% [2025-11-22T01:52:24.679377] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -1.53%, Actual: 4.03% [2025-11-22T01:52:24.810137] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 1.4s | Global ETA: 2h 3m 13s [2025-11-22T01:52:24.811030] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:52:24.811096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:24.816226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:24.817020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:24.819730] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:24.824042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:24.825843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:24.826315] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:24.827392] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:24.829459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:24.836122] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 0.89% [2025-11-22T01:52:24.869979] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.64%, Actual: 4.19% [2025-11-22T01:52:25.008108] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.29% [2025-11-22T01:52:25.008361] [INFO ] [main ] BV: Magnitude Forecast Confidence: 42.9501% [2025-11-22T01:52:25.008486] [INFO ] [main ] BV: DISCARDED add_range_volume_efficiency (score: 42.95%) [2025-11-22T01:52:25.008530] [INFO ] [main ] BV: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:52:25.008565] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:52:25.008599] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:25.023050] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:25.024488] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:25.024553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:25.029637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:25.031455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:25.031958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:25.032351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:25.051022] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.91%, Actual: 2.10% [2025-11-22T01:52:25.077551] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:25.081778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:25.163433] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.64% | Symbol ETA: 2.6s | Global ETA: 2h 3m 15s [2025-11-22T01:52:25.164328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:25.164392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:25.169371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:25.171170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:25.171666] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:25.174284] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:25.175380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:25.177417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:25.234768] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 2.84% [2025-11-22T01:52:25.417260] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 0.8s | Global ETA: 2h 3m 17s [2025-11-22T01:52:25.420093] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.87%, Actual: 1.37% [2025-11-22T01:52:25.587022] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 1.69% [2025-11-22T01:52:25.602137] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 1.19%, Actual: 1.62% [2025-11-22T01:52:25.602346] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 51.8020% [2025-11-22T01:52:25.602440] [INFO ] [main ] GNRC: DISCARDED add_prev_1100_to_open (score: 51.80%) [2025-11-22T01:52:25.602482] [INFO ] [main ] GNRC: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:52:25.602513] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_prev_close_to_1100'] [2025-11-22T01:52:25.602547] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:25.616697] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:25.618207] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:25.618281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:25.623015] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:25.623769] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:25.625710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:25.626439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:25.685945] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 9.3s | Global ETA: 2h 3m 19s [2025-11-22T01:52:25.686890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:25.686955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:25.692031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:25.693835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:25.694326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:25.694745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:25.739829] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:25.744090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:25.752568] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 2.0s | Global ETA: 2h 3m 19s [2025-11-22T01:52:25.753442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:25.753506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:25.753601] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.11% [2025-11-22T01:52:25.758295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:25.760017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:25.760483] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:25.763103] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:25.764162] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:25.766121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:25.921376] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T01:52:26.088915] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.33% [2025-11-22T01:52:26.271687] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.41% [2025-11-22T01:52:26.324983] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.33% | Symbol ETA: 12.5s | Global ETA: 2h 3m 22s [2025-11-22T01:52:26.325900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:26.325962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:26.327932] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 1.4s | Global ETA: 2h 3m 22s [2025-11-22T01:52:26.328839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:26.328902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:26.330716] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:26.331431] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:26.333385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:26.333596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:26.334101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:26.335336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:26.335827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:26.338492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:52:26.339217] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 8.6s | Global ETA: 2h 3m 23s [2025-11-22T01:52:26.339556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:52:26.340123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:26.340188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:26.341516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:26.345039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:26.346784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:26.347277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:26.347687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:26.391064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:26.394887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:26.438247] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.94% [2025-11-22T01:52:26.616369] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.24% [2025-11-22T01:52:26.782123] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.73% [2025-11-22T01:52:26.901525] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 0.8s | Global ETA: 2h 3m 26s [2025-11-22T01:52:26.952320] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 0.19% [2025-11-22T01:52:26.976402] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.48% | Symbol ETA: 7.9s | Global ETA: 2h 3m 26s [2025-11-22T01:52:26.977316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:26.977379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:26.982212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:26.983940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:26.984406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:26.984808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:27.021900] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 11.7s | Global ETA: 2h 3m 27s [2025-11-22T01:52:27.022792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:27.023959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:27.029708] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:27.031545] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:27.032284] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:27.033598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.034224] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:27.034950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.071315] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 0.65% [2025-11-22T01:52:27.122237] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.78% [2025-11-22T01:52:27.122420] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 31.1589% [2025-11-22T01:52:27.122498] [INFO ] [main ] CMSD: DISCARDED add_volatility_state_percentiles (score: 31.16%) [2025-11-22T01:52:27.122541] [INFO ] [main ] CMSD: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:52:27.122572] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_volume_dispersion'] [2025-11-22T01:52:27.122607] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:27.134438] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:27.135719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:27.135781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:27.140626] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:27.141446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:27.144087] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:27.148584] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:27.149972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.237439] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.18% [2025-11-22T01:52:27.403732] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.04% [2025-11-22T01:52:27.569092] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 0.02% [2025-11-22T01:52:27.619063] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 7.2s | Global ETA: 2h 3m 30s [2025-11-22T01:52:27.619958] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:27.620020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:27.624797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:27.626509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:27.626988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:27.627403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:27.670752] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:27.674537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.724726] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 6.0s | Global ETA: 2h 3m 31s [2025-11-22T01:52:27.725589] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:27.725673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:27.730470] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:27.731254] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:27.733367] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.24% | Symbol ETA: 11.0s | Global ETA: 2h 3m 31s [2025-11-22T01:52:27.733536] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.25% [2025-11-22T01:52:27.733869] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:27.734292] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:27.734361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:27.738156] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:27.739350] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:27.739562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.740117] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:27.742117] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:27.742859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:27.897267] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 0.51% [2025-11-22T01:52:28.059975] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.64%, Actual: 1.16% [2025-11-22T01:52:28.223052] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.72% [2025-11-22T01:52:28.254599] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 3.48% | Symbol ETA: 6.5s | Global ETA: 2h 3m 34s [2025-11-22T01:52:28.255511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:28.255574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.260356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:28.262092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:28.262655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:28.263043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:28.306280] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 5.3s | Global ETA: 2h 3m 35s [2025-11-22T01:52:28.306414] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:28.307193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:28.307258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.310261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:28.312054] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:28.312852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:28.315391] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:28.319690] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:28.321056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:28.386121] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 7.23% [2025-11-22T01:52:28.448772] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.02% | Symbol ETA: 10.3s | Global ETA: 2h 3m 35s [2025-11-22T01:52:28.449727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:28.449804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.454788] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:28.455560] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:28.457624] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:28.458434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:28.550206] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 0.56% [2025-11-22T01:52:28.550353] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 35.7056% [2025-11-22T01:52:28.550438] [INFO ] [main ] AIV: DISCARDED add_volatility_state_percentiles (score: 35.71%) [2025-11-22T01:52:28.550480] [INFO ] [main ] AIV: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:52:28.550512] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_volume_dispersion'] [2025-11-22T01:52:28.550575] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:28.562798] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:28.564008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:28.564071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.568872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:28.570614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:28.571104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:28.573758] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:28.575099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:28.890867] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 5.9s | Global ETA: 2h 3m 38s [2025-11-22T01:52:28.891188] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 4.7s | Global ETA: 2h 3m 38s [2025-11-22T01:52:28.891773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:28.891836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.892080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:28.892144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:28.896558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:28.896929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:28.897737] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:28.898328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:28.898818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:28.899202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:28.900280] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:28.904529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:28.905942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:28.943658] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:28.947878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.136918] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 5.8s | Global ETA: 2h 3m 40s [2025-11-22T01:52:29.137825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:29.137889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.142627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:29.144397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:29.144893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:29.147544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:29.148910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.150626] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -0.73% | Symbol ETA: 9.6s | Global ETA: 2h 3m 40s [2025-11-22T01:52:29.151543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:29.151606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.156557] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:29.157343] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:29.159384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:29.160123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.471078] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 4.2s | Global ETA: 2h 3m 42s [2025-11-22T01:52:29.472146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:29.472213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.477395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:29.478234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:29.480847] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:29.485257] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:29.486707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.533973] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 5.2s | Global ETA: 2h 3m 42s [2025-11-22T01:52:29.534880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:29.534942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.540425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:29.542390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:29.542873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:29.543251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:29.587116] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:29.591357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.711707] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 5.2s | Global ETA: 2h 3m 43s [2025-11-22T01:52:29.712605] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:29.712693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.717463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:29.719224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:29.719751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:29.722429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:29.723832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:29.859512] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.90% | Symbol ETA: 8.9s | Global ETA: 2h 3m 44s [2025-11-22T01:52:29.860488] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:29.860552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:29.865671] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:29.866406] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:29.868437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:29.869172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.060024] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 3.6s | Global ETA: 2h 3m 45s [2025-11-22T01:52:30.060917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:30.060981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.065805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:30.066577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:30.069185] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:30.073430] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:30.074806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.180558] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.27% | Symbol ETA: 4.6s | Global ETA: 2h 3m 46s [2025-11-22T01:52:30.181451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:30.181514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.186301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:30.188156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:30.188629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:30.189033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:30.232094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:30.236157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.288207] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 4.7s | Global ETA: 2h 3m 47s [2025-11-22T01:52:30.289119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:30.289182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.293951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:30.295665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:30.296141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:30.298858] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:30.300190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.561828] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.71% | Symbol ETA: 8.2s | Global ETA: 2h 3m 48s [2025-11-22T01:52:30.562733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:30.562795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.567585] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:30.568315] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:30.570281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:30.571027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.643092] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 3.0s | Global ETA: 2h 3m 49s [2025-11-22T01:52:30.643997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:30.644062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.648903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:30.649729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:30.652390] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:30.656784] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:30.658204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.833743] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 4.22% | Symbol ETA: 3.9s | Global ETA: 2h 3m 50s [2025-11-22T01:52:30.834633] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:30.834717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.839726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:30.841495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:30.841997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:30.842420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:30.868003] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.33% | Symbol ETA: 4.1s | Global ETA: 2h 3m 50s [2025-11-22T01:52:30.868941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:30.869005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:30.873742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:30.875521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:30.876060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:30.878731] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:30.880097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:30.888186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:52:30.892790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:31.225259] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 2.4s | Global ETA: 2h 3m 52s [2025-11-22T01:52:31.226165] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:31.226229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:31.231020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:31.231811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:31.234382] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:31.238977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:31.240324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:31.265278] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 7.5s | Global ETA: 2h 3m 53s [2025-11-22T01:52:31.266266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:31.266334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:31.271303] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:31.272061] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:31.274066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:31.274808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:31.445496] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 3.5s | Global ETA: 2h 3m 54s [2025-11-22T01:52:31.446375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:31.446442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:31.451312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:31.453077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:31.453575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:31.456208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:31.457576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:31.488167] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 3.3s | Global ETA: 2h 3m 54s [2025-11-22T01:52:31.664522] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 5.45% [2025-11-22T01:52:31.831935] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 1.8s | Global ETA: 2h 3m 56s [2025-11-22T01:52:31.832844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:31.832907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:31.837233] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 4.39% [2025-11-22T01:52:31.837808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:31.838582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:31.841178] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:31.845407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:31.846797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:31.973482] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.18% | Symbol ETA: 6.8s | Global ETA: 2h 3m 57s [2025-11-22T01:52:31.974704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:31.974787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:31.980392] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:31.981361] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:31.984105] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:52:31.985177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:32.014067] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.48%, Actual: 1.63% [2025-11-22T01:52:32.026947] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 2.9s | Global ETA: 2h 3m 57s [2025-11-22T01:52:32.027877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:32.027940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:32.032769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:32.034540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:32.035030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:32.037693] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:32.039019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:32.196034] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 2.18% [2025-11-22T01:52:32.378670] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 3.48%, Actual: 0.25% [2025-11-22T01:52:32.423996] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 1.2s | Global ETA: 2h 3m 60s [2025-11-22T01:52:32.424901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:32.424964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:32.429732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:32.430494] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:32.433024] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:32.437215] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:32.438561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:32.558786] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.03%, Actual: 2.59% [2025-11-22T01:52:32.617423] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.68% | Symbol ETA: 2.4s | Global ETA: 2h 4m 1s [2025-11-22T01:52:32.618319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:32.618384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:32.623157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:32.624933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:32.625403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:32.628061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:32.629398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:32.689438] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 3.26% | Symbol ETA: 6.1s | Global ETA: 2h 4m 1s [2025-11-22T01:52:32.723157] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 1.45% [2025-11-22T01:52:32.857453] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.33%, Actual: 0.93% [2025-11-22T01:52:32.895475] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.27%, Actual: 2.77% [2025-11-22T01:52:33.021830] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 0.6s | Global ETA: 2h 4m 3s [2025-11-22T01:52:33.024159] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.77% [2025-11-22T01:52:33.077907] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 4.22%, Actual: 0.89% [2025-11-22T01:52:33.194985] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 1.69% [2025-11-22T01:52:33.219126] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 1.8s | Global ETA: 2h 4m 5s [2025-11-22T01:52:33.220063] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:33.220130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:33.223887] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.24%, Actual: 3.34% [2025-11-22T01:52:33.225046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:33.226866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:33.227374] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:33.230052] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:33.231413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:33.267433] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 0.29% [2025-11-22T01:52:33.267695] [INFO ] [main ] BV: Magnitude Forecast Confidence: 29.7014% [2025-11-22T01:52:33.267806] [INFO ] [main ] BV: DISCARDED add_range_volume_efficiency_refinements (score: 29.70%) [2025-11-22T01:52:33.268243] [INFO ] [main ] BV: Testing feature 39/53: add_regime [2025-11-22T01:52:33.268296] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_regime'] [2025-11-22T01:52:33.268345] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:33.284445] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:33.285882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:33.285951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:33.291374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:33.293268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:33.293873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:33.294309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:33.345510] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:33.361742] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.11% [2025-11-22T01:52:33.371539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:33.395016] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.02%, Actual: 2.93% [2025-11-22T01:52:33.528755] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.52% [2025-11-22T01:52:33.564779] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -0.73%, Actual: 4.03% [2025-11-22T01:52:33.697629] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.33% [2025-11-22T01:52:33.734426] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.90%, Actual: 4.19% [2025-11-22T01:52:33.812566] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 1.2s | Global ETA: 2h 4m 8s [2025-11-22T01:52:33.813458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:33.813524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:33.818285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:33.820006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:33.820475] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:33.823115] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:52:33.824446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:33.869733] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.41% [2025-11-22T01:52:33.901772] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 2.10% [2025-11-22T01:52:34.007346] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 9.5s | Global ETA: 2h 4m 10s [2025-11-22T01:52:34.008317] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:34.008383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:34.013302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:34.015103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:34.015574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:34.015975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:34.038861] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 0.94% [2025-11-22T01:52:34.063086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:34.067341] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.98%, Actual: 2.84% [2025-11-22T01:52:34.086054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:34.205697] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.24% [2025-11-22T01:52:34.234011] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.18%, Actual: 1.37% [2025-11-22T01:52:34.373365] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.73% [2025-11-22T01:52:34.387384] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 0.6s | Global ETA: 2h 4m 12s [2025-11-22T01:52:34.403250] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 3.26%, Actual: 1.62% [2025-11-22T01:52:34.403432] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 38.4385% [2025-11-22T01:52:34.403514] [INFO ] [main ] GNRC: DISCARDED add_prev_close_to_1100 (score: 38.44%) [2025-11-22T01:52:34.403556] [INFO ] [main ] GNRC: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:52:34.403588] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_prev_close_to_open'] [2025-11-22T01:52:34.403623] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:34.417564] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:34.419043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:34.419104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:34.423843] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:34.424560] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:34.426490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:34.427243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:34.541058] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.19% [2025-11-22T01:52:34.555612] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.69%, Actual: 0.65% [2025-11-22T01:52:34.681846] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.15% | Symbol ETA: 8.6s | Global ETA: 2h 4m 14s [2025-11-22T01:52:34.682751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:34.682813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:34.687618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:34.689361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:34.689870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:34.690247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:34.710711] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.78% [2025-11-22T01:52:34.710914] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 35.4484% [2025-11-22T01:52:34.711016] [INFO ] [main ] CMSD: DISCARDED add_volume_dispersion (score: 35.45%) [2025-11-22T01:52:34.711061] [INFO ] [main ] CMSD: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:52:34.711094] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_volume_flow_differentials'] [2025-11-22T01:52:34.711130] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:34.722510] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:34.724007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:34.724070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:34.728989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:34.729899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:34.730763] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.18% [2025-11-22T01:52:34.732536] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:34.733549] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:34.736929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:34.739820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:34.753141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:34.898462] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 1.04% [2025-11-22T01:52:35.068881] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.33%, Actual: 0.02% [2025-11-22T01:52:35.118506] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 2.42% | Symbol ETA: 11.8s | Global ETA: 2h 4m 16s [2025-11-22T01:52:35.119396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:35.119457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:35.124244] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:35.124976] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:35.126960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:35.127729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:35.238173] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.25% [2025-11-22T01:52:35.317941] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 5.8s | Global ETA: 2h 4m 18s [2025-11-22T01:52:35.318842] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:35.318906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:35.323729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:35.324515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:35.327135] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:35.331453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:35.334185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:35.342106] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 7.8s | Global ETA: 2h 4m 18s [2025-11-22T01:52:35.343025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:35.343088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:35.347884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:35.349621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:35.350129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:35.350532] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:35.394246] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:35.405728] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 0.51% [2025-11-22T01:52:35.413360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:35.572212] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.68%, Actual: 1.16% [2025-11-22T01:52:35.740386] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.72% [2025-11-22T01:52:35.803310] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 11.0s | Global ETA: 2h 4m 21s [2025-11-22T01:52:35.804202] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:35.804263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:35.809072] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:35.809786] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:35.811728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:35.812424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:35.909426] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 7.23% [2025-11-22T01:52:35.918800] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 5.2s | Global ETA: 2h 4m 21s [2025-11-22T01:52:35.919732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:35.919796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:35.924698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:35.925488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:35.928215] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:35.932540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:35.935279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:35.999367] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.93% | Symbol ETA: 7.1s | Global ETA: 2h 4m 22s [2025-11-22T01:52:36.000259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:36.000324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.005087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:36.006823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:36.007306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:36.007715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:36.050903] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:36.070658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:36.076031] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 0.56% [2025-11-22T01:52:36.076228] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 30.5623% [2025-11-22T01:52:36.076306] [INFO ] [main ] AIV: DISCARDED add_volume_dispersion (score: 30.56%) [2025-11-22T01:52:36.076348] [INFO ] [main ] AIV: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:52:36.076381] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_volume_flow_differentials'] [2025-11-22T01:52:36.076414] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:36.087572] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:36.088971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:36.089034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.093873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:36.095696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:36.096174] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:36.098849] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:36.101555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:36.501491] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.63% | Symbol ETA: 10.4s | Global ETA: 2h 4m 25s [2025-11-22T01:52:36.502390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:36.502453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.507298] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:36.508034] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:36.509994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:36.510721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:36.529757] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 4.7s | Global ETA: 2h 4m 25s [2025-11-22T01:52:36.531139] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:36.531203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.536014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:36.536807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:36.539375] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:36.543627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:36.546355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:36.658305] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.77% | Symbol ETA: 6.4s | Global ETA: 2h 4m 26s [2025-11-22T01:52:36.659248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:36.659311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.664128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:36.665567] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 5.7s | Global ETA: 2h 4m 26s [2025-11-22T01:52:36.665882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:36.666346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:36.666454] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:36.666517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:36.666748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:36.671291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:36.673057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:36.673526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:36.676167] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:36.678879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:36.710244] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:36.729985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.124818] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 4.1s | Global ETA: 2h 4m 29s [2025-11-22T01:52:37.125724] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:37.125788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.130812] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:37.131614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:37.134265] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:37.138679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:37.141440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.188957] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.61% | Symbol ETA: 9.7s | Global ETA: 2h 4m 29s [2025-11-22T01:52:37.189858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:37.189918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.194684] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:37.195408] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:37.197490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:37.198539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.244413] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 5.1s | Global ETA: 2h 4m 29s [2025-11-22T01:52:37.246056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:37.246134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.252977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:37.255610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:37.256233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:37.260071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:37.263774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.316869] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.77% | Symbol ETA: 5.7s | Global ETA: 2h 4m 30s [2025-11-22T01:52:37.318106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:37.318170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.322927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:37.324673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:37.325139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:37.325521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:37.368997] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:37.388710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.767946] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 3.5s | Global ETA: 2h 4m 33s [2025-11-22T01:52:37.768840] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:37.768902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.773690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:37.774465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:37.777030] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:37.781257] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:37.783935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.832285] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.30% | Symbol ETA: 4.5s | Global ETA: 2h 4m 33s [2025-11-22T01:52:37.833200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:37.833263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.838049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:37.839795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:37.840262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:37.842901] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:37.845580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:37.914392] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 9.0s | Global ETA: 2h 4m 33s [2025-11-22T01:52:37.915278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:37.915341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:37.920121] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:37.923138] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:37.925102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:37.925827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.000214] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 5.1s | Global ETA: 2h 4m 34s [2025-11-22T01:52:38.001126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:38.001189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.005929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:38.007730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:38.008191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:38.008571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:38.053372] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:38.073086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.376334] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 2.9s | Global ETA: 2h 4m 36s [2025-11-22T01:52:38.377387] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:38.377452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.382245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:38.383047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:38.385592] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:38.389845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:38.392526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.412249] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 3.9s | Global ETA: 2h 4m 37s [2025-11-22T01:52:38.413151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:38.413215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.418011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:38.419740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:38.420210] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:38.422854] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:38.425532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.630965] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.98% | Symbol ETA: 8.3s | Global ETA: 2h 4m 38s [2025-11-22T01:52:38.631877] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:38.631938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.636613] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:38.637377] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:38.639328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:38.640047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.660559] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 4.4s | Global ETA: 2h 4m 38s [2025-11-22T01:52:38.661524] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:38.661592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.666381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:38.668142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:38.668608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:38.669008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:38.712246] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:38.731819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.960777] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 2.3s | Global ETA: 2h 4m 40s [2025-11-22T01:52:38.961678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:38.961741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.966519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:38.967328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:38.969879] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:38.974076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:38.976753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:38.993785] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 3.4s | Global ETA: 2h 4m 40s [2025-11-22T01:52:38.994673] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:38.994736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:38.999606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:39.001440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:39.001960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:39.004878] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:39.007917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:39.316009] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -3.45% | Symbol ETA: 7.6s | Global ETA: 2h 4m 42s [2025-11-22T01:52:39.316230] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 3.7s | Global ETA: 2h 4m 42s [2025-11-22T01:52:39.316890] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:39.316953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:39.317141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:39.317208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:39.321695] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:39.321960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:39.322397] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:39.323698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:39.324161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:39.324349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:39.324541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:39.325070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:39.367777] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:52:39.387379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:39.564903] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 1.7s | Global ETA: 2h 4m 44s [2025-11-22T01:52:39.565830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:39.565905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:39.571482] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:39.572342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:39.574990] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:39.579280] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:39.581951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:39.591187] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 2.8s | Global ETA: 2h 4m 44s [2025-11-22T01:52:39.592038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:39.592101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:39.596822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:39.598541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:39.599025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:39.601585] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:39.604238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:39.973954] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 3.0s | Global ETA: 2h 4m 46s [2025-11-22T01:52:40.001661] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 6.9s | Global ETA: 2h 4m 46s [2025-11-22T01:52:40.002525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:40.002588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:40.007332] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:40.008056] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:40.009993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:40.010710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:40.141239] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 5.45% [2025-11-22T01:52:40.162619] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 1.1s | Global ETA: 2h 4m 47s [2025-11-22T01:52:40.163595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:40.163756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:40.168835] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:40.169735] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:40.172900] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:40.173015] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.34% | Symbol ETA: 2.2s | Global ETA: 2h 4m 47s [2025-11-22T01:52:40.173961] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:40.174024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:40.177792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:40.178822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:40.180622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:40.180637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:40.181128] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:40.183786] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:40.186440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:40.307827] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.15%, Actual: 4.39% [2025-11-22T01:52:40.475082] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.67%, Actual: 1.63% [2025-11-22T01:52:40.659293] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 2.18% [2025-11-22T01:52:40.676381] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.01% | Symbol ETA: 6.2s | Global ETA: 2h 4m 50s [2025-11-22T01:52:40.677285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:40.677348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:40.682035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:40.682755] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:40.684703] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:52:40.685402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:40.769313] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 1.6s | Global ETA: 2h 4m 51s [2025-11-22T01:52:40.770232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:40.770296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:40.775156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:40.776990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:40.777499] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:40.780137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:40.782838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:40.785754] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 0.5s | Global ETA: 2h 4m 51s [2025-11-22T01:52:40.827943] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.77%, Actual: 0.25% [2025-11-22T01:52:40.953290] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 1.69% [2025-11-22T01:52:40.996297] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.77%, Actual: 2.59% [2025-11-22T01:52:41.121751] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.11% [2025-11-22T01:52:41.162544] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.89%, Actual: 1.45% [2025-11-22T01:52:41.294333] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.52% [2025-11-22T01:52:41.329673] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 2.77% [2025-11-22T01:52:41.352261] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 1.0s | Global ETA: 2h 4m 55s [2025-11-22T01:52:41.353142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:41.353206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:41.357935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:41.359693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:41.360158] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:41.362762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:52:41.364175] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 5.5s | Global ETA: 2h 4m 55s [2025-11-22T01:52:41.365397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:41.481157] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.33% [2025-11-22T01:52:41.495586] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.89% [2025-11-22T01:52:41.533377] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 2.42%, Actual: 0.93% [2025-11-22T01:52:41.665535] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.41% [2025-11-22T01:52:41.679034] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.29% [2025-11-22T01:52:41.679248] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.5176% [2025-11-22T01:52:41.679339] [INFO ] [main ] BV: DISCARDED add_regime (score: 38.52%) [2025-11-22T01:52:41.679383] [INFO ] [main ] BV: Testing feature 40/53: add_regime_flags [2025-11-22T01:52:41.679417] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_regime_flags'] [2025-11-22T01:52:41.679452] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:41.693554] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:41.695066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:41.695129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:41.699958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:41.701817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:41.702295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:41.702702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:41.703960] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.77% [2025-11-22T01:52:41.746809] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:41.748176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:41.835249] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.94% [2025-11-22T01:52:41.868050] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.63%, Actual: 3.34% [2025-11-22T01:52:41.949501] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 0.5s | Global ETA: 2h 4m 58s [2025-11-22T01:52:42.004837] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 0.24% [2025-11-22T01:52:42.033257] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.61%, Actual: 2.93% [2025-11-22T01:52:42.115986] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 0.65% [2025-11-22T01:52:42.176015] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.73% [2025-11-22T01:52:42.196784] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 4.03% [2025-11-22T01:52:42.280497] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.18% [2025-11-22T01:52:42.334052] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.62% | Symbol ETA: 8.6s | Global ETA: 2h 5m 1s [2025-11-22T01:52:42.335401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:42.335465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:42.340332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:42.342093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:42.342587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:42.342989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:42.345286] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.19% [2025-11-22T01:52:42.360368] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.98%, Actual: 4.19% [2025-11-22T01:52:42.387590] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:42.388731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:42.448150] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.30%, Actual: 1.04% [2025-11-22T01:52:42.526171] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -3.45%, Actual: 2.10% [2025-11-22T01:52:42.535335] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.78% [2025-11-22T01:52:42.535605] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 41.1866% [2025-11-22T01:52:42.535728] [INFO ] [main ] CMSD: DISCARDED add_volume_flow_differentials (score: 41.19%) [2025-11-22T01:52:42.535774] [INFO ] [main ] CMSD: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:52:42.535810] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_volume_pressure_into_close'] [2025-11-22T01:52:42.535848] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:42.549599] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:42.551067] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:42.551135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:42.556319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:42.557295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:42.560472] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:42.565521] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:42.567735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:42.614269] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.02% [2025-11-22T01:52:42.691737] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 2.84% [2025-11-22T01:52:42.780680] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.25% [2025-11-22T01:52:42.854585] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.01%, Actual: 1.37% [2025-11-22T01:52:42.945880] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 0.51% [2025-11-22T01:52:42.975835] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 7.9s | Global ETA: 2h 5m 4s [2025-11-22T01:52:42.977313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:42.977378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:42.982303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:42.984093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:42.984563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:42.984971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:43.018789] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 1.62% [2025-11-22T01:52:43.018964] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 49.4975% [2025-11-22T01:52:43.019048] [INFO ] [main ] GNRC: DISCARDED add_prev_close_to_open (score: 49.50%) [2025-11-22T01:52:43.019092] [INFO ] [main ] GNRC: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:52:43.019143] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_prior_day_tail_pressure'] [2025-11-22T01:52:43.019178] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:43.029795] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:43.030960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.033065] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:43.034446] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:43.034508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.039306] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:43.040047] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:43.041983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:43.044698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.112880] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.34%, Actual: 1.16% [2025-11-22T01:52:43.189672] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 6.1s | Global ETA: 2h 5m 6s [2025-11-22T01:52:43.190622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:43.190710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.195890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:43.196870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:43.199704] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:43.204969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:43.206763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.279785] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.72% [2025-11-22T01:52:43.448676] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 7.23% [2025-11-22T01:52:43.618797] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.56% [2025-11-22T01:52:43.619004] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 46.1727% [2025-11-22T01:52:43.619087] [INFO ] [main ] AIV: DISCARDED add_volume_flow_differentials (score: 46.17%) [2025-11-22T01:52:43.619130] [INFO ] [main ] AIV: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:52:43.619164] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_volume_pressure_into_close'] [2025-11-22T01:52:43.619200] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:43.625696] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 7.3s | Global ETA: 2h 5m 8s [2025-11-22T01:52:43.626597] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:43.626682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.631434] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:43.631470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:43.632838] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:43.632900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.633242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:43.633758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:43.634138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:43.637711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:43.639491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:43.639993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:43.642735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:43.644363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.678515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:43.679560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.757704] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.52% | Symbol ETA: 11.5s | Global ETA: 2h 5m 9s [2025-11-22T01:52:43.758908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:43.758970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.763707] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:43.764410] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:43.766366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:43.769093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:43.842609] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 5.5s | Global ETA: 2h 5m 10s [2025-11-22T01:52:43.843516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:43.843579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:43.848366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:43.849182] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:43.851764] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:43.856015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:43.857760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.217365] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 2.08% | Symbol ETA: 5.6s | Global ETA: 2h 5m 12s [2025-11-22T01:52:44.218338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:44.218401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.223097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:44.224832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:44.225298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:44.227990] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:44.229585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.280093] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 6.7s | Global ETA: 2h 5m 12s [2025-11-22T01:52:44.280994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:44.281056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.285816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:44.287563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:44.288060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:44.288445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:44.332085] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:44.333144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.439217] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 4.7s | Global ETA: 2h 5m 13s [2025-11-22T01:52:44.440120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:44.440198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.444903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:44.445710] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:44.448255] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:44.452475] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:44.454094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.459481] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 10.7s | Global ETA: 2h 5m 14s [2025-11-22T01:52:44.460364] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:44.460426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.465207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:44.465931] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:44.467929] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:44.470606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.812671] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 5.0s | Global ETA: 2h 5m 16s [2025-11-22T01:52:44.813530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:44.813592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.818513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:44.820400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:44.820889] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:44.823572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:44.825236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:44.930466] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.55% | Symbol ETA: 6.0s | Global ETA: 2h 5m 16s [2025-11-22T01:52:44.931374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:44.931439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:44.936456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:44.938316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:44.938819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:44.939213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:44.985031] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:44.986401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.083678] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 4.1s | Global ETA: 2h 5m 17s [2025-11-22T01:52:45.084612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:45.084704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.090035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:45.091036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:45.093924] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:45.098473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:45.100184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.154827] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.20% | Symbol ETA: 9.9s | Global ETA: 2h 5m 18s [2025-11-22T01:52:45.155735] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:45.155796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.160537] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:45.161271] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:45.163211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:45.165967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.464002] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -2.28% | Symbol ETA: 4.6s | Global ETA: 2h 5m 20s [2025-11-22T01:52:45.465113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:45.465189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.470525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:45.472634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:45.473176] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:45.476017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:45.477775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.573323] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 5.4s | Global ETA: 2h 5m 20s [2025-11-22T01:52:45.574223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:45.574285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.579073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:45.580928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:45.581403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:45.581813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:45.625109] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:45.626186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.703258] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 3.5s | Global ETA: 2h 5m 21s [2025-11-22T01:52:45.704228] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:45.704294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.710081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:45.710986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:45.713876] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:45.718337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:45.720077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:45.858870] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.17% | Symbol ETA: 9.2s | Global ETA: 2h 5m 22s [2025-11-22T01:52:45.859776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:45.859838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:45.864533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:45.865252] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:45.867187] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:45.869939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.075462] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.59% | Symbol ETA: 4.0s | Global ETA: 2h 5m 23s [2025-11-22T01:52:46.077023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:46.077133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.082287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:46.084185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:46.084717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:46.087526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:46.089186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.212009] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 4.7s | Global ETA: 2h 5m 24s [2025-11-22T01:52:46.212963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:46.213025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.217775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:46.219481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:46.219975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:46.220366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:46.263825] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:46.265134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.312429] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 2.8s | Global ETA: 2h 5m 25s [2025-11-22T01:52:46.313333] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:46.313397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.318215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:46.319030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:46.321579] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:46.325800] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:46.327419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.543777] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 8.5s | Global ETA: 2h 5m 26s [2025-11-22T01:52:46.544668] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:46.544729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.549414] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:46.550126] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:46.552042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:46.554742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.683425] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 3.4s | Global ETA: 2h 5m 27s [2025-11-22T01:52:46.684410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:46.684474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.689985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:46.691964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:46.692494] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:46.695297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:46.696998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.843749] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 4.1s | Global ETA: 2h 5m 28s [2025-11-22T01:52:46.844616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:46.844713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.849512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:46.851295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:46.851789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:46.852174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:46.895558] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:46.896634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:46.901370] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 2.2s | Global ETA: 2h 5m 29s [2025-11-22T01:52:46.902258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:46.902321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:46.907226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:46.908029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:46.914040] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:46.918410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:46.920095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.241697] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.07% | Symbol ETA: 7.8s | Global ETA: 2h 5m 31s [2025-11-22T01:52:47.242596] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:47.242678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.247496] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:47.248244] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:47.250161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:47.252881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.271221] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.92% | Symbol ETA: 2.7s | Global ETA: 2h 5m 31s [2025-11-22T01:52:47.272119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:47.272182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.276923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:47.278706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:47.279179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:47.281849] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:47.283462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.482915] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 3.4s | Global ETA: 2h 5m 32s [2025-11-22T01:52:47.483825] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:47.483887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.488672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:47.490448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:47.490947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:47.491332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:47.497585] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 1.5s | Global ETA: 2h 5m 32s [2025-11-22T01:52:47.498500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:47.498565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.503594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:47.504450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:47.507096] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:47.511501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:47.513234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.533790] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:47.534816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.850981] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 5.75% | Symbol ETA: 2.1s | Global ETA: 2h 5m 34s [2025-11-22T01:52:47.851875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:47.851938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.856610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:47.858362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:47.858860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:47.861470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:47.863047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:47.930914] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 7.1s | Global ETA: 2h 5m 35s [2025-11-22T01:52:47.931810] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:47.931872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:47.936620] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:47.937422] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:47.939441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:47.942137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:48.100254] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 0.9s | Global ETA: 2h 5m 36s [2025-11-22T01:52:48.101357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:48.101425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:48.106448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:48.107292] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:48.109942] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:48.114270] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:48.114325] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 2.8s | Global ETA: 2h 5m 36s [2025-11-22T01:52:48.115940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:48.283470] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.62%, Actual: 5.45% [2025-11-22T01:52:48.429539] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 1.5s | Global ETA: 2h 5m 38s [2025-11-22T01:52:48.430463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:48.430526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:48.435338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:48.437128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:48.437606] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:48.440295] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:48.441943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:48.449737] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 4.39% [2025-11-22T01:52:48.614688] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 1.63% [2025-11-22T01:52:48.632125] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 3.99% | Symbol ETA: 6.4s | Global ETA: 2h 5m 39s [2025-11-22T01:52:48.633063] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:48.633128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:48.638082] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:48.638816] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:48.641190] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:48.644026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:48.703912] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 0.3s | Global ETA: 2h 5m 40s [2025-11-22T01:52:48.779896] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 2.18% [2025-11-22T01:52:48.877266] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.69% [2025-11-22T01:52:48.945311] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.55%, Actual: 0.25% [2025-11-22T01:52:49.009223] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 0.9s | Global ETA: 2h 5m 41s [2025-11-22T01:52:49.010119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:49.010181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:49.014973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:49.016745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:49.017232] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:49.019883] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:49.021470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:49.051048] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.11% [2025-11-22T01:52:49.110903] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.10%, Actual: 2.59% [2025-11-22T01:52:49.223594] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.52% [2025-11-22T01:52:49.274064] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 1.45% [2025-11-22T01:52:49.344409] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -3.06% | Symbol ETA: 5.7s | Global ETA: 2h 5m 43s [2025-11-22T01:52:49.345298] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:49.345359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:49.350362] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:49.351097] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:49.353154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:49.355951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:49.392899] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.33% [2025-11-22T01:52:49.442199] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 2.77% [2025-11-22T01:52:49.568350] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.41% [2025-11-22T01:52:49.587775] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 0.3s | Global ETA: 2h 5m 45s [2025-11-22T01:52:49.608117] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 0.89% [2025-11-22T01:52:49.740535] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.94% [2025-11-22T01:52:49.754859] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 0.65% [2025-11-22T01:52:49.773458] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.29% [2025-11-22T01:52:49.773623] [INFO ] [main ] BV: Magnitude Forecast Confidence: 47.4395% [2025-11-22T01:52:49.773727] [INFO ] [main ] BV: DISCARDED add_regime_flags (score: 47.44%) [2025-11-22T01:52:49.773771] [INFO ] [main ] BV: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:52:49.773806] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:52:49.773845] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:49.787521] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:49.788931] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:49.788996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:49.793807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:49.795547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:49.796045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:49.796434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:49.839409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:49.839910] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:49.840923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:49.842510] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:49.843530] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:49.844214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:49.910464] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.24% [2025-11-22T01:52:49.922851] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.18% [2025-11-22T01:52:50.031680] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 5.0s | Global ETA: 2h 5m 48s [2025-11-22T01:52:50.089571] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.73% [2025-11-22T01:52:50.093045] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 1.04% [2025-11-22T01:52:50.202899] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.52%, Actual: 0.93% [2025-11-22T01:52:50.261965] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 0.02% [2025-11-22T01:52:50.263833] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.36%, Actual: 0.19% [2025-11-22T01:52:50.370860] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 0.89%, Actual: 0.77% [2025-11-22T01:52:50.428388] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.25% [2025-11-22T01:52:50.429810] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 8.2s | Global ETA: 2h 5m 50s [2025-11-22T01:52:50.430739] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:50.430806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:50.435578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:50.437408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:50.437910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:50.438300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:50.440014] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 0.78% [2025-11-22T01:52:50.440233] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 38.3535% [2025-11-22T01:52:50.440322] [INFO ] [main ] CMSD: DISCARDED add_volume_pressure_into_close (score: 38.35%) [2025-11-22T01:52:50.440365] [INFO ] [main ] CMSD: Testing feature 52/53: add_volume_zscore [2025-11-22T01:52:50.440399] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_volume_zscore'] [2025-11-22T01:52:50.440435] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:50.451810] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:50.453130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:50.453195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:50.458144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:50.458972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:50.461823] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:50.466203] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:50.467877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:50.482719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:50.483414] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:50.484482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:50.486158] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:50.487205] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:50.487907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:50.544037] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.20%, Actual: 3.34% [2025-11-22T01:52:50.594845] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.92%, Actual: 0.51% [2025-11-22T01:52:50.712961] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.17%, Actual: 2.93% [2025-11-22T01:52:50.763100] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.75%, Actual: 1.16% [2025-11-22T01:52:50.879825] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 4.03% [2025-11-22T01:52:50.930496] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.72% [2025-11-22T01:52:51.045631] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 4.19% [2025-11-22T01:52:51.070449] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 5.7s | Global ETA: 2h 5m 54s [2025-11-22T01:52:51.071369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:51.071434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.076163] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 7.6s | Global ETA: 2h 5m 54s [2025-11-22T01:52:51.076476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:51.077058] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:51.077150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.077319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:51.080183] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:51.081995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:51.083737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:51.084228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:51.084616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:51.084674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:51.086342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.097428] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 7.23% [2025-11-22T01:52:51.127682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:51.128167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:51.129170] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:51.130761] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:51.131775] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:51.132436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.213501] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 2.10% [2025-11-22T01:52:51.263907] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.56% [2025-11-22T01:52:51.264123] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 33.0501% [2025-11-22T01:52:51.264201] [INFO ] [main ] AIV: DISCARDED add_volume_pressure_into_close (score: 33.05%) [2025-11-22T01:52:51.264242] [INFO ] [main ] AIV: Testing feature 52/53: add_volume_zscore [2025-11-22T01:52:51.264274] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_volume_zscore'] [2025-11-22T01:52:51.264308] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:51.276273] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:51.277560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:51.277622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.282381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:51.284200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:51.284717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:51.287384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:51.288966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.382357] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 3.99%, Actual: 2.84% [2025-11-22T01:52:51.551970] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -3.06%, Actual: 1.37% [2025-11-22T01:52:51.673601] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 5.0s | Global ETA: 2h 5m 58s [2025-11-22T01:52:51.674954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:51.675016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.679930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:51.680740] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:51.683354] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:51.691463] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:51.693091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.719335] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 0.74%, Actual: 1.62% [2025-11-22T01:52:51.719554] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 52.0314% [2025-11-22T01:52:51.719667] [INFO ] [main ] GNRC: DISCARDED add_prior_day_tail_pressure (score: 52.03%) [2025-11-22T01:52:51.719714] [INFO ] [main ] GNRC: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:52:51.719768] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_prior_mag_lag'] [2025-11-22T01:52:51.719804] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:52:51.724337] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.93% | Symbol ETA: 6.9s | Global ETA: 2h 5m 58s [2025-11-22T01:52:51.725238] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:51.725304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.730178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:51.731910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:51.732385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:51.732793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:51.734380] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:51.735766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:51.735828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.740741] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:51.741480] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:51.743496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:51.745121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.776318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:51.776849] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:51.777885] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:51.779569] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:51.780591] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:51.781313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:51.919815] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 5.9s | Global ETA: 2h 5m 59s [2025-11-22T01:52:51.920719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:51.920782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:51.925458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:51.927270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:51.927761] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:51.930480] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:51.932107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:52.277429] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 4.4s | Global ETA: 2h 6m 1s [2025-11-22T01:52:52.278357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:52.278421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:52.283513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:52.284353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:52.287044] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:52.291510] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:52.293185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:52.366593] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.59% | Symbol ETA: 6.3s | Global ETA: 2h 6m 2s [2025-11-22T01:52:52.367572] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:52.367676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:52.372515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:52.374236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:52.374729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:52.375155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:52.418307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:52.418831] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:52.419852] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:52.421427] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:52.422450] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:52.423127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:52.472826] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 7.56% | Symbol ETA: 11.2s | Global ETA: 2h 6m 3s [2025-11-22T01:52:52.473749] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:52.473809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:52.478551] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:52.479310] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:52.481245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:52.482821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:52.506855] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 5.1s | Global ETA: 2h 6m 3s [2025-11-22T01:52:52.507801] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:52.507868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:52.512629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:52.514452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:52.514945] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:52.517594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:52.519240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:52.868951] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 3.8s | Global ETA: 2h 6m 5s [2025-11-22T01:52:52.869858] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:52.869925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:52.874709] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:52.875474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:52.878138] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:52.882510] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:52.884092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.030712] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: -3.17% | Symbol ETA: 5.7s | Global ETA: 2h 6m 6s [2025-11-22T01:52:53.032408] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:53.032475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.037338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:53.039143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:53.039616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:53.040050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:53.084094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:53.084830] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:53.085915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:53.087603] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:53.088669] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:53.089335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.093601] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 4.4s | Global ETA: 2h 6m 6s [2025-11-22T01:52:53.094511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:53.094576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.099430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:53.101198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:53.101704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:53.104381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:53.106010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.226211] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 10.6s | Global ETA: 2h 6m 7s [2025-11-22T01:52:53.227221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:53.227285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.232286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:53.233097] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:53.235112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:53.236747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.466200] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 3.2s | Global ETA: 2h 6m 9s [2025-11-22T01:52:53.467095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:53.467174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.471931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:53.472722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:53.475270] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:53.479526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:53.481118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.681816] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.58% | Symbol ETA: 3.8s | Global ETA: 2h 6m 10s [2025-11-22T01:52:53.682710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:53.682773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.684039] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 5.0s | Global ETA: 2h 6m 10s [2025-11-22T01:52:53.684935] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:53.685001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.687556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:53.689416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:53.689857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:53.689918] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:53.691613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:53.692141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:53.692527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:53.692706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:53.694302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.736167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:53.736926] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:53.738055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:53.740166] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:53.741208] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:53.741886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:53.972752] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.78% | Symbol ETA: 9.8s | Global ETA: 2h 6m 12s [2025-11-22T01:52:53.973737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:53.973806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:53.978840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:53.979635] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:53.981692] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:53.983312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.057952] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 2.6s | Global ETA: 2h 6m 12s [2025-11-22T01:52:54.058841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:54.058904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.063698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:54.064469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:54.067196] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:54.071537] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:54.073170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.261314] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 3.1s | Global ETA: 2h 6m 14s [2025-11-22T01:52:54.262197] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:54.262259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.267039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:54.268791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:54.269264] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:54.271869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:54.273488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.328521] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -3.64% | Symbol ETA: 4.4s | Global ETA: 2h 6m 14s [2025-11-22T01:52:54.329435] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:54.329500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.334209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:54.335948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:54.336422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:54.336829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:54.379201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:54.379700] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:54.380692] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:54.382333] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:54.383354] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:54.384024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.648537] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 2.0s | Global ETA: 2h 6m 16s [2025-11-22T01:52:54.649444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:54.649508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.654405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:54.655211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:54.657893] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:54.662165] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:54.663762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.688717] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -6.57% | Symbol ETA: 9.0s | Global ETA: 2h 6m 16s [2025-11-22T01:52:54.689592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:54.689698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.694879] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:54.695578] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:54.697539] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:54.699137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.842099] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 2.5s | Global ETA: 2h 6m 17s [2025-11-22T01:52:54.843312] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:54.843374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.848150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:54.849979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:54.850450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:54.853077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:54.854619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:54.974790] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 3.7s | Global ETA: 2h 6m 18s [2025-11-22T01:52:54.975687] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:54.975752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:54.980494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:54.982202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:54.982770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:54.983157] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:55.025957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:55.026432] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:55.027446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:55.029054] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:55.030072] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:55.030753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:55.243475] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 1.4s | Global ETA: 2h 6m 20s [2025-11-22T01:52:55.244433] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:55.244498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:55.249407] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:55.250223] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:55.252870] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:55.257221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:55.258948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:55.390511] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.44% | Symbol ETA: 8.3s | Global ETA: 2h 6m 20s [2025-11-22T01:52:55.391454] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:55.391515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:55.396341] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:55.397070] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:55.399055] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:55.400597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:55.462578] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 6.07% | Symbol ETA: 1.9s | Global ETA: 2h 6m 21s [2025-11-22T01:52:55.463595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:55.463683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:55.468587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:55.470450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:55.470985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:55.473759] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:55.475387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:55.612337] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.15% | Symbol ETA: 3.1s | Global ETA: 2h 6m 22s [2025-11-22T01:52:55.613246] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T01:52:55.613310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:55.618082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:55.619811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:55.620281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:55.620687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:55.663674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:55.664168] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:52:55.665167] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:52:55.666762] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:52:55.667816] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:52:55.668497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:55.887233] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 0.8s | Global ETA: 2h 6m 24s [2025-11-22T01:52:55.888177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:55.888240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:55.896676] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:55.897471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:55.900149] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:55.904361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:55.905941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:56.079833] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 1.4s | Global ETA: 2h 6m 25s [2025-11-22T01:52:56.080745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:56.080807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:56.085534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:56.087288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:56.087768] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:56.090390] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:56.091958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:56.101802] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.41% | Symbol ETA: 7.5s | Global ETA: 2h 6m 25s [2025-11-22T01:52:56.102693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:56.102754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:56.107533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:56.108301] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:56.110272] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:56.111848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:56.258047] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 2.4s | Global ETA: 2h 6m 26s [2025-11-22T01:52:56.424408] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 5.45% [2025-11-22T01:52:56.487624] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 0.2s | Global ETA: 2h 6m 27s [2025-11-22T01:52:56.589362] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 4.39% [2025-11-22T01:52:56.653756] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 0.7s | Global ETA: 2h 6m 28s [2025-11-22T01:52:56.654661] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:56.654746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:56.655945] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.69% [2025-11-22T01:52:56.659455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:56.661180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:56.661665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:56.664289] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:52:56.665853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:56.754432] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.93%, Actual: 1.63% [2025-11-22T01:52:56.806607] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 6.8s | Global ETA: 2h 6m 29s [2025-11-22T01:52:56.807509] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:56.807570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:56.812344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:56.813119] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:56.815096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:56.816676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:56.834095] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.11% [2025-11-22T01:52:56.918195] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 2.18% [2025-11-22T01:52:57.002729] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.52% [2025-11-22T01:52:57.085630] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: -3.17%, Actual: 0.25% [2025-11-22T01:52:57.171082] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 0.33% [2025-11-22T01:52:57.225942] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 0.1s | Global ETA: 2h 6m 32s [2025-11-22T01:52:57.252068] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 2.59% [2025-11-22T01:52:57.338051] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.41% [2025-11-22T01:52:57.391722] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 0.65% [2025-11-22T01:52:57.416595] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -3.64%, Actual: 1.45% [2025-11-22T01:52:57.506414] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 0.94% [2025-11-22T01:52:57.508961] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 3.68% | Symbol ETA: 6.0s | Global ETA: 2h 6m 33s [2025-11-22T01:52:57.509869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:57.509930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:57.514848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:57.515745] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:57.517815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:57.519484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:57.557269] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 0.18% [2025-11-22T01:52:57.582585] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 2.77% [2025-11-22T01:52:57.675292] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.24% [2025-11-22T01:52:57.723783] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 1.04% [2025-11-22T01:52:57.749814] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.15%, Actual: 0.89% [2025-11-22T01:52:57.846987] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.73% [2025-11-22T01:52:57.890053] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 0.02% [2025-11-22T01:52:57.917343] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.45%, Actual: 0.29% [2025-11-22T01:52:57.917519] [INFO ] [main ] BV: Magnitude Forecast Confidence: 36.6663% [2025-11-22T01:52:57.917605] [INFO ] [main ] BV: DISCARDED add_return_volume_nonlinearity_proxies (score: 36.67%) [2025-11-22T01:52:57.917664] [INFO ] [main ] BV: Testing feature 42/53: add_shelf_lag [2025-11-22T01:52:57.917701] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_shelf_lag'] [2025-11-22T01:52:57.917735] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:52:57.931527] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:57.933008] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:57.933085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:57.938053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:57.939902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:57.944046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:57.944449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:57.989933] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:52:57.991182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:58.013793] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 0.19% [2025-11-22T01:52:58.055785] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.25% [2025-11-22T01:52:58.181362] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.78% [2025-11-22T01:52:58.181556] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 36.3735% [2025-11-22T01:52:58.181634] [INFO ] [main ] CMSD: DISCARDED add_volume_zscore (score: 36.37%) [2025-11-22T01:52:58.181696] [INFO ] [main ] CMSD: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:52:58.181731] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion', 'add_vwap_deviations'] [2025-11-22T01:52:58.181766] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T01:52:58.192975] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:58.194227] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:58.194292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:58.199273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:58.200093] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:58.202774] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:58.205403] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.53% | Symbol ETA: 5.3s | Global ETA: 2h 6m 38s [2025-11-22T01:52:58.206288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:52:58.206348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:58.207265] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:52:58.211064] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:52:58.211787] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:52:58.213117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:58.213740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:52:58.215296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:58.222345] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.51% [2025-11-22T01:52:58.388679] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 6.07%, Actual: 1.16% [2025-11-22T01:52:58.555875] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 0.72% [2025-11-22T01:52:58.663415] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 8.8s | Global ETA: 2h 6m 41s [2025-11-22T01:52:58.664322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:58.664386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:58.669363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:58.671163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:58.671666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:58.672067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:58.717904] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:52:58.719133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:58.722260] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 7.23% [2025-11-22T01:52:58.800240] [INFO ] [main ] CMSD: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 5.5s | Global ETA: 2h 6m 41s [2025-11-22T01:52:58.801171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:58.801235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:58.806057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:58.806979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:58.809826] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:58.814695] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:52:58.820718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:58.887707] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -1.41%, Actual: 0.56% [2025-11-22T01:52:58.887930] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 36.7140% [2025-11-22T01:52:58.888022] [INFO ] [main ] AIV: DISCARDED add_volume_zscore (score: 36.71%) [2025-11-22T01:52:58.888068] [INFO ] [main ] AIV: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:52:58.888100] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure', 'add_vwap_deviations'] [2025-11-22T01:52:58.888135] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T01:52:58.899419] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T01:52:58.900710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:58.900773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:58.905539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:58.907319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:58.907803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:58.910413] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:52:58.912766] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 4.6s | Global ETA: 2h 6m 42s [2025-11-22T01:52:58.916099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:59.081731] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 7.56%, Actual: 0.93% [2025-11-22T01:52:59.249318] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 0.77% [2025-11-22T01:52:59.390666] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 8.0s | Global ETA: 2h 6m 45s [2025-11-22T01:52:59.391545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:52:59.391608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:59.394356] [INFO ] [main ] CMSD: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 4.8s | Global ETA: 2h 6m 45s [2025-11-22T01:52:59.395671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:59.395733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:59.396387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:59.398195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:52:59.398715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:52:59.399109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:52:59.400506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:52:59.401291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:52:59.403838] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:52:59.408106] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:52:59.413666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:59.421283] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.78%, Actual: 3.34% [2025-11-22T01:52:59.444417] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:52:59.445709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:59.479880] [INFO ] [main ] AIV: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 5.2s | Global ETA: 2h 6m 46s [2025-11-22T01:52:59.480771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:59.480857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:52:59.485586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:52:59.487718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:52:59.488184] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:52:59.490868] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:52:59.496397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:52:59.590682] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -6.57%, Actual: 2.93% [2025-11-22T01:52:59.768747] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.44%, Actual: 4.03% [2025-11-22T01:52:59.937382] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 4.19% [2025-11-22T01:52:59.994824] [INFO ] [main ] CMSD: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 4.2s | Global ETA: 2h 6m 49s [2025-11-22T01:52:59.995811] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:52:59.995877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.001779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:00.002834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:00.006077] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:00.010938] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:00.017336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.070572] [INFO ] [main ] AIV: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 4.7s | Global ETA: 2h 6m 49s [2025-11-22T01:53:00.071505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:00.071568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.076306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:00.078082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:00.078561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:00.081251] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:00.086903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.109005] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 2.10% [2025-11-22T01:53:00.126718] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 7.3s | Global ETA: 2h 6m 50s [2025-11-22T01:53:00.127668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:00.127730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.132697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:00.134513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:00.135005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:00.135389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:00.180435] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:00.181763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.279144] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 3.68%, Actual: 2.84% [2025-11-22T01:53:00.450283] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.53%, Actual: 1.37% [2025-11-22T01:53:00.621931] [INFO ] [main ] CMSD: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 3.6s | Global ETA: 2h 6m 53s [2025-11-22T01:53:00.622933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:00.622999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.628108] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:00.629448] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:00.632268] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:00.633014] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 1.62% [2025-11-22T01:53:00.633197] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 48.8190% [2025-11-22T01:53:00.633282] [INFO ] [main ] GNRC: DISCARDED add_prior_mag_lag (score: 48.82%) [2025-11-22T01:53:00.633327] [INFO ] [main ] GNRC: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:53:00.633360] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_range_overlap_v_prior_day'] [2025-11-22T01:53:00.633396] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:00.636999] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:00.643794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.651985] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:00.653580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:00.653662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.658805] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:00.659593] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:00.661881] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:00.664485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.799292] [INFO ] [main ] AIV: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 4.4s | Global ETA: 2h 6m 54s [2025-11-22T01:53:00.800195] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:00.800258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.804976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:00.806741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:00.807216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:00.809870] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:00.815445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:00.902415] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 6.6s | Global ETA: 2h 6m 54s [2025-11-22T01:53:00.903311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:00.903374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:00.912008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:00.913779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:00.914256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:00.914663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:00.958937] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:00.960144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:01.432386] [INFO ] [main ] CMSD: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 3.2s | Global ETA: 2h 6m 58s [2025-11-22T01:53:01.433296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:01.433360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:01.438137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:01.438915] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:01.441569] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:01.445823] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:01.451450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:01.511408] [INFO ] [main ] AIV: Lookback Days: 5, Magnitude: 2.38% | Symbol ETA: 3.9s | Global ETA: 2h 6m 58s [2025-11-22T01:53:01.512327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:01.512389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:01.517208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:01.518919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:01.519378] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:01.522031] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:01.527810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:01.671009] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 5.9s | Global ETA: 2h 6m 59s [2025-11-22T01:53:01.671939] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:01.672002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:01.676839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:01.678638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:01.679146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:01.679549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:01.723243] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:01.724573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:01.728609] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 9.34% | Symbol ETA: 14.0s | Global ETA: 2h 6m 59s [2025-11-22T01:53:01.729549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:01.729610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:01.734416] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:01.735149] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:01.737137] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:01.739567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.027510] [INFO ] [main ] CMSD: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 2.6s | Global ETA: 2h 7m 1s [2025-11-22T01:53:02.028408] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:02.028471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.033156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:02.033934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:02.036475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:02.040741] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:02.046281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.136814] [INFO ] [main ] AIV: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 3.2s | Global ETA: 2h 7m 2s [2025-11-22T01:53:02.137740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:02.137803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.142565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:02.144327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:02.144809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:02.147447] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:02.153152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.398280] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 5.2s | Global ETA: 2h 7m 3s [2025-11-22T01:53:02.399239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:02.399305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.405371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:02.407451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:02.408123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:02.408620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:02.428198] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 2.95% | Symbol ETA: 11.4s | Global ETA: 2h 7m 4s [2025-11-22T01:53:02.429110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:02.429171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.433868] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:02.434562] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:02.436508] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:02.438948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.464299] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:02.465821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.609011] [INFO ] [main ] CMSD: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 1.9s | Global ETA: 2h 7m 5s [2025-11-22T01:53:02.609893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:02.609955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.614689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:02.615449] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:02.618025] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:02.622189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:02.627794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:02.734188] [INFO ] [main ] AIV: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 2.6s | Global ETA: 2h 7m 5s [2025-11-22T01:53:02.735100] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:02.735163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:02.740103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:02.741983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:02.742488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:02.745287] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:02.751286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.135329] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 4.4s | Global ETA: 2h 7m 8s [2025-11-22T01:53:03.136481] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:03.136544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.141272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:03.142993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:03.143451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:03.143850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:03.148563] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -2.75% | Symbol ETA: 10.2s | Global ETA: 2h 7m 8s [2025-11-22T01:53:03.149502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:03.149567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.154548] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:03.155293] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:03.157335] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:03.159832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.187423] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:03.189194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.191173] [INFO ] [main ] CMSD: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 1.2s | Global ETA: 2h 7m 8s [2025-11-22T01:53:03.192051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:03.192113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.196857] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:03.197633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:03.200189] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:03.204437] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:03.210201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.325017] [INFO ] [main ] AIV: Lookback Days: 8, Magnitude: 4.98% | Symbol ETA: 1.9s | Global ETA: 2h 7m 9s [2025-11-22T01:53:03.325915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:03.325979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.330764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:03.332486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:03.332965] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:03.335593] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:03.341304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.771193] [INFO ] [main ] CMSD: Lookback Days: 10, Magnitude: 1.35% | Symbol ETA: 0.6s | Global ETA: 2h 7m 12s [2025-11-22T01:53:03.772089] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:03.772162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.776880] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:03.777686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:53:03.780266] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:53:03.784452] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:03.790251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.848942] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.39% | Symbol ETA: 9.1s | Global ETA: 2h 7m 12s [2025-11-22T01:53:03.850050] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:03.850122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.854327] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 3.7s | Global ETA: 2h 7m 12s [2025-11-22T01:53:03.855214] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:03.855230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:03.855292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.856048] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:03.858097] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:03.860166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:03.860547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.861942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:03.862409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:03.862809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:03.906083] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:03.907581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:03.919107] [INFO ] [main ] AIV: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 1.3s | Global ETA: 2h 7m 13s [2025-11-22T01:53:03.920018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:03.920081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:03.925210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:03.926988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:03.927489] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:03.930179] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:03.935851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:04.349792] [INFO ] [main ] CMSD: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 0.0s | Global ETA: 2h 7m 15s [2025-11-22T01:53:04.502755] [INFO ] [main ] AIV: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 0.6s | Global ETA: 2h 7m 16s [2025-11-22T01:53:04.503657] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:53:04.503721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:04.508411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:04.510132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:04.510593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:53:04.513223] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:53:04.514944] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.69% [2025-11-22T01:53:04.518994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:04.551133] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.24% | Symbol ETA: 8.2s | Global ETA: 2h 7m 17s [2025-11-22T01:53:04.552049] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:04.552113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:04.556888] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:04.557635] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:04.559658] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:04.562031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:04.580883] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 3.03% | Symbol ETA: 2.9s | Global ETA: 2h 7m 17s [2025-11-22T01:53:04.581815] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:04.581882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:04.586873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:04.588781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:04.589297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:04.589737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:04.634439] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:04.635664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:04.679348] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.11% [2025-11-22T01:53:04.842746] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.52% [2025-11-22T01:53:05.005862] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.33% [2025-11-22T01:53:05.086093] [INFO ] [main ] AIV: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 0.0s | Global ETA: 2h 7m 20s [2025-11-22T01:53:05.169484] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.41% [2025-11-22T01:53:05.252891] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 0.65% [2025-11-22T01:53:05.254288] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 8.46% | Symbol ETA: 7.4s | Global ETA: 2h 7m 21s [2025-11-22T01:53:05.255215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:05.255279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:05.260295] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:05.261049] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:05.263116] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:05.265584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:05.302878] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 2.2s | Global ETA: 2h 7m 21s [2025-11-22T01:53:05.332588] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.94% [2025-11-22T01:53:05.416435] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.18% [2025-11-22T01:53:05.472424] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 5.45% [2025-11-22T01:53:05.508490] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.24% [2025-11-22T01:53:05.583940] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 1.04% [2025-11-22T01:53:05.645870] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: -1.37%, Actual: 4.39% [2025-11-22T01:53:05.675170] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.73% [2025-11-22T01:53:05.805074] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 2.38%, Actual: 0.02% [2025-11-22T01:53:05.820844] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 1.63% [2025-11-22T01:53:05.840368] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 0.19% [2025-11-22T01:53:05.956446] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 6.6s | Global ETA: 2h 7m 25s [2025-11-22T01:53:05.957400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:05.957494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:05.966619] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:05.967441] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:05.969437] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:05.970615] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 0.25% [2025-11-22T01:53:05.971919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:05.987354] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 2.18% [2025-11-22T01:53:06.004986] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.78% [2025-11-22T01:53:06.005142] [INFO ] [main ] CMSD: Magnitude Forecast Confidence: 24.3851% [2025-11-22T01:53:06.005604] [INFO ] [main ] CMSD: DISCARDED add_vwap_deviations (score: 24.39%) [2025-11-22T01:53:06.005665] [INFO ] [main ] CMSD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:53:06.005700] [INFO ] [main ] CMSD: Best accuracy: 47.02% [2025-11-22T01:53:06.005730] [INFO ] [main ] CMSD: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure', 'add_morning_range_expansion'] [2025-11-22T01:53:06.005760] [INFO ] [main ] CMSD: Improvement over baseline: 11.21% [2025-11-22T01:53:06.005787] [INFO ] [main ] CMSD: Total time: 6.9 minutes [2025-11-22T01:53:06.005814] [INFO ] [main ] CMSD: Average time per feature: 7.8 seconds [2025-11-22T01:53:06.005840] [INFO ] [main ] CMSD: Average speed: 0.13 features/sec [2025-11-22T01:53:06.136422] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 0.51% [2025-11-22T01:53:06.155981] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.39%, Actual: 0.25% [2025-11-22T01:53:06.171630] [DEBUG] [METRICS ] CMSD: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.69% [2025-11-22T01:53:06.302956] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 4.98%, Actual: 1.16% [2025-11-22T01:53:06.322795] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.10%, Actual: 2.59% [2025-11-22T01:53:06.337450] [DEBUG] [METRICS ] CMSD: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.11% [2025-11-22T01:53:06.467356] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 0.72% [2025-11-22T01:53:06.487887] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 1.45% [2025-11-22T01:53:06.502424] [DEBUG] [METRICS ] CMSD: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.52% [2025-11-22T01:53:06.631544] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 7.23% [2025-11-22T01:53:06.655502] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.41%, Actual: 2.77% [2025-11-22T01:53:06.668856] [DEBUG] [METRICS ] CMSD: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.33% [2025-11-22T01:53:06.683923] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.89% | Symbol ETA: 5.8s | Global ETA: 2h 7m 30s [2025-11-22T01:53:06.684814] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:06.684874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:06.689569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:06.690282] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:06.692227] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:06.694546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:06.803057] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 0.56% [2025-11-22T01:53:06.803280] [INFO ] [main ] AIV: Magnitude Forecast Confidence: 38.9343% [2025-11-22T01:53:06.803385] [INFO ] [main ] AIV: DISCARDED add_vwap_deviations (score: 38.93%) [2025-11-22T01:53:06.803427] [INFO ] [main ] AIV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:53:06.803458] [INFO ] [main ] AIV: Best accuracy: 47.73% [2025-11-22T01:53:06.803490] [INFO ] [main ] AIV: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure'] [2025-11-22T01:53:06.803521] [INFO ] [main ] AIV: Improvement over baseline: 7.64% [2025-11-22T01:53:06.803548] [INFO ] [main ] AIV: Total time: 6.7 minutes [2025-11-22T01:53:06.803575] [INFO ] [main ] AIV: Average time per feature: 7.7 seconds [2025-11-22T01:53:06.803602] [INFO ] [main ] AIV: Average speed: 0.13 features/sec [2025-11-22T01:53:06.820195] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 3.03%, Actual: 0.89% [2025-11-22T01:53:06.832815] [DEBUG] [METRICS ] CMSD: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.41% [2025-11-22T01:53:06.969226] [DEBUG] [METRICS ] AIV: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 0.65% [2025-11-22T01:53:06.984599] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 0.29% [2025-11-22T01:53:06.984805] [INFO ] [main ] BV: Magnitude Forecast Confidence: 35.8195% [2025-11-22T01:53:06.984906] [INFO ] [main ] BV: DISCARDED add_shelf_lag (score: 35.82%) [2025-11-22T01:53:06.984948] [INFO ] [main ] BV: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:53:06.984982] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_signed_carry_history_11'] [2025-11-22T01:53:06.985017] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:06.996695] [DEBUG] [METRICS ] CMSD: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.94% [2025-11-22T01:53:06.999983] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:07.001533] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:07.001597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:07.006360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:07.008158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:07.008622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:07.009087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:07.052868] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:07.054266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:07.135083] [DEBUG] [METRICS ] AIV: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.18% [2025-11-22T01:53:07.161711] [DEBUG] [METRICS ] CMSD: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.24% [2025-11-22T01:53:07.299628] [DEBUG] [METRICS ] AIV: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 1.04% [2025-11-22T01:53:07.326726] [DEBUG] [METRICS ] CMSD: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.73% [2025-11-22T01:53:07.387195] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.68% | Symbol ETA: 5.1s | Global ETA: 2h 7m 34s [2025-11-22T01:53:07.388116] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:07.388180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:07.393122] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:07.393863] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:07.395850] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:53:07.398297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:07.463544] [DEBUG] [METRICS ] AIV: 2025-11-17:2025-11-18: Predicted: 1.22%, Actual: 0.02% [2025-11-22T01:53:07.491782] [DEBUG] [METRICS ] CMSD: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 0.19% [2025-11-22T01:53:07.631551] [DEBUG] [METRICS ] AIV: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.25% [2025-11-22T01:53:07.645233] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 8.0s | Global ETA: 2h 7m 36s [2025-11-22T01:53:07.646506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:07.646604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:07.653632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:07.655883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:07.656473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:07.657000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:07.658121] [DEBUG] [METRICS ] CMSD: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.78% [2025-11-22T01:53:07.660112] [INFO ] [LOCAL ] Saved configuration for CMSD: 4 features, 47.02% accuracy -> ./output/feature-sets/CMSD.json [2025-11-22T01:53:07.661238] [INFO ] [main ] Progress: 9/57 symbols completed (15.8%). CMSD finished in 7m 1s. ETA: 1h 51m 6s. Rate: 0.43 symbols/min [2025-11-22T01:53:07.665541] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:07.677251] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:07.677733] [INFO ] [main ] IIIN: Testing with 53 available features [2025-11-22T01:53:07.677784] [INFO ] [main ] IIIN: Establishing baseline with no features... [2025-11-22T01:53:07.677818] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:07.688621] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:07.689872] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:07.706925] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:07.708695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:07.798607] [DEBUG] [METRICS ] AIV: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.51% [2025-11-22T01:53:07.964298] [DEBUG] [METRICS ] AIV: 2025-11-12:2025-11-13: Predicted: 5.66%, Actual: 1.16% [2025-11-22T01:53:08.129795] [DEBUG] [METRICS ] AIV: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.72% [2025-11-22T01:53:08.133272] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 1.71% | Symbol ETA: 4.3s | Global ETA: 1h 51m 9s [2025-11-22T01:53:08.283984] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -2.30% [2025-11-22T01:53:08.285002] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:08.294794] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.73% | Symbol ETA: 7.3s | Global ETA: 1h 51m 10s [2025-11-22T01:53:08.295694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:08.295758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:08.296223] [DEBUG] [METRICS ] AIV: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 7.23% [2025-11-22T01:53:08.300476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:08.302221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:08.302704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:08.303087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:08.306143] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 9.34%, Actual: 0.93% [2025-11-22T01:53:08.346513] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:08.348068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:08.463691] [DEBUG] [METRICS ] AIV: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 0.56% [2025-11-22T01:53:08.464276] [INFO ] [LOCAL ] Saved configuration for AIV: 4 features, 47.73% accuracy -> ./output/feature-sets/AIV.json [2025-11-22T01:53:08.465246] [INFO ] [main ] Progress: 10/57 symbols completed (17.5%). AIV finished in 6m 51s. ETA: 1h 37m 58s. Rate: 0.48 symbols/min [2025-11-22T01:53:08.467968] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:08.475607] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 2.95%, Actual: 0.77% [2025-11-22T01:53:08.479425] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:08.479900] [INFO ] [main ] ADT: Testing with 53 available features [2025-11-22T01:53:08.479949] [INFO ] [main ] ADT: Establishing baseline with no features... [2025-11-22T01:53:08.479984] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:08.490758] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:08.492160] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:08.645085] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -2.75%, Actual: 3.34% [2025-11-22T01:53:08.813623] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.39%, Actual: 2.93% [2025-11-22T01:53:08.883857] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.18% [2025-11-22T01:53:08.884756] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:08.947050] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 6.7s | Global ETA: 1h 38m 1s [2025-11-22T01:53:08.948000] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:08.948064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:08.952825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:08.954537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:08.955023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:08.955405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:08.980711] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.24%, Actual: 4.03% [2025-11-22T01:53:08.998975] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:09.000407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:09.059582] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.60% [2025-11-22T01:53:09.060568] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:09.145743] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 8.46%, Actual: 4.19% [2025-11-22T01:53:09.311723] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 2.10% [2025-11-22T01:53:09.478988] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.89%, Actual: 2.84% [2025-11-22T01:53:09.534323] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.12% [2025-11-22T01:53:09.535321] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:09.586314] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.91% | Symbol ETA: 6.0s | Global ETA: 1h 38m 4s [2025-11-22T01:53:09.587233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:09.587296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:09.592104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:09.593890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:09.594352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:09.594752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:09.637772] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:09.639281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:09.640036] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.08% [2025-11-22T01:53:09.641048] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:09.646557] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.68%, Actual: 1.37% [2025-11-22T01:53:09.813570] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 1.71%, Actual: 1.62% [2025-11-22T01:53:09.813772] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 48.4972% [2025-11-22T01:53:09.813860] [INFO ] [main ] GNRC: DISCARDED add_range_overlap_v_prior_day (score: 48.50%) [2025-11-22T01:53:09.813902] [INFO ] [main ] GNRC: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:53:09.813933] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_range_volume_efficiency'] [2025-11-22T01:53:09.813967] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:09.828001] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:09.829412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:09.829474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:09.834302] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:09.835043] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:09.837054] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:09.839184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:10.125955] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.13% [2025-11-22T01:53:10.126876] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:10.217905] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.99% [2025-11-22T01:53:10.218865] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:10.224845] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 0.97% | Symbol ETA: 5.4s | Global ETA: 1h 38m 7s [2025-11-22T01:53:10.225760] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:10.225823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:10.230562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:10.232309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:10.232795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:10.233180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:10.275781] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:10.277190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:10.529775] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 10.4s | Global ETA: 1h 38m 8s [2025-11-22T01:53:10.530666] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:10.530728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:10.535499] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:10.536230] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:10.538207] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:10.540321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:10.707203] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -4.43% [2025-11-22T01:53:10.708105] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:10.773266] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.45% [2025-11-22T01:53:10.774199] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:10.861109] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 4.7s | Global ETA: 1h 38m 10s [2025-11-22T01:53:10.862012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:10.862075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:10.866928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:10.868715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:10.869180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:10.869566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:10.912706] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:10.914207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:11.218699] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 9.6s | Global ETA: 1h 38m 11s [2025-11-22T01:53:11.219568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:11.219630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:11.224362] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:11.225071] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:11.227015] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:11.229131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:11.292148] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.17% [2025-11-22T01:53:11.293050] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:11.329159] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.92% [2025-11-22T01:53:11.330089] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:11.559930] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 4.1s | Global ETA: 1h 38m 13s [2025-11-22T01:53:11.560844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:11.560907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:11.565618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:11.567368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:11.567852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:11.568236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:11.611759] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:11.613292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:11.881291] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.69% [2025-11-22T01:53:11.882200] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:11.887898] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.79% [2025-11-22T01:53:11.888850] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:11.916388] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.39% | Symbol ETA: 9.0s | Global ETA: 1h 38m 15s [2025-11-22T01:53:11.920689] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:11.920751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:11.925464] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:11.926202] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:11.928168] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:11.930289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:12.207262] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 3.5s | Global ETA: 1h 38m 16s [2025-11-22T01:53:12.208195] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:12.208260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:12.213342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:12.215546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:12.216053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:12.216457] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:12.261680] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:12.263286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:12.443997] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.02% [2025-11-22T01:53:12.444937] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:12.471632] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.35% [2025-11-22T01:53:12.472587] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:12.604801] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.15% | Symbol ETA: 8.2s | Global ETA: 1h 38m 18s [2025-11-22T01:53:12.605688] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:12.605749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:12.610604] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:12.611425] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:12.613363] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:12.615486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:12.890549] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.09% | Symbol ETA: 2.8s | Global ETA: 1h 38m 19s [2025-11-22T01:53:12.891764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:12.891841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:12.898931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:12.900746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:12.901212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:12.901629] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:12.945947] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:53:12.947689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:13.000875] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.50% [2025-11-22T01:53:13.001835] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:13.063971] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.47% [2025-11-22T01:53:13.064890] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:13.304108] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.89% | Symbol ETA: 7.6s | Global ETA: 1h 38m 21s [2025-11-22T01:53:13.305022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:13.305083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:13.309935] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:13.310667] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:13.312576] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:13.314736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:13.541005] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 2.2s | Global ETA: 1h 38m 22s [2025-11-22T01:53:13.564719] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 0.84% [2025-11-22T01:53:13.565620] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:53:13.653789] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.78% [2025-11-22T01:53:13.719779] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 5.45% [2025-11-22T01:53:13.820395] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 0.65% [2025-11-22T01:53:13.890456] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.73%, Actual: 4.39% [2025-11-22T01:53:13.985729] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.40% [2025-11-22T01:53:14.007201] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 8.95% | Symbol ETA: 6.9s | Global ETA: 1h 38m 24s [2025-11-22T01:53:14.008117] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:14.008178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:14.013085] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:14.013811] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:14.015847] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:14.017964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:14.060665] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 1.63% [2025-11-22T01:53:14.150475] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.12%, Actual: 0.25% [2025-11-22T01:53:14.153910] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.89% [2025-11-22T01:53:14.229815] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.91%, Actual: 2.18% [2025-11-22T01:53:14.314997] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 1.26% [2025-11-22T01:53:14.325034] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.60%, Actual: 0.22% [2025-11-22T01:53:14.402365] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.25% [2025-11-22T01:53:14.478236] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -4.43%, Actual: 2.72% [2025-11-22T01:53:14.497507] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.34% [2025-11-22T01:53:14.572038] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 2.59% [2025-11-22T01:53:14.642038] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.17%, Actual: 1.75% [2025-11-22T01:53:14.663835] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 0.93% [2025-11-22T01:53:14.715389] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 6.2s | Global ETA: 1h 38m 28s [2025-11-22T01:53:14.716308] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:14.716369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:14.721160] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:14.721917] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:14.723850] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:14.725967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:14.743585] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 1.45% [2025-11-22T01:53:14.806973] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.48% [2025-11-22T01:53:14.832365] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 2.52% [2025-11-22T01:53:14.914550] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 2.77% [2025-11-22T01:53:14.973391] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 3.14% [2025-11-22T01:53:15.000081] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.92%, Actual: 1.38% [2025-11-22T01:53:15.086605] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.09%, Actual: 0.89% [2025-11-22T01:53:15.138582] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.47%, Actual: 0.75% [2025-11-22T01:53:15.165810] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 1.96% [2025-11-22T01:53:15.255563] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.53%, Actual: 0.29% [2025-11-22T01:53:15.255794] [INFO ] [main ] BV: Magnitude Forecast Confidence: 42.4951% [2025-11-22T01:53:15.255913] [INFO ] [main ] BV: DISCARDED add_signed_carry_history_11 (score: 42.50%) [2025-11-22T01:53:15.255958] [INFO ] [main ] BV: Testing feature 44/53: add_sma_ratio [2025-11-22T01:53:15.255990] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_sma_ratio'] [2025-11-22T01:53:15.256025] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:15.270397] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:15.271908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:15.271973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.276842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:15.278714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:15.279210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:15.279667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:15.303692] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.78%, Actual: 0.18% [2025-11-22T01:53:15.303915] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 43.0026% [2025-11-22T01:53:15.303965] [INFO ] [main ] IIIN: Baseline score (no features): 43.0026% [2025-11-22T01:53:15.304002] [INFO ] [main ] IIIN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.304033] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:53:15.304067] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:15.316115] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:15.317489] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:15.317549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.322365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:15.324980] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:15.325822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:15.332055] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 3.26% [2025-11-22T01:53:15.422818] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 5.5s | Global ETA: 1h 38m 31s [2025-11-22T01:53:15.423721] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:15.423781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.428553] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:15.429341] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:15.431298] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:15.433491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:15.500178] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.99% [2025-11-22T01:53:15.667673] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 1.50% [2025-11-22T01:53:15.834107] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 0.79% [2025-11-22T01:53:15.834285] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 40.5754% [2025-11-22T01:53:15.834332] [INFO ] [main ] ADT: Baseline score (no features): 40.5754% [2025-11-22T01:53:15.834368] [INFO ] [main ] ADT: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.834398] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:53:15.834432] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:15.845414] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:15.846792] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:15.846850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.851636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:15.914379] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.49% | Symbol ETA: 5m 16s | Global ETA: 1h 38m 33s [2025-11-22T01:53:15.915476] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:15.915548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.918812] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 7.6s | Global ETA: 1h 38m 33s [2025-11-22T01:53:15.919697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:15.919761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:15.920706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:15.924861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:15.926614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:15.927095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:15.927507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:15.971434] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:15.972238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:16.116519] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.64% | Symbol ETA: 4.8s | Global ETA: 1h 38m 34s [2025-11-22T01:53:16.117506] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:16.117568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:16.122507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:16.123293] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:16.125343] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:53:16.127562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:16.421352] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.45% | Symbol ETA: 5m 4s | Global ETA: 1h 38m 36s [2025-11-22T01:53:16.422279] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:16.422340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:16.427158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:16.517627] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 5m 17s | Global ETA: 1h 38m 36s [2025-11-22T01:53:16.518520] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:16.518580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:16.523344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:16.581201] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 7.0s | Global ETA: 1h 38m 36s [2025-11-22T01:53:16.582146] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:16.582213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:16.587270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:16.589242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:16.589770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:16.590166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:16.635041] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:16.636064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:16.807311] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 1.37% | Symbol ETA: 4.1s | Global ETA: 1h 38m 38s [2025-11-22T01:53:16.973456] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 2.75%, Actual: 0.93% [2025-11-22T01:53:16.995535] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 5m 3s | Global ETA: 1h 38m 38s [2025-11-22T01:53:16.996427] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:16.996493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:17.001249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:17.127889] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.17% | Symbol ETA: 5m 18s | Global ETA: 1h 38m 39s [2025-11-22T01:53:17.128796] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:17.128857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:17.133767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:17.142209] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.77% [2025-11-22T01:53:17.231048] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 6.3s | Global ETA: 1h 38m 40s [2025-11-22T01:53:17.231953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:17.232016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:17.236861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:17.239056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:17.239558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:17.239980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:17.284876] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:17.285724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:17.313789] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.39%, Actual: 3.34% [2025-11-22T01:53:17.516669] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.15%, Actual: 2.93% [2025-11-22T01:53:17.617976] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 5m 11s | Global ETA: 1h 38m 41s [2025-11-22T01:53:17.619256] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:17.619341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:17.626424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:17.706903] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.89%, Actual: 4.03% [2025-11-22T01:53:17.838763] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 2.56% | Symbol ETA: 5m 32s | Global ETA: 1h 38m 42s [2025-11-22T01:53:17.840039] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:17.840119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:17.846211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:17.969421] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 8.95%, Actual: 4.19% [2025-11-22T01:53:18.097740] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.67% | Symbol ETA: 6.0s | Global ETA: 1h 38m 44s [2025-11-22T01:53:18.098940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:18.099014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.104614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:18.106731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:18.107307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:18.107755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:18.170543] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:18.171944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:18.208499] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 2.10% [2025-11-22T01:53:18.363613] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 5m 31s | Global ETA: 1h 38m 45s [2025-11-22T01:53:18.364817] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:18.364895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.372015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:18.421616] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 2.84% [2025-11-22T01:53:18.614778] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.64%, Actual: 1.37% [2025-11-22T01:53:18.633212] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.81% | Symbol ETA: 5m 48s | Global ETA: 1h 38m 46s [2025-11-22T01:53:18.634206] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:18.634270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.639323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:18.776865] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 5.2s | Global ETA: 1h 38m 47s [2025-11-22T01:53:18.777810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:18.777875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.782759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:18.784541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:18.785155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:18.785559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:18.798188] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 1.37%, Actual: 1.62% [2025-11-22T01:53:18.798406] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 43.6591% [2025-11-22T01:53:18.798497] [INFO ] [main ] GNRC: DISCARDED add_range_volume_efficiency (score: 43.66%) [2025-11-22T01:53:18.798545] [INFO ] [main ] GNRC: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:53:18.798579] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:53:18.798615] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:18.812878] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:18.814373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:18.814434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.819301] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:18.820057] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:18.821993] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:18.825875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:18.830578] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:18.831503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:18.981323] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.74% | Symbol ETA: 5m 29s | Global ETA: 1h 38m 48s [2025-11-22T01:53:18.982212] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:18.982272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:18.987003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:19.248906] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 5m 43s | Global ETA: 1h 38m 49s [2025-11-22T01:53:19.249830] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:19.249893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:19.254855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:19.419713] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.78% | Symbol ETA: 4.5s | Global ETA: 1h 38m 50s [2025-11-22T01:53:19.420580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:19.420703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:19.425415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:19.427168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:19.427637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:19.428038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:19.471068] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:19.471830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:19.508990] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.24% | Symbol ETA: 9.9s | Global ETA: 1h 38m 50s [2025-11-22T01:53:19.509912] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:19.509973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:19.514959] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:19.515710] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:19.517835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:19.521763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:19.547937] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.61% | Symbol ETA: 5m 23s | Global ETA: 1h 38m 50s [2025-11-22T01:53:19.548834] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:19.548894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:19.553693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:19.873021] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 5m 40s | Global ETA: 1h 38m 52s [2025-11-22T01:53:19.874012] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:19.874086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:19.879477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.055461] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 3.8s | Global ETA: 1h 38m 53s [2025-11-22T01:53:20.056386] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:20.056448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.061259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:20.063006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:20.063463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:20.063896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:20.107761] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:20.108491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.129361] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 5m 20s | Global ETA: 1h 38m 53s [2025-11-22T01:53:20.130371] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:20.130432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.135374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.211047] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 9.2s | Global ETA: 1h 38m 54s [2025-11-22T01:53:20.212320] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:20.212382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.217233] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:20.217958] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:20.220006] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:20.223939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.510251] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 5m 39s | Global ETA: 1h 38m 55s [2025-11-22T01:53:20.511215] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:20.511280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.516396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.696871] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 3.1s | Global ETA: 1h 38m 56s [2025-11-22T01:53:20.697813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:20.697874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.702667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:20.704392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:20.704893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:20.705273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:20.716943] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.27% | Symbol ETA: 5m 18s | Global ETA: 1h 38m 56s [2025-11-22T01:53:20.717919] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:20.717978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.722740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.748060] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:20.748915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:20.906456] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.65% | Symbol ETA: 8.5s | Global ETA: 1h 38m 57s [2025-11-22T01:53:20.907390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:20.907451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:20.912212] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:20.912933] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:20.914872] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:20.918759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:21.133403] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -2.01% | Symbol ETA: 5m 37s | Global ETA: 1h 38m 58s [2025-11-22T01:53:21.134326] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:21.134389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:21.139381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:21.292011] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 5m 15s | Global ETA: 1h 38m 59s [2025-11-22T01:53:21.292961] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:21.293023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:21.298028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:21.329307] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 3.95% | Symbol ETA: 2.4s | Global ETA: 1h 38m 59s [2025-11-22T01:53:21.330194] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:21.330256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:21.334980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:21.336747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:21.337241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:21.337623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:21.380406] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:53:21.381209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:21.597947] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 7.8s | Global ETA: 1h 39m 0s [2025-11-22T01:53:21.598870] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:21.598932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:21.603659] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:21.604362] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:21.606303] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:21.612198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:21.732474] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 5m 34s | Global ETA: 1h 39m 1s [2025-11-22T01:53:21.882913] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 5m 14s | Global ETA: 1h 39m 1s [2025-11-22T01:53:21.900201] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.65% [2025-11-22T01:53:21.982709] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 1.7s | Global ETA: 1h 39m 2s [2025-11-22T01:53:22.056362] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.45%, Actual: 0.22% [2025-11-22T01:53:22.066002] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.40% [2025-11-22T01:53:22.149686] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.11%, Actual: 5.45% [2025-11-22T01:53:22.228840] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.34% [2025-11-22T01:53:22.231463] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.17%, Actual: 0.25% [2025-11-22T01:53:22.287795] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.29% | Symbol ETA: 7.1s | Global ETA: 1h 39m 3s [2025-11-22T01:53:22.288678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:22.288739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:22.293421] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:22.294141] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:22.296078] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:22.299957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:22.316920] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 4.39% [2025-11-22T01:53:22.398456] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 2.56%, Actual: 1.26% [2025-11-22T01:53:22.401409] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.93% [2025-11-22T01:53:22.485841] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.63% [2025-11-22T01:53:22.562844] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.81%, Actual: 2.72% [2025-11-22T01:53:22.575863] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 2.52% [2025-11-22T01:53:22.649612] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.67%, Actual: 2.18% [2025-11-22T01:53:22.728137] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 1.75% [2025-11-22T01:53:22.747589] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.74%, Actual: 1.38% [2025-11-22T01:53:22.813095] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.25% [2025-11-22T01:53:22.895391] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.48% [2025-11-22T01:53:22.917783] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 1.96% [2025-11-22T01:53:22.967930] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.73% | Symbol ETA: 6.4s | Global ETA: 1h 39m 6s [2025-11-22T01:53:22.968843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:22.968904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:22.976908] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.78%, Actual: 2.59% [2025-11-22T01:53:22.977237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:22.977969] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:22.979914] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:22.983785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:23.062769] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 3.14% [2025-11-22T01:53:23.087573] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 3.26% [2025-11-22T01:53:23.143713] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 1.45% [2025-11-22T01:53:23.227023] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -2.01%, Actual: 0.75% [2025-11-22T01:53:23.256050] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.27%, Actual: 0.99% [2025-11-22T01:53:23.307033] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.85%, Actual: 2.77% [2025-11-22T01:53:23.391308] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.18% [2025-11-22T01:53:23.391509] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 39.4680% [2025-11-22T01:53:23.391560] [INFO ] [main ] IIIN: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.47%) [2025-11-22T01:53:23.391659] [INFO ] [main ] IIIN: Testing feature 2/53: add_atr [2025-11-22T01:53:23.391697] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T01:53:23.391731] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:23.404546] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:23.406071] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:23.406130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:23.407848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:23.408357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:23.424954] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 1.50% [2025-11-22T01:53:23.471003] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 3.95%, Actual: 0.89% [2025-11-22T01:53:23.594167] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 0.79% [2025-11-22T01:53:23.594371] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 50.5409% [2025-11-22T01:53:23.594423] [INFO ] [main ] ADT: KEPT add_afternoon_v_morning_volatility_mix (score: 50.54%) [2025-11-22T01:53:23.594460] [INFO ] [main ] ADT: Testing feature 2/53: add_atr [2025-11-22T01:53:23.594491] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:53:23.594526] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:23.605760] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:23.607067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:23.607155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:23.612027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:23.613822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:23.614287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:23.639236] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.29% [2025-11-22T01:53:23.639447] [INFO ] [main ] BV: Magnitude Forecast Confidence: 39.8842% [2025-11-22T01:53:23.639539] [INFO ] [main ] BV: DISCARDED add_sma_ratio (score: 39.88%) [2025-11-22T01:53:23.639583] [INFO ] [main ] BV: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:53:23.639618] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_vol_of_vol'] [2025-11-22T01:53:23.639676] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:23.653747] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:23.655140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:23.655203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:23.656373] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 5.7s | Global ETA: 1h 39m 10s [2025-11-22T01:53:23.657272] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:23.657334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:23.660050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:23.661825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:23.662118] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:23.662288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:23.662690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:23.662839] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:23.664776] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:23.668718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:23.706060] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:23.707186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:23.999830] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.18% | Symbol ETA: 6m 58s | Global ETA: 1h 39m 11s [2025-11-22T01:53:24.000739] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:24.000798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.002474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.003016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.186738] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.65% | Symbol ETA: 6m 41s | Global ETA: 1h 39m 12s [2025-11-22T01:53:24.187678] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:24.188085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:24.193010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.194798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.195278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.293015] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 7.1s | Global ETA: 1h 39m 13s [2025-11-22T01:53:24.293912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:24.293974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:24.298801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.300512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.300996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:24.301384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:24.344855] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:24.345963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.349117] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 5.0s | Global ETA: 1h 39m 13s [2025-11-22T01:53:24.350010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:24.350070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:24.354803] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:24.355499] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:24.357448] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:24.361297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.593983] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 6m 57s | Global ETA: 1h 39m 14s [2025-11-22T01:53:24.594873] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:24.594932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.596556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.597061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.769991] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 6m 40s | Global ETA: 1h 39m 15s [2025-11-22T01:53:24.770911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:24.770974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:24.775934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.777749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.778247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:24.932782] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 6.4s | Global ETA: 1h 39m 16s [2025-11-22T01:53:24.933681] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:24.933744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:24.938538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:24.940262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:24.940754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:24.941137] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:24.984906] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:24.986237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.034313] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.71% | Symbol ETA: 4.3s | Global ETA: 1h 39m 16s [2025-11-22T01:53:25.035229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:25.035293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:25.040127] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:25.040913] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:25.042871] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:53:25.046798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.192903] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.52% | Symbol ETA: 6m 57s | Global ETA: 1h 39m 17s [2025-11-22T01:53:25.193777] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:25.193837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:25.195476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:25.195993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.359632] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 6m 40s | Global ETA: 1h 39m 18s [2025-11-22T01:53:25.360552] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:25.360623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:25.365533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:25.367351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:25.367884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.567282] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.17% | Symbol ETA: 5.8s | Global ETA: 1h 39m 19s [2025-11-22T01:53:25.568217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:25.568280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:25.573099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:25.574828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:25.575288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:25.575687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:25.618453] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:25.619577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.747390] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 1.87% | Symbol ETA: 3.6s | Global ETA: 1h 39m 20s [2025-11-22T01:53:25.785085] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 6m 56s | Global ETA: 1h 39m 20s [2025-11-22T01:53:25.785972] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:25.786052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:25.787717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:25.788196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:25.916096] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.24%, Actual: 0.93% [2025-11-22T01:53:25.942112] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 6m 39s | Global ETA: 1h 39m 20s [2025-11-22T01:53:25.943046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:25.943108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:25.948119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:25.949856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:25.950324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:26.081422] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.77% [2025-11-22T01:53:26.200979] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 5.2s | Global ETA: 1h 39m 22s [2025-11-22T01:53:26.201871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:26.201934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:26.206726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:26.208532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:26.209045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:26.209455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:26.246989] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.65%, Actual: 3.34% [2025-11-22T01:53:26.252583] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:26.253781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:26.380165] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 6m 55s | Global ETA: 1h 39m 23s [2025-11-22T01:53:26.381061] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:26.381464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:26.383108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:26.383585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:26.415420] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 2.93% [2025-11-22T01:53:26.521330] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.08% | Symbol ETA: 6m 39s | Global ETA: 1h 39m 23s [2025-11-22T01:53:26.522262] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:26.522325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:26.527503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:26.529451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:26.529962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:26.583378] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.29%, Actual: 4.03% [2025-11-22T01:53:26.749992] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.73%, Actual: 4.19% [2025-11-22T01:53:26.883222] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 3.97% | Symbol ETA: 4.6s | Global ETA: 1h 39m 25s [2025-11-22T01:53:26.884276] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:26.884342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:26.889249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:26.891026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:26.891568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:26.891979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:26.915045] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 2.10% [2025-11-22T01:53:26.935304] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:26.936697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:26.977939] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.52% | Symbol ETA: 6m 55s | Global ETA: 1h 39m 25s [2025-11-22T01:53:26.978868] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:26.978927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:26.980542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:26.981051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:27.080239] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 2.84% [2025-11-22T01:53:27.115189] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.53% | Symbol ETA: 6m 38s | Global ETA: 1h 39m 26s [2025-11-22T01:53:27.116112] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:27.116173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:27.120937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:27.122668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:27.123145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:27.244349] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.71%, Actual: 1.37% [2025-11-22T01:53:27.410818] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 1.87%, Actual: 1.62% [2025-11-22T01:53:27.411050] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 47.1791% [2025-11-22T01:53:27.411133] [INFO ] [main ] GNRC: DISCARDED add_range_volume_efficiency_refinements (score: 47.18%) [2025-11-22T01:53:27.411177] [INFO ] [main ] GNRC: Testing feature 39/53: add_regime [2025-11-22T01:53:27.411210] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_regime'] [2025-11-22T01:53:27.411245] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:27.425386] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:27.426920] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:27.426983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:27.431979] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:27.432857] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:27.434858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:27.451431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:27.542245] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 3.9s | Global ETA: 1h 39m 28s [2025-11-22T01:53:27.543256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:27.543322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:27.549438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:27.552124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:27.552815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:27.553306] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:27.571767] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 6m 54s | Global ETA: 1h 39m 28s [2025-11-22T01:53:27.572678] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:27.572758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:27.574383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:27.574886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:27.601775] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:27.604068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:27.701982] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 6m 38s | Global ETA: 1h 39m 29s [2025-11-22T01:53:27.702933] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:27.702995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:27.707939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:27.709761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:27.710252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.147212] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.36% | Symbol ETA: 9.7s | Global ETA: 1h 39m 31s [2025-11-22T01:53:28.148175] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:28.148238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.153111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:28.153852] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:28.155863] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:28.171875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.182886] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 6m 54s | Global ETA: 1h 39m 31s [2025-11-22T01:53:28.183833] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:28.183891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.185520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.186049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.238614] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 3.3s | Global ETA: 1h 39m 31s [2025-11-22T01:53:28.239725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:28.239794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.245907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.247897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.248637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:28.249108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:28.286159] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 6m 37s | Global ETA: 1h 39m 31s [2025-11-22T01:53:28.287099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:28.287180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.292000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.293746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.294220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.299157] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:28.301303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.810658] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 6m 53s | Global ETA: 1h 39m 34s [2025-11-22T01:53:28.811551] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:28.811612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.813327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.813845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.856044] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 8.9s | Global ETA: 1h 39m 34s [2025-11-22T01:53:28.856232] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 6m 36s | Global ETA: 1h 39m 34s [2025-11-22T01:53:28.856959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:28.857033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.857136] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:28.857201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.861883] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:28.861900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.862586] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:28.863610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.864491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.864555] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:28.882785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:28.931883] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 2.7s | Global ETA: 1h 39m 35s [2025-11-22T01:53:28.932926] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:28.932991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:28.937973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:28.939823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:28.940322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:28.940733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:28.985880] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:28.987443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:29.422614] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 6m 36s | Global ETA: 1h 39m 37s [2025-11-22T01:53:29.425523] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.07% | Symbol ETA: 6m 52s | Global ETA: 1h 39m 37s [2025-11-22T01:53:29.568515] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.53% | Symbol ETA: 8.2s | Global ETA: 1h 39m 38s [2025-11-22T01:53:29.569435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:29.569497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:29.574253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:29.574975] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:29.576904] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:29.590867] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.65%, Actual: 0.22% [2025-11-22T01:53:29.592947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:29.600333] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 0.65% [2025-11-22T01:53:29.605480] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 2.0s | Global ETA: 1h 39m 38s [2025-11-22T01:53:29.606534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:29.606602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:29.611931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:29.613912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:29.614457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:29.614888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:29.661209] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:29.662897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:29.757204] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 0.34% [2025-11-22T01:53:29.776513] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.40% [2025-11-22T01:53:29.924022] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.93% [2025-11-22T01:53:29.952841] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.52%, Actual: 0.25% [2025-11-22T01:53:30.091170] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 2.52% [2025-11-22T01:53:30.130603] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.26% [2025-11-22T01:53:30.260821] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.08%, Actual: 1.38% [2025-11-22T01:53:30.280554] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 1.3s | Global ETA: 1h 39m 41s [2025-11-22T01:53:30.290083] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -7.78% | Symbol ETA: 7.5s | Global ETA: 1h 39m 41s [2025-11-22T01:53:30.291008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:30.291070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:30.295814] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:30.296514] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:30.298475] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:30.308610] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 2.72% [2025-11-22T01:53:30.314409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:30.429362] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.53%, Actual: 1.96% [2025-11-22T01:53:30.457124] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 5.45% [2025-11-22T01:53:30.487361] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 1.75% [2025-11-22T01:53:30.636533] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 4.39% [2025-11-22T01:53:30.654477] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 0.48% [2025-11-22T01:53:30.655112] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 3.26% [2025-11-22T01:53:30.808596] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.17%, Actual: 1.63% [2025-11-22T01:53:30.820258] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 3.14% [2025-11-22T01:53:30.822884] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.99% [2025-11-22T01:53:30.990104] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 0.75% [2025-11-22T01:53:30.990676] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 2.18% [2025-11-22T01:53:30.992518] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 1.50% [2025-11-22T01:53:31.008146] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 6.8s | Global ETA: 1h 39m 44s [2025-11-22T01:53:31.009094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:31.009156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:31.013882] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:31.014584] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:31.016516] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:31.032399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.157695] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.79% [2025-11-22T01:53:31.157884] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 42.0295% [2025-11-22T01:53:31.157935] [INFO ] [main ] ADT: DISCARDED add_atr (score: 42.03%) [2025-11-22T01:53:31.157972] [INFO ] [main ] ADT: Testing feature 3/53: add_atr_10 [2025-11-22T01:53:31.158002] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:53:31.158036] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:31.158720] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.07%, Actual: 0.18% [2025-11-22T01:53:31.158936] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 38.5198% [2025-11-22T01:53:31.159017] [INFO ] [main ] IIIN: DISCARDED add_atr (score: 38.52%) [2025-11-22T01:53:31.159059] [INFO ] [main ] IIIN: Testing feature 3/53: add_atr_10 [2025-11-22T01:53:31.159090] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T01:53:31.159124] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:31.167922] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 3.97%, Actual: 0.25% [2025-11-22T01:53:31.169257] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:31.170731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:31.170792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:31.171470] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:31.172767] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:31.172828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:31.174502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:31.175049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.175492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:31.177265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:31.177754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.345563] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 2.59% [2025-11-22T01:53:31.521267] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 1.45% [2025-11-22T01:53:31.702124] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 2.77% [2025-11-22T01:53:31.712551] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.25% | Symbol ETA: 6.0s | Global ETA: 1h 39m 48s [2025-11-22T01:53:31.713464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:31.713527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:31.718346] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:31.719075] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:31.721011] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:31.736661] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.70% | Symbol ETA: 3m 14s | Global ETA: 1h 39m 48s [2025-11-22T01:53:31.736941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.737561] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:31.737623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:31.742374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:31.744114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:31.744574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.823079] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 3m 20s | Global ETA: 1h 39m 48s [2025-11-22T01:53:31.824001] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:31.824062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:31.825722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:31.826242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:31.886846] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 0.89% [2025-11-22T01:53:32.061455] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 0.29% [2025-11-22T01:53:32.061749] [INFO ] [main ] BV: Magnitude Forecast Confidence: 32.9657% [2025-11-22T01:53:32.061882] [INFO ] [main ] BV: DISCARDED add_vol_of_vol (score: 32.97%) [2025-11-22T01:53:32.061936] [INFO ] [main ] BV: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:53:32.061969] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volatility_decay_ratio'] [2025-11-22T01:53:32.062426] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:32.079060] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:32.080513] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:32.080582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:32.085476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:32.087342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:32.087865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:32.088258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:32.131546] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:32.132744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:32.308945] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 1.62% | Symbol ETA: 3m 14s | Global ETA: 1h 39m 50s [2025-11-22T01:53:32.309896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:32.309958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:32.314946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:32.316758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:32.317286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:32.438222] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 4.02% | Symbol ETA: 5.3s | Global ETA: 1h 39m 51s [2025-11-22T01:53:32.439356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:32.439422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:32.443636] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 3m 19s | Global ETA: 1h 39m 51s [2025-11-22T01:53:32.444379] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:32.444588] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:32.444670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:32.445138] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:32.446378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:32.447183] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:32.446904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:32.463892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:32.716206] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 1.79% | Symbol ETA: 6.8s | Global ETA: 1h 39m 52s [2025-11-22T01:53:32.717174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:32.717251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:32.722045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:32.723785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:32.724267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:32.724676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:32.767735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:32.769011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:32.889580] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 3m 13s | Global ETA: 1h 39m 53s [2025-11-22T01:53:32.890508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:32.890569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:32.895256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:32.896983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:32.897474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.078869] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.09% | Symbol ETA: 3m 19s | Global ETA: 1h 39m 54s [2025-11-22T01:53:33.079809] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:33.079872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:33.081601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:33.082120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.209517] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 4.6s | Global ETA: 1h 39m 55s [2025-11-22T01:53:33.210590] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:33.210677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:33.216026] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:33.216847] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:33.218938] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:33.236275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.347618] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 6.2s | Global ETA: 1h 39m 55s [2025-11-22T01:53:33.348551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:33.348615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:33.353416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:33.355157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:33.355628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:33.356040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:33.399232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:33.400387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.473634] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 3m 13s | Global ETA: 1h 39m 56s [2025-11-22T01:53:33.474546] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:33.474607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:33.479346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:33.481090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:33.481551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.706924] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 3m 18s | Global ETA: 1h 39m 57s [2025-11-22T01:53:33.707864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:33.707928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:33.709597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:33.710138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.961032] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.87% | Symbol ETA: 3.9s | Global ETA: 1h 39m 58s [2025-11-22T01:53:33.962160] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:33.962667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:33.968021] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:33.968863] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:33.970961] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:53:33.984832] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.86% | Symbol ETA: 5.5s | Global ETA: 1h 39m 58s [2025-11-22T01:53:33.985729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:33.985793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:33.987930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:33.990561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:33.992302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:33.992796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:33.993181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:34.036635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:34.037925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:34.048531] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 3m 12s | Global ETA: 1h 39m 59s [2025-11-22T01:53:34.049463] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:34.049523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:34.054229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:34.055975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:34.056431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:34.328726] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 3m 17s | Global ETA: 1h 39m 60s [2025-11-22T01:53:34.329665] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:34.329726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:34.331404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:34.331912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:34.623806] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 3m 11s | Global ETA: 1h 40m 1s [2025-11-22T01:53:34.625073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:34.625134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:34.629096] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 4.9s | Global ETA: 1h 40m 1s [2025-11-22T01:53:34.629877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:34.629978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:34.630042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:34.631587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:34.632091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:34.634982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:34.636975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:34.637475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:34.637884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:34.681351] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:34.682853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:34.728854] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 3.2s | Global ETA: 1h 40m 2s [2025-11-22T01:53:34.900329] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.36%, Actual: 0.93% [2025-11-22T01:53:34.940900] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.83% | Symbol ETA: 3m 17s | Global ETA: 1h 40m 3s [2025-11-22T01:53:34.941807] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:34.941869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:34.943498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:34.944003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:35.075214] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.77% [2025-11-22T01:53:35.194465] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 3m 11s | Global ETA: 1h 40m 4s [2025-11-22T01:53:35.195437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:35.195504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:35.200462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:35.202399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:35.202938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:35.249158] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.53%, Actual: 3.34% [2025-11-22T01:53:35.266501] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.90% | Symbol ETA: 4.3s | Global ETA: 1h 40m 4s [2025-11-22T01:53:35.267449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:35.267516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:35.272548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:35.274363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:35.274878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:35.275278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:35.319399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:35.320779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:35.413536] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -7.78%, Actual: 2.93% [2025-11-22T01:53:35.560413] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 3m 16s | Global ETA: 1h 40m 6s [2025-11-22T01:53:35.561943] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:35.562009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:35.563726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:35.564420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:35.578461] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 4.03% [2025-11-22T01:53:35.743829] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.25%, Actual: 4.19% [2025-11-22T01:53:35.768071] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 3m 10s | Global ETA: 1h 40m 7s [2025-11-22T01:53:35.769024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:35.769086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:35.773926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:35.775784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:35.776305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:35.902015] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.95% | Symbol ETA: 3.6s | Global ETA: 1h 40m 7s [2025-11-22T01:53:35.902932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:35.902996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:35.909516] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 4.02%, Actual: 2.10% [2025-11-22T01:53:35.911508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:35.913316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:35.913808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:35.914326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:35.957021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:35.958207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.073889] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 2.84% [2025-11-22T01:53:36.194248] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.84% | Symbol ETA: 3m 15s | Global ETA: 1h 40m 9s [2025-11-22T01:53:36.195249] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:36.195312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:36.197009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:36.197533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.239524] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.87%, Actual: 1.37% [2025-11-22T01:53:36.345859] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.76% | Symbol ETA: 3m 10s | Global ETA: 1h 40m 9s [2025-11-22T01:53:36.346862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:36.346929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:36.351825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:36.353726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:36.354203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.415109] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 1.62% [2025-11-22T01:53:36.415354] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 45.7519% [2025-11-22T01:53:36.415471] [INFO ] [main ] GNRC: DISCARDED add_regime (score: 45.75%) [2025-11-22T01:53:36.415523] [INFO ] [main ] GNRC: Testing feature 40/53: add_regime_flags [2025-11-22T01:53:36.415556] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_regime_flags'] [2025-11-22T01:53:36.415591] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:36.431076] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:36.432398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:36.432461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:36.437539] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:36.438554] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:36.440905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:36.442488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.537525] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 3.0s | Global ETA: 1h 40m 10s [2025-11-22T01:53:36.538422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:36.538484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:36.543293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:36.545016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:36.545485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:36.545891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:36.588419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:36.589827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.830226] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 3m 15s | Global ETA: 1h 40m 12s [2025-11-22T01:53:36.831136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:36.831196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:36.832920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:36.833397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:36.917410] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 3m 9s | Global ETA: 1h 40m 12s [2025-11-22T01:53:37.085361] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.70%, Actual: 0.22% [2025-11-22T01:53:37.144401] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.85% | Symbol ETA: 9.4s | Global ETA: 1h 40m 13s [2025-11-22T01:53:37.146123] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:37.146185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:37.151020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:37.151758] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:37.153702] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:37.154766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:37.175212] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 2.4s | Global ETA: 1h 40m 13s [2025-11-22T01:53:37.176099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:37.176162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:37.180908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:37.182772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:37.183248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:37.183637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:37.228504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:37.230216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:37.254201] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 1.62%, Actual: 0.34% [2025-11-22T01:53:37.416954] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 3m 14s | Global ETA: 1h 40m 14s [2025-11-22T01:53:37.424849] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.93% [2025-11-22T01:53:37.582136] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.65% [2025-11-22T01:53:37.595189] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 2.52% [2025-11-22T01:53:37.748002] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.40% [2025-11-22T01:53:37.763493] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 1.38% [2025-11-22T01:53:37.810741] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.52% | Symbol ETA: 1.7s | Global ETA: 1h 40m 16s [2025-11-22T01:53:37.811625] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:37.811709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:37.816405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:37.818203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:37.818708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:37.819099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:37.835176] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 8.6s | Global ETA: 1h 40m 16s [2025-11-22T01:53:37.836070] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:37.836132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:37.840892] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:37.841604] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:37.843533] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:37.844588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:37.861546] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:53:37.862785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:37.912756] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.09%, Actual: 0.25% [2025-11-22T01:53:37.930591] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 1.96% [2025-11-22T01:53:38.078105] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.26% [2025-11-22T01:53:38.100546] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 3.26% [2025-11-22T01:53:38.242514] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 2.72% [2025-11-22T01:53:38.278167] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.99% [2025-11-22T01:53:38.406909] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.83%, Actual: 1.75% [2025-11-22T01:53:38.442307] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 1.1s | Global ETA: 1h 40m 19s [2025-11-22T01:53:38.444981] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.76%, Actual: 1.50% [2025-11-22T01:53:38.571982] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.48% [2025-11-22T01:53:38.592384] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -2.90% | Symbol ETA: 8.0s | Global ETA: 1h 40m 20s [2025-11-22T01:53:38.593305] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:38.593369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:38.598359] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:38.599124] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:38.601195] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:38.602344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:38.607639] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 5.45% [2025-11-22T01:53:38.613717] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.79% [2025-11-22T01:53:38.613952] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.3586% [2025-11-22T01:53:38.614054] [INFO ] [main ] ADT: DISCARDED add_atr_10 (score: 44.36%) [2025-11-22T01:53:38.614113] [INFO ] [main ] ADT: Testing feature 4/53: add_atr_5 [2025-11-22T01:53:38.614179] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T01:53:38.614218] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:38.626057] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:38.627444] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:38.627509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:38.632501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:38.634363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:38.634879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:38.736305] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 3.14% [2025-11-22T01:53:38.773683] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 4.39% [2025-11-22T01:53:38.899988] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.75% [2025-11-22T01:53:38.942304] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.86%, Actual: 1.63% [2025-11-22T01:53:39.064354] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 0.18% [2025-11-22T01:53:39.064560] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.2950% [2025-11-22T01:53:39.064665] [INFO ] [main ] IIIN: DISCARDED add_atr_10 (score: 37.30%) [2025-11-22T01:53:39.064710] [INFO ] [main ] IIIN: Testing feature 4/53: add_atr_5 [2025-11-22T01:53:39.064741] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T01:53:39.064774] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:39.076906] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:39.078743] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:39.078804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:39.080476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:39.080995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:39.133070] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 2.18% [2025-11-22T01:53:39.225551] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.65% | Symbol ETA: 2m 7s | Global ETA: 1h 40m 23s [2025-11-22T01:53:39.226478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:39.226541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:39.231434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:39.233224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:39.233721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:39.289046] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.54% | Symbol ETA: 7.3s | Global ETA: 1h 40m 23s [2025-11-22T01:53:39.289981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:39.290048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:39.295031] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:39.295776] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:39.297807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:39.297801] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.90%, Actual: 0.25% [2025-11-22T01:53:39.298919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:39.462251] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.95%, Actual: 2.59% [2025-11-22T01:53:39.626333] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.45% [2025-11-22T01:53:39.668589] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.18% | Symbol ETA: 2m 14s | Global ETA: 1h 40m 25s [2025-11-22T01:53:39.669492] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:39.669555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:39.671204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:39.671699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:39.802371] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 2m 6s | Global ETA: 1h 40m 26s [2025-11-22T01:53:39.803255] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:39.803316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:39.807872] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -1.64%, Actual: 2.77% [2025-11-22T01:53:39.808010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:39.810101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:39.810565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:39.982841] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.52%, Actual: 0.89% [2025-11-22T01:53:39.994159] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 6.6s | Global ETA: 1h 40m 27s [2025-11-22T01:53:39.995455] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:39.995518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.001491] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:40.002496] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:40.004578] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:40.006053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.149341] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 0.29% [2025-11-22T01:53:40.149567] [INFO ] [main ] BV: Magnitude Forecast Confidence: 35.1979% [2025-11-22T01:53:40.149682] [INFO ] [main ] BV: DISCARDED add_volatility_decay_ratio (score: 35.20%) [2025-11-22T01:53:40.149728] [INFO ] [main ] BV: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:53:40.149762] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:53:40.149797] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:40.163551] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:40.165004] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:40.165070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.169871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.171614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:40.172112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.172502] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:40.215561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:40.216133] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:40.217528] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:40.220075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.264781] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 2m 14s | Global ETA: 1h 40m 28s [2025-11-22T01:53:40.265682] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:40.265758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.267443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.267935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.384129] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 2m 6s | Global ETA: 1h 40m 28s [2025-11-22T01:53:40.385049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:40.385109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.389850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.391552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.392033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.709236] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.95% | Symbol ETA: 5.9s | Global ETA: 1h 40m 30s [2025-11-22T01:53:40.710418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:40.710496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.715997] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:40.716778] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:40.718834] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:40.719946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.825969] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 6.8s | Global ETA: 1h 40m 30s [2025-11-22T01:53:40.829009] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:40.829074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.835491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.837348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:40.837855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.838248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:40.860086] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.52% | Symbol ETA: 2m 13s | Global ETA: 1h 40m 31s [2025-11-22T01:53:40.860988] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:40.861052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.862682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.863159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.881826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:40.882599] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:40.883765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:40.885779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:40.956575] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 2m 5s | Global ETA: 1h 40m 31s [2025-11-22T01:53:40.957487] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:40.957547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:40.962234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:40.963948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:40.964403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:41.407883] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 3.53% | Symbol ETA: 5.1s | Global ETA: 1h 40m 33s [2025-11-22T01:53:41.408793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:41.408854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:41.413580] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:41.414298] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:41.416244] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:41.417323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:41.451065] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 2m 13s | Global ETA: 1h 40m 33s [2025-11-22T01:53:41.451957] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:41.452017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:41.453625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:41.454164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:41.475423] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 6.1s | Global ETA: 1h 40m 33s [2025-11-22T01:53:41.476316] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:41.476381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:41.481274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:41.483057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:41.483549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:41.483972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:41.527975] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.08% | Symbol ETA: 2m 5s | Global ETA: 1h 40m 34s [2025-11-22T01:53:41.528862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:41.528922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:41.529364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:41.529892] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:41.530984] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:41.533012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:41.533626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:41.535352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:41.535828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.072219] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 2m 12s | Global ETA: 1h 40m 36s [2025-11-22T01:53:42.073238] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:42.073301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.075134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.075633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.099198] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.53% | Symbol ETA: 2m 4s | Global ETA: 1h 40m 36s [2025-11-22T01:53:42.100117] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:42.100178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.104935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.105581] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 4.4s | Global ETA: 1h 40m 36s [2025-11-22T01:53:42.106541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:42.106606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.106664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.107150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.111875] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:42.112622] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:42.114765] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:42.115838] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 5.4s | Global ETA: 1h 40m 36s [2025-11-22T01:53:42.115900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.116737] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:42.116802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.121532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.123296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:42.123789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.124180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:42.167302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:42.167841] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:42.168916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:42.170901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.673607] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 2m 4s | Global ETA: 1h 40m 39s [2025-11-22T01:53:42.674498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:42.674559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.679345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.681135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.681599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.705103] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.52% | Symbol ETA: 2m 12s | Global ETA: 1h 40m 39s [2025-11-22T01:53:42.705997] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:42.706059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.707745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.708229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.765678] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.80% | Symbol ETA: 4.8s | Global ETA: 1h 40m 40s [2025-11-22T01:53:42.766546] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:42.766610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.771355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:42.773168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:42.773675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:42.774073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:42.810912] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.58% | Symbol ETA: 3.7s | Global ETA: 1h 40m 40s [2025-11-22T01:53:42.812555] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:42.812627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:42.817537] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:42.818279] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:42.818579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:42.819260] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:42.820287] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:42.820416] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:42.821406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:42.822491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:43.249400] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 2m 3s | Global ETA: 1h 40m 42s [2025-11-22T01:53:43.250319] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:43.250381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:43.255291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:43.257124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:43.257603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:43.298686] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 2m 11s | Global ETA: 1h 40m 42s [2025-11-22T01:53:43.299569] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:43.299629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:43.301268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:43.301766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:43.417915] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.33% | Symbol ETA: 4.1s | Global ETA: 1h 40m 43s [2025-11-22T01:53:43.418871] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:43.418937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:43.423838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:43.425757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:43.426252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:43.426708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:43.471246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:43.471949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:43.473108] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:43.475192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:43.502145] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 3.0s | Global ETA: 1h 40m 43s [2025-11-22T01:53:43.669360] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.85%, Actual: 0.93% [2025-11-22T01:53:43.844357] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 0.77% [2025-11-22T01:53:43.853557] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 2m 2s | Global ETA: 1h 40m 45s [2025-11-22T01:53:43.854553] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:53:43.854618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:43.859490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:43.861305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:43.861802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:43.912453] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 2m 10s | Global ETA: 1h 40m 45s [2025-11-22T01:53:43.913405] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:43.913466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:43.915112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:43.915590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:44.014443] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 3.34% [2025-11-22T01:53:44.071814] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.89% | Symbol ETA: 3.5s | Global ETA: 1h 40m 46s [2025-11-22T01:53:44.072738] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:44.072803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:44.077499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:44.079270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:44.079763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:44.080148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:44.122257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:44.123163] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:44.124249] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:44.126236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:44.185404] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.54%, Actual: 2.93% [2025-11-22T01:53:44.355426] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 4.03% [2025-11-22T01:53:44.448450] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 2m 2s | Global ETA: 1h 40m 47s [2025-11-22T01:53:44.524502] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.95%, Actual: 4.19% [2025-11-22T01:53:44.526624] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 2m 10s | Global ETA: 1h 40m 48s [2025-11-22T01:53:44.527890] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:44.527953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:44.530189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:44.530734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:44.619794] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.65%, Actual: 0.22% [2025-11-22T01:53:44.696014] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 3.53%, Actual: 2.10% [2025-11-22T01:53:44.715883] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.79% | Symbol ETA: 2.8s | Global ETA: 1h 40m 49s [2025-11-22T01:53:44.716769] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:44.716845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:44.721577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:44.723312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:44.723828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:44.724215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:44.767118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:44.767659] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:44.768734] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:44.770747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:44.788557] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 0.34% [2025-11-22T01:53:44.863198] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.32%, Actual: 2.84% [2025-11-22T01:53:44.962516] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.93% [2025-11-22T01:53:45.027795] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.58%, Actual: 1.37% [2025-11-22T01:53:45.125330] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.07% | Symbol ETA: 2m 9s | Global ETA: 1h 40m 51s [2025-11-22T01:53:45.129158] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 2.52% [2025-11-22T01:53:45.192029] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 2.24%, Actual: 1.62% [2025-11-22T01:53:45.192254] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 54.1198% [2025-11-22T01:53:45.192368] [INFO ] [main ] GNRC: DISCARDED add_regime_flags (score: 54.12%) [2025-11-22T01:53:45.192411] [INFO ] [main ] GNRC: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:53:45.192444] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:53:45.192481] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:45.206413] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:45.207900] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:45.207963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:45.212770] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:45.213498] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:45.215452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:45.217601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:45.218099] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:45.219115] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:45.220719] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:45.221724] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:45.222373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:45.293078] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 0.65% [2025-11-22T01:53:45.295368] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.08%, Actual: 1.38% [2025-11-22T01:53:45.359022] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 2.2s | Global ETA: 1h 40m 52s [2025-11-22T01:53:45.359922] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:45.359986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:45.364720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:45.366423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:45.366915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:45.367322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:45.410318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:45.410820] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:45.411881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:45.413867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:45.459787] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.40% [2025-11-22T01:53:45.462541] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.53%, Actual: 1.96% [2025-11-22T01:53:45.624184] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.52%, Actual: 0.25% [2025-11-22T01:53:45.629791] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 3.26% [2025-11-22T01:53:45.793538] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.26% [2025-11-22T01:53:45.799625] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.99% [2025-11-22T01:53:45.911778] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.28% | Symbol ETA: 9.0s | Global ETA: 1h 40m 54s [2025-11-22T01:53:45.913697] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:45.913763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:45.918512] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:45.919267] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:45.921273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:45.923045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:45.923531] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:45.924533] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:45.926110] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:45.927100] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:45.927791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:45.960585] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 2.72% [2025-11-22T01:53:45.969973] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 1.50% [2025-11-22T01:53:45.996554] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 1.5s | Global ETA: 1h 40m 55s [2025-11-22T01:53:45.997475] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:45.997540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:46.002314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:46.004063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:46.004538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:46.004946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:46.048175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:46.048679] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:53:46.049732] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:53:46.051713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:46.129039] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.52%, Actual: 1.75% [2025-11-22T01:53:46.140698] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.79% [2025-11-22T01:53:46.140917] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 42.0295% [2025-11-22T01:53:46.141002] [INFO ] [main ] ADT: DISCARDED add_atr_5 (score: 42.03%) [2025-11-22T01:53:46.141045] [INFO ] [main ] ADT: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:53:46.141075] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T01:53:46.141110] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:46.152283] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:46.153713] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:46.153774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:46.158536] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:46.159354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:46.293966] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 0.48% [2025-11-22T01:53:46.458151] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 3.14% [2025-11-22T01:53:46.615477] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 8.3s | Global ETA: 1h 40m 58s [2025-11-22T01:53:46.616392] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:46.616456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:46.621187] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:46.621925] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:46.622093] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 0.75% [2025-11-22T01:53:46.623851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:46.625588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:46.626076] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:46.627078] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:46.628695] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:46.629678] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:46.630321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:46.632298] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 0.9s | Global ETA: 1h 40m 58s [2025-11-22T01:53:46.720830] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.24% | Symbol ETA: 1m 35s | Global ETA: 1h 40m 58s [2025-11-22T01:53:46.721747] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:46.721808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:46.726548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:46.727379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:46.786232] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.07%, Actual: 0.18% [2025-11-22T01:53:46.786390] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 38.5198% [2025-11-22T01:53:46.786469] [INFO ] [main ] IIIN: DISCARDED add_atr_5 (score: 38.52%) [2025-11-22T01:53:46.786511] [INFO ] [main ] IIIN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:53:46.786542] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T01:53:46.786574] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:46.797846] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 5.45% [2025-11-22T01:53:46.798843] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:46.800201] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:46.800261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:46.800976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:46.963538] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 4.39% [2025-11-22T01:53:47.129789] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 1.63% [2025-11-22T01:53:47.291911] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 1m 35s | Global ETA: 1h 41m 1s [2025-11-22T01:53:47.292811] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:47.292871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:47.297694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:47.298505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:47.308958] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.80%, Actual: 2.18% [2025-11-22T01:53:47.333135] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -2.68% | Symbol ETA: 7.6s | Global ETA: 1h 41m 1s [2025-11-22T01:53:47.334028] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:47.334092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:47.338947] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:47.339677] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:47.341782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:47.343556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:47.344063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:47.345107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:47.346731] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:47.347802] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:47.348467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:47.391228] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 1m 38s | Global ETA: 1h 41m 1s [2025-11-22T01:53:47.392132] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:47.392195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:47.392888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:47.476100] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.33%, Actual: 0.25% [2025-11-22T01:53:47.641096] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.89%, Actual: 2.59% [2025-11-22T01:53:47.806297] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.79%, Actual: 1.45% [2025-11-22T01:53:47.862380] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 1m 34s | Global ETA: 1h 41m 3s [2025-11-22T01:53:47.863275] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:47.863335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:47.868084] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:47.868884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:47.971454] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 2.77% [2025-11-22T01:53:47.982945] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 2.02% | Symbol ETA: 1m 37s | Global ETA: 1h 41m 4s [2025-11-22T01:53:47.983853] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:47.983912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:47.984582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.057911] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -4.23% | Symbol ETA: 6.9s | Global ETA: 1h 41m 4s [2025-11-22T01:53:48.058795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:48.058859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:48.063552] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:48.064276] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:48.066222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:48.068032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:48.068498] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:48.069506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:48.071078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:48.072088] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:48.072761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.137136] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 0.89% [2025-11-22T01:53:48.303877] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.43%, Actual: 0.29% [2025-11-22T01:53:48.304071] [INFO ] [main ] BV: Magnitude Forecast Confidence: 39.5027% [2025-11-22T01:53:48.304182] [INFO ] [main ] BV: DISCARDED add_volatility_state_percentiles (score: 39.50%) [2025-11-22T01:53:48.304225] [INFO ] [main ] BV: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:53:48.304257] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_dispersion'] [2025-11-22T01:53:48.304291] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:48.318221] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:48.319560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:48.319625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:48.324446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:48.326271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:48.326784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:48.327191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:48.371377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:48.373073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.432149] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 1m 34s | Global ETA: 1h 41m 6s [2025-11-22T01:53:48.433057] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:48.433118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:48.437927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:48.438766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.577634] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.13% | Symbol ETA: 1m 37s | Global ETA: 1h 41m 7s [2025-11-22T01:53:48.578531] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:48.578590] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:48.579295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.760881] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -1.15% | Symbol ETA: 6.2s | Global ETA: 1h 41m 8s [2025-11-22T01:53:48.761865] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:48.761932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:48.766884] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:48.767747] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:48.769797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:48.771634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:48.772546] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:48.773619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:48.775296] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:48.776352] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:48.777050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:48.956550] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 6.4s | Global ETA: 1h 41m 9s [2025-11-22T01:53:48.960365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:48.960428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:48.965663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:48.967414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:48.967924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:48.968309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:49.003332] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.66% | Symbol ETA: 1m 33s | Global ETA: 1h 41m 9s [2025-11-22T01:53:49.004239] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:49.004303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:49.009054] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:49.009853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.011253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:49.012685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.167664] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 1m 36s | Global ETA: 1h 41m 10s [2025-11-22T01:53:49.168528] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:49.168588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:49.169273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.471997] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 3.96% | Symbol ETA: 5.5s | Global ETA: 1h 41m 11s [2025-11-22T01:53:49.472909] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:49.472973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:49.477768] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:49.478464] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:49.480399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:49.482157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:49.482626] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:49.483679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:49.485234] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:49.486217] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:49.486878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.575392] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 1m 33s | Global ETA: 1h 41m 12s [2025-11-22T01:53:49.576318] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:49.576379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:49.581166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:49.581978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.650805] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 6.0s | Global ETA: 1h 41m 12s [2025-11-22T01:53:49.651770] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:49.651837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:49.657061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:49.659038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:49.659564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:49.659992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:49.707256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:49.708966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:49.758739] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.45% | Symbol ETA: 1m 36s | Global ETA: 1h 41m 12s [2025-11-22T01:53:49.759679] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:49.759739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:49.760414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.157437] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 1m 32s | Global ETA: 1h 41m 14s [2025-11-22T01:53:50.158423] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:50.158485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:50.163426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:50.164255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.182870] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 4.35% | Symbol ETA: 4.8s | Global ETA: 1h 41m 14s [2025-11-22T01:53:50.183768] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:50.183832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:50.188801] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:50.189624] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:50.191553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:50.193326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:50.193816] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:50.194814] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:50.196355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:50.197407] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:50.198076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.346796] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.26% | Symbol ETA: 1m 35s | Global ETA: 1h 41m 15s [2025-11-22T01:53:50.347720] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:50.347780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:50.348444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.363873] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.92% | Symbol ETA: 5.5s | Global ETA: 1h 41m 15s [2025-11-22T01:53:50.364934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:50.365005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:50.370232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:50.372050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:50.372558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:50.372970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:50.427728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:50.429720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.736495] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.32% | Symbol ETA: 1m 31s | Global ETA: 1h 41m 17s [2025-11-22T01:53:50.737433] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:50.737496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:50.742416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:50.743236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.890598] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.46% | Symbol ETA: 4.1s | Global ETA: 1h 41m 18s [2025-11-22T01:53:50.891620] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:50.891706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:50.896462] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:50.897336] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:50.899298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:50.901137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:50.901615] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:50.902693] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:50.904262] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:50.905254] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:50.905921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:50.936533] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 1m 34s | Global ETA: 1h 41m 18s [2025-11-22T01:53:50.937448] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:50.937507] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:50.938188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.056973] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 2.88% | Symbol ETA: 4.8s | Global ETA: 1h 41m 19s [2025-11-22T01:53:51.057967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:51.058032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:51.063015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:51.064856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:51.065365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:51.065801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:51.110556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:51.112249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.320320] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.12% | Symbol ETA: 1m 31s | Global ETA: 1h 41m 20s [2025-11-22T01:53:51.321253] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:51.321316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:51.326273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:51.327098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.526596] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 1m 34s | Global ETA: 1h 41m 21s [2025-11-22T01:53:51.527538] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:51.527599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:51.528291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.602528] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -2.25% | Symbol ETA: 3.3s | Global ETA: 1h 41m 21s [2025-11-22T01:53:51.603425] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:53:51.603488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:51.608299] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:51.609033] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:51.610958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:51.612717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:53:51.613200] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:53:51.614247] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:53:51.615842] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:53:51.616835] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:53:51.617537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.698956] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 4.1s | Global ETA: 1h 41m 22s [2025-11-22T01:53:51.699897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:51.699959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:51.704893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:51.706699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:51.707202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:51.707602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:51.752356] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:51.753960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:51.910375] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 1m 30s | Global ETA: 1h 41m 23s [2025-11-22T01:53:52.078301] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.24%, Actual: 0.22% [2025-11-22T01:53:52.118111] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 1m 33s | Global ETA: 1h 41m 23s [2025-11-22T01:53:52.118992] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:52.119053] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:53:52.119734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:52.247207] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 0.34% [2025-11-22T01:53:52.302224] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 2.6s | Global ETA: 1h 41m 24s [2025-11-22T01:53:52.346409] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -2.14% | Symbol ETA: 3.4s | Global ETA: 1h 41m 25s [2025-11-22T01:53:52.347358] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:52.347423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:52.352386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:52.354229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:52.354736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:52.355130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:52.399280] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:52.400943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:52.420547] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.93% [2025-11-22T01:53:52.468352] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.28%, Actual: 0.93% [2025-11-22T01:53:52.591594] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 2.52% [2025-11-22T01:53:52.634936] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.77% [2025-11-22T01:53:52.706033] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.51% | Symbol ETA: 1m 33s | Global ETA: 1h 41m 26s [2025-11-22T01:53:52.763776] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.66%, Actual: 1.38% [2025-11-22T01:53:52.801410] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -2.68%, Actual: 3.34% [2025-11-22T01:53:52.872784] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 0.65% [2025-11-22T01:53:52.935142] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 1.96% [2025-11-22T01:53:52.967975] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -4.23%, Actual: 2.93% [2025-11-22T01:53:53.015311] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 2.7s | Global ETA: 1h 41m 28s [2025-11-22T01:53:53.016219] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:53.016282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:53.021008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:53.022747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:53.023207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:53.025974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:53.039066] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 0.40% [2025-11-22T01:53:53.070985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:53.072381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:53.103601] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 3.26% [2025-11-22T01:53:53.134703] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -1.15%, Actual: 4.03% [2025-11-22T01:53:53.208486] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.13%, Actual: 0.25% [2025-11-22T01:53:53.272930] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.32%, Actual: 0.99% [2025-11-22T01:53:53.301690] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 3.96%, Actual: 4.19% [2025-11-22T01:53:53.376802] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 1.26% [2025-11-22T01:53:53.443127] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.12%, Actual: 1.50% [2025-11-22T01:53:53.468107] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 4.35%, Actual: 2.10% [2025-11-22T01:53:53.541685] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.45%, Actual: 2.72% [2025-11-22T01:53:53.628375] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 0.79% [2025-11-22T01:53:53.628627] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.6580% [2025-11-22T01:53:53.628735] [INFO ] [main ] ADT: DISCARDED add_close_to_open_alignment (score: 45.66%) [2025-11-22T01:53:53.628778] [INFO ] [main ] ADT: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:53:53.628810] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T01:53:53.628844] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:53:53.633014] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 2.84% [2025-11-22T01:53:53.640270] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:53.641803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:53.641863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:53.646700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:53.647699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:53.685080] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 2.0s | Global ETA: 1h 41m 31s [2025-11-22T01:53:53.685967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:53.686030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:53.690764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:53.692466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:53.692948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:53.693347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:53.706868] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.26%, Actual: 1.75% [2025-11-22T01:53:53.736308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:53.737734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:53.802263] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -2.25%, Actual: 1.37% [2025-11-22T01:53:53.871518] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 0.48% [2025-11-22T01:53:53.968489] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 1.62% [2025-11-22T01:53:53.968698] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 51.0311% [2025-11-22T01:53:53.968780] [INFO ] [main ] GNRC: DISCARDED add_return_volume_nonlinearity_proxies (score: 51.03%) [2025-11-22T01:53:53.968823] [INFO ] [main ] GNRC: Testing feature 42/53: add_shelf_lag [2025-11-22T01:53:53.968856] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_shelf_lag'] [2025-11-22T01:53:53.968890] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:53:53.982786] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:53.984011] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:53.984071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:53.988914] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:53.989636] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:53.991599] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:53.992774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.072283] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 3.14% [2025-11-22T01:53:54.243488] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.56%, Actual: 0.75% [2025-11-22T01:53:54.246995] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.87% | Symbol ETA: 1m 16s | Global ETA: 1h 41m 33s [2025-11-22T01:53:54.247911] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:54.247973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:54.252737] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:54.253677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.318636] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 1.3s | Global ETA: 1h 41m 34s [2025-11-22T01:53:54.319519] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:54.319584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:54.324286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:54.326024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:54.326489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:54.326888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:54.369326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:53:54.370719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.421794] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.51%, Actual: 0.18% [2025-11-22T01:53:54.422010] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 40.3300% [2025-11-22T01:53:54.422100] [INFO ] [main ] IIIN: DISCARDED add_close_to_open_alignment (score: 40.33%) [2025-11-22T01:53:54.422146] [INFO ] [main ] IIIN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:53:54.422200] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T01:53:54.422240] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:53:54.435316] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:54.436862] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:54.436925] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:54.437875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.818134] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 1m 15s | Global ETA: 1h 41m 36s [2025-11-22T01:53:54.819058] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:54.819119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:54.823916] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:54.824867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.879012] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.97% | Symbol ETA: 10.4s | Global ETA: 1h 41m 36s [2025-11-22T01:53:54.879897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:54.879958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:54.884696] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:54.885398] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:54.887376] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:54.888516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:54.962024] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.28% | Symbol ETA: 0.7s | Global ETA: 1h 41m 37s [2025-11-22T01:53:55.054819] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -2.14% | Symbol ETA: 1m 17s | Global ETA: 1h 41m 37s [2025-11-22T01:53:55.055757] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:55.055819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:55.056686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:55.133046] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 5.45% [2025-11-22T01:53:55.304847] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 4.39% [2025-11-22T01:53:55.386179] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 1m 14s | Global ETA: 1h 41m 39s [2025-11-22T01:53:55.387077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:55.387165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:55.392009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:55.393027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:55.476797] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.92%, Actual: 1.63% [2025-11-22T01:53:55.646508] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 1m 17s | Global ETA: 1h 41m 40s [2025-11-22T01:53:55.647475] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:55.647535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:55.648399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:55.650138] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 2.88%, Actual: 2.18% [2025-11-22T01:53:55.758221] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 9.5s | Global ETA: 1h 41m 41s [2025-11-22T01:53:55.759119] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:55.759196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:55.763934] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:55.764659] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:55.766579] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:55.767764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:55.823135] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.25% [2025-11-22T01:53:55.992546] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 1m 14s | Global ETA: 1h 41m 42s [2025-11-22T01:53:55.993506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:55.993570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:55.996613] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -2.14%, Actual: 2.59% [2025-11-22T01:53:55.999519] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:56.000826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:56.171292] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 1.45% [2025-11-22T01:53:56.239631] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.39% | Symbol ETA: 1m 16s | Global ETA: 1h 41m 43s [2025-11-22T01:53:56.240560] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:56.240621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:56.241466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:56.343737] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 2.77% [2025-11-22T01:53:56.517873] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.68%, Actual: 0.89% [2025-11-22T01:53:56.597527] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 1m 13s | Global ETA: 1h 41m 45s [2025-11-22T01:53:56.598435] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:56.598496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:56.603235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:56.604192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:56.655811] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.29% | Symbol ETA: 8.6s | Global ETA: 1h 41m 45s [2025-11-22T01:53:56.656695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:56.656757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:56.661489] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:56.662216] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:56.664171] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:56.665322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:56.702072] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.28%, Actual: 0.29% [2025-11-22T01:53:56.702363] [INFO ] [main ] BV: Magnitude Forecast Confidence: 38.1379% [2025-11-22T01:53:56.702506] [INFO ] [main ] BV: DISCARDED add_volume_dispersion (score: 38.14%) [2025-11-22T01:53:56.702559] [INFO ] [main ] BV: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:53:56.702603] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_flow_differentials'] [2025-11-22T01:53:56.702668] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:53:56.718256] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:53:56.719857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:56.719921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:56.724765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:56.726601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:56.727130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:56.727521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:56.771563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:53:56.774603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:56.848393] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -3.61% | Symbol ETA: 1m 15s | Global ETA: 1h 41m 46s [2025-11-22T01:53:56.849292] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:56.849352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:56.850194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:57.165093] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 2.17% | Symbol ETA: 1m 13s | Global ETA: 1h 41m 47s [2025-11-22T01:53:57.166025] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:57.166088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:57.170927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:57.171920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:57.375830] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 6.4s | Global ETA: 1h 41m 48s [2025-11-22T01:53:57.376859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:57.376925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:57.381923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:57.383738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:57.384225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:57.384621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:57.430658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:53:57.433451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:57.441049] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 1m 15s | Global ETA: 1h 41m 49s [2025-11-22T01:53:57.441936] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:57.441996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:57.442843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:57.541625] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -6.95% | Symbol ETA: 7.7s | Global ETA: 1h 41m 49s [2025-11-22T01:53:57.542527] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:57.542588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:57.547349] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:57.548075] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:57.550030] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:57.551170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:57.734738] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 1m 12s | Global ETA: 1h 41m 50s [2025-11-22T01:53:57.735613] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:57.735711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:57.740483] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:57.741450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.027594] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 1.53% | Symbol ETA: 5.7s | Global ETA: 1h 41m 51s [2025-11-22T01:53:58.028551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:58.028618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:58.033004] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.20% | Symbol ETA: 1m 14s | Global ETA: 1h 41m 51s [2025-11-22T01:53:58.033726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:58.033896] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:58.033956] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:58.034797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.035493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:58.039792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:58.040192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:58.085702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:53:58.088481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.303228] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 1m 12s | Global ETA: 1h 41m 53s [2025-11-22T01:53:58.304125] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:58.304186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:58.308962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:58.309909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.417092] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.10% | Symbol ETA: 6.8s | Global ETA: 1h 41m 53s [2025-11-22T01:53:58.418021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:58.418083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:58.422854] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:58.423596] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:58.425543] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:58.426705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.626221] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 1m 14s | Global ETA: 1h 41m 54s [2025-11-22T01:53:58.627138] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:58.627199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:58.628049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.688582] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.90% | Symbol ETA: 5.1s | Global ETA: 1h 41m 54s [2025-11-22T01:53:58.689540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:58.689613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:58.694503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:58.696325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:58.696869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:58.697282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:58.743034] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:53:58.745895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:58.873914] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.82% | Symbol ETA: 1m 11s | Global ETA: 1h 41m 55s [2025-11-22T01:53:58.874837] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:53:58.874907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:58.879686] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:58.880627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:59.220375] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1m 13s | Global ETA: 1h 41m 57s [2025-11-22T01:53:59.221267] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:59.221326] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:59.222164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:59.317325] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.14% | Symbol ETA: 5.9s | Global ETA: 1h 41m 57s [2025-11-22T01:53:59.318228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:53:59.318292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:59.323028] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:53:59.324106] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:53:59.326060] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:53:59.327246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:59.339035] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 4.4s | Global ETA: 1h 41m 57s [2025-11-22T01:53:59.339939] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:59.340003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:53:59.345014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:53:59.346819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:53:59.347323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:53:59.347737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:53:59.392915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:53:59.395764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:59.435907] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 1m 10s | Global ETA: 1h 41m 58s [2025-11-22T01:53:59.601441] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.87%, Actual: 0.22% [2025-11-22T01:53:59.767197] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 0.34% [2025-11-22T01:53:59.805490] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 1m 12s | Global ETA: 1h 41m 60s [2025-11-22T01:53:59.806374] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:53:59.806433] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:53:59.807337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:53:59.932371] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 0.93% [2025-11-22T01:53:59.998004] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.48% | Symbol ETA: 3.8s | Global ETA: 1h 42m 1s [2025-11-22T01:53:59.998927] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:53:59.998991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:00.003805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:00.005675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:00.006154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:00.006544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:00.050566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:54:00.053673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:00.097355] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 2.52% [2025-11-22T01:54:00.210274] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 4.19% | Symbol ETA: 5.0s | Global ETA: 1h 42m 2s [2025-11-22T01:54:00.211204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:00.211268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:00.216255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:00.217016] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:00.219131] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:54:00.220359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:00.262657] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.14%, Actual: 1.38% [2025-11-22T01:54:00.404931] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.39% | Symbol ETA: 1m 12s | Global ETA: 1h 42m 2s [2025-11-22T01:54:00.427084] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 2.17%, Actual: 1.96% [2025-11-22T01:54:00.574769] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -2.14%, Actual: 0.65% [2025-11-22T01:54:00.601755] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 3.26% [2025-11-22T01:54:00.754818] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -3.46% | Symbol ETA: 3.2s | Global ETA: 1h 42m 4s [2025-11-22T01:54:00.755718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:00.755782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:00.763560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:00.767008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:00.769987] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.40% [2025-11-22T01:54:00.770525] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.99% [2025-11-22T01:54:00.767610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:00.771824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:00.858110] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:54:00.863041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:00.987629] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.39%, Actual: 0.25% [2025-11-22T01:54:01.108615] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.82%, Actual: 1.50% [2025-11-22T01:54:01.157817] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -3.61%, Actual: 1.26% [2025-11-22T01:54:01.329535] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 2.72% [2025-11-22T01:54:01.349592] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 6.85% | Symbol ETA: 4.2s | Global ETA: 1h 42m 7s [2025-11-22T01:54:01.350566] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:01.350632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:01.356063] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:01.356890] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:01.358959] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:54:01.360220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:01.384226] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.79% [2025-11-22T01:54:01.384439] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 48.6585% [2025-11-22T01:54:01.384523] [INFO ] [main ] ADT: DISCARDED add_composite_volatility_context (score: 48.66%) [2025-11-22T01:54:01.384569] [INFO ] [main ] ADT: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:54:01.384604] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T01:54:01.384660] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:01.395933] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:01.397372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:01.397432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:01.402218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:01.404631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:01.500872] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.20%, Actual: 1.75% [2025-11-22T01:54:01.506616] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 2.6s | Global ETA: 1h 42m 8s [2025-11-22T01:54:01.507537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:01.507604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:01.512315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:01.514053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:01.514515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:01.514920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:01.588559] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:54:01.594484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:01.683883] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 0.48% [2025-11-22T01:54:01.855941] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.40%, Actual: 3.14% [2025-11-22T01:54:01.975952] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.14% | Symbol ETA: 1m 5s | Global ETA: 1h 42m 10s [2025-11-22T01:54:01.976844] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:01.976904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:01.981786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:01.984211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.028971] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 0.75% [2025-11-22T01:54:02.204193] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.39%, Actual: 0.18% [2025-11-22T01:54:02.204405] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 41.0190% [2025-11-22T01:54:02.204497] [INFO ] [main ] IIIN: DISCARDED add_composite_volatility_context (score: 41.02%) [2025-11-22T01:54:02.204545] [INFO ] [main ] IIIN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:54:02.204579] [DEBUG] [main ] Testing with features: ['add_day_shape_ratios'] [2025-11-22T01:54:02.204614] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:02.216422] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 1.9s | Global ETA: 1h 42m 11s [2025-11-22T01:54:02.217067] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:02.217407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:02.217473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:02.218534] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:02.218596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:02.221110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.222446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:02.224297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:02.224798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:02.225196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:02.269817] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:54:02.272905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.345602] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -3.35% | Symbol ETA: 3.3s | Global ETA: 1h 42m 12s [2025-11-22T01:54:02.346521] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:02.346585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:02.351335] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:02.352061] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:02.354006] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:54:02.355154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.551321] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 1m 4s | Global ETA: 1h 42m 13s [2025-11-22T01:54:02.552214] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:02.552275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:02.557077] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:02.559487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.828076] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.18% | Symbol ETA: 1m 5s | Global ETA: 1h 42m 14s [2025-11-22T01:54:02.829025] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:02.829087] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:02.831523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:02.862912] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 1.2s | Global ETA: 1h 42m 14s [2025-11-22T01:54:02.863808] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:02.863871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:02.868706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:02.870463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:02.870948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:02.871327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:02.914186] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:54:02.917125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:03.128384] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 1m 4s | Global ETA: 1h 42m 15s [2025-11-22T01:54:03.129280] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:03.129341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:03.134130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:03.136508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:03.217970] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 2.4s | Global ETA: 1h 42m 16s [2025-11-22T01:54:03.383125] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.97%, Actual: 0.93% [2025-11-22T01:54:03.450161] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 1m 5s | Global ETA: 1h 42m 17s [2025-11-22T01:54:03.451094] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:03.451157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:03.453560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:03.524595] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.94% | Symbol ETA: 0.5s | Global ETA: 1h 42m 17s [2025-11-22T01:54:03.547862] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 0.77% [2025-11-22T01:54:03.693737] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 5.45% [2025-11-22T01:54:03.701528] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 1m 3s | Global ETA: 1h 42m 18s [2025-11-22T01:54:03.702442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:03.702504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:03.707674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:03.710516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:03.712558] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.29%, Actual: 3.34% [2025-11-22T01:54:03.860943] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 1.53%, Actual: 4.39% [2025-11-22T01:54:03.879348] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -6.95%, Actual: 2.93% [2025-11-22T01:54:04.028816] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.90%, Actual: 1.63% [2025-11-22T01:54:04.046472] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.10%, Actual: 4.03% [2025-11-22T01:54:04.073734] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -7.00% | Symbol ETA: 1m 4s | Global ETA: 1h 42m 20s [2025-11-22T01:54:04.074614] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:04.074696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:04.076965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:04.194926] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 2.18% [2025-11-22T01:54:04.210704] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.14%, Actual: 4.19% [2025-11-22T01:54:04.290528] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.80% | Symbol ETA: 1m 2s | Global ETA: 1h 42m 21s [2025-11-22T01:54:04.291489] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:04.291552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:04.296422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:04.299051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:04.360350] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 0.25% [2025-11-22T01:54:04.374476] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 4.19%, Actual: 2.10% [2025-11-22T01:54:04.530511] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.46%, Actual: 2.59% [2025-11-22T01:54:04.543633] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 6.85%, Actual: 2.84% [2025-11-22T01:54:04.691240] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 1m 3s | Global ETA: 1h 42m 23s [2025-11-22T01:54:04.692181] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:04.692244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:04.694597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:04.703801] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 1.45% [2025-11-22T01:54:04.713538] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -3.35%, Actual: 1.37% [2025-11-22T01:54:04.962902] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.62% [2025-11-22T01:54:04.963163] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 51.0411% [2025-11-22T01:54:04.963290] [INFO ] [main ] GNRC: DISCARDED add_shelf_lag (score: 51.04%) [2025-11-22T01:54:04.963358] [INFO ] [main ] GNRC: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:54:04.963411] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_signed_carry_history_11'] [2025-11-22T01:54:04.963467] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:04.984955] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:04.986931] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:04.987017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:04.994862] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:04.996124] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:04.999111] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:05.001315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:05.051173] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 2.77% [2025-11-22T01:54:05.071554] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 1m 2s | Global ETA: 1h 42m 24s [2025-11-22T01:54:05.072672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:05.072747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:05.078266] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:05.081276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:05.276374] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.30%, Actual: 0.89% [2025-11-22T01:54:05.463266] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 1m 3s | Global ETA: 1h 42m 26s [2025-11-22T01:54:05.464247] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:05.464312] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:05.466782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:05.484367] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.94%, Actual: 0.29% [2025-11-22T01:54:05.484626] [INFO ] [main ] BV: Magnitude Forecast Confidence: 36.8999% [2025-11-22T01:54:05.484812] [INFO ] [main ] BV: DISCARDED add_volume_flow_differentials (score: 36.90%) [2025-11-22T01:54:05.484882] [INFO ] [main ] BV: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:54:05.484934] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_pressure_into_close'] [2025-11-22T01:54:05.484985] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:54:05.500713] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:05.502354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:05.502434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:05.507763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:05.509757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:05.510276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:05.510785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:05.561813] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:05.564783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:05.859034] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 1m 1s | Global ETA: 1h 42m 28s [2025-11-22T01:54:05.860134] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:05.860382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:05.866260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:05.868925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:05.922718] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.68% | Symbol ETA: 11.0s | Global ETA: 1h 42m 28s [2025-11-22T01:54:05.923703] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:05.923768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:05.928939] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:05.929751] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:05.931823] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:05.933265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.117769] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.40% | Symbol ETA: 1m 2s | Global ETA: 1h 42m 29s [2025-11-22T01:54:06.118833] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:06.118896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:06.121407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.225339] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 3.41% | Symbol ETA: 6.9s | Global ETA: 1h 42m 30s [2025-11-22T01:54:06.226433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:06.226508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:06.232087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:06.234242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:06.234778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:06.235372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:06.282452] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:06.284555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.472459] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 1m 1s | Global ETA: 1h 42m 31s [2025-11-22T01:54:06.473380] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:06.473442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:06.478531] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:06.481166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.641605] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -4.65% | Symbol ETA: 9.2s | Global ETA: 1h 42m 32s [2025-11-22T01:54:06.642874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:06.642935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:06.647672] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:06.648376] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:06.650288] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:06.651683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.721924] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 1m 2s | Global ETA: 1h 42m 32s [2025-11-22T01:54:06.722812] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:06.722871] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:06.725167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:06.889667] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 5.9s | Global ETA: 1h 42m 33s [2025-11-22T01:54:06.890530] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:06.890593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:06.895363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:06.897125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:06.897592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:06.897995] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:06.943966] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:06.945815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:07.060698] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.71% | Symbol ETA: 1m 0s | Global ETA: 1h 42m 34s [2025-11-22T01:54:07.061569] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:07.061630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:07.066366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:07.068850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:07.333523] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.75% | Symbol ETA: 1m 1s | Global ETA: 1h 42m 35s [2025-11-22T01:54:07.334423] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:07.334483] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:07.336876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:07.359093] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.66% | Symbol ETA: 8.2s | Global ETA: 1h 42m 35s [2025-11-22T01:54:07.360029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:07.360090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:07.365043] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:07.365763] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:07.367759] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:07.369122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:07.536295] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.36% | Symbol ETA: 5.1s | Global ETA: 1h 42m 36s [2025-11-22T01:54:07.537251] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:07.537318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:07.542112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:07.543875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:07.544329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:07.544725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:07.589077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:07.590894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:07.653851] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.06% | Symbol ETA: 59.5s | Global ETA: 1h 42m 37s [2025-11-22T01:54:07.832257] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.14%, Actual: 0.22% [2025-11-22T01:54:07.936530] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 1m 0s | Global ETA: 1h 42m 38s [2025-11-22T01:54:07.937553] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:07.937613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:54:07.939982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:08.008218] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 0.34% [2025-11-22T01:54:08.064470] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.10% | Symbol ETA: 7.2s | Global ETA: 1h 42m 38s [2025-11-22T01:54:08.065354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:08.065416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:08.070218] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:08.070980] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:08.072935] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:08.074311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:08.179566] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 4.4s | Global ETA: 1h 42m 39s [2025-11-22T01:54:08.180458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:08.180521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:08.185341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:08.186617] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: 0.50%, Actual: 0.93% [2025-11-22T01:54:08.187161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:08.187692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:08.188095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:08.231093] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:08.233025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:08.362283] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 2.52% [2025-11-22T01:54:08.540016] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 59.7s | Global ETA: 1h 42m 41s [2025-11-22T01:54:08.541037] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.80%, Actual: 1.38% [2025-11-22T01:54:08.712835] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 0.65% [2025-11-22T01:54:08.719685] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.96% [2025-11-22T01:54:08.770013] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.84% | Symbol ETA: 6.4s | Global ETA: 1h 42m 42s [2025-11-22T01:54:08.770939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:08.771000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:08.775868] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:08.776612] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:08.778632] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:08.780101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:08.838964] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 3.7s | Global ETA: 1h 42m 42s [2025-11-22T01:54:08.839908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:08.839969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:08.844722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:08.846463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:08.846977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:08.847386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:08.882465] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.40% [2025-11-22T01:54:08.891553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:08.893507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:08.902352] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 3.26% [2025-11-22T01:54:09.052043] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -7.00%, Actual: 0.25% [2025-11-22T01:54:09.073902] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.99% [2025-11-22T01:54:09.223864] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 1.26% [2025-11-22T01:54:09.245012] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.71%, Actual: 1.50% [2025-11-22T01:54:09.393337] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 2.72% [2025-11-22T01:54:09.419992] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.06%, Actual: 0.79% [2025-11-22T01:54:09.420205] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.3471% [2025-11-22T01:54:09.420296] [INFO ] [main ] ADT: DISCARDED add_day_shape_ratios (score: 41.35%) [2025-11-22T01:54:09.420342] [INFO ] [main ] ADT: Testing feature 8/53: add_directional_consistency [2025-11-22T01:54:09.420375] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency'] [2025-11-22T01:54:09.420411] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:09.433222] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:09.434619] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:09.434718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:09.439811] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:09.468593] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 2.84% | Symbol ETA: 5.6s | Global ETA: 1h 42m 45s [2025-11-22T01:54:09.469474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:09.469535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:09.474360] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:09.475121] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:09.477086] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:09.478507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:09.487411] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 3.0s | Global ETA: 1h 42m 45s [2025-11-22T01:54:09.488321] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:09.488384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:09.493181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:09.494966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:09.495430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:09.495875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:09.539717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:09.541691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:09.564039] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.40%, Actual: 1.75% [2025-11-22T01:54:09.576013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:09.734583] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.48% [2025-11-22T01:54:09.905482] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.75%, Actual: 3.14% [2025-11-22T01:54:10.086266] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 0.75% [2025-11-22T01:54:10.139832] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 2.3s | Global ETA: 1h 42m 48s [2025-11-22T01:54:10.140735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:10.140798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.145567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:10.147409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:10.147912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:10.148297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:10.176389] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 4.8s | Global ETA: 1h 42m 48s [2025-11-22T01:54:10.177287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:10.177348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.177315] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.60% | Symbol ETA: 58.3s | Global ETA: 1h 42m 48s [2025-11-22T01:54:10.178248] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:10.178310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.182090] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:10.182809] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:10.183245] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:10.184813] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:10.186191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.191804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:10.193777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.259491] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.20%, Actual: 0.18% [2025-11-22T01:54:10.259719] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 41.1580% [2025-11-22T01:54:10.259816] [INFO ] [main ] IIIN: DISCARDED add_day_shape_ratios (score: 41.16%) [2025-11-22T01:54:10.259860] [INFO ] [main ] IIIN: Testing feature 8/53: add_directional_consistency [2025-11-22T01:54:10.259891] [DEBUG] [main ] Testing with features: ['add_directional_consistency'] [2025-11-22T01:54:10.259924] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:10.273006] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:10.274325] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:10.274386] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:10.314708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.404281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.785019] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 1.7s | Global ETA: 1h 42m 51s [2025-11-22T01:54:10.785981] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:10.786044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.790849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:10.792726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:10.793198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:10.793579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:10.836615] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:10.838714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.875751] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 4.1s | Global ETA: 1h 42m 52s [2025-11-22T01:54:10.876617] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:10.876697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.881431] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:10.882153] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:10.884081] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:10.885501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:10.902933] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 57.5s | Global ETA: 1h 42m 52s [2025-11-22T01:54:10.903854] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:10.903916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:10.908761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:11.013338] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 58.4s | Global ETA: 1h 42m 52s [2025-11-22T01:54:11.014328] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:11.014392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:11.040182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:11.150687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:11.428671] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.57% | Symbol ETA: 1.0s | Global ETA: 1h 42m 54s [2025-11-22T01:54:11.429543] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:11.429606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:11.434385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:11.436189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:11.436672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:11.437053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:11.481735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:54:11.483701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:11.627736] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 56.8s | Global ETA: 1h 42m 55s [2025-11-22T01:54:11.628704] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:11.628772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:11.633893] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:11.639854] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.49% | Symbol ETA: 3.4s | Global ETA: 1h 42m 55s [2025-11-22T01:54:11.640751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:11.640825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:11.645577] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:11.646301] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:11.648683] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:54:11.650103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:11.762536] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 57.7s | Global ETA: 1h 42m 56s [2025-11-22T01:54:11.763450] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:11.763510] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:11.771862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:11.893556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:12.079181] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 0.4s | Global ETA: 1h 42m 57s [2025-11-22T01:54:12.246570] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 3.41%, Actual: 5.45% [2025-11-22T01:54:12.335830] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 2.6s | Global ETA: 1h 42m 59s [2025-11-22T01:54:12.371060] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 56.1s | Global ETA: 1h 42m 59s [2025-11-22T01:54:12.372055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:12.372119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:12.377070] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:12.418251] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 4.39% [2025-11-22T01:54:12.498039] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.01% | Symbol ETA: 57.0s | Global ETA: 1h 42m 59s [2025-11-22T01:54:12.498925] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:12.498985] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:12.506811] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.68%, Actual: 0.93% [2025-11-22T01:54:12.511769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:12.587558] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.36%, Actual: 1.63% [2025-11-22T01:54:12.628288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:12.680559] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -4.65%, Actual: 0.77% [2025-11-22T01:54:12.769469] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 2.18% [2025-11-22T01:54:12.847412] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.66%, Actual: 3.34% [2025-11-22T01:54:12.944953] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.25% [2025-11-22T01:54:13.016215] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.10%, Actual: 2.93% [2025-11-22T01:54:13.104924] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 55.3s | Global ETA: 1h 43m 2s [2025-11-22T01:54:13.105863] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:13.105925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:13.110900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:13.121683] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 2.59% [2025-11-22T01:54:13.182183] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.84%, Actual: 4.03% [2025-11-22T01:54:13.241583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:13.242142] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 56.2s | Global ETA: 1h 43m 3s [2025-11-22T01:54:13.243031] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:13.243091] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:13.292526] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 1.45% [2025-11-22T01:54:13.347940] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 2.84%, Actual: 4.19% [2025-11-22T01:54:13.374204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:13.461510] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 2.77% [2025-11-22T01:54:13.515535] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 2.10% [2025-11-22T01:54:13.628395] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.57%, Actual: 0.89% [2025-11-22T01:54:13.689280] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 2.84% [2025-11-22T01:54:13.795936] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.29% [2025-11-22T01:54:13.796136] [INFO ] [main ] BV: Magnitude Forecast Confidence: 39.8966% [2025-11-22T01:54:13.796221] [INFO ] [main ] BV: DISCARDED add_volume_pressure_into_close (score: 39.90%) [2025-11-22T01:54:13.796264] [INFO ] [main ] BV: Testing feature 52/53: add_volume_zscore [2025-11-22T01:54:13.796296] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_zscore'] [2025-11-22T01:54:13.796330] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:54:13.811273] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:13.812695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:13.812760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:13.818178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:13.820344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:13.821021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:13.821429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:13.861851] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 2.41% | Symbol ETA: 54.6s | Global ETA: 1h 43m 6s [2025-11-22T01:54:13.862775] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:13.862837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:13.862859] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.49%, Actual: 1.37% [2025-11-22T01:54:13.867980] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:13.869505] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:13.871336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:13.984338] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -4.03% | Symbol ETA: 55.5s | Global ETA: 1h 43m 6s [2025-11-22T01:54:13.985219] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:13.985278] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:13.998030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.031846] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 1.62% [2025-11-22T01:54:14.032047] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 39.7427% [2025-11-22T01:54:14.032132] [INFO ] [main ] GNRC: DISCARDED add_signed_carry_history_11 (score: 39.74%) [2025-11-22T01:54:14.032174] [INFO ] [main ] GNRC: Testing feature 44/53: add_sma_ratio [2025-11-22T01:54:14.032204] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_sma_ratio'] [2025-11-22T01:54:14.032238] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:14.046360] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:14.047926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:14.048003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:14.052874] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:14.053597] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:14.055560] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:14.056335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.114732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.462195] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 6.0s | Global ETA: 1h 43m 9s [2025-11-22T01:54:14.463087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:14.463151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:14.467900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:14.469617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:14.470125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:14.470508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:14.515182] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:14.516924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.650753] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 53.9s | Global ETA: 1h 43m 9s [2025-11-22T01:54:14.651620] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:14.651700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:14.656411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:14.726687] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 54.8s | Global ETA: 1h 43m 10s [2025-11-22T01:54:14.727626] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:14.727708] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:14.748842] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.08% | Symbol ETA: 8.2s | Global ETA: 1h 43m 10s [2025-11-22T01:54:14.749777] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:14.749840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:14.754772] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:14.755511] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:14.757568] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:14.758369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.779633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:14.859601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:15.105946] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.29% | Symbol ETA: 5.3s | Global ETA: 1h 43m 12s [2025-11-22T01:54:15.106839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:15.106902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:15.111733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:15.113480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:15.113977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:15.114360] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:15.158001] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:15.159892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:15.339342] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 53.1s | Global ETA: 1h 43m 13s [2025-11-22T01:54:15.340285] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:15.340346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:15.345393] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:15.443837] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -1.18% | Symbol ETA: 7.5s | Global ETA: 1h 43m 13s [2025-11-22T01:54:15.444791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:15.444856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:15.449997] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:15.450842] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:15.452871] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:15.453681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:15.468459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:15.512739] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 54.0s | Global ETA: 1h 43m 13s [2025-11-22T01:54:15.513609] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:15.513690] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:15.636411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:15.741103] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 4.7s | Global ETA: 1h 43m 15s [2025-11-22T01:54:15.742028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:15.742091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:15.747032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:15.748929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:15.749420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:15.749857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:15.794561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:15.796380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.046956] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 52.4s | Global ETA: 1h 43m 16s [2025-11-22T01:54:16.048077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:16.048138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:16.053737] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:16.166878] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.56% | Symbol ETA: 6.8s | Global ETA: 1h 43m 17s [2025-11-22T01:54:16.167795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:16.167856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:16.172746] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:16.173439] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:16.175375] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:16.176138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.177445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.240192] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 53.3s | Global ETA: 1h 43m 17s [2025-11-22T01:54:16.241090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:16.241150] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:16.362942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.390164] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 4.0s | Global ETA: 1h 43m 18s [2025-11-22T01:54:16.391067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:16.391129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:16.395954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:16.397696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:16.398172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:16.398553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:16.442430] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:16.444130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.745687] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 51.7s | Global ETA: 1h 43m 19s [2025-11-22T01:54:16.865964] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.73% | Symbol ETA: 6.1s | Global ETA: 1h 43m 20s [2025-11-22T01:54:16.867543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:16.867603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:16.872372] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:16.873106] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:16.875374] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:16.876157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:16.912217] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.60%, Actual: 0.22% [2025-11-22T01:54:16.954765] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 52.5s | Global ETA: 1h 43m 20s [2025-11-22T01:54:16.955688] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:16.955751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:17.026906] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 3.08% | Symbol ETA: 3.4s | Global ETA: 1h 43m 21s [2025-11-22T01:54:17.027827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:17.028218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:17.032978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:17.034710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:17.035179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:17.035563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:17.078178] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.34% [2025-11-22T01:54:17.078486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:17.080098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:17.081873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:17.245359] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 0.93% [2025-11-22T01:54:17.412156] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 2.52% [2025-11-22T01:54:17.558486] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.70% | Symbol ETA: 5.4s | Global ETA: 1h 43m 23s [2025-11-22T01:54:17.559410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:17.562974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:17.567802] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:17.568574] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:17.570544] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:17.571312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:17.578829] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 1.38% [2025-11-22T01:54:17.661749] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -1.41% | Symbol ETA: 2.7s | Global ETA: 1h 43m 24s [2025-11-22T01:54:17.662619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:17.662706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:17.667479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:17.669252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:17.669745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:17.670139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:17.684157] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 51.8s | Global ETA: 1h 43m 24s [2025-11-22T01:54:17.712702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:17.714337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:17.744269] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 1.96% [2025-11-22T01:54:17.854425] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 0.65% [2025-11-22T01:54:17.910703] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 3.26% [2025-11-22T01:54:18.021160] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.40% [2025-11-22T01:54:18.076817] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.38%, Actual: 0.99% [2025-11-22T01:54:18.187747] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.01%, Actual: 0.25% [2025-11-22T01:54:18.242950] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 1.50% [2025-11-22T01:54:18.258363] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.40% | Symbol ETA: 4.7s | Global ETA: 1h 43m 26s [2025-11-22T01:54:18.259340] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:18.259403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:18.264557] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:18.265417] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:18.267543] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:18.268363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:18.316561] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -1.36% | Symbol ETA: 2.1s | Global ETA: 1h 43m 27s [2025-11-22T01:54:18.317788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:18.317854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:18.322768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:18.324566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:18.325076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:18.325476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:18.356931] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 1.26% [2025-11-22T01:54:18.371711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:18.373698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:18.410047] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.79% [2025-11-22T01:54:18.410224] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.7569% [2025-11-22T01:54:18.410324] [INFO ] [main ] ADT: DISCARDED add_directional_consistency (score: 47.76%) [2025-11-22T01:54:18.410365] [INFO ] [main ] ADT: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:54:18.410396] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range'] [2025-11-22T01:54:18.410428] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:18.421601] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:18.423004] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:18.423064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:18.427860] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:18.429538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:18.529221] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -4.03%, Actual: 2.72% [2025-11-22T01:54:18.697189] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 1.75% [2025-11-22T01:54:18.864852] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.48% [2025-11-22T01:54:18.950248] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 4.0s | Global ETA: 1h 43m 30s [2025-11-22T01:54:18.951159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:18.951221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:18.956332] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:18.957134] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:18.959163] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:18.959942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:18.991334] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.02% | Symbol ETA: 54.6s | Global ETA: 1h 43m 30s [2025-11-22T01:54:18.992221] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:18.992280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:18.997009] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:18.998668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:19.031420] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 1.5s | Global ETA: 1h 43m 30s [2025-11-22T01:54:19.032339] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:19.032412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:19.036308] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.33%, Actual: 3.14% [2025-11-22T01:54:19.037201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:19.038981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:19.039457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:19.039868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:19.084232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:19.086071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:19.205457] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.75% [2025-11-22T01:54:19.374333] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 0.18% [2025-11-22T01:54:19.374554] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 50.1276% [2025-11-22T01:54:19.374632] [INFO ] [main ] IIIN: KEPT add_directional_consistency (score: 50.13%) [2025-11-22T01:54:19.374692] [INFO ] [main ] IIIN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:54:19.374746] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T01:54:19.374781] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:19.387151] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:19.388349] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:19.388409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:19.512601] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:19.514298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:19.559716] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 54.0s | Global ETA: 1h 43m 32s [2025-11-22T01:54:19.560585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:19.560663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:19.565403] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:19.567136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:19.642534] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.94% | Symbol ETA: 3.3s | Global ETA: 1h 43m 33s [2025-11-22T01:54:19.643422] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:19.643481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:19.648301] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:19.649076] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:19.651165] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:19.651937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:19.692007] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 2.27% | Symbol ETA: 0.8s | Global ETA: 1h 43m 33s [2025-11-22T01:54:19.692963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:19.693031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:19.698579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:19.700497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:19.701017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:19.701445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:19.746728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:54:19.748830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:20.118551] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.57% | Symbol ETA: 56.7s | Global ETA: 1h 43m 35s [2025-11-22T01:54:20.119458] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:20.119519] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:20.131305] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 53.4s | Global ETA: 1h 43m 35s [2025-11-22T01:54:20.132185] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:20.132245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:20.136998] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:20.138684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:20.243045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:20.244764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:20.335103] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.36% | Symbol ETA: 2.6s | Global ETA: 1h 43m 36s [2025-11-22T01:54:20.336069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:20.336131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:20.341159] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:20.341902] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:20.343945] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:54:20.344731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:20.346851] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: 2.41% | Symbol ETA: 0.2s | Global ETA: 1h 43m 36s [2025-11-22T01:54:20.522108] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 5.45% [2025-11-22T01:54:20.694893] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 4.39% [2025-11-22T01:54:20.697950] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 52.9s | Global ETA: 1h 43m 38s [2025-11-22T01:54:20.698836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:20.698896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:20.703626] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:20.705292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:20.834980] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 55.9s | Global ETA: 1h 43m 38s [2025-11-22T01:54:20.835870] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:20.835930] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:20.871703] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 1.63% [2025-11-22T01:54:20.959068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:20.960912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:21.033447] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 1.9s | Global ETA: 1h 43m 39s [2025-11-22T01:54:21.041443] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 2.18% [2025-11-22T01:54:21.208789] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.08%, Actual: 0.93% [2025-11-22T01:54:21.210339] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 3.08%, Actual: 0.25% [2025-11-22T01:54:21.267893] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 52.3s | Global ETA: 1h 43m 40s [2025-11-22T01:54:21.269106] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:21.269166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:21.273882] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:21.275519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:21.378221] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.18%, Actual: 0.77% [2025-11-22T01:54:21.381752] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 2.59% [2025-11-22T01:54:21.546226] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.56%, Actual: 3.34% [2025-11-22T01:54:21.552189] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -1.36%, Actual: 1.45% [2025-11-22T01:54:21.560767] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.99% | Symbol ETA: 55.2s | Global ETA: 1h 43m 42s [2025-11-22T01:54:21.561675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:21.561744] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:21.686962] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:21.689022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:21.711946] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.73%, Actual: 2.93% [2025-11-22T01:54:21.720728] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 2.77% [2025-11-22T01:54:21.839494] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 51.7s | Global ETA: 1h 43m 43s [2025-11-22T01:54:21.840389] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:21.840449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:21.845178] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:21.846838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:21.878402] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.70%, Actual: 4.03% [2025-11-22T01:54:21.885723] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 2.27%, Actual: 0.89% [2025-11-22T01:54:22.045452] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.40%, Actual: 4.19% [2025-11-22T01:54:22.052018] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: 2.41%, Actual: 0.29% [2025-11-22T01:54:22.052165] [INFO ] [main ] BV: Magnitude Forecast Confidence: 37.9631% [2025-11-22T01:54:22.052258] [INFO ] [main ] BV: DISCARDED add_volume_zscore (score: 37.96%) [2025-11-22T01:54:22.052301] [INFO ] [main ] BV: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:54:22.052332] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_vwap_deviations'] [2025-11-22T01:54:22.052366] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T01:54:22.066269] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:22.067744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:22.068131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:22.072925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:22.074714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:22.075187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:22.075570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:22.119529] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:22.125209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:22.217702] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.78%, Actual: 2.10% [2025-11-22T01:54:22.298850] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 54.5s | Global ETA: 1h 43m 45s [2025-11-22T01:54:22.299766] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:22.299827] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:22.388393] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 2.84% [2025-11-22T01:54:22.406792] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 51.2s | Global ETA: 1h 43m 46s [2025-11-22T01:54:22.407702] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:22.407761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:22.412412] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:22.414063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:22.423024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:22.424934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:22.558983] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.36%, Actual: 1.37% [2025-11-22T01:54:22.701613] [INFO ] [main ] BV: Lookback Days: 2, Magnitude: 2.27% | Symbol ETA: 5.7s | Global ETA: 1h 43m 47s [2025-11-22T01:54:22.702596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:22.702684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:22.707393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:22.709129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:22.709599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:22.710006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:22.728995] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 0.95%, Actual: 1.62% [2025-11-22T01:54:22.729203] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 58.3465% [2025-11-22T01:54:22.729285] [INFO ] [main ] GNRC: DISCARDED add_sma_ratio (score: 58.35%) [2025-11-22T01:54:22.729326] [INFO ] [main ] GNRC: Testing feature 45/53: add_true_range [2025-11-22T01:54:22.729358] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_true_range'] [2025-11-22T01:54:22.729391] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:22.744661] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:22.745978] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:22.746041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:22.750995] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:22.751764] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:22.753756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:22.755631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:22.755694] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:22.761454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:22.971456] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -2.05% | Symbol ETA: 50.6s | Global ETA: 1h 43m 49s [2025-11-22T01:54:22.972332] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:22.972392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:22.977101] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:22.978817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.042759] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 53.8s | Global ETA: 1h 43m 49s [2025-11-22T01:54:23.043659] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:23.043719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:23.168834] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:23.170800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.342035] [INFO ] [main ] BV: Lookback Days: 3, Magnitude: 2.28% | Symbol ETA: 5.1s | Global ETA: 1h 43m 50s [2025-11-22T01:54:23.342915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:23.342978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:23.347731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:23.349483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:23.349975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:23.350367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:23.393871] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:23.399412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.455007] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.72% | Symbol ETA: 8.0s | Global ETA: 1h 43m 51s [2025-11-22T01:54:23.456845] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:23.456909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:23.464205] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:23.464979] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:23.467026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:23.468914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.539861] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.70% | Symbol ETA: 50.0s | Global ETA: 1h 43m 51s [2025-11-22T01:54:23.540751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:23.540812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:23.545527] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:23.547183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.772678] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.02% | Symbol ETA: 53.1s | Global ETA: 1h 43m 52s [2025-11-22T01:54:23.773548] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:23.773609] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:23.903748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:23.905716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:23.978634] [INFO ] [main ] BV: Lookback Days: 4, Magnitude: -3.01% | Symbol ETA: 4.5s | Global ETA: 1h 43m 53s [2025-11-22T01:54:23.979523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:23.979586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:23.984318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:23.986044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:23.986509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:23.986913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:24.030906] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:24.036710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:24.104724] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 49.4s | Global ETA: 1h 43m 54s [2025-11-22T01:54:24.161211] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 2.85% | Symbol ETA: 7.2s | Global ETA: 1h 43m 54s [2025-11-22T01:54:24.162192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:24.162256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:24.167251] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:24.168016] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:24.170063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:24.171882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:24.273032] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.02%, Actual: 0.22% [2025-11-22T01:54:24.439574] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.34% [2025-11-22T01:54:24.515124] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 52.3s | Global ETA: 1h 43m 56s [2025-11-22T01:54:24.516043] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:24.516123] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:24.605596] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.93% [2025-11-22T01:54:24.620881] [INFO ] [main ] BV: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 3.8s | Global ETA: 1h 43m 56s [2025-11-22T01:54:24.621797] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:24.621859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:24.626578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:24.628328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:24.628821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:24.629226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:24.646050] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:24.648026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:24.672862] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:24.678632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:24.772035] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 2.52% [2025-11-22T01:54:24.867449] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -3.82% | Symbol ETA: 6.5s | Global ETA: 1h 43m 57s [2025-11-22T01:54:24.868410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:24.868474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:24.873807] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:24.874757] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:24.876855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:24.878935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:24.938989] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 1.38% [2025-11-22T01:54:25.105697] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 1.96% [2025-11-22T01:54:25.260037] [INFO ] [main ] BV: Lookback Days: 6, Magnitude: 2.43% | Symbol ETA: 3.2s | Global ETA: 1h 43m 59s [2025-11-22T01:54:25.260923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:25.260986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:25.264971] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 51.6s | Global ETA: 1h 43m 59s [2025-11-22T01:54:25.265726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:25.265860] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:25.265921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:25.267454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:25.267942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:25.268332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:25.273224] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 3.26% [2025-11-22T01:54:25.311955] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:25.317733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:25.394906] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:25.396937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:25.440313] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 0.99% [2025-11-22T01:54:25.587425] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.68% | Symbol ETA: 5.8s | Global ETA: 1h 44m 1s [2025-11-22T01:54:25.588388] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:25.588460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:25.593361] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:25.594141] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:25.596167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:25.598024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:25.610290] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.50% [2025-11-22T01:54:25.777727] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 0.79% [2025-11-22T01:54:25.777925] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.1931% [2025-11-22T01:54:25.778007] [INFO ] [main ] ADT: DISCARDED add_fullday_parkinson_range (score: 45.19%) [2025-11-22T01:54:25.778049] [INFO ] [main ] ADT: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:54:25.778083] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state'] [2025-11-22T01:54:25.778119] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:25.789298] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:25.790687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:25.790748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:25.795427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:25.839848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:25.902366] [INFO ] [main ] BV: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 2.6s | Global ETA: 1h 44m 2s [2025-11-22T01:54:25.903251] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:25.903313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:25.908144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:25.909918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:25.910390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:25.910796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:25.954063] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:25.960205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:26.011954] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 50.9s | Global ETA: 1h 44m 3s [2025-11-22T01:54:26.013207] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:26.013271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:26.143083] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:54:26.145048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:26.289270] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.58% | Symbol ETA: 5.1s | Global ETA: 1h 44m 4s [2025-11-22T01:54:26.290165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:26.290225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:26.294967] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:26.295694] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:26.297631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:26.299453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:26.403589] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.49% | Symbol ETA: 40.7s | Global ETA: 1h 44m 5s [2025-11-22T01:54:26.404567] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:26.404632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:26.409567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:26.453744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:26.542295] [INFO ] [main ] BV: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 1.9s | Global ETA: 1h 44m 5s [2025-11-22T01:54:26.543185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:26.543247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:26.547965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:26.549693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:26.550164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:26.550549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:26.593782] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:26.599491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:26.746711] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.80% | Symbol ETA: 50.1s | Global ETA: 1h 44m 6s [2025-11-22T01:54:26.917306] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.57%, Actual: 0.65% [2025-11-22T01:54:26.984561] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.05% | Symbol ETA: 4.4s | Global ETA: 1h 44m 7s [2025-11-22T01:54:26.985505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:26.985567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:26.990393] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:26.991150] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:26.993127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:26.994903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.018272] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 40.1s | Global ETA: 1h 44m 8s [2025-11-22T01:54:27.019487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:27.019547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:27.024326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:27.068578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.091393] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.40% [2025-11-22T01:54:27.181752] [INFO ] [main ] BV: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 1.3s | Global ETA: 1h 44m 8s [2025-11-22T01:54:27.182616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:27.182698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:27.187423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:27.189164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:27.189633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:27.190041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:27.233215] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:27.238988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.263911] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.99%, Actual: 0.25% [2025-11-22T01:54:27.437090] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 1.26% [2025-11-22T01:54:27.606521] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 2.72% [2025-11-22T01:54:27.630289] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 39.5s | Global ETA: 1h 44m 10s [2025-11-22T01:54:27.631176] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:27.631236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:27.636016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:27.680170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.708714] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.63% | Symbol ETA: 3.7s | Global ETA: 1h 44m 11s [2025-11-22T01:54:27.709766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:27.709829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:27.715230] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:27.716014] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:27.718184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:27.720071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.776047] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.02%, Actual: 1.75% [2025-11-22T01:54:27.821471] [INFO ] [main ] BV: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 0.6s | Global ETA: 1h 44m 11s [2025-11-22T01:54:27.822368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:54:27.822430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:27.827193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:27.828939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:27.829410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:54:27.829814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:27.872968] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:54:27.878701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:27.948241] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 0.48% [2025-11-22T01:54:28.125615] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.09%, Actual: 3.14% [2025-11-22T01:54:28.243461] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 38.9s | Global ETA: 1h 44m 13s [2025-11-22T01:54:28.244344] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:28.244404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:28.249182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:28.293087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:28.298913] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.75% [2025-11-22T01:54:28.453123] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 3.0s | Global ETA: 1h 44m 14s [2025-11-22T01:54:28.454058] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:28.454120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:28.459214] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:28.460275] [INFO ] [main ] BV: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 0.0s | Global ETA: 1h 44m 14s [2025-11-22T01:54:28.460045] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:28.466287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:28.468296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:28.469958] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.80%, Actual: 0.18% [2025-11-22T01:54:28.470188] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.1996% [2025-11-22T01:54:28.470245] [INFO ] [main ] IIIN: DISCARDED add_fullday_parkinson_range (score: 37.20%) [2025-11-22T01:54:28.470286] [INFO ] [main ] IIIN: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:54:28.470319] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T01:54:28.470354] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:28.482671] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:28.483912] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:28.483973] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:28.614219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:28.627401] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 2.27%, Actual: 5.45% [2025-11-22T01:54:28.661524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:28.792658] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.28%, Actual: 4.39% [2025-11-22T01:54:28.854686] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 38.3s | Global ETA: 1h 44m 16s [2025-11-22T01:54:28.855557] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:28.855618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:28.860394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:28.903862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:28.975280] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -3.01%, Actual: 1.63% [2025-11-22T01:54:29.142096] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 2.18% [2025-11-22T01:54:29.190496] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -6.51% | Symbol ETA: 2.3s | Global ETA: 1h 44m 18s [2025-11-22T01:54:29.191396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:29.191457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:29.196167] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:29.196895] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:29.199547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:29.201713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:29.263857] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -2.38% | Symbol ETA: 50.5s | Global ETA: 1h 44m 18s [2025-11-22T01:54:29.264814] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:29.264875] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:29.307765] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 2.43%, Actual: 0.25% [2025-11-22T01:54:29.391886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:29.437547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:29.465732] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 37.7s | Global ETA: 1h 44m 19s [2025-11-22T01:54:29.466605] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:29.466685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:29.471481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:29.474003] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 2.59% [2025-11-22T01:54:29.515220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:29.639418] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 1.45% [2025-11-22T01:54:29.807804] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 2.77% [2025-11-22T01:54:29.896476] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 1.6s | Global ETA: 1h 44m 21s [2025-11-22T01:54:29.973112] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.89% [2025-11-22T01:54:30.046232] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 49.7s | Global ETA: 1h 44m 22s [2025-11-22T01:54:30.047151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:30.047257] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:30.067204] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.72%, Actual: 0.93% [2025-11-22T01:54:30.079905] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 37.0s | Global ETA: 1h 44m 22s [2025-11-22T01:54:30.080783] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:30.080842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:30.085552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:30.129224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:30.140067] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.29% [2025-11-22T01:54:30.140262] [INFO ] [main ] BV: Magnitude Forecast Confidence: 35.3686% [2025-11-22T01:54:30.140349] [INFO ] [main ] BV: DISCARDED add_vwap_deviations (score: 35.37%) [2025-11-22T01:54:30.140388] [INFO ] [main ] BV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:54:30.140419] [INFO ] [main ] BV: Best accuracy: 55.76% [2025-11-22T01:54:30.140451] [INFO ] [main ] BV: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T01:54:30.140481] [INFO ] [main ] BV: Improvement over baseline: 21.91% [2025-11-22T01:54:30.140508] [INFO ] [main ] BV: Total time: 7.2 minutes [2025-11-22T01:54:30.140534] [INFO ] [main ] BV: Average time per feature: 8.3 seconds [2025-11-22T01:54:30.140561] [INFO ] [main ] BV: Average speed: 0.12 features/sec [2025-11-22T01:54:30.171521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:30.214914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:30.245447] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 2.85%, Actual: 0.77% [2025-11-22T01:54:30.306914] [DEBUG] [METRICS ] BV: 2025-11-20:2025-11-21: Predicted: 1.79%, Actual: 5.45% [2025-11-22T01:54:30.416475] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -3.82%, Actual: 3.34% [2025-11-22T01:54:30.473053] [DEBUG] [METRICS ] BV: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 4.39% [2025-11-22T01:54:30.583181] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 2.93% [2025-11-22T01:54:30.638903] [DEBUG] [METRICS ] BV: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 1.63% [2025-11-22T01:54:30.691859] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 36.4s | Global ETA: 1h 44m 25s [2025-11-22T01:54:30.692747] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:30.692807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:30.697585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:30.740632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:30.754492] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.58%, Actual: 4.03% [2025-11-22T01:54:30.805575] [DEBUG] [METRICS ] BV: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 2.18% [2025-11-22T01:54:30.827718] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.56% | Symbol ETA: 48.9s | Global ETA: 1h 44m 25s [2025-11-22T01:54:30.828795] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:30.828859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:30.922902] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.05%, Actual: 4.19% [2025-11-22T01:54:30.960174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:30.972211] [DEBUG] [METRICS ] BV: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 0.25% [2025-11-22T01:54:31.003838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:31.100159] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.63%, Actual: 2.10% [2025-11-22T01:54:31.139691] [DEBUG] [METRICS ] BV: 2025-11-13:2025-11-14: Predicted: -3.32%, Actual: 2.59% [2025-11-22T01:54:31.274508] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 2.84% [2025-11-22T01:54:31.307513] [DEBUG] [METRICS ] BV: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 1.45% [2025-11-22T01:54:31.307839] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 35.8s | Global ETA: 1h 44m 28s [2025-11-22T01:54:31.308728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:31.308787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:31.313529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:31.356466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:31.446399] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.51%, Actual: 1.37% [2025-11-22T01:54:31.481943] [DEBUG] [METRICS ] BV: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 2.77% [2025-11-22T01:54:31.598055] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.75% | Symbol ETA: 48.1s | Global ETA: 1h 44m 29s [2025-11-22T01:54:31.598977] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:31.599037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:31.619363] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 1.62% [2025-11-22T01:54:31.619559] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 47.0835% [2025-11-22T01:54:31.619639] [INFO ] [main ] GNRC: DISCARDED add_true_range (score: 47.08%) [2025-11-22T01:54:31.619702] [INFO ] [main ] GNRC: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:54:31.619734] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_vol_of_vol'] [2025-11-22T01:54:31.619770] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:31.633825] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:31.635229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:31.635290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:31.640230] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:31.640980] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:31.642952] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:31.644083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:31.650950] [DEBUG] [METRICS ] BV: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.89% [2025-11-22T01:54:31.722690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:31.767320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:31.823110] [DEBUG] [METRICS ] BV: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.29% [2025-11-22T01:54:31.823809] [INFO ] [LOCAL ] Saved configuration for BV: 5 features, 55.76% accuracy -> ./output/feature-sets/BV.json [2025-11-22T01:54:31.825217] [INFO ] [main ] Progress: 11/57 symbols completed (19.3%). BV finished in 7m 19s. ETA: 1h 32m 59s. Rate: 0.49 symbols/min [2025-11-22T01:54:31.830714] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:54:31.844737] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:31.845466] [INFO ] [main ] GPI: Testing with 53 available features [2025-11-22T01:54:31.845518] [INFO ] [main ] GPI: Establishing baseline with no features... [2025-11-22T01:54:31.845907] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:54:31.858785] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:31.860188] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:31.920253] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.43% | Symbol ETA: 35.2s | Global ETA: 1h 32m 59s [2025-11-22T01:54:32.089722] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.49%, Actual: 0.22% [2025-11-22T01:54:32.254962] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 0.34% [2025-11-22T01:54:32.356763] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.83% | Symbol ETA: 7.9s | Global ETA: 1h 33m 1s [2025-11-22T01:54:32.357752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:32.357817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:32.360124] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -4.94% | Symbol ETA: 47.3s | Global ETA: 1h 33m 1s [2025-11-22T01:54:32.361013] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:32.361075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:32.363053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:32.363821] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:32.365907] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:32.367086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:32.422457] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.93% [2025-11-22T01:54:32.484405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:32.527498] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.17% [2025-11-22T01:54:32.527575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:32.528431] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:32.589507] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.52% [2025-11-22T01:54:32.756206] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 1.38% [2025-11-22T01:54:32.923553] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 1.96% [2025-11-22T01:54:33.070062] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 7.1s | Global ETA: 1h 33m 4s [2025-11-22T01:54:33.071061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:33.071124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:33.075940] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:33.076690] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:33.078666] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:33.079776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:33.091895] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 3.26% [2025-11-22T01:54:33.126107] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 46.6s | Global ETA: 1h 33m 4s [2025-11-22T01:54:33.127436] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:33.127498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:33.196760] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.20% [2025-11-22T01:54:33.197731] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:33.250231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:33.257568] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.99% [2025-11-22T01:54:33.294247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:33.423390] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 1.50% [2025-11-22T01:54:33.591412] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.43%, Actual: 0.79% [2025-11-22T01:54:33.591588] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.4795% [2025-11-22T01:54:33.591685] [INFO ] [main ] ADT: DISCARDED add_gap_fill_state (score: 45.48%) [2025-11-22T01:54:33.591729] [INFO ] [main ] ADT: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:54:33.591761] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite'] [2025-11-22T01:54:33.591795] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:33.602948] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:33.604345] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:33.604404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:33.609211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:33.610196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:33.776518] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.08% | Symbol ETA: 6.4s | Global ETA: 1h 33m 7s [2025-11-22T01:54:33.778149] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:33.778210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:33.783003] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:33.783737] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:33.785685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:33.786794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:33.849947] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.60% [2025-11-22T01:54:33.850889] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:33.885384] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 45.8s | Global ETA: 1h 33m 7s [2025-11-22T01:54:33.886329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:33.886393] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:34.009297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:34.057092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:34.173854] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.33% | Symbol ETA: 37.9s | Global ETA: 1h 33m 9s [2025-11-22T01:54:34.174752] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:34.174811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:34.179497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:34.180463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:34.473633] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.00% | Symbol ETA: 5.6s | Global ETA: 1h 33m 10s [2025-11-22T01:54:34.474540] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:34.474601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:34.482888] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:34.483600] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:34.485561] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:34.486691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:34.508913] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.31% [2025-11-22T01:54:34.509858] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:34.652611] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.81% | Symbol ETA: 45.0s | Global ETA: 1h 33m 11s [2025-11-22T01:54:34.653508] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:34.653569] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:34.744247] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 37.4s | Global ETA: 1h 33m 11s [2025-11-22T01:54:34.745136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:34.745196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:34.749946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:34.750914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:34.777151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:34.820373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:35.166366] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -2.67% [2025-11-22T01:54:35.167349] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:35.180558] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 4.9s | Global ETA: 1h 33m 13s [2025-11-22T01:54:35.181458] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:35.181519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:35.186288] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:35.187015] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:35.189036] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:35.190229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:35.313112] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 36.8s | Global ETA: 1h 33m 13s [2025-11-22T01:54:35.314012] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:35.314073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:35.318877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:35.319850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:35.414424] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.03% | Symbol ETA: 44.2s | Global ETA: 1h 33m 14s [2025-11-22T01:54:35.415370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:35.415431] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:35.543261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:54:35.588182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:35.815109] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.05% [2025-11-22T01:54:35.816020] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:35.879483] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.85% | Symbol ETA: 4.2s | Global ETA: 1h 33m 16s [2025-11-22T01:54:35.880425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:35.880489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:35.883420] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 36.2s | Global ETA: 1h 33m 16s [2025-11-22T01:54:35.884305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:35.884365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:35.885514] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:35.886272] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:35.888545] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:35.889199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:35.889700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:35.890207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:36.189673] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -1.17% | Symbol ETA: 43.5s | Global ETA: 1h 33m 17s [2025-11-22T01:54:36.359223] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -2.38%, Actual: 0.65% [2025-11-22T01:54:36.451518] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 35.7s | Global ETA: 1h 33m 18s [2025-11-22T01:54:36.452418] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:36.452479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:36.457246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:36.458219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:36.472380] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.03% [2025-11-22T01:54:36.473302] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:36.526113] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.40% [2025-11-22T01:54:36.571096] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.77% | Symbol ETA: 3.5s | Global ETA: 1h 33m 19s [2025-11-22T01:54:36.572005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:36.572066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:36.576772] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:36.577524] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:36.579445] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:36.580560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:36.693780] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.56%, Actual: 0.25% [2025-11-22T01:54:36.865150] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 1.26% [2025-11-22T01:54:37.022424] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 35.1s | Global ETA: 1h 33m 21s [2025-11-22T01:54:37.023311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:37.023372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:37.028158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:37.029183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:37.033582] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -4.94%, Actual: 2.72% [2025-11-22T01:54:37.123567] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.82% [2025-11-22T01:54:37.124518] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:37.200108] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 1.75% [2025-11-22T01:54:37.287081] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 2.8s | Global ETA: 1h 33m 22s [2025-11-22T01:54:37.287995] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:37.288055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:37.292815] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:37.293500] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:37.295429] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:37.296548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:37.367484] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.48% [2025-11-22T01:54:37.534041] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.81%, Actual: 3.14% [2025-11-22T01:54:37.591773] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 34.5s | Global ETA: 1h 33m 23s [2025-11-22T01:54:37.592654] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:37.592715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:37.597461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:37.598436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:37.703240] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 0.75% [2025-11-22T01:54:37.766978] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.54% [2025-11-22T01:54:37.767940] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:54:37.873943] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -1.17%, Actual: 0.18% [2025-11-22T01:54:37.874153] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 49.5800% [2025-11-22T01:54:37.874242] [INFO ] [main ] IIIN: DISCARDED add_gap_fill_state (score: 49.58%) [2025-11-22T01:54:37.874286] [INFO ] [main ] IIIN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:54:37.874320] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T01:54:37.874357] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:37.886856] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:37.888221] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:37.888285] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:37.977612] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -2.51% | Symbol ETA: 2.1s | Global ETA: 1h 33m 25s [2025-11-22T01:54:37.978528] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:37.978590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:37.983377] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:37.984154] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:37.986095] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:37.987233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:38.017567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:38.018749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:38.161658] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 34.0s | Global ETA: 1h 33m 25s [2025-11-22T01:54:38.162550] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:38.162974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:38.167751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:38.168726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:38.429977] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.64% [2025-11-22T01:54:38.597716] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 1.90% [2025-11-22T01:54:38.625055] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 46.1s | Global ETA: 1h 33m 27s [2025-11-22T01:54:38.625991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:38.626054] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:38.680930] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 1.4s | Global ETA: 1h 33m 27s [2025-11-22T01:54:38.731907] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 33.4s | Global ETA: 1h 33m 28s [2025-11-22T01:54:38.732805] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:38.732866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:38.737696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:38.738694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:38.756810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:38.758064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:38.770586] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 1.03% [2025-11-22T01:54:38.847730] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.83%, Actual: 0.93% [2025-11-22T01:54:38.946269] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.17% [2025-11-22T01:54:39.012939] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 0.77% [2025-11-22T01:54:39.121923] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.31%, Actual: 0.18% [2025-11-22T01:54:39.182372] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.08%, Actual: 3.34% [2025-11-22T01:54:39.298878] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -2.67%, Actual: 0.77% [2025-11-22T01:54:39.301481] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 32.8s | Global ETA: 1h 33m 30s [2025-11-22T01:54:39.347240] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 2.93% [2025-11-22T01:54:39.363207] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 45.4s | Global ETA: 1h 33m 30s [2025-11-22T01:54:39.364104] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:39.364166] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:39.468769] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.33%, Actual: 0.22% [2025-11-22T01:54:39.476436] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 0.45% [2025-11-22T01:54:39.492190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:39.493379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:39.532959] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: 1.30%, Actual: 4.03% [2025-11-22T01:54:39.635336] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 0.34% [2025-11-22T01:54:39.656206] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.38% [2025-11-22T01:54:39.703843] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.85%, Actual: 4.19% [2025-11-22T01:54:39.803446] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.93% [2025-11-22T01:54:39.834289] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.82%, Actual: 3.46% [2025-11-22T01:54:39.871094] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 2.10% [2025-11-22T01:54:39.970822] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 2.52% [2025-11-22T01:54:40.013347] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.54%, Actual: 1.98% [2025-11-22T01:54:40.040051] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 2.84% [2025-11-22T01:54:40.099751] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.57% | Symbol ETA: 44.7s | Global ETA: 1h 33m 33s [2025-11-22T01:54:40.100622] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:40.101063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:40.138315] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 1.38% [2025-11-22T01:54:40.186150] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 0.56% [2025-11-22T01:54:40.186415] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 37.9672% [2025-11-22T01:54:40.186468] [INFO ] [main ] GPI: Baseline score (no features): 37.9672% [2025-11-22T01:54:40.186508] [INFO ] [main ] GPI: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:40.186539] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:54:40.186573] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:54:40.199938] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:40.201329] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:40.201388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:40.206185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:40.210118] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -2.51%, Actual: 1.37% [2025-11-22T01:54:40.228516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:40.229794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:40.306104] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 1.96% [2025-11-22T01:54:40.380445] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 0.70%, Actual: 1.62% [2025-11-22T01:54:40.380672] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 55.3775% [2025-11-22T01:54:40.380759] [INFO ] [main ] GNRC: DISCARDED add_vol_of_vol (score: 55.38%) [2025-11-22T01:54:40.380802] [INFO ] [main ] GNRC: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:54:40.380834] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_volatility_decay_ratio'] [2025-11-22T01:54:40.380866] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:40.395022] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:40.397615] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:40.399789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:40.404717] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:40.405498] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:40.407496] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:40.408761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:40.472418] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 3.26% [2025-11-22T01:54:40.639681] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.99% [2025-11-22T01:54:40.806675] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 1.50% [2025-11-22T01:54:40.829527] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 43.9s | Global ETA: 1h 33m 36s [2025-11-22T01:54:40.830479] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:40.830542] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:40.862366] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.81% | Symbol ETA: 5m 50s | Global ETA: 1h 33m 37s [2025-11-22T01:54:40.863272] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:40.863332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:40.868120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:40.959132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:40.960369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:40.973841] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 0.79% [2025-11-22T01:54:40.974038] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.1590% [2025-11-22T01:54:40.974124] [INFO ] [main ] ADT: DISCARDED add_gap_morning_composite (score: 44.16%) [2025-11-22T01:54:40.974166] [INFO ] [main ] ADT: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:54:40.974196] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state'] [2025-11-22T01:54:40.974229] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:40.985553] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:40.986790] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:40.986850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:40.991701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:41.048193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:41.118436] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.94% | Symbol ETA: 7.6s | Global ETA: 1h 33m 38s [2025-11-22T01:54:41.120043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:41.120106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:41.124959] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:41.125705] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:41.127696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:41.128883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:41.520356] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 5m 48s | Global ETA: 1h 33m 39s [2025-11-22T01:54:41.521252] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:41.521312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:41.526062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:41.560488] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 43.2s | Global ETA: 1h 33m 40s [2025-11-22T01:54:41.561478] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:41.561543] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:41.609274] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.53% | Symbol ETA: 33.1s | Global ETA: 1h 33m 40s [2025-11-22T01:54:41.610161] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:41.610221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:41.615021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:41.671352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:41.691071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:41.692315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:41.813794] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 6.8s | Global ETA: 1h 33m 41s [2025-11-22T01:54:41.814687] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:41.814748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:41.819500] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:41.820272] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:41.822224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:41.823417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.180427] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.18% | Symbol ETA: 5m 48s | Global ETA: 1h 33m 42s [2025-11-22T01:54:42.181312] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:42.181372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:42.186169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.234091] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 32.5s | Global ETA: 1h 33m 42s [2025-11-22T01:54:42.234978] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:42.235038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:42.239780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:42.290736] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.80% | Symbol ETA: 42.4s | Global ETA: 1h 33m 43s [2025-11-22T01:54:42.291634] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:42.291716] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:42.295132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.418628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:42.420007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.508454] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -7.32% | Symbol ETA: 6.1s | Global ETA: 1h 33m 44s [2025-11-22T01:54:42.509341] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:42.509404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:42.514167] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:42.514909] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:42.516864] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:42.518073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.857215] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 5m 49s | Global ETA: 1h 33m 45s [2025-11-22T01:54:42.858152] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:42.858229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:42.858254] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 31.9s | Global ETA: 1h 33m 45s [2025-11-22T01:54:42.859140] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:42.859200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:42.863217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:42.864010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:42.920533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.025549] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 41.7s | Global ETA: 1h 33m 46s [2025-11-22T01:54:43.026441] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:43.026502] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:43.149004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:43.150194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.206594] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.75% | Symbol ETA: 5.4s | Global ETA: 1h 33m 46s [2025-11-22T01:54:43.207516] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:43.207579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:43.212513] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:43.213261] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:43.215292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:43.216509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.481986] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 31.3s | Global ETA: 1h 33m 48s [2025-11-22T01:54:43.482875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:43.482936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:43.487674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:43.530189] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 5m 50s | Global ETA: 1h 33m 48s [2025-11-22T01:54:43.531192] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:43.531254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:43.536154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.543712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.741538] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 41.0s | Global ETA: 1h 33m 49s [2025-11-22T01:54:43.742418] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:43.742479] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:43.890428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:43.891568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:43.909057] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -5.54% | Symbol ETA: 4.7s | Global ETA: 1h 33m 49s [2025-11-22T01:54:43.909950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:43.910012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:43.914798] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:43.915505] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:43.917515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:43.918747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.108910] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.64% | Symbol ETA: 30.6s | Global ETA: 1h 33m 50s [2025-11-22T01:54:44.109802] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:44.110211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:44.115012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:44.169949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.196268] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 5m 49s | Global ETA: 1h 33m 51s [2025-11-22T01:54:44.197252] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:44.197316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:44.202379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.484332] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -3.25% | Symbol ETA: 40.2s | Global ETA: 1h 33m 52s [2025-11-22T01:54:44.485286] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:44.485347] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:44.609959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:54:44.611205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.615251] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.70% | Symbol ETA: 4.0s | Global ETA: 1h 33m 52s [2025-11-22T01:54:44.616157] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:44.616219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:44.621011] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:44.621761] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:44.623687] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:44.624878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.730178] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 30.0s | Global ETA: 1h 33m 53s [2025-11-22T01:54:44.731072] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:44.731132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:44.735884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:44.791885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:44.876425] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 5m 49s | Global ETA: 1h 33m 53s [2025-11-22T01:54:44.877338] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:44.877400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:44.882173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:45.227839] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 39.5s | Global ETA: 1h 33m 55s [2025-11-22T01:54:45.325697] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 3.3s | Global ETA: 1h 33m 55s [2025-11-22T01:54:45.326661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:45.326727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:45.331991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:45.336139] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:45.339747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:45.341185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:45.354315] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 29.4s | Global ETA: 1h 33m 55s [2025-11-22T01:54:45.355215] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:45.355297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:45.360048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:45.399805] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 0.65% [2025-11-22T01:54:45.415371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:45.569747] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 5m 50s | Global ETA: 1h 33m 56s [2025-11-22T01:54:45.570837] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:45.570901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:45.572813] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.40% [2025-11-22T01:54:45.576144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:45.739207] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.57%, Actual: 0.25% [2025-11-22T01:54:45.906997] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.30%, Actual: 1.26% [2025-11-22T01:54:45.975004] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.02% | Symbol ETA: 28.8s | Global ETA: 1h 33m 58s [2025-11-22T01:54:45.975916] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:45.975977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:45.980728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:46.035135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:46.047826] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 2.6s | Global ETA: 1h 33m 58s [2025-11-22T01:54:46.048772] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:46.048832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:46.053573] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:46.054334] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:46.056290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:46.057522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:46.072801] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 2.72% [2025-11-22T01:54:46.239585] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.80%, Actual: 1.75% [2025-11-22T01:54:46.242357] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.63% | Symbol ETA: 5m 50s | Global ETA: 1h 33m 59s [2025-11-22T01:54:46.243459] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:54:46.243522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:46.248568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:46.406206] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.48% [2025-11-22T01:54:46.577480] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 3.14% [2025-11-22T01:54:46.595529] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.92% | Symbol ETA: 28.1s | Global ETA: 1h 34m 1s [2025-11-22T01:54:46.596533] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:46.596594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:46.601363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:46.655923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:46.739473] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.90% | Symbol ETA: 1.8s | Global ETA: 1h 34m 1s [2025-11-22T01:54:46.740418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:46.740481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:46.744622] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -3.25%, Actual: 0.75% [2025-11-22T01:54:46.745330] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:46.746076] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:46.748077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:54:46.749295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:46.913809] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.16%, Actual: 0.18% [2025-11-22T01:54:46.914056] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 41.7250% [2025-11-22T01:54:46.914158] [INFO ] [main ] IIIN: DISCARDED add_gap_morning_composite (score: 41.73%) [2025-11-22T01:54:46.914200] [INFO ] [main ] IIIN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:54:46.914232] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T01:54:46.914267] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:46.919331] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 5m 49s | Global ETA: 1h 34m 2s [2025-11-22T01:54:46.926672] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:46.928213] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:46.928283] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:47.060605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:47.091177] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.81%, Actual: 1.90% [2025-11-22T01:54:47.115439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:47.213604] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 27.5s | Global ETA: 1h 34m 3s [2025-11-22T01:54:47.261677] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 1.03% [2025-11-22T01:54:47.380885] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.53%, Actual: 0.22% [2025-11-22T01:54:47.433189] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 1.17% [2025-11-22T01:54:47.449309] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 1.1s | Global ETA: 1h 34m 4s [2025-11-22T01:54:47.546904] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.34% [2025-11-22T01:54:47.608862] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.18% [2025-11-22T01:54:47.617346] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.94%, Actual: 0.93% [2025-11-22T01:54:47.712754] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 0.93% [2025-11-22T01:54:47.723919] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 40.9s | Global ETA: 1h 34m 5s [2025-11-22T01:54:47.724893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:47.724955] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:47.782390] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.77% [2025-11-22T01:54:47.787355] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.77% [2025-11-22T01:54:47.855606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:47.877497] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.52% [2025-11-22T01:54:47.910495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:47.948999] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -7.32%, Actual: 3.34% [2025-11-22T01:54:47.976894] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 0.45% [2025-11-22T01:54:48.042836] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.64%, Actual: 1.38% [2025-11-22T01:54:48.116709] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.75%, Actual: 2.93% [2025-11-22T01:54:48.159239] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.38% [2025-11-22T01:54:48.208826] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 1.96% [2025-11-22T01:54:48.286846] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -5.54%, Actual: 4.03% [2025-11-22T01:54:48.336625] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.61%, Actual: 3.46% [2025-11-22T01:54:48.373167] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 3.26% [2025-11-22T01:54:48.460431] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.70%, Actual: 4.19% [2025-11-22T01:54:48.510752] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 1.98% [2025-11-22T01:54:48.512505] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 2.98% | Symbol ETA: 40.0s | Global ETA: 1h 34m 9s [2025-11-22T01:54:48.513488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:48.513552] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:48.539689] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.02%, Actual: 0.99% [2025-11-22T01:54:48.627153] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 2.10% [2025-11-22T01:54:48.658083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:48.682414] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -2.26%, Actual: 0.56% [2025-11-22T01:54:48.682764] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 38.1321% [2025-11-22T01:54:48.682827] [INFO ] [main ] GPI: KEPT add_afternoon_v_morning_volatility_mix (score: 38.13%) [2025-11-22T01:54:48.682866] [INFO ] [main ] GPI: Testing feature 2/53: add_atr [2025-11-22T01:54:48.682898] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:54:48.682938] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:54:48.700396] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:48.702277] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:48.702340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:48.705745] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.92%, Actual: 1.50% [2025-11-22T01:54:48.707248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:48.709098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:48.709610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:48.717960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:48.794042] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 2.84% [2025-11-22T01:54:48.871835] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 0.79% [2025-11-22T01:54:48.872032] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 53.6860% [2025-11-22T01:54:48.872141] [INFO ] [main ] ADT: KEPT add_gap_resolution_state (score: 53.69%) [2025-11-22T01:54:48.872185] [INFO ] [main ] ADT: Testing feature 13/53: add_gaps [2025-11-22T01:54:48.872217] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_gaps'] [2025-11-22T01:54:48.872251] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:48.883470] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:48.884937] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:48.885011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:48.889810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:48.946960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:48.947879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:48.965964] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.90%, Actual: 1.37% [2025-11-22T01:54:49.138164] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 1.62% [2025-11-22T01:54:49.138416] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 50.9458% [2025-11-22T01:54:49.138514] [INFO ] [main ] GNRC: DISCARDED add_volatility_decay_ratio (score: 50.95%) [2025-11-22T01:54:49.138561] [INFO ] [main ] GNRC: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T01:54:49.138598] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T01:54:49.138664] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:49.153133] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:49.154614] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:49.154698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:49.159631] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:49.160394] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:49.162457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:49.164401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:49.164911] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:49.166017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:49.168143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:49.322011] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.35% | Symbol ETA: 39.3s | Global ETA: 1h 34m 12s [2025-11-22T01:54:49.322928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:49.322989] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:49.385445] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 7m 19s | Global ETA: 1h 34m 12s [2025-11-22T01:54:49.386489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:49.386552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:49.391477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:49.393294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:49.393812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:49.447801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:49.501906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:49.511925] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.07% | Symbol ETA: 32.0s | Global ETA: 1h 34m 13s [2025-11-22T01:54:49.512840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:49.512900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:49.517625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:49.574038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:49.574861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:49.868557] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 3.82% | Symbol ETA: 7.4s | Global ETA: 1h 34m 14s [2025-11-22T01:54:49.869487] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:49.869550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:49.874321] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:49.875043] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:49.877004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:49.878872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:49.879334] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:49.880405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:49.882407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.053839] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.12% | Symbol ETA: 7m 19s | Global ETA: 1h 34m 15s [2025-11-22T01:54:50.055049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:50.055116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:50.060300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:50.062380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:50.062927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.096085] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.92% | Symbol ETA: 38.4s | Global ETA: 1h 34m 15s [2025-11-22T01:54:50.096999] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:50.097060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:50.139841] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 31.3s | Global ETA: 1h 34m 15s [2025-11-22T01:54:50.141089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:50.141151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:50.145908] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:50.201823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:50.202612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.220969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:50.276121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.572206] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 6.6s | Global ETA: 1h 34m 17s [2025-11-22T01:54:50.573102] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:50.573165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:50.577964] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:50.578700] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:50.585027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:50.586816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:50.587330] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:50.588392] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:50.590410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.746281] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 7m 18s | Global ETA: 1h 34m 18s [2025-11-22T01:54:50.747350] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:50.747418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:50.752459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:50.754407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:50.754940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.766308] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 30.7s | Global ETA: 1h 34m 18s [2025-11-22T01:54:50.767239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:50.767299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:50.772131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:50.827362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:50.828217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:50.866385] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.14% | Symbol ETA: 37.6s | Global ETA: 1h 34m 18s [2025-11-22T01:54:50.867311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:50.867372] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:50.990162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:51.044296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:51.294375] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -6.05% | Symbol ETA: 5.9s | Global ETA: 1h 34m 20s [2025-11-22T01:54:51.295299] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:51.295365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:51.300289] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:51.301039] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:51.303058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:51.304849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:51.305336] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:51.306405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:51.308451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:51.390999] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 30.1s | Global ETA: 1h 34m 21s [2025-11-22T01:54:51.391891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:51.391952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:51.396708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:51.428253] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 7m 17s | Global ETA: 1h 34m 21s [2025-11-22T01:54:51.429166] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:51.429229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:51.435086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:51.437571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:51.438216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:51.451731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:51.452516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:51.648535] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.58% | Symbol ETA: 36.8s | Global ETA: 1h 34m 22s [2025-11-22T01:54:51.649434] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:51.649495] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:51.775463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:51.830220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.019421] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 29.5s | Global ETA: 1h 34m 23s [2025-11-22T01:54:52.020317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:52.020378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.020722] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -2.67% | Symbol ETA: 5.2s | Global ETA: 1h 34m 23s [2025-11-22T01:54:52.021600] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:52.021693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.025193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:52.026408] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:52.027161] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:52.029173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:52.030907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:52.031377] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:52.032413] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:52.034437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.081229] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:52.082266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.122395] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.34% | Symbol ETA: 7m 17s | Global ETA: 1h 34m 24s [2025-11-22T01:54:52.123293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:52.123354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.128194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:52.129972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:52.130449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.428450] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.97% | Symbol ETA: 36.1s | Global ETA: 1h 34m 25s [2025-11-22T01:54:52.429346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:52.429407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:52.551821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:52.605612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.643434] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 28.8s | Global ETA: 1h 34m 26s [2025-11-22T01:54:52.644335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:52.644395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.649127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:52.704257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:52.705089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.725777] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 4.5s | Global ETA: 1h 34m 26s [2025-11-22T01:54:52.726701] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:52.726766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.731535] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:52.732276] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:52.734215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:52.735986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:52.736455] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:52.737550] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:52.739521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:52.809902] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 7m 16s | Global ETA: 1h 34m 27s [2025-11-22T01:54:52.811194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:52.811266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:52.816627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:52.818603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:52.819159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:53.207826] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 35.3s | Global ETA: 1h 34m 28s [2025-11-22T01:54:53.208834] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:53.208898] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:53.267728] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.33% | Symbol ETA: 28.2s | Global ETA: 1h 34m 28s [2025-11-22T01:54:53.268605] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:53.268685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:53.273447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:53.328141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:53.329116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:53.332544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:53.387611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:53.459008] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 4.24% | Symbol ETA: 3.8s | Global ETA: 1h 34m 29s [2025-11-22T01:54:53.459993] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:53.460058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:53.465076] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:53.465916] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:53.467981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:53.469807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:53.470334] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:53.471394] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:53.473438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:53.526531] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 7m 15s | Global ETA: 1h 34m 30s [2025-11-22T01:54:53.527742] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:53.527824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:53.533494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:53.536017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:53.536549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:53.900999] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 27.6s | Global ETA: 1h 34m 31s [2025-11-22T01:54:53.901920] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:53.901980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:53.906927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:53.962958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:53.963790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.032663] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 34.5s | Global ETA: 1h 34m 32s [2025-11-22T01:54:54.033590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:54.033672] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:54.163752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:54.196458] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 3.1s | Global ETA: 1h 34m 32s [2025-11-22T01:54:54.197379] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:54.197441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:54.202284] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:54.203011] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:54.204975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:54.206743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:54.207243] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:54.208279] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:54.210275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.220316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.285860] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 7m 15s | Global ETA: 1h 34m 33s [2025-11-22T01:54:54.286961] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:54.287026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:54.292397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:54.294362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:54.294920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.556256] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 27.0s | Global ETA: 1h 34m 34s [2025-11-22T01:54:54.557171] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:54.557233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:54.561937] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:54.617148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:54.617968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.827961] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 33.7s | Global ETA: 1h 34m 35s [2025-11-22T01:54:54.917562] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 2.4s | Global ETA: 1h 34m 35s [2025-11-22T01:54:54.918490] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:54.918553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:54.928405] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:54.929198] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:54.931198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:54.933007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:54.933486] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:54.934531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:54.936521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:54.995754] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.65% [2025-11-22T01:54:55.004373] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -3.01% | Symbol ETA: 7m 14s | Global ETA: 1h 34m 36s [2025-11-22T01:54:55.005418] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:55.005482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:55.010518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:55.012388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:55.012928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:55.163939] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 2.98%, Actual: 0.40% [2025-11-22T01:54:55.181054] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 26.3s | Global ETA: 1h 34m 36s [2025-11-22T01:54:55.344228] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.35%, Actual: 0.25% [2025-11-22T01:54:55.347891] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.07%, Actual: 0.22% [2025-11-22T01:54:55.510782] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.92%, Actual: 1.26% [2025-11-22T01:54:55.514584] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.34% [2025-11-22T01:54:55.644585] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -2.89% | Symbol ETA: 1.7s | Global ETA: 1h 34m 38s [2025-11-22T01:54:55.645666] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:54:55.645732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:55.650727] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:55.651500] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:55.653544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:55.655385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:55.655919] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:54:55.657163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T01:54:55.659303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:55.680169] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.14%, Actual: 2.72% [2025-11-22T01:54:55.680094] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 0.93% [2025-11-22T01:54:55.702066] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 7m 13s | Global ETA: 1h 34m 39s [2025-11-22T01:54:55.846694] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 2.52% [2025-11-22T01:54:55.847003] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.58%, Actual: 1.75% [2025-11-22T01:54:55.880377] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 1.90% [2025-11-22T01:54:56.013564] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.72%, Actual: 1.38% [2025-11-22T01:54:56.016145] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 0.48% [2025-11-22T01:54:56.067887] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.12%, Actual: 1.03% [2025-11-22T01:54:56.179821] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 1.96% [2025-11-22T01:54:56.188092] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.96%, Actual: 3.14% [2025-11-22T01:54:56.252308] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.17% [2025-11-22T01:54:56.345148] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.33%, Actual: 3.26% [2025-11-22T01:54:56.360544] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 0.75% [2025-11-22T01:54:56.365044] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 0.9s | Global ETA: 1h 34m 41s [2025-11-22T01:54:56.432828] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.18% [2025-11-22T01:54:56.512408] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.99% [2025-11-22T01:54:56.534882] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 0.18% [2025-11-22T01:54:56.535301] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 39.1066% [2025-11-22T01:54:56.535393] [INFO ] [main ] IIIN: DISCARDED add_gap_resolution_state (score: 39.11%) [2025-11-22T01:54:56.535434] [INFO ] [main ] IIIN: Testing feature 13/53: add_gaps [2025-11-22T01:54:56.535467] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_gaps'] [2025-11-22T01:54:56.535501] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:54:56.538728] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.82%, Actual: 0.93% [2025-11-22T01:54:56.548507] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:56.550437] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:56.550498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:56.620278] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.34%, Actual: 0.77% [2025-11-22T01:54:56.683956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:56.685271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:56.690847] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 1.50% [2025-11-22T01:54:56.716871] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.17%, Actual: 0.77% [2025-11-22T01:54:56.821267] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 0.45% [2025-11-22T01:54:56.890797] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -6.05%, Actual: 3.34% [2025-11-22T01:54:56.940342] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.79% [2025-11-22T01:54:56.940613] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.5745% [2025-11-22T01:54:56.940720] [INFO ] [main ] ADT: DISCARDED add_gaps (score: 47.57%) [2025-11-22T01:54:56.940785] [INFO ] [main ] ADT: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:54:56.940840] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_skewness_proxies'] [2025-11-22T01:54:56.940900] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:54:56.956817] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:56.958584] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:56.958668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:56.965713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:57.058225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:54:57.060414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:57.066097] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.38% [2025-11-22T01:54:57.080697] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -2.67%, Actual: 2.93% [2025-11-22T01:54:57.295476] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 3.46% [2025-11-22T01:54:57.328077] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 4.03% [2025-11-22T01:54:57.458467] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 40.2s | Global ETA: 1h 34m 46s [2025-11-22T01:54:57.459864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:57.459970] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:57.519578] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -3.01%, Actual: 1.98% [2025-11-22T01:54:57.565992] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 4.24%, Actual: 4.19% [2025-11-22T01:54:57.641745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:57.642843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:57.738378] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.56% [2025-11-22T01:54:57.738712] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 52.8329% [2025-11-22T01:54:57.738866] [INFO ] [main ] GPI: KEPT add_atr (score: 52.83%) [2025-11-22T01:54:57.738926] [INFO ] [main ] GPI: Testing feature 3/53: add_atr_10 [2025-11-22T01:54:57.738973] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T01:54:57.739018] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:54:57.740582] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.34% | Symbol ETA: 31.2s | Global ETA: 1h 34m 47s [2025-11-22T01:54:57.741527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:57.741616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:57.746451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:57.755793] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 2.10% [2025-11-22T01:54:57.756271] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:57.757976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:57.758057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:57.763084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:57.765051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:57.765574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:57.766045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:57.801063] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:54:57.802516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:57.933227] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 2.84% [2025-11-22T01:54:58.103570] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -2.89%, Actual: 1.37% [2025-11-22T01:54:58.271349] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 39.0s | Global ETA: 1h 34m 49s [2025-11-22T01:54:58.272261] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:58.272322] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:58.279583] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 1.62% [2025-11-22T01:54:58.279838] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 53.8394% [2025-11-22T01:54:58.279920] [INFO ] [main ] GNRC: DISCARDED add_volatility_state_percentiles (score: 53.84%) [2025-11-22T01:54:58.279964] [INFO ] [main ] GNRC: Testing feature 49/53: add_volume_dispersion [2025-11-22T01:54:58.279996] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_volume_dispersion'] [2025-11-22T01:54:58.280031] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:54:58.294108] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:54:58.295617] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:58.295697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:58.300541] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:58.301290] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:58.303269] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:54:58.304675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:58.392191] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 29.9s | Global ETA: 1h 34m 50s [2025-11-22T01:54:58.393098] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:58.393159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:58.397948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:58.398572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:58.399542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:58.453174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:54:58.454438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:58.461975] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 3m 53s | Global ETA: 1h 34m 50s [2025-11-22T01:54:58.463066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:58.463139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:58.468216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:58.470015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:58.470507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:58.470980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:58.999470] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.88% | Symbol ETA: 37.8s | Global ETA: 1h 34m 52s [2025-11-22T01:54:59.000393] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:59.000454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:59.012900] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 6.01% | Symbol ETA: 7.2s | Global ETA: 1h 34m 53s [2025-11-22T01:54:59.013831] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:59.013896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.019007] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:59.019790] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:59.021808] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:54:59.023251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.029180] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 29.0s | Global ETA: 1h 34m 53s [2025-11-22T01:54:59.030111] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:59.030172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.034955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:59.090507] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:54:59.091962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.131239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:59.132354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.157203] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 3m 52s | Global ETA: 1h 34m 53s [2025-11-22T01:54:59.158263] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:59.158349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.163745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:59.165757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:59.166276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:59.166755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.660373] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 28.3s | Global ETA: 1h 34m 55s [2025-11-22T01:54:59.661275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:54:59.661336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.666089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:54:59.716386] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 6.4s | Global ETA: 1h 34m 55s [2025-11-22T01:54:59.717525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:59.717603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.722847] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:54:59.723593] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:54:59.724839] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:54:59.725679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:54:59.726233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.727134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.731655] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 36.8s | Global ETA: 1h 34m 56s [2025-11-22T01:54:59.732549] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:54:59.732610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:54:59.857294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:54:59.858185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:54:59.867827] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 3m 51s | Global ETA: 1h 34m 56s [2025-11-22T01:54:59.868856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:54:59.868919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:54:59.873818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:54:59.875616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:54:59.876138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:54:59.876993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:00.303068] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.70% | Symbol ETA: 27.6s | Global ETA: 1h 34m 58s [2025-11-22T01:55:00.304043] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:00.304107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:00.309171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:00.366156] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:00.367639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:00.455547] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 36.0s | Global ETA: 1h 34m 59s [2025-11-22T01:55:00.456497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:00.456557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:00.458481] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.40% | Symbol ETA: 5.8s | Global ETA: 1h 34m 59s [2025-11-22T01:55:00.459831] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:00.459909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:00.465282] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:00.466124] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:00.468567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:00.474062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:00.554062] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 3m 51s | Global ETA: 1h 34m 59s [2025-11-22T01:55:00.555160] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:00.555224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:00.560214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:00.561995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:00.562512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:00.563013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:00.581497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:55:00.582537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:01.081692] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 27.0s | Global ETA: 1h 35m 1s [2025-11-22T01:55:01.082597] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:01.082681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:01.087418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:01.141884] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:01.146722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:01.353838] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.24% | Symbol ETA: 5.3s | Global ETA: 1h 35m 2s [2025-11-22T01:55:01.354761] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:01.354836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:01.359886] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:01.360704] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:01.362696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:01.364148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:01.482996] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 35.4s | Global ETA: 1h 35m 3s [2025-11-22T01:55:01.483905] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:01.483971] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:01.517322] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 3m 50s | Global ETA: 1h 35m 3s [2025-11-22T01:55:01.518399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:01.518466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:01.523904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:01.526145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:01.526781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:01.527290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:01.606063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:55:01.607135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.028352] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 26.4s | Global ETA: 1h 35m 5s [2025-11-22T01:55:02.029672] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:02.029740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.035626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:02.093961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:02.095608] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 4.6s | Global ETA: 1h 35m 5s [2025-11-22T01:55:02.095785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.096501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:02.096564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.101299] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:02.102026] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:02.103940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:02.105439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.240750] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 34.5s | Global ETA: 1h 35m 6s [2025-11-22T01:55:02.241682] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:02.241743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:02.246887] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 3m 49s | Global ETA: 1h 35m 6s [2025-11-22T01:55:02.247949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:02.248018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.252979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:02.254920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:02.255410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:02.255880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.363971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:55:02.364935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.712485] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 25.6s | Global ETA: 1h 35m 8s [2025-11-22T01:55:02.713499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:02.713564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.718531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:02.774478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:02.776258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.782327] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.71% | Symbol ETA: 3.8s | Global ETA: 1h 35m 8s [2025-11-22T01:55:02.783280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:02.783343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.788191] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:02.788941] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:02.791138] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:02.792933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:02.960925] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.33% | Symbol ETA: 3m 49s | Global ETA: 1h 35m 9s [2025-11-22T01:55:02.961856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:02.961920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:02.963461] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.78% | Symbol ETA: 33.7s | Global ETA: 1h 35m 9s [2025-11-22T01:55:02.964353] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:02.964415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:02.966773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:02.968541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:02.969044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:02.969498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:03.101194] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:55:03.102328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:03.374122] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 24.9s | Global ETA: 1h 35m 11s [2025-11-22T01:55:03.375170] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:03.375237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:03.380292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:03.438321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:03.439791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:03.489839] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 3.0s | Global ETA: 1h 35m 11s [2025-11-22T01:55:03.490819] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:03.490885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:03.495822] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:03.496825] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:03.499446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:03.501337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:03.626331] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 3m 48s | Global ETA: 1h 35m 12s [2025-11-22T01:55:03.627261] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:03.627324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:03.632211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:03.633953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:03.634418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:03.634868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:03.696997] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.11% | Symbol ETA: 32.9s | Global ETA: 1h 35m 12s [2025-11-22T01:55:03.697967] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:03.698030] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:03.823725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:55:03.824806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:04.033049] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 24.2s | Global ETA: 1h 35m 14s [2025-11-22T01:55:04.187796] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 2.2s | Global ETA: 1h 35m 14s [2025-11-22T01:55:04.188748] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:04.188826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:04.193675] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:04.194383] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:04.196337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:04.197772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:04.209929] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.34%, Actual: 0.22% [2025-11-22T01:55:04.290846] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 3m 47s | Global ETA: 1h 35m 15s [2025-11-22T01:55:04.291784] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:04.291847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:04.296697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:04.298506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:04.299022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:55:04.299470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:04.386445] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.34% [2025-11-22T01:55:04.422670] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.19% | Symbol ETA: 32.1s | Global ETA: 1h 35m 15s [2025-11-22T01:55:04.557322] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.93% [2025-11-22T01:55:04.592347] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.65% [2025-11-22T01:55:04.732664] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 2.52% [2025-11-22T01:55:04.762264] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.40% [2025-11-22T01:55:04.870426] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -7.76% | Symbol ETA: 1.5s | Global ETA: 1h 35m 17s [2025-11-22T01:55:04.871321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:04.871381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:04.876124] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:04.876834] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:04.878836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T01:55:04.880234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:04.910511] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.70%, Actual: 1.38% [2025-11-22T01:55:04.932503] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.88%, Actual: 0.25% [2025-11-22T01:55:04.964378] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 1.07% | Symbol ETA: 3m 46s | Global ETA: 1h 35m 17s [2025-11-22T01:55:05.085153] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 1.96% [2025-11-22T01:55:05.104578] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 1.26% [2025-11-22T01:55:05.132470] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 1.90% [2025-11-22T01:55:05.266082] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 3.26% [2025-11-22T01:55:05.279506] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 2.72% [2025-11-22T01:55:05.298359] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 1.03% [2025-11-22T01:55:05.448949] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 0.99% [2025-11-22T01:55:05.449605] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 1.75% [2025-11-22T01:55:05.463816] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 1.17% [2025-11-22T01:55:05.565046] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 0.8s | Global ETA: 1h 35m 20s [2025-11-22T01:55:05.619033] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.27%, Actual: 0.48% [2025-11-22T01:55:05.630392] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 1.50% [2025-11-22T01:55:05.630614] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.18% [2025-11-22T01:55:05.738338] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 6.01%, Actual: 0.93% [2025-11-22T01:55:05.798545] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.77% [2025-11-22T01:55:05.807580] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 3.14% [2025-11-22T01:55:05.812922] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: -0.00%, Actual: 0.79% [2025-11-22T01:55:05.813190] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.6421% [2025-11-22T01:55:05.813287] [INFO ] [main ] ADT: DISCARDED add_intraday_skewness_proxies (score: 47.64%) [2025-11-22T01:55:05.813361] [INFO ] [main ] ADT: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:55:05.813399] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile'] [2025-11-22T01:55:05.813438] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:05.827559] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:05.829349] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:05.829414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:05.834617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:05.893257] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:05.907065] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.77% [2025-11-22T01:55:05.962545] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 0.45% [2025-11-22T01:55:05.976703] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 0.75% [2025-11-22T01:55:05.986281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:06.070772] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.40%, Actual: 3.34% [2025-11-22T01:55:06.126389] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.33%, Actual: 0.38% [2025-11-22T01:55:06.145476] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.19%, Actual: 0.18% [2025-11-22T01:55:06.145715] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 42.1483% [2025-11-22T01:55:06.145804] [INFO ] [main ] IIIN: DISCARDED add_gaps (score: 42.15%) [2025-11-22T01:55:06.145850] [INFO ] [main ] IIIN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:55:06.145882] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T01:55:06.145917] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:06.158731] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:06.160214] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:06.160275] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:06.234757] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.24%, Actual: 2.93% [2025-11-22T01:55:06.290693] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:06.292359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:06.293176] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 3.46% [2025-11-22T01:55:06.402897] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 4.03% [2025-11-22T01:55:06.462558] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 1.98% [2025-11-22T01:55:06.566266] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.71%, Actual: 4.19% [2025-11-22T01:55:06.595304] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.67% | Symbol ETA: 31.0s | Global ETA: 1h 35m 24s [2025-11-22T01:55:06.596435] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:06.596504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:06.601752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:06.626413] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 1.07%, Actual: 0.56% [2025-11-22T01:55:06.626568] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.2493% [2025-11-22T01:55:06.627100] [INFO ] [main ] GPI: DISCARDED add_atr_10 (score: 43.25%) [2025-11-22T01:55:06.627158] [INFO ] [main ] GPI: Testing feature 4/53: add_atr_5 [2025-11-22T01:55:06.627191] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T01:55:06.627224] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:06.643361] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:06.644759] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:06.644821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:06.649902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:06.651746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:06.652251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:06.652675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:06.660490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:06.729507] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 2.10% [2025-11-22T01:55:06.753824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:06.892237] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 2.84% [2025-11-22T01:55:06.908206] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 35.6s | Global ETA: 1h 35m 26s [2025-11-22T01:55:06.909141] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:06.909204] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:07.034670] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:07.036191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.055577] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -7.76%, Actual: 1.37% [2025-11-22T01:55:07.219861] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 1.62% [2025-11-22T01:55:07.220014] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 43.8433% [2025-11-22T01:55:07.220109] [INFO ] [main ] GNRC: DISCARDED add_volume_dispersion (score: 43.84%) [2025-11-22T01:55:07.220155] [INFO ] [main ] GNRC: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T01:55:07.220186] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_volume_flow_differentials'] [2025-11-22T01:55:07.220222] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:55:07.235835] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:07.237489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:07.237552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:07.242765] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:07.243517] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:07.245508] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:07.248301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.324306] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 2m 31s | Global ETA: 1h 35m 27s [2025-11-22T01:55:07.325237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:07.325298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:07.330136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:07.331864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:07.332326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:07.332725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.340285] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 30.1s | Global ETA: 1h 35m 27s [2025-11-22T01:55:07.341338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:07.341402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:07.346678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:07.405232] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:07.498671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.635922] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 2.50% | Symbol ETA: 34.7s | Global ETA: 1h 35m 29s [2025-11-22T01:55:07.636854] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:07.636914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:07.763929] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:07.765350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.924155] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.62% | Symbol ETA: 6.7s | Global ETA: 1h 35m 30s [2025-11-22T01:55:07.925069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:07.925130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:07.930008] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:07.930726] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:07.932671] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:07.935355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:07.985029] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.12% | Symbol ETA: 2m 31s | Global ETA: 1h 35m 30s [2025-11-22T01:55:07.985935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:07.986017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:07.990834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:07.992547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:07.993047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:07.993431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:08.115178] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 29.4s | Global ETA: 1h 35m 31s [2025-11-22T01:55:08.116260] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:08.116325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:08.121321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:08.179289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:08.272977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:08.374900] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.90% | Symbol ETA: 34.0s | Global ETA: 1h 35m 32s [2025-11-22T01:55:08.375836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:08.375898] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:08.501773] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:08.503164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:08.609481] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 6.0s | Global ETA: 1h 35m 33s [2025-11-22T01:55:08.610406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:08.610467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:08.615149] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:08.615870] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:08.617828] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:08.620493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:08.653852] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 2m 30s | Global ETA: 1h 35m 33s [2025-11-22T01:55:08.654765] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:08.654838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:08.659546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:08.661280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:08.661761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:08.662146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:08.869118] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 28.6s | Global ETA: 1h 35m 34s [2025-11-22T01:55:08.870180] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:08.870244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:08.875157] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:08.931622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:09.036615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.111339] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.62% | Symbol ETA: 33.3s | Global ETA: 1h 35m 35s [2025-11-22T01:55:09.112285] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:09.112347] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:09.237155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:09.238639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.301497] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -5.68% | Symbol ETA: 5.4s | Global ETA: 1h 35m 36s [2025-11-22T01:55:09.302402] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:09.302463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:09.307234] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:09.307955] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:09.309955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:09.312802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.346831] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 2m 29s | Global ETA: 1h 35m 36s [2025-11-22T01:55:09.347738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:09.347799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:09.352545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:09.354281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:09.354759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:09.355133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.662188] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 27.9s | Global ETA: 1h 35m 37s [2025-11-22T01:55:09.663317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:09.663384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:09.668563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:09.724550] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:09.813450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.833409] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.58% | Symbol ETA: 32.5s | Global ETA: 1h 35m 38s [2025-11-22T01:55:09.834332] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:09.834393] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:09.958408] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:09.959752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:09.989604] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -3.33% | Symbol ETA: 4.7s | Global ETA: 1h 35m 38s [2025-11-22T01:55:09.990527] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:09.990588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:09.995286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:09.996000] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:09.997973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:10.000674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:10.003677] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.34% | Symbol ETA: 2m 29s | Global ETA: 1h 35m 38s [2025-11-22T01:55:10.004570] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:10.004632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:10.009398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:10.011119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:10.011580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:10.011981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:10.420956] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.47% | Symbol ETA: 27.1s | Global ETA: 1h 35m 40s [2025-11-22T01:55:10.422112] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:10.422178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:10.427368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:10.483775] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:10.561407] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.32% | Symbol ETA: 31.8s | Global ETA: 1h 35m 41s [2025-11-22T01:55:10.562406] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:10.562468] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:10.569271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:10.665879] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 2m 28s | Global ETA: 1h 35m 41s [2025-11-22T01:55:10.666798] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:10.666859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:10.671610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:10.672894] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.17% | Symbol ETA: 4.0s | Global ETA: 1h 35m 41s [2025-11-22T01:55:10.673356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:10.673789] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:10.673851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:10.673844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:10.674234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:10.678546] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:10.679300] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:10.681239] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:10.683932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:10.690511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:10.691896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:11.185505] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 26.4s | Global ETA: 1h 35m 43s [2025-11-22T01:55:11.186564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:11.186629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:11.191787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:11.247804] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:11.338053] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 2m 27s | Global ETA: 1h 35m 44s [2025-11-22T01:55:11.338937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:11.339371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:11.339436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:11.344145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:11.345873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:11.346337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:11.346739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:11.348733] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 31.1s | Global ETA: 1h 35m 44s [2025-11-22T01:55:11.349586] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:11.349665] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:11.361886] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 5.17% | Symbol ETA: 3.3s | Global ETA: 1h 35m 44s [2025-11-22T01:55:11.362772] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:11.362833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:11.367610] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:11.368328] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:11.370263] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:11.373317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:11.478608] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:11.480001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:11.959685] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 25.6s | Global ETA: 1h 35m 47s [2025-11-22T01:55:11.960760] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:11.960823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:11.965808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:11.998731] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 2m 27s | Global ETA: 1h 35m 47s [2025-11-22T01:55:11.999762] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:11.999828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:12.005074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:12.006963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:12.007463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:12.007882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.022686] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:12.046974] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 2.6s | Global ETA: 1h 35m 47s [2025-11-22T01:55:12.047900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:12.047961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:12.052636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:12.053352] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:12.055271] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:12.057983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.077482] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.52% | Symbol ETA: 30.3s | Global ETA: 1h 35m 47s [2025-11-22T01:55:12.078369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:12.078431] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:12.113237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.199893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:12.201292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.671161] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -3.01% | Symbol ETA: 2m 26s | Global ETA: 1h 35m 50s [2025-11-22T01:55:12.672080] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:12.672142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:12.676864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:12.678593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:12.679072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:12.679454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.724981] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.38% | Symbol ETA: 24.8s | Global ETA: 1h 35m 50s [2025-11-22T01:55:12.726009] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:12.726076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:12.731184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:12.740571] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 2.35% | Symbol ETA: 1.9s | Global ETA: 1h 35m 50s [2025-11-22T01:55:12.741481] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:12.741542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:12.746237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:12.746948] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:12.748931] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:12.751598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.788932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:12.794234] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 29.6s | Global ETA: 1h 35m 50s [2025-11-22T01:55:12.795163] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:12.795226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:12.879181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:12.920271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:55:12.921733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:13.338452] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 2m 25s | Global ETA: 1h 35m 52s [2025-11-22T01:55:13.428918] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -4.71% | Symbol ETA: 1.2s | Global ETA: 1h 35m 53s [2025-11-22T01:55:13.429879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:13.429940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:13.435009] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:13.435846] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:13.437828] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T01:55:13.440625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:13.476676] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 24.1s | Global ETA: 1h 35m 53s [2025-11-22T01:55:13.508245] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 1.90% [2025-11-22T01:55:13.519536] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 28.8s | Global ETA: 1h 35m 53s [2025-11-22T01:55:13.651048] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.67%, Actual: 0.22% [2025-11-22T01:55:13.681009] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.12%, Actual: 1.03% [2025-11-22T01:55:13.689111] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 0.65% [2025-11-22T01:55:13.827024] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.34% [2025-11-22T01:55:13.856960] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.17% [2025-11-22T01:55:13.856945] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.40% [2025-11-22T01:55:14.031976] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.18% [2025-11-22T01:55:14.034031] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.90%, Actual: 0.25% [2025-11-22T01:55:14.047076] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.93% [2025-11-22T01:55:14.125426] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: -1.30% | Symbol ETA: 0.5s | Global ETA: 1h 35m 56s [2025-11-22T01:55:14.200803] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.62%, Actual: 1.26% [2025-11-22T01:55:14.203343] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.34%, Actual: 0.77% [2025-11-22T01:55:14.226776] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 2.52% [2025-11-22T01:55:14.303728] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.62%, Actual: 0.93% [2025-11-22T01:55:14.366287] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.58%, Actual: 2.72% [2025-11-22T01:55:14.375672] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 0.45% [2025-11-22T01:55:14.405335] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 1.38% [2025-11-22T01:55:14.496124] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.77% [2025-11-22T01:55:14.533020] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.32%, Actual: 1.75% [2025-11-22T01:55:14.546371] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.38% [2025-11-22T01:55:14.589027] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.47%, Actual: 1.96% [2025-11-22T01:55:14.679547] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -5.68%, Actual: 3.34% [2025-11-22T01:55:14.703567] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 0.48% [2025-11-22T01:55:14.717630] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 3.46% [2025-11-22T01:55:14.767710] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 3.26% [2025-11-22T01:55:14.858569] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -3.33%, Actual: 2.93% [2025-11-22T01:55:14.876840] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.52%, Actual: 3.14% [2025-11-22T01:55:14.890129] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -3.01%, Actual: 1.98% [2025-11-22T01:55:14.951607] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.99% [2025-11-22T01:55:15.024407] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.17%, Actual: 4.03% [2025-11-22T01:55:15.041952] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 0.75% [2025-11-22T01:55:15.060764] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.56% [2025-11-22T01:55:15.060973] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 52.8329% [2025-11-22T01:55:15.061089] [INFO ] [main ] GPI: KEPT add_atr_5 (score: 52.83%) [2025-11-22T01:55:15.061136] [INFO ] [main ] GPI: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:55:15.061171] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T01:55:15.061206] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:15.075684] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:15.077085] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:15.077167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:15.082130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:15.083979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:15.084481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:15.084906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:15.085684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:15.142726] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.38%, Actual: 1.50% [2025-11-22T01:55:15.196612] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 5.17%, Actual: 4.19% [2025-11-22T01:55:15.206948] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 0.18% [2025-11-22T01:55:15.207174] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 42.8408% [2025-11-22T01:55:15.207289] [INFO ] [main ] IIIN: DISCARDED add_intraday_skewness_proxies (score: 42.84%) [2025-11-22T01:55:15.207332] [INFO ] [main ] IIIN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:55:15.207362] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T01:55:15.207396] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:15.219602] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:15.221037] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:15.221097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:15.325367] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.79% [2025-11-22T01:55:15.325677] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 54.8904% [2025-11-22T01:55:15.325822] [INFO ] [main ] ADT: KEPT add_intraday_volatility_percentile (score: 54.89%) [2025-11-22T01:55:15.325872] [INFO ] [main ] ADT: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:55:15.325906] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag'] [2025-11-22T01:55:15.325944] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:15.339850] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:15.341507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:15.341573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:15.346839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:15.347726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:15.366792] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: -0.65%, Actual: 2.10% [2025-11-22T01:55:15.405834] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:15.434611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:15.496577] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:15.497762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:15.534853] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 2.84% [2025-11-22T01:55:15.703952] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -4.71%, Actual: 1.37% [2025-11-22T01:55:15.774887] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 1m 47s | Global ETA: 1h 36m 3s [2025-11-22T01:55:15.775828] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:15.775890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:15.781204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:15.783116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:15.783600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:15.784020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:15.784836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:15.873328] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -1.30%, Actual: 1.62% [2025-11-22T01:55:15.873537] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 52.2354% [2025-11-22T01:55:15.873616] [INFO ] [main ] GNRC: DISCARDED add_volume_flow_differentials (score: 52.24%) [2025-11-22T01:55:15.873678] [INFO ] [main ] GNRC: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T01:55:15.873712] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_volume_pressure_into_close'] [2025-11-22T01:55:15.873766] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:55:15.887941] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:15.889255] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:15.889328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:15.894073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:15.894810] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:15.896773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:15.898469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:16.045808] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 32.0s | Global ETA: 1h 36m 4s [2025-11-22T01:55:16.046862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:16.046923] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:16.124953] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.87% | Symbol ETA: 30.5s | Global ETA: 1h 36m 4s [2025-11-22T01:55:16.126032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:16.126102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:16.131177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:16.171106] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:16.189131] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:16.256173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:16.281334] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:16.282541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:16.581192] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 1m 47s | Global ETA: 1h 36m 6s [2025-11-22T01:55:16.582107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:16.582169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:16.586906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:16.588663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:16.589129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:16.589525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:16.590255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:16.638960] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 2.50% | Symbol ETA: 7.1s | Global ETA: 1h 36m 6s [2025-11-22T01:55:16.639867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:16.639927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:16.644618] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:16.645339] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:16.647286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:16.648962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:16.858708] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 3.07% | Symbol ETA: 31.1s | Global ETA: 1h 36m 7s [2025-11-22T01:55:16.859664] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:16.859724] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:16.895797] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 29.7s | Global ETA: 1h 36m 7s [2025-11-22T01:55:16.897022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:16.897089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:16.902261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:16.959217] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:16.983440] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:17.049754] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:17.050885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.069728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.240756] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 1m 46s | Global ETA: 1h 36m 9s [2025-11-22T01:55:17.241686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:17.241749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:17.246481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:17.248398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:17.248894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:17.249280] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:17.250015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.335304] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -3.53% | Symbol ETA: 6.1s | Global ETA: 1h 36m 9s [2025-11-22T01:55:17.336243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:17.336667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:17.341750] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:17.342529] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:17.344771] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:17.346679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.652469] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 28.9s | Global ETA: 1h 36m 10s [2025-11-22T01:55:17.653517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:17.653581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:17.658863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:17.669564] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.39% | Symbol ETA: 30.3s | Global ETA: 1h 36m 11s [2025-11-22T01:55:17.670486] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:17.670547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:17.715100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:17.795523] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:17.805284] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:17.806584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.880937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:17.905044] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 1m 45s | Global ETA: 1h 36m 12s [2025-11-22T01:55:17.906036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:17.906098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:17.910903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:17.912627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:17.913112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:17.913492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:17.914211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:18.049697] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.82% | Symbol ETA: 5.4s | Global ETA: 1h 36m 12s [2025-11-22T01:55:18.050589] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:18.050674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:18.055356] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:18.056115] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:18.058189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:18.059954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:18.413062] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 28.1s | Global ETA: 1h 36m 14s [2025-11-22T01:55:18.414284] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:18.414352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:18.419612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:18.480378] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:18.484237] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -3.29% | Symbol ETA: 29.5s | Global ETA: 1h 36m 14s [2025-11-22T01:55:18.485218] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:18.485282] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:18.568454] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 1m 45s | Global ETA: 1h 36m 14s [2025-11-22T01:55:18.569375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:18.569451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:18.571730] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:18.572886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:18.574222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:18.575970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:18.576469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:18.576875] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:18.577626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:18.610256] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:18.696299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:18.754998] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.07% | Symbol ETA: 4.6s | Global ETA: 1h 36m 15s [2025-11-22T01:55:18.755986] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:18.756049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:18.760950] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:18.761691] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:18.763683] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:18.765417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.170313] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.29% | Symbol ETA: 27.3s | Global ETA: 1h 36m 17s [2025-11-22T01:55:19.171474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:19.171540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:19.176744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:19.227717] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 1m 44s | Global ETA: 1h 36m 17s [2025-11-22T01:55:19.228616] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:19.228704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:19.233199] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:19.233406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:19.235159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:19.235619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:19.236023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:19.236752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.293607] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 28.7s | Global ETA: 1h 36m 17s [2025-11-22T01:55:19.294502] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:19.294563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:19.324088] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:19.325190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.418615] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:19.445768] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.04% | Symbol ETA: 3.9s | Global ETA: 1h 36m 18s [2025-11-22T01:55:19.446670] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:19.446730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:19.451503] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:19.452209] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:19.454155] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:19.455825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.503249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.899479] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.66% | Symbol ETA: 1m 43s | Global ETA: 1h 36m 20s [2025-11-22T01:55:19.900429] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:19.900492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:19.905451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:19.907229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:19.907728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:19.908120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:19.908866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:19.922036] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 26.5s | Global ETA: 1h 36m 20s [2025-11-22T01:55:19.923104] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:19.923170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:19.928495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:19.984119] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:20.074776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:20.075965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.106284] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.63% | Symbol ETA: 27.9s | Global ETA: 1h 36m 21s [2025-11-22T01:55:20.107288] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:20.107355] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:20.141536] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 6.48% | Symbol ETA: 3.2s | Global ETA: 1h 36m 21s [2025-11-22T01:55:20.142430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:20.142490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:20.147243] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:20.147956] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:20.149941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:20.151575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.236744] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:20.325547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.566963] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 1m 43s | Global ETA: 1h 36m 23s [2025-11-22T01:55:20.567957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:20.568020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:20.573004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:20.574803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:20.575264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:20.575704] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:20.576409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.693090] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 25.8s | Global ETA: 1h 36m 23s [2025-11-22T01:55:20.694270] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:20.694349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:20.699759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:20.755366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:20.832254] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 2.5s | Global ETA: 1h 36m 24s [2025-11-22T01:55:20.833236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:20.833296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:20.838010] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:20.838731] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:20.840719] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:20.842366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.849917] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:20.851131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:20.929616] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 27.0s | Global ETA: 1h 36m 24s [2025-11-22T01:55:20.930561] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:20.930625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:21.059324] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:21.144486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:21.229401] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.89% | Symbol ETA: 1m 42s | Global ETA: 1h 36m 25s [2025-11-22T01:55:21.230357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:21.230421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:21.235302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:21.237197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:21.240947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:21.241353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:55:21.242536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:21.482612] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.63% | Symbol ETA: 25.0s | Global ETA: 1h 36m 26s [2025-11-22T01:55:21.483682] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:21.483747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:21.488835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:21.525059] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -2.46% | Symbol ETA: 1.8s | Global ETA: 1h 36m 27s [2025-11-22T01:55:21.526025] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:21.526085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:21.530843] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:21.531533] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:21.533506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:21.535160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:21.548161] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:21.639452] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:21.640694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:21.744381] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -3.63% | Symbol ETA: 26.2s | Global ETA: 1h 36m 28s [2025-11-22T01:55:21.745368] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:21.745441] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:21.874073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:21.930547] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 1m 41s | Global ETA: 1h 36m 28s [2025-11-22T01:55:21.958060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:22.101876] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.90% [2025-11-22T01:55:22.211769] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -1.98% | Symbol ETA: 1.0s | Global ETA: 1h 36m 30s [2025-11-22T01:55:22.212689] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:22.212749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:22.217516] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:22.218232] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:22.220148] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:55:22.222174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:22.236964] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 24.2s | Global ETA: 1h 36m 30s [2025-11-22T01:55:22.238079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:22.238145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:22.243281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:22.273492] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 1.03% [2025-11-22T01:55:22.299567] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:22.386001] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:22.387169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:22.445535] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 1.17% [2025-11-22T01:55:22.561805] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 25.4s | Global ETA: 1h 36m 31s [2025-11-22T01:55:22.562711] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:22.562772] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:22.612304] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 0.18% [2025-11-22T01:55:22.686741] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:22.774917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:22.793930] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.77% [2025-11-22T01:55:22.900768] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 0.3s | Global ETA: 1h 36m 32s [2025-11-22T01:55:22.969545] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.45% [2025-11-22T01:55:22.978159] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.88% | Symbol ETA: 23.5s | Global ETA: 1h 36m 33s [2025-11-22T01:55:23.067055] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 2.50%, Actual: 0.93% [2025-11-22T01:55:23.135296] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.66%, Actual: 0.38% [2025-11-22T01:55:23.160377] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.87%, Actual: 0.22% [2025-11-22T01:55:23.231751] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -3.53%, Actual: 0.77% [2025-11-22T01:55:23.300837] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 3.46% [2025-11-22T01:55:23.341051] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.34% [2025-11-22T01:55:23.374274] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 24.6s | Global ETA: 1h 36m 34s [2025-11-22T01:55:23.396956] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.82%, Actual: 3.34% [2025-11-22T01:55:23.474544] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.89%, Actual: 1.98% [2025-11-22T01:55:23.523855] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.93% [2025-11-22T01:55:23.547638] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 0.65% [2025-11-22T01:55:23.565093] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.07%, Actual: 2.93% [2025-11-22T01:55:23.652376] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.56% [2025-11-22T01:55:23.652689] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.0992% [2025-11-22T01:55:23.652767] [INFO ] [main ] GPI: DISCARDED add_close_to_open_alignment (score: 43.10%) [2025-11-22T01:55:23.652824] [INFO ] [main ] GPI: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:55:23.652868] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T01:55:23.652972] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:23.668047] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:23.669721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:23.669796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:23.674920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:23.676784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:23.677312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:23.677752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:23.678620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:23.700627] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 2.52% [2025-11-22T01:55:23.715832] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 3.07%, Actual: 0.40% [2025-11-22T01:55:23.730920] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.04%, Actual: 4.03% [2025-11-22T01:55:23.876161] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 1.38% [2025-11-22T01:55:23.885308] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.39%, Actual: 0.25% [2025-11-22T01:55:23.897493] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 6.48%, Actual: 4.19% [2025-11-22T01:55:24.049274] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 1.96% [2025-11-22T01:55:24.053361] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -3.29%, Actual: 1.26% [2025-11-22T01:55:24.064685] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 2.10% [2025-11-22T01:55:24.224871] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.57%, Actual: 2.72% [2025-11-22T01:55:24.227169] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.87%, Actual: 3.26% [2025-11-22T01:55:24.289963] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -2.46%, Actual: 2.84% [2025-11-22T01:55:24.371148] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 1m 27s | Global ETA: 1h 36m 39s [2025-11-22T01:55:24.372095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:24.372159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:24.377315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:24.379249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:24.379828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:24.380253] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:24.381150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:24.392226] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.63%, Actual: 1.75% [2025-11-22T01:55:24.416803] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.63%, Actual: 0.99% [2025-11-22T01:55:24.456131] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -1.98%, Actual: 1.37% [2025-11-22T01:55:24.559262] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 0.48% [2025-11-22T01:55:24.602095] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.16%, Actual: 1.50% [2025-11-22T01:55:24.620938] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 1.62% [2025-11-22T01:55:24.621103] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 57.3874% [2025-11-22T01:55:24.621186] [INFO ] [main ] GNRC: DISCARDED add_volume_pressure_into_close (score: 57.39%) [2025-11-22T01:55:24.621228] [INFO ] [main ] GNRC: Testing feature 52/53: add_volume_zscore [2025-11-22T01:55:24.621259] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_volume_zscore'] [2025-11-22T01:55:24.621314] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:55:24.635401] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:24.636707] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:24.636767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:24.641609] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:24.642354] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:24.644295] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:24.645969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:24.727676] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -3.63%, Actual: 3.14% [2025-11-22T01:55:24.774234] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.88%, Actual: 0.79% [2025-11-22T01:55:24.774552] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.4923% [2025-11-22T01:55:24.774614] [INFO ] [main ] ADT: DISCARDED add_last_hour_momentum_mag (score: 41.49%) [2025-11-22T01:55:24.774677] [INFO ] [main ] ADT: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:55:24.774711] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_day_volatility'] [2025-11-22T01:55:24.774750] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:24.788712] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:24.790559] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:24.790624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:24.795819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:24.852896] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:24.895889] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.75% [2025-11-22T01:55:24.942884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:24.945245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.044991] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.84% | Symbol ETA: 1m 26s | Global ETA: 1h 36m 41s [2025-11-22T01:55:25.045969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:25.046031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:25.050856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:25.052577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:25.053073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:25.053463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:25.054337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.078965] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -1.62%, Actual: 0.18% [2025-11-22T01:55:25.079205] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.5774% [2025-11-22T01:55:25.079295] [INFO ] [main ] IIIN: DISCARDED add_intraday_volatility_percentile (score: 37.58%) [2025-11-22T01:55:25.079340] [INFO ] [main ] IIIN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:55:25.079378] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T01:55:25.079424] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:25.092668] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:25.094218] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:25.094324] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:25.227557] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:25.228450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.340235] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 4.64% | Symbol ETA: 6.5s | Global ETA: 1h 36m 43s [2025-11-22T01:55:25.341348] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:25.341408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:25.346544] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:25.347299] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:25.349691] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:25.351520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.548084] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.81% | Symbol ETA: 28.1s | Global ETA: 1h 36m 43s [2025-11-22T01:55:25.549212] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:25.549278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:25.554421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:25.611222] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:25.706291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:25.709049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.729395] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.11% | Symbol ETA: 1m 26s | Global ETA: 1h 36m 44s [2025-11-22T01:55:25.730329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:25.730392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:25.735169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:25.736906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:25.737418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:25.737852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:25.738707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:25.835531] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 31.0s | Global ETA: 1h 36m 45s [2025-11-22T01:55:25.836447] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:25.836508] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:25.963640] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:25.964439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:26.035568] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: -2.59% | Symbol ETA: 5.8s | Global ETA: 1h 36m 46s [2025-11-22T01:55:26.036468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:26.036528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:26.041331] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:26.042045] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:26.043995] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:26.045664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:26.321053] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 27.4s | Global ETA: 1h 36m 47s [2025-11-22T01:55:26.322075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:26.322167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:26.327067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:26.383959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:26.402617] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 1m 25s | Global ETA: 1h 36m 47s [2025-11-22T01:55:26.403584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:26.403677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:26.408526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:26.410296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:26.410794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:26.411175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:26.412036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:26.472296] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:26.474611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:26.563063] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.13% | Symbol ETA: 30.2s | Global ETA: 1h 36m 48s [2025-11-22T01:55:26.563959] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:26.564019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:26.691291] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:26.692076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:26.725450] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -1.98% | Symbol ETA: 5.0s | Global ETA: 1h 36m 48s [2025-11-22T01:55:26.726355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:26.726416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:26.731146] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:26.731884] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:26.733827] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:26.735458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.079694] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 1m 24s | Global ETA: 1h 36m 50s [2025-11-22T01:55:27.080568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:27.080631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:27.085381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:27.087167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:27.087710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:27.088091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:27.088948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.100933] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 26.7s | Global ETA: 1h 36m 50s [2025-11-22T01:55:27.102260] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:27.102345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:27.107631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:27.168038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:27.263801] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:27.266307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.310942] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.60% | Symbol ETA: 29.5s | Global ETA: 1h 36m 51s [2025-11-22T01:55:27.311999] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:27.312076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:27.413350] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 4.3s | Global ETA: 1h 36m 51s [2025-11-22T01:55:27.414262] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:27.414322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:27.419033] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:27.419746] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:27.421686] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:27.423306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.447490] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:27.448495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.738831] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 1m 23s | Global ETA: 1h 36m 53s [2025-11-22T01:55:27.739753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:27.739816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:27.744560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:27.746366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:27.746854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:27.747280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:27.748175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:27.855607] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 25.9s | Global ETA: 1h 36m 53s [2025-11-22T01:55:27.856670] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:27.856735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:27.861601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:27.919514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:28.012576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:28.014889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.076565] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 28.8s | Global ETA: 1h 36m 54s [2025-11-22T01:55:28.077541] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:28.077604] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:28.099943] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -4.07% | Symbol ETA: 3.6s | Global ETA: 1h 36m 54s [2025-11-22T01:55:28.100842] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:28.100902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:28.106174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:28.106898] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:28.108888] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:28.110553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.214690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:28.215684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.400198] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 1m 23s | Global ETA: 1h 36m 55s [2025-11-22T01:55:28.401107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:28.401169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:28.405943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:28.407778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:28.408250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:28.408636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:28.409493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.619342] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 25.1s | Global ETA: 1h 36m 56s [2025-11-22T01:55:28.620462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:28.620529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:28.625869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:28.684433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:28.775431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:28.777760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.787158] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 7.42% | Symbol ETA: 2.9s | Global ETA: 1h 36m 57s [2025-11-22T01:55:28.788084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:28.788145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:28.792848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:28.793544] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:28.795462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:28.797102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:28.831038] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.90% | Symbol ETA: 28.1s | Global ETA: 1h 36m 57s [2025-11-22T01:55:28.832028] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:28.832091] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:28.964109] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:28.965038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:29.059374] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.84% | Symbol ETA: 1m 22s | Global ETA: 1h 36m 58s [2025-11-22T01:55:29.060272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:29.060334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:29.065138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:29.066873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:29.067384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:29.067828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:29.068696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:29.392345] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 24.3s | Global ETA: 1h 36m 60s [2025-11-22T01:55:29.393501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:29.393569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:29.398871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:29.459478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:29.465759] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 2.75% | Symbol ETA: 2.2s | Global ETA: 1h 36m 60s [2025-11-22T01:55:29.466663] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:29.466724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:29.471498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:29.472230] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:29.474192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:29.475859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:29.557056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:29.559561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:29.561899] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.13% | Symbol ETA: 27.3s | Global ETA: 1h 37m 0s [2025-11-22T01:55:29.562850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:29.562913] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:29.695844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:29.696770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:29.722570] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.37% | Symbol ETA: 1m 21s | Global ETA: 1h 37m 1s [2025-11-22T01:55:29.723486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:29.723549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:29.728380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:29.730115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:29.730584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:29.730991] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:55:29.731857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:30.185244] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: -0.59% | Symbol ETA: 1.6s | Global ETA: 1h 37m 3s [2025-11-22T01:55:30.186192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:30.186252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:30.188217] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 23.6s | Global ETA: 1h 37m 3s [2025-11-22T01:55:30.189192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:30.189255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:30.191073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:30.191798] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:30.193747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:30.194202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:30.195391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:30.249402] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:30.298136] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 26.6s | Global ETA: 1h 37m 3s [2025-11-22T01:55:30.299370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:30.299430] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:30.335004] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:30.336905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:30.386186] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 1m 21s | Global ETA: 1h 37m 4s [2025-11-22T01:55:30.427396] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:30.428171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:30.557598] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 1.90% [2025-11-22T01:55:30.726639] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.84%, Actual: 1.03% [2025-11-22T01:55:30.884146] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -3.95% | Symbol ETA: 0.9s | Global ETA: 1h 37m 6s [2025-11-22T01:55:30.885077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:30.885137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:30.889998] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:30.890714] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:30.892627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T01:55:30.894250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:30.896490] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.11%, Actual: 1.17% [2025-11-22T01:55:30.916358] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 22.8s | Global ETA: 1h 37m 6s [2025-11-22T01:55:30.917495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:30.917561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:30.922620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:30.980446] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:31.025412] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.61% | Symbol ETA: 25.8s | Global ETA: 1h 37m 6s [2025-11-22T01:55:31.026328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:31.026389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:31.066595] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 0.18% [2025-11-22T01:55:31.071731] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:31.074086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:31.151271] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:31.152252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:31.234806] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.57%, Actual: 0.77% [2025-11-22T01:55:31.404670] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 0.45% [2025-11-22T01:55:31.567035] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 4.01% | Symbol ETA: 0.2s | Global ETA: 1h 37m 9s [2025-11-22T01:55:31.574142] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.38% [2025-11-22T01:55:31.669764] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.62% | Symbol ETA: 22.0s | Global ETA: 1h 37m 9s [2025-11-22T01:55:31.670674] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:31.673732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:31.678484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:31.733406] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 4.64%, Actual: 0.93% [2025-11-22T01:55:31.733591] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:31.741669] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 3.46% [2025-11-22T01:55:31.744965] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 25.1s | Global ETA: 1h 37m 9s [2025-11-22T01:55:31.745851] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:31.745913] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:31.819609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:31.821628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:31.871078] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:55:31.871841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:31.901845] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -2.59%, Actual: 0.77% [2025-11-22T01:55:31.912128] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.37%, Actual: 1.98% [2025-11-22T01:55:32.067121] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -1.98%, Actual: 3.34% [2025-11-22T01:55:32.083821] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.69%, Actual: 0.56% [2025-11-22T01:55:32.084033] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 49.4827% [2025-11-22T01:55:32.084118] [INFO ] [main ] GPI: DISCARDED add_composite_volatility_context (score: 49.48%) [2025-11-22T01:55:32.084162] [INFO ] [main ] GPI: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:55:32.084196] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T01:55:32.084231] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:32.098330] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:32.099781] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:32.100168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:32.105146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:32.106917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:32.107422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:32.107831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:32.110217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:32.231434] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 2.93% [2025-11-22T01:55:32.388711] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 21.3s | Global ETA: 1h 37m 12s [2025-11-22T01:55:32.396622] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.07%, Actual: 4.03% [2025-11-22T01:55:32.465088] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 24.4s | Global ETA: 1h 37m 12s [2025-11-22T01:55:32.556307] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.81%, Actual: 0.22% [2025-11-22T01:55:32.562146] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 7.42%, Actual: 4.19% [2025-11-22T01:55:32.632757] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 0.65% [2025-11-22T01:55:32.722002] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 0.34% [2025-11-22T01:55:32.728492] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 2.10% [2025-11-22T01:55:32.771065] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 1m 11s | Global ETA: 1h 37m 14s [2025-11-22T01:55:32.771961] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:32.772024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:32.776894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:32.778675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:32.779200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:32.779577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:32.781891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:32.802309] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.13%, Actual: 0.40% [2025-11-22T01:55:32.892346] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.93% [2025-11-22T01:55:32.894977] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: -0.59%, Actual: 2.84% [2025-11-22T01:55:32.970337] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.60%, Actual: 0.25% [2025-11-22T01:55:33.060312] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -3.95%, Actual: 1.37% [2025-11-22T01:55:33.062890] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.52% [2025-11-22T01:55:33.137551] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.26% [2025-11-22T01:55:33.223963] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 4.01%, Actual: 1.62% [2025-11-22T01:55:33.224164] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 46.4769% [2025-11-22T01:55:33.225018] [INFO ] [main ] GNRC: DISCARDED add_volume_zscore (score: 46.48%) [2025-11-22T01:55:33.225069] [INFO ] [main ] GNRC: Testing feature 53/53: add_vwap_deviations [2025-11-22T01:55:33.225101] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change', 'add_vwap_deviations'] [2025-11-22T01:55:33.225135] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T01:55:33.228881] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 1.38% [2025-11-22T01:55:33.239537] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:33.241007] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:33.241068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:33.245786] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:33.246505] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:33.248517] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:33.254145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:33.306852] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.90%, Actual: 2.72% [2025-11-22T01:55:33.396860] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.96% [2025-11-22T01:55:33.444068] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -2.58% | Symbol ETA: 1m 10s | Global ETA: 1h 37m 17s [2025-11-22T01:55:33.444979] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:33.445049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:33.449842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:33.451554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:33.452052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:33.452435] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:33.454778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:33.475241] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.13%, Actual: 1.75% [2025-11-22T01:55:33.563464] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -2.05%, Actual: 3.26% [2025-11-22T01:55:33.640528] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.87%, Actual: 0.48% [2025-11-22T01:55:33.729255] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 0.99% [2025-11-22T01:55:33.810481] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.61%, Actual: 3.14% [2025-11-22T01:55:33.895636] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.62%, Actual: 1.50% [2025-11-22T01:55:33.932286] [INFO ] [main ] GNRC: Lookback Days: 2, Magnitude: 5.10% | Symbol ETA: 6.2s | Global ETA: 1h 37m 19s [2025-11-22T01:55:33.934376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:33.934436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:33.939239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:33.939991] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:33.942026] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:33.947624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:33.982668] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 0.75% [2025-11-22T01:55:34.064512] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.91%, Actual: 0.79% [2025-11-22T01:55:34.064764] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.2708% [2025-11-22T01:55:34.064858] [INFO ] [main ] ADT: DISCARDED add_late_day_volatility (score: 47.27%) [2025-11-22T01:55:34.064901] [INFO ] [main ] ADT: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:55:34.064932] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure'] [2025-11-22T01:55:34.064966] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:34.076203] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:34.077708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:34.077770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:34.082582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:34.115060] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 1m 9s | Global ETA: 1h 37m 19s [2025-11-22T01:55:34.115975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:34.116037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:34.120777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:34.122490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:34.122966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:34.123346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:34.125614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:34.138097] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:34.155109] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.18% [2025-11-22T01:55:34.155324] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 47.1968% [2025-11-22T01:55:34.155417] [INFO ] [main ] IIIN: DISCARDED add_last_hour_momentum_mag (score: 47.20%) [2025-11-22T01:55:34.155458] [INFO ] [main ] IIIN: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:55:34.155489] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T01:55:34.155526] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:34.167908] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:34.169207] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:34.169269] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:34.225465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:34.228771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:34.300480] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:34.302548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:34.625900] [INFO ] [main ] GNRC: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 5.5s | Global ETA: 1h 37m 21s [2025-11-22T01:55:34.626806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:34.626866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:34.631581] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:34.632300] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:34.634224] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:34.639952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:34.789539] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.32% | Symbol ETA: 1m 9s | Global ETA: 1h 37m 22s [2025-11-22T01:55:34.790447] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:34.790508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:34.795282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:34.797053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:34.797623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:34.798071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:34.800452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:34.802894] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -2.86% | Symbol ETA: 25.7s | Global ETA: 1h 37m 22s [2025-11-22T01:55:34.803782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:34.803854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:34.808766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:34.866751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:34.906690] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.30% | Symbol ETA: 27.1s | Global ETA: 1h 37m 23s [2025-11-22T01:55:34.907689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:34.907767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:34.953584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:34.956472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:35.038798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:35.040754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:35.322593] [INFO ] [main ] GNRC: Lookback Days: 4, Magnitude: -4.12% | Symbol ETA: 4.9s | Global ETA: 1h 37m 24s [2025-11-22T01:55:35.323510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:35.323571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:35.328388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:35.329146] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:35.331277] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:35.337288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:35.463812] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 1m 8s | Global ETA: 1h 37m 25s [2025-11-22T01:55:35.464715] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:35.464777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:35.469579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:35.471340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:35.471862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:35.472245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:35.474601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:35.528013] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 24.9s | Global ETA: 1h 37m 25s [2025-11-22T01:55:35.528906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:35.528968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:35.533705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:35.591345] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:35.645608] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 26.3s | Global ETA: 1h 37m 26s [2025-11-22T01:55:35.646548] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:35.646610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:35.678690] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:35.681689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:35.773792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:35.775750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.050115] [INFO ] [main ] GNRC: Lookback Days: 5, Magnitude: -5.09% | Symbol ETA: 4.2s | Global ETA: 1h 37m 27s [2025-11-22T01:55:36.051048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:36.051110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.056035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:36.056796] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:36.058878] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:36.064632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.133288] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 1m 7s | Global ETA: 1h 37m 28s [2025-11-22T01:55:36.134184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:36.134246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.139113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:36.140844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:36.141306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:36.141704] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:36.144043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.250795] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 24.2s | Global ETA: 1h 37m 28s [2025-11-22T01:55:36.251692] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:36.251758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.256502] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:36.313128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:36.376033] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.39% | Symbol ETA: 25.6s | Global ETA: 1h 37m 29s [2025-11-22T01:55:36.376935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:36.376996] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:36.399996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:36.402997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.502029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:36.503863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.756091] [INFO ] [main ] GNRC: Lookback Days: 6, Magnitude: -3.36% | Symbol ETA: 3.5s | Global ETA: 1h 37m 30s [2025-11-22T01:55:36.757000] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:36.757061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.761719] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:36.762420] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:36.764355] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:36.770094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.796570] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 1m 7s | Global ETA: 1h 37m 31s [2025-11-22T01:55:36.797568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:36.797683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.802969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:36.804786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:36.805268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:36.805686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:36.808111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:36.972339] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 23.5s | Global ETA: 1h 37m 31s [2025-11-22T01:55:36.973221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:36.973283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:36.978030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:37.034091] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:37.115621] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.63% | Symbol ETA: 24.8s | Global ETA: 1h 37m 32s [2025-11-22T01:55:37.116870] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:37.116931] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:37.122577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:37.125557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:37.243976] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:37.246202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:37.440051] [INFO ] [main ] GNRC: Lookback Days: 7, Magnitude: 8.83% | Symbol ETA: 2.8s | Global ETA: 1h 37m 33s [2025-11-22T01:55:37.440951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:37.441012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:37.445753] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:37.446468] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:37.448429] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:37.453995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:37.460787] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 1m 6s | Global ETA: 1h 37m 33s [2025-11-22T01:55:37.461727] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:37.461789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:37.466600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:37.468403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:37.468888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:37.469269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:37.471551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:37.698745] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 22.7s | Global ETA: 1h 37m 34s [2025-11-22T01:55:37.699677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:37.699740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:37.704508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:37.760185] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:37.844777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:37.847756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:37.881435] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.75% | Symbol ETA: 24.1s | Global ETA: 1h 37m 35s [2025-11-22T01:55:37.882382] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:37.882445] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:38.009499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:38.011583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.145336] [INFO ] [main ] GNRC: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 2.1s | Global ETA: 1h 37m 36s [2025-11-22T01:55:38.145944] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 1m 5s | Global ETA: 1h 37m 36s [2025-11-22T01:55:38.146263] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:38.146328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:38.146849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:38.146913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:38.151244] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:38.151768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:38.152034] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:38.153492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:38.153990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:38.154082] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:38.154372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:55:38.156693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.160974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.417089] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 2.13% | Symbol ETA: 22.0s | Global ETA: 1h 37m 37s [2025-11-22T01:55:38.418111] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:38.418173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:38.422988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:38.478914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:38.564566] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:38.567380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.606372] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.71% | Symbol ETA: 23.4s | Global ETA: 1h 37m 38s [2025-11-22T01:55:38.607335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:38.607399] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:38.731506] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:38.733483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.812981] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 1m 5s | Global ETA: 1h 37m 39s [2025-11-22T01:55:38.850974] [INFO ] [main ] GNRC: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 1.4s | Global ETA: 1h 37m 39s [2025-11-22T01:55:38.851907] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:38.851971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:38.856828] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:38.857603] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:38.859984] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:38.865762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:38.984563] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 1.90% [2025-11-22T01:55:39.138866] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 21.3s | Global ETA: 1h 37m 40s [2025-11-22T01:55:39.139772] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:39.139833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:39.144514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:39.151309] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -2.58%, Actual: 1.03% [2025-11-22T01:55:39.215836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:39.304099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:39.307233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:39.315497] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 1.17% [2025-11-22T01:55:39.327988] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 22.6s | Global ETA: 1h 37m 41s [2025-11-22T01:55:39.328939] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:39.329000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:39.456057] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:39.458283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:39.482474] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.32%, Actual: 0.18% [2025-11-22T01:55:39.550334] [INFO ] [main ] GNRC: Lookback Days: 10, Magnitude: -5.17% | Symbol ETA: 0.7s | Global ETA: 1h 37m 42s [2025-11-22T01:55:39.551227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:39.551288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:39.556073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:55:39.556795] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:55:39.558778] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T01:55:39.564523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:39.649731] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.77% [2025-11-22T01:55:39.817740] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 0.45% [2025-11-22T01:55:39.875150] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 20.6s | Global ETA: 1h 37m 43s [2025-11-22T01:55:39.876082] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:39.876145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:39.881021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:39.948108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:39.985690] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 0.38% [2025-11-22T01:55:40.032992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:40.036006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:40.074105] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 21.9s | Global ETA: 1h 37m 44s [2025-11-22T01:55:40.075014] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:40.075075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:40.152619] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 3.46% [2025-11-22T01:55:40.199301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:40.201379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:40.308578] [INFO ] [main ] GNRC: Lookback Days: 11, Magnitude: 3.94% | Symbol ETA: 0.0s | Global ETA: 1h 37m 45s [2025-11-22T01:55:40.318930] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 1.98% [2025-11-22T01:55:40.476844] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 5.10%, Actual: 0.93% [2025-11-22T01:55:40.496527] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 0.56% [2025-11-22T01:55:40.496735] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 49.8651% [2025-11-22T01:55:40.496827] [INFO ] [main ] GPI: DISCARDED add_day_shape_ratios (score: 49.87%) [2025-11-22T01:55:40.496878] [INFO ] [main ] GPI: Testing feature 8/53: add_directional_consistency [2025-11-22T01:55:40.496917] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T01:55:40.496958] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:40.510733] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:40.511927] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:40.511989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:40.516805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:40.518660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:40.519162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:40.519547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:40.613581] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.19% | Symbol ETA: 19.9s | Global ETA: 1h 37m 46s [2025-11-22T01:55:40.614766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:40.614850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:40.621101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:40.644286] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 0.77% [2025-11-22T01:55:40.649994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:40.676593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:40.766178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:40.769405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:40.815992] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.12%, Actual: 3.34% [2025-11-22T01:55:40.817979] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 21.2s | Global ETA: 1h 37m 47s [2025-11-22T01:55:40.819148] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:40.819215] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:40.943813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:55:40.945887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:40.985124] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -5.09%, Actual: 2.93% [2025-11-22T01:55:41.153751] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -3.36%, Actual: 4.03% [2025-11-22T01:55:41.303608] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 1m 1s | Global ETA: 1h 37m 49s [2025-11-22T01:55:41.304482] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:41.304545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:41.309252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:41.311008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:41.311472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:41.311880] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:41.321760] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 8.83%, Actual: 4.19% [2025-11-22T01:55:41.366489] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.24% | Symbol ETA: 19.1s | Global ETA: 1h 37m 50s [2025-11-22T01:55:41.436129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:41.489292] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 2.10% [2025-11-22T01:55:41.537267] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.14% | Symbol ETA: 20.4s | Global ETA: 1h 37m 50s [2025-11-22T01:55:41.537257] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -2.86%, Actual: 0.22% [2025-11-22T01:55:41.653913] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 2.84% [2025-11-22T01:55:41.704911] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.30%, Actual: 0.65% [2025-11-22T01:55:41.707635] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.34% [2025-11-22T01:55:41.819026] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -5.17%, Actual: 1.37% [2025-11-22T01:55:41.872072] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 0.40% [2025-11-22T01:55:41.878606] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.93% [2025-11-22T01:55:41.987278] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: 3.94%, Actual: 1.62% [2025-11-22T01:55:41.987493] [INFO ] [main ] GNRC: Magnitude Forecast Confidence: 45.6470% [2025-11-22T01:55:41.987589] [INFO ] [main ] GNRC: DISCARDED add_vwap_deviations (score: 45.65%) [2025-11-22T01:55:41.987630] [INFO ] [main ] GNRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:55:41.987682] [INFO ] [main ] GNRC: Best accuracy: 61.92% [2025-11-22T01:55:41.987715] [INFO ] [main ] GNRC: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag', 'add_pct_change'] [2025-11-22T01:55:41.987747] [INFO ] [main ] GNRC: Improvement over baseline: 12.30% [2025-11-22T01:55:41.987785] [INFO ] [main ] GNRC: Total time: 7.8 minutes [2025-11-22T01:55:41.987826] [INFO ] [main ] GNRC: Average time per feature: 8.9 seconds [2025-11-22T01:55:41.987882] [INFO ] [main ] GNRC: Average speed: 0.11 features/sec [2025-11-22T01:55:42.041015] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.39%, Actual: 0.25% [2025-11-22T01:55:42.050072] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 2.52% [2025-11-22T01:55:42.082282] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -2.19% | Symbol ETA: 1m 0s | Global ETA: 1h 37m 53s [2025-11-22T01:55:42.083171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:42.083234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:42.088027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:42.089769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:42.090230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:42.090979] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:42.155878] [DEBUG] [METRICS ] GNRC: 2025-11-20:2025-11-21: Predicted: 3.42%, Actual: 0.93% [2025-11-22T01:55:42.209620] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.63%, Actual: 1.26% [2025-11-22T01:55:42.214432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:42.218221] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 1.38% [2025-11-22T01:55:42.324812] [DEBUG] [METRICS ] GNRC: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 0.77% [2025-11-22T01:55:42.377600] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.75%, Actual: 2.72% [2025-11-22T01:55:42.385108] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 2.13%, Actual: 1.96% [2025-11-22T01:55:42.492867] [DEBUG] [METRICS ] GNRC: 2025-11-18:2025-11-19: Predicted: -4.93%, Actual: 3.34% [2025-11-22T01:55:42.549525] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.71%, Actual: 1.75% [2025-11-22T01:55:42.551778] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 3.26% [2025-11-22T01:55:42.658556] [DEBUG] [METRICS ] GNRC: 2025-11-17:2025-11-18: Predicted: -3.35%, Actual: 2.93% [2025-11-22T01:55:42.717571] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.99% [2025-11-22T01:55:42.720106] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.48% [2025-11-22T01:55:42.826052] [DEBUG] [METRICS ] GNRC: 2025-11-14:2025-11-17: Predicted: -4.57%, Actual: 4.03% [2025-11-22T01:55:42.883717] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.19%, Actual: 1.50% [2025-11-22T01:55:42.884069] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 59.6s | Global ETA: 1h 37m 56s [2025-11-22T01:55:42.884972] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:42.885034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:42.889876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:42.891120] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.87%, Actual: 3.14% [2025-11-22T01:55:42.891600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:42.892100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:42.892478] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:42.991697] [DEBUG] [METRICS ] GNRC: 2025-11-13:2025-11-14: Predicted: 9.12%, Actual: 4.19% [2025-11-22T01:55:43.015386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:43.052048] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.24%, Actual: 0.79% [2025-11-22T01:55:43.052261] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.0261% [2025-11-22T01:55:43.052355] [INFO ] [main ] ADT: DISCARDED add_late_hour_microstructure (score: 45.03%) [2025-11-22T01:55:43.052395] [INFO ] [main ] ADT: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:55:43.052451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_late_session_pressure'] [2025-11-22T01:55:43.052487] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:43.063539] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:43.064942] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:43.065003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:43.066613] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.75% [2025-11-22T01:55:43.072515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:43.129241] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:43.157450] [DEBUG] [METRICS ] GNRC: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 2.10% [2025-11-22T01:55:43.215286] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:43.216384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:43.235390] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.14%, Actual: 0.18% [2025-11-22T01:55:43.235593] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 47.7852% [2025-11-22T01:55:43.235693] [INFO ] [main ] IIIN: DISCARDED add_late_day_volatility (score: 47.79%) [2025-11-22T01:55:43.235742] [INFO ] [main ] IIIN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:55:43.235775] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T01:55:43.235811] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:43.248407] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:43.249877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:43.249938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:43.330130] [DEBUG] [METRICS ] GNRC: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 2.84% [2025-11-22T01:55:43.380276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:43.383499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:43.503448] [DEBUG] [METRICS ] GNRC: 2025-11-10:2025-11-11: Predicted: -6.14%, Actual: 1.37% [2025-11-22T01:55:43.668484] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 58.8s | Global ETA: 1h 37m 59s [2025-11-22T01:55:43.669397] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:43.669459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:43.672948] [DEBUG] [METRICS ] GNRC: 2025-11-07:2025-11-10: Predicted: -1.53%, Actual: 1.62% [2025-11-22T01:55:43.673499] [INFO ] [LOCAL ] Saved configuration for GNRC: 3 features, 61.92% accuracy -> ./output/feature-sets/GNRC.json [2025-11-22T01:55:43.674242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:43.674221] [INFO ] [main ] Progress: 12/57 symbols completed (21.1%). GNRC finished in 8m 1s. ETA: 1h 27m 52s. Rate: 0.51 symbols/min [2025-11-22T01:55:43.676165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:43.676767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:43.677174] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:43.679466] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:55:43.694399] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:43.695142] [INFO ] [main ] KRP: Testing with 53 available features [2025-11-22T01:55:43.695194] [INFO ] [main ] KRP: Establishing baseline with no features... [2025-11-22T01:55:43.695243] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:55:43.708766] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:43.710109] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:43.779258] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.30% | Symbol ETA: 23.4s | Global ETA: 1h 27m 53s [2025-11-22T01:55:43.780159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:43.780222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:43.784997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:43.801802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:43.841613] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:43.927781] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:43.929024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:44.003413] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 25.5s | Global ETA: 1h 27m 53s [2025-11-22T01:55:44.004506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:44.007547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:44.137204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:44.140351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:44.295264] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.68% [2025-11-22T01:55:44.296267] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:44.470355] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 58.0s | Global ETA: 1h 27m 55s [2025-11-22T01:55:44.471322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:44.471387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:44.476359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:44.478329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:44.478854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:44.479249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:44.648288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:44.666989] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 23.4s | Global ETA: 1h 27m 56s [2025-11-22T01:55:44.668597] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:44.668690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:44.674958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:44.751534] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:44.879579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:44.881186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:44.927054] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 25.4s | Global ETA: 1h 27m 57s [2025-11-22T01:55:44.928478] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:44.928563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:45.034003] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.22% [2025-11-22T01:55:45.035076] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:45.115134] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:45.119741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:45.488058] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.95% | Symbol ETA: 57.4s | Global ETA: 1h 27m 59s [2025-11-22T01:55:45.489199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:45.489270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:45.494503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:45.496604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:45.497212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:45.497666] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:45.633528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:45.656820] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.25% [2025-11-22T01:55:45.657818] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:45.663914] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 23.0s | Global ETA: 1h 27m 60s [2025-11-22T01:55:45.664867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:45.664929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:45.669807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:45.726199] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:45.799933] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.76% | Symbol ETA: 24.6s | Global ETA: 1h 28m 0s [2025-11-22T01:55:45.800901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:45.800977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:45.813412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:45.814474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:45.933289] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:45.936404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:46.226611] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.06% [2025-11-22T01:55:46.227578] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:46.330320] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 56.6s | Global ETA: 1h 28m 2s [2025-11-22T01:55:46.331210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:46.331273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:46.336115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:46.337893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:46.338395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:46.338800] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:46.395299] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 22.0s | Global ETA: 1h 28m 2s [2025-11-22T01:55:46.396211] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:46.396275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:46.401339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:46.458430] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:46.460379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:46.547372] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:46.548581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:46.550438] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.87% | Symbol ETA: 23.6s | Global ETA: 1h 28m 3s [2025-11-22T01:55:46.551328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:46.551389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:46.675259] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:46.678252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:46.789132] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 1.04% [2025-11-22T01:55:46.790042] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:47.111879] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.78% | Symbol ETA: 55.7s | Global ETA: 1h 28m 5s [2025-11-22T01:55:47.112784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:47.112846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:47.117673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:47.119417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:47.119912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:47.120327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:47.129586] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 21.0s | Global ETA: 1h 28m 5s [2025-11-22T01:55:47.130562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:47.130627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:47.135534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:47.192143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:47.243531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:47.278170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:47.278906] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 22.7s | Global ETA: 1h 28m 6s [2025-11-22T01:55:47.279437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:47.279835] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:47.279898] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:47.359565] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.19% [2025-11-22T01:55:47.360501] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:47.410211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:47.413304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:47.843459] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 20.2s | Global ETA: 1h 28m 8s [2025-11-22T01:55:47.844354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:47.844416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:47.849240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:47.904549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:47.909984] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 54.9s | Global ETA: 1h 28m 8s [2025-11-22T01:55:47.910921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:55:47.910985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:47.915877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:47.917726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:47.918252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:47.918988] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:47.925041] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: -0.36% [2025-11-22T01:55:47.925972] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:47.990616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:47.991704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:48.019379] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 21.9s | Global ETA: 1h 28m 8s [2025-11-22T01:55:48.020350] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:48.020412] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:48.045788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:48.146845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:48.150043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:48.493552] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 2.08% [2025-11-22T01:55:48.494474] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:48.561958] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 19.3s | Global ETA: 1h 28m 11s [2025-11-22T01:55:48.562856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:48.562917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:48.567824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:48.622986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:48.708088] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 54.1s | Global ETA: 1h 28m 11s [2025-11-22T01:55:48.706006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:48.709523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:48.754652] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 3.61% | Symbol ETA: 21.1s | Global ETA: 1h 28m 11s [2025-11-22T01:55:48.755527] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:48.755588] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:48.878335] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.90% [2025-11-22T01:55:48.884558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:48.887658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:49.044629] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -2.19%, Actual: 1.03% [2025-11-22T01:55:49.060328] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.05% [2025-11-22T01:55:49.061284] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T01:55:49.211304] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 1.17% [2025-11-22T01:55:49.274481] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 18.5s | Global ETA: 1h 28m 13s [2025-11-22T01:55:49.275371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:49.275432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:49.280151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:49.335088] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:49.378460] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.18% [2025-11-22T01:55:49.419964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:49.421100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:49.495069] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 20.3s | Global ETA: 1h 28m 14s [2025-11-22T01:55:49.495958] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:49.496018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:49.545170] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.77% [2025-11-22T01:55:49.617767] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:49.620690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:49.625139] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.73% [2025-11-22T01:55:49.714512] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.95%, Actual: 0.45% [2025-11-22T01:55:49.792082] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 1.87% [2025-11-22T01:55:49.885297] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.38% [2025-11-22T01:55:49.958605] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.76% [2025-11-22T01:55:49.991488] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 17.7s | Global ETA: 1h 28m 16s [2025-11-22T01:55:49.992368] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:49.992431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:49.997201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:50.052127] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:50.054255] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 3.46% [2025-11-22T01:55:50.122018] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.00% [2025-11-22T01:55:50.136052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:50.137080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:50.223626] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 1.98% [2025-11-22T01:55:50.226991] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.57% | Symbol ETA: 19.5s | Global ETA: 1h 28m 17s [2025-11-22T01:55:50.227965] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:50.228026] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:50.284611] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 1.77% [2025-11-22T01:55:50.350997] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:55:50.353988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:50.395415] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.56% [2025-11-22T01:55:50.395632] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 57.7823% [2025-11-22T01:55:50.395777] [INFO ] [main ] GPI: KEPT add_directional_consistency (score: 57.78%) [2025-11-22T01:55:50.395824] [INFO ] [main ] GPI: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:55:50.395860] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T01:55:50.395903] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:55:50.409440] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:50.410754] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:50.410816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:50.415546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:50.417327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:50.417819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:50.418206] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:50.448029] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 0.28% [2025-11-22T01:55:50.547495] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:50.549439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:50.611390] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.08% [2025-11-22T01:55:50.724413] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 17.0s | Global ETA: 1h 28m 19s [2025-11-22T01:55:50.774821] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.96% [2025-11-22T01:55:50.895995] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.30%, Actual: 0.22% [2025-11-22T01:55:50.938182] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 0.48% [2025-11-22T01:55:50.950594] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 18.7s | Global ETA: 1h 28m 19s [2025-11-22T01:55:51.070266] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 0.34% [2025-11-22T01:55:51.100248] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 2.51% [2025-11-22T01:55:51.117511] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 0.65% [2025-11-22T01:55:51.218879] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 1m 2s | Global ETA: 1h 28m 20s [2025-11-22T01:55:51.219788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:51.219851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:51.224714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:51.226453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:51.226932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:51.227336] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:51.243155] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.93% [2025-11-22T01:55:51.263079] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 1.25% [2025-11-22T01:55:51.263245] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.0066% [2025-11-22T01:55:51.263291] [INFO ] [main ] KRP: Baseline score (no features): 31.0066% [2025-11-22T01:55:51.263328] [INFO ] [main ] KRP: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:51.263359] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T01:55:51.263392] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:55:51.276914] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:51.278369] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:51.278429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:51.283159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:51.283732] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.28%, Actual: 0.40% [2025-11-22T01:55:51.352839] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:51.354878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:51.416748] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 2.52% [2025-11-22T01:55:51.452324] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.76%, Actual: 0.25% [2025-11-22T01:55:51.593552] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 1.38% [2025-11-22T01:55:51.621291] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 1.26% [2025-11-22T01:55:51.767725] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 2.05%, Actual: 1.96% [2025-11-22T01:55:51.793513] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 2.72% [2025-11-22T01:55:51.848848] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 5m 2s | Global ETA: 1h 28m 23s [2025-11-22T01:55:51.849742] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:51.849801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:51.854487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:51.939193] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 3.26% [2025-11-22T01:55:51.963841] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.75% [2025-11-22T01:55:52.028005] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -4.14% | Symbol ETA: 1m 1s | Global ETA: 1h 28m 24s [2025-11-22T01:55:52.028950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:52.029013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:52.033890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:52.035682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:52.036175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:52.036576] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:52.114532] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.99% [2025-11-22T01:55:52.135992] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 3.61%, Actual: 0.48% [2025-11-22T01:55:52.164194] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:52.166166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:52.286532] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 1.50% [2025-11-22T01:55:52.319675] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 3.14% [2025-11-22T01:55:52.421962] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 5m 2s | Global ETA: 1h 28m 25s [2025-11-22T01:55:52.422867] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:52.422926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:52.427713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:52.461358] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.79% [2025-11-22T01:55:52.461556] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 36.2333% [2025-11-22T01:55:52.461659] [INFO ] [main ] ADT: DISCARDED add_late_session_pressure (score: 36.23%) [2025-11-22T01:55:52.461727] [INFO ] [main ] ADT: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:55:52.461764] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity'] [2025-11-22T01:55:52.461807] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:55:52.473330] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:52.474608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:52.474698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:52.479881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:52.494534] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 0.75% [2025-11-22T01:55:52.541575] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:52.631038] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:52.633231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:52.664434] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.26%, Actual: 0.18% [2025-11-22T01:55:52.664636] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 41.3650% [2025-11-22T01:55:52.664738] [INFO ] [main ] IIIN: DISCARDED add_late_hour_microstructure (score: 41.37%) [2025-11-22T01:55:52.664780] [INFO ] [main ] IIIN: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:55:52.664810] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T01:55:52.664845] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:55:52.676169] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:52.677472] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:52.677534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:52.809547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:52.810883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:52.834363] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 1m 0s | Global ETA: 1h 28m 27s [2025-11-22T01:55:52.835263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:52.835325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:52.840223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:52.841960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:52.842448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:52.842850] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:52.973427] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:52.975337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:52.995120] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 5m 2s | Global ETA: 1h 28m 27s [2025-11-22T01:55:52.995998] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:52.996058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:53.000870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:53.224360] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.01% | Symbol ETA: 23.1s | Global ETA: 1h 28m 28s [2025-11-22T01:55:53.225285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:53.225348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:53.230411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:53.291774] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:53.384800] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:53.386959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:53.424892] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 24.5s | Global ETA: 1h 28m 29s [2025-11-22T01:55:53.425846] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:53.425909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:53.554502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:53.555666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:53.568508] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -2.05% | Symbol ETA: 5m 1s | Global ETA: 1h 28m 29s [2025-11-22T01:55:53.569776] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:53.569835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:53.574594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:53.642922] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 4.28% | Symbol ETA: 59.3s | Global ETA: 1h 28m 30s [2025-11-22T01:55:53.643880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:53.643942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:53.648877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:53.651012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:53.651513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:53.651915] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:53.781205] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:53.782946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:53.994689] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 22.4s | Global ETA: 1h 28m 31s [2025-11-22T01:55:53.995692] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:53.995757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:54.000954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:54.061993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:54.146179] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 5m 1s | Global ETA: 1h 28m 31s [2025-11-22T01:55:54.147062] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:54.147138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:54.151841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:54.154364] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:54.156857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:54.161958] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 23.8s | Global ETA: 1h 28m 32s [2025-11-22T01:55:54.162852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:54.162913] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:54.293707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:54.295006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:54.505224] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 58.5s | Global ETA: 1h 28m 33s [2025-11-22T01:55:54.506137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:54.506216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:54.511243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:54.513102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:54.513598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:54.514014] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:54.642064] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:54.644085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:54.723065] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 5m 1s | Global ETA: 1h 28m 34s [2025-11-22T01:55:54.723993] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:54.724053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:54.729096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:54.780090] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 21.7s | Global ETA: 1h 28m 34s [2025-11-22T01:55:54.782120] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:54.782189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:54.790019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:54.854494] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:54.902786] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.40% | Symbol ETA: 23.0s | Global ETA: 1h 28m 34s [2025-11-22T01:55:54.903818] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:54.903882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:54.948122] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:54.950456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.038300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:55.039639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.300850] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 5m 1s | Global ETA: 1h 28m 36s [2025-11-22T01:55:55.302215] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:55.302279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:55.307013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.324102] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 57.7s | Global ETA: 1h 28m 36s [2025-11-22T01:55:55.325003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:55.325065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:55.329975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:55.331764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:55.332229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:55.332619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:55.461528] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:55.463333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.576260] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 21.0s | Global ETA: 1h 28m 37s [2025-11-22T01:55:55.577238] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:55.577303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:55.582485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:55.643788] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:55.654853] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 22.3s | Global ETA: 1h 28m 37s [2025-11-22T01:55:55.655799] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:55.655862] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:55.733016] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:55.735285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.786813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:55.788159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:55.879719] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 5m 0s | Global ETA: 1h 28m 38s [2025-11-22T01:55:55.881082] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:55.881147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:55.885978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:56.133547] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 56.9s | Global ETA: 1h 28m 39s [2025-11-22T01:55:56.134486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:56.134559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:56.139556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:56.141441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:56.141937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:56.142335] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:56.271004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:56.272836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:56.321849] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.71% | Symbol ETA: 20.2s | Global ETA: 1h 28m 40s [2025-11-22T01:55:56.322730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:56.322791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:56.327630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:56.382153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:56.406036] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.17% | Symbol ETA: 21.5s | Global ETA: 1h 28m 40s [2025-11-22T01:55:56.406990] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:56.407054] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:56.453893] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 4m 60s | Global ETA: 1h 28m 40s [2025-11-22T01:55:56.454779] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T01:55:56.454837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:56.459579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:56.469268] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:56.471534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:56.529736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:56.530999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:56.944482] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 56.1s | Global ETA: 1h 28m 42s [2025-11-22T01:55:56.945376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:56.945439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:56.950319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:56.952098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:56.952600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:56.953020] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:57.028582] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 4m 59s | Global ETA: 1h 28m 42s [2025-11-22T01:55:57.080337] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:57.082172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:57.110518] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 19.4s | Global ETA: 1h 28m 43s [2025-11-22T01:55:57.111439] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:57.111504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:57.116596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:57.132442] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 20.8s | Global ETA: 1h 28m 43s [2025-11-22T01:55:57.133404] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:57.133466] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:57.176204] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:57.197568] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 1.87% [2025-11-22T01:55:57.265405] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:57.266337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:57.267613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:57.267805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:57.364947] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 2.76% [2025-11-22T01:55:57.532992] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 0.00% [2025-11-22T01:55:57.701357] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 1.77% [2025-11-22T01:55:57.757525] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.71% | Symbol ETA: 55.3s | Global ETA: 1h 28m 45s [2025-11-22T01:55:57.758465] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:55:57.758529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:57.763577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:57.765372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:57.765874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:55:57.766265] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:57.841443] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.70% | Symbol ETA: 18.6s | Global ETA: 1h 28m 45s [2025-11-22T01:55:57.842369] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:57.842434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:57.847327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:57.869792] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.28% [2025-11-22T01:55:57.889566] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 3.78% | Symbol ETA: 20.0s | Global ETA: 1h 28m 45s [2025-11-22T01:55:57.890523] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:57.890586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:57.895040] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:55:57.896905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:57.902282] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:57.986851] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:57.989068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:58.019217] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:58.020912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:58.045678] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.08% [2025-11-22T01:55:58.221408] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 0.96% [2025-11-22T01:55:58.390074] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 0.48% [2025-11-22T01:55:58.558551] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 54.4s | Global ETA: 1h 28m 48s [2025-11-22T01:55:58.559179] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 2.51% [2025-11-22T01:55:58.578368] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.34% | Symbol ETA: 17.9s | Global ETA: 1h 28m 48s [2025-11-22T01:55:58.579403] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:58.579468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:58.584877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:58.633815] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 19.3s | Global ETA: 1h 28m 48s [2025-11-22T01:55:58.634721] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:58.634782] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:58.642883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:58.728017] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 1.25% [2025-11-22T01:55:58.728208] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 40.4613% [2025-11-22T01:55:58.728260] [INFO ] [main ] KRP: KEPT add_afternoon_v_morning_volatility_mix (score: 40.46%) [2025-11-22T01:55:58.728296] [INFO ] [main ] KRP: Testing feature 2/53: add_atr [2025-11-22T01:55:58.728328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T01:55:58.728361] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:55:58.728587] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 1.90% [2025-11-22T01:55:58.735083] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:58.737514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:58.742535] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:55:58.743767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:58.743827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:58.748595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:58.750396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:58.750901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:58.757784] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:58.759039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:58.899429] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -4.14%, Actual: 1.03% [2025-11-22T01:55:59.069770] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 1.17% [2025-11-22T01:55:59.238195] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 4.28%, Actual: 0.18% [2025-11-22T01:55:59.346900] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.40% | Symbol ETA: 17.1s | Global ETA: 1h 28m 51s [2025-11-22T01:55:59.347897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:55:59.347961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:59.353098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:55:59.372209] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 18.6s | Global ETA: 1h 28m 51s [2025-11-22T01:55:59.373101] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:55:59.373162] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:55:59.394162] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 6m 27s | Global ETA: 1h 28m 51s [2025-11-22T01:55:59.395054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:59.395114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:59.399974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:59.401768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:59.402269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:59.405706] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.77% [2025-11-22T01:55:59.411527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:55:59.495220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:55:59.496462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:59.503873] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:55:59.506201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:55:59.575689] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.36%, Actual: 0.45% [2025-11-22T01:55:59.745270] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.38% [2025-11-22T01:55:59.919358] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 3.46% [2025-11-22T01:55:59.984888] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 6m 26s | Global ETA: 1h 28m 53s [2025-11-22T01:55:59.985806] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:55:59.985867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:55:59.990689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:55:59.992399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:55:59.992888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:00.090587] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 17.8s | Global ETA: 1h 28m 54s [2025-11-22T01:56:00.092231] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.71%, Actual: 1.98% [2025-11-22T01:56:00.118079] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.02% | Symbol ETA: 16.3s | Global ETA: 1h 28m 54s [2025-11-22T01:56:00.260380] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.65% [2025-11-22T01:56:00.263118] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 0.56% [2025-11-22T01:56:00.263371] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.4984% [2025-11-22T01:56:00.263431] [INFO ] [main ] GPI: DISCARDED add_fullday_parkinson_range (score: 43.50%) [2025-11-22T01:56:00.263470] [INFO ] [main ] GPI: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:56:00.263502] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T01:56:00.263536] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:00.277838] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:00.279131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:00.279194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:00.284111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:00.285960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:00.286440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:00.286864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:00.298808] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.01%, Actual: 0.22% [2025-11-22T01:56:00.418702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:00.429636] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.40% [2025-11-22T01:56:00.464958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:00.482682] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 0.34% [2025-11-22T01:56:00.569405] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 6m 25s | Global ETA: 1h 28m 56s [2025-11-22T01:56:00.570303] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:00.570377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:00.575210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:00.577040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:00.577541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:00.600846] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.40%, Actual: 0.25% [2025-11-22T01:56:00.660667] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 0.93% [2025-11-22T01:56:00.770013] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.26% [2025-11-22T01:56:00.841407] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 2.52% [2025-11-22T01:56:00.951175] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.17%, Actual: 2.72% [2025-11-22T01:56:01.033983] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 1.38% [2025-11-22T01:56:01.232897] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.99%, Actual: 1.75% [2025-11-22T01:56:01.258070] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 1.96% [2025-11-22T01:56:01.285335] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 56.2s | Global ETA: 1h 28m 58s [2025-11-22T01:56:01.286282] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:01.286347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:01.297824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:01.302934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:01.303497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:01.303952] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:01.323306] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 6m 25s | Global ETA: 1h 28m 58s [2025-11-22T01:56:01.324217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:01.324293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:01.329353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:01.331302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:01.331820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:01.435594] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.70%, Actual: 3.26% [2025-11-22T01:56:01.551785] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 3.78%, Actual: 0.48% [2025-11-22T01:56:01.578350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:01.638913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:01.641360] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.34%, Actual: 0.99% [2025-11-22T01:56:01.723981] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 3.14% [2025-11-22T01:56:01.870325] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.40%, Actual: 1.50% [2025-11-22T01:56:01.955200] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 6m 24s | Global ETA: 1h 29m 1s [2025-11-22T01:56:01.956074] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.75% [2025-11-22T01:56:01.956167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:01.956232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:01.961415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:01.963274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:01.963984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.090677] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.02%, Actual: 0.79% [2025-11-22T01:56:02.090944] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 46.4650% [2025-11-22T01:56:02.091087] [INFO ] [main ] ADT: DISCARDED add_micro_gap_fill_velocity (score: 46.47%) [2025-11-22T01:56:02.091150] [INFO ] [main ] ADT: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:56:02.091200] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:56:02.091253] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:02.103106] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:02.104755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:02.104849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:02.110024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:02.123098] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.18% [2025-11-22T01:56:02.123303] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 49.5216% [2025-11-22T01:56:02.123392] [INFO ] [main ] IIIN: DISCARDED add_late_session_pressure (score: 49.52%) [2025-11-22T01:56:02.123436] [INFO ] [main ] IIIN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:56:02.123468] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T01:56:02.123502] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:02.134486] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:02.135710] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:02.135771] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:02.166718] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:02.258802] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:02.259526] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:02.259833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.261738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.336779] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.91% | Symbol ETA: 55.4s | Global ETA: 1h 29m 2s [2025-11-22T01:56:02.337792] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:02.337875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:02.343100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:02.345000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:02.345494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:02.345923] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:02.481913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:02.529957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.559531] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 6m 23s | Global ETA: 1h 29m 3s [2025-11-22T01:56:02.560433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:02.560494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:02.565223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:02.566993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:02.567481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.839006] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.74% | Symbol ETA: 22.0s | Global ETA: 1h 29m 4s [2025-11-22T01:56:02.839917] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:02.839991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:02.844910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:02.866761] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 23.0s | Global ETA: 1h 29m 4s [2025-11-22T01:56:02.867689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:02.867752] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:02.899632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:02.989149] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:02.990080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:02.995956] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:02.998219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:03.166716] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 6m 23s | Global ETA: 1h 29m 5s [2025-11-22T01:56:03.167636] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:03.167728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:03.172495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:03.174325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:03.174827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:03.233993] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 54.0s | Global ETA: 1h 29m 6s [2025-11-22T01:56:03.234973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:03.235050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:03.240207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:03.242099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:03.242619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:03.243081] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:03.367812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:03.411356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:03.578946] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 21.3s | Global ETA: 1h 29m 7s [2025-11-22T01:56:03.579839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:03.579902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:03.584601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:03.596187] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 3.21% | Symbol ETA: 22.3s | Global ETA: 1h 29m 7s [2025-11-22T01:56:03.597100] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:03.597211] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:03.640191] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:03.723875] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:03.725979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:03.729928] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:03.730893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:03.772471] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 6m 22s | Global ETA: 1h 29m 8s [2025-11-22T01:56:03.773377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:03.773437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:03.778204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:03.779927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:03.780392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:04.088021] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 52.9s | Global ETA: 1h 29m 9s [2025-11-22T01:56:04.088934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:04.088996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:04.093717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:04.095441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:04.095920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:04.096299] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:04.223921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:04.268008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:04.298520] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 20.5s | Global ETA: 1h 29m 10s [2025-11-22T01:56:04.299415] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:04.299476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:04.304209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:04.327974] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.46% | Symbol ETA: 21.5s | Global ETA: 1h 29m 10s [2025-11-22T01:56:04.328901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:04.328962] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:04.360508] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:04.361763] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 6m 21s | Global ETA: 1h 29m 10s [2025-11-22T01:56:04.362768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:04.362835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:04.368040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:04.370097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:04.370596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:04.446120] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:04.446849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:04.454406] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:04.456577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:04.918110] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 51.8s | Global ETA: 1h 29m 12s [2025-11-22T01:56:04.918998] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:04.919061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:04.923753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:04.925456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:04.925942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:04.926321] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:04.955695] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 6m 21s | Global ETA: 1h 29m 12s [2025-11-22T01:56:05.013563] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 19.8s | Global ETA: 1h 29m 12s [2025-11-22T01:56:05.014501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:05.014566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:05.019591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:05.055166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:05.057672] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 20.8s | Global ETA: 1h 29m 12s [2025-11-22T01:56:05.058532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:05.058594] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:05.074731] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:05.099801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.122103] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 1.87% [2025-11-22T01:56:05.161697] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:05.162610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.183209] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:05.185773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.290454] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 2.76% [2025-11-22T01:56:05.456808] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.00% [2025-11-22T01:56:05.624228] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 1.77% [2025-11-22T01:56:05.737299] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 19.0s | Global ETA: 1h 29m 15s [2025-11-22T01:56:05.738189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:05.738251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:05.742975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:05.758032] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 50.8s | Global ETA: 1h 29m 15s [2025-11-22T01:56:05.758922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:05.759012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:05.763707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:05.765405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:05.765883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:05.766265] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:05.790942] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 20.1s | Global ETA: 1h 29m 15s [2025-11-22T01:56:05.791893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:05.791958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:05.797823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:05.801371] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.28% [2025-11-22T01:56:05.882520] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:05.883466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.891070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:05.918197] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:05.920439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.935630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:05.966952] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.08% [2025-11-22T01:56:06.149266] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.96% [2025-11-22T01:56:06.326831] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 0.48% [2025-11-22T01:56:06.458000] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 18.3s | Global ETA: 1h 29m 18s [2025-11-22T01:56:06.459287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:06.459351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:06.464415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:06.502354] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 2.51% [2025-11-22T01:56:06.520047] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 19.4s | Global ETA: 1h 29m 18s [2025-11-22T01:56:06.520941] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:06.521002] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:06.522746] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:06.596854] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 49.9s | Global ETA: 1h 29m 18s [2025-11-22T01:56:06.597767] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:06.597829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:06.602529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:06.604253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:06.604729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:06.605106] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:06.613152] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:06.614095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:06.644269] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:06.646467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:06.674474] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 1.25% [2025-11-22T01:56:06.674767] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 35.3500% [2025-11-22T01:56:06.674824] [INFO ] [main ] KRP: DISCARDED add_atr (score: 35.35%) [2025-11-22T01:56:06.674863] [INFO ] [main ] KRP: Testing feature 3/53: add_atr_10 [2025-11-22T01:56:06.674894] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T01:56:06.674928] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:06.690454] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:06.691884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:06.691945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:06.696884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:06.698758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:06.699251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:06.728454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:06.772182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.201543] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 17.6s | Global ETA: 1h 29m 20s [2025-11-22T01:56:07.202468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:07.202530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:07.207437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:07.246277] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 18.6s | Global ETA: 1h 29m 21s [2025-11-22T01:56:07.247194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:07.247256] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:07.264197] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:07.274248] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.84% | Symbol ETA: 3m 24s | Global ETA: 1h 29m 21s [2025-11-22T01:56:07.275144] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:07.275205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:07.280012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:07.281812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:07.282279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.353267] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:07.354226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.369199] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:07.371275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.434231] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 48.9s | Global ETA: 1h 29m 21s [2025-11-22T01:56:07.435118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:07.435181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:07.440087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:07.441898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:07.442366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:07.442794] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:07.565036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:07.611159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.859528] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 3m 23s | Global ETA: 1h 29m 23s [2025-11-22T01:56:07.860413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:07.860473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:07.865183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:07.866926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:07.867430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:07.924330] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.63% | Symbol ETA: 16.9s | Global ETA: 1h 29m 23s [2025-11-22T01:56:07.925228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:07.925291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:07.930035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:07.966712] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 17.9s | Global ETA: 1h 29m 23s [2025-11-22T01:56:07.967598] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:07.967684] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:07.983577] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:08.066108] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:08.066916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:08.089812] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:08.092023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:08.258832] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.66% | Symbol ETA: 48.0s | Global ETA: 1h 29m 24s [2025-11-22T01:56:08.259737] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:08.259801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:08.264480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:08.266196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:08.266675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:08.267055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:08.391500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:56:08.433947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:08.440817] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 3m 23s | Global ETA: 1h 29m 25s [2025-11-22T01:56:08.441870] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:08.441933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:08.446689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:08.448458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:08.449007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:08.629328] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.36% | Symbol ETA: 16.1s | Global ETA: 1h 29m 26s [2025-11-22T01:56:08.630229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:08.630293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:08.634997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:08.689153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:08.763904] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 17.2s | Global ETA: 1h 29m 26s [2025-11-22T01:56:08.764928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:08.764992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:08.771141] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:08.772039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:08.886807] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:56:08.889101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:09.024841] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 3m 22s | Global ETA: 1h 29m 27s [2025-11-22T01:56:09.025758] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:09.025819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:09.033715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:09.035759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:09.036281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:09.088976] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 47.1s | Global ETA: 1h 29m 27s [2025-11-22T01:56:09.255048] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 1.90% [2025-11-22T01:56:09.357968] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.59% | Symbol ETA: 15.4s | Global ETA: 1h 29m 29s [2025-11-22T01:56:09.419396] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.91%, Actual: 1.03% [2025-11-22T01:56:09.485150] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.36% | Symbol ETA: 16.4s | Global ETA: 1h 29m 29s [2025-11-22T01:56:09.530003] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.74%, Actual: 0.22% [2025-11-22T01:56:09.584080] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 1.17% [2025-11-22T01:56:09.618239] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 3m 22s | Global ETA: 1h 29m 29s [2025-11-22T01:56:09.619178] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:09.619240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:09.624330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:09.626221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:09.626752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:09.651570] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 0.65% [2025-11-22T01:56:09.703509] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 0.34% [2025-11-22T01:56:09.752019] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.18% [2025-11-22T01:56:09.827766] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 3.21%, Actual: 0.40% [2025-11-22T01:56:09.881287] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.93% [2025-11-22T01:56:09.920119] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.77% [2025-11-22T01:56:09.999247] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.46%, Actual: 0.25% [2025-11-22T01:56:10.056710] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 2.52% [2025-11-22T01:56:10.088318] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 0.45% [2025-11-22T01:56:10.166859] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 1.26% [2025-11-22T01:56:10.218089] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 3m 21s | Global ETA: 1h 29m 32s [2025-11-22T01:56:10.219018] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:10.219117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:10.224050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:10.225896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:10.226391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:10.233156] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 1.38% [2025-11-22T01:56:10.256897] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.38% [2025-11-22T01:56:10.332500] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 2.72% [2025-11-22T01:56:10.409676] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 1.96% [2025-11-22T01:56:10.422207] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 3.46% [2025-11-22T01:56:10.501137] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 1.75% [2025-11-22T01:56:10.587746] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.50%, Actual: 3.26% [2025-11-22T01:56:10.590862] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.66%, Actual: 1.98% [2025-11-22T01:56:10.667093] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.48% [2025-11-22T01:56:10.757975] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.55%, Actual: 0.56% [2025-11-22T01:56:10.758151] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 47.1186% [2025-11-22T01:56:10.758228] [INFO ] [main ] GPI: DISCARDED add_gap_fill_state (score: 47.12%) [2025-11-22T01:56:10.758270] [INFO ] [main ] GPI: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:56:10.758302] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T01:56:10.758336] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:10.764200] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.63%, Actual: 0.99% [2025-11-22T01:56:10.772461] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:10.773741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:10.773803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:10.778598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:10.780382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:10.783384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:10.783793] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:10.809776] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 3m 20s | Global ETA: 1h 29m 34s [2025-11-22T01:56:10.810693] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:10.810756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:10.815555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:10.817336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:10.817823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:10.834419] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 3.14% [2025-11-22T01:56:10.913743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:10.914944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:10.938702] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.36%, Actual: 1.50% [2025-11-22T01:56:11.002081] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.75% [2025-11-22T01:56:11.110823] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.59%, Actual: 0.79% [2025-11-22T01:56:11.111055] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 43.2296% [2025-11-22T01:56:11.111149] [INFO ] [main ] ADT: DISCARDED add_morning_followthrough_mag_T0 (score: 43.23%) [2025-11-22T01:56:11.111194] [INFO ] [main ] ADT: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:56:11.111226] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_morning_range_expansion'] [2025-11-22T01:56:11.111263] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:11.122986] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:11.124362] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:11.124426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:11.129449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:11.168398] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.36%, Actual: 0.18% [2025-11-22T01:56:11.168614] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 35.2738% [2025-11-22T01:56:11.168716] [INFO ] [main ] IIIN: DISCARDED add_micro_gap_fill_velocity (score: 35.27%) [2025-11-22T01:56:11.168761] [INFO ] [main ] IIIN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:56:11.168793] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:56:11.168830] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:11.181776] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:11.183292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:11.183355] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:11.187516] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:11.281393] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:11.286284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:11.310794] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:11.311755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:11.441180] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 3m 20s | Global ETA: 1h 29m 36s [2025-11-22T01:56:11.442071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:11.442132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:11.446885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:11.448629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:11.449113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:11.580037] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 51.3s | Global ETA: 1h 29m 37s [2025-11-22T01:56:11.580936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:11.580999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:11.585746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:11.587493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:11.587976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:11.588370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:11.714278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:11.715329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:11.874839] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.29% | Symbol ETA: 20.1s | Global ETA: 1h 29m 38s [2025-11-22T01:56:11.875827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:11.875892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:11.880964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:11.914119] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.51% | Symbol ETA: 21.1s | Global ETA: 1h 29m 38s [2025-11-22T01:56:11.915011] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:11.915072] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:11.941328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:12.027758] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 3m 19s | Global ETA: 1h 29m 39s [2025-11-22T01:56:12.028667] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:12.028730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:12.033267] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:12.033634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:12.035444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:12.035955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.038105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.046707] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:12.048030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.378319] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 50.5s | Global ETA: 1h 29m 40s [2025-11-22T01:56:12.379200] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:12.379263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:12.383984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:12.385717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:12.386182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:12.386560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:12.511289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:12.512430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.627026] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 3m 19s | Global ETA: 1h 29m 41s [2025-11-22T01:56:12.633533] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.97% | Symbol ETA: 19.4s | Global ETA: 1h 29m 41s [2025-11-22T01:56:12.634457] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:12.634521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:12.639467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:12.665944] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.97% | Symbol ETA: 20.4s | Global ETA: 1h 29m 41s [2025-11-22T01:56:12.667018] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:12.667094] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:12.698430] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:12.790555] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:12.795433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.809348] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:12.810428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:12.814120] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.84%, Actual: 1.87% [2025-11-22T01:56:12.980891] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 2.76% [2025-11-22T01:56:13.151517] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 0.00% [2025-11-22T01:56:13.185781] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.41% | Symbol ETA: 49.7s | Global ETA: 1h 29m 43s [2025-11-22T01:56:13.186674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:13.186737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:13.191472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:13.193199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:13.193680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:13.194060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:13.317529] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.77% [2025-11-22T01:56:13.317665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:13.318635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:13.389111] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 18.6s | Global ETA: 1h 29m 44s [2025-11-22T01:56:13.390158] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:13.390223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:13.395526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:13.420936] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.35% | Symbol ETA: 19.7s | Global ETA: 1h 29m 44s [2025-11-22T01:56:13.421941] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:13.422006] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:13.455989] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:13.487053] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 0.28% [2025-11-22T01:56:13.542298] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:13.545539] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:13.546535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:13.547100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:13.653195] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 0.08% [2025-11-22T01:56:13.819195] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 0.96% [2025-11-22T01:56:13.985730] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.51%, Actual: 0.48% [2025-11-22T01:56:13.986513] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 4.36% | Symbol ETA: 48.9s | Global ETA: 1h 29m 46s [2025-11-22T01:56:13.987409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:13.987471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:13.992312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:13.994124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:13.994582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:13.994986] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:14.123799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:14.124868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:14.134442] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 17.8s | Global ETA: 1h 29m 46s [2025-11-22T01:56:14.135331] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:14.135395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:14.140445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:14.159515] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 2.51% [2025-11-22T01:56:14.167915] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.17% | Symbol ETA: 19.0s | Global ETA: 1h 29m 47s [2025-11-22T01:56:14.169020] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:14.169109] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:14.200061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:14.291334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:14.295927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:14.301553] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:14.302531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:14.327526] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.33%, Actual: 1.25% [2025-11-22T01:56:14.327757] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 42.3834% [2025-11-22T01:56:14.327863] [INFO ] [main ] KRP: KEPT add_atr_10 (score: 42.38%) [2025-11-22T01:56:14.327906] [INFO ] [main ] KRP: Testing feature 4/53: add_atr_5 [2025-11-22T01:56:14.327940] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T01:56:14.327976] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:14.342014] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:14.343274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:14.343336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:14.348185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:14.349973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:14.350445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:14.350938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:14.773947] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 48.1s | Global ETA: 1h 29m 49s [2025-11-22T01:56:14.774832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:14.774894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:14.779626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:14.781354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:14.781837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:14.782219] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:14.869682] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.26% | Symbol ETA: 17.1s | Global ETA: 1h 29m 49s [2025-11-22T01:56:14.870602] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:14.870691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:14.875561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:14.897223] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.02% | Symbol ETA: 18.2s | Global ETA: 1h 29m 49s [2025-11-22T01:56:14.898146] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:14.898242] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:14.909826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:14.910945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:14.930579] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:14.935736] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 2m 10s | Global ETA: 1h 29m 49s [2025-11-22T01:56:14.936618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:14.936712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:14.941529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:14.943293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:14.943787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:14.944219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.020356] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:15.025060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.026456] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:15.027442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.524013] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 2m 10s | Global ETA: 1h 29m 52s [2025-11-22T01:56:15.524912] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:15.524973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:15.529865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:15.531933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:15.532421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:15.532879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.569828] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 47.3s | Global ETA: 1h 29m 52s [2025-11-22T01:56:15.570735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:15.570796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:15.575468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:15.577422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:15.577943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:15.578324] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:15.594404] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.38% | Symbol ETA: 16.3s | Global ETA: 1h 29m 52s [2025-11-22T01:56:15.595335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:15.595398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:15.600472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:15.638770] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.81% | Symbol ETA: 17.4s | Global ETA: 1h 29m 52s [2025-11-22T01:56:15.639714] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:15.639776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:15.658257] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:15.702383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:15.703437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.748150] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:15.752849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:15.772432] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:15.773428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:16.124249] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 2m 9s | Global ETA: 1h 29m 54s [2025-11-22T01:56:16.125146] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:16.125208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:16.130010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:16.131746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:16.132214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:16.132666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:16.336462] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 15.5s | Global ETA: 1h 29m 55s [2025-11-22T01:56:16.337392] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:16.337455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:16.342359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:16.364354] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 46.5s | Global ETA: 1h 29m 55s [2025-11-22T01:56:16.365270] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:16.365333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:16.370158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:16.371901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:16.372357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:16.372761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:16.376769] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 16.7s | Global ETA: 1h 29m 55s [2025-11-22T01:56:16.378081] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:16.378163] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:16.398548] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:16.485371] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:16.490019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:16.493839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:16.495037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:16.513212] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:16.514188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:16.707323] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 2m 9s | Global ETA: 1h 29m 56s [2025-11-22T01:56:16.708855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:16.708920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:16.713852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:16.715692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:16.716173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:16.716609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.059209] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 14.8s | Global ETA: 1h 29m 57s [2025-11-22T01:56:17.060178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:17.060241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:17.065204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:17.113859] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 16.0s | Global ETA: 1h 29m 58s [2025-11-22T01:56:17.114797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:17.114859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:17.119759] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:17.172448] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 45.7s | Global ETA: 1h 29m 58s [2025-11-22T01:56:17.173393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:17.173459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:17.178396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:17.180199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:17.180702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:17.181102] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:17.208790] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:17.213395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.240004] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:17.240953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.287428] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 2m 8s | Global ETA: 1h 29m 58s [2025-11-22T01:56:17.288307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:17.288368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:17.293161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:17.294929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:17.295394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:17.295854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.306950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:17.308162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.785785] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.09% | Symbol ETA: 14.1s | Global ETA: 1h 30m 0s [2025-11-22T01:56:17.786681] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:17.786757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:17.791812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:17.846510] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:17.849054] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 15.2s | Global ETA: 1h 30m 0s [2025-11-22T01:56:17.849981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:17.850041] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:17.877343] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 2m 7s | Global ETA: 1h 30m 0s [2025-11-22T01:56:17.878295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:17.878357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:17.883177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:17.885044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:17.885521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:17.885979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.932684] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:17.936990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.976911] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:56:17.977882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:17.997852] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.84% | Symbol ETA: 44.9s | Global ETA: 1h 30m 1s [2025-11-22T01:56:17.998875] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:17.998942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:18.004015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:18.006003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:18.006502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:18.006923] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:18.135231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:56:18.136514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:18.456371] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 2m 7s | Global ETA: 1h 30m 3s [2025-11-22T01:56:18.457315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:18.457376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:18.462163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:18.463905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:18.464370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:18.464820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:18.512875] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.10% | Symbol ETA: 13.3s | Global ETA: 1h 30m 3s [2025-11-22T01:56:18.579262] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.61% | Symbol ETA: 14.5s | Global ETA: 1h 30m 3s [2025-11-22T01:56:18.685719] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.29%, Actual: 0.22% [2025-11-22T01:56:18.751054] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 0.65% [2025-11-22T01:56:18.797486] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 44.1s | Global ETA: 1h 30m 4s [2025-11-22T01:56:18.860041] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.97%, Actual: 0.34% [2025-11-22T01:56:18.921788] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 0.40% [2025-11-22T01:56:18.965729] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 1.90% [2025-11-22T01:56:19.029759] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.93% [2025-11-22T01:56:19.035832] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 5s [2025-11-22T01:56:19.036750] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:19.036824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:19.041604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:19.043418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:19.043905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:19.044333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:19.093258] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.35%, Actual: 0.25% [2025-11-22T01:56:19.135975] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 1.03% [2025-11-22T01:56:19.201940] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 2.52% [2025-11-22T01:56:19.261937] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.17%, Actual: 1.26% [2025-11-22T01:56:19.307279] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 1.17% [2025-11-22T01:56:19.369863] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.26%, Actual: 1.38% [2025-11-22T01:56:19.434717] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.02%, Actual: 2.72% [2025-11-22T01:56:19.475227] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 4.36%, Actual: 0.18% [2025-11-22T01:56:19.539052] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.38%, Actual: 1.96% [2025-11-22T01:56:19.603521] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.81%, Actual: 1.75% [2025-11-22T01:56:19.617822] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.70% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 7s [2025-11-22T01:56:19.618712] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:19.618787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:19.623670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:19.625392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:19.625878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:19.626307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:19.641556] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.77% [2025-11-22T01:56:19.707884] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 3.26% [2025-11-22T01:56:19.772332] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.48% [2025-11-22T01:56:19.807768] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 0.45% [2025-11-22T01:56:19.877393] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 0.99% [2025-11-22T01:56:19.941374] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 3.14% [2025-11-22T01:56:19.978863] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.38% [2025-11-22T01:56:20.052230] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.09%, Actual: 1.50% [2025-11-22T01:56:20.109340] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.75% [2025-11-22T01:56:20.146598] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 3.46% [2025-11-22T01:56:20.197532] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 2m 5s | Global ETA: 1h 30m 9s [2025-11-22T01:56:20.227335] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.10%, Actual: 0.79% [2025-11-22T01:56:20.227556] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.1563% [2025-11-22T01:56:20.227674] [INFO ] [main ] ADT: DISCARDED add_morning_range_expansion (score: 44.16%) [2025-11-22T01:56:20.227733] [INFO ] [main ] ADT: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:56:20.227775] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_11_elasticity'] [2025-11-22T01:56:20.227818] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:20.239450] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:20.240778] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:20.240841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:20.245824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:20.276482] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.61%, Actual: 0.18% [2025-11-22T01:56:20.276692] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.7824% [2025-11-22T01:56:20.276773] [INFO ] [main ] IIIN: DISCARDED add_morning_followthrough_mag_T0 (score: 44.78%) [2025-11-22T01:56:20.276815] [INFO ] [main ] IIIN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:56:20.276848] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_morning_range_expansion'] [2025-11-22T01:56:20.276882] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:20.289313] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:20.290756] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:20.290817] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:20.305100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:20.314050] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.84%, Actual: 1.98% [2025-11-22T01:56:20.367141] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 1.87% [2025-11-22T01:56:20.399339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:20.400883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:20.417125] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:20.421833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:20.482758] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 0.56% [2025-11-22T01:56:20.482951] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 35.2522% [2025-11-22T01:56:20.483038] [INFO ] [main ] GPI: DISCARDED add_gap_morning_composite (score: 35.25%) [2025-11-22T01:56:20.483080] [INFO ] [main ] GPI: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:56:20.483112] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T01:56:20.483147] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:20.496788] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:20.498222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:20.498285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:20.503006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:20.504772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:20.505239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:20.505625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:20.535493] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 2.76% [2025-11-22T01:56:20.635771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:20.691759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:20.707614] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.00% [2025-11-22T01:56:20.875566] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 1.77% [2025-11-22T01:56:20.974868] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.30% | Symbol ETA: 19.0s | Global ETA: 1h 30m 12s [2025-11-22T01:56:20.975759] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:20.975823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:20.980575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:21.020416] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 20.0s | Global ETA: 1h 30m 12s [2025-11-22T01:56:21.021299] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:21.021360] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:21.037021] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:21.044136] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 0.28% [2025-11-22T01:56:21.125170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:21.126590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:21.147105] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:21.151637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:21.213538] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.08% [2025-11-22T01:56:21.355675] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 2.20% | Symbol ETA: 44.0s | Global ETA: 1h 30m 13s [2025-11-22T01:56:21.356564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:21.356627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:21.361379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:21.363127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:21.363587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:21.364001] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:21.383385] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.96% [2025-11-22T01:56:21.490214] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:21.546857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:21.550346] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 0.48% [2025-11-22T01:56:21.701240] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 18.3s | Global ETA: 1h 30m 15s [2025-11-22T01:56:21.702183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:21.702248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:21.707287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:21.715896] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 2.51% [2025-11-22T01:56:21.748057] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.40% | Symbol ETA: 19.3s | Global ETA: 1h 30m 15s [2025-11-22T01:56:21.748990] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:21.749052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:21.764675] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:21.857416] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:21.858743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:21.875404] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:21.880605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:21.882624] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 1.25% [2025-11-22T01:56:21.882817] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 41.7739% [2025-11-22T01:56:21.882872] [INFO ] [main ] KRP: DISCARDED add_atr_5 (score: 41.77%) [2025-11-22T01:56:21.882910] [INFO ] [main ] KRP: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T01:56:21.882943] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T01:56:21.882997] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:21.897064] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:21.898531] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:21.898592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:21.903379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:21.905176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:21.905665] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:21.906416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:22.213172] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 43.1s | Global ETA: 1h 30m 17s [2025-11-22T01:56:22.214627] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:22.214716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:22.219745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:22.221525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:22.222027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:22.222425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:22.352040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:22.408697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:22.443118] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 17.6s | Global ETA: 1h 30m 18s [2025-11-22T01:56:22.444010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:22.444072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:22.448996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:22.479411] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 1m 36s | Global ETA: 1h 30m 18s [2025-11-22T01:56:22.480333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:22.480395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:22.481967] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.12% | Symbol ETA: 18.6s | Global ETA: 1h 30m 18s [2025-11-22T01:56:22.483243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:22.483323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:22.485200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:22.486960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:22.487447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:22.488198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:22.505816] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:22.593248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:22.594630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:22.619382] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:22.624403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.075486] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 42.3s | Global ETA: 1h 30m 20s [2025-11-22T01:56:23.076382] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:23.076444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.081334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:23.083073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:23.083537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:23.083951] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:23.085194] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 1m 35s | Global ETA: 1h 30m 20s [2025-11-22T01:56:23.086099] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:23.086162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.090897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:23.092682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:23.093157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:23.093922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.179276] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 16.8s | Global ETA: 1h 30m 20s [2025-11-22T01:56:23.180205] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:23.180269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.185263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:23.208266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:23.242094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:23.251617] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.79% | Symbol ETA: 17.9s | Global ETA: 1h 30m 21s [2025-11-22T01:56:23.252495] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:23.252556] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:23.264113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.332345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:23.333694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.381552] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:23.386288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.674533] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 1m 35s | Global ETA: 1h 30m 22s [2025-11-22T01:56:23.675443] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:23.675504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.680327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:23.682219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:23.682717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:23.683483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:23.914756] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.01% | Symbol ETA: 16.1s | Global ETA: 1h 30m 23s [2025-11-22T01:56:23.915708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:23.915773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.920996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:23.926306] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.09% | Symbol ETA: 41.4s | Global ETA: 1h 30m 23s [2025-11-22T01:56:23.927287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:23.927351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:23.932235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:23.934056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:23.934533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:23.935016] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:23.980157] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:23.980657] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 17.1s | Global ETA: 1h 30m 23s [2025-11-22T01:56:23.981537] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:23.981599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:24.062816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:24.073181] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:24.074718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.111739] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:24.116441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.118738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.264138] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -2.35% | Symbol ETA: 1m 34s | Global ETA: 1h 30m 24s [2025-11-22T01:56:24.265041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:24.265102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:24.270011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:24.271801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:24.272268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:24.273016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.658157] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 15.4s | Global ETA: 1h 30m 26s [2025-11-22T01:56:24.659074] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:24.659136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:24.663985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:24.720946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:24.726054] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.35% | Symbol ETA: 16.4s | Global ETA: 1h 30m 26s [2025-11-22T01:56:24.727009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:24.727073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:24.772156] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 40.5s | Global ETA: 1h 30m 26s [2025-11-22T01:56:24.773080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:24.773144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:24.778073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:24.779972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:24.780439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:24.780852] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:24.809665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:24.810961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.854707] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:24.855998] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 1m 34s | Global ETA: 1h 30m 27s [2025-11-22T01:56:24.856952] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:24.857014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:24.859406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.861979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:24.863816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:24.864296] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:24.865058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:24.909855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:24.964920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:25.430696] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.42% | Symbol ETA: 14.7s | Global ETA: 1h 30m 29s [2025-11-22T01:56:25.431614] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:25.431697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:25.436739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:25.443274] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 1m 33s | Global ETA: 1h 30m 29s [2025-11-22T01:56:25.444188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:25.444250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:25.449470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:25.451263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:25.451747] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:25.452465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:25.466223] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 15.7s | Global ETA: 1h 30m 29s [2025-11-22T01:56:25.467145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:25.467213] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:25.493045] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:25.583560] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:25.584946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:25.591967] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:25.596616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:25.635726] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 39.7s | Global ETA: 1h 30m 30s [2025-11-22T01:56:25.636605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:25.636692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:25.641428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:25.643170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:25.643624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:25.644025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:25.768032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:25.823353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.034612] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 1m 32s | Global ETA: 1h 30m 31s [2025-11-22T01:56:26.035540] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:26.035601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:26.040510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:26.042297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:26.042782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:26.043552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.171709] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 13.9s | Global ETA: 1h 30m 32s [2025-11-22T01:56:26.172618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:26.172703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:26.177841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:26.202342] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 14.9s | Global ETA: 1h 30m 32s [2025-11-22T01:56:26.203264] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:26.203326] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:26.234024] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:26.325319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:26.326674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.333054] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:26.337734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.481563] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 38.8s | Global ETA: 1h 30m 33s [2025-11-22T01:56:26.482485] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:26.482550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:26.487528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:26.489324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:26.489807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:26.490188] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:26.616484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:26.616992] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 1m 32s | Global ETA: 1h 30m 33s [2025-11-22T01:56:26.618419] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:26.618481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:26.623236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:26.625019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:26.625477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:26.626223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.672371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:26.917777] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 13.2s | Global ETA: 1h 30m 34s [2025-11-22T01:56:26.918700] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:26.918764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:26.923766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:26.968507] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 14.2s | Global ETA: 1h 30m 35s [2025-11-22T01:56:26.969394] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:26.969454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:26.981228] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:27.073566] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:27.075128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:27.096598] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:56:27.101033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:27.194447] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.32% | Symbol ETA: 1m 31s | Global ETA: 1h 30m 35s [2025-11-22T01:56:27.195341] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:27.195402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:27.200160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:27.202016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:27.202475] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T01:56:27.203214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:27.330263] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 2.35% | Symbol ETA: 38.0s | Global ETA: 1h 30m 36s [2025-11-22T01:56:27.331160] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:27.331223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:27.335974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:27.337779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:27.338251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:27.338630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:27.461447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:27.516870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:27.676220] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 12.4s | Global ETA: 1h 30m 37s [2025-11-22T01:56:27.694012] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 3.86% | Symbol ETA: 13.4s | Global ETA: 1h 30m 37s [2025-11-22T01:56:27.773048] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 1m 31s | Global ETA: 1h 30m 38s [2025-11-22T01:56:27.852903] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.30%, Actual: 0.22% [2025-11-22T01:56:27.862360] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.65% [2025-11-22T01:56:27.940373] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 1.87% [2025-11-22T01:56:28.026391] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.34% [2025-11-22T01:56:28.027754] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.40%, Actual: 0.40% [2025-11-22T01:56:28.106933] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 2.76% [2025-11-22T01:56:28.171296] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 2.66% | Symbol ETA: 37.1s | Global ETA: 1h 30m 39s [2025-11-22T01:56:28.172193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:28.172255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:28.176986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:28.178790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:28.179323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:28.179719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:28.192759] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.12%, Actual: 0.25% [2025-11-22T01:56:28.202131] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.93% [2025-11-22T01:56:28.272853] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 0.00% [2025-11-22T01:56:28.301262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:28.356312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:28.359734] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.79%, Actual: 1.26% [2025-11-22T01:56:28.373214] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 2.52% [2025-11-22T01:56:28.437980] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -2.35%, Actual: 1.77% [2025-11-22T01:56:28.524928] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 2.72% [2025-11-22T01:56:28.539783] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.01%, Actual: 1.38% [2025-11-22T01:56:28.603237] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.28% [2025-11-22T01:56:28.690862] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.35%, Actual: 1.75% [2025-11-22T01:56:28.710817] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 1.96% [2025-11-22T01:56:28.768950] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.08% [2025-11-22T01:56:28.855902] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 0.48% [2025-11-22T01:56:28.887632] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.42%, Actual: 3.26% [2025-11-22T01:56:28.936412] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.96% [2025-11-22T01:56:29.004384] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 36.2s | Global ETA: 1h 30m 42s [2025-11-22T01:56:29.021164] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 3.14% [2025-11-22T01:56:29.064828] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 0.99% [2025-11-22T01:56:29.101075] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.48% [2025-11-22T01:56:29.170883] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 2.20%, Actual: 1.90% [2025-11-22T01:56:29.186154] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.72%, Actual: 0.75% [2025-11-22T01:56:29.243301] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 1.50% [2025-11-22T01:56:29.266787] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 2.51% [2025-11-22T01:56:29.342351] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 1.03% [2025-11-22T01:56:29.350064] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 3.86%, Actual: 0.18% [2025-11-22T01:56:29.350228] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 34.4936% [2025-11-22T01:56:29.350305] [INFO ] [main ] IIIN: DISCARDED add_morning_range_expansion (score: 34.49%) [2025-11-22T01:56:29.350346] [INFO ] [main ] IIIN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:56:29.350378] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_11_elasticity'] [2025-11-22T01:56:29.350412] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:29.362433] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:29.363835] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:29.363895] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:29.418953] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 0.79% [2025-11-22T01:56:29.419165] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.2994% [2025-11-22T01:56:29.419251] [INFO ] [main ] ADT: DISCARDED add_open_11_elasticity (score: 44.30%) [2025-11-22T01:56:29.419296] [INFO ] [main ] ADT: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:56:29.419329] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity'] [2025-11-22T01:56:29.419385] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:29.431300] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:29.432128] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 1.25% [2025-11-22T01:56:29.432310] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.9608% [2025-11-22T01:56:29.432392] [INFO ] [main ] KRP: DISCARDED add_close_to_open_alignment (score: 31.96%) [2025-11-22T01:56:29.432435] [INFO ] [main ] KRP: Testing feature 6/53: add_composite_volatility_context [2025-11-22T01:56:29.432466] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T01:56:29.432501] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:29.432987] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:29.433055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:29.438411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:29.446261] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:29.447512] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:29.447573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:29.452375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:29.454183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:29.454683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:29.455547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:29.491344] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:29.492585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:29.496594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:29.510464] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.17% [2025-11-22T01:56:29.589139] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:29.590789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:29.679287] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.09%, Actual: 0.18% [2025-11-22T01:56:29.858264] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.77% [2025-11-22T01:56:30.026208] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 1m 16s | Global ETA: 1h 30m 46s [2025-11-22T01:56:30.027089] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:30.027174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:30.031906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:30.033632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:30.034114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:30.034385] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.45% [2025-11-22T01:56:30.034989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.086103] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 18.9s | Global ETA: 1h 30m 46s [2025-11-22T01:56:30.086994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:30.087054] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:30.195036] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.01% | Symbol ETA: 18.5s | Global ETA: 1h 30m 47s [2025-11-22T01:56:30.196062] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:30.196128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:30.201697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:30.212115] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.38% [2025-11-22T01:56:30.212508] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:30.213745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.260845] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:30.355130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:30.356769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.385977] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 3.46% [2025-11-22T01:56:30.569592] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 2.66%, Actual: 1.98% [2025-11-22T01:56:30.601766] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 1m 16s | Global ETA: 1h 30m 48s [2025-11-22T01:56:30.603002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:30.603068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:30.607870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:30.609587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:30.610104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:30.610992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.740028] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.56% [2025-11-22T01:56:30.740234] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 49.8618% [2025-11-22T01:56:30.740315] [INFO ] [main ] GPI: DISCARDED add_gap_resolution_state (score: 49.86%) [2025-11-22T01:56:30.740357] [INFO ] [main ] GPI: Testing feature 13/53: add_gaps [2025-11-22T01:56:30.740390] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_gaps'] [2025-11-22T01:56:30.740424] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:30.754701] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:30.756090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:30.756163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:30.761124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:30.762963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:30.763473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:30.763892] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:30.810148] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 18.2s | Global ETA: 1h 30m 49s [2025-11-22T01:56:30.811047] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:30.811107] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:30.895781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:30.896860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.936272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:30.937634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:30.966868] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.07% | Symbol ETA: 17.7s | Global ETA: 1h 30m 50s [2025-11-22T01:56:30.967840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:30.967904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:30.973142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:31.032999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:31.126762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:31.128427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:31.186304] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 1.28% | Symbol ETA: 1m 15s | Global ETA: 1h 30m 50s [2025-11-22T01:56:31.187204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:31.187266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:31.191968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:31.193716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:31.194178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:31.195051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:31.532090] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.59% | Symbol ETA: 17.4s | Global ETA: 1h 30m 52s [2025-11-22T01:56:31.533003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:31.533065] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:31.582290] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 41.6s | Global ETA: 1h 30m 52s [2025-11-22T01:56:31.583231] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:31.583297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:31.588405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:31.590246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:31.590757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:31.591205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:31.662428] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:31.663748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:31.724173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:31.725264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:31.733351] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 17.0s | Global ETA: 1h 30m 52s [2025-11-22T01:56:31.734300] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:31.734367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:31.739597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:31.769438] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 1m 14s | Global ETA: 1h 30m 53s [2025-11-22T01:56:31.770319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:31.770380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:31.775171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:31.776912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:31.777390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:31.778302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:31.798531] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:31.890591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:31.892104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.261191] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 16.7s | Global ETA: 1h 30m 54s [2025-11-22T01:56:32.262075] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:32.262136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:32.353479] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 1m 14s | Global ETA: 1h 30m 55s [2025-11-22T01:56:32.354949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:32.355013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:32.359924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:32.361806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:32.362280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:32.363174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.389717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:32.391036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.398431] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 40.8s | Global ETA: 1h 30m 55s [2025-11-22T01:56:32.399321] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:32.399382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:32.404111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:32.405854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:32.406315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:32.406713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:32.468474] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 16.1s | Global ETA: 1h 30m 55s [2025-11-22T01:56:32.469384] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:32.469446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:32.474226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:32.528973] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:32.531628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:32.532491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.613950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:32.615505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.932056] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 1m 13s | Global ETA: 1h 30m 57s [2025-11-22T01:56:32.932950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:32.933012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:32.937767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:32.939482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:32.939961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:32.940843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:32.990073] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -4.36% | Symbol ETA: 16.0s | Global ETA: 1h 30m 57s [2025-11-22T01:56:32.990980] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:32.991060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:33.118085] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:33.119462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:33.182154] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.67% | Symbol ETA: 15.3s | Global ETA: 1h 30m 58s [2025-11-22T01:56:33.183044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:33.183106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:33.187861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:33.237502] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.16% | Symbol ETA: 40.0s | Global ETA: 1h 30m 58s [2025-11-22T01:56:33.238432] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:33.238495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:33.243154] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:33.243338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:33.245145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:33.245622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:33.246045] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:33.327274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:33.328768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:33.375906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:33.376755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:33.508265] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.70% | Symbol ETA: 1m 13s | Global ETA: 1h 30m 59s [2025-11-22T01:56:33.509733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:33.509795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:33.514535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:33.516322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:33.516800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:33.517701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:33.726517] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.83% | Symbol ETA: 15.3s | Global ETA: 1h 30m 60s [2025-11-22T01:56:33.727457] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:33.727518] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:33.850201] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:33.851508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:33.891360] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 14.6s | Global ETA: 1h 31m 1s [2025-11-22T01:56:33.892245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:33.892307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:33.897022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:33.952419] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:34.036863] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:34.038350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.046126] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 39.1s | Global ETA: 1h 31m 1s [2025-11-22T01:56:34.047410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:34.047473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:34.052247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:34.053963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:34.054419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:34.054821] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:34.085900] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 1m 12s | Global ETA: 1h 31m 1s [2025-11-22T01:56:34.086779] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:34.086841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:34.091579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:34.093321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:34.093799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:34.094661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.176245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:34.177052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.441574] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 14.5s | Global ETA: 1h 31m 3s [2025-11-22T01:56:34.442467] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:34.442529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:34.564193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:34.565508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.598679] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 13.8s | Global ETA: 1h 31m 3s [2025-11-22T01:56:34.599544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:34.599606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:34.604734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:34.659518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:34.660545] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 1m 12s | Global ETA: 1h 31m 3s [2025-11-22T01:56:34.661425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:34.661486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:34.666206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:34.667964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:34.668804] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T01:56:34.669676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.743674] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:34.745130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:34.839458] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 38.3s | Global ETA: 1h 31m 4s [2025-11-22T01:56:34.840361] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:34.840422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:34.845192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:34.846908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:34.847396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:34.847801] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:34.970969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:34.971978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:35.161166] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 13.8s | Global ETA: 1h 31m 5s [2025-11-22T01:56:35.162071] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:35.162132] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:35.239105] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -1.64% | Symbol ETA: 1m 11s | Global ETA: 1h 31m 6s [2025-11-22T01:56:35.284408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:35.285845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:35.325144] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 13.1s | Global ETA: 1h 31m 6s [2025-11-22T01:56:35.326138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:35.326204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:35.331260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:35.389696] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:35.407856] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 1.87% [2025-11-22T01:56:35.482040] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:35.483623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:35.575329] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 2.76% [2025-11-22T01:56:35.631915] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 37.4s | Global ETA: 1h 31m 7s [2025-11-22T01:56:35.632809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:35.632871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:35.637627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:35.639393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:35.639875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:35.640262] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:35.743516] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 1.28%, Actual: 0.00% [2025-11-22T01:56:35.765068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:35.766009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:35.884436] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.76% | Symbol ETA: 13.1s | Global ETA: 1h 31m 8s [2025-11-22T01:56:35.885324] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:35.885385] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:35.910559] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 1.77% [2025-11-22T01:56:36.008016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:56:36.009385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:36.076478] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.28% [2025-11-22T01:56:36.080529] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.70% | Symbol ETA: 12.3s | Global ETA: 1h 31m 9s [2025-11-22T01:56:36.081494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:36.081558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:36.086705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:36.143941] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:36.234238] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:36.235698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:36.243781] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.08% [2025-11-22T01:56:36.411050] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 0.96% [2025-11-22T01:56:36.439107] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 36.6s | Global ETA: 1h 31m 10s [2025-11-22T01:56:36.440002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:36.440064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:36.444828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:36.446564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:36.447070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:36.447489] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:36.574821] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 0.48% [2025-11-22T01:56:36.575622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:36.576545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:36.603290] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 12.4s | Global ETA: 1h 31m 11s [2025-11-22T01:56:36.739427] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 2.51% [2025-11-22T01:56:36.770189] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.23%, Actual: 0.65% [2025-11-22T01:56:36.828809] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.03% | Symbol ETA: 11.6s | Global ETA: 1h 31m 12s [2025-11-22T01:56:36.904757] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -1.64%, Actual: 1.25% [2025-11-22T01:56:36.904947] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 41.2493% [2025-11-22T01:56:36.905575] [INFO ] [main ] KRP: DISCARDED add_composite_volatility_context (score: 41.25%) [2025-11-22T01:56:36.905621] [INFO ] [main ] KRP: Testing feature 7/53: add_day_shape_ratios [2025-11-22T01:56:36.905682] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T01:56:36.905720] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:36.919558] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:36.920808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:36.920869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:36.925603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:36.927410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:36.927902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:36.930315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:36.935573] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.40% [2025-11-22T01:56:36.996199] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.01%, Actual: 0.22% [2025-11-22T01:56:37.103210] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.59%, Actual: 0.25% [2025-11-22T01:56:37.164687] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 0.34% [2025-11-22T01:56:37.249742] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 35.8s | Global ETA: 1h 31m 13s [2025-11-22T01:56:37.250614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:37.250695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:37.255594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:37.257404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:37.257927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:37.258353] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:37.269576] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.26% [2025-11-22T01:56:37.333584] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.93% [2025-11-22T01:56:37.386471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:37.387472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:37.436523] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -4.36%, Actual: 2.72% [2025-11-22T01:56:37.501391] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 2.52% [2025-11-22T01:56:37.502557] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 1m 3s | Global ETA: 1h 31m 14s [2025-11-22T01:56:37.503442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:37.503503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:37.508267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:37.510003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:37.510461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:37.512794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:37.602780] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.83%, Actual: 1.75% [2025-11-22T01:56:37.671159] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.67%, Actual: 1.38% [2025-11-22T01:56:37.777504] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.48% [2025-11-22T01:56:37.838757] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 1.96% [2025-11-22T01:56:37.953388] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.46%, Actual: 3.14% [2025-11-22T01:56:38.006533] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.47%, Actual: 3.26% [2025-11-22T01:56:38.054979] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -3.46% | Symbol ETA: 35.0s | Global ETA: 1h 31m 16s [2025-11-22T01:56:38.055907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:38.055969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:38.061160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:38.062913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:38.063410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:38.063809] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:38.092513] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 1m 2s | Global ETA: 1h 31m 16s [2025-11-22T01:56:38.093387] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:38.093448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:38.098310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:38.100095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:38.100552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:38.102882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:38.128065] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.76%, Actual: 0.75% [2025-11-22T01:56:38.175232] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 0.99% [2025-11-22T01:56:38.191628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:56:38.192592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:38.303854] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.18% [2025-11-22T01:56:38.304089] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 48.9339% [2025-11-22T01:56:38.304182] [INFO ] [main ] IIIN: DISCARDED add_open_11_elasticity (score: 48.93%) [2025-11-22T01:56:38.304227] [INFO ] [main ] IIIN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:56:38.304259] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity'] [2025-11-22T01:56:38.304295] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:38.315480] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:38.316725] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:38.316785] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:38.344207] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.50% [2025-11-22T01:56:38.450063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:38.451632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:38.512602] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.03%, Actual: 0.79% [2025-11-22T01:56:38.512822] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 40.5641% [2025-11-22T01:56:38.512908] [INFO ] [main ] ADT: DISCARDED add_open_reversal_intensity (score: 40.56%) [2025-11-22T01:56:38.512949] [INFO ] [main ] ADT: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:56:38.512981] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:56:38.513015] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:38.524022] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:38.525436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:38.525498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:38.530448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:38.587799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:38.674902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:38.676556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:38.678489] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 1m 1s | Global ETA: 1h 31m 18s [2025-11-22T01:56:38.679398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:38.679460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:38.684254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:38.685989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:38.686475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:38.688858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:38.857825] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 34.2s | Global ETA: 1h 31m 19s [2025-11-22T01:56:39.027177] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 1.90% [2025-11-22T01:56:39.061426] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 18.0s | Global ETA: 1h 31m 20s [2025-11-22T01:56:39.062323] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:39.062386] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:39.187485] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:39.189005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:39.196971] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.49%, Actual: 1.03% [2025-11-22T01:56:39.246660] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.10% | Symbol ETA: 17.1s | Global ETA: 1h 31m 21s [2025-11-22T01:56:39.247583] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:39.247663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:39.252369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:39.267499] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 1m 1s | Global ETA: 1h 31m 21s [2025-11-22T01:56:39.268391] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:39.268452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:39.273202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:39.274951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:39.275408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:39.277770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:39.308964] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:39.363907] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.16%, Actual: 1.17% [2025-11-22T01:56:39.395685] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:39.397267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:39.533212] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.18% [2025-11-22T01:56:39.702328] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.94%, Actual: 0.77% [2025-11-22T01:56:39.788600] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 17.2s | Global ETA: 1h 31m 23s [2025-11-22T01:56:39.789516] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:39.789579] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:39.852939] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 1m 0s | Global ETA: 1h 31m 23s [2025-11-22T01:56:39.854396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:39.854457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:39.859772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:39.861662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:39.862120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:39.864485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:39.872411] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 0.45% [2025-11-22T01:56:39.916230] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:39.917808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:39.967929] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 16.4s | Global ETA: 1h 31m 23s [2025-11-22T01:56:39.968851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:39.968913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:39.973701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:40.030565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:40.043055] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.38% [2025-11-22T01:56:40.117958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:40.119716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:40.212927] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 3.46% [2025-11-22T01:56:40.381408] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -3.46%, Actual: 1.98% [2025-11-22T01:56:40.452635] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 59.6s | Global ETA: 1h 31m 25s [2025-11-22T01:56:40.453533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:40.453593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:40.458449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:40.460334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:40.460835] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:40.463242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:40.517848] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -7.33% | Symbol ETA: 16.4s | Global ETA: 1h 31m 25s [2025-11-22T01:56:40.518797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:40.518859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:40.553961] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.56% [2025-11-22T01:56:40.554159] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 34.7823% [2025-11-22T01:56:40.554246] [INFO ] [main ] GPI: DISCARDED add_gaps (score: 34.78%) [2025-11-22T01:56:40.554290] [INFO ] [main ] GPI: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:56:40.554324] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T01:56:40.554360] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:40.568218] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:40.569539] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:40.569602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:40.574572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:40.576447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:40.576940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:40.577389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:40.643543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:40.645069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:40.694933] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 15.7s | Global ETA: 1h 31m 26s [2025-11-22T01:56:40.695824] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:40.695886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:40.700822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:40.710143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:40.711871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:40.757736] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:40.843882] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:40.845843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:41.098742] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.58% | Symbol ETA: 59.1s | Global ETA: 1h 31m 28s [2025-11-22T01:56:41.099604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:41.099687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:41.104403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:41.106170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:41.106671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:41.109030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:41.258053] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 15.7s | Global ETA: 1h 31m 28s [2025-11-22T01:56:41.258968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:41.259031] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:41.386351] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 36.8s | Global ETA: 1h 31m 29s [2025-11-22T01:56:41.387271] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:41.387333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:41.390394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:41.392112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:41.392134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:41.393886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:41.394339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:41.394744] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:41.414071] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 14.9s | Global ETA: 1h 31m 29s [2025-11-22T01:56:41.414922] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:41.414984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:41.419799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:41.476946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:41.522349] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:41.523912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:41.563579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:41.565299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:41.695119] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 58.5s | Global ETA: 1h 31m 30s [2025-11-22T01:56:41.696029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:41.696090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:41.700888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:41.702658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:41.703128] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:41.705501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.023310] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.27% | Symbol ETA: 15.0s | Global ETA: 1h 31m 31s [2025-11-22T01:56:42.024234] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:42.024297] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:42.134395] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.29% | Symbol ETA: 14.2s | Global ETA: 1h 31m 31s [2025-11-22T01:56:42.135304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:42.135388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:42.140191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:42.157973] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:42.159587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.188612] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 35.9s | Global ETA: 1h 31m 32s [2025-11-22T01:56:42.189481] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:42.189543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:42.194310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:42.196056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:42.196066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:42.196520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:42.196925] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:42.281320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:42.283006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.303680] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.69% | Symbol ETA: 57.9s | Global ETA: 1h 31m 32s [2025-11-22T01:56:42.304546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:42.304608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:42.309511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:42.311273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:42.311754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T01:56:42.314108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.325255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:42.326687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.787835] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.79% | Symbol ETA: 14.3s | Global ETA: 1h 31m 34s [2025-11-22T01:56:42.788778] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:42.788851] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:42.849239] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 13.5s | Global ETA: 1h 31m 34s [2025-11-22T01:56:42.850130] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:42.850191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:42.854954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:42.897497] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 57.3s | Global ETA: 1h 31m 34s [2025-11-22T01:56:42.910004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:42.918980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:42.920664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:42.995165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:42.996985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:43.029997] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 35.2s | Global ETA: 1h 31m 35s [2025-11-22T01:56:43.030938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:43.031020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:43.036020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:43.037870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:43.038354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:43.038781] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:43.069265] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 1.87% [2025-11-22T01:56:43.168193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:43.169675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:43.246355] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 2.76% [2025-11-22T01:56:43.421107] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.00% [2025-11-22T01:56:43.540008] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 13.5s | Global ETA: 1h 31m 37s [2025-11-22T01:56:43.540928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:43.540991] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:43.559796] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.30% | Symbol ETA: 12.8s | Global ETA: 1h 31m 37s [2025-11-22T01:56:43.560868] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:43.560932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:43.565863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:43.595234] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 1.77% [2025-11-22T01:56:43.619486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:43.671446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:43.673015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:43.704128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:43.706062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:43.770599] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.28% [2025-11-22T01:56:43.828877] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 34.3s | Global ETA: 1h 31m 38s [2025-11-22T01:56:43.830105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:43.830168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:43.834939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:43.836671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:43.837163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:43.837547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:43.945581] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 0.08% [2025-11-22T01:56:43.961912] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:43.963202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:44.155222] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.58%, Actual: 0.96% [2025-11-22T01:56:44.270554] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.37% | Symbol ETA: 12.0s | Global ETA: 1h 31m 39s [2025-11-22T01:56:44.271459] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:44.271523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:44.276230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:44.308407] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 12.8s | Global ETA: 1h 31m 40s [2025-11-22T01:56:44.309298] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:44.309360] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:44.330682] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:44.342475] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 0.48% [2025-11-22T01:56:44.415615] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:44.417508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:44.429713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:44.431157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:44.517531] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.69%, Actual: 2.51% [2025-11-22T01:56:44.635055] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 33.5s | Global ETA: 1h 31m 41s [2025-11-22T01:56:44.635945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:44.636009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:44.640734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:44.642473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:44.642956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:44.643342] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:44.693145] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.38%, Actual: 1.25% [2025-11-22T01:56:44.693358] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 29.6638% [2025-11-22T01:56:44.693454] [INFO ] [main ] KRP: DISCARDED add_day_shape_ratios (score: 29.66%) [2025-11-22T01:56:44.693498] [INFO ] [main ] KRP: Testing feature 8/53: add_directional_consistency [2025-11-22T01:56:44.693532] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T01:56:44.693567] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:44.708249] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:44.709629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:44.709715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:44.714808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:44.716700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:44.717217] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:44.766154] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:44.767443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:44.853089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:44.979430] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 11.3s | Global ETA: 1h 31m 42s [2025-11-22T01:56:44.980322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:44.980384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:44.985131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:45.019397] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 12.0s | Global ETA: 1h 31m 42s [2025-11-22T01:56:45.020294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T01:56:45.020356] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:45.040260] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:45.126331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:45.128249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:45.141709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:45.143171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:45.412116] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -2.82% | Symbol ETA: 32.7s | Global ETA: 1h 31m 44s [2025-11-22T01:56:45.413007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:45.413070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:45.417845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:45.419560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:45.420040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:45.420423] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:45.445053] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.13% | Symbol ETA: 56.7s | Global ETA: 1h 31m 44s [2025-11-22T01:56:45.446321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:45.446395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:45.451183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:45.452949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:45.453411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:45.542052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:45.543299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:45.580704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:45.691916] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.01% | Symbol ETA: 10.6s | Global ETA: 1h 31m 45s [2025-11-22T01:56:45.736997] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 11.3s | Global ETA: 1h 31m 45s [2025-11-22T01:56:45.859277] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.10%, Actual: 0.22% [2025-11-22T01:56:45.905245] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.65% [2025-11-22T01:56:46.025571] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.34% [2025-11-22T01:56:46.071722] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.40% [2025-11-22T01:56:46.156904] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 55.9s | Global ETA: 1h 31m 46s [2025-11-22T01:56:46.157825] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:46.157886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:46.162588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:46.164332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:46.164816] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:46.190494] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 31.9s | Global ETA: 1h 31m 47s [2025-11-22T01:56:46.191203] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.93% [2025-11-22T01:56:46.191414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:46.191478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:46.196232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:46.198099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:46.198569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:46.198979] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:46.237417] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -7.33%, Actual: 0.25% [2025-11-22T01:56:46.292385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:46.321771] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:46.323228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:46.356746] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.52% [2025-11-22T01:56:46.402415] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.26% [2025-11-22T01:56:46.521992] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.29%, Actual: 1.38% [2025-11-22T01:56:46.567507] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.27%, Actual: 2.72% [2025-11-22T01:56:46.686368] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 1.96% [2025-11-22T01:56:46.732144] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.79%, Actual: 1.75% [2025-11-22T01:56:46.851558] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.30%, Actual: 3.26% [2025-11-22T01:56:46.866496] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 55.1s | Global ETA: 1h 31m 49s [2025-11-22T01:56:46.867452] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:46.867516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:46.872556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:46.874405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:46.874903] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:46.899251] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.48% [2025-11-22T01:56:46.963761] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 31.0s | Global ETA: 1h 31m 50s [2025-11-22T01:56:46.964632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:46.964714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:46.969453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:46.971208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:46.971685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:46.972064] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:47.004713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:47.017229] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 0.99% [2025-11-22T01:56:47.067365] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 3.14% [2025-11-22T01:56:47.094075] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:47.095357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:47.183481] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 1.50% [2025-11-22T01:56:47.234572] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 0.75% [2025-11-22T01:56:47.355414] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.01%, Actual: 0.79% [2025-11-22T01:56:47.355630] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 40.6775% [2025-11-22T01:56:47.355747] [INFO ] [main ] ADT: DISCARDED add_open_vs_close_liquidity_ratio (score: 40.68%) [2025-11-22T01:56:47.355791] [INFO ] [main ] ADT: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:56:47.355824] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_open_vs_prev_range_position'] [2025-11-22T01:56:47.355881] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:47.367297] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:47.368622] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:47.368705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:47.373490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:47.399826] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.18% [2025-11-22T01:56:47.400035] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 56.0932% [2025-11-22T01:56:47.400151] [INFO ] [main ] IIIN: KEPT add_open_reversal_intensity (score: 56.09%) [2025-11-22T01:56:47.400194] [INFO ] [main ] IIIN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:56:47.400225] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:56:47.400261] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:47.411176] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:47.412400] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:47.412462] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:47.432326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:47.523421] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:47.526898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:47.536596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:47.538089] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:47.539684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:47.578455] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 54.4s | Global ETA: 1h 31m 52s [2025-11-22T01:56:47.579335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:47.579403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:47.584172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:47.585919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:47.586376] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:47.714587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:47.752502] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.61% | Symbol ETA: 30.2s | Global ETA: 1h 31m 52s [2025-11-22T01:56:47.753393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:47.753458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:47.758192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:47.759999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:47.760466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:47.760878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:47.883369] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:56:47.884696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.100576] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -3.13% | Symbol ETA: 16.1s | Global ETA: 1h 31m 54s [2025-11-22T01:56:48.101457] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:48.101542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:48.106276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:48.129244] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 17.1s | Global ETA: 1h 31m 54s [2025-11-22T01:56:48.130202] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:48.130264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:48.162617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:48.248683] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:48.251678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.254187] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:48.255721] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:48.257317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.290128] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 53.6s | Global ETA: 1h 31m 54s [2025-11-22T01:56:48.291022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:48.291083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:48.295807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:48.297571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:48.298050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:48.424512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.529532] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 29.4s | Global ETA: 1h 31m 55s [2025-11-22T01:56:48.699564] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 1.90% [2025-11-22T01:56:48.815449] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 15.3s | Global ETA: 1h 31m 56s [2025-11-22T01:56:48.816322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:48.816385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:48.821111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:48.845918] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 16.3s | Global ETA: 1h 31m 57s [2025-11-22T01:56:48.846823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:48.846885] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:48.866033] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 1.03% [2025-11-22T01:56:48.876313] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:48.962143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:48.965107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.973945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:48.975679] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:48.977534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:48.996396] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 52.9s | Global ETA: 1h 31m 57s [2025-11-22T01:56:48.997310] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:48.997371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:49.002151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:49.003906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:49.004361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:49.034726] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 1.17% [2025-11-22T01:56:49.141064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:49.203315] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 0.18% [2025-11-22T01:56:49.369817] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.77% [2025-11-22T01:56:49.529168] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 14.6s | Global ETA: 1h 31m 59s [2025-11-22T01:56:49.530085] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:49.530146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:49.534921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:49.535206] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -2.82%, Actual: 0.45% [2025-11-22T01:56:49.588020] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.96% | Symbol ETA: 15.7s | Global ETA: 1h 31m 59s [2025-11-22T01:56:49.588966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:49.589028] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:49.590195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:49.675583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:49.678619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:49.701010] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.38% [2025-11-22T01:56:49.715094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:49.716521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:49.718139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:49.730968] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.94% | Symbol ETA: 52.2s | Global ETA: 1h 31m 60s [2025-11-22T01:56:49.732013] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:49.732078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:49.737208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:49.739178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:49.739715] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:49.867054] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 3.46% [2025-11-22T01:56:49.870020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:50.031750] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 1.98% [2025-11-22T01:56:50.197095] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.56% [2025-11-22T01:56:50.197299] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 50.8845% [2025-11-22T01:56:50.197381] [INFO ] [main ] GPI: DISCARDED add_intraday_skewness_proxies (score: 50.88%) [2025-11-22T01:56:50.197422] [INFO ] [main ] GPI: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:56:50.197454] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T01:56:50.197488] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:56:50.210179] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:50.211430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:50.211493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:50.216232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:50.218015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:50.218512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:50.218932] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:50.253787] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 13.9s | Global ETA: 1h 32m 2s [2025-11-22T01:56:50.254735] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:50.254800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:50.259807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:50.311742] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 15.0s | Global ETA: 1h 32m 2s [2025-11-22T01:56:50.312687] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:50.312749] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:50.315875] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:50.344348] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:50.406092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:50.409833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:50.430183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:50.438490] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:50.439946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:50.441534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:50.461312] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 51.5s | Global ETA: 1h 32m 3s [2025-11-22T01:56:50.462366] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:50.462430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:50.467374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:50.469257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:50.469763] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:50.598085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:50.979878] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.01% | Symbol ETA: 13.2s | Global ETA: 1h 32m 5s [2025-11-22T01:56:50.980813] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:50.980875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:50.985561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:51.033706] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.25% | Symbol ETA: 14.2s | Global ETA: 1h 32m 5s [2025-11-22T01:56:51.034596] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:51.034677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:51.039426] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:51.093174] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 34.1s | Global ETA: 1h 32m 5s [2025-11-22T01:56:51.094090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:51.094152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:51.099028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:51.100816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:51.101299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:51.101719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:51.126024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:51.129071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:51.160583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:51.162049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:51.163604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:51.205793] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 50.8s | Global ETA: 1h 32m 5s [2025-11-22T01:56:51.207094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:51.207188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:51.212425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:51.214351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:51.214905] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:51.228878] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:51.316694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:51.342766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:51.768215] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 12.5s | Global ETA: 1h 32m 8s [2025-11-22T01:56:51.769364] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:51.769444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:51.775264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:51.787138] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.48% | Symbol ETA: 13.5s | Global ETA: 1h 32m 8s [2025-11-22T01:56:51.788773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:51.788870] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:51.862980] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:51.979362] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:51.981766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:51.984259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:51.989335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:51.994026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:52.078145] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 33.6s | Global ETA: 1h 32m 9s [2025-11-22T01:56:52.079117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:52.079182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:52.084176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:52.086103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:52.086612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:52.087041] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:52.173404] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 50.1s | Global ETA: 1h 32m 9s [2025-11-22T01:56:52.225104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:52.317940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:52.429450] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 1.87% [2025-11-22T01:56:52.612521] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 2.76% [2025-11-22T01:56:52.669277] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 11.8s | Global ETA: 1h 32m 11s [2025-11-22T01:56:52.670226] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:52.670303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:52.675197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:52.726792] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 12.9s | Global ETA: 1h 32m 11s [2025-11-22T01:56:52.730920] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:52.730982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:52.732073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:52.790133] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.00% [2025-11-22T01:56:52.820960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:52.824369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:52.853381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:52.854775] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:52.856309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:52.963804] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.77% [2025-11-22T01:56:53.038359] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 32.8s | Global ETA: 1h 32m 12s [2025-11-22T01:56:53.039280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:53.039343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:53.044042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:53.045790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:53.046254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:53.046637] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:53.138169] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.28% [2025-11-22T01:56:53.167777] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:53.251117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:53.312260] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.08% [2025-11-22T01:56:53.391286] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 11.1s | Global ETA: 1h 32m 14s [2025-11-22T01:56:53.392194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:53.392256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:53.396981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:53.448840] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 12.1s | Global ETA: 1h 32m 14s [2025-11-22T01:56:53.449744] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:53.449806] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:53.451265] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:53.491518] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.94%, Actual: 0.96% [2025-11-22T01:56:53.536408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:53.539357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:53.573467] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:53.574999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:53.576586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:53.665477] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.48% [2025-11-22T01:56:53.838775] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 2.51% [2025-11-22T01:56:53.931510] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 31.8s | Global ETA: 1h 32m 16s [2025-11-22T01:56:53.932405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:53.932468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:53.937347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:53.939120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:53.939579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:53.939981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:54.016802] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 1.25% [2025-11-22T01:56:54.017098] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 34.6743% [2025-11-22T01:56:54.017253] [INFO ] [main ] KRP: DISCARDED add_directional_consistency (score: 34.67%) [2025-11-22T01:56:54.017304] [INFO ] [main ] KRP: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T01:56:54.017338] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T01:56:54.017382] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:56:54.034264] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:54.035900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:54.035966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:54.041071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:54.043036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:54.043558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:54.045339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:54.066864] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:54.109770] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 10.3s | Global ETA: 1h 32m 16s [2025-11-22T01:56:54.110671] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:54.110733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:54.115829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:54.155580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:54.171229] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:54.196588] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.31% | Symbol ETA: 11.4s | Global ETA: 1h 32m 17s [2025-11-22T01:56:54.197579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:54.197672] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:54.257282] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:54.260423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:54.333017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:54.334710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:56:54.336446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:54.670394] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.59% | Symbol ETA: 57.0s | Global ETA: 1h 32m 18s [2025-11-22T01:56:54.671430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:54.671497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:54.676518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:54.678409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:54.678931] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:54.680549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:54.856570] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -3.39% | Symbol ETA: 30.8s | Global ETA: 1h 32m 19s [2025-11-22T01:56:54.857508] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:54.857572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:54.862710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:54.864443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:54.864925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:54.865306] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:54.893618] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.92% | Symbol ETA: 9.6s | Global ETA: 1h 32m 19s [2025-11-22T01:56:54.987221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:54.987406] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 10.6s | Global ETA: 1h 32m 20s [2025-11-22T01:56:55.061591] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -3.13%, Actual: 0.22% [2025-11-22T01:56:55.070489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:55.166260] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 0.65% [2025-11-22T01:56:55.231293] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 0.34% [2025-11-22T01:56:55.283922] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 56.3s | Global ETA: 1h 32m 21s [2025-11-22T01:56:55.284979] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:55.285043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:55.289900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:55.291677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:55.292164] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:55.293774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:55.346942] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.40% [2025-11-22T01:56:55.398662] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.93% [2025-11-22T01:56:55.531478] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.96%, Actual: 0.25% [2025-11-22T01:56:55.566217] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.53%, Actual: 2.52% [2025-11-22T01:56:55.711013] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 1.26% [2025-11-22T01:56:55.719196] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 29.8s | Global ETA: 1h 32m 22s [2025-11-22T01:56:55.720090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:55.720175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:55.724915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:55.726605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:55.727084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:55.727487] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:55.733208] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.01%, Actual: 1.38% [2025-11-22T01:56:55.849881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:55.889054] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.25%, Actual: 2.72% [2025-11-22T01:56:55.899844] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 1.96% [2025-11-22T01:56:55.917371] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 55.7s | Global ETA: 1h 32m 23s [2025-11-22T01:56:55.918450] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:55.918517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:55.923693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:55.925617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:55.926146] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:55.927868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:55.934930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:56.069204] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 3.26% [2025-11-22T01:56:56.071599] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.48%, Actual: 1.75% [2025-11-22T01:56:56.235883] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.99% [2025-11-22T01:56:56.251001] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.48% [2025-11-22T01:56:56.404118] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.65%, Actual: 1.50% [2025-11-22T01:56:56.425086] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.67%, Actual: 3.14% [2025-11-22T01:56:56.544947] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 55.0s | Global ETA: 1h 32m 25s [2025-11-22T01:56:56.546096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:56.546163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:56.552806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:56.555359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:56.556292] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:56.558504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:56.569956] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.92%, Actual: 0.79% [2025-11-22T01:56:56.570168] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.5437% [2025-11-22T01:56:56.570275] [INFO ] [main ] ADT: DISCARDED add_open_vs_prev_range_position (score: 44.54%) [2025-11-22T01:56:56.570317] [INFO ] [main ] ADT: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:56:56.570348] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_overnight_gap_amplitude'] [2025-11-22T01:56:56.570382] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:56:56.581720] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:56.583198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:56.583260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:56.588213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:56.593775] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 28.9s | Global ETA: 1h 32m 26s [2025-11-22T01:56:56.594580] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 0.75% [2025-11-22T01:56:56.594668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:56.594736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:56.599402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:56.601114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:56.601572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:56.601971] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:56.645266] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:56.721912] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:56.730870] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:56:56.731718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:56.761318] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.18% [2025-11-22T01:56:56.761535] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 47.3302% [2025-11-22T01:56:56.761589] [INFO ] [main ] IIIN: DISCARDED add_open_vs_close_liquidity_ratio (score: 47.33%) [2025-11-22T01:56:56.761630] [INFO ] [main ] IIIN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:56:56.761683] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position'] [2025-11-22T01:56:56.761719] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:56:56.778392] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:56:56.780239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:56.780302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:56.808374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:56.906393] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:56.908031] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:56.911097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:57.183698] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 54.4s | Global ETA: 1h 32m 28s [2025-11-22T01:56:57.184851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:57.184917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:57.190248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:57.192227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:57.192808] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:57.194545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:57.300880] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.08% | Symbol ETA: 15.7s | Global ETA: 1h 32m 28s [2025-11-22T01:56:57.302224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:57.302287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:57.307180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:57.363911] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:57.451586] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:56:57.452451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:57.460338] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 28.0s | Global ETA: 1h 32m 29s [2025-11-22T01:56:57.461353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:57.461425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:57.466746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:57.468568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:57.469100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:57.469552] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:57.514448] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.08% | Symbol ETA: 16.7s | Global ETA: 1h 32m 29s [2025-11-22T01:56:57.515344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:57.515407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:57.600153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:57.642534] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:57.644016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:57.647044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:57.689556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:57.802251] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 53.8s | Global ETA: 1h 32m 30s [2025-11-22T01:56:57.803426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:57.803499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:57.808930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:57.811184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:57.811748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:57.813535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.033420] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 15.0s | Global ETA: 1h 32m 31s [2025-11-22T01:56:58.034340] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:58.034404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:58.039497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:58.096273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:58.184202] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:56:58.185034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.253540] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 16.0s | Global ETA: 1h 32m 32s [2025-11-22T01:56:58.254455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:58.254517] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:58.359361] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 27.1s | Global ETA: 1h 32m 32s [2025-11-22T01:56:58.360260] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:56:58.360323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:58.364983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:58.366712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:56:58.367218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:56:58.367637] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:58.380318] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:58.381873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:58.384955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.438521] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 53.2s | Global ETA: 1h 32m 33s [2025-11-22T01:56:58.439591] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:58.439678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:58.444775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:58.446612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:58.447155] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:58.448829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.489633] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:58.572627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.756461] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 14.3s | Global ETA: 1h 32m 34s [2025-11-22T01:56:58.757400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:58.757462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:58.762261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:58.820338] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:58.907550] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:56:58.908418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:58.990964] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.40% | Symbol ETA: 15.3s | Global ETA: 1h 32m 35s [2025-11-22T01:56:58.991876] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:58.991962] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:59.043869] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 52.5s | Global ETA: 1h 32m 35s [2025-11-22T01:56:59.044999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:59.045064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:59.050361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:59.052471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:59.053052] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:59.054755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:59.124587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:59.126166] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:59.129203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:59.236251] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 26.2s | Global ETA: 1h 32m 36s [2025-11-22T01:56:59.402818] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 1.90% [2025-11-22T01:56:59.472048] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 13.5s | Global ETA: 1h 32m 36s [2025-11-22T01:56:59.472962] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:59.473024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:59.477857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:56:59.534099] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:56:59.570547] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.03% [2025-11-22T01:56:59.619271] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:56:59.620146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:59.662464] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 51.9s | Global ETA: 1h 32m 37s [2025-11-22T01:56:59.663566] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:56:59.663634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:56:59.668747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:56:59.670548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:56:59.671068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:56:59.672778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:59.738167] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.17% [2025-11-22T01:56:59.746273] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 14.6s | Global ETA: 1h 32m 37s [2025-11-22T01:56:59.747231] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:56:59.747293] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:56:59.872800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:56:59.874245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:56:59.877194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:56:59.906035] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 0.18% [2025-11-22T01:57:00.074259] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -3.39%, Actual: 0.77% [2025-11-22T01:57:00.191276] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.81% | Symbol ETA: 12.8s | Global ETA: 1h 32m 39s [2025-11-22T01:57:00.192203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:00.192265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:00.197030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:00.242559] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.45% [2025-11-22T01:57:00.252966] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:00.290583] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 51.3s | Global ETA: 1h 32m 39s [2025-11-22T01:57:00.340199] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:00.340883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:00.417416] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.38% [2025-11-22T01:57:00.470458] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.59%, Actual: 1.87% [2025-11-22T01:57:00.483498] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.68% | Symbol ETA: 13.8s | Global ETA: 1h 32m 40s [2025-11-22T01:57:00.484388] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:00.484449] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:00.591883] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 3.46% [2025-11-22T01:57:00.615911] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:00.617505] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:57:00.620620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:00.649854] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.76% [2025-11-22T01:57:00.770939] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 1.98% [2025-11-22T01:57:00.827924] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.00% [2025-11-22T01:57:00.909285] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 12.1s | Global ETA: 1h 32m 42s [2025-11-22T01:57:00.910184] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:00.910246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:00.914975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:00.956688] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.47%, Actual: 0.56% [2025-11-22T01:57:00.956871] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 30.2082% [2025-11-22T01:57:00.956992] [INFO ] [main ] GPI: DISCARDED add_intraday_volatility_percentile (score: 30.21%) [2025-11-22T01:57:00.957039] [INFO ] [main ] GPI: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:57:00.957074] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T01:57:00.957126] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:00.970896] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:00.971846] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:00.972285] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:00.972352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:00.977996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:00.980003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:00.980560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:00.981083] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:01.057796] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:01.058721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:01.113328] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:01.114242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:01.151734] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.77% [2025-11-22T01:57:01.247002] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.90% | Symbol ETA: 13.1s | Global ETA: 1h 32m 43s [2025-11-22T01:57:01.247930] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:01.247992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:01.425866] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:01.427455] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:57:01.430553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:01.497181] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.28% [2025-11-22T01:57:01.695063] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.08% [2025-11-22T01:57:01.811109] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -2.06% | Symbol ETA: 11.5s | Global ETA: 1h 32m 45s [2025-11-22T01:57:01.812451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:01.812528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:01.818982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:01.875502] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.96% [2025-11-22T01:57:01.878741] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:02.041268] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:02.042300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:02.061714] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 12.4s | Global ETA: 1h 32m 46s [2025-11-22T01:57:02.062694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:02.062772] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:02.077904] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.48% [2025-11-22T01:57:02.100875] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 36.7s | Global ETA: 1h 32m 46s [2025-11-22T01:57:02.101798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:02.101860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:02.106535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:02.108275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:02.108755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:02.109200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:02.229538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:02.231143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:57:02.234388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:02.265364] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:02.266553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:02.278955] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 2.51% [2025-11-22T01:57:02.443944] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 1.25% [2025-11-22T01:57:02.444140] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 50.3522% [2025-11-22T01:57:02.444262] [INFO ] [main ] KRP: KEPT add_fullday_parkinson_range (score: 50.35%) [2025-11-22T01:57:02.444304] [INFO ] [main ] KRP: Testing feature 10/53: add_gap_fill_state [2025-11-22T01:57:02.444336] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T01:57:02.444371] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:02.458876] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:02.460628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:02.460709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:02.465533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:02.467307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:02.467826] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:02.469436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:02.513244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:02.628976] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 10.7s | Global ETA: 1h 32m 48s [2025-11-22T01:57:02.629927] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:02.629990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:02.635472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:02.692159] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:02.782806] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:02.783637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:02.869505] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 11.6s | Global ETA: 1h 32m 49s [2025-11-22T01:57:02.870513] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:02.870580] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:02.966549] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 34.5s | Global ETA: 1h 32m 50s [2025-11-22T01:57:02.967979] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:02.968057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:02.973862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:02.976217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:02.976909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:02.977376] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:03.003456] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:03.005107] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:57:03.008334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.094107] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 46.0s | Global ETA: 1h 32m 50s [2025-11-22T01:57:03.095000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:03.095062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:03.099840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:03.101560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:03.102036] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:03.103598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:03.135244] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:03.137046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.150752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.360955] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.09% | Symbol ETA: 10.0s | Global ETA: 1h 32m 51s [2025-11-22T01:57:03.361918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:03.362015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:03.366938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:03.424326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:03.512877] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:03.513563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.637424] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 10.9s | Global ETA: 1h 32m 52s [2025-11-22T01:57:03.638480] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:03.638546] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:03.725698] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.29% | Symbol ETA: 45.3s | Global ETA: 1h 32m 52s [2025-11-22T01:57:03.727318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:03.727381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:03.732204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:03.734032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:03.734489] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:03.736119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:03.769808] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:03.771661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:57:03.775052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.780601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:03.898993] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 33.4s | Global ETA: 1h 32m 53s [2025-11-22T01:57:03.900007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:03.900071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:03.904958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:03.906797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:03.907306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:03.907726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:04.037254] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:04.038325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:04.098715] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.64% | Symbol ETA: 9.2s | Global ETA: 1h 32m 54s [2025-11-22T01:57:04.268546] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.08%, Actual: 0.22% [2025-11-22T01:57:04.358786] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 44.7s | Global ETA: 1h 32m 55s [2025-11-22T01:57:04.359686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:04.359748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:04.364509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:04.366254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:04.366769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:04.368336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:04.401471] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 10.1s | Global ETA: 1h 32m 55s [2025-11-22T01:57:04.412509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:04.436995] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.34% [2025-11-22T01:57:04.581932] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 0.65% [2025-11-22T01:57:04.613086] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 0.93% [2025-11-22T01:57:04.738484] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 3.13% | Symbol ETA: 32.2s | Global ETA: 1h 32m 56s [2025-11-22T01:57:04.739697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:04.739766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:04.745159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:04.747268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:04.747829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:04.748254] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:04.758206] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.40% [2025-11-22T01:57:04.806443] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 2.52% [2025-11-22T01:57:04.880848] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:04.881962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:04.937313] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.40%, Actual: 0.25% [2025-11-22T01:57:04.981082] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 1.38% [2025-11-22T01:57:05.023920] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 44.1s | Global ETA: 1h 32m 57s [2025-11-22T01:57:05.024811] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:05.024872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:05.029705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:05.031425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:05.031904] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:05.033595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:05.076999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:05.108273] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 1.26% [2025-11-22T01:57:05.149129] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.96% [2025-11-22T01:57:05.279608] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.68%, Actual: 2.72% [2025-11-22T01:57:05.316947] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -2.06%, Actual: 3.26% [2025-11-22T01:57:05.453200] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.75% [2025-11-22T01:57:05.484550] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 0.99% [2025-11-22T01:57:05.547802] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 31.1s | Global ETA: 1h 32m 59s [2025-11-22T01:57:05.548873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:05.548941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:05.554037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:05.555954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:05.556487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:05.556932] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:05.624844] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 0.48% [2025-11-22T01:57:05.652747] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.09%, Actual: 1.50% [2025-11-22T01:57:05.654134] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 43.5s | Global ETA: 1h 32m 60s [2025-11-22T01:57:05.655033] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:05.655095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:05.660044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:05.661830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:05.662309] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:05.663924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:05.687167] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:05.688246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:05.707749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:05.813336] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 3.14% [2025-11-22T01:57:05.824482] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.64%, Actual: 0.79% [2025-11-22T01:57:05.824722] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.2983% [2025-11-22T01:57:05.824818] [INFO ] [main ] ADT: DISCARDED add_overnight_gap_amplitude (score: 47.30%) [2025-11-22T01:57:05.824863] [INFO ] [main ] ADT: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:57:05.824898] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_overnight_gap_mag'] [2025-11-22T01:57:05.824935] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:05.837047] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:05.838660] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:05.838723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:05.843568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:05.899299] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:05.989320] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:05.989628] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.75% [2025-11-22T01:57:05.990305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:06.166227] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 0.18% [2025-11-22T01:57:06.166454] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.5202% [2025-11-22T01:57:06.170306] [INFO ] [main ] IIIN: DISCARDED add_open_vs_prev_range_position (score: 37.52%) [2025-11-22T01:57:06.170358] [INFO ] [main ] IIIN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:57:06.170391] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude'] [2025-11-22T01:57:06.170427] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:06.183214] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:06.184624] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:06.184711] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:06.288094] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 42.8s | Global ETA: 1h 33m 2s [2025-11-22T01:57:06.289599] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:06.289688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:06.294445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:06.296202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:06.296677] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:06.298299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:06.318437] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:06.320158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:06.320862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:06.342212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:06.362046] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 30.1s | Global ETA: 1h 33m 2s [2025-11-22T01:57:06.363122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:06.363187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:06.368231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:06.370159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:06.370733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:06.371560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:06.500239] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:06.501298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:06.561704] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.73% | Symbol ETA: 15.1s | Global ETA: 1h 33m 3s [2025-11-22T01:57:06.562589] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:06.562671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:06.567420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:06.623055] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:06.707804] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:06.708777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:06.917070] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 42.2s | Global ETA: 1h 33m 4s [2025-11-22T01:57:06.918590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:06.918689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:06.923392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:06.925167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:06.925626] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:06.927228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:06.930031] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 16.1s | Global ETA: 1h 33m 4s [2025-11-22T01:57:06.930931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:06.930993] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:06.970767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.054963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:07.056266] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:07.056909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.200546] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 29.2s | Global ETA: 1h 33m 5s [2025-11-22T01:57:07.201562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:07.201626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:07.206617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:07.208492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:07.208994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:07.209380] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:07.276714] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 14.3s | Global ETA: 1h 33m 6s [2025-11-22T01:57:07.277632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:07.277714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:07.282411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:07.339240] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:07.342624] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:07.343947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.424851] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:07.425688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.549606] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 41.5s | Global ETA: 1h 33m 7s [2025-11-22T01:57:07.550512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:07.550574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:07.555310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:07.557042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:07.557518] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:07.559090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:07.602189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.707185] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 15.5s | Global ETA: 1h 33m 7s [2025-11-22T01:57:07.708137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:07.708205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:07.833562] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:07.835209] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:07.835841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:07.994108] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 13.6s | Global ETA: 1h 33m 8s [2025-11-22T01:57:07.995013] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:07.995075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:07.999928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:08.054812] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:08.068497] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 28.3s | Global ETA: 1h 33m 9s [2025-11-22T01:57:08.069588] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:08.069673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:08.074749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:08.076627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:08.077186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:08.077615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:08.140091] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:08.140844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:08.175783] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 40.9s | Global ETA: 1h 33m 9s [2025-11-22T01:57:08.176686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:08.176748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:08.181532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:08.183336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:08.183822] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:08.185374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T01:57:08.210934] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:08.212062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:08.231466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:08.435103] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.52% | Symbol ETA: 14.7s | Global ETA: 1h 33m 10s [2025-11-22T01:57:08.436080] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:08.436142] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:08.560304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:08.561625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:08.562317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:08.715014] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.46% | Symbol ETA: 12.9s | Global ETA: 1h 33m 11s [2025-11-22T01:57:08.715971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:08.716035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:08.721047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:08.777366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:08.810355] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 40.3s | Global ETA: 1h 33m 11s [2025-11-22T01:57:08.866053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:08.867014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:08.916465] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.43% | Symbol ETA: 27.4s | Global ETA: 1h 33m 12s [2025-11-22T01:57:08.920841] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:08.920934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:08.925867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:08.927802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:08.928330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:08.928746] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:08.979285] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.87% [2025-11-22T01:57:09.054205] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:09.055096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:09.148240] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 2.76% [2025-11-22T01:57:09.165049] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 13.9s | Global ETA: 1h 33m 13s [2025-11-22T01:57:09.165944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:09.166015] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:09.289494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:09.290848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:09.291478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:09.314563] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 0.00% [2025-11-22T01:57:09.433290] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 12.2s | Global ETA: 1h 33m 14s [2025-11-22T01:57:09.434188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:09.434251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:09.438962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:09.481898] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 1.77% [2025-11-22T01:57:09.494955] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:09.581867] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:09.582792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:09.651307] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.28% [2025-11-22T01:57:09.717835] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 26.5s | Global ETA: 1h 33m 15s [2025-11-22T01:57:09.820079] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.08% [2025-11-22T01:57:09.886835] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 1.90% [2025-11-22T01:57:09.888452] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.82% | Symbol ETA: 13.1s | Global ETA: 1h 33m 15s [2025-11-22T01:57:09.889342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:09.889418] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:09.986530] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.96% [2025-11-22T01:57:10.014266] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:10.015829] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:10.016440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:10.060408] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 1.03% [2025-11-22T01:57:10.151355] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 11.4s | Global ETA: 1h 33m 16s [2025-11-22T01:57:10.152315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:10.152381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:10.154903] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.48% [2025-11-22T01:57:10.157323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:10.213144] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:10.233414] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 1.17% [2025-11-22T01:57:10.301088] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:10.302119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:10.322742] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 2.51% [2025-11-22T01:57:10.406450] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 3.13%, Actual: 0.18% [2025-11-22T01:57:10.492667] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 1.25% [2025-11-22T01:57:10.492865] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 37.1531% [2025-11-22T01:57:10.492917] [INFO ] [main ] KRP: DISCARDED add_gap_fill_state (score: 37.15%) [2025-11-22T01:57:10.492956] [INFO ] [main ] KRP: Testing feature 11/53: add_gap_morning_composite [2025-11-22T01:57:10.492987] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T01:57:10.493022] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:10.507176] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:10.508623] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:10.508704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:10.513504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:10.515259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:10.515741] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:10.517385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:10.518341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:10.574960] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.77% [2025-11-22T01:57:10.617020] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.07% | Symbol ETA: 12.4s | Global ETA: 1h 33m 18s [2025-11-22T01:57:10.617944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:10.618019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:10.744055] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:10.745180] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 0.45% [2025-11-22T01:57:10.745412] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:10.746048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:10.876860] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 10.7s | Global ETA: 1h 33m 19s [2025-11-22T01:57:10.877803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:10.877865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:10.882597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:10.915539] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.38% [2025-11-22T01:57:10.938341] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:11.022288] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:11.023055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:11.091501] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 3.46% [2025-11-22T01:57:11.103426] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 39.2s | Global ETA: 1h 33m 20s [2025-11-22T01:57:11.104417] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:11.104491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:11.109631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:11.111586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:11.112094] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:11.113758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:11.114713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:11.263396] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.43%, Actual: 1.98% [2025-11-22T01:57:11.344320] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.45% | Symbol ETA: 11.6s | Global ETA: 1h 33m 21s [2025-11-22T01:57:11.345220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:11.345283] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:11.432110] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 1.48%, Actual: 0.56% [2025-11-22T01:57:11.432345] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 36.1926% [2025-11-22T01:57:11.432439] [INFO ] [main ] GPI: DISCARDED add_last_hour_momentum_mag (score: 36.19%) [2025-11-22T01:57:11.432482] [INFO ] [main ] GPI: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:57:11.432514] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T01:57:11.432547] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:11.446480] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:11.448104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:11.448167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:11.453094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:11.454919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:11.455400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:11.455825] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:11.468820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:11.470370] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:11.472435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:11.585869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:11.588005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:11.590991] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 10.0s | Global ETA: 1h 33m 22s [2025-11-22T01:57:11.591882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:11.591943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:11.596811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:11.651423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:11.695933] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 38.6s | Global ETA: 1h 33m 22s [2025-11-22T01:57:11.697172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:11.697237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:11.701992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:11.703768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:11.704250] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:11.705862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:11.706789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:11.734547] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:11.735280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.089833] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 10.9s | Global ETA: 1h 33m 24s [2025-11-22T01:57:12.090726] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:12.090788] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:12.212968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:12.214426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:12.215064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.262835] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 30.9s | Global ETA: 1h 33m 24s [2025-11-22T01:57:12.263737] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:12.263799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:12.268670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:12.270813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:12.271286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:12.271705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:12.298198] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.82% | Symbol ETA: 9.3s | Global ETA: 1h 33m 25s [2025-11-22T01:57:12.299095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:12.299156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:12.303904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:12.317787] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 38.0s | Global ETA: 1h 33m 25s [2025-11-22T01:57:12.318668] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:12.318729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:12.323568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:12.325291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:12.325773] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:12.327358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:12.328276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.357809] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:12.398734] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:12.400683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.440405] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:12.441149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.808425] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 10.1s | Global ETA: 1h 33m 26s [2025-11-22T01:57:12.809354] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:12.809419] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:12.902705] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 37.4s | Global ETA: 1h 33m 27s [2025-11-22T01:57:12.903602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:12.903685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:12.908599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:12.910370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:12.910870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:12.912510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:12.913457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.933726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:12.935256] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:57:12.935916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:12.999875] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.99% | Symbol ETA: 8.6s | Global ETA: 1h 33m 27s [2025-11-22T01:57:13.061665] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.91% | Symbol ETA: 30.0s | Global ETA: 1h 33m 27s [2025-11-22T01:57:13.062548] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:13.062611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:13.067363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:13.069113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:13.069569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:13.069978] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:13.165691] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.73%, Actual: 0.22% [2025-11-22T01:57:13.193404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:13.195436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:13.333854] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.34% [2025-11-22T01:57:13.487039] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 36.8s | Global ETA: 1h 33m 29s [2025-11-22T01:57:13.487961] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:13.488027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:13.492698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:13.494410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:13.494887] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:13.496448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:13.497399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:13.499137] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.93% [2025-11-22T01:57:13.527363] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 9.4s | Global ETA: 1h 33m 29s [2025-11-22T01:57:13.663851] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 2.52% [2025-11-22T01:57:13.693687] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 0.65% [2025-11-22T01:57:13.829486] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 1.38% [2025-11-22T01:57:13.857596] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.40% [2025-11-22T01:57:13.860353] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 29.2s | Global ETA: 1h 33m 30s [2025-11-22T01:57:13.861243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:13.861306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:13.866039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:13.867799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:13.868258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:13.868638] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:13.995154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:13.997150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:13.999423] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 1.96% [2025-11-22T01:57:14.024217] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.52%, Actual: 0.25% [2025-11-22T01:57:14.070676] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 36.2s | Global ETA: 1h 33m 31s [2025-11-22T01:57:14.071584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:14.071668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:14.076411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:14.078220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:14.078700] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:14.080448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:14.081393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:14.166608] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.59%, Actual: 3.26% [2025-11-22T01:57:14.196947] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 1.26% [2025-11-22T01:57:14.338507] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 0.99% [2025-11-22T01:57:14.379339] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.82%, Actual: 2.72% [2025-11-22T01:57:14.509637] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.82%, Actual: 1.50% [2025-11-22T01:57:14.557613] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 1.75% [2025-11-22T01:57:14.667133] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 35.6s | Global ETA: 1h 33m 33s [2025-11-22T01:57:14.668027] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:14.668090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:14.672788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:14.674479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:14.674956] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:14.676231] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.99%, Actual: 0.79% [2025-11-22T01:57:14.676524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:14.676445] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 46.6385% [2025-11-22T01:57:14.676894] [INFO ] [main ] ADT: DISCARDED add_overnight_gap_mag (score: 46.64%) [2025-11-22T01:57:14.676936] [INFO ] [main ] ADT: Testing feature 29/53: add_pct_change [2025-11-22T01:57:14.676968] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_pct_change'] [2025-11-22T01:57:14.677003] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:14.677461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:14.688081] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:14.689441] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:14.689502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:14.692394] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 28.4s | Global ETA: 1h 33m 34s [2025-11-22T01:57:14.693276] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:14.693338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:14.694234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:14.698121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:14.699902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:14.700362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:14.700764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:14.729725] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 0.48% [2025-11-22T01:57:14.750138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:14.825860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:14.827867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:14.835308] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:14.837492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:14.896992] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 3.14% [2025-11-22T01:57:15.064257] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.75% [2025-11-22T01:57:15.230039] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.31%, Actual: 0.18% [2025-11-22T01:57:15.230248] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 45.7485% [2025-11-22T01:57:15.230339] [INFO ] [main ] IIIN: DISCARDED add_overnight_gap_amplitude (score: 45.75%) [2025-11-22T01:57:15.230382] [INFO ] [main ] IIIN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:57:15.230413] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_overnight_gap_mag'] [2025-11-22T01:57:15.230468] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:15.241612] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:15.242987] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:15.243048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:15.246901] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 35.0s | Global ETA: 1h 33m 36s [2025-11-22T01:57:15.247913] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:15.247975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:15.252728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:15.254473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:15.254948] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:15.256529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:15.257478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:15.366891] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:15.368336] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:15.369029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:15.404888] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.85% | Symbol ETA: 14.0s | Global ETA: 1h 33m 36s [2025-11-22T01:57:15.405796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:15.405858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:15.410689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:15.469815] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:15.495807] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 27.6s | Global ETA: 1h 33m 37s [2025-11-22T01:57:15.496781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:15.496846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:15.501847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:15.503684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:15.504161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:15.504555] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:15.555394] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:15.557627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:15.634900] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:15.636989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:15.828893] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.18% | Symbol ETA: 34.4s | Global ETA: 1h 33m 38s [2025-11-22T01:57:15.829774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:15.829835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:15.834491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:15.836221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:15.836697] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:15.838286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T01:57:15.839213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:15.987636] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 15.1s | Global ETA: 1h 33m 38s [2025-11-22T01:57:15.988557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:15.988619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:16.117789] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:16.119310] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:16.120012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:16.122199] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 13.3s | Global ETA: 1h 33m 39s [2025-11-22T01:57:16.123095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:16.123159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:16.127922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:16.184477] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:16.268440] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:16.270559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:16.296268] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 26.8s | Global ETA: 1h 33m 40s [2025-11-22T01:57:16.297290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:16.297356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:16.302108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:16.303852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:16.304319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:16.304721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:16.410914] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 33.8s | Global ETA: 1h 33m 40s [2025-11-22T01:57:16.438016] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:16.440132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:16.578614] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 1.87% [2025-11-22T01:57:16.724108] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 14.3s | Global ETA: 1h 33m 41s [2025-11-22T01:57:16.725015] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:16.725077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:16.745799] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 2.76% [2025-11-22T01:57:16.836027] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 12.6s | Global ETA: 1h 33m 42s [2025-11-22T01:57:16.837360] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:16.837423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:16.842159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:16.847359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:16.848912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:16.849698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:16.899888] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:16.918037] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 0.00% [2025-11-22T01:57:16.984280] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:16.986477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:17.085913] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 1.77% [2025-11-22T01:57:17.111389] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 26.0s | Global ETA: 1h 33m 43s [2025-11-22T01:57:17.112861] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:17.112923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:17.117806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:17.119570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:17.120050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:17.120435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:17.244315] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:17.246358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:17.253783] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.28% [2025-11-22T01:57:17.423451] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.08% [2025-11-22T01:57:17.454337] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.95% | Symbol ETA: 13.6s | Global ETA: 1h 33m 44s [2025-11-22T01:57:17.455234] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:17.455296] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:17.553887] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 11.9s | Global ETA: 1h 33m 44s [2025-11-22T01:57:17.555189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:17.555250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:17.559982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:17.578368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:17.579893] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:17.580575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:17.589783] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 0.96% [2025-11-22T01:57:17.617521] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:17.703424] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:17.705674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:17.757207] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 0.48% [2025-11-22T01:57:17.900433] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 25.2s | Global ETA: 1h 33m 46s [2025-11-22T01:57:17.901365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:17.901427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:17.906165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:17.907989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:17.908464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:17.908878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:17.922858] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.18%, Actual: 2.51% [2025-11-22T01:57:18.035052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:18.037200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.094054] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 1.25% [2025-11-22T01:57:18.094274] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.3788% [2025-11-22T01:57:18.094391] [INFO ] [main ] KRP: DISCARDED add_gap_morning_composite (score: 31.38%) [2025-11-22T01:57:18.094458] [INFO ] [main ] KRP: Testing feature 12/53: add_gap_resolution_state [2025-11-22T01:57:18.094493] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T01:57:18.094532] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:18.110003] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:18.111601] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:18.111689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:18.116818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:18.118775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:18.119274] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:18.120977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:18.178759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.180765] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 12.8s | Global ETA: 1h 33m 47s [2025-11-22T01:57:18.181694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:18.181758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:18.271148] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 11.2s | Global ETA: 1h 33m 47s [2025-11-22T01:57:18.272044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:18.272107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:18.276782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:18.308149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:18.309748] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:18.310449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.332139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:18.416768] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:18.418804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.689719] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 24.4s | Global ETA: 1h 33m 48s [2025-11-22T01:57:18.690596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:18.690685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:18.695409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:18.697150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:18.697613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:18.698013] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:18.761558] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 34.2s | Global ETA: 1h 33m 49s [2025-11-22T01:57:18.762469] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:18.762530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:18.767245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:18.768986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:18.769449] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:18.771052] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:18.818118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:18.819970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.827690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:18.906252] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.23% | Symbol ETA: 12.1s | Global ETA: 1h 33m 49s [2025-11-22T01:57:18.907173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:18.907235] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:18.988483] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.73% | Symbol ETA: 10.5s | Global ETA: 1h 33m 50s [2025-11-22T01:57:18.989371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:18.989432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:18.994159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:19.030575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:19.032065] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:19.032768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:19.048356] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:19.131605] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:19.133590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:19.404261] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 33.5s | Global ETA: 1h 33m 51s [2025-11-22T01:57:19.405180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:19.405251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:19.410167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:19.412037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:19.412512] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:19.414186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:19.460843] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 23.6s | Global ETA: 1h 33m 51s [2025-11-22T01:57:19.469308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:19.627590] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 1.90% [2025-11-22T01:57:19.628761] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.72% | Symbol ETA: 11.3s | Global ETA: 1h 33m 52s [2025-11-22T01:57:19.629682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:19.629745] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:19.700550] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 9.7s | Global ETA: 1h 33m 52s [2025-11-22T01:57:19.701428] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:19.701489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:19.706216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:19.757444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:19.758987] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:19.759682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:19.761438] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:19.796398] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.91%, Actual: 1.03% [2025-11-22T01:57:19.844905] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:19.847179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:19.964534] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 1.17% [2025-11-22T01:57:20.048466] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 32.9s | Global ETA: 1h 33m 54s [2025-11-22T01:57:20.049357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:20.049419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:20.054280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:20.056065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:20.056526] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:20.058152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:20.114260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:20.134282] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.18% [2025-11-22T01:57:20.302162] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 0.77% [2025-11-22T01:57:20.356041] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 10.6s | Global ETA: 1h 33m 55s [2025-11-22T01:57:20.356943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:20.357004] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:20.415356] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 9.0s | Global ETA: 1h 33m 55s [2025-11-22T01:57:20.416251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:20.416312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:20.421089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:20.470029] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 0.45% [2025-11-22T01:57:20.474536] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:20.478921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:20.480463] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:20.481167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:20.558397] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:20.560464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:20.638219] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.38% [2025-11-22T01:57:20.688967] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 32.2s | Global ETA: 1h 33m 56s [2025-11-22T01:57:20.690208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:20.690271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:20.695055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:20.696796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:20.697271] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:20.698899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:20.754657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:20.808467] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 3.46% [2025-11-22T01:57:20.978920] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.98% [2025-11-22T01:57:21.078218] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.94% | Symbol ETA: 9.8s | Global ETA: 1h 33m 57s [2025-11-22T01:57:21.079110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:21.079171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:21.127201] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 8.3s | Global ETA: 1h 33m 58s [2025-11-22T01:57:21.128093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:21.128154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:21.132921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:21.149723] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 1.20%, Actual: 0.56% [2025-11-22T01:57:21.149971] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 41.2348% [2025-11-22T01:57:21.150056] [INFO ] [main ] GPI: DISCARDED add_late_day_volatility (score: 41.23%) [2025-11-22T01:57:21.150098] [INFO ] [main ] GPI: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:57:21.150131] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T01:57:21.150166] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:21.164129] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:21.165404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:21.165467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:21.170226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:21.171996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:21.172458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:21.172864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:21.188201] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:21.200986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:21.202465] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:21.203164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:21.271152] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:21.273123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:21.299866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:21.302933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:21.322303] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 31.5s | Global ETA: 1h 33m 58s [2025-11-22T01:57:21.323199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:21.323262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:21.328139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:21.329998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:21.330459] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:21.332063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:21.387139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:21.793551] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -2.40% | Symbol ETA: 9.1s | Global ETA: 1h 34m 0s [2025-11-22T01:57:21.794446] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:21.794508] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:21.835939] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 7.6s | Global ETA: 1h 34m 0s [2025-11-22T01:57:21.915984] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:21.917496] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:57:21.918226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:21.975156] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 27.3s | Global ETA: 1h 34m 1s [2025-11-22T01:57:21.976063] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:21.976126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:21.980941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:21.982729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:21.983189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:21.983574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:21.985917] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 30.9s | Global ETA: 1h 34m 1s [2025-11-22T01:57:21.986808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:21.986870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:21.991603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:21.993367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:21.993849] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:21.995431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:22.000396] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.85%, Actual: 0.22% [2025-11-22T01:57:22.060149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:22.108953] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:22.112017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:22.167223] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 0.34% [2025-11-22T01:57:22.332769] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 0.93% [2025-11-22T01:57:22.496329] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 2.52% [2025-11-22T01:57:22.503461] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.11% | Symbol ETA: 8.4s | Global ETA: 1h 34m 3s [2025-11-22T01:57:22.656230] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 30.3s | Global ETA: 1h 34m 3s [2025-11-22T01:57:22.657208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:22.657270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:22.662039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:22.663278] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.17%, Actual: 1.38% [2025-11-22T01:57:22.663767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:22.664225] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:22.665835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:22.672051] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 0.65% [2025-11-22T01:57:22.721156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:22.776539] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 26.5s | Global ETA: 1h 34m 4s [2025-11-22T01:57:22.777488] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:22.777553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:22.782448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:22.784279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:22.784789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:22.785244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:22.828402] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 1.96% [2025-11-22T01:57:22.839417] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.40% [2025-11-22T01:57:22.915955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:22.919106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:22.992979] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 3.26% [2025-11-22T01:57:23.004435] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 0.25% [2025-11-22T01:57:23.160027] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.99% [2025-11-22T01:57:23.170305] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 1.26% [2025-11-22T01:57:23.292312] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 29.6s | Global ETA: 1h 34m 6s [2025-11-22T01:57:23.293196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:23.293263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:23.298028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:23.299801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:23.300262] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:23.301885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:23.325575] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 1.50% [2025-11-22T01:57:23.335753] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.23%, Actual: 2.72% [2025-11-22T01:57:23.357464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:23.490690] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.52%, Actual: 0.79% [2025-11-22T01:57:23.490899] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.1609% [2025-11-22T01:57:23.490980] [INFO ] [main ] ADT: DISCARDED add_pct_change (score: 45.16%) [2025-11-22T01:57:23.491021] [INFO ] [main ] ADT: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:57:23.491053] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_preclose_acceleration_mag'] [2025-11-22T01:57:23.491088] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:23.502039] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:23.502591] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.72%, Actual: 1.75% [2025-11-22T01:57:23.503393] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:23.503456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:23.508201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:23.563558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:23.618591] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 25.7s | Global ETA: 1h 34m 7s [2025-11-22T01:57:23.619492] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:23.619554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:23.624512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:23.626306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:23.626793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:23.627193] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:23.649978] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:23.651301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:23.687166] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.48% [2025-11-22T01:57:23.749393] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:23.752263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:23.859945] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 3.14% [2025-11-22T01:57:23.946099] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 29.0s | Global ETA: 1h 34m 8s [2025-11-22T01:57:23.947051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:23.947139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:23.952210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:23.954214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:23.954770] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:23.956422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:24.012179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:24.039033] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -2.40%, Actual: 0.75% [2025-11-22T01:57:24.205442] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.11%, Actual: 0.18% [2025-11-22T01:57:24.205628] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 48.1059% [2025-11-22T01:57:24.205733] [INFO ] [main ] IIIN: DISCARDED add_overnight_gap_mag (score: 48.11%) [2025-11-22T01:57:24.205774] [INFO ] [main ] IIIN: Testing feature 29/53: add_pct_change [2025-11-22T01:57:24.205807] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_pct_change'] [2025-11-22T01:57:24.205841] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:24.216866] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:24.218086] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:24.220705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:24.241107] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.79% | Symbol ETA: 13.6s | Global ETA: 1h 34m 9s [2025-11-22T01:57:24.242011] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:24.242074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:24.246914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:24.302894] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:24.349325] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:24.350948] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:24.352964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:24.390210] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:24.391502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:24.402392] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.85% | Symbol ETA: 24.9s | Global ETA: 1h 34m 10s [2025-11-22T01:57:24.403299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:24.403376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:24.408106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:24.409887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:24.410347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:24.410746] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:24.534093] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:24.537074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:24.596408] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 28.3s | Global ETA: 1h 34m 11s [2025-11-22T01:57:24.763271] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.87% [2025-11-22T01:57:24.931359] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 2.76% [2025-11-22T01:57:24.957803] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 12.8s | Global ETA: 1h 34m 12s [2025-11-22T01:57:24.958743] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:24.958805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:24.963573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:24.977793] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 14.5s | Global ETA: 1h 34m 12s [2025-11-22T01:57:24.978753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:24.978817] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:25.020767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:25.101637] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.00% [2025-11-22T01:57:25.106050] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:25.107093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:25.111006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:25.112503] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:25.114607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:25.187531] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 24.0s | Global ETA: 1h 34m 13s [2025-11-22T01:57:25.188458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:25.188521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:25.193263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:25.194989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:25.195483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:25.195881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:25.286318] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.77% [2025-11-22T01:57:25.319129] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:25.321788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:25.457549] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 0.28% [2025-11-22T01:57:25.627209] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.08% [2025-11-22T01:57:25.676376] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 12.1s | Global ETA: 1h 34m 15s [2025-11-22T01:57:25.677284] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:25.677346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:25.682061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:25.726636] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.23% | Symbol ETA: 13.7s | Global ETA: 1h 34m 15s [2025-11-22T01:57:25.727572] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:25.727638] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:25.736869] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:25.793340] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.96% [2025-11-22T01:57:25.822138] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:25.823224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:25.853193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:25.854729] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:25.856663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:25.958314] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.48% [2025-11-22T01:57:25.979923] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.76% | Symbol ETA: 23.2s | Global ETA: 1h 34m 16s [2025-11-22T01:57:25.980823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:25.980885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:25.985560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:25.987342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:25.987822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:25.988199] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:26.109519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:26.112139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:26.123910] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 2.51% [2025-11-22T01:57:26.290810] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 1.25% [2025-11-22T01:57:26.290994] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.3718% [2025-11-22T01:57:26.291067] [INFO ] [main ] KRP: DISCARDED add_gap_resolution_state (score: 36.37%) [2025-11-22T01:57:26.291108] [INFO ] [main ] KRP: Testing feature 13/53: add_gaps [2025-11-22T01:57:26.291140] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T01:57:26.291173] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:26.304487] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:26.305889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:26.305950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:26.310757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:26.312485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:26.312967] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:26.314564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:26.315323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:26.382160] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 11.3s | Global ETA: 1h 34m 17s [2025-11-22T01:57:26.383062] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:26.383123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:26.387900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:26.443738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:26.456579] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.22% | Symbol ETA: 12.9s | Global ETA: 1h 34m 18s [2025-11-22T01:57:26.458097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:26.458186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:26.529472] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:26.530822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:26.583309] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:26.584843] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:26.586811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:26.766043] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 22.4s | Global ETA: 1h 34m 19s [2025-11-22T01:57:26.766909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:26.766973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:26.771739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:26.773455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:26.773947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:26.774330] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:26.887877] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 32.6s | Global ETA: 1h 34m 19s [2025-11-22T01:57:26.888763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:26.888825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:26.893527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:26.895266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:26.895749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:26.896104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:26.897357] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:26.898124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:26.898766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:27.118256] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 10.6s | Global ETA: 1h 34m 20s [2025-11-22T01:57:27.119265] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:27.119342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:27.124397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:27.182970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:27.191260] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.64% | Symbol ETA: 12.2s | Global ETA: 1h 34m 20s [2025-11-22T01:57:27.192187] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:27.192249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:27.273465] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:27.274679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:27.318982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:27.320480] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:27.322526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:27.502217] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 32.1s | Global ETA: 1h 34m 22s [2025-11-22T01:57:27.503128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:27.503191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:27.507945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:27.509714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:27.510170] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:27.511759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:27.512527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:27.555764] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.82% | Symbol ETA: 21.6s | Global ETA: 1h 34m 22s [2025-11-22T01:57:27.556764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:27.556828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:27.561708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:27.563479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:27.563971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:27.564357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:27.688113] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:27.690819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:27.872316] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 9.9s | Global ETA: 1h 34m 23s [2025-11-22T01:57:27.873255] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:27.873332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:27.878332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:27.930679] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 11.4s | Global ETA: 1h 34m 23s [2025-11-22T01:57:27.931549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:27.931611] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:27.935903] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:28.025766] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:28.027181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.056770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:28.058326] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:28.060378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.095213] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 31.5s | Global ETA: 1h 34m 24s [2025-11-22T01:57:28.096120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:28.096182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:28.100982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:28.102705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:28.103165] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:28.104850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:28.105633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.346159] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 20.8s | Global ETA: 1h 34m 25s [2025-11-22T01:57:28.347050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:28.347127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:28.351936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:28.353713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:28.354181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:28.354586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:28.476760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:57:28.479757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.626264] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 9.2s | Global ETA: 1h 34m 26s [2025-11-22T01:57:28.627208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:28.627273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:28.632176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:28.669590] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.34% | Symbol ETA: 10.7s | Global ETA: 1h 34m 26s [2025-11-22T01:57:28.670479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:28.670541] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:28.686266] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 30.9s | Global ETA: 1h 34m 26s [2025-11-22T01:57:28.687164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:28.687226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:28.690275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:28.691920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:28.693677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:28.694138] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:28.695732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:28.696471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.781834] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:28.783202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:28.793801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:28.795249] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:28.797254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:29.140505] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 20.0s | Global ETA: 1h 34m 28s [2025-11-22T01:57:29.266537] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 30.3s | Global ETA: 1h 34m 28s [2025-11-22T01:57:29.267437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:29.267499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:29.272201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:29.273926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:29.274398] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:29.275986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:29.276749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:29.308279] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.90% [2025-11-22T01:57:29.369522] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 8.5s | Global ETA: 1h 34m 29s [2025-11-22T01:57:29.370487] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:29.370552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:29.375868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:29.395571] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 2.05% | Symbol ETA: 9.9s | Global ETA: 1h 34m 29s [2025-11-22T01:57:29.396473] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:29.396534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:29.431988] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:29.475186] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 1.03% [2025-11-22T01:57:29.521013] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:29.522374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:29.523519] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:29.525202] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:29.527371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:29.644276] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 1.17% [2025-11-22T01:57:29.812067] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.85%, Actual: 0.18% [2025-11-22T01:57:29.852368] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 29.7s | Global ETA: 1h 34m 30s [2025-11-22T01:57:29.853247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:29.853309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:29.858481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:29.860225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:29.860708] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:29.862303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:29.863067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:29.979184] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.77% [2025-11-22T01:57:30.103865] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.93% | Symbol ETA: 7.7s | Global ETA: 1h 34m 31s [2025-11-22T01:57:30.104786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:30.104848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:30.109605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:30.147196] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.76%, Actual: 0.45% [2025-11-22T01:57:30.164216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:30.165710] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -4.14% | Symbol ETA: 9.2s | Global ETA: 1h 34m 32s [2025-11-22T01:57:30.166618] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:30.166700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:30.249425] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:30.250672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:30.300080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:30.304561] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:30.307301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:30.313968] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.38% [2025-11-22T01:57:30.481013] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.82%, Actual: 3.46% [2025-11-22T01:57:30.497604] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 29.1s | Global ETA: 1h 34m 33s [2025-11-22T01:57:30.498519] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:30.498586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:30.503321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:30.505055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:30.505540] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:30.507204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:30.507980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:30.648760] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 1.98% [2025-11-22T01:57:30.818182] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.56% [2025-11-22T01:57:30.818413] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 42.5005% [2025-11-22T01:57:30.818512] [INFO ] [main ] GPI: DISCARDED add_late_hour_microstructure (score: 42.50%) [2025-11-22T01:57:30.818561] [INFO ] [main ] GPI: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:57:30.818592] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T01:57:30.818626] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:30.820418] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.85% | Symbol ETA: 7.0s | Global ETA: 1h 34m 34s [2025-11-22T01:57:30.832449] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:30.833803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:30.833870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:30.838780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:30.840702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:30.841178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:30.841604] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:30.917057] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 2.58% | Symbol ETA: 8.4s | Global ETA: 1h 34m 34s [2025-11-22T01:57:30.917962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:30.918023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:30.967181] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:30.968428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:30.996505] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.79%, Actual: 0.22% [2025-11-22T01:57:31.043710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:31.045230] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:57:31.047358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:31.086749] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 28.5s | Global ETA: 1h 34m 35s [2025-11-22T01:57:31.087666] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:31.087727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:31.092436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:31.094211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:31.094695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:31.096269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:31.097032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:31.162791] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.34% [2025-11-22T01:57:31.329781] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.93% [2025-11-22T01:57:31.498470] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 2.52% [2025-11-22T01:57:31.617914] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 25.3s | Global ETA: 1h 34m 37s [2025-11-22T01:57:31.618860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:31.618923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:31.623687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:31.625401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:31.625896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:31.626278] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:31.658325] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 7.7s | Global ETA: 1h 34m 37s [2025-11-22T01:57:31.666967] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 1.38% [2025-11-22T01:57:31.667228] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 27.9s | Global ETA: 1h 34m 37s [2025-11-22T01:57:31.668179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:31.668241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:31.673058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:31.674795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:31.675252] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:31.676929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T01:57:31.677749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:31.752383] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:31.753681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:31.828215] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.65% [2025-11-22T01:57:31.836515] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 1.96% [2025-11-22T01:57:31.997196] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 0.40% [2025-11-22T01:57:32.005829] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.51%, Actual: 3.26% [2025-11-22T01:57:32.164141] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.22%, Actual: 0.25% [2025-11-22T01:57:32.170132] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.99% [2025-11-22T01:57:32.254539] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 27.3s | Global ETA: 1h 34m 39s [2025-11-22T01:57:32.330261] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.64%, Actual: 1.26% [2025-11-22T01:57:32.333122] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 1.50% [2025-11-22T01:57:32.404886] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -4.16% | Symbol ETA: 24.5s | Global ETA: 1h 34m 40s [2025-11-22T01:57:32.405778] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:32.405840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:32.410568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:32.412282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:32.412768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:32.413150] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:32.420792] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 1.87% [2025-11-22T01:57:32.496445] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.85%, Actual: 0.79% [2025-11-22T01:57:32.496580] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 40.1516% [2025-11-22T01:57:32.496710] [INFO ] [main ] ADT: DISCARDED add_preclose_acceleration_mag (score: 40.15%) [2025-11-22T01:57:32.496755] [INFO ] [main ] ADT: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:57:32.496787] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_1100_to_open'] [2025-11-22T01:57:32.496822] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:32.497065] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 2.72% [2025-11-22T01:57:32.507838] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:32.509035] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:32.509096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:32.513861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:32.538125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:32.539151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:32.569661] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:32.590290] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 2.76% [2025-11-22T01:57:32.654049] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:32.654757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:32.664078] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.34%, Actual: 1.75% [2025-11-22T01:57:32.755535] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 0.00% [2025-11-22T01:57:32.829382] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 2.05%, Actual: 0.48% [2025-11-22T01:57:32.921873] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.77% [2025-11-22T01:57:32.996539] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -4.14%, Actual: 3.14% [2025-11-22T01:57:33.088267] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.28% [2025-11-22T01:57:33.161427] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 2.58%, Actual: 0.75% [2025-11-22T01:57:33.211267] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.13% | Symbol ETA: 12.9s | Global ETA: 1h 34m 43s [2025-11-22T01:57:33.212167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:33.212228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:33.216940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:33.219830] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 23.8s | Global ETA: 1h 34m 43s [2025-11-22T01:57:33.220716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:33.220779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:33.225474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:33.227227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:33.227715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:33.228096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:33.256339] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 0.08% [2025-11-22T01:57:33.273155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:33.326833] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.18% [2025-11-22T01:57:33.327024] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 39.1573% [2025-11-22T01:57:33.327105] [INFO ] [main ] IIIN: DISCARDED add_pct_change (score: 39.16%) [2025-11-22T01:57:33.327169] [INFO ] [main ] IIIN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:57:33.327221] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_preclose_acceleration_mag'] [2025-11-22T01:57:33.327256] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:33.339622] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:33.341006] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:33.341068] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:33.352552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:33.353568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:33.358962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:33.359672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:33.425539] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.96% [2025-11-22T01:57:33.470982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:33.472414] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:33.473450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:33.595321] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.48% [2025-11-22T01:57:33.768450] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 2.51% [2025-11-22T01:57:33.925054] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 12.3s | Global ETA: 1h 34m 46s [2025-11-22T01:57:33.925977] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:33.926039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:33.930826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:33.942050] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 1.25% [2025-11-22T01:57:33.942315] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.7449% [2025-11-22T01:57:33.942413] [INFO ] [main ] KRP: DISCARDED add_gaps (score: 31.74%) [2025-11-22T01:57:33.942459] [INFO ] [main ] KRP: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T01:57:33.942498] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_intraday_skewness_proxies'] [2025-11-22T01:57:33.942535] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:33.957179] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:33.958531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:33.958594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:33.963568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:33.965524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:33.966046] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:33.967734] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:33.968990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:33.986686] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:34.017012] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 23.0s | Global ETA: 1h 34m 46s [2025-11-22T01:57:34.017944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:34.018006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:34.022805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:34.024554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:34.025041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:34.025425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:34.073460] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:34.074171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.074261] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 13.8s | Global ETA: 1h 34m 46s [2025-11-22T01:57:34.075147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:34.075208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:34.148429] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:34.149464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.201397] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:34.202991] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:34.204066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.579438] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.82% | Symbol ETA: 28.5s | Global ETA: 1h 34m 48s [2025-11-22T01:57:34.580430] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:34.580496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:34.585522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:34.587438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:34.587931] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:34.590129] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:34.591351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.640018] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 11.6s | Global ETA: 1h 34m 48s [2025-11-22T01:57:34.640950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:34.641012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:34.645857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:34.701656] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:34.787269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:34.788013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.793568] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 22.2s | Global ETA: 1h 34m 49s [2025-11-22T01:57:34.794456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:34.794520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:34.799330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:34.801130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:34.801595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:34.802005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:34.802373] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.55% | Symbol ETA: 13.1s | Global ETA: 1h 34m 49s [2025-11-22T01:57:34.803269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:34.803331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:34.927688] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:34.928937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:34.930131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:34.931551] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:34.932614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:35.195411] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 27.9s | Global ETA: 1h 34m 50s [2025-11-22T01:57:35.196318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:35.196380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:35.201176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:35.202943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:35.203417] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:35.205053] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:35.206292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:35.351924] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 10.9s | Global ETA: 1h 34m 51s [2025-11-22T01:57:35.352828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:35.352888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:35.357614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:35.411414] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:35.495809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:35.496495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:35.529368] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.43% | Symbol ETA: 12.3s | Global ETA: 1h 34m 52s [2025-11-22T01:57:35.530255] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:35.530316] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:35.574978] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 2.29% | Symbol ETA: 21.4s | Global ETA: 1h 34m 52s [2025-11-22T01:57:35.575862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:35.575925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:35.580667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:35.582373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:35.582863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:35.583248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:35.653159] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:35.654477] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:35.655500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:35.704042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:35.705074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:35.804329] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 27.3s | Global ETA: 1h 34m 53s [2025-11-22T01:57:35.805256] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:35.805320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:35.810465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:35.812430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:35.812943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:35.814668] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:35.815914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.052494] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 10.1s | Global ETA: 1h 34m 54s [2025-11-22T01:57:36.053375] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:36.053438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:36.058528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:36.114217] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:36.199194] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:36.199898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.250332] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.95% | Symbol ETA: 11.6s | Global ETA: 1h 34m 54s [2025-11-22T01:57:36.251223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:36.251285] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:36.363425] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 20.6s | Global ETA: 1h 34m 55s [2025-11-22T01:57:36.364329] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:36.364392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:36.369137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:36.370868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:36.371334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:36.371736] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:36.376751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:36.378144] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:36.379181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.397611] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 26.6s | Global ETA: 1h 34m 55s [2025-11-22T01:57:36.398527] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:36.398591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:36.403510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:36.405365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:36.405855] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:36.407496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:36.408711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.493323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:36.494338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.756192] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 9.4s | Global ETA: 1h 34m 56s [2025-11-22T01:57:36.757082] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:36.757166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:36.761852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:36.816874] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:36.901049] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:36.901757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:36.974518] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -4.18% | Symbol ETA: 10.9s | Global ETA: 1h 34m 57s [2025-11-22T01:57:36.975410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:36.975473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:37.003229] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 26.0s | Global ETA: 1h 34m 57s [2025-11-22T01:57:37.004162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:37.004226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:37.009239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:37.011139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:37.011623] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:37.013289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:37.014509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.099491] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:37.100855] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:37.101876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.140142] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 19.8s | Global ETA: 1h 34m 58s [2025-11-22T01:57:37.141040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:37.141103] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:37.145801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:37.147524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:37.148023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:37.148406] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:37.268356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:37.269386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.455518] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.84% | Symbol ETA: 8.7s | Global ETA: 1h 34m 59s [2025-11-22T01:57:37.456409] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:37.456470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:37.461161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:37.516150] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:37.599489] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:37.600193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.618361] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 25.4s | Global ETA: 1h 34m 59s [2025-11-22T01:57:37.619513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:37.619589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:37.626764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:37.629495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:37.630174] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:37.632571] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:37.634435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.694360] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.41% | Symbol ETA: 10.1s | Global ETA: 1h 34m 60s [2025-11-22T01:57:37.695248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:37.695328] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:37.817460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:37.818987] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:37.820024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:37.905486] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.38% | Symbol ETA: 19.0s | Global ETA: 1h 35m 1s [2025-11-22T01:57:37.906373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:37.906437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:37.911180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:37.912933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:37.913403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:37.913807] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:38.035550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:57:38.036802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:38.152752] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 8.0s | Global ETA: 1h 35m 1s [2025-11-22T01:57:38.153624] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:38.153706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:38.158423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:38.213301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:38.255087] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 24.8s | Global ETA: 1h 35m 2s [2025-11-22T01:57:38.256081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:38.256146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:38.260976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:38.262827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:38.263295] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:38.264905] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:38.266082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:38.296735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:38.297438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:38.423712] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 9.4s | Global ETA: 1h 35m 2s [2025-11-22T01:57:38.424781] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:38.424856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:38.562782] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:38.564285] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:38.565309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:38.707458] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 2.31% | Symbol ETA: 18.3s | Global ETA: 1h 35m 4s [2025-11-22T01:57:38.898288] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.00% | Symbol ETA: 7.3s | Global ETA: 1h 35m 4s [2025-11-22T01:57:38.899464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:38.899545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:38.904682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:38.909458] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.95% | Symbol ETA: 24.2s | Global ETA: 1h 35m 4s [2025-11-22T01:57:38.911186] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:38.911274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:38.911421] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 1.90% [2025-11-22T01:57:38.918328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:38.920793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:38.921298] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:38.922992] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:38.924378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:38.967981] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:39.092251] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:39.093409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:39.155856] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -4.16%, Actual: 1.03% [2025-11-22T01:57:39.391678] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 1.17% [2025-11-22T01:57:39.405059] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 8.8s | Global ETA: 1h 35m 6s [2025-11-22T01:57:39.406256] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:39.406333] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:39.550590] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:39.552194] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:39.553343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:39.581637] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 0.18% [2025-11-22T01:57:39.661127] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.63% | Symbol ETA: 23.6s | Global ETA: 1h 35m 7s [2025-11-22T01:57:39.662252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:39.662315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:39.667443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:39.669227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:39.669713] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:39.671311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T01:57:39.672493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:39.755291] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.77% [2025-11-22T01:57:39.761097] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.02% | Symbol ETA: 6.6s | Global ETA: 1h 35m 8s [2025-11-22T01:57:39.922372] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 2.29%, Actual: 0.45% [2025-11-22T01:57:39.929130] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.13%, Actual: 0.22% [2025-11-22T01:57:40.089359] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.38% [2025-11-22T01:57:40.096594] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 0.34% [2025-11-22T01:57:40.189814] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -2.17% | Symbol ETA: 8.0s | Global ETA: 1h 35m 9s [2025-11-22T01:57:40.190708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:40.190771] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:40.254395] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 23.0s | Global ETA: 1h 35m 9s [2025-11-22T01:57:40.256816] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 3.46% [2025-11-22T01:57:40.265776] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.93% [2025-11-22T01:57:40.312127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:40.313635] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:57:40.314710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:40.422356] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.82%, Actual: 1.87% [2025-11-22T01:57:40.424789] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.38%, Actual: 1.98% [2025-11-22T01:57:40.434725] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 2.52% [2025-11-22T01:57:40.591513] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 2.31%, Actual: 0.56% [2025-11-22T01:57:40.591736] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 35.8446% [2025-11-22T01:57:40.591826] [INFO ] [main ] GPI: DISCARDED add_late_session_pressure (score: 35.84%) [2025-11-22T01:57:40.591869] [INFO ] [main ] GPI: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:57:40.591903] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T01:57:40.591936] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:40.602315] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 1.38% [2025-11-22T01:57:40.603626] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 2.76% [2025-11-22T01:57:40.605831] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:40.607269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:40.607335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:40.612333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:40.614193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:40.614725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:40.615124] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:40.739965] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:40.742082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:40.768927] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.96% [2025-11-22T01:57:40.773832] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.00% [2025-11-22T01:57:40.908558] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 7.2s | Global ETA: 1h 35m 12s [2025-11-22T01:57:40.936693] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.84%, Actual: 3.26% [2025-11-22T01:57:40.945591] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.77% [2025-11-22T01:57:41.077841] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 0.65% [2025-11-22T01:57:41.104562] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 0.99% [2025-11-22T01:57:41.116927] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.28% [2025-11-22T01:57:41.245384] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.55%, Actual: 0.40% [2025-11-22T01:57:41.273733] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.00%, Actual: 1.50% [2025-11-22T01:57:41.285810] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 0.08% [2025-11-22T01:57:41.418020] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.43%, Actual: 0.25% [2025-11-22T01:57:41.422932] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 24.3s | Global ETA: 1h 35m 14s [2025-11-22T01:57:41.423845] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:41.423908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:41.428751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:41.430497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:41.430994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:41.431379] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:41.441635] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.02%, Actual: 0.79% [2025-11-22T01:57:41.441853] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 35.6725% [2025-11-22T01:57:41.441941] [INFO ] [main ] ADT: DISCARDED add_prev_1100_to_open (score: 35.67%) [2025-11-22T01:57:41.441985] [INFO ] [main ] ADT: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:57:41.442018] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_close_to_1100'] [2025-11-22T01:57:41.442054] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:41.453295] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:41.454764] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:41.454828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:41.454789] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.48%, Actual: 0.96% [2025-11-22T01:57:41.459706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:41.516310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:41.556039] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:41.558271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:41.595360] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.95%, Actual: 1.26% [2025-11-22T01:57:41.605869] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:41.606705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:41.625723] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 0.48% [2025-11-22T01:57:41.776294] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -4.18%, Actual: 2.72% [2025-11-22T01:57:41.796519] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 2.51% [2025-11-22T01:57:41.953383] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.41%, Actual: 1.75% [2025-11-22T01:57:41.977530] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 1.25% [2025-11-22T01:57:41.977808] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 47.0203% [2025-11-22T01:57:41.977924] [INFO ] [main ] KRP: DISCARDED add_intraday_skewness_proxies (score: 47.02%) [2025-11-22T01:57:41.977995] [INFO ] [main ] KRP: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T01:57:41.978051] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_intraday_volatility_percentile'] [2025-11-22T01:57:41.978113] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:41.994973] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:41.996310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:41.996375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:42.001318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:42.003124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:42.003582] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:42.005209] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:42.091606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:42.136623] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.48% [2025-11-22T01:57:42.193720] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.89% | Symbol ETA: 12.7s | Global ETA: 1h 35m 17s [2025-11-22T01:57:42.194607] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:42.194690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:42.199702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:42.252797] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.00% | Symbol ETA: 23.6s | Global ETA: 1h 35m 17s [2025-11-22T01:57:42.253695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:42.253759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:42.257730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:42.258486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:42.260226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:42.260716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:42.261097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:42.313224] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 3.14% [2025-11-22T01:57:42.347673] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:42.348510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:42.387018] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:42.392321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:42.495625] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -2.17%, Actual: 0.75% [2025-11-22T01:57:42.677515] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 0.18% [2025-11-22T01:57:42.677756] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.8462% [2025-11-22T01:57:42.677852] [INFO ] [main ] IIIN: DISCARDED add_preclose_acceleration_mag (score: 44.85%) [2025-11-22T01:57:42.677895] [INFO ] [main ] IIIN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:57:42.677929] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_prev_1100_to_open'] [2025-11-22T01:57:42.677966] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:42.680207] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.35% | Symbol ETA: 28.0s | Global ETA: 1h 35m 18s [2025-11-22T01:57:42.681220] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:42.681284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:42.686171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:42.688036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:42.688498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:42.690155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:42.690394] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:42.691868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:42.691931] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:42.778267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:42.827930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:42.829497] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:42.830233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:42.938794] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 12.0s | Global ETA: 1h 35m 19s [2025-11-22T01:57:42.939696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:42.939778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:42.944555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:43.000035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:43.084918] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:43.085852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:43.095149] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 22.8s | Global ETA: 1h 35m 20s [2025-11-22T01:57:43.096029] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:43.096092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:43.100853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:43.102584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:43.103084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:43.103475] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:43.227964] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:43.230151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:43.361366] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 27.3s | Global ETA: 1h 35m 21s [2025-11-22T01:57:43.362286] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:43.362348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:43.367212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:43.369001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:43.369465] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:43.371081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:43.456219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:43.468004] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 13.8s | Global ETA: 1h 35m 21s [2025-11-22T01:57:43.468971] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:43.469037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:43.606479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:43.608013] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:43.608754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:43.649581] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 11.2s | Global ETA: 1h 35m 22s [2025-11-22T01:57:43.650469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:43.650531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:43.655326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:43.711682] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:43.797881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:43.798797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:43.903316] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 21.9s | Global ETA: 1h 35m 23s [2025-11-22T01:57:43.904219] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:43.904282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:43.909158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:43.910909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:43.911375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:43.911779] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:44.034988] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 26.6s | Global ETA: 1h 35m 24s [2025-11-22T01:57:44.035956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:44.036022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:44.037098] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:44.039110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:44.040902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:44.042890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:44.043375] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:44.045478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:44.134950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:44.277194] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 13.2s | Global ETA: 1h 35m 24s [2025-11-22T01:57:44.278076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:44.278138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:44.366323] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 10.4s | Global ETA: 1h 35m 25s [2025-11-22T01:57:44.367256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:44.367318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:44.372081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:44.402629] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:44.404150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:44.404843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:44.427326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:44.512330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:44.513296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:44.696819] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 21.1s | Global ETA: 1h 35m 26s [2025-11-22T01:57:44.698102] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:44.698167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:44.703117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:44.704932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:44.705415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:44.705865] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:44.763978] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 26.0s | Global ETA: 1h 35m 26s [2025-11-22T01:57:44.764960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:44.765022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:44.769814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:44.771533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:44.772021] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:44.773619] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:44.835280] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:44.837429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:44.861087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.020334] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.95% | Symbol ETA: 12.3s | Global ETA: 1h 35m 27s [2025-11-22T01:57:45.021264] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:45.021328] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:45.075673] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.92% | Symbol ETA: 9.7s | Global ETA: 1h 35m 27s [2025-11-22T01:57:45.076551] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:45.076613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:45.081431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:45.137530] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:45.155999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:45.157552] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:45.158418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.223090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:45.223867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.458851] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 25.3s | Global ETA: 1h 35m 29s [2025-11-22T01:57:45.459745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:45.459808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:45.464595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:45.466498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:45.467004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:45.468673] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:45.515498] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 20.2s | Global ETA: 1h 35m 29s [2025-11-22T01:57:45.516449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:45.516516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:45.521515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:45.523336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:45.523866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:45.524261] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:45.554003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.653499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:45.655623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.785776] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.91% | Symbol ETA: 11.5s | Global ETA: 1h 35m 30s [2025-11-22T01:57:45.786676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:45.786737] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:45.787533] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 8.9s | Global ETA: 1h 35m 30s [2025-11-22T01:57:45.788460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:45.788522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:45.793319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:45.848761] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:45.909299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:45.910755] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:45.911430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:45.934384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:45.935180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:46.130774] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 24.6s | Global ETA: 1h 35m 31s [2025-11-22T01:57:46.131683] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:46.131748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:46.136596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:46.138438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:46.138967] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:46.140587] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:46.225904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:46.324926] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 19.4s | Global ETA: 1h 35m 32s [2025-11-22T01:57:46.325810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:46.325875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:46.330679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:46.332378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:46.332867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:46.333258] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:46.454942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:46.457158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:46.500088] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 8.2s | Global ETA: 1h 35m 33s [2025-11-22T01:57:46.500988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:46.501050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:46.503733] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 10.7s | Global ETA: 1h 35m 33s [2025-11-22T01:57:46.504621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:46.504700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:46.505856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:46.561314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:46.640708] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:46.642318] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:46.643048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:46.645763] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:46.646523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:46.808758] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 23.9s | Global ETA: 1h 35m 34s [2025-11-22T01:57:46.809628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:46.809711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:46.814475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:46.816216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:46.816695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:46.818292] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:46.903229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:47.150394] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 18.6s | Global ETA: 1h 35m 35s [2025-11-22T01:57:47.151300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:47.151364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:47.156096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:47.157851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:47.158316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:47.158722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:47.214549] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 7.5s | Global ETA: 1h 35m 35s [2025-11-22T01:57:47.215444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:47.215947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:47.220756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:47.272213] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.98% | Symbol ETA: 9.9s | Global ETA: 1h 35m 36s [2025-11-22T01:57:47.273155] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:47.273218] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:47.275988] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:47.287138] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:47.289413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:47.360503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:47.361326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:47.406858] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:47.408548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:47.409312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:47.485024] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 23.2s | Global ETA: 1h 35m 36s [2025-11-22T01:57:47.485956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:47.486020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:47.491160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:47.492970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:47.493449] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:47.495189] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:47.592378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:47.933326] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 6.8s | Global ETA: 1h 35m 38s [2025-11-22T01:57:47.934220] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:47.934280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:47.939059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:47.954880] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 17.8s | Global ETA: 1h 35m 38s [2025-11-22T01:57:47.955806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T01:57:47.955875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:47.960846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:47.962621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:47.963133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:47.963540] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:47.994514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:48.037226] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 9.1s | Global ETA: 1h 35m 39s [2025-11-22T01:57:48.038214] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:48.038282] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:48.078937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:48.079740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:48.089915] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:48.092050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:48.168326] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:48.170028] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:48.170789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:48.178179] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 22.5s | Global ETA: 1h 35m 39s [2025-11-22T01:57:48.179111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:48.179176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:48.184247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:48.186202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:48.186730] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:48.188407] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:48.281309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:48.645388] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.82% | Symbol ETA: 6.1s | Global ETA: 1h 35m 41s [2025-11-22T01:57:48.753988] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 17.0s | Global ETA: 1h 35m 41s [2025-11-22T01:57:48.805729] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 8.4s | Global ETA: 1h 35m 41s [2025-11-22T01:57:48.806691] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:48.806756] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:48.813862] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.89%, Actual: 0.22% [2025-11-22T01:57:48.853480] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 21.8s | Global ETA: 1h 35m 42s [2025-11-22T01:57:48.922082] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 1.90% [2025-11-22T01:57:48.936532] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:48.938240] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:48.939021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:48.981485] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.34% [2025-11-22T01:57:49.021797] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 1.87% [2025-11-22T01:57:49.089297] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 1.03% [2025-11-22T01:57:49.148903] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.93% [2025-11-22T01:57:49.189959] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 2.76% [2025-11-22T01:57:49.258046] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.17% [2025-11-22T01:57:49.314288] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.52% [2025-11-22T01:57:49.355811] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 0.00% [2025-11-22T01:57:49.423910] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.18% [2025-11-22T01:57:49.483695] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.92%, Actual: 1.38% [2025-11-22T01:57:49.523526] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.77% [2025-11-22T01:57:49.561493] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 7.6s | Global ETA: 1h 35m 44s [2025-11-22T01:57:49.562431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:49.562494] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:49.591737] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.77% [2025-11-22T01:57:49.686798] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:49.688333] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:57:49.689033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:49.689460] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.28% [2025-11-22T01:57:49.708588] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.96% [2025-11-22T01:57:49.758613] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.45% [2025-11-22T01:57:49.856326] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.08% [2025-11-22T01:57:49.875605] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.80%, Actual: 3.26% [2025-11-22T01:57:49.922310] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.38% [2025-11-22T01:57:50.023190] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 0.96% [2025-11-22T01:57:50.043251] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.99% [2025-11-22T01:57:50.086488] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 3.46% [2025-11-22T01:57:50.189144] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.76%, Actual: 0.48% [2025-11-22T01:57:50.208947] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 1.50% [2025-11-22T01:57:50.250896] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 1.98% [2025-11-22T01:57:50.281725] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 3.11% | Symbol ETA: 6.9s | Global ETA: 1h 35m 47s [2025-11-22T01:57:50.354297] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 2.51% [2025-11-22T01:57:50.374697] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.82%, Actual: 0.79% [2025-11-22T01:57:50.374940] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.8267% [2025-11-22T01:57:50.375039] [INFO ] [main ] ADT: DISCARDED add_prev_close_to_1100 (score: 41.83%) [2025-11-22T01:57:50.375080] [INFO ] [main ] ADT: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:57:50.375112] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prev_close_to_open'] [2025-11-22T01:57:50.375147] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:50.387041] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:50.388363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:50.388425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:50.393217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:50.415731] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.56% [2025-11-22T01:57:50.415913] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 60.6211% [2025-11-22T01:57:50.416046] [INFO ] [main ] GPI: KEPT add_micro_gap_fill_velocity (score: 60.62%) [2025-11-22T01:57:50.416090] [INFO ] [main ] GPI: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:57:50.416122] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:57:50.417360] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:57:50.433454] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:50.434918] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:50.434982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:50.439806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:50.441557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:50.442055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:50.442439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:50.449523] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.65% [2025-11-22T01:57:50.450283] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:50.520180] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 1.25% [2025-11-22T01:57:50.520390] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.0506% [2025-11-22T01:57:50.520472] [INFO ] [main ] KRP: DISCARDED add_intraday_volatility_percentile (score: 36.05%) [2025-11-22T01:57:50.520514] [INFO ] [main ] KRP: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T01:57:50.520547] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_last_hour_momentum_mag'] [2025-11-22T01:57:50.520581] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:50.534131] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:50.535525] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:50.535586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:50.536282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:50.537256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:50.540381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:50.542144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:50.542617] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:50.544223] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:50.544850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:50.565871] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:50.567907] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:50.568620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:50.617716] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.40% [2025-11-22T01:57:50.785008] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.95%, Actual: 0.25% [2025-11-22T01:57:50.954260] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 1.26% [2025-11-22T01:57:51.101018] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.73% | Symbol ETA: 12.0s | Global ETA: 1h 35m 50s [2025-11-22T01:57:51.101921] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:51.101982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:51.106819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:51.116452] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 26.3s | Global ETA: 1h 35m 50s [2025-11-22T01:57:51.117387] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:51.117450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:51.122235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:51.123893] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 2.72% [2025-11-22T01:57:51.123980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:51.124438] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:51.126043] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:51.126667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:51.163617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:51.233366] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 22.9s | Global ETA: 1h 35m 51s [2025-11-22T01:57:51.234259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:51.234323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:51.239103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:51.240844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:51.241311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:51.241714] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:51.250026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:51.250787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:51.290386] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.98%, Actual: 1.75% [2025-11-22T01:57:51.366064] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:51.368348] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:51.369077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:51.457728] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 0.48% [2025-11-22T01:57:51.624949] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.31%, Actual: 3.14% [2025-11-22T01:57:51.698224] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 25.7s | Global ETA: 1h 35m 52s [2025-11-22T01:57:51.699124] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:51.699185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:51.703915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:51.705682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:51.706147] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:51.707776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:51.708436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:51.792270] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 0.75% [2025-11-22T01:57:51.818438] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 11.3s | Global ETA: 1h 35m 53s [2025-11-22T01:57:51.819321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:51.819396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:51.824141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:51.880286] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:51.958918] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 3.11%, Actual: 0.18% [2025-11-22T01:57:51.959116] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 34.7310% [2025-11-22T01:57:51.959195] [INFO ] [main ] IIIN: DISCARDED add_prev_1100_to_open (score: 34.73%) [2025-11-22T01:57:51.959239] [INFO ] [main ] IIIN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:57:51.959270] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_prev_close_to_1100'] [2025-11-22T01:57:51.959305] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:57:51.970391] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:51.970472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:51.971346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:51.971733] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:51.971795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:52.046550] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 22.2s | Global ETA: 1h 35m 54s [2025-11-22T01:57:52.047488] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:52.047553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:52.052520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:52.054340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:52.054850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:52.055260] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:52.097722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:52.099282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:52.099981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.194001] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:52.196363] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:52.197149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.286582] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 25.2s | Global ETA: 1h 35m 54s [2025-11-22T01:57:52.287510] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:52.287586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:52.292395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:52.294142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:52.294602] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:52.296229] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:52.296858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.536333] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 10.6s | Global ETA: 1h 35m 55s [2025-11-22T01:57:52.537246] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:52.537309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:52.542057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:52.598558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:52.683947] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:52.684860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.695897] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 12.8s | Global ETA: 1h 35m 56s [2025-11-22T01:57:52.696782] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:52.696844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:52.822875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:52.824216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:52.824912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.873748] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.42% | Symbol ETA: 24.6s | Global ETA: 1h 35m 57s [2025-11-22T01:57:52.874622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:52.874713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:52.879590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:52.881314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:52.881808] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:52.883393] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:52.884030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:52.910322] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.88% | Symbol ETA: 21.5s | Global ETA: 1h 35m 57s [2025-11-22T01:57:52.911249] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:52.911316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:52.916206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:52.918021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:52.918507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:52.918938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:53.048820] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:53.051081] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:53.051823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:53.247786] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.46% | Symbol ETA: 9.9s | Global ETA: 1h 35m 58s [2025-11-22T01:57:53.248668] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:53.248730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:53.253504] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:53.309021] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:53.393275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:53.394032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:53.421872] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 12.1s | Global ETA: 1h 35m 59s [2025-11-22T01:57:53.422781] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:53.422843] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:53.455363] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 24.0s | Global ETA: 1h 35m 59s [2025-11-22T01:57:53.456548] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:53.456627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:53.462746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:53.464776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:53.465250] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:53.467300] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:53.468012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:53.547197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:53.548541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:53.549231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:53.738546] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 20.7s | Global ETA: 1h 35m 60s [2025-11-22T01:57:53.739443] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:53.739506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:53.744224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:53.745960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:53.746416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:53.746815] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:53.877164] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:53.879467] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:53.880227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:53.957822] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 9.2s | Global ETA: 1h 36m 1s [2025-11-22T01:57:53.958712] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:53.958774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:53.963464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:54.019337] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:54.045521] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 23.4s | Global ETA: 1h 36m 1s [2025-11-22T01:57:54.046410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:54.046472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:54.051364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:54.053098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:54.053554] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:54.055151] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:54.055805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.103962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:54.104679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.145753] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.57% | Symbol ETA: 11.4s | Global ETA: 1h 36m 1s [2025-11-22T01:57:54.146633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:54.146715] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:54.273392] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:54.274893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:54.275568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.539631] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 19.8s | Global ETA: 1h 36m 3s [2025-11-22T01:57:54.540518] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:54.540581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:54.545401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:54.547148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:54.547605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:54.548100] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:54.629834] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 22.8s | Global ETA: 1h 36m 3s [2025-11-22T01:57:54.630715] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:54.630777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:54.635473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:54.637245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:54.637725] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:54.639323] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:54.639945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.671213] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:54.673311] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 8.4s | Global ETA: 1h 36m 3s [2025-11-22T01:57:54.673328] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:54.674196] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:54.674260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:54.674476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.679034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:54.733991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:54.817075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:54.818010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:54.867694] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 10.6s | Global ETA: 1h 36m 4s [2025-11-22T01:57:54.868565] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:54.868626] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:54.993276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:54.994686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:54.995388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:55.207067] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.36% | Symbol ETA: 22.2s | Global ETA: 1h 36m 5s [2025-11-22T01:57:55.208025] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:55.208099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:55.212896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:55.214749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:55.215226] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:55.216844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:55.217481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:55.337382] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 19.0s | Global ETA: 1h 36m 6s [2025-11-22T01:57:55.338284] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:55.338347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:55.343119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:55.344865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:55.345340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:55.345741] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:55.378472] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 7.7s | Global ETA: 1h 36m 6s [2025-11-22T01:57:55.379397] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:55.379459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:55.384186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:55.437879] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:55.467911] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:55.470097] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:55.470814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:55.522226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:55.523082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:55.588924] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.32% | Symbol ETA: 9.9s | Global ETA: 1h 36m 7s [2025-11-22T01:57:55.589817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:55.589878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:55.713232] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:55.714957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:55.715626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:55.789287] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 21.7s | Global ETA: 1h 36m 8s [2025-11-22T01:57:55.790177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:55.790238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:55.794983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:55.796727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:55.797210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:55.798805] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T01:57:55.799522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:56.081613] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 7.0s | Global ETA: 1h 36m 9s [2025-11-22T01:57:56.082505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:56.082570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:56.087261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:56.130163] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 18.2s | Global ETA: 1h 36m 9s [2025-11-22T01:57:56.131061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:56.131123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:56.135872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:56.137620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:56.138100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:56.138479] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:56.141573] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:56.225176] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:56.226015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:56.260228] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:56.262359] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:56.263088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:56.310193] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 5.72% | Symbol ETA: 9.2s | Global ETA: 1h 36m 10s [2025-11-22T01:57:56.311087] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:56.311148] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:56.368738] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 21.1s | Global ETA: 1h 36m 10s [2025-11-22T01:57:56.434634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:56.436155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:56.436851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:56.535431] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.11%, Actual: 1.87% [2025-11-22T01:57:56.701196] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 2.76% [2025-11-22T01:57:56.799133] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.82% | Symbol ETA: 6.3s | Global ETA: 1h 36m 11s [2025-11-22T01:57:56.800212] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:56.800278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:56.805436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:56.861396] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:56.866493] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.00% [2025-11-22T01:57:56.931893] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 17.3s | Global ETA: 1h 36m 12s [2025-11-22T01:57:56.932803] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:56.932867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:56.937666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:56.939381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:56.939863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:56.940250] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:56.949183] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:57:56.950372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:57.028036] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 8.5s | Global ETA: 1h 36m 12s [2025-11-22T01:57:57.028953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:57.029014] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:57.031416] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.42%, Actual: 1.77% [2025-11-22T01:57:57.061903] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:57.064148] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:57.064876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:57.151444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:57.152827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:57.153506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:57.196260] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.28% [2025-11-22T01:57:57.360850] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 0.08% [2025-11-22T01:57:57.526879] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 0.96% [2025-11-22T01:57:57.550659] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.99% | Symbol ETA: 5.6s | Global ETA: 1h 36m 14s [2025-11-22T01:57:57.693694] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 0.48% [2025-11-22T01:57:57.724171] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.73%, Actual: 0.22% [2025-11-22T01:57:57.750354] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 16.5s | Global ETA: 1h 36m 15s [2025-11-22T01:57:57.751284] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:57:57.751347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:57.754890] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.82% | Symbol ETA: 7.7s | Global ETA: 1h 36m 15s [2025-11-22T01:57:57.755806] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:57.755869] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:57.756227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:57.758094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:57:57.758585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:57:57.758995] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:57.860187] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 2.51% [2025-11-22T01:57:57.885921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:57.887501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:57.888259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:57.888831] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:57:57.891220] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:57:57.891976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:57.898280] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.34% [2025-11-22T01:57:58.027301] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.87%, Actual: 1.25% [2025-11-22T01:57:58.027525] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 42.7551% [2025-11-22T01:57:58.027616] [INFO ] [main ] KRP: DISCARDED add_last_hour_momentum_mag (score: 42.76%) [2025-11-22T01:57:58.027698] [INFO ] [main ] KRP: Testing feature 17/53: add_late_day_volatility [2025-11-22T01:57:58.027732] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_day_volatility'] [2025-11-22T01:57:58.027767] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:57:58.041620] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:58.043000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:58.043073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:58.048134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:58.049940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:58.050402] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:58.052003] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:58.053775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:58.070153] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.93% [2025-11-22T01:57:58.242909] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.46%, Actual: 2.52% [2025-11-22T01:57:58.426531] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 1.38% [2025-11-22T01:57:58.527578] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 7.0s | Global ETA: 1h 36m 18s [2025-11-22T01:57:58.528538] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:57:58.528600] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:57:58.604186] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 1.96% [2025-11-22T01:57:58.630262] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 15.7s | Global ETA: 1h 36m 18s [2025-11-22T01:57:58.632717] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.26% | Symbol ETA: 22.2s | Global ETA: 1h 36m 18s [2025-11-22T01:57:58.633609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:58.633691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:58.638774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:58.640559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:58.641066] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:58.642794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:58.644596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:58.655774] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:57:58.657329] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:57:58.658045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:58.789724] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.59%, Actual: 3.26% [2025-11-22T01:57:58.799621] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 1.90% [2025-11-22T01:57:58.967060] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 1.03% [2025-11-22T01:57:58.986860] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 0.99% [2025-11-22T01:57:59.133937] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 1.17% [2025-11-22T01:57:59.156452] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.82%, Actual: 1.50% [2025-11-22T01:57:59.223955] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 21.6s | Global ETA: 1h 36m 20s [2025-11-22T01:57:59.224890] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:59.224952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:59.229755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:59.231498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:59.232013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:59.233669] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:59.235426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:59.257864] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.63% | Symbol ETA: 6.3s | Global ETA: 1h 36m 21s [2025-11-22T01:57:59.299780] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 0.18% [2025-11-22T01:57:59.321665] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.99%, Actual: 0.79% [2025-11-22T01:57:59.322221] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 46.6385% [2025-11-22T01:57:59.322317] [INFO ] [main ] ADT: DISCARDED add_prev_close_to_open (score: 46.64%) [2025-11-22T01:57:59.322359] [INFO ] [main ] ADT: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:57:59.322390] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prior_day_tail_pressure'] [2025-11-22T01:57:59.322425] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:57:59.333722] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:57:59.334981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:57:59.335044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:59.339809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:57:59.396326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:57:59.426199] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 0.65% [2025-11-22T01:57:59.468596] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.77% [2025-11-22T01:57:59.485897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:57:59.489120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:59.595784] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 0.40% [2025-11-22T01:57:59.639542] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 0.45% [2025-11-22T01:57:59.766256] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.57%, Actual: 0.25% [2025-11-22T01:57:59.806789] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 2.02%, Actual: 0.38% [2025-11-22T01:57:59.815131] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 21.0s | Global ETA: 1h 36m 23s [2025-11-22T01:57:59.816044] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:57:59.816119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:57:59.820867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:57:59.822560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:57:59.823046] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:57:59.824669] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:57:59.826477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:57:59.934955] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 1.26% [2025-11-22T01:57:59.973723] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 3.46% [2025-11-22T01:58:00.073859] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -2.98% | Symbol ETA: 11.8s | Global ETA: 1h 36m 24s [2025-11-22T01:58:00.074810] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:00.074874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:00.079788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:00.102249] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.32%, Actual: 2.72% [2025-11-22T01:58:00.138076] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:00.141968] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 1.98% [2025-11-22T01:58:00.233970] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:00.237255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:00.287101] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 5.72%, Actual: 1.75% [2025-11-22T01:58:00.320324] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.56% [2025-11-22T01:58:00.320529] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.9928% [2025-11-22T01:58:00.320580] [INFO ] [main ] GPI: DISCARDED add_morning_followthrough_mag_T0 (score: 43.99%) [2025-11-22T01:58:00.320619] [INFO ] [main ] GPI: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:58:00.320726] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion'] [2025-11-22T01:58:00.320769] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:00.347069] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:00.351892] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:00.351959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:00.363081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:00.364962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:00.365493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:00.368926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:00.453813] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.48% [2025-11-22T01:58:00.517869] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 20.6s | Global ETA: 1h 36m 25s [2025-11-22T01:58:00.518802] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:00.518865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:00.523775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:00.525543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:00.526018] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:00.527618] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:00.529491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:00.639782] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:00.644115] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:00.653512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:00.668415] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.82%, Actual: 3.14% [2025-11-22T01:58:00.898399] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 0.75% [2025-11-22T01:58:01.053260] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 12.0s | Global ETA: 1h 36m 27s [2025-11-22T01:58:01.054167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:01.054249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:01.059053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:01.076608] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.63%, Actual: 0.18% [2025-11-22T01:58:01.076861] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 48.9259% [2025-11-22T01:58:01.076953] [INFO ] [main ] IIIN: DISCARDED add_prev_close_to_1100 (score: 48.93%) [2025-11-22T01:58:01.076995] [INFO ] [main ] IIIN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:58:01.077029] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_prev_close_to_open'] [2025-11-22T01:58:01.077065] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:01.089068] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:01.090598] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:01.090678] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:01.113790] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:01.176693] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 20.0s | Global ETA: 1h 36m 28s [2025-11-22T01:58:01.177593] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:01.177682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:01.182457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:01.184191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:01.184684] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:01.186294] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:01.188420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.199752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:01.202527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.217261] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:01.218844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:01.219520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.526468] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 25.2s | Global ETA: 1h 36m 29s [2025-11-22T01:58:01.527545] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:01.527610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:01.532945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:01.535031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:01.535509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:01.535909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:01.670363] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:01.672765] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:01.677752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.776610] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 19.4s | Global ETA: 1h 36m 30s [2025-11-22T01:58:01.777693] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:01.777758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:01.778366] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 10.9s | Global ETA: 1h 36m 30s [2025-11-22T01:58:01.779505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:01.779570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:01.783793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:01.784930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:01.785715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:01.786241] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:01.787938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:01.790198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.841076] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 12.5s | Global ETA: 1h 36m 30s [2025-11-22T01:58:01.841983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:01.842045] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:01.842071] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:01.935552] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:01.938732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:01.972414] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:01.973915] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:01.974589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:02.385838] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.83% | Symbol ETA: 18.8s | Global ETA: 1h 36m 32s [2025-11-22T01:58:02.386620] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.34% | Symbol ETA: 22.8s | Global ETA: 1h 36m 32s [2025-11-22T01:58:02.386757] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:02.386819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:02.387547] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:02.387613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:02.391605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:02.392413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:02.393380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:02.394173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:02.393861] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:02.394676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:02.395062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:02.395854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:02.397637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:02.520616] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 9.9s | Global ETA: 1h 36m 33s [2025-11-22T01:58:02.521514] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:02.521576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:02.526379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:02.528547] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:02.530933] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:02.535458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:02.581145] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:02.585494] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 11.7s | Global ETA: 1h 36m 33s [2025-11-22T01:58:02.586396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:02.586457] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:02.669066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:02.672168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:02.713630] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:02.715034] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:02.715767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:02.987600] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 18.1s | Global ETA: 1h 36m 35s [2025-11-22T01:58:02.988583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:02.988673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:02.993541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:02.995313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:02.995809] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:02.997469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:02.999240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:03.217522] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 21.3s | Global ETA: 1h 36m 35s [2025-11-22T01:58:03.218440] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:03.218504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:03.223189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:03.224924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:03.225388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:03.225791] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:03.248794] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.86% | Symbol ETA: 9.1s | Global ETA: 1h 36m 36s [2025-11-22T01:58:03.249730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:03.249792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:03.254610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:03.309427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:03.313958] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.95% | Symbol ETA: 10.9s | Global ETA: 1h 36m 36s [2025-11-22T01:58:03.314855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:03.314916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:03.347537] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:03.349745] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:03.353987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:03.396882] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:03.399916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:03.440555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:03.441912] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:03.442581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:03.564898] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 17.5s | Global ETA: 1h 36m 37s [2025-11-22T01:58:03.565825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:03.565886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:03.570604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:03.572317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:03.572801] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:03.574413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T01:58:03.576190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:03.974521] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 8.2s | Global ETA: 1h 36m 38s [2025-11-22T01:58:03.975426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:03.975488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:03.980193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:04.029445] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 20.1s | Global ETA: 1h 36m 39s [2025-11-22T01:58:04.030354] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:04.030419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:04.033967] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:04.035250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:04.036988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:04.037481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:04.037892] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:04.044786] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 10.1s | Global ETA: 1h 36m 39s [2025-11-22T01:58:04.045687] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:04.045749] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:04.120290] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:04.123826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:04.150704] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 16.9s | Global ETA: 1h 36m 39s [2025-11-22T01:58:04.168137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:04.170387] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:04.174692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:04.176967] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:04.178537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:04.179260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:04.321875] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.26%, Actual: 1.87% [2025-11-22T01:58:04.487361] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 2.76% [2025-11-22T01:58:04.654595] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.00% [2025-11-22T01:58:04.687444] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 7.4s | Global ETA: 1h 36m 41s [2025-11-22T01:58:04.688389] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:04.688454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:04.693359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:04.749319] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:04.821636] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 1.77% [2025-11-22T01:58:04.833911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:04.836717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:04.858683] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.23% | Symbol ETA: 9.5s | Global ETA: 1h 36m 42s [2025-11-22T01:58:04.859690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:04.859758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:04.868243] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 19.1s | Global ETA: 1h 36m 42s [2025-11-22T01:58:04.869184] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:04.869266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:04.874284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:04.876122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:04.876674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:04.877075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:04.984003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:04.985431] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:04.986129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:04.987703] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.28% [2025-11-22T01:58:05.009278] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:05.011585] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:05.016068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:05.156156] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 0.08% [2025-11-22T01:58:05.325125] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 0.96% [2025-11-22T01:58:05.407585] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 6.7s | Global ETA: 1h 36m 44s [2025-11-22T01:58:05.408505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:05.408569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:05.413426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:05.468949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:05.492987] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.48% [2025-11-22T01:58:05.553841] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:05.556857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:05.589136] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.72% | Symbol ETA: 8.7s | Global ETA: 1h 36m 44s [2025-11-22T01:58:05.590057] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:05.590119] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:05.660105] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 2.51% [2025-11-22T01:58:05.698934] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 18.2s | Global ETA: 1h 36m 45s [2025-11-22T01:58:05.699861] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:05.699926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:05.704673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:05.706484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:05.706967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:05.707378] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:05.713121] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:05.714449] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:05.715154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:05.826563] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 1.25% [2025-11-22T01:58:05.826762] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.8811% [2025-11-22T01:58:05.826847] [INFO ] [main ] KRP: DISCARDED add_late_day_volatility (score: 31.88%) [2025-11-22T01:58:05.826889] [INFO ] [main ] KRP: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T01:58:05.826921] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_hour_microstructure'] [2025-11-22T01:58:05.826955] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:05.833902] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:05.836146] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:05.840570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:05.840924] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:05.842188] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:05.842262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:05.847088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:05.848899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:05.849397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:05.850974] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:05.853598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:06.135837] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 5.9s | Global ETA: 1h 36m 46s [2025-11-22T01:58:06.136754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:06.136817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:06.141554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:06.196690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:06.285975] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:06.288838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:06.311195] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 7.9s | Global ETA: 1h 36m 47s [2025-11-22T01:58:06.312108] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:06.312173] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:06.434235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:06.434804] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.90% | Symbol ETA: 21.4s | Global ETA: 1h 36m 48s [2025-11-22T01:58:06.435555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:06.435704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:06.435766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:06.436262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:06.440433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:06.442146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:06.442601] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:06.444191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:06.446952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:06.544322] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.17% | Symbol ETA: 17.3s | Global ETA: 1h 36m 48s [2025-11-22T01:58:06.545430] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:06.545693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:06.550677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:06.552402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:06.552900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:06.553353] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:06.680611] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:06.683289] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:06.687850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:06.862560] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 5.2s | Global ETA: 1h 36m 49s [2025-11-22T01:58:07.022153] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 20.8s | Global ETA: 1h 36m 50s [2025-11-22T01:58:07.023031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:07.023093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:07.027891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:07.029584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:07.030061] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:07.031632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:07.033119] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.94% | Symbol ETA: 7.2s | Global ETA: 1h 36m 50s [2025-11-22T01:58:07.034016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:07.034078] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:07.034258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:07.038984] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -2.98%, Actual: 0.22% [2025-11-22T01:58:07.161005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:07.162498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:07.163239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:07.207902] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.85%, Actual: 0.34% [2025-11-22T01:58:07.359349] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 16.4s | Global ETA: 1h 36m 51s [2025-11-22T01:58:07.360231] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:07.360295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:07.365132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:07.366944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:07.367435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:07.367833] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:07.376782] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.93% [2025-11-22T01:58:07.490492] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:07.492772] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:07.497480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:07.544562] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 2.52% [2025-11-22T01:58:07.615369] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 20.2s | Global ETA: 1h 36m 52s [2025-11-22T01:58:07.616275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:07.616350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:07.621203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:07.623011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:07.623499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:07.625091] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:07.627762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:07.714782] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 1.38% [2025-11-22T01:58:07.783357] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -2.40% | Symbol ETA: 6.4s | Global ETA: 1h 36m 53s [2025-11-22T01:58:07.784268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:07.784345] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:07.882490] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 1.96% [2025-11-22T01:58:07.915677] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:07.917283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:58:07.918004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:08.052568] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 3.26% [2025-11-22T01:58:08.175294] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 15.5s | Global ETA: 1h 36m 54s [2025-11-22T01:58:08.177299] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:08.177376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:08.182920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:08.184860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:08.185466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:08.185884] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:08.211298] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 19.6s | Global ETA: 1h 36m 54s [2025-11-22T01:58:08.212177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:08.212240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:08.217000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:08.218826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:08.219290] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:08.220949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:08.221107] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.47%, Actual: 0.99% [2025-11-22T01:58:08.223591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:08.316141] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:08.318490] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:08.322933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:08.389374] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 1.50% [2025-11-22T01:58:08.533988] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.11% | Symbol ETA: 5.7s | Global ETA: 1h 36m 55s [2025-11-22T01:58:08.559187] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 0.79% [2025-11-22T01:58:08.559430] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 49.3038% [2025-11-22T01:58:08.559534] [INFO ] [main ] ADT: DISCARDED add_prior_day_tail_pressure (score: 49.30%) [2025-11-22T01:58:08.559579] [INFO ] [main ] ADT: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:58:08.559612] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_prior_mag_lag'] [2025-11-22T01:58:08.559665] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:08.571275] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:08.572511] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:08.572573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:08.577516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:08.634569] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:08.707356] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 0.65% [2025-11-22T01:58:08.735160] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:08.737224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:08.806221] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 19.0s | Global ETA: 1h 36m 56s [2025-11-22T01:58:08.807108] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:08.807197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:08.811942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:08.813681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:08.814141] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:08.815726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:08.818393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:08.876859] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.40% [2025-11-22T01:58:08.997097] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 14.6s | Global ETA: 1h 36m 57s [2025-11-22T01:58:09.049195] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 0.25% [2025-11-22T01:58:09.166513] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 1.90% [2025-11-22T01:58:09.216637] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 1.26% [2025-11-22T01:58:09.330554] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 1.03% [2025-11-22T01:58:09.342560] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -3.74% | Symbol ETA: 11.8s | Global ETA: 1h 36m 58s [2025-11-22T01:58:09.343468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:09.343529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:09.348420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:09.381707] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.23%, Actual: 2.72% [2025-11-22T01:58:09.395610] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 18.4s | Global ETA: 1h 36m 59s [2025-11-22T01:58:09.396518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:09.396581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:09.401365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:09.403125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:09.403617] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:09.405207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:09.405728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:09.407838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:09.492617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:09.494326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:09.495678] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 1.17% [2025-11-22T01:58:09.551098] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.72%, Actual: 1.75% [2025-11-22T01:58:09.661713] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 0.18% [2025-11-22T01:58:09.724967] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.48% [2025-11-22T01:58:09.828923] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.77% [2025-11-22T01:58:09.899541] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 3.14% [2025-11-22T01:58:09.988286] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 17.8s | Global ETA: 1h 37m 1s [2025-11-22T01:58:09.989193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:09.989254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:09.994101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:09.994868] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.45% [2025-11-22T01:58:09.995835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:09.996309] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:09.997929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:10.000531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:10.069583] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 10.9s | Global ETA: 1h 37m 1s [2025-11-22T01:58:10.070479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:10.070887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:10.073173] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -2.40%, Actual: 0.75% [2025-11-22T01:58:10.075722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:10.132549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:10.163435] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 0.38% [2025-11-22T01:58:10.218988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:10.220824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:10.247804] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.11%, Actual: 0.18% [2025-11-22T01:58:10.248027] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 48.1059% [2025-11-22T01:58:10.248120] [INFO ] [main ] IIIN: DISCARDED add_prev_close_to_open (score: 48.11%) [2025-11-22T01:58:10.248167] [INFO ] [main ] IIIN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T01:58:10.248202] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_prior_day_tail_pressure'] [2025-11-22T01:58:10.248259] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:10.260235] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:10.261564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:10.261625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:10.328493] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 3.46% [2025-11-22T01:58:10.392942] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:10.394552] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:10.397517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:10.494136] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 1.98% [2025-11-22T01:58:10.580177] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 17.2s | Global ETA: 1h 37m 3s [2025-11-22T01:58:10.581071] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:10.581133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:10.585886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:10.587675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:10.588145] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:10.589810] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:10.592358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:10.660524] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 0.56% [2025-11-22T01:58:10.660768] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 52.3887% [2025-11-22T01:58:10.660856] [INFO ] [main ] GPI: DISCARDED add_morning_range_expansion (score: 52.39%) [2025-11-22T01:58:10.660901] [INFO ] [main ] GPI: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:58:10.660933] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity'] [2025-11-22T01:58:10.660968] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:10.674812] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:10.676300] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:10.676363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:10.681188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:10.683305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:10.683807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:10.684186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:10.789902] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 10.1s | Global ETA: 1h 37m 4s [2025-11-22T01:58:10.790802] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:10.790864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:10.795592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:10.809687] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:10.811898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:10.813170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:10.851662] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:10.939080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:10.940699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.022903] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 12.1s | Global ETA: 1h 37m 5s [2025-11-22T01:58:11.023833] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:11.023895] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:11.154717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:11.156299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:11.159272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.175570] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 16.6s | Global ETA: 1h 37m 5s [2025-11-22T01:58:11.176453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:11.176516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:11.181212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:11.182937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:11.183403] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:11.186190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T01:58:11.190945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.482759] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 21.4s | Global ETA: 1h 37m 6s [2025-11-22T01:58:11.483704] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:11.483769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:11.488557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:11.490350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:11.490846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:11.491237] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:11.503945] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: 0.33% | Symbol ETA: 9.3s | Global ETA: 1h 37m 7s [2025-11-22T01:58:11.504836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:11.504898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:11.509819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:11.565742] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:11.615867] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:11.618186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:11.619582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.651549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:11.653114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.765631] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 16.1s | Global ETA: 1h 37m 8s [2025-11-22T01:58:11.777186] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 11.3s | Global ETA: 1h 37m 8s [2025-11-22T01:58:11.778091] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:11.778154] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:11.904842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:11.906350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:11.909125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:11.934157] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.90%, Actual: 1.87% [2025-11-22T01:58:12.102847] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 2.76% [2025-11-22T01:58:12.217908] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.02% | Symbol ETA: 8.5s | Global ETA: 1h 37m 9s [2025-11-22T01:58:12.218830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:12.218892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:12.223687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:12.268422] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 0.00% [2025-11-22T01:58:12.281423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:12.282026] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 20.5s | Global ETA: 1h 37m 9s [2025-11-22T01:58:12.282984] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:12.283048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:12.287780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:12.289536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:12.290042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:12.290429] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:12.366289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:12.367935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:12.413320] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:12.415663] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:12.417016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:12.436233] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 1.77% [2025-11-22T01:58:12.514203] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.63% | Symbol ETA: 10.5s | Global ETA: 1h 37m 10s [2025-11-22T01:58:12.515107] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:12.515169] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:12.603077] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 0.28% [2025-11-22T01:58:12.641156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:12.642541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:12.645236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:12.769690] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.08% [2025-11-22T01:58:12.933255] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.11% | Symbol ETA: 7.8s | Global ETA: 1h 37m 12s [2025-11-22T01:58:12.934165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:12.934226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:12.937557] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.96% [2025-11-22T01:58:12.939042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:12.994044] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:13.077783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:13.079352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:13.106794] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 0.48% [2025-11-22T01:58:13.137826] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.20% | Symbol ETA: 19.8s | Global ETA: 1h 37m 13s [2025-11-22T01:58:13.138755] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:13.138820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:13.143522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:13.145268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:13.145780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:13.146160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:13.256473] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 9.8s | Global ETA: 1h 37m 13s [2025-11-22T01:58:13.257444] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:13.257509] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:13.269498] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:13.271706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:13.272926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:13.274637] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 2.51% [2025-11-22T01:58:13.386519] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:13.388012] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:13.390871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:13.464831] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.19%, Actual: 1.25% [2025-11-22T01:58:13.465035] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 39.9259% [2025-11-22T01:58:13.465116] [INFO ] [main ] KRP: DISCARDED add_late_hour_microstructure (score: 39.93%) [2025-11-22T01:58:13.465158] [INFO ] [main ] KRP: Testing feature 19/53: add_late_session_pressure [2025-11-22T01:58:13.465190] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_late_session_pressure'] [2025-11-22T01:58:13.465224] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:13.478837] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:13.480147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:13.480209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:13.485001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:13.486785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:13.487281] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:13.488891] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:13.490222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:13.642391] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 7.1s | Global ETA: 1h 37m 15s [2025-11-22T01:58:13.643272] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:13.643333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:13.648205] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:13.704294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:13.786980] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:13.788559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:13.942614] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.04% | Symbol ETA: 19.0s | Global ETA: 1h 37m 16s [2025-11-22T01:58:13.943509] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:13.943591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:13.948359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:13.950145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:13.950608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:13.951009] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:14.008330] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.69% | Symbol ETA: 9.0s | Global ETA: 1h 37m 16s [2025-11-22T01:58:14.009211] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:14.009272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:14.086863] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:14.089164] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:14.090433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.131758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:14.133143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:14.135882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.210763] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.59% | Symbol ETA: 21.0s | Global ETA: 1h 37m 17s [2025-11-22T01:58:14.211700] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:14.211764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:14.216571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:14.218362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:14.218861] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:14.220461] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:14.221461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.353900] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.42% | Symbol ETA: 6.3s | Global ETA: 1h 37m 17s [2025-11-22T01:58:14.354782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:14.354843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:14.359535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:14.413475] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:14.496365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:14.498072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.749603] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.61% | Symbol ETA: 8.3s | Global ETA: 1h 37m 19s [2025-11-22T01:58:14.749635] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 18.2s | Global ETA: 1h 37m 19s [2025-11-22T01:58:14.750569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:14.750636] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:14.750493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:14.750923] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:14.755512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:14.757360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:14.757878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:14.758266] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:14.823562] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 19.8s | Global ETA: 1h 37m 19s [2025-11-22T01:58:14.824539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:14.824604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:14.829630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:14.831442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:14.831961] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:14.833607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:14.834637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.873707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:14.875025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:14.877797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:14.883828] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:14.886052] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:14.887330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:15.064567] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 5.6s | Global ETA: 1h 37m 20s [2025-11-22T01:58:15.065474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:15.065548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:15.070352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:15.124797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:15.210474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:15.212129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:15.412469] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 18.9s | Global ETA: 1h 37m 21s [2025-11-22T01:58:15.413413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:15.413477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:15.418284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:15.420126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:15.420611] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:15.422221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:15.423215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:15.474931] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 7.5s | Global ETA: 1h 37m 21s [2025-11-22T01:58:15.475826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:15.475889] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:15.546128] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 3.55% | Symbol ETA: 17.3s | Global ETA: 1h 37m 22s [2025-11-22T01:58:15.547048] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:15.547484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:15.552239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:15.554013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:15.554482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:15.554882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:15.597798] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:15.599104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:15.601809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:15.677262] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:15.679361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:15.680546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:15.774947] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.26% | Symbol ETA: 4.9s | Global ETA: 1h 37m 23s [2025-11-22T01:58:15.941339] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -3.74%, Actual: 0.22% [2025-11-22T01:58:15.995858] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -2.44% | Symbol ETA: 18.2s | Global ETA: 1h 37m 23s [2025-11-22T01:58:15.996770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:15.996833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:16.001673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:16.003373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:16.003857] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:16.005413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:16.006388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:16.108707] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 0.34% [2025-11-22T01:58:16.197401] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -3.35% | Symbol ETA: 6.8s | Global ETA: 1h 37m 24s [2025-11-22T01:58:16.198285] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:16.198348] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:16.274512] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.93% [2025-11-22T01:58:16.319984] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:16.321462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:16.324190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:16.336720] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 16.5s | Global ETA: 1h 37m 25s [2025-11-22T01:58:16.337612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:16.337708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:16.342432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:16.344172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:16.344664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:16.345047] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:16.439803] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 2.52% [2025-11-22T01:58:16.466075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:16.468287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:16.469509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:16.594509] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 17.5s | Global ETA: 1h 37m 26s [2025-11-22T01:58:16.595458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:16.595521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:16.600474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:16.602284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:16.602795] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:16.604496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:16.605536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:16.607190] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.02%, Actual: 1.38% [2025-11-22T01:58:16.771529] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 1.96% [2025-11-22T01:58:16.920955] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -2.69% | Symbol ETA: 6.0s | Global ETA: 1h 37m 27s [2025-11-22T01:58:16.921846] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:16.921908] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:16.940062] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 3.26% [2025-11-22T01:58:17.044594] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:17.046045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T01:58:17.048817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:17.105942] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.42%, Actual: 0.99% [2025-11-22T01:58:17.121096] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 15.7s | Global ETA: 1h 37m 28s [2025-11-22T01:58:17.121992] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:17.122056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:17.126878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:17.128669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:17.129141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:17.129550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:17.187003] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 16.9s | Global ETA: 1h 37m 28s [2025-11-22T01:58:17.187945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:17.188007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:17.192957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:17.194856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:17.195346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:17.197065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:17.198127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:17.257137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:17.259453] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:17.260749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:17.271886] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 1.50% [2025-11-22T01:58:17.436196] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.26%, Actual: 0.79% [2025-11-22T01:58:17.436370] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 38.2999% [2025-11-22T01:58:17.436457] [INFO ] [main ] ADT: DISCARDED add_prior_mag_lag (score: 38.30%) [2025-11-22T01:58:17.436499] [INFO ] [main ] ADT: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:58:17.436535] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_overlap_v_prior_day'] [2025-11-22T01:58:17.436569] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:17.447616] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:17.448895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:17.448972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:17.453720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:17.509170] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:17.593591] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:17.596050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:17.650960] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.94% | Symbol ETA: 5.3s | Global ETA: 1h 37m 30s [2025-11-22T01:58:17.783132] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 16.3s | Global ETA: 1h 37m 30s [2025-11-22T01:58:17.784041] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:17.784104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:17.788946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:17.790744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:17.791219] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:17.792836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:17.793837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:17.823143] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 0.65% [2025-11-22T01:58:17.937834] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.13% | Symbol ETA: 14.9s | Global ETA: 1h 37m 31s [2025-11-22T01:58:17.938744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:17.938809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:17.943621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:17.945415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:17.945912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:17.946291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:17.991289] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 2.01%, Actual: 0.40% [2025-11-22T01:58:18.066537] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:18.068865] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:18.070133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:18.157032] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.63%, Actual: 0.25% [2025-11-22T01:58:18.157863] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.90% | Symbol ETA: 10.7s | Global ETA: 1h 37m 31s [2025-11-22T01:58:18.158748] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:18.158809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:18.163524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:18.218979] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:18.303319] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:18.305739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:18.321757] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 1.26% [2025-11-22T01:58:18.389564] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.77% | Symbol ETA: 15.7s | Global ETA: 1h 37m 32s [2025-11-22T01:58:18.390463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:18.390526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:18.395660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:18.397616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:18.398127] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:18.400298] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:18.401327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:18.486948] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.69%, Actual: 2.72% [2025-11-22T01:58:18.652313] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.61%, Actual: 1.75% [2025-11-22T01:58:18.732753] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 14.1s | Global ETA: 1h 37m 34s [2025-11-22T01:58:18.819663] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.48% [2025-11-22T01:58:18.865441] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 10.0s | Global ETA: 1h 37m 34s [2025-11-22T01:58:18.866321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:18.866382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:18.871119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:18.898779] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.90% [2025-11-22T01:58:18.926938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:18.979786] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.58% | Symbol ETA: 15.0s | Global ETA: 1h 37m 35s [2025-11-22T01:58:18.980665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:18.980726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:18.984703] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -3.35%, Actual: 3.14% [2025-11-22T01:58:18.985453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:18.987201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:18.987688] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:18.989257] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T01:58:18.990247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:19.011837] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:19.014377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:19.063590] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 1.03% [2025-11-22T01:58:19.150547] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -2.69%, Actual: 0.75% [2025-11-22T01:58:19.231836] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.20%, Actual: 1.17% [2025-11-22T01:58:19.314752] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.94%, Actual: 0.18% [2025-11-22T01:58:19.314933] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.3602% [2025-11-22T01:58:19.315015] [INFO ] [main ] IIIN: DISCARDED add_prior_day_tail_pressure (score: 44.36%) [2025-11-22T01:58:19.315058] [INFO ] [main ] IIIN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T01:58:19.315090] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_prior_mag_lag'] [2025-11-22T01:58:19.315125] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:19.326050] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:19.327269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:19.327331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:19.400105] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.04%, Actual: 0.18% [2025-11-22T01:58:19.454878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:19.456346] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:19.457957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:19.564767] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.77% [2025-11-22T01:58:19.575733] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 9.3s | Global ETA: 1h 37m 37s [2025-11-22T01:58:19.576602] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:19.576692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:19.581385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:19.619376] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 14.4s | Global ETA: 1h 37m 37s [2025-11-22T01:58:19.637219] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:19.720957] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:19.723275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:19.728948] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 3.55%, Actual: 0.45% [2025-11-22T01:58:19.787024] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.59%, Actual: 1.87% [2025-11-22T01:58:19.893845] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.38% [2025-11-22T01:58:19.953981] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 2.76% [2025-11-22T01:58:20.059709] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 3.46% [2025-11-22T01:58:20.066963] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 11.5s | Global ETA: 1h 37m 39s [2025-11-22T01:58:20.067903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:20.067968] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:20.122247] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 0.00% [2025-11-22T01:58:20.200512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:20.202189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:20.203834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:20.225181] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.13%, Actual: 1.98% [2025-11-22T01:58:20.284288] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 8.6s | Global ETA: 1h 37m 39s [2025-11-22T01:58:20.285185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:20.285247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:20.289217] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 1.77% [2025-11-22T01:58:20.289994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:20.344596] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:20.387840] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.56% [2025-11-22T01:58:20.387986] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 38.6537% [2025-11-22T01:58:20.388065] [INFO ] [main ] GPI: DISCARDED add_open_11_elasticity (score: 38.65%) [2025-11-22T01:58:20.388109] [INFO ] [main ] GPI: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:58:20.388140] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity'] [2025-11-22T01:58:20.388175] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:20.401995] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:20.403233] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:20.403296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:20.408150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:20.409979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:20.410477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:20.410892] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:20.428422] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:20.430956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:20.459599] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.28% [2025-11-22T01:58:20.537785] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:20.540225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:20.541555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:20.627716] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.08% [2025-11-22T01:58:20.799937] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 0.96% [2025-11-22T01:58:20.836313] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 10.8s | Global ETA: 1h 37m 42s [2025-11-22T01:58:20.837839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:20.838049] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:20.966563] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.77%, Actual: 0.48% [2025-11-22T01:58:20.996479] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.48% | Symbol ETA: 7.9s | Global ETA: 1h 37m 42s [2025-11-22T01:58:20.996578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:20.998188] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:20.999819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:20.999633] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:21.002945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:21.007932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:21.062966] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:21.132794] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 2.51% [2025-11-22T01:58:21.147837] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:21.150215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:21.203927] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.06% | Symbol ETA: 19.5s | Global ETA: 1h 37m 43s [2025-11-22T01:58:21.204910] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:21.204976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:21.209744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:21.211460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:21.211959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:21.212349] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:21.298082] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 1.25% [2025-11-22T01:58:21.298316] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 39.9324% [2025-11-22T01:58:21.298425] [INFO ] [main ] KRP: DISCARDED add_late_session_pressure (score: 39.93%) [2025-11-22T01:58:21.298488] [INFO ] [main ] KRP: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T01:58:21.298522] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_micro_gap_fill_velocity'] [2025-11-22T01:58:21.298556] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:21.313038] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:21.314481] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:21.314543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:21.319287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:21.321069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:21.321543] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:21.323149] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:21.325091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:21.337596] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:21.339921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:21.341293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:21.603630] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.53% | Symbol ETA: 10.1s | Global ETA: 1h 37m 44s [2025-11-22T01:58:21.604531] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:21.604593] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:21.713512] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 7.2s | Global ETA: 1h 37m 45s [2025-11-22T01:58:21.714399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:21.714461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:21.719199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:21.733986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:21.735552] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:21.737218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:21.773895] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:21.858723] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:21.861299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:21.902346] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.64% | Symbol ETA: 18.9s | Global ETA: 1h 37m 46s [2025-11-22T01:58:21.903980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:21.904043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:21.908749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:21.910458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:21.910951] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:21.912512] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:21.914424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:22.006492] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -3.33% | Symbol ETA: 18.7s | Global ETA: 1h 37m 46s [2025-11-22T01:58:22.007432] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:22.007498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:22.012299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:22.014113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:22.014610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:22.015032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:22.142502] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:22.145585] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:22.147475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:22.342552] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 9.3s | Global ETA: 1h 37m 47s [2025-11-22T01:58:22.343484] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:22.343548] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:22.461894] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 6.5s | Global ETA: 1h 37m 48s [2025-11-22T01:58:22.462787] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:22.462849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:22.467537] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:22.472348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:22.473951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:22.475576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:22.488896] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 18.3s | Global ETA: 1h 37m 48s [2025-11-22T01:58:22.489787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:22.489849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:22.494561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:22.496321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:22.496822] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:22.498413] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:22.500350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:22.521928] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:22.607309] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:22.609943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:22.845335] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 18.0s | Global ETA: 1h 37m 49s [2025-11-22T01:58:22.846268] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:22.846335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:22.851364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:22.853186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:22.853695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:22.854089] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:22.978776] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:22.981217] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:22.982804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.078936] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 17.7s | Global ETA: 1h 37m 50s [2025-11-22T01:58:23.079824] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:23.079901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:23.084572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:23.086288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:23.086777] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:23.088380] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:23.090300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.100794] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 8.6s | Global ETA: 1h 37m 50s [2025-11-22T01:58:23.101694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:23.101756] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:23.169717] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 5.7s | Global ETA: 1h 37m 50s [2025-11-22T01:58:23.170581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:23.170661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:23.175332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:23.225802] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:23.227197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:23.228747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.230060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:23.312734] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:23.315124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.660004] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 17.1s | Global ETA: 1h 37m 52s [2025-11-22T01:58:23.661552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:23.661616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:23.666357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:23.668102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:23.668571] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:23.670173] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:23.672106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.690755] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 17.2s | Global ETA: 1h 37m 52s [2025-11-22T01:58:23.691665] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:23.691731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:23.696716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:23.698734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:23.699222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:23.699619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:23.828603] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 3.01% | Symbol ETA: 7.8s | Global ETA: 1h 37m 53s [2025-11-22T01:58:23.829514] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:23.829576] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:23.830614] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:23.832973] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:23.834431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:23.875558] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 5.0s | Global ETA: 1h 37m 53s [2025-11-22T01:58:23.876440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:23.876502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:23.881218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:23.934891] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:23.956449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:23.957985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:23.959559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.021953] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:24.024580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.252083] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 16.5s | Global ETA: 1h 37m 54s [2025-11-22T01:58:24.252994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:24.253056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:24.257952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:24.259733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:24.260214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:24.261841] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:24.263794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.518498] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 16.4s | Global ETA: 1h 37m 55s [2025-11-22T01:58:24.519398] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:24.519462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:24.524156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:24.525870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:24.526342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:24.526746] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:24.566608] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 7.0s | Global ETA: 1h 37m 56s [2025-11-22T01:58:24.567838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:24.567912] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:24.586567] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 4.3s | Global ETA: 1h 37m 56s [2025-11-22T01:58:24.650914] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:24.653131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:24.654465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.696233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:24.697873] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:24.699527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.751612] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.90%, Actual: 0.22% [2025-11-22T01:58:24.843970] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 16.0s | Global ETA: 1h 37m 57s [2025-11-22T01:58:24.844863] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:24.844926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:24.849683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:24.851486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:24.851985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:24.853554] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:24.855489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:24.917137] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.34% [2025-11-22T01:58:25.082222] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.93% [2025-11-22T01:58:25.246771] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 2.52% [2025-11-22T01:58:25.310049] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 6.3s | Global ETA: 1h 37m 58s [2025-11-22T01:58:25.310942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:25.311004] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:25.313327] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 15.5s | Global ETA: 1h 37m 58s [2025-11-22T01:58:25.314216] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:25.314280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:25.319028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:25.320763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:25.321236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:25.321977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:25.412833] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.48%, Actual: 1.38% [2025-11-22T01:58:25.434225] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 15.4s | Global ETA: 1h 37m 59s [2025-11-22T01:58:25.435115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:25.435178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:25.439959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:25.441680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:25.441599] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:25.442151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:25.443196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:25.443810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:25.444737] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:25.444893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:25.445749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:25.446728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:25.448045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:25.577346] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 1.96% [2025-11-22T01:58:25.741931] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 3.26% [2025-11-22T01:58:25.906223] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.99% [2025-11-22T01:58:26.020961] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 14.8s | Global ETA: 1h 38m 1s [2025-11-22T01:58:26.021892] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:26.021957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.026845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:26.028809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:26.029293] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:26.030918] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:26.032932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:26.053179] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 5.5s | Global ETA: 1h 38m 1s [2025-11-22T01:58:26.054074] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:26.054135] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:26.071352] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 1.50% [2025-11-22T01:58:26.103312] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 14.7s | Global ETA: 1h 38m 1s [2025-11-22T01:58:26.104211] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:26.104275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.109022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:26.110759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:26.111232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:26.111623] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:26.182626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:26.184184] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T01:58:26.185842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:26.236539] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 0.79% [2025-11-22T01:58:26.236749] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 51.9262% [2025-11-22T01:58:26.236832] [INFO ] [main ] ADT: DISCARDED add_range_overlap_v_prior_day (score: 51.93%) [2025-11-22T01:58:26.236919] [INFO ] [main ] ADT: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:58:26.236960] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency'] [2025-11-22T01:58:26.236995] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:26.237316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:26.239421] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:26.240811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:26.248759] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:26.250191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:26.250252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.255028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:26.310433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:26.395938] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:26.398370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:26.620219] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 14.2s | Global ETA: 1h 38m 3s [2025-11-22T01:58:26.621125] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:26.621190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.626084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:26.627899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:26.628391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:26.630006] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:26.631974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:26.800789] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 4.8s | Global ETA: 1h 38m 4s [2025-11-22T01:58:26.895004] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 13.9s | Global ETA: 1h 38m 4s [2025-11-22T01:58:26.895885] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:26.895948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.900728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:26.902437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:26.902934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:26.903316] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:26.962282] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.20% | Symbol ETA: 10.3s | Global ETA: 1h 38m 5s [2025-11-22T01:58:26.963188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:26.963251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:26.968065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:26.969756] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.65% [2025-11-22T01:58:27.023424] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:27.024240] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:27.026227] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:27.027545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:27.107636] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:27.109966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:27.137155] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.40% [2025-11-22T01:58:27.211172] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 13.6s | Global ETA: 1h 38m 5s [2025-11-22T01:58:27.305366] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.53%, Actual: 0.25% [2025-11-22T01:58:27.377753] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.64%, Actual: 1.87% [2025-11-22T01:58:27.473766] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 1.26% [2025-11-22T01:58:27.543840] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 2.76% [2025-11-22T01:58:27.646290] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.35%, Actual: 2.72% [2025-11-22T01:58:27.666936] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 9.6s | Global ETA: 1h 38m 7s [2025-11-22T01:58:27.667860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:27.667922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:27.672678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:27.679026] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.61% | Symbol ETA: 13.1s | Global ETA: 1h 38m 7s [2025-11-22T01:58:27.680594] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:27.680695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:27.685389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:27.687231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:27.687751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:27.688141] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:27.711027] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.00% [2025-11-22T01:58:27.727546] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:27.808097] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:27.810051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:27.811374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:27.811938] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:27.814229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:27.816877] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 3.01%, Actual: 1.75% [2025-11-22T01:58:27.880323] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.77% [2025-11-22T01:58:27.991158] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 2.32%, Actual: 0.48% [2025-11-22T01:58:28.046516] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.28% [2025-11-22T01:58:28.159847] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.50%, Actual: 3.14% [2025-11-22T01:58:28.212518] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.08% [2025-11-22T01:58:28.330417] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.75% [2025-11-22T01:58:28.378180] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 8.9s | Global ETA: 1h 38m 10s [2025-11-22T01:58:28.379082] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:28.379144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:28.379358] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.96% [2025-11-22T01:58:28.383842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:28.438574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:28.467189] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 12.3s | Global ETA: 1h 38m 10s [2025-11-22T01:58:28.504163] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.21%, Actual: 0.18% [2025-11-22T01:58:28.504397] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 47.9810% [2025-11-22T01:58:28.504506] [INFO ] [main ] IIIN: DISCARDED add_prior_mag_lag (score: 47.98%) [2025-11-22T01:58:28.504556] [INFO ] [main ] IIIN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T01:58:28.504589] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_range_overlap_v_prior_day'] [2025-11-22T01:58:28.504627] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:28.516837] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:28.518238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:28.518302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:28.522663] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:28.524877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:28.545378] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.48% [2025-11-22T01:58:28.633145] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.06%, Actual: 1.90% [2025-11-22T01:58:28.649131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:28.650713] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:28.653181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:28.710220] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 2.51% [2025-11-22T01:58:28.797491] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -3.33%, Actual: 1.03% [2025-11-22T01:58:28.875469] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.71%, Actual: 1.25% [2025-11-22T01:58:28.875678] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 41.5321% [2025-11-22T01:58:28.875760] [INFO ] [main ] KRP: DISCARDED add_micro_gap_fill_velocity (score: 41.53%) [2025-11-22T01:58:28.875802] [INFO ] [main ] KRP: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T01:58:28.875834] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_morning_followthrough_mag_T0'] [2025-11-22T01:58:28.875875] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:28.889332] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:28.890594] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:28.890679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:28.895554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:28.897348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:28.897839] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:28.899407] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:28.900088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:28.962571] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.98%, Actual: 1.17% [2025-11-22T01:58:29.087465] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 8.2s | Global ETA: 1h 38m 12s [2025-11-22T01:58:29.088385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:29.088447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:29.093241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:29.127062] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 0.18% [2025-11-22T01:58:29.148657] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:29.233104] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:29.235334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:29.273751] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -1.82% | Symbol ETA: 11.3s | Global ETA: 1h 38m 13s [2025-11-22T01:58:29.274636] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:29.274719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:29.291517] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 0.77% [2025-11-22T01:58:29.411176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:29.413103] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:29.415829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:29.455689] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 0.45% [2025-11-22T01:58:29.481814] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 17.4s | Global ETA: 1h 38m 14s [2025-11-22T01:58:29.482712] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:29.482776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:29.487610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:29.489452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:29.489945] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:29.491554] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:29.492256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:29.621448] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.38% [2025-11-22T01:58:29.786823] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 3.46% [2025-11-22T01:58:29.797428] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 7.5s | Global ETA: 1h 38m 15s [2025-11-22T01:58:29.798318] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:29.798380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:29.803123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:29.861118] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:29.952305] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.61%, Actual: 1.98% [2025-11-22T01:58:29.953560] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:29.956106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.050802] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 3.73% | Symbol ETA: 10.6s | Global ETA: 1h 38m 16s [2025-11-22T01:58:30.051736] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:30.051801] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:30.068382] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 16.8s | Global ETA: 1h 38m 16s [2025-11-22T01:58:30.069286] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:30.069349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:30.074113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:30.075878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:30.076356] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:30.077969] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:30.078659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.117562] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.56% [2025-11-22T01:58:30.117753] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.1716% [2025-11-22T01:58:30.117835] [INFO ] [main ] GPI: DISCARDED add_open_reversal_intensity (score: 43.17%) [2025-11-22T01:58:30.117878] [INFO ] [main ] GPI: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:58:30.117910] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:58:30.117945] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:30.131627] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:30.133026] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:30.133089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:30.137857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:30.139621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:30.140125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:30.140512] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:30.188993] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:30.190541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:30.193228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.265703] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:30.267712] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:30.269228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.549802] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 6.8s | Global ETA: 1h 38m 18s [2025-11-22T01:58:30.550701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:30.550763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:30.555499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:30.612038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:30.647919] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 16.2s | Global ETA: 1h 38m 18s [2025-11-22T01:58:30.648814] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:30.648876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:30.653614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:30.655343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:30.655832] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:30.657414] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:30.658103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.697572] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:30.699993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:30.828798] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.90% | Symbol ETA: 9.9s | Global ETA: 1h 38m 19s [2025-11-22T01:58:30.830096] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:30.830173] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:30.934182] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 18.6s | Global ETA: 1h 38m 19s [2025-11-22T01:58:30.935114] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:30.935178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:30.940189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:30.942012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:30.942508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:30.942916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:30.975581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:30.977313] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:30.980017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:31.071575] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:31.074239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:31.076034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:31.311366] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 15.8s | Global ETA: 1h 38m 21s [2025-11-22T01:58:31.312524] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:31.312626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:31.319099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:31.321210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:31.321827] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:31.323703] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:31.324555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:31.483182] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 6.2s | Global ETA: 1h 38m 21s [2025-11-22T01:58:31.484519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:31.484601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:31.492054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:31.574558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:31.707527] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:31.711183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:31.760926] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 2.36% | Symbol ETA: 9.3s | Global ETA: 1h 38m 23s [2025-11-22T01:58:31.762016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:31.762096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:31.899127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:31.900819] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:31.903368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:31.959187] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -2.70% | Symbol ETA: 18.7s | Global ETA: 1h 38m 23s [2025-11-22T01:58:31.960163] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:31.960231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:31.965700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:31.967707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:31.968257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:31.968730] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:32.101610] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:32.104059] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:32.105889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:32.135365] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 15.4s | Global ETA: 1h 38m 24s [2025-11-22T01:58:32.136260] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:32.136324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:32.141197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:32.143045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:32.143533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:32.145171] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:32.145903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:32.394804] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.65% | Symbol ETA: 5.4s | Global ETA: 1h 38m 25s [2025-11-22T01:58:32.396499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:32.396561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:32.403975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:32.459810] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:32.500346] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 8.4s | Global ETA: 1h 38m 25s [2025-11-22T01:58:32.501240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:32.501302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:32.544756] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:32.547285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:32.624607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:32.625980] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:32.628355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:32.723901] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 14.7s | Global ETA: 1h 38m 26s [2025-11-22T01:58:32.724791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:32.724854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:32.729565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:32.731303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:32.731791] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:32.733371] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:32.734057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:32.826849] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 17.6s | Global ETA: 1h 38m 27s [2025-11-22T01:58:32.827822] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:32.827889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:32.832807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:32.834586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:32.835151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:32.835562] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:32.965066] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:32.967359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:32.969048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.116566] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 4.7s | Global ETA: 1h 38m 28s [2025-11-22T01:58:33.117479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:33.117541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:33.122399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:33.177801] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:33.216097] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.58% | Symbol ETA: 7.6s | Global ETA: 1h 38m 28s [2025-11-22T01:58:33.217016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:33.217078] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:33.262912] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:33.265299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.310936] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.15% | Symbol ETA: 14.0s | Global ETA: 1h 38m 28s [2025-11-22T01:58:33.311859] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:33.311922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:33.316710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:33.318530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:33.319032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:33.320634] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:33.321390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.339946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:33.341237] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:33.343531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.666546] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 16.7s | Global ETA: 1h 38m 30s [2025-11-22T01:58:33.667544] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:33.667620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:33.672587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:33.674377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:33.674890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:33.675338] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:33.804962] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:33.807310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:33.809139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.828938] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 2.08% | Symbol ETA: 3.9s | Global ETA: 1h 38m 30s [2025-11-22T01:58:33.920978] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.56% | Symbol ETA: 13.4s | Global ETA: 1h 38m 31s [2025-11-22T01:58:33.921871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:33.921932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:33.926764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:33.928587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:33.929092] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:33.930726] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:33.931406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:33.932715] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 6.8s | Global ETA: 1h 38m 31s [2025-11-22T01:58:33.933970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:33.934032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:33.999879] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.20%, Actual: 0.22% [2025-11-22T01:58:34.056936] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:34.058286] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:34.060619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:34.166476] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.34% [2025-11-22T01:58:34.333785] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 0.93% [2025-11-22T01:58:34.481306] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 15.7s | Global ETA: 1h 38m 33s [2025-11-22T01:58:34.482315] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:34.482381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:34.487528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:34.489554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:34.490175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:34.490686] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:34.501045] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 2.52% [2025-11-22T01:58:34.520955] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 12.7s | Global ETA: 1h 38m 33s [2025-11-22T01:58:34.521865] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:34.521934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:34.526791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:34.528594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:34.529104] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:34.530757] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T01:58:34.531429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:34.615186] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:34.617492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:34.619179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:34.647874] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 6.0s | Global ETA: 1h 38m 33s [2025-11-22T01:58:34.648759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:34.648821] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:34.667051] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.39%, Actual: 1.38% [2025-11-22T01:58:34.771008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:34.772427] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:34.774836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:34.833636] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 1.96% [2025-11-22T01:58:35.000845] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 3.26% [2025-11-22T01:58:35.106939] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 12.1s | Global ETA: 1h 38m 35s [2025-11-22T01:58:35.169582] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.65%, Actual: 0.99% [2025-11-22T01:58:35.272726] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 1.87% [2025-11-22T01:58:35.282906] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.95% | Symbol ETA: 14.8s | Global ETA: 1h 38m 36s [2025-11-22T01:58:35.283819] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:35.283883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:35.288746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:35.290550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:35.291051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:35.291435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:35.335616] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 1.50% [2025-11-22T01:58:35.367176] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 5.2s | Global ETA: 1h 38m 36s [2025-11-22T01:58:35.368096] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:35.368158] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:35.418232] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:35.420530] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:35.422612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:35.437079] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 2.76% [2025-11-22T01:58:35.489870] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:35.491170] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T01:58:35.493482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:35.505677] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 2.08%, Actual: 0.79% [2025-11-22T01:58:35.505893] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 39.2233% [2025-11-22T01:58:35.505979] [INFO ] [main ] ADT: DISCARDED add_range_volume_efficiency (score: 39.22%) [2025-11-22T01:58:35.506022] [INFO ] [main ] ADT: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:58:35.506054] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:58:35.506088] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:35.517333] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:35.518752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:35.518814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:35.523624] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:35.579752] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:35.602033] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.00% [2025-11-22T01:58:35.665960] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:35.669962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:35.765963] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 1.77% [2025-11-22T01:58:35.930173] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.28% [2025-11-22T01:58:36.078292] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 13.9s | Global ETA: 1h 38m 39s [2025-11-22T01:58:36.079202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:36.079266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:36.084022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:36.084551] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 4.5s | Global ETA: 1h 38m 39s [2025-11-22T01:58:36.085763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:36.086234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:36.086614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:36.094377] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.08% [2025-11-22T01:58:36.208742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:36.210741] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:36.212270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:36.233371] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.64% | Symbol ETA: 10.2s | Global ETA: 1h 38m 39s [2025-11-22T01:58:36.234308] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:36.234395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:36.239195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:36.252465] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -1.82%, Actual: 0.65% [2025-11-22T01:58:36.257910] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.15%, Actual: 0.96% [2025-11-22T01:58:36.294710] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:36.381195] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:36.385395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:36.418406] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 3.73%, Actual: 0.40% [2025-11-22T01:58:36.420584] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.56%, Actual: 0.48% [2025-11-22T01:58:36.583576] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 2.51% [2025-11-22T01:58:36.586070] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.90%, Actual: 0.25% [2025-11-22T01:58:36.746230] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 1.25% [2025-11-22T01:58:36.746399] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 34.1925% [2025-11-22T01:58:36.746482] [INFO ] [main ] KRP: DISCARDED add_morning_followthrough_mag_T0 (score: 34.19%) [2025-11-22T01:58:36.746524] [INFO ] [main ] KRP: Testing feature 22/53: add_morning_range_expansion [2025-11-22T01:58:36.746557] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_morning_range_expansion'] [2025-11-22T01:58:36.746590] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:36.752550] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 2.36%, Actual: 1.26% [2025-11-22T01:58:36.760113] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:36.761495] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:36.761558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:36.766345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:36.768141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:36.768608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:36.770204] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:36.774269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:36.860823] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 13.0s | Global ETA: 1h 38m 42s [2025-11-22T01:58:36.861715] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:36.861780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:36.866471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:36.868237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:36.868733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:36.869122] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:36.918707] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 2.72% [2025-11-22T01:58:36.951676] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 9.5s | Global ETA: 1h 38m 42s [2025-11-22T01:58:36.952544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:36.952606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:36.957389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:36.993619] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:36.995616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:36.997186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.014832] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:37.084545] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.58%, Actual: 1.75% [2025-11-22T01:58:37.101400] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:37.105398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.251739] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.48% [2025-11-22T01:58:37.341974] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 16.8s | Global ETA: 1h 38m 43s [2025-11-22T01:58:37.342870] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:37.342933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:37.347706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:37.349490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:37.349977] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:37.351548] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:37.355676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.418170] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 3.14% [2025-11-22T01:58:37.584976] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.75% [2025-11-22T01:58:37.656458] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.51% | Symbol ETA: 12.2s | Global ETA: 1h 38m 45s [2025-11-22T01:58:37.657376] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:37.657439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:37.662212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:37.663947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:37.664424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:37.664826] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:37.669452] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 8.8s | Global ETA: 1h 38m 45s [2025-11-22T01:58:37.670332] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:37.670393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:37.675143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:37.731913] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:37.751930] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.18% [2025-11-22T01:58:37.752105] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.9633% [2025-11-22T01:58:37.752183] [INFO ] [main ] IIIN: DISCARDED add_range_overlap_v_prior_day (score: 37.96%) [2025-11-22T01:58:37.752225] [INFO ] [main ] IIIN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T01:58:37.752256] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_range_volume_efficiency'] [2025-11-22T01:58:37.752289] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:37.763283] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:37.764580] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:37.764675] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:37.785078] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:37.787058] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:37.788669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.821574] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:37.825525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.889292] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:37.890611] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:37.892743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:37.925557] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 16.3s | Global ETA: 1h 38m 46s [2025-11-22T01:58:37.926437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:37.926501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:37.931278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:37.933013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:37.933477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:37.935080] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:37.939307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:38.391412] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 8.1s | Global ETA: 1h 38m 47s [2025-11-22T01:58:38.392310] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:38.392371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:38.397103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:38.446314] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 11.4s | Global ETA: 1h 38m 48s [2025-11-22T01:58:38.452932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:38.483615] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 10.6s | Global ETA: 1h 38m 48s [2025-11-22T01:58:38.484506] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:38.484569] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:38.536989] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 15.8s | Global ETA: 1h 38m 48s [2025-11-22T01:58:38.537919] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:38.537984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:38.538251] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:38.542265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:38.542770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:38.544578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:38.545077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:38.546684] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:38.550854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:38.608268] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:38.609624] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:38.611790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:38.611800] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.34%, Actual: 1.90% [2025-11-22T01:58:38.777675] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -2.70%, Actual: 1.03% [2025-11-22T01:58:38.951079] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.53%, Actual: 1.17% [2025-11-22T01:58:39.110874] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 7.4s | Global ETA: 1h 38m 50s [2025-11-22T01:58:39.111760] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:39.111821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:39.116533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:39.126808] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 0.18% [2025-11-22T01:58:39.129854] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 15.2s | Global ETA: 1h 38m 50s [2025-11-22T01:58:39.130737] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:39.130801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:39.135523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:39.137279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:39.137762] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:39.139326] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:39.143358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:39.172351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:39.200862] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 9.9s | Global ETA: 1h 38m 50s [2025-11-22T01:58:39.201762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:39.201824] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:39.257992] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:39.261955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:39.298857] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.77% [2025-11-22T01:58:39.324139] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:39.325464] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:39.327590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:39.472981] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.95%, Actual: 0.45% [2025-11-22T01:58:39.643894] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 0.38% [2025-11-22T01:58:39.711544] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 14.6s | Global ETA: 1h 38m 52s [2025-11-22T01:58:39.712428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:39.712490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:39.717253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:39.718965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:39.719427] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:39.721008] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:39.725109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:39.817940] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 3.46% [2025-11-22T01:58:39.825946] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 6.6s | Global ETA: 1h 38m 53s [2025-11-22T01:58:39.826855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:39.826915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:39.831714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:39.886858] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:39.917032] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.97% | Symbol ETA: 9.1s | Global ETA: 1h 38m 53s [2025-11-22T01:58:39.917946] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:39.918359] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:39.974086] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:39.978068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:39.994071] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.51%, Actual: 1.98% [2025-11-22T01:58:40.045943] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:40.047404] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:40.049738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:40.163247] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 0.56% [2025-11-22T01:58:40.163448] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 31.3193% [2025-11-22T01:58:40.163529] [INFO ] [main ] GPI: DISCARDED add_open_vs_close_liquidity_ratio (score: 31.32%) [2025-11-22T01:58:40.163573] [INFO ] [main ] GPI: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:58:40.163605] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_open_vs_prev_range_position'] [2025-11-22T01:58:40.163657] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:40.177314] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:40.178855] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:40.178921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:40.183951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:40.185814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:40.186336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:40.186759] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:40.298275] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 14.0s | Global ETA: 1h 38m 55s [2025-11-22T01:58:40.299160] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:40.299224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:40.303969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:40.305703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:40.306171] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:40.307799] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:40.311968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:40.320388] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:40.322701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:40.325770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:40.547373] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 5.9s | Global ETA: 1h 38m 55s [2025-11-22T01:58:40.548328] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:40.548390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:40.553222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:40.609419] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:40.645511] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 8.4s | Global ETA: 1h 38m 56s [2025-11-22T01:58:40.646401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:40.646462] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:40.694995] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:40.699196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:40.771803] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:40.773157] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:40.775298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:40.884559] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 13.4s | Global ETA: 1h 38m 57s [2025-11-22T01:58:40.885441] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:40.885505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:40.890403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:40.892180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:40.892676] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:40.894270] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:40.898469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.017588] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 18.4s | Global ETA: 1h 38m 57s [2025-11-22T01:58:41.018908] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:41.018975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:41.024087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:41.025967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:41.026495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:41.026928] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:41.159363] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:41.161701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:41.164773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.269481] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 5.2s | Global ETA: 1h 38m 58s [2025-11-22T01:58:41.270366] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:41.270427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:41.275144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:41.330690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:41.363584] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.87% | Symbol ETA: 7.7s | Global ETA: 1h 38m 59s [2025-11-22T01:58:41.364474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:41.364535] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:41.415673] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:41.419883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.466148] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 12.8s | Global ETA: 1h 38m 59s [2025-11-22T01:58:41.467552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:41.467616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:41.472347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:41.474154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:41.474625] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:41.476205] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:41.480402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.488085] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:41.489492] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:41.491621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.851854] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 17.5s | Global ETA: 1h 39m 0s [2025-11-22T01:58:41.852742] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:41.852805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:41.857638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:41.859436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:41.859945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:41.860332] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:41.984278] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:41.985491] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 4.5s | Global ETA: 1h 39m 1s [2025-11-22T01:58:41.986383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:41.986467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:41.986449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:41.989380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:41.991175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:42.046610] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:42.048435] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 12.2s | Global ETA: 1h 39m 1s [2025-11-22T01:58:42.049351] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:42.049415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:42.054139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:42.055853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:42.056320] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:42.057927] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T01:58:42.062020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:42.084980] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.75% | Symbol ETA: 7.0s | Global ETA: 1h 39m 1s [2025-11-22T01:58:42.085865] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:42.085929] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:42.131357] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:42.135521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:42.209147] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:42.210609] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:42.212763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:42.630243] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.66% | Symbol ETA: 11.6s | Global ETA: 1h 39m 3s [2025-11-22T01:58:42.657561] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 16.6s | Global ETA: 1h 39m 3s [2025-11-22T01:58:42.658444] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:42.658508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:42.663254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:42.665013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:42.665491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:42.665891] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:42.699752] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 3.8s | Global ETA: 1h 39m 4s [2025-11-22T01:58:42.791559] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:42.793807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:42.796843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:42.796970] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.87% [2025-11-22T01:58:42.802489] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 6.3s | Global ETA: 1h 39m 4s [2025-11-22T01:58:42.803377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:42.803438] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:42.869827] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.64%, Actual: 0.22% [2025-11-22T01:58:42.926407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:42.927811] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:42.929909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:42.962719] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 2.76% [2025-11-22T01:58:43.043363] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 0.34% [2025-11-22T01:58:43.127832] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.00% [2025-11-22T01:58:43.215734] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.93% [2025-11-22T01:58:43.291862] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.77% [2025-11-22T01:58:43.386040] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 2.52% [2025-11-22T01:58:43.456807] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.28% [2025-11-22T01:58:43.476629] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 15.8s | Global ETA: 1h 39m 6s [2025-11-22T01:58:43.477553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:43.477619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:43.482658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:43.484455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:43.484968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:43.485372] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:43.521870] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 5.5s | Global ETA: 1h 39m 7s [2025-11-22T01:58:43.522776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:43.522838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:43.554597] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 1.38% [2025-11-22T01:58:43.616622] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:43.618920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:43.622043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:43.623705] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 0.08% [2025-11-22T01:58:43.645547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:43.646869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:43.648999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:43.731845] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 1.96% [2025-11-22T01:58:43.791660] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.96% [2025-11-22T01:58:43.904630] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 3.26% [2025-11-22T01:58:43.958233] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 0.48% [2025-11-22T01:58:44.079402] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 0.99% [2025-11-22T01:58:44.125461] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 2.51% [2025-11-22T01:58:44.238407] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 4.8s | Global ETA: 1h 39m 9s [2025-11-22T01:58:44.239306] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:44.239371] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:44.252891] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.64%, Actual: 1.50% [2025-11-22T01:58:44.288842] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 15.0s | Global ETA: 1h 39m 9s [2025-11-22T01:58:44.289784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:44.289850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:44.292431] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.66%, Actual: 1.25% [2025-11-22T01:58:44.292620] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 35.9164% [2025-11-22T01:58:44.292716] [INFO ] [main ] KRP: DISCARDED add_morning_range_expansion (score: 35.92%) [2025-11-22T01:58:44.292760] [INFO ] [main ] KRP: Testing feature 23/53: add_open_11_elasticity [2025-11-22T01:58:44.292791] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_11_elasticity'] [2025-11-22T01:58:44.292825] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:44.294745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:44.296579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:44.297095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:44.297553] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:44.307057] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:44.308332] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:44.308393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:44.313261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:44.315039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:44.315510] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:44.317159] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:44.318294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:44.363508] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:44.364908] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T01:58:44.367044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:44.424612] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.38%, Actual: 0.79% [2025-11-22T01:58:44.424823] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.1188% [2025-11-22T01:58:44.424917] [INFO ] [main ] ADT: DISCARDED add_range_volume_efficiency_refinements (score: 45.12%) [2025-11-22T01:58:44.424962] [INFO ] [main ] ADT: Testing feature 39/53: add_regime [2025-11-22T01:58:44.424996] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_regime'] [2025-11-22T01:58:44.425033] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:44.437610] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:44.439076] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:44.439143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:44.444204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:44.446785] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:44.449077] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:44.452144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:44.503039] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:44.593507] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:44.614313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:44.901382] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 15.6s | Global ETA: 1h 39m 12s [2025-11-22T01:58:44.902355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:44.902419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:44.907549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:44.909481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:44.910036] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:44.911731] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:44.912898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:44.956946] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.65% | Symbol ETA: 4.1s | Global ETA: 1h 39m 12s [2025-11-22T01:58:45.124162] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.65% [2025-11-22T01:58:45.124397] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -2.35% | Symbol ETA: 14.1s | Global ETA: 1h 39m 13s [2025-11-22T01:58:45.125304] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:45.125371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:45.130382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:45.132290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:45.132808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:45.133206] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:45.200383] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.57% | Symbol ETA: 10.1s | Global ETA: 1h 39m 13s [2025-11-22T01:58:45.201300] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:45.201362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:45.206129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:45.263005] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:45.263621] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:45.265385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:45.268533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:45.290714] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 0.40% [2025-11-22T01:58:45.356063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:45.376778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:45.456036] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.97%, Actual: 0.25% [2025-11-22T01:58:45.486368] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 15.0s | Global ETA: 1h 39m 14s [2025-11-22T01:58:45.487352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:45.487420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:45.492413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:45.494264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:45.494769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:45.496417] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:45.497578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:45.624983] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.66%, Actual: 1.26% [2025-11-22T01:58:45.792840] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.87%, Actual: 2.72% [2025-11-22T01:58:45.947200] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.81% | Symbol ETA: 13.3s | Global ETA: 1h 39m 16s [2025-11-22T01:58:45.948084] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:45.948155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:45.953031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:45.954867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:45.955361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:45.955776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:45.959535] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.75%, Actual: 1.75% [2025-11-22T01:58:45.964399] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 9.4s | Global ETA: 1h 39m 16s [2025-11-22T01:58:45.965324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:45.965389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:45.970359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:46.027712] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:46.072258] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.79% | Symbol ETA: 14.4s | Global ETA: 1h 39m 16s [2025-11-22T01:58:46.073149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:46.073212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:46.078023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:46.079774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:46.080255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:46.081843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:46.082937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.085660] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:46.087981] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:46.091061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.124480] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:46.129604] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.89%, Actual: 0.48% [2025-11-22T01:58:46.145385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.300131] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 3.14% [2025-11-22T01:58:46.467423] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 0.75% [2025-11-22T01:58:46.632585] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.65%, Actual: 0.18% [2025-11-22T01:58:46.632792] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 47.4280% [2025-11-22T01:58:46.632876] [INFO ] [main ] IIIN: DISCARDED add_range_volume_efficiency (score: 47.43%) [2025-11-22T01:58:46.633374] [INFO ] [main ] IIIN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T01:58:46.633410] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_range_volume_efficiency_refinements'] [2025-11-22T01:58:46.633445] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:46.645068] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:46.646419] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:46.646480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:46.660738] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 13.8s | Global ETA: 1h 39m 18s [2025-11-22T01:58:46.661635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:46.661724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:46.666608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:46.668418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:46.668920] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:46.670615] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:46.671772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.769011] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 12.5s | Global ETA: 1h 39m 19s [2025-11-22T01:58:46.769969] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:46.770036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:46.771619] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:46.772994] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:46.775019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:46.776856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:46.776923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.777360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:46.777774] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:46.790933] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 8.8s | Global ETA: 1h 39m 19s [2025-11-22T01:58:46.791897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:46.791959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:46.796683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:46.852481] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:46.906972] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:46.909217] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:46.912181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:46.937635] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:46.957923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:47.282285] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 13.3s | Global ETA: 1h 39m 21s [2025-11-22T01:58:47.283170] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:47.283233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:47.287983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:47.289728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:47.290198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:47.291804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:47.292892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:47.370236] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.26% | Symbol ETA: 10.1s | Global ETA: 1h 39m 21s [2025-11-22T01:58:47.371127] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:47.371189] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:47.496807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:47.498151] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:47.502079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:47.524517] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 7.9s | Global ETA: 1h 39m 22s [2025-11-22T01:58:47.525408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:47.525471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:47.530226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:47.584745] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 11.7s | Global ETA: 1h 39m 22s [2025-11-22T01:58:47.585674] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:47.585741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:47.586627] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:47.590670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:47.592451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:47.592964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:47.593357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:47.672769] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:47.692481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:47.721813] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:47.724215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:58:47.727441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:47.859561] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 12.7s | Global ETA: 1h 39m 23s [2025-11-22T01:58:47.860462] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:47.860524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:47.865595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:47.867358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:47.867845] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:47.869422] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:47.870512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:48.098998] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 9.4s | Global ETA: 1h 39m 24s [2025-11-22T01:58:48.099909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:48.099970] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:48.224452] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:48.225812] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:48.229809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:48.287576] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.62% | Symbol ETA: 7.1s | Global ETA: 1h 39m 24s [2025-11-22T01:58:48.288592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:48.288677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:48.293730] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:48.351655] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:48.411412] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 10.8s | Global ETA: 1h 39m 25s [2025-11-22T01:58:48.438360] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 12.1s | Global ETA: 1h 39m 25s [2025-11-22T01:58:48.439252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:48.439330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:48.444116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:48.445886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:48.446063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:48.446357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:48.447959] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:48.449088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:48.467685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:48.588399] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.90% [2025-11-22T01:58:48.761452] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 1.03% [2025-11-22T01:58:48.830315] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.12% | Symbol ETA: 8.7s | Global ETA: 1h 39m 27s [2025-11-22T01:58:48.831212] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:48.831278] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:48.934789] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 1.17% [2025-11-22T01:58:48.956595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:48.958005] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:48.961990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:49.020778] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.05% | Symbol ETA: 11.5s | Global ETA: 1h 39m 27s [2025-11-22T01:58:49.021688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:49.021752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:49.026614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:49.028418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:49.028907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:49.030533] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:49.031619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:49.054102] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 6.4s | Global ETA: 1h 39m 27s [2025-11-22T01:58:49.055035] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:49.055098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:49.060010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:49.103139] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.18% [2025-11-22T01:58:49.117725] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:49.201461] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:49.221056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:49.272567] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.77% [2025-11-22T01:58:49.440484] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -2.35%, Actual: 0.45% [2025-11-22T01:58:49.560813] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 8.0s | Global ETA: 1h 39m 29s [2025-11-22T01:58:49.561723] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:49.561784] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:49.603956] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 10.9s | Global ETA: 1h 39m 29s [2025-11-22T01:58:49.604832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:49.604894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:49.609280] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.81%, Actual: 0.38% [2025-11-22T01:58:49.609586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:49.611387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:49.611876] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:49.613452] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T01:58:49.614542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:49.686853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:49.688189] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:49.692139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:49.779185] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 3.46% [2025-11-22T01:58:49.792110] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 5.6s | Global ETA: 1h 39m 30s [2025-11-22T01:58:49.793001] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:49.793063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:49.797858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:49.853883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:49.939758] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:49.947697] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 1.98% [2025-11-22T01:58:49.959903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:50.115927] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.56% [2025-11-22T01:58:50.116124] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 36.2161% [2025-11-22T01:58:50.116205] [INFO ] [main ] GPI: DISCARDED add_open_vs_prev_range_position (score: 36.22%) [2025-11-22T01:58:50.116252] [INFO ] [main ] GPI: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:58:50.116286] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_overnight_gap_amplitude'] [2025-11-22T01:58:50.116322] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:50.130862] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:50.132367] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:50.132444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:50.137614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:50.139520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:50.140120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:50.140601] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:50.187685] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 10.3s | Global ETA: 1h 39m 32s [2025-11-22T01:58:50.270088] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:50.272215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:50.272879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:50.289404] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.56% | Symbol ETA: 7.2s | Global ETA: 1h 39m 32s [2025-11-22T01:58:50.290298] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:50.290359] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:50.355562] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 1.87% [2025-11-22T01:58:50.414506] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:50.415901] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:50.419846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:50.521708] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 2.76% [2025-11-22T01:58:50.532376] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 4.8s | Global ETA: 1h 39m 33s [2025-11-22T01:58:50.533273] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:50.533337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:50.538123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:50.593915] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:50.683235] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:50.689768] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 0.00% [2025-11-22T01:58:50.704303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:50.855766] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 1.77% [2025-11-22T01:58:50.943565] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 17.3s | Global ETA: 1h 39m 34s [2025-11-22T01:58:50.944445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:50.944509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:50.949306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:50.951400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:50.951892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:50.952273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:51.016704] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.73% | Symbol ETA: 6.5s | Global ETA: 1h 39m 35s [2025-11-22T01:58:51.017600] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:51.017683] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:51.022244] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.28% [2025-11-22T01:58:51.081957] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:51.084275] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:51.084968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:51.139792] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:51.141104] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:51.144992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:51.186622] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.08% [2025-11-22T01:58:51.279437] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 3.14% | Symbol ETA: 4.0s | Global ETA: 1h 39m 36s [2025-11-22T01:58:51.280320] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:51.280383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:51.285145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:51.339684] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:51.351054] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 0.96% [2025-11-22T01:58:51.424411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:51.444948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:51.515260] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.05%, Actual: 0.48% [2025-11-22T01:58:51.680806] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 2.51% [2025-11-22T01:58:51.749274] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 16.4s | Global ETA: 1h 39m 37s [2025-11-22T01:58:51.750188] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:51.750252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:51.753730] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 5.8s | Global ETA: 1h 39m 37s [2025-11-22T01:58:51.754689] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:51.754753] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:51.755197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:51.756940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:51.757429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:51.757828] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:51.847781] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 1.25% [2025-11-22T01:58:51.847978] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 28.5638% [2025-11-22T01:58:51.848058] [INFO ] [main ] KRP: DISCARDED add_open_11_elasticity (score: 28.56%) [2025-11-22T01:58:51.848101] [INFO ] [main ] KRP: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T01:58:51.848133] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_reversal_intensity'] [2025-11-22T01:58:51.848168] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:51.861716] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:51.862943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:51.863005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:51.867851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:51.869667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:51.870129] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:51.871734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:51.873039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:51.886961] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:51.889083] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:51.889780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:51.893453] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:51.895391] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:51.900043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:52.044801] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.67% | Symbol ETA: 3.3s | Global ETA: 1h 39m 39s [2025-11-22T01:58:52.216915] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.57%, Actual: 0.22% [2025-11-22T01:58:52.392424] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.34% [2025-11-22T01:58:52.447485] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 14.8s | Global ETA: 1h 39m 40s [2025-11-22T01:58:52.448383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:52.448446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:52.453522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:52.455292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:52.455784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:52.457384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:52.458663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:52.532436] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 5.1s | Global ETA: 1h 39m 40s [2025-11-22T01:58:52.533381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:52.533447] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:52.570487] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 0.93% [2025-11-22T01:58:52.597241] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 15.7s | Global ETA: 1h 39m 41s [2025-11-22T01:58:52.598135] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:52.598199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:52.603041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:52.604798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:52.605265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:52.605690] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:52.662251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:52.663808] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:52.667808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:52.730950] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:52.733063] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:52.733727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:52.742081] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 2.52% [2025-11-22T01:58:52.911160] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.62%, Actual: 1.38% [2025-11-22T01:58:53.031403] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 14.2s | Global ETA: 1h 39m 42s [2025-11-22T01:58:53.032289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:53.032356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:53.037087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:53.038847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:53.039305] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:53.040902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:53.042177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:53.078318] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 1.96% [2025-11-22T01:58:53.245916] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 3.26% [2025-11-22T01:58:53.281314] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 4.3s | Global ETA: 1h 39m 43s [2025-11-22T01:58:53.282261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:53.282328] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:53.399988] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.17% | Symbol ETA: 14.9s | Global ETA: 1h 39m 44s [2025-11-22T01:58:53.400872] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:53.400936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:53.405746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:53.407274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:53.407497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:53.407983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:53.408384] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:53.408806] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T01:58:53.412764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:53.415200] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.99% [2025-11-22T01:58:53.533461] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:53.535538] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:53.536203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:53.584748] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 3.14%, Actual: 1.50% [2025-11-22T01:58:53.620716] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.78% | Symbol ETA: 13.6s | Global ETA: 1h 39m 44s [2025-11-22T01:58:53.621603] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:53.621685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:53.626441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:53.628177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:53.628691] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:53.630271] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:53.631545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:53.754349] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.67%, Actual: 0.79% [2025-11-22T01:58:53.754551] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 36.3982% [2025-11-22T01:58:53.754671] [INFO ] [main ] ADT: DISCARDED add_regime (score: 36.40%) [2025-11-22T01:58:53.754720] [INFO ] [main ] ADT: Testing feature 40/53: add_regime_flags [2025-11-22T01:58:53.754752] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_regime_flags'] [2025-11-22T01:58:53.754787] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:58:53.765991] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:53.767382] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:53.767443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:53.772429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:53.829412] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:53.919423] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:53.920742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:54.006519] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 3.6s | Global ETA: 1h 39m 46s [2025-11-22T01:58:54.174843] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.26%, Actual: 0.65% [2025-11-22T01:58:54.201421] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 14.0s | Global ETA: 1h 39m 47s [2025-11-22T01:58:54.202298] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:54.202363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:54.207166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:54.208942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:54.209412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:54.209813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:54.217429] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 13.1s | Global ETA: 1h 39m 47s [2025-11-22T01:58:54.218357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:54.218434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:54.223563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:54.225630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:54.226205] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:54.227949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:54.229310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:54.334777] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:54.336947] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:54.337632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:54.350382] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 0.40% [2025-11-22T01:58:54.493944] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.85% | Symbol ETA: 9.7s | Global ETA: 1h 39m 48s [2025-11-22T01:58:54.494831] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:54.494893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:54.499799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:54.526225] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.12%, Actual: 0.25% [2025-11-22T01:58:54.555846] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:54.642215] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:54.643453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:54.702112] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.26% [2025-11-22T01:58:54.823130] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 12.5s | Global ETA: 1h 39m 49s [2025-11-22T01:58:54.824043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:54.824106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:54.828874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:54.830583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:54.831061] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:54.832793] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:54.834119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:54.877719] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 2.72% [2025-11-22T01:58:55.017043] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 13.2s | Global ETA: 1h 39m 50s [2025-11-22T01:58:55.017957] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:55.018021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:55.022845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:55.024615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:55.025105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:55.025490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:55.050958] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.73%, Actual: 1.75% [2025-11-22T01:58:55.150040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:55.152067] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:55.152758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:55.213108] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 8.9s | Global ETA: 1h 39m 50s [2025-11-22T01:58:55.217219] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:55.217281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:55.222616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:55.223843] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 0.48% [2025-11-22T01:58:55.279318] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:55.365197] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:55.366463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:55.400911] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 3.14% [2025-11-22T01:58:55.419100] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 11.9s | Global ETA: 1h 39m 51s [2025-11-22T01:58:55.420081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:55.420147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:55.424986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:55.426836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:55.427325] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:55.428977] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:55.430321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:55.575926] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 0.75% [2025-11-22T01:58:55.752166] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 0.18% [2025-11-22T01:58:55.752375] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 41.2961% [2025-11-22T01:58:55.752479] [INFO ] [main ] IIIN: DISCARDED add_range_volume_efficiency_refinements (score: 41.30%) [2025-11-22T01:58:55.752531] [INFO ] [main ] IIIN: Testing feature 39/53: add_regime [2025-11-22T01:58:55.752566] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_regime'] [2025-11-22T01:58:55.752614] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:58:55.764994] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:55.766511] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:55.766575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:55.817859] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 1.94% | Symbol ETA: 12.4s | Global ETA: 1h 39m 53s [2025-11-22T01:58:55.818782] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:55.819181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:55.824008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:55.825784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:55.826250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:55.826630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:55.902928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:55.904494] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:55.922077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:55.939050] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 8.2s | Global ETA: 1h 39m 53s [2025-11-22T01:58:55.940017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:55.940079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:55.944874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:55.951713] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:55.953797] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:55.954437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.001839] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:56.018184] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 3.01% | Symbol ETA: 11.3s | Global ETA: 1h 39m 53s [2025-11-22T01:58:56.019101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:56.019163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:56.023977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:56.025749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:56.026203] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:56.027840] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:56.029215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.092621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:56.093940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.528169] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 10.2s | Global ETA: 1h 39m 55s [2025-11-22T01:58:56.529079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:56.529141] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:56.617110] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 11.6s | Global ETA: 1h 39m 56s [2025-11-22T01:58:56.618031] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:56.618112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:56.619195] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 2.50% | Symbol ETA: 10.7s | Global ETA: 1h 39m 56s [2025-11-22T01:58:56.620417] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:56.620483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:56.622835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:56.624570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:56.625057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:56.625197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:56.625436] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:56.626962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:56.627439] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:56.629026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:56.630289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.652742] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:56.654194] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:56.670232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.673935] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 7.5s | Global ETA: 1h 39m 56s [2025-11-22T01:58:56.674868] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:56.674932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:56.680066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:56.736630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:56.747444] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:56.749632] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:56.750304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:56.827392] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:56.828699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:57.201495] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 10.1s | Global ETA: 1h 39m 58s [2025-11-22T01:58:57.202382] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:57.202460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:57.207261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:57.209017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:57.209481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:57.211111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:57.212387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:57.264154] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 9.4s | Global ETA: 1h 39m 58s [2025-11-22T01:58:57.265046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:57.265108] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:57.389639] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:57.391012] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:57.407400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:57.420024] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 10.8s | Global ETA: 1h 39m 59s [2025-11-22T01:58:57.420956] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:57.421020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:57.423918] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 6.8s | Global ETA: 1h 39m 59s [2025-11-22T01:58:57.424863] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:57.424927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:57.425814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:57.427561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:57.428053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:57.428434] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:57.430104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:57.489846] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:57.552081] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:58:57.554153] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:58:57.554837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:57.585577] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:57.586887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:57.789680] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 9.5s | Global ETA: 1h 40m 0s [2025-11-22T01:58:57.957545] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 1.87% [2025-11-22T01:58:58.009314] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.14% | Symbol ETA: 8.6s | Global ETA: 1h 40m 1s [2025-11-22T01:58:58.010390] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:58.010453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:58.126064] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 2.76% [2025-11-22T01:58:58.134828] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:58.136323] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:58.152289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:58.186434] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.11% | Symbol ETA: 6.1s | Global ETA: 1h 40m 2s [2025-11-22T01:58:58.187365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:58.187426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:58.192188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:58.224080] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 10.0s | Global ETA: 1h 40m 2s [2025-11-22T01:58:58.246789] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:58.296030] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 0.00% [2025-11-22T01:58:58.331040] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:58.332166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:58.392419] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 1.90% [2025-11-22T01:58:58.473358] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.77% [2025-11-22T01:58:58.560575] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 1.03% [2025-11-22T01:58:58.652475] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.28% [2025-11-22T01:58:58.728040] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 1.17% [2025-11-22T01:58:58.748541] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -3.43% | Symbol ETA: 7.8s | Global ETA: 1h 40m 4s [2025-11-22T01:58:58.749478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:58.749554] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:58.829417] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.08% [2025-11-22T01:58:58.873274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:58.874799] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:58.891372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:58.897868] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 0.18% [2025-11-22T01:58:58.903446] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 5.3s | Global ETA: 1h 40m 4s [2025-11-22T01:58:58.904337] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:58.904398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:58.909132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:58.964311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:59.005239] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 3.01%, Actual: 0.96% [2025-11-22T01:58:59.048357] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:59.049601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:59.065342] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.77% [2025-11-22T01:58:59.182079] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 2.50%, Actual: 0.48% [2025-11-22T01:58:59.232450] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 0.45% [2025-11-22T01:58:59.352790] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 2.51% [2025-11-22T01:58:59.397814] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 1.94%, Actual: 0.38% [2025-11-22T01:58:59.486480] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 7.1s | Global ETA: 1h 40m 6s [2025-11-22T01:58:59.487412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:58:59.487475] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:58:59.519332] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 1.25% [2025-11-22T01:58:59.519558] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 30.0004% [2025-11-22T01:58:59.519664] [INFO ] [main ] KRP: DISCARDED add_open_reversal_intensity (score: 30.00%) [2025-11-22T01:58:59.519711] [INFO ] [main ] KRP: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T01:58:59.519744] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T01:58:59.519778] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:58:59.533263] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:59.534526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:58:59.534587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:59.539361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:59.541128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:58:59.541590] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:58:59.543182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:58:59.544631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:59.565963] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 3.46% [2025-11-22T01:58:59.610836] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:58:59.612375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:58:59.614964] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 4.6s | Global ETA: 1h 40m 7s [2025-11-22T01:58:59.615907] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:58:59.615971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:59.621049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:58:59.628685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:59.678058] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:58:59.733332] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 1.98% [2025-11-22T01:58:59.765789] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:58:59.767114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:58:59.900056] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.56% [2025-11-22T01:58:59.900247] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 28.8699% [2025-11-22T01:58:59.900326] [INFO ] [main ] GPI: DISCARDED add_overnight_gap_amplitude (score: 28.87%) [2025-11-22T01:58:59.900367] [INFO ] [main ] GPI: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:58:59.900399] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_overnight_gap_mag'] [2025-11-22T01:58:59.900434] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:58:59.914240] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:58:59.915458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:58:59.915535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:58:59.920362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:58:59.922124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:58:59.922587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:58:59.922982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:00.050181] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:00.052452] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:00.053186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:00.121896] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 14.2s | Global ETA: 1h 40m 9s [2025-11-22T01:59:00.122784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:00.122847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:00.127671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:00.129390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:00.129876] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:00.131451] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:00.132936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:00.226397] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.67% | Symbol ETA: 6.3s | Global ETA: 1h 40m 9s [2025-11-22T01:59:00.227307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:00.227368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:00.348891] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:00.350375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:59:00.355066] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.23% | Symbol ETA: 3.8s | Global ETA: 1h 40m 10s [2025-11-22T01:59:00.356053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:00.356120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:00.361419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:00.366523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:00.425788] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:00.513240] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:00.514547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:00.793172] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 17.0s | Global ETA: 1h 40m 11s [2025-11-22T01:59:00.794099] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:00.794163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:00.798993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:00.800851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:00.801325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:00.801727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:00.944279] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:00.949466] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:00.950200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:01.001322] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 14.8s | Global ETA: 1h 40m 12s [2025-11-22T01:59:01.002317] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:01.002382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:01.007843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:01.009693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:01.010189] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:01.011838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:01.013367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:01.120516] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 5.7s | Global ETA: 1h 40m 13s [2025-11-22T01:59:01.121591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:01.121682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:01.257457] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:01.259048] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:59:01.276184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:01.471664] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 3.1s | Global ETA: 1h 40m 14s [2025-11-22T01:59:01.644277] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.85%, Actual: 0.22% [2025-11-22T01:59:01.644585] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 13.9s | Global ETA: 1h 40m 15s [2025-11-22T01:59:01.645497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:01.645564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:01.654457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:01.656329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:01.656820] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:01.658876] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:01.660388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:01.763441] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 16.5s | Global ETA: 1h 40m 15s [2025-11-22T01:59:01.764585] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:01.764866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:01.770253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:01.772202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:01.772724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:01.773110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:01.815889] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.34% [2025-11-22T01:59:01.900252] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:01.902520] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:01.903249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:01.924250] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.94% | Symbol ETA: 4.9s | Global ETA: 1h 40m 16s [2025-11-22T01:59:01.925144] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:01.925206] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:01.984511] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 0.93% [2025-11-22T01:59:02.046596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:02.048530] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:59:02.065391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:02.154812] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 2.52% [2025-11-22T01:59:02.250256] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 13.0s | Global ETA: 1h 40m 17s [2025-11-22T01:59:02.251149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:02.251227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:02.255969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:02.257738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:02.258193] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:02.259801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:02.261260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:02.321403] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 1.38% [2025-11-22T01:59:02.488434] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 1.96% [2025-11-22T01:59:02.654997] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 3.26% [2025-11-22T01:59:02.662445] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 4.1s | Global ETA: 1h 40m 18s [2025-11-22T01:59:02.663335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:02.663397] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:02.672947] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.70% | Symbol ETA: 15.5s | Global ETA: 1h 40m 18s [2025-11-22T01:59:02.673888] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:02.673953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:02.678708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:02.680436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:02.680958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:02.681338] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:02.784906] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:02.786409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T01:59:02.802412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:02.813170] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:02.815518] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:02.816308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:02.822492] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.99% [2025-11-22T01:59:02.833172] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 12.2s | Global ETA: 1h 40m 19s [2025-11-22T01:59:02.834093] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:02.834161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:02.839183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:02.841015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:02.841494] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:02.843153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:02.844680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:02.990346] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.23%, Actual: 1.50% [2025-11-22T01:59:03.158580] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.16%, Actual: 0.79% [2025-11-22T01:59:03.158795] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.3577% [2025-11-22T01:59:03.158873] [INFO ] [main ] ADT: DISCARDED add_regime_flags (score: 44.36%) [2025-11-22T01:59:03.158915] [INFO ] [main ] ADT: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:59:03.158950] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:59:03.159007] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:03.170012] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:03.171228] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:03.171293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:03.176067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:03.232459] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:03.318634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:03.320408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:03.320893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:03.321900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:03.323477] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:03.324511] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:03.325185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:03.391878] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 3.4s | Global ETA: 1h 40m 21s [2025-11-22T01:59:03.426298] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 11.5s | Global ETA: 1h 40m 21s [2025-11-22T01:59:03.427238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:03.427304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:03.432284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:03.434131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:03.434608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:03.436275] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:03.437878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:03.500862] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 14.4s | Global ETA: 1h 40m 22s [2025-11-22T01:59:03.501820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:03.501886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:03.506924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:03.508852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:03.509345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:03.509768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:03.560362] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 0.65% [2025-11-22T01:59:03.639716] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:03.642040] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:03.642848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:03.728747] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.40% [2025-11-22T01:59:03.896488] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.14%, Actual: 0.25% [2025-11-22T01:59:03.900923] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.04% | Symbol ETA: 9.4s | Global ETA: 1h 40m 23s [2025-11-22T01:59:03.901813] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:03.901885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:03.906719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:03.963353] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:04.015837] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 10.9s | Global ETA: 1h 40m 23s [2025-11-22T01:59:04.016727] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:04.016790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:04.021973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:04.023698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:04.024156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:04.025759] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:04.027224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:04.051295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:04.053066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:04.053528] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:04.054529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:04.056117] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:04.057155] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:04.057834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:04.063786] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -3.43%, Actual: 1.26% [2025-11-22T01:59:04.231066] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 2.72% [2025-11-22T01:59:04.319252] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 13.5s | Global ETA: 1h 40m 25s [2025-11-22T01:59:04.320152] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:04.320216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:04.325191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:04.327050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:04.327578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:04.328001] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:04.405426] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.67%, Actual: 1.75% [2025-11-22T01:59:04.458521] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:04.460988] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:04.461751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:04.581951] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 0.48% [2025-11-22T01:59:04.596526] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 10.2s | Global ETA: 1h 40m 26s [2025-11-22T01:59:04.597486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:04.597550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:04.602398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:04.604160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:04.604621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:04.606210] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:04.607730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:04.633362] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 1.33% | Symbol ETA: 8.7s | Global ETA: 1h 40m 26s [2025-11-22T01:59:04.634273] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:04.634338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:04.639191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:04.695761] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:04.752142] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.94%, Actual: 3.14% [2025-11-22T01:59:04.782334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:04.784308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:04.784802] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:04.785829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:04.787417] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:04.788466] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:04.789134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:04.919474] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 0.75% [2025-11-22T01:59:05.090896] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 0.18% [2025-11-22T01:59:05.091114] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 45.9762% [2025-11-22T01:59:05.091227] [INFO ] [main ] IIIN: DISCARDED add_regime (score: 45.98%) [2025-11-22T01:59:05.091280] [INFO ] [main ] IIIN: Testing feature 40/53: add_regime_flags [2025-11-22T01:59:05.091322] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_regime_flags'] [2025-11-22T01:59:05.091373] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:05.103668] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:05.105277] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:05.105785] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:05.141036] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 12.5s | Global ETA: 1h 40m 28s [2025-11-22T01:59:05.141969] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:05.142035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:05.146991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:05.148864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:05.149351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:05.149769] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:05.183017] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 9.6s | Global ETA: 1h 40m 28s [2025-11-22T01:59:05.183936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:05.183998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:05.188883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:05.190622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:05.191099] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:05.192713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T01:59:05.194172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:05.251397] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:05.253054] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:05.254166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:05.279834] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:05.282049] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:05.282808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:05.362486] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.51% | Symbol ETA: 7.9s | Global ETA: 1h 40m 29s [2025-11-22T01:59:05.363398] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:05.363462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:05.368249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:05.424688] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:05.513863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:05.516270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:05.516792] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:05.517904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:05.519592] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:05.520671] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:05.521341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:05.770753] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 9.0s | Global ETA: 1h 40m 30s [2025-11-22T01:59:05.852069] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.50% | Symbol ETA: 9.8s | Global ETA: 1h 40m 30s [2025-11-22T01:59:05.853016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:05.853081] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:05.941474] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.44%, Actual: 1.87% [2025-11-22T01:59:05.977187] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 11.7s | Global ETA: 1h 40m 31s [2025-11-22T01:59:05.978090] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:05.978153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:05.982880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:05.984608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:05.985099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:05.985475] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:05.990817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:05.992351] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:05.993565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:06.097384] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 7.2s | Global ETA: 1h 40m 31s [2025-11-22T01:59:06.098805] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:06.098869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:06.103606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:06.112237] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:06.113156] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.76% [2025-11-22T01:59:06.114412] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:06.115149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:06.159732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:06.244924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:06.246665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:06.247140] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:06.248177] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:06.249794] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:06.250795] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:06.251439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:06.278667] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.00% [2025-11-22T01:59:06.444223] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.77% [2025-11-22T01:59:06.610750] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.73% | Symbol ETA: 9.1s | Global ETA: 1h 40m 33s [2025-11-22T01:59:06.611616] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:06.611701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:06.611680] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.28% [2025-11-22T01:59:06.739726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:06.741311] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:06.742393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:06.766880] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 10.8s | Global ETA: 1h 40m 34s [2025-11-22T01:59:06.767820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:06.767883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:06.772628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:06.774379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:06.774868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:06.775244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:06.780778] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.08% [2025-11-22T01:59:06.824980] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 6.5s | Global ETA: 1h 40m 34s [2025-11-22T01:59:06.826310] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:06.826375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:06.831186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:06.886214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:06.895837] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:06.897911] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:06.898595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:06.950748] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.96% [2025-11-22T01:59:06.970971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:06.972812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:06.973275] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:06.974286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:06.975882] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:06.976943] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:06.977614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:07.123506] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.48% [2025-11-22T01:59:07.291691] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 2.51% [2025-11-22T01:59:07.339081] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.12% | Symbol ETA: 8.3s | Global ETA: 1h 40m 36s [2025-11-22T01:59:07.340009] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:07.340073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:07.460079] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 1.25% [2025-11-22T01:59:07.460264] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.9553% [2025-11-22T01:59:07.460351] [INFO ] [main ] KRP: DISCARDED add_open_vs_close_liquidity_ratio (score: 36.96%) [2025-11-22T01:59:07.460397] [INFO ] [main ] KRP: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T01:59:07.460432] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position'] [2025-11-22T01:59:07.460468] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:07.471082] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:07.472635] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:07.473841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:07.474380] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:07.475677] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:07.475740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:07.480782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:07.482582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:07.483114] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:07.484794] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:07.487852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:07.552383] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 5.7s | Global ETA: 1h 40m 37s [2025-11-22T01:59:07.553268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:07.553333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:07.558073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:07.565434] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 9.9s | Global ETA: 1h 40m 37s [2025-11-22T01:59:07.566393] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:07.566460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:07.571380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:07.573248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:07.573767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:07.574161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:07.613766] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:07.699589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:07.701390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:07.701905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:07.702217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:07.702904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:07.704532] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:07.704678] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:07.705463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:07.705548] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:07.706222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:08.074953] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 14.0s | Global ETA: 1h 40m 39s [2025-11-22T01:59:08.075880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:08.075944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:08.080840] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 7.6s | Global ETA: 1h 40m 39s [2025-11-22T01:59:08.080953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:08.081782] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:08.081858] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:08.082852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:08.083335] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:08.085043] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:08.088029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:08.214746] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:08.216203] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:08.217319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:08.285016] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -2.05% | Symbol ETA: 5.0s | Global ETA: 1h 40m 39s [2025-11-22T01:59:08.285917] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:08.285981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:08.290758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:08.346443] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:08.378268] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 9.1s | Global ETA: 1h 40m 40s [2025-11-22T01:59:08.431354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:08.433124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:08.433582] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:08.434620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:08.436238] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:08.437276] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:08.437984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:08.547941] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 1.90% [2025-11-22T01:59:08.666850] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 13.3s | Global ETA: 1h 40m 41s [2025-11-22T01:59:08.667771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:08.667836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:08.672617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:08.674366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:08.674847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:08.676468] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:08.679331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:08.715011] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.03% [2025-11-22T01:59:08.830992] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 6.8s | Global ETA: 1h 40m 42s [2025-11-22T01:59:08.831911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:08.831976] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:08.883778] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.70%, Actual: 1.17% [2025-11-22T01:59:08.966946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:08.968461] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:08.969558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:09.016119] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 4.3s | Global ETA: 1h 40m 42s [2025-11-22T01:59:09.017039] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:09.017104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:09.021845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:09.060216] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.18% [2025-11-22T01:59:09.077576] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:09.162771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:09.165153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:09.165626] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:09.166677] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:09.168289] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:09.169312] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:09.169996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:09.228259] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.77% [2025-11-22T01:59:09.317214] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 12.9s | Global ETA: 1h 40m 43s [2025-11-22T01:59:09.318109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:09.318171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:09.322926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:09.324680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:09.325153] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:09.326747] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:09.329576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:09.395572] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 0.45% [2025-11-22T01:59:09.563323] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 0.38% [2025-11-22T01:59:09.573866] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.63% | Symbol ETA: 6.1s | Global ETA: 1h 40m 44s [2025-11-22T01:59:09.574754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:09.574818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:09.700621] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:09.702049] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:09.703153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:09.730015] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 3.46% [2025-11-22T01:59:09.744069] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 3.6s | Global ETA: 1h 40m 45s [2025-11-22T01:59:09.745001] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T01:59:09.745065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:09.749975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:09.805138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:09.890346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:09.892115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:09.892613] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:09.893603] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:09.895231] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:09.896289] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:09.896876] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 1.98% [2025-11-22T01:59:09.897009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:09.905443] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 12.2s | Global ETA: 1h 40m 46s [2025-11-22T01:59:09.906372] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:09.906434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:09.911217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:09.912988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:09.913445] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:09.915083] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:09.917938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:10.063425] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.56% [2025-11-22T01:59:10.063659] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 41.3685% [2025-11-22T01:59:10.063762] [INFO ] [main ] GPI: DISCARDED add_overnight_gap_mag (score: 41.37%) [2025-11-22T01:59:10.063805] [INFO ] [main ] GPI: Testing feature 29/53: add_pct_change [2025-11-22T01:59:10.063838] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_pct_change'] [2025-11-22T01:59:10.063875] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:59:10.078168] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:10.079612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:10.079713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:10.084500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:10.086387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:10.086911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:10.087318] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:10.212478] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:10.214695] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:10.216683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:10.300180] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 5.3s | Global ETA: 1h 40m 47s [2025-11-22T01:59:10.301094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:10.301155] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:10.425994] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:10.427529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:10.428602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:10.471771] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 2.8s | Global ETA: 1h 40m 48s [2025-11-22T01:59:10.507146] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 11.6s | Global ETA: 1h 40m 48s [2025-11-22T01:59:10.508115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:10.508181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:10.516966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:10.519076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:10.519639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:10.521466] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:10.524454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:10.640762] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.04%, Actual: 0.22% [2025-11-22T01:59:10.810034] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 1.33%, Actual: 0.34% [2025-11-22T01:59:10.883487] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 16.0s | Global ETA: 1h 40m 49s [2025-11-22T01:59:10.884386] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:10.884449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:10.889265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:10.890995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:10.891472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:10.891881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:10.978735] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.51%, Actual: 0.93% [2025-11-22T01:59:11.016151] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:11.018392] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:11.020366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.033066] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.67% | Symbol ETA: 4.6s | Global ETA: 1h 40m 50s [2025-11-22T01:59:11.033957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:11.034020] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:11.121965] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 11.0s | Global ETA: 1h 40m 50s [2025-11-22T01:59:11.122864] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:11.122927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:11.127714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:11.129417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:11.129898] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:11.131460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:11.134221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.147925] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 2.52% [2025-11-22T01:59:11.157249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:11.159104] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:11.160153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.313310] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 1.38% [2025-11-22T01:59:11.480447] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.96% [2025-11-22T01:59:11.647566] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -2.05%, Actual: 3.26% [2025-11-22T01:59:11.695551] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.93% | Symbol ETA: 15.2s | Global ETA: 1h 40m 52s [2025-11-22T01:59:11.697096] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:11.697194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:11.703270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:11.705451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:11.706047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:11.706512] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:11.710458] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 10.4s | Global ETA: 1h 40m 52s [2025-11-22T01:59:11.711314] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:11.711378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:11.716145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:11.717937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:11.718396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:11.720038] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:11.722925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.754849] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 3.9s | Global ETA: 1h 40m 52s [2025-11-22T01:59:11.755759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:11.755824] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:11.816407] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 0.99% [2025-11-22T01:59:11.834403] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:11.836606] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:11.838693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.879606] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:11.881000] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:11.882045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:11.981245] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 1.50% [2025-11-22T01:59:12.149161] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 0.79% [2025-11-22T01:59:12.149359] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 46.4109% [2025-11-22T01:59:12.149447] [INFO ] [main ] ADT: DISCARDED add_return_volume_nonlinearity_proxies (score: 46.41%) [2025-11-22T01:59:12.149489] [INFO ] [main ] ADT: Testing feature 42/53: add_shelf_lag [2025-11-22T01:59:12.149521] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_shelf_lag'] [2025-11-22T01:59:12.149557] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:12.161571] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:12.162991] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:12.163052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:12.167825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:12.224178] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:12.299135] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 9.8s | Global ETA: 1h 40m 55s [2025-11-22T01:59:12.300017] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:12.300081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:12.304910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:12.306625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:12.307100] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:12.308692] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:12.309863] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:12.311061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:12.311447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:12.471918] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 3.1s | Global ETA: 1h 40m 55s [2025-11-22T01:59:12.536403] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 14.4s | Global ETA: 1h 40m 55s [2025-11-22T01:59:12.537354] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:12.537418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:12.542188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:12.543948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:12.544412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:12.544820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:12.641562] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.50%, Actual: 0.65% [2025-11-22T01:59:12.666893] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:12.668915] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:12.670881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:12.809209] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.73%, Actual: 0.40% [2025-11-22T01:59:12.892052] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 9.2s | Global ETA: 1h 40m 57s [2025-11-22T01:59:12.892967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:12.893031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:12.898012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:12.899793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:12.900270] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:12.901930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T01:59:12.904885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:12.951231] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -2.57% | Symbol ETA: 9.5s | Global ETA: 1h 40m 57s [2025-11-22T01:59:12.952125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:12.952187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:12.956962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:12.977731] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.12%, Actual: 0.25% [2025-11-22T01:59:13.013945] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:13.100712] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:13.102103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:13.143499] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.26% [2025-11-22T01:59:13.309184] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 2.72% [2025-11-22T01:59:13.349253] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 13.6s | Global ETA: 1h 40m 58s [2025-11-22T01:59:13.350136] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:13.350200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:13.354882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:13.356601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:13.357094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:13.357492] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:13.477118] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.63%, Actual: 1.75% [2025-11-22T01:59:13.481040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:13.481907] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.02% | Symbol ETA: 8.6s | Global ETA: 1h 40m 59s [2025-11-22T01:59:13.483215] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:13.485236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:13.644217] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.48% [2025-11-22T01:59:13.650075] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.87% [2025-11-22T01:59:13.739265] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 8.7s | Global ETA: 1h 40m 60s [2025-11-22T01:59:13.740165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:13.740226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:13.745000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:13.801857] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:13.812766] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.67%, Actual: 3.14% [2025-11-22T01:59:13.817057] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.45%, Actual: 2.76% [2025-11-22T01:59:13.888854] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:13.890063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:13.981322] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 2.10%, Actual: 0.75% [2025-11-22T01:59:13.984313] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.00% [2025-11-22T01:59:14.152235] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 0.18% [2025-11-22T01:59:14.152461] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 37.6151% [2025-11-22T01:59:14.152541] [INFO ] [main ] IIIN: DISCARDED add_regime_flags (score: 37.62%) [2025-11-22T01:59:14.152588] [INFO ] [main ] IIIN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T01:59:14.152624] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T01:59:14.152680] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:14.154823] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.77% [2025-11-22T01:59:14.163964] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:14.165229] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:14.165296] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:14.171825] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 12.8s | Global ETA: 1h 41m 2s [2025-11-22T01:59:14.172801] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:14.172866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:14.177910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:14.180087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:14.180683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:14.181160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:14.299209] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:14.300745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:14.302581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:14.303098] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:14.304187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:14.305846] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:14.306901] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:14.307070] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:14.307600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:14.309388] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:14.311378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:14.324545] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.28% [2025-11-22T01:59:14.495147] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.59%, Actual: 0.08% [2025-11-22T01:59:14.540838] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 8.0s | Global ETA: 1h 41m 3s [2025-11-22T01:59:14.541732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:14.541794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:14.546906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:14.604038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:14.666624] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 0.96% [2025-11-22T01:59:14.692384] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:14.693687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:14.833784] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 0.48% [2025-11-22T01:59:14.938539] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 9.7s | Global ETA: 1h 41m 4s [2025-11-22T01:59:14.939448] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:14.939512] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:14.993862] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 12.0s | Global ETA: 1h 41m 5s [2025-11-22T01:59:14.994765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:14.994829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:14.999677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.000812] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 2.51% [2025-11-22T01:59:15.001402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:15.001890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:15.002282] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:15.065467] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:15.066954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.068765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:15.069265] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:15.070277] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:15.071883] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:15.073032] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:15.073722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.131240] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:15.133429] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:15.135476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.169819] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.02%, Actual: 1.25% [2025-11-22T01:59:15.170024] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 40.1529% [2025-11-22T01:59:15.170111] [INFO ] [main ] KRP: DISCARDED add_open_vs_prev_range_position (score: 40.15%) [2025-11-22T01:59:15.170159] [INFO ] [main ] KRP: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T01:59:15.170193] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_overnight_gap_amplitude'] [2025-11-22T01:59:15.170228] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:15.184585] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:15.186109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:15.186173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:15.191116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.192958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:15.193685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:15.195363] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:15.198921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.343812] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 7.2s | Global ETA: 1h 41m 6s [2025-11-22T01:59:15.344721] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:15.344783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:15.349597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:15.407161] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:15.499122] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:15.500470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.684422] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 3.28% | Symbol ETA: 8.8s | Global ETA: 1h 41m 7s [2025-11-22T01:59:15.685311] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:15.685376] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:15.784822] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 13.1s | Global ETA: 1h 41m 8s [2025-11-22T01:59:15.785790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:15.785864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:15.791033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.793026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:15.793526] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:15.795279] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:15.795978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.815893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:15.817427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.819315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:15.819827] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:15.820909] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:15.822603] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:15.823696] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:15.824385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:15.829682] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.93% | Symbol ETA: 11.2s | Global ETA: 1h 41m 8s [2025-11-22T01:59:15.830579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:15.830671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:15.835746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:15.837577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:15.838113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:15.838527] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:15.966284] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:15.968613] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:15.970722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:16.154335] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 6.4s | Global ETA: 1h 41m 9s [2025-11-22T01:59:16.155257] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:16.155319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:16.160132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:16.216527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:16.302596] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:16.303864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:16.379751] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 12.5s | Global ETA: 1h 41m 10s [2025-11-22T01:59:16.380624] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:16.380710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:16.385541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:16.387373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:16.387871] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:16.389616] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:16.390298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:16.436798] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -2.94% | Symbol ETA: 8.0s | Global ETA: 1h 41m 10s [2025-11-22T01:59:16.438053] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:16.438117] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:16.565587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:16.567117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:16.569029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:16.569539] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:16.570625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:16.572309] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:16.573378] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:16.574077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:16.666748] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 2.11% | Symbol ETA: 10.4s | Global ETA: 1h 41m 11s [2025-11-22T01:59:16.667711] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:16.667777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:16.672750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:16.674546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:16.675061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:16.675465] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:16.807007] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:16.809391] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:16.811494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:16.946909] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 5.6s | Global ETA: 1h 41m 12s [2025-11-22T01:59:16.947811] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:16.947873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:16.952565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:16.962531] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 11.9s | Global ETA: 1h 41m 12s [2025-11-22T01:59:16.963494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:16.963557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:16.968335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:16.970090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:16.970546] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:16.972116] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:16.972726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.008863] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:17.094483] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:17.095711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.177857] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 7.2s | Global ETA: 1h 41m 13s [2025-11-22T01:59:17.178740] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:17.178805] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:17.308449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:17.310097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:17.312010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:17.312515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:17.313619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:17.315404] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:17.316491] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:17.317220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.524871] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 9.5s | Global ETA: 1h 41m 14s [2025-11-22T01:59:17.525835] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:17.525912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:17.530913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:17.532721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:17.533227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:17.533633] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:17.568813] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 11.3s | Global ETA: 1h 41m 14s [2025-11-22T01:59:17.569736] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:17.569800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:17.575419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:17.577786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:17.578351] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:17.580366] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:17.581143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.662386] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:17.664782] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:17.666876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.743093] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 4.8s | Global ETA: 1h 41m 15s [2025-11-22T01:59:17.744010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:17.744072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:17.748919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:17.805174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:17.890896] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:17.892169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:17.932109] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 6.5s | Global ETA: 1h 41m 16s [2025-11-22T01:59:17.933017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:17.933083] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:18.061672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:18.063272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:18.065118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:18.065621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:18.066675] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:18.068606] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:18.069934] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:18.070847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:18.178639] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 10.7s | Global ETA: 1h 41m 17s [2025-11-22T01:59:18.179620] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:18.179711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:18.185177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:18.187207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:18.187777] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:18.189453] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:18.190110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:18.415236] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 8.7s | Global ETA: 1h 41m 17s [2025-11-22T01:59:18.691388] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 1.90% [2025-11-22T01:59:18.711251] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 4.0s | Global ETA: 1h 41m 19s [2025-11-22T01:59:18.712387] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:18.712460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:18.718806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:18.801055] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:18.836880] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 5.8s | Global ETA: 1h 41m 19s [2025-11-22T01:59:18.838292] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:18.838380] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:18.890224] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 1.03% [2025-11-22T01:59:18.909511] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:18.911747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:18.970886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:18.972521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:18.974443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:18.974978] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:18.976048] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:18.977838] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:18.978964] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:18.979686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:19.025535] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 10.3s | Global ETA: 1h 41m 20s [2025-11-22T01:59:19.026479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:19.026543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:19.031694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:19.033550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:19.034067] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:19.035740] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:19.036369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:19.079435] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 1.17% [2025-11-22T01:59:19.262581] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.18% [2025-11-22T01:59:19.443350] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.77% [2025-11-22T01:59:19.611914] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 5.1s | Global ETA: 1h 41m 22s [2025-11-22T01:59:19.612864] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:19.612943] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:19.619955] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.45% [2025-11-22T01:59:19.621205] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.13% | Symbol ETA: 9.6s | Global ETA: 1h 41m 22s [2025-11-22T01:59:19.622096] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:19.622159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:19.630335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:19.632082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:19.632544] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:19.634158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:19.634774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:19.670106] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.63% | Symbol ETA: 3.2s | Global ETA: 1h 41m 22s [2025-11-22T01:59:19.671003] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:19.671066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:19.675891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:19.731904] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:19.746372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:19.747980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:19.749968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:19.750491] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:19.751596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:19.753437] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:19.754575] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:19.755319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:19.790067] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.93%, Actual: 0.38% [2025-11-22T01:59:19.816849] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:19.818076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:19.958211] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 2.11%, Actual: 3.46% [2025-11-22T01:59:20.125590] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 1.98% [2025-11-22T01:59:20.214037] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 9.0s | Global ETA: 1h 41m 24s [2025-11-22T01:59:20.214989] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:20.215052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:20.219847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:20.221604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:20.222080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:20.223711] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:20.224325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:20.296026] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.56% [2025-11-22T01:59:20.296241] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 57.0218% [2025-11-22T01:59:20.296320] [INFO ] [main ] GPI: DISCARDED add_pct_change (score: 57.02%) [2025-11-22T01:59:20.296361] [INFO ] [main ] GPI: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:59:20.296393] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_preclose_acceleration_mag'] [2025-11-22T01:59:20.296428] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:59:20.310636] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:20.312014] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:20.312079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:20.316926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:20.318911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:20.319425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:20.319843] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:20.372520] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 4.3s | Global ETA: 1h 41m 25s [2025-11-22T01:59:20.373422] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:20.373486] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:20.452148] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:20.454412] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:20.455536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:20.456408] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 2.4s | Global ETA: 1h 41m 25s [2025-11-22T01:59:20.507221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:20.509220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:20.512087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:20.512714] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:20.514119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:20.516312] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:20.517765] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:20.518491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:20.626321] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -2.57%, Actual: 0.22% [2025-11-22T01:59:20.794743] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.34% [2025-11-22T01:59:20.800629] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 8.3s | Global ETA: 1h 41m 26s [2025-11-22T01:59:20.801523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:20.801586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:20.806418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:20.808238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:20.808721] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:20.810345] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T01:59:20.811006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:20.964298] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.93% [2025-11-22T01:59:21.130946] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.18% | Symbol ETA: 3.5s | Global ETA: 1h 41m 28s [2025-11-22T01:59:21.131850] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:21.131914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:21.132888] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 2.52% [2025-11-22T01:59:21.143834] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 15.6s | Global ETA: 1h 41m 28s [2025-11-22T01:59:21.144727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:21.144790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:21.149541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:21.151283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:21.151770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:21.152153] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:21.258606] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:21.260140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:21.261990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:21.262494] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T01:59:21.263552] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T01:59:21.265230] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:21.266301] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T01:59:21.267005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:21.276224] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:21.278346] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:21.279406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:21.299211] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 1.38% [2025-11-22T01:59:21.380270] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 7.7s | Global ETA: 1h 41m 29s [2025-11-22T01:59:21.467109] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 1.96% [2025-11-22T01:59:21.550241] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 1.87% [2025-11-22T01:59:21.635546] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 3.26% [2025-11-22T01:59:21.717191] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 2.76% [2025-11-22T01:59:21.803519] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 0.99% [2025-11-22T01:59:21.885952] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.00% [2025-11-22T01:59:21.888171] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.84% | Symbol ETA: 2.7s | Global ETA: 1h 41m 30s [2025-11-22T01:59:21.955914] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 14.7s | Global ETA: 1h 41m 31s [2025-11-22T01:59:21.956793] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:21.956858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:21.961658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:21.963414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:21.964238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:21.964621] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:21.971731] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 1.50% [2025-11-22T01:59:22.054691] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 1.77% [2025-11-22T01:59:22.056563] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.22%, Actual: 0.65% [2025-11-22T01:59:22.096625] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:22.098943] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:22.100131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:22.139573] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 0.79% [2025-11-22T01:59:22.139799] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 43.6534% [2025-11-22T01:59:22.139887] [INFO ] [main ] ADT: DISCARDED add_shelf_lag (score: 43.65%) [2025-11-22T01:59:22.139929] [INFO ] [main ] ADT: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:59:22.139962] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_signed_carry_history_11'] [2025-11-22T01:59:22.139996] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:22.151841] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:22.153203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:22.153266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:22.158057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:22.214101] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:22.219833] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.28% [2025-11-22T01:59:22.221996] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 3.28%, Actual: 0.40% [2025-11-22T01:59:22.300144] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:22.301527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:22.386832] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 0.08% [2025-11-22T01:59:22.388400] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -2.94%, Actual: 0.25% [2025-11-22T01:59:22.558844] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 0.96% [2025-11-22T01:59:22.559519] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.93%, Actual: 1.26% [2025-11-22T01:59:22.728899] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 2.72% [2025-11-22T01:59:22.730469] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 0.48% [2025-11-22T01:59:22.798687] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 13.9s | Global ETA: 1h 41m 34s [2025-11-22T01:59:22.799553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:22.799617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:22.804451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:22.806229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:22.806717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:22.807097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:22.874070] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -3.41% | Symbol ETA: 8.9s | Global ETA: 1h 41m 34s [2025-11-22T01:59:22.874964] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:22.875038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:22.879888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:22.897799] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.75% [2025-11-22T01:59:22.899887] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 2.51% [2025-11-22T01:59:22.932491] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:22.934740] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:22.935802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:22.937445] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:23.023945] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:23.025592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:23.066395] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.48% [2025-11-22T01:59:23.067261] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 1.25% [2025-11-22T01:59:23.067470] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 31.6974% [2025-11-22T01:59:23.067558] [INFO ] [main ] KRP: DISCARDED add_overnight_gap_amplitude (score: 31.70%) [2025-11-22T01:59:23.067603] [INFO ] [main ] KRP: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T01:59:23.067635] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_overnight_gap_mag'] [2025-11-22T01:59:23.067694] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:23.083100] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:23.084595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:23.084675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:23.089575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:23.091418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:23.091929] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:23.093565] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:23.094259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:23.231583] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 3.14% [2025-11-22T01:59:23.397630] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.18%, Actual: 0.75% [2025-11-22T01:59:23.566507] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.84%, Actual: 0.18% [2025-11-22T01:59:23.566711] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 38.4654% [2025-11-22T01:59:23.566791] [INFO ] [main ] IIIN: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.47%) [2025-11-22T01:59:23.566834] [INFO ] [main ] IIIN: Testing feature 42/53: add_shelf_lag [2025-11-22T01:59:23.566867] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_shelf_lag'] [2025-11-22T01:59:23.566902] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:23.579505] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:23.580694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:23.580757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:23.593064] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.90% | Symbol ETA: 8.1s | Global ETA: 1h 41m 37s [2025-11-22T01:59:23.593957] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:23.594019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:23.598849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:23.624624] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 13.1s | Global ETA: 1h 41m 37s [2025-11-22T01:59:23.625612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:23.625701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:23.630801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:23.632619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:23.633196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:23.633600] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:23.655711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:23.688702] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 12.8s | Global ETA: 1h 41m 37s [2025-11-22T01:59:23.689572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:23.689634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:23.694402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:23.696163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:23.696621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:23.698254] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:23.698930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:23.708096] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:23.709594] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:23.710848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:23.742097] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:23.743524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:23.762178] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:23.764589] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:23.765769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:24.274251] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 12.1s | Global ETA: 1h 41m 39s [2025-11-22T01:59:24.275751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:24.275813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:24.280507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:24.282273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:24.282776] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:24.287566] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:24.288290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:24.312877] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.4s | Global ETA: 1h 41m 40s [2025-11-22T01:59:24.313795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:24.313857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:24.318716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:24.375028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:24.413959] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 10.0s | Global ETA: 1h 41m 40s [2025-11-22T01:59:24.414887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:24.414951] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:24.454893] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 12.3s | Global ETA: 1h 41m 40s [2025-11-22T01:59:24.455852] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:24.455919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:24.461055] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:24.461083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:24.462477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:24.463142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:24.463667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:24.464103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:24.547046] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:24.548636] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:24.549894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:24.597616] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:24.599938] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:24.601055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:24.859438] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 11.5s | Global ETA: 1h 41m 42s [2025-11-22T01:59:24.860323] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:24.860385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:24.865151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:24.866914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:24.867408] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:24.868993] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:24.869682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:25.033426] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 6.7s | Global ETA: 1h 41m 42s [2025-11-22T01:59:25.034353] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:25.034414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:25.039154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:25.095420] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:25.181587] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:25.183029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:25.257558] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 9.2s | Global ETA: 1h 41m 43s [2025-11-22T01:59:25.258472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:25.258537] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:25.271616] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 11.4s | Global ETA: 1h 41m 43s [2025-11-22T01:59:25.272510] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:25.272573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:25.277379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:25.279182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:25.279670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:25.280068] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:25.390992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:25.392548] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:25.393786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:25.402819] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:25.405014] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:25.406095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:25.443023] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 10.9s | Global ETA: 1h 41m 44s [2025-11-22T01:59:25.443923] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:25.443985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:25.448831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:25.450573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:25.451053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:25.452625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:25.453342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:25.757768] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 6.0s | Global ETA: 1h 41m 45s [2025-11-22T01:59:25.758635] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:25.758715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:25.763549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:25.820193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:25.904422] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:25.906007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.028583] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 10.3s | Global ETA: 1h 41m 46s [2025-11-22T01:59:26.029519] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:26.029603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:26.034346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:26.036143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:26.036621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:26.038292] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:26.038968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.096779] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 10.6s | Global ETA: 1h 41m 46s [2025-11-22T01:59:26.097677] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:26.097741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:26.102508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:26.104291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:26.104792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:26.105176] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:26.107065] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.05% | Symbol ETA: 8.4s | Global ETA: 1h 41m 46s [2025-11-22T01:59:26.107998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:26.108085] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:26.229292] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:26.231446] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:26.232493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.238549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:26.240018] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:26.241228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.480528] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 5.3s | Global ETA: 1h 41m 48s [2025-11-22T01:59:26.481415] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:26.481822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:26.486578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:26.541683] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:26.611965] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 9.7s | Global ETA: 1h 41m 48s [2025-11-22T01:59:26.612855] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:26.612916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:26.617659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:26.619356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:26.619834] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:26.621401] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:26.622083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.625953] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:26.627589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:26.900627] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 9.8s | Global ETA: 1h 41m 49s [2025-11-22T01:59:26.901505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:26.901568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:26.906625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:26.908389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:26.908881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:26.909271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:26.952317] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 7.6s | Global ETA: 1h 41m 49s [2025-11-22T01:59:26.953258] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:26.953322] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:27.034580] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:27.036947] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:27.038057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.084479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:27.086090] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:27.087344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.196001] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.30% | Symbol ETA: 9.1s | Global ETA: 1h 41m 50s [2025-11-22T01:59:27.196912] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:27.196974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:27.201779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:27.202130] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 1.43% | Symbol ETA: 4.5s | Global ETA: 1h 41m 50s [2025-11-22T01:59:27.203030] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:27.203092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:27.203579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:27.204063] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:27.205636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:27.206320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.207866] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:27.263740] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:27.349576] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:27.350988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.705617] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.29% | Symbol ETA: 8.9s | Global ETA: 1h 41m 52s [2025-11-22T01:59:27.706497] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:27.706561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:27.711328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:27.713063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:27.713583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:27.713989] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:27.784109] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 8.5s | Global ETA: 1h 41m 53s [2025-11-22T01:59:27.785059] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:27.785122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:27.790268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:27.792370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:27.792879] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:27.794520] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:27.795232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.797359] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 6.7s | Global ETA: 1h 41m 53s [2025-11-22T01:59:27.798277] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:27.798351] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:27.841286] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:27.843587] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:27.844699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.921864] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 3.8s | Global ETA: 1h 41m 53s [2025-11-22T01:59:27.922750] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:27.922813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:27.927634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:27.931448] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:27.933030] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:27.934281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:27.983514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:28.069818] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:28.071252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:28.374833] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 7.9s | Global ETA: 1h 41m 55s [2025-11-22T01:59:28.375761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:28.375823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:28.380581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:28.385719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:28.386179] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:28.387781] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T01:59:28.388443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:28.515302] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 8.1s | Global ETA: 1h 41m 55s [2025-11-22T01:59:28.640818] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 3.1s | Global ETA: 1h 41m 56s [2025-11-22T01:59:28.641705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:28.641767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:28.646554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:28.655011] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 5.9s | Global ETA: 1h 41m 56s [2025-11-22T01:59:28.655941] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:28.656007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:28.685363] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 1.90% [2025-11-22T01:59:28.702609] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:28.788782] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:28.790225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:28.790850] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:28.792416] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:28.793659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:28.860876] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.03% [2025-11-22T01:59:28.978142] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 7.3s | Global ETA: 1h 41m 57s [2025-11-22T01:59:29.027835] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 1.17% [2025-11-22T01:59:29.145006] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.87% [2025-11-22T01:59:29.193366] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 0.18% [2025-11-22T01:59:29.310436] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 2.76% [2025-11-22T01:59:29.358379] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 2.4s | Global ETA: 1h 41m 59s [2025-11-22T01:59:29.359340] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.77% [2025-11-22T01:59:29.476997] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.00% [2025-11-22T01:59:29.506406] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.15% | Symbol ETA: 5.1s | Global ETA: 1h 41m 59s [2025-11-22T01:59:29.507347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:29.507410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:29.526669] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.45% [2025-11-22T01:59:29.527081] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -3.41%, Actual: 0.22% [2025-11-22T01:59:29.634699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:29.636207] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:29.637428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:29.642667] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.77% [2025-11-22T01:59:29.691954] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.38% [2025-11-22T01:59:29.694861] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.90%, Actual: 0.34% [2025-11-22T01:59:29.810563] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.28% [2025-11-22T01:59:29.862897] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 3.46% [2025-11-22T01:59:29.864227] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.93% [2025-11-22T01:59:29.983303] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 0.08% [2025-11-22T01:59:30.029924] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.29%, Actual: 1.98% [2025-11-22T01:59:30.033756] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 2.52% [2025-11-22T01:59:30.150308] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.30%, Actual: 0.96% [2025-11-22T01:59:30.197495] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.56% [2025-11-22T01:59:30.197692] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 47.9971% [2025-11-22T01:59:30.197774] [INFO ] [main ] GPI: DISCARDED add_preclose_acceleration_mag (score: 48.00%) [2025-11-22T01:59:30.197816] [INFO ] [main ] GPI: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:59:30.197849] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_1100_to_open'] [2025-11-22T01:59:30.197883] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:59:30.202522] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 1.38% [2025-11-22T01:59:30.211591] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:30.212989] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:30.213051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:30.217932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:30.219755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:30.220249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:30.220666] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:30.316825] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 0.48% [2025-11-22T01:59:30.345281] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:30.347271] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:30.347979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:30.370096] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 4.2s | Global ETA: 1h 42m 2s [2025-11-22T01:59:30.371037] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:30.371099] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:30.371092] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 1.96% [2025-11-22T01:59:30.483214] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 2.51% [2025-11-22T01:59:30.499014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:30.500585] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:30.501883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:30.539861] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 1.43%, Actual: 3.26% [2025-11-22T01:59:30.650319] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.25% [2025-11-22T01:59:30.650530] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 25.9162% [2025-11-22T01:59:30.650618] [INFO ] [main ] KRP: DISCARDED add_overnight_gap_mag (score: 25.92%) [2025-11-22T01:59:30.650678] [INFO ] [main ] KRP: Testing feature 29/53: add_pct_change [2025-11-22T01:59:30.650713] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_pct_change'] [2025-11-22T01:59:30.650748] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:30.664320] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:30.665592] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:30.665673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:30.670450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:30.672218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:30.672698] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:30.674317] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:30.676245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:30.708549] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 0.99% [2025-11-22T01:59:30.876504] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 1.50% [2025-11-22T01:59:31.017189] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 14.5s | Global ETA: 1h 42m 5s [2025-11-22T01:59:31.018077] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:31.018141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.022879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:31.024606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:31.025093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:31.025477] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:31.045238] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.03%, Actual: 0.79% [2025-11-22T01:59:31.045478] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 49.1082% [2025-11-22T01:59:31.045580] [INFO ] [main ] ADT: DISCARDED add_signed_carry_history_11 (score: 49.11%) [2025-11-22T01:59:31.045622] [INFO ] [main ] ADT: Testing feature 44/53: add_sma_ratio [2025-11-22T01:59:31.045677] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_sma_ratio'] [2025-11-22T01:59:31.045715] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:31.057185] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:31.058537] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:31.058600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.063492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:31.120495] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:31.148061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:31.150072] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:31.150780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.207164] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:31.207973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.217096] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 3.4s | Global ETA: 1h 42m 5s [2025-11-22T01:59:31.218069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:31.218133] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:31.267212] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 11.9s | Global ETA: 1h 42m 6s [2025-11-22T01:59:31.268164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:31.268229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.273099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:31.274941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:31.275416] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:31.277063] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:31.279101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.348946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:31.350540] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T01:59:31.351787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.778691] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.08% | Symbol ETA: 8.3s | Global ETA: 1h 42m 8s [2025-11-22T01:59:31.779587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:31.779670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.784479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:31.810024] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 13.7s | Global ETA: 1h 42m 8s [2025-11-22T01:59:31.811009] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:31.811076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.816072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:31.818005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:31.818523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:31.818950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:31.840751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:31.893559] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 11.4s | Global ETA: 1h 42m 8s [2025-11-22T01:59:31.894492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:31.894555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:31.899707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:31.901542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:31.902039] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:31.903709] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:31.905727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.927951] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:31.928850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:31.947771] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:31.950156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:31.950959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:32.084979] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 2.5s | Global ETA: 1h 42m 9s [2025-11-22T01:59:32.262480] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 0.65% [2025-11-22T01:59:32.439161] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 0.40% [2025-11-22T01:59:32.502350] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -2.02% | Symbol ETA: 7.6s | Global ETA: 1h 42m 10s [2025-11-22T01:59:32.503245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:32.503320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:32.504118] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 10.8s | Global ETA: 1h 42m 10s [2025-11-22T01:59:32.505038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:32.505102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:32.508161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:32.510199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:32.512442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:32.512988] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:32.514704] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:32.516822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:32.565272] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:32.612367] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.05%, Actual: 0.25% [2025-11-22T01:59:32.652622] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:32.653441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:32.657324] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.33% | Symbol ETA: 13.0s | Global ETA: 1h 42m 11s [2025-11-22T01:59:32.658221] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:32.658300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:32.663089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:32.664855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:32.665323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:32.665726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:32.783191] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.26% [2025-11-22T01:59:32.797747] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:32.799981] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:32.800706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:32.954030] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 2.72% [2025-11-22T01:59:33.129882] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.62% | Symbol ETA: 10.2s | Global ETA: 1h 42m 13s [2025-11-22T01:59:33.130809] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:33.130874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:33.135929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:33.135889] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.75% [2025-11-22T01:59:33.137840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:33.138316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:33.139985] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:33.142369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:33.223942] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 6.9s | Global ETA: 1h 42m 13s [2025-11-22T01:59:33.224844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:33.224930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:33.229880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:33.286058] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:33.309816] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.15%, Actual: 0.48% [2025-11-22T01:59:33.372750] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:33.373542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:33.460205] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 12.1s | Global ETA: 1h 42m 14s [2025-11-22T01:59:33.461117] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:33.461181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:33.465948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:33.467710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:33.468177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:33.468599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:33.478966] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -2.62%, Actual: 3.14% [2025-11-22T01:59:33.594021] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:33.596017] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:33.596727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:33.649271] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 0.75% [2025-11-22T01:59:33.734708] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 9.6s | Global ETA: 1h 42m 15s [2025-11-22T01:59:33.735730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:33.735794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:33.740838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:33.742619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:33.743116] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:33.744746] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:33.746826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:33.823742] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.18% [2025-11-22T01:59:33.823950] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 45.5289% [2025-11-22T01:59:33.824042] [INFO ] [main ] IIIN: DISCARDED add_shelf_lag (score: 45.53%) [2025-11-22T01:59:33.824085] [INFO ] [main ] IIIN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T01:59:33.824119] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_signed_carry_history_11'] [2025-11-22T01:59:33.824155] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:33.837631] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:33.839288] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:33.839377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:33.942541] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 6.2s | Global ETA: 1h 42m 16s [2025-11-22T01:59:33.943464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:33.943525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:33.948405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:33.972356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:33.973990] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:33.975450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.004302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:34.090059] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:34.090860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.249279] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 11.3s | Global ETA: 1h 42m 17s [2025-11-22T01:59:34.250180] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:34.250243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:34.254992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:34.256778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:34.257270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:34.257669] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:34.358071] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 9.0s | Global ETA: 1h 42m 17s [2025-11-22T01:59:34.359016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:34.359081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:34.364156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:34.366006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:34.366513] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:34.368258] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:34.370363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.381340] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:34.383293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:34.383999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.614502] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 9.4s | Global ETA: 1h 42m 18s [2025-11-22T01:59:34.615517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:34.615581] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:34.660069] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.59% | Symbol ETA: 5.5s | Global ETA: 1h 42m 18s [2025-11-22T01:59:34.660952] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:34.661014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:34.665813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:34.721239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:34.751061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:34.752701] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:34.754166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.807171] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:34.808139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:34.958117] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 8.3s | Global ETA: 1h 42m 20s [2025-11-22T01:59:34.959094] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:34.959157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:34.964079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:34.965895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:34.966405] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:34.968064] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:34.970106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:35.044990] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 10.5s | Global ETA: 1h 42m 20s [2025-11-22T01:59:35.045874] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:35.045938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:35.050725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:35.052440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:35.052922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:35.053303] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:35.175818] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:35.177822] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:35.178555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:35.372772] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 4.7s | Global ETA: 1h 42m 21s [2025-11-22T01:59:35.373672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:35.373734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:35.378489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:35.391590] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 8.7s | Global ETA: 1h 42m 21s [2025-11-22T01:59:35.392480] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:35.392542] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:35.434295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:35.519992] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:35.520835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:35.523034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:35.524669] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:35.526071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:35.577350] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 7.7s | Global ETA: 1h 42m 22s [2025-11-22T01:59:35.578266] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:35.578342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:35.583123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:35.584896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:35.585364] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:35.586943] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:35.588990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:35.870126] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 9.7s | Global ETA: 1h 42m 23s [2025-11-22T01:59:35.871005] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:35.871067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:35.875869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:35.877633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:35.878108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:35.878525] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:35.999726] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:36.001783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:36.002493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.088871] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 4.0s | Global ETA: 1h 42m 24s [2025-11-22T01:59:36.089790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:36.089852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:36.094579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:36.137523] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.95% | Symbol ETA: 7.8s | Global ETA: 1h 42m 24s [2025-11-22T01:59:36.138429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:36.138491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:36.150945] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:36.187559] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.14% | Symbol ETA: 7.1s | Global ETA: 1h 42m 24s [2025-11-22T01:59:36.188733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:36.188797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:36.193944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:36.195944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:36.196434] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:36.198203] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T01:59:36.200285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.235123] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:36.235951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.269026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:36.270540] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:36.271977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.663771] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 8.9s | Global ETA: 1h 42m 26s [2025-11-22T01:59:36.664626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:36.664715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:36.669434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:36.671194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:36.671675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:36.672053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:36.793526] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:36.795726] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:36.796446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.801191] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 3.3s | Global ETA: 1h 42m 26s [2025-11-22T01:59:36.802105] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:36.802167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:36.806882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:36.815934] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 6.5s | Global ETA: 1h 42m 26s [2025-11-22T01:59:36.862046] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:36.868620] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 7.0s | Global ETA: 1h 42m 27s [2025-11-22T01:59:36.869526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:36.869588] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:36.947621] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:36.948439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:36.992989] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.23%, Actual: 1.87% [2025-11-22T01:59:36.993945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:36.995461] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:36.996843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:37.173685] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 2.76% [2025-11-22T01:59:37.356216] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.00% [2025-11-22T01:59:37.461089] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.03% | Symbol ETA: 8.1s | Global ETA: 1h 42m 29s [2025-11-22T01:59:37.461973] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:37.462038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:37.466802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:37.468539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:37.469024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:37.469403] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:37.522043] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 2.6s | Global ETA: 1h 42m 29s [2025-11-22T01:59:37.522966] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:37.523060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:37.531419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:37.535967] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 1.77% [2025-11-22T01:59:37.587064] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:37.589209] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:37.591410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:37.592127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:37.598718] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.63% | Symbol ETA: 6.2s | Global ETA: 1h 42m 29s [2025-11-22T01:59:37.599679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:37.599740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:37.672624] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:37.673426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:37.716794] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.28% [2025-11-22T01:59:37.725936] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:37.727517] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:37.728946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:37.899363] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.08% [2025-11-22T01:59:38.076133] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 0.96% [2025-11-22T01:59:38.246511] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.61% | Symbol ETA: 1.9s | Global ETA: 1h 42m 32s [2025-11-22T01:59:38.257168] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 0.48% [2025-11-22T01:59:38.271495] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 7.3s | Global ETA: 1h 42m 32s [2025-11-22T01:59:38.337222] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 5.4s | Global ETA: 1h 42m 32s [2025-11-22T01:59:38.338181] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:38.338246] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:38.416474] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.08%, Actual: 0.22% [2025-11-22T01:59:38.439620] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 1.90% [2025-11-22T01:59:38.439717] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 2.51% [2025-11-22T01:59:38.467722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:38.469265] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:38.470696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:38.583162] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -2.02%, Actual: 0.34% [2025-11-22T01:59:38.606743] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.81%, Actual: 1.03% [2025-11-22T01:59:38.607800] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 1.25% [2025-11-22T01:59:38.608014] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 34.8478% [2025-11-22T01:59:38.608100] [INFO ] [main ] KRP: DISCARDED add_pct_change (score: 34.85%) [2025-11-22T01:59:38.608142] [INFO ] [main ] KRP: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T01:59:38.608174] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_preclose_acceleration_mag'] [2025-11-22T01:59:38.608209] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:38.622403] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:38.623882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:38.623944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:38.628812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:38.630597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:38.631081] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:38.632715] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:38.633743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:38.753816] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.93% [2025-11-22T01:59:38.777366] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.33%, Actual: 1.17% [2025-11-22T01:59:38.923022] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 2.52% [2025-11-22T01:59:38.950126] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 0.18% [2025-11-22T01:59:39.091054] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 4.7s | Global ETA: 1h 42m 35s [2025-11-22T01:59:39.092020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:39.092085] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:39.092076] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.59%, Actual: 1.38% [2025-11-22T01:59:39.125500] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 0.77% [2025-11-22T01:59:39.207036] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 11.6s | Global ETA: 1h 42m 35s [2025-11-22T01:59:39.208010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:39.208073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:39.212792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:39.214507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:39.214986] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:39.216561] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:39.217582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:39.221610] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:39.223179] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:39.224591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:39.259975] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 1.96% [2025-11-22T01:59:39.298312] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 0.45% [2025-11-22T01:59:39.428021] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.80%, Actual: 3.26% [2025-11-22T01:59:39.472391] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.38% [2025-11-22T01:59:39.597480] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 0.99% [2025-11-22T01:59:39.646536] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.98%, Actual: 3.46% [2025-11-22T01:59:39.770711] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 1.50% [2025-11-22T01:59:39.795264] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.08% | Symbol ETA: 11.0s | Global ETA: 1h 42m 38s [2025-11-22T01:59:39.796202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:39.796264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:39.801012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:39.802795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:39.803249] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:39.804833] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:39.805859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:39.820784] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.03%, Actual: 1.98% [2025-11-22T01:59:39.840842] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -3.31% | Symbol ETA: 3.9s | Global ETA: 1h 42m 38s [2025-11-22T01:59:39.841814] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:39.841877] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:39.940682] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.61%, Actual: 0.79% [2025-11-22T01:59:39.940859] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.6789% [2025-11-22T01:59:39.940957] [INFO ] [main ] ADT: DISCARDED add_sma_ratio (score: 41.68%) [2025-11-22T01:59:39.940999] [INFO ] [main ] ADT: Testing feature 45/53: add_true_range [2025-11-22T01:59:39.941030] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_true_range'] [2025-11-22T01:59:39.941065] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:39.952415] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:39.953630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:39.953710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:39.958481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:39.971940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:39.973510] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:39.974975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:39.999954] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.33%, Actual: 0.56% [2025-11-22T01:59:40.000198] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 42.6053% [2025-11-22T01:59:40.000321] [INFO ] [main ] GPI: DISCARDED add_prev_1100_to_open (score: 42.61%) [2025-11-22T01:59:40.000377] [INFO ] [main ] GPI: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:59:40.000420] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100'] [2025-11-22T01:59:40.000473] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:59:40.015160] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:40.016549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:40.016659] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:40.016733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:40.022074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:40.024021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:40.024493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:40.024918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:40.106436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:40.108370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:40.162140] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:40.164464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:40.165205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:40.412835] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 10.5s | Global ETA: 1h 42m 40s [2025-11-22T01:59:40.413804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:40.413869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:40.419239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:40.421073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:40.421555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:40.423195] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:40.424327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:40.592996] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 3.2s | Global ETA: 1h 42m 41s [2025-11-22T01:59:40.593964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:40.594027] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:40.680091] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.57% | Symbol ETA: 8.2s | Global ETA: 1h 42m 41s [2025-11-22T01:59:40.681010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:40.681071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:40.686019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:40.723010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:40.724601] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T01:59:40.726040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:40.743374] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:40.829493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:40.831378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:40.877577] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 14.4s | Global ETA: 1h 42m 42s [2025-11-22T01:59:40.878570] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:40.878661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:40.883591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:40.885452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:40.885969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:40.886354] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:41.018984] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:41.021546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:41.022285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:41.022795] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 9.9s | Global ETA: 1h 42m 42s [2025-11-22T01:59:41.023721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:41.023786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:41.028584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:41.030429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:41.030927] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:41.032529] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:41.033560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:41.328466] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 2.4s | Global ETA: 1h 42m 43s [2025-11-22T01:59:41.400856] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 7.4s | Global ETA: 1h 42m 44s [2025-11-22T01:59:41.401738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:41.401800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:41.406504] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:41.462135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:41.508470] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 0.65% [2025-11-22T01:59:41.548710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:41.550490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:41.617461] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 9.3s | Global ETA: 1h 42m 44s [2025-11-22T01:59:41.618399] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:41.618464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:41.623511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:41.625368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:41.625897] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:41.627543] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:41.628635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:41.683357] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 0.40% [2025-11-22T01:59:41.715386] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 13.4s | Global ETA: 1h 42m 45s [2025-11-22T01:59:41.716293] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:41.716358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:41.721342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:41.723270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:41.723800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:41.724195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:41.857964] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.95%, Actual: 0.25% [2025-11-22T01:59:41.859753] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:41.862214] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:41.862988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:42.029591] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 1.26% [2025-11-22T01:59:42.119407] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 6.7s | Global ETA: 1h 42m 46s [2025-11-22T01:59:42.120284] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:42.120346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:42.125063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:42.181274] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:42.199208] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.63%, Actual: 2.72% [2025-11-22T01:59:42.215816] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 8.7s | Global ETA: 1h 42m 47s [2025-11-22T01:59:42.216808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:42.216875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:42.221864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:42.223709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:42.224199] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:42.225844] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:42.226895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:42.268422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:42.270257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:42.367206] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 1.75% [2025-11-22T01:59:42.540409] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.48% [2025-11-22T01:59:42.622758] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.71% | Symbol ETA: 12.7s | Global ETA: 1h 42m 48s [2025-11-22T01:59:42.624038] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:42.624104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:42.629090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:42.630935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:42.631411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:42.631824] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:42.709735] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -3.31%, Actual: 3.14% [2025-11-22T01:59:42.763060] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:42.765421] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:42.766209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:42.818473] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 8.1s | Global ETA: 1h 42m 49s [2025-11-22T01:59:42.819375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:42.819443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:42.824189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:42.825951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:42.826410] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:42.828009] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:42.829008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:42.841778] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 6.0s | Global ETA: 1h 42m 49s [2025-11-22T01:59:42.842677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:42.842738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:42.847571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:42.878164] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.75% [2025-11-22T01:59:42.903944] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:42.992361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:42.994384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:43.055825] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -1.46%, Actual: 0.18% [2025-11-22T01:59:43.056023] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.5024% [2025-11-22T01:59:43.056107] [INFO ] [main ] IIIN: DISCARDED add_signed_carry_history_11 (score: 44.50%) [2025-11-22T01:59:43.056151] [INFO ] [main ] IIIN: Testing feature 44/53: add_sma_ratio [2025-11-22T01:59:43.056183] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_sma_ratio'] [2025-11-22T01:59:43.056219] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:43.067403] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:43.068622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:43.068707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:43.198437] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:43.199945] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:43.200730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:43.402768] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 7.5s | Global ETA: 1h 42m 51s [2025-11-22T01:59:43.403722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:43.403786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:43.408799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:43.410600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:43.411111] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:43.412769] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:43.413839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:43.458251] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 11.8s | Global ETA: 1h 42m 51s [2025-11-22T01:59:43.459148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:43.459212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:43.463912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:43.465694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:43.466156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:43.466539] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:43.563939] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.83% | Symbol ETA: 5.2s | Global ETA: 1h 42m 52s [2025-11-22T01:59:43.564821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:43.564883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:43.569737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:43.589056] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:43.591214] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:43.591928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:43.626287] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:43.712464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:43.714217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:43.811571] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.90% | Symbol ETA: 8.6s | Global ETA: 1h 42m 53s [2025-11-22T01:59:43.812463] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:43.812525] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:43.938219] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:43.939807] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:43.940545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:44.013227] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 6.9s | Global ETA: 1h 42m 53s [2025-11-22T01:59:44.014128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:44.014189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:44.019065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:44.020844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:44.021309] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:44.022898] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T01:59:44.023899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:44.256948] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 10.9s | Global ETA: 1h 42m 54s [2025-11-22T01:59:44.257888] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:44.257951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:44.262712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:44.264466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:44.264946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:44.265323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:44.341026] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 4.5s | Global ETA: 1h 42m 55s [2025-11-22T01:59:44.341916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:44.341977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:44.346791] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:44.401061] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:44.402271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:44.403343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:44.404063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:44.487364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:44.489137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:44.558654] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 7.9s | Global ETA: 1h 42m 56s [2025-11-22T01:59:44.559533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:44.559607] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:44.647441] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 6.3s | Global ETA: 1h 42m 56s [2025-11-22T01:59:44.688236] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:44.689892] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:44.690693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:44.823755] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 1.87% [2025-11-22T01:59:44.995103] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 2.76% [2025-11-22T01:59:45.060066] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.88% | Symbol ETA: 3.8s | Global ETA: 1h 42m 57s [2025-11-22T01:59:45.060949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:45.061011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:45.065797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:45.069563] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 10.0s | Global ETA: 1h 42m 57s [2025-11-22T01:59:45.070460] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:45.070525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:45.075319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:45.077101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:45.077577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:45.077977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:45.121438] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:45.163150] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.00% [2025-11-22T01:59:45.202432] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:45.204497] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:45.205240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:45.207015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:45.208760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:45.296814] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -3.95% | Symbol ETA: 7.1s | Global ETA: 1h 42m 58s [2025-11-22T01:59:45.297788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:45.297851] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:45.330113] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 1.77% [2025-11-22T01:59:45.427424] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:45.428967] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:45.429741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:45.497911] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.28% [2025-11-22T01:59:45.664537] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.08% [2025-11-22T01:59:45.776556] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.29% | Symbol ETA: 3.1s | Global ETA: 1h 43m 0s [2025-11-22T01:59:45.777466] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:45.777527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:45.782306] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:45.833986] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 0.96% [2025-11-22T01:59:45.837201] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:45.884215] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 9.2s | Global ETA: 1h 43m 0s [2025-11-22T01:59:45.885121] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:45.885185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:45.890048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:45.891767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:45.892223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:45.892622] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:45.922253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:45.924130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.000075] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.48% [2025-11-22T01:59:46.017447] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:46.019537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:46.020286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.034250] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 6.4s | Global ETA: 1h 43m 1s [2025-11-22T01:59:46.035168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:46.035231] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:46.161584] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:46.163091] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:46.163891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.166603] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 2.51% [2025-11-22T01:59:46.333674] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 1.25% [2025-11-22T01:59:46.333953] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 41.1901% [2025-11-22T01:59:46.334044] [INFO ] [main ] KRP: DISCARDED add_preclose_acceleration_mag (score: 41.19%) [2025-11-22T01:59:46.334085] [INFO ] [main ] KRP: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T01:59:46.334117] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_1100_to_open'] [2025-11-22T01:59:46.334151] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:46.347930] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:46.349254] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:46.349316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:46.354180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:46.355939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:46.356400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:46.358035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:46.358744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.492615] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 2.3s | Global ETA: 1h 43m 3s [2025-11-22T01:59:46.493498] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:46.493559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:46.498373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:46.553611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:46.637889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:46.639946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.716548] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 8.3s | Global ETA: 1h 43m 4s [2025-11-22T01:59:46.717519] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:46.717585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:46.722622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:46.724619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:46.725144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:46.725536] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:46.771219] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 5.6s | Global ETA: 1h 43m 4s [2025-11-22T01:59:46.772138] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:46.772202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:46.853000] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:46.855343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:46.856113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.901009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:46.902601] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:46.903536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:46.925713] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 10.9s | Global ETA: 1h 43m 4s [2025-11-22T01:59:46.926585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:46.926673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:46.931703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:46.933511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:46.934032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:46.935688] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:46.936371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:47.204536] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 1.6s | Global ETA: 1h 43m 5s [2025-11-22T01:59:47.373451] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.57%, Actual: 0.22% [2025-11-22T01:59:47.511311] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 4.9s | Global ETA: 1h 43m 7s [2025-11-22T01:59:47.511594] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 10.3s | Global ETA: 1h 43m 7s [2025-11-22T01:59:47.512328] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:47.512395] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:47.512876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:47.512938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:47.517733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:47.519477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:47.519959] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:47.521555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:47.522268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:47.545337] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.31% | Symbol ETA: 7.5s | Global ETA: 1h 43m 7s [2025-11-22T01:59:47.546193] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.34% [2025-11-22T01:59:47.546438] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:47.546522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:47.551621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:47.553461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:47.554010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:47.554402] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:47.642266] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:47.643767] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:47.644554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:47.679449] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:47.681824] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:47.682579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:47.716097] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.93% [2025-11-22T01:59:47.884130] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 2.52% [2025-11-22T01:59:48.053232] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.83%, Actual: 1.38% [2025-11-22T01:59:48.096301] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 9.7s | Global ETA: 1h 43m 9s [2025-11-22T01:59:48.097239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:48.097313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:48.102096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:48.103828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:48.104304] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:48.105933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:48.106584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:48.221658] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.96% [2025-11-22T01:59:48.247472] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 4.2s | Global ETA: 1h 43m 9s [2025-11-22T01:59:48.248425] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:48.248490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:48.365624] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 6.6s | Global ETA: 1h 43m 10s [2025-11-22T01:59:48.377059] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:48.378711] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:48.379470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:48.390529] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.88%, Actual: 3.26% [2025-11-22T01:59:48.539838] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.90% [2025-11-22T01:59:48.559096] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 0.99% [2025-11-22T01:59:48.685733] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 9.2s | Global ETA: 1h 43m 11s [2025-11-22T01:59:48.686594] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:48.686673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:48.691529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:48.693260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:48.693745] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:48.695341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:48.696020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:48.715589] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -2.21%, Actual: 1.03% [2025-11-22T01:59:48.731439] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.75%, Actual: 1.50% [2025-11-22T01:59:48.886119] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.71%, Actual: 1.17% [2025-11-22T01:59:48.900702] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 0.79% [2025-11-22T01:59:48.900895] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.9859% [2025-11-22T01:59:48.900991] [INFO ] [main ] ADT: DISCARDED add_true_range (score: 41.99%) [2025-11-22T01:59:48.901033] [INFO ] [main ] ADT: Testing feature 46/53: add_vol_of_vol [2025-11-22T01:59:48.901065] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_vol_of_vol'] [2025-11-22T01:59:48.901100] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:48.912290] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:48.913527] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:48.913588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:48.918438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:48.974943] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:48.984804] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 3.4s | Global ETA: 1h 43m 12s [2025-11-22T01:59:48.985750] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:48.985825] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:49.064467] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 0.18% [2025-11-22T01:59:49.068572] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:49.069993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.115553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:49.117176] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:49.117996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.235484] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 0.77% [2025-11-22T01:59:49.266103] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 8.6s | Global ETA: 1h 43m 13s [2025-11-22T01:59:49.266981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:49.267043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:49.271784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:49.273499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:49.273982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:49.275541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:49.276212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.407103] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.45% [2025-11-22T01:59:49.578335] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.38% [2025-11-22T01:59:49.639580] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.22% | Symbol ETA: 7.9s | Global ETA: 1h 43m 15s [2025-11-22T01:59:49.640473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:49.640535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:49.645374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:49.702761] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:49.720618] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 2.7s | Global ETA: 1h 43m 15s [2025-11-22T01:59:49.721515] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:49.721577] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:49.750509] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 3.46% [2025-11-22T01:59:49.789901] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:49.791102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.843720] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:49.845217] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T01:59:49.845978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.848874] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 8.0s | Global ETA: 1h 43m 15s [2025-11-22T01:59:49.849760] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:49.849821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:49.854589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:49.856328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:49.856806] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:49.858431] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:49.859105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:49.918801] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 1.98% [2025-11-22T01:59:50.086387] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 0.56% [2025-11-22T01:59:50.086588] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 43.8291% [2025-11-22T01:59:50.086693] [INFO ] [main ] GPI: DISCARDED add_prev_close_to_1100 (score: 43.83%) [2025-11-22T01:59:50.086739] [INFO ] [main ] GPI: Testing feature 33/53: add_prev_close_to_open [2025-11-22T01:59:50.086772] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prev_close_to_open'] [2025-11-22T01:59:50.086807] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T01:59:50.100490] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:50.101946] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:50.102009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:50.106851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:50.108687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:50.109148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:50.109535] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:50.238965] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:50.241154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:50.241888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:50.360993] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 7.2s | Global ETA: 1h 43m 17s [2025-11-22T01:59:50.361879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:50.361941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:50.366680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:50.423468] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:50.433836] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 7.4s | Global ETA: 1h 43m 18s [2025-11-22T01:59:50.434738] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:50.434800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:50.439490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:50.441207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:50.441688] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:50.443238] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:50.443917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:50.445052] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: -1.89% | Symbol ETA: 1.9s | Global ETA: 1h 43m 18s [2025-11-22T01:59:50.510456] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:50.511600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:50.612132] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 0.65% [2025-11-22T01:59:50.778576] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 0.40% [2025-11-22T01:59:50.930140] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 13.8s | Global ETA: 1h 43m 19s [2025-11-22T01:59:50.931088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:50.931153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:50.936039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:50.937953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:50.938426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:50.938832] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:50.948201] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 0.25% [2025-11-22T01:59:51.014828] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 6.8s | Global ETA: 1h 43m 20s [2025-11-22T01:59:51.015713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:51.015775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:51.020468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:51.022204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:51.022685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:51.024250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:51.024927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.070942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:51.073298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:51.074080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.084517] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 6.5s | Global ETA: 1h 43m 20s [2025-11-22T01:59:51.085399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:51.085460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:51.090212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:51.113245] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.26% [2025-11-22T01:59:51.146205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:51.231463] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:51.232614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.279371] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 2.72% [2025-11-22T01:59:51.470434] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 1.75% [2025-11-22T01:59:51.596238] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.85% | Symbol ETA: 6.2s | Global ETA: 1h 43m 22s [2025-11-22T01:59:51.597122] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:51.597226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:51.602059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:51.603825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:51.604284] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:51.605900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T01:59:51.606556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.637905] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.48% [2025-11-22T01:59:51.768718] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 13.0s | Global ETA: 1h 43m 23s [2025-11-22T01:59:51.769671] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:51.769741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:51.774799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:51.776757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:51.777259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:51.777702] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:51.803921] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 5.7s | Global ETA: 1h 43m 23s [2025-11-22T01:59:51.804677] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 3.14% [2025-11-22T01:59:51.804811] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:51.804873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:51.809762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:51.865108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:51.909307] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:51.911844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:51.912562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.950850] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:51.952011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:51.971353] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 1.31%, Actual: 0.75% [2025-11-22T01:59:52.138916] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -1.89%, Actual: 0.18% [2025-11-22T01:59:52.139131] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 39.3716% [2025-11-22T01:59:52.139223] [INFO ] [main ] IIIN: DISCARDED add_sma_ratio (score: 39.37%) [2025-11-22T01:59:52.139266] [INFO ] [main ] IIIN: Testing feature 45/53: add_true_range [2025-11-22T01:59:52.139301] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_true_range'] [2025-11-22T01:59:52.139336] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T01:59:52.150659] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:52.151935] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:52.151998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:52.177665] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 5.7s | Global ETA: 1h 43m 24s [2025-11-22T01:59:52.282291] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:52.283844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:52.285666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:52.343663] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 1.87% [2025-11-22T01:59:52.513803] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 2.76% [2025-11-22T01:59:52.520657] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 5.0s | Global ETA: 1h 43m 25s [2025-11-22T01:59:52.521519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:52.521580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:52.526376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:52.581989] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:52.646341] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.70% | Symbol ETA: 12.2s | Global ETA: 1h 43m 26s [2025-11-22T01:59:52.647282] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:52.647348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:52.652338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:52.654229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:52.655108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:52.655575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:52.671263] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:52.672441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:52.682481] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.00% [2025-11-22T01:59:52.790347] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:52.792779] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:52.793516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:52.851721] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.39%, Actual: 1.77% [2025-11-22T01:59:52.919855] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -1.24% | Symbol ETA: 8.6s | Global ETA: 1h 43m 27s [2025-11-22T01:59:52.920775] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:52.920838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:53.019603] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 0.28% [2025-11-22T01:59:53.044780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:53.046262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:53.048089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:53.185192] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 0.08% [2025-11-22T01:59:53.241796] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 4.3s | Global ETA: 1h 43m 28s [2025-11-22T01:59:53.242678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:53.242741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:53.247548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:53.303010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:53.352380] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.35%, Actual: 0.96% [2025-11-22T01:59:53.388097] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:53.389304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:53.485655] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 11.4s | Global ETA: 1h 43m 29s [2025-11-22T01:59:53.486537] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:53.486602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:53.491547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:53.493426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:53.493921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:53.494308] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:53.522314] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.42%, Actual: 0.48% [2025-11-22T01:59:53.620222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:53.622623] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:53.623417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:53.644758] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 7.6s | Global ETA: 1h 43m 30s [2025-11-22T01:59:53.645626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:53.645707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:53.690863] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.85%, Actual: 2.51% [2025-11-22T01:59:53.771211] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:53.772698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:53.774492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:53.859992] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 1.25% [2025-11-22T01:59:53.860233] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 45.8478% [2025-11-22T01:59:53.860323] [INFO ] [main ] KRP: DISCARDED add_prev_1100_to_open (score: 45.85%) [2025-11-22T01:59:53.860365] [INFO ] [main ] KRP: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T01:59:53.860396] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_close_to_1100'] [2025-11-22T01:59:53.860439] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T01:59:53.874124] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:53.875561] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:53.875622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:53.880497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:53.882329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:53.882823] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:53.884445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:53.885131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:53.957722] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 3.6s | Global ETA: 1h 43m 31s [2025-11-22T01:59:53.958587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:53.958666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:53.963433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:54.019797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:54.104610] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:54.105728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:54.309805] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 10.5s | Global ETA: 1h 43m 32s [2025-11-22T01:59:54.310751] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:54.310820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:54.315835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:54.317825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:54.318313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:54.318748] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:54.376136] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.29% | Symbol ETA: 6.8s | Global ETA: 1h 43m 32s [2025-11-22T01:59:54.377094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:54.377186] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:54.451676] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:54.454119] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:54.454885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:54.469768] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.94% | Symbol ETA: 10.5s | Global ETA: 1h 43m 33s [2025-11-22T01:59:54.470696] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:54.470786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:54.475753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:54.477485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:54.478002] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:54.479571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:54.480245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:54.509377] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:54.511005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:54.512961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:54.678999] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 2.8s | Global ETA: 1h 43m 33s [2025-11-22T01:59:54.679885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:54.679946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:54.684670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:54.740767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:54.826091] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:54.827212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.072284] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 9.9s | Global ETA: 1h 43m 35s [2025-11-22T01:59:55.073223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:55.073285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:55.078119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:55.079881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:55.080340] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:55.081920] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:55.082583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.119859] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 6.1s | Global ETA: 1h 43m 35s [2025-11-22T01:59:55.120773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:55.120848] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:55.153034] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 9.7s | Global ETA: 1h 43m 35s [2025-11-22T01:59:55.153997] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:55.154064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:55.159262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:55.161080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:55.161571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:55.161991] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:55.247446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:55.249103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:55.250964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.292639] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:55.295037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:55.295788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.396318] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 2.1s | Global ETA: 1h 43m 36s [2025-11-22T01:59:55.397248] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:55.397310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:55.402127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:55.457711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:55.542927] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T01:59:55.544111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.663789] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 9.3s | Global ETA: 1h 43m 37s [2025-11-22T01:59:55.664706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:55.664788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:55.669941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:55.671671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:55.672154] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:55.673797] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:55.674457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.844393] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 5.3s | Global ETA: 1h 43m 38s [2025-11-22T01:59:55.845283] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:55.845344] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:55.968378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:55.969808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:55.971567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:55.997214] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 8.8s | Global ETA: 1h 43m 38s [2025-11-22T01:59:55.998168] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:55.998233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:56.003180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:56.005058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:56.005532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:56.005947] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:56.111957] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 1.4s | Global ETA: 1h 43m 39s [2025-11-22T01:59:56.134518] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:56.137025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:56.137819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:56.267998] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 8.7s | Global ETA: 1h 43m 39s [2025-11-22T01:59:56.269239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:56.269301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:56.274101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:56.275917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:56.276387] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:56.278003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:56.278673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:56.283436] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.22%, Actual: 0.22% [2025-11-22T01:59:56.451670] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.34% [2025-11-22T01:59:56.568042] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.03% | Symbol ETA: 4.6s | Global ETA: 1h 43m 41s [2025-11-22T01:59:56.568938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:56.569000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:56.619053] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 0.93% [2025-11-22T01:59:56.690561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:56.692107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:56.693907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:56.784934] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 2.52% [2025-11-22T01:59:56.810547] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 8.0s | Global ETA: 1h 43m 41s [2025-11-22T01:59:56.811553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:56.811621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:56.816602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:56.818458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:56.818995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:56.819387] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:56.921718] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.92% | Symbol ETA: 8.1s | Global ETA: 1h 43m 42s [2025-11-22T01:59:56.922578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:56.922663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:56.927404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:56.929150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:56.929608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:56.931208] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:56.932001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:56.952009] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 1.38% [2025-11-22T01:59:56.963994] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:56.966334] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:56.967094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:57.120456] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 1.96% [2025-11-22T01:59:57.287505] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 3.26% [2025-11-22T01:59:57.302973] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 3.9s | Global ETA: 1h 43m 43s [2025-11-22T01:59:57.303929] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:57.303992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:57.437176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:57.438764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:57.440676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:57.455432] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.99% [2025-11-22T01:59:57.521466] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 7.5s | Global ETA: 1h 43m 44s [2025-11-22T01:59:57.522427] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:57.522489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:57.527309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:57.529150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:57.529618] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:57.531248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:57.531955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:57.623586] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 1.50% [2025-11-22T01:59:57.646258] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 7.1s | Global ETA: 1h 43m 45s [2025-11-22T01:59:57.647261] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T01:59:57.647328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:57.652814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:57.654688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T01:59:57.655165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T01:59:57.655560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:57.785573] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T01:59:57.787988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T01:59:57.788834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:57.794183] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 0.79% [2025-11-22T01:59:57.794356] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.0699% [2025-11-22T01:59:57.794441] [INFO ] [main ] ADT: DISCARDED add_vol_of_vol (score: 44.07%) [2025-11-22T01:59:57.794483] [INFO ] [main ] ADT: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T01:59:57.794515] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volatility_decay_ratio'] [2025-11-22T01:59:57.794549] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T01:59:57.805756] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T01:59:57.807147] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:57.807209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:57.812154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:57.869096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:57.955939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:59:57.957085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.056219] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 3.1s | Global ETA: 1h 43m 46s [2025-11-22T01:59:58.057177] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:58.057239] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:58.148936] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 6.9s | Global ETA: 1h 43m 46s [2025-11-22T01:59:58.149886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:58.149949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:58.154773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:58.156555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:58.157042] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:58.159801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:58.160697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.179110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:58.180623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:58.182409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.476264] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 6.3s | Global ETA: 1h 43m 48s [2025-11-22T01:59:58.524512] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.91% | Symbol ETA: 7.6s | Global ETA: 1h 43m 48s [2025-11-22T01:59:58.525403] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:58.525464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:58.530268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:58.587872] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:58.649140] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 1.90% [2025-11-22T01:59:58.675089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:59:58.676276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.758917] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 6.3s | Global ETA: 1h 43m 49s [2025-11-22T01:59:58.759843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:58.759907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:58.764862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:58.766670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:58.767182] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:58.768800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:58.769449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.779546] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 2.4s | Global ETA: 1h 43m 49s [2025-11-22T01:59:58.780449] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T01:59:58.780856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T01:59:58.827747] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.03% [2025-11-22T01:59:58.906757] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T01:59:58.908152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:58.909938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:58.999017] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.70%, Actual: 1.17% [2025-11-22T01:59:59.168226] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.18% [2025-11-22T01:59:59.247145] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 6.9s | Global ETA: 1h 43m 51s [2025-11-22T01:59:59.248042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:59.248104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:59.252824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T01:59:59.308159] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T01:59:59.338563] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.77% [2025-11-22T01:59:59.385601] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 5.7s | Global ETA: 1h 43m 51s [2025-11-22T01:59:59.386751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T01:59:59.386816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:59.392103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T01:59:59.393960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T01:59:59.394006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T01:59:59.394450] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T01:59:59.395192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:59.396195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T01:59:59.396897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T01:59:59.507425] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 0.45% [2025-11-22T01:59:59.509682] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 1.7s | Global ETA: 1h 43m 52s [2025-11-22T01:59:59.678522] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 0.38% [2025-11-22T01:59:59.681597] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -1.24%, Actual: 0.65% [2025-11-22T01:59:59.847017] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 3.46% [2025-11-22T01:59:59.851377] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.40% [2025-11-22T01:59:59.965006] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 6.2s | Global ETA: 1h 43m 53s [2025-11-22T01:59:59.965903] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T01:59:59.965965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T01:59:59.970779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:00.004374] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 5.1s | Global ETA: 1h 43m 53s [2025-11-22T02:00:00.016299] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 1.98% [2025-11-22T02:00:00.027725] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:00.078538] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.29%, Actual: 0.25% [2025-11-22T02:00:00.117566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:00.118873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:00.182496] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.94%, Actual: 1.87% [2025-11-22T02:00:00.188425] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.56% [2025-11-22T02:00:00.188639] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 41.3685% [2025-11-22T02:00:00.188746] [INFO ] [main ] GPI: DISCARDED add_prev_close_to_open (score: 41.37%) [2025-11-22T02:00:00.188791] [INFO ] [main ] GPI: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:00:00.188829] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prior_day_tail_pressure'] [2025-11-22T02:00:00.188874] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:00.202916] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:00.204237] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:00.204303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:00.209392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:00.211224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:00.211724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:00.212129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:00.249214] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.26% [2025-11-22T02:00:00.342717] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:00.345064] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:00.347950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:00.361933] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 2.76% [2025-11-22T02:00:00.419125] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 2.72% [2025-11-22T02:00:00.593494] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.03%, Actual: 1.75% [2025-11-22T02:00:00.668192] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.00% [2025-11-22T02:00:00.806774] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 5.7s | Global ETA: 1h 43m 56s [2025-11-22T02:00:00.807703] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:00.807765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:00.812673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:00.869795] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:00.889027] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.48% [2025-11-22T02:00:00.955628] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:00.956933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:01.006668] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 1.77% [2025-11-22T02:00:01.118358] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 3.14% [2025-11-22T02:00:01.178873] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -3.88% | Symbol ETA: 14.6s | Global ETA: 1h 43m 58s [2025-11-22T02:00:01.179763] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:01.179839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:01.184666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:01.186866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:01.187570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:01.188082] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:01.285196] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.92%, Actual: 0.28% [2025-11-22T02:00:01.286776] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.75% [2025-11-22T02:00:01.318606] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:01.321053] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:01.324039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:01.460864] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.18% [2025-11-22T02:00:01.461076] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.5860% [2025-11-22T02:00:01.461163] [INFO ] [main ] IIIN: DISCARDED add_true_range (score: 44.59%) [2025-11-22T02:00:01.461206] [INFO ] [main ] IIIN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:00:01.461238] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_vol_of_vol'] [2025-11-22T02:00:01.461273] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:01.472526] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:01.473957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:01.474034] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:01.559234] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.08% [2025-11-22T02:00:01.597707] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 2.06% | Symbol ETA: 5.0s | Global ETA: 1h 43m 59s [2025-11-22T02:00:01.598988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:01.599061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:01.603697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:01.604884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:01.605244] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:01.606389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:01.662001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:01.728999] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.96% [2025-11-22T02:00:01.760316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:01.762449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:01.898408] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.61%, Actual: 0.48% [2025-11-22T02:00:02.076747] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 13.3s | Global ETA: 1h 44m 1s [2025-11-22T02:00:02.077733] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:02.077798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:02.079350] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 2.51% [2025-11-22T02:00:02.082978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:02.085266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:02.085882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:02.086295] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:02.213058] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:02.215304] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:02.218122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:02.244439] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 1.25% [2025-11-22T02:00:02.244965] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 34.0117% [2025-11-22T02:00:02.245059] [INFO ] [main ] KRP: DISCARDED add_prev_close_to_1100 (score: 34.01%) [2025-11-22T02:00:02.245101] [INFO ] [main ] KRP: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:00:02.245132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prev_close_to_open'] [2025-11-22T02:00:02.245166] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:02.259034] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:02.259086] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 8.5s | Global ETA: 1h 44m 2s [2025-11-22T02:00:02.260232] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:02.260264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:02.260301] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:02.260327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:02.265264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:02.267018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:02.267525] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:02.269126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:02.269802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:02.370943] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 4.2s | Global ETA: 1h 44m 2s [2025-11-22T02:00:02.371949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:02.372013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:02.377320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:02.391947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:02.393482] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:02.394597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:02.432358] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:02.516700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:02.518213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:02.866806] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 10.7s | Global ETA: 1h 44m 4s [2025-11-22T02:00:02.867787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:02.867852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:02.872928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:02.874974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:02.875500] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:02.877220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:02.877953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:02.928340] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 12.2s | Global ETA: 1h 44m 4s [2025-11-22T02:00:02.929256] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:02.929325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:02.934156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:02.936025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:02.936515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:02.936926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:03.051273] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 2.64% | Symbol ETA: 7.8s | Global ETA: 1h 44m 5s [2025-11-22T02:00:03.052226] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:03.052483] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:03.066242] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:03.068574] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:03.075699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.105299] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 3.4s | Global ETA: 1h 44m 5s [2025-11-22T02:00:03.106205] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:03.106268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:03.111113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:03.165552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:03.185372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:03.187008] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:03.188207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.250682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:03.252101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.469115] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 10.1s | Global ETA: 1h 44m 6s [2025-11-22T02:00:03.470026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:03.470087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:03.474859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:03.476621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:03.477107] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:03.478756] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:03.479416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.763022] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 11.2s | Global ETA: 1h 44m 8s [2025-11-22T02:00:03.763942] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:03.764008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:03.768848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:03.770703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:03.771193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:03.771580] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:03.799714] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -8.96% | Symbol ETA: 6.9s | Global ETA: 1h 44m 8s [2025-11-22T02:00:03.800619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:03.800701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:03.840361] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 2.7s | Global ETA: 1h 44m 8s [2025-11-22T02:00:03.841302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:03.841371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:03.846389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:03.896258] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:03.898512] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:03.901304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.903371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:03.925116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:03.926686] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:03.927878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:03.991678] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:03.993181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:04.059830] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 9.4s | Global ETA: 1h 44m 9s [2025-11-22T02:00:04.060738] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:04.060802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:04.065867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:04.067895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:04.068397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:04.070052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:04.070889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:04.562949] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 6.1s | Global ETA: 1h 44m 11s [2025-11-22T02:00:04.564019] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:04.564089] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:04.565309] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 1.9s | Global ETA: 1h 44m 11s [2025-11-22T02:00:04.566249] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:04.566315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:04.571250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:04.626151] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:04.644207] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 10.3s | Global ETA: 1h 44m 11s [2025-11-22T02:00:04.645123] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:04.645188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:04.650064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:04.651919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:04.652404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:04.652680] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 8.8s | Global ETA: 1h 44m 11s [2025-11-22T02:00:04.652812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:04.653545] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:04.653608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:04.658394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:04.660165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:04.660632] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:04.662291] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:04.662986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:04.694259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:04.695843] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:04.697022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:04.715828] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:04.717403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:04.777563] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:04.779856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:04.782675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:05.257553] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 8.2s | Global ETA: 1h 44m 13s [2025-11-22T02:00:05.258474] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:05.258537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:05.263334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:05.265120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:05.265603] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:05.267259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:05.267951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:05.306261] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.76% | Symbol ETA: 5.3s | Global ETA: 1h 44m 13s [2025-11-22T02:00:05.307232] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:05.307297] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:05.327265] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.75% | Symbol ETA: 1.2s | Global ETA: 1h 44m 13s [2025-11-22T02:00:05.438942] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:05.440531] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:05.441719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:05.470563] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 9.3s | Global ETA: 1h 44m 14s [2025-11-22T02:00:05.471494] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:05.471560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:05.476376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:05.478303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:05.478817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:05.479241] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:05.495530] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.91%, Actual: 0.22% [2025-11-22T02:00:05.604223] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:05.606557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:05.609442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:05.662324] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.71%, Actual: 0.34% [2025-11-22T02:00:05.828455] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.93% [2025-11-22T02:00:05.842304] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 7.6s | Global ETA: 1h 44m 15s [2025-11-22T02:00:05.843682] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:05.843744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:05.848811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:05.850524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:05.851004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:05.852576] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:05.853260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:05.994719] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 2.52% [2025-11-22T02:00:06.078591] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 4.5s | Global ETA: 1h 44m 16s [2025-11-22T02:00:06.079516] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:06.079579] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:06.162660] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 2.06%, Actual: 1.38% [2025-11-22T02:00:06.203029] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:06.204380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:06.205482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:06.296956] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 8.4s | Global ETA: 1h 44m 17s [2025-11-22T02:00:06.297881] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:06.297945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:06.302750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:06.304506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:06.305008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:06.305392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:06.334364] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 1.96% [2025-11-22T02:00:06.429197] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:06.431424] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:06.434229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:06.449820] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.30% | Symbol ETA: 7.0s | Global ETA: 1h 44m 18s [2025-11-22T02:00:06.450708] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:06.450771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:06.455491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:06.457344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:06.457852] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:06.459499] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:06.460226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:06.501930] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 3.26% [2025-11-22T02:00:06.668914] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.99% [2025-11-22T02:00:06.802077] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -1.39% | Symbol ETA: 3.7s | Global ETA: 1h 44m 19s [2025-11-22T02:00:06.802980] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:06.803042] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:06.834442] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 1.50% [2025-11-22T02:00:06.923662] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:06.925125] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:06.926238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.003861] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.75%, Actual: 0.79% [2025-11-22T02:00:07.004076] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.1975% [2025-11-22T02:00:07.004172] [INFO ] [main ] ADT: DISCARDED add_volatility_decay_ratio (score: 44.20%) [2025-11-22T02:00:07.004216] [INFO ] [main ] ADT: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:00:07.004248] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:00:07.004284] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:07.016138] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:07.017450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:07.017515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.022760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:07.031731] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 6.4s | Global ETA: 1h 44m 20s [2025-11-22T02:00:07.032607] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:07.032695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.037394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.039123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:07.039580] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:07.041173] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:07.041860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.079552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:07.117154] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 7.5s | Global ETA: 1h 44m 20s [2025-11-22T02:00:07.118080] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:07.118159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.122964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.124756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:07.125227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:07.125611] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:07.169190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.171185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:07.171695] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:07.172813] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:07.174893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.248739] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:07.250963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:07.253712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.520956] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 3.0s | Global ETA: 1h 44m 22s [2025-11-22T02:00:07.521860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:07.521921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:07.618958] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 5.8s | Global ETA: 1h 44m 22s [2025-11-22T02:00:07.620061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:07.620123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.625055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.626800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:07.627302] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:07.628935] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:00:07.629590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.645221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:07.646609] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:07.647761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.751089] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.30% | Symbol ETA: 7.6s | Global ETA: 1h 44m 22s [2025-11-22T02:00:07.751973] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:07.752037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.756796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:07.811803] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:07.896136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.897971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:07.898434] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:07.899522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:07.901497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:07.932915] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 6.7s | Global ETA: 1h 44m 23s [2025-11-22T02:00:07.933843] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:07.933910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:07.938711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:07.940570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:07.941073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:07.941455] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:08.068759] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:08.071000] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:08.073827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:08.200792] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 5.2s | Global ETA: 1h 44m 24s [2025-11-22T02:00:08.239062] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 2.2s | Global ETA: 1h 44m 24s [2025-11-22T02:00:08.239996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:08.240059] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:08.367449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:08.368916] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:08.369125] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.87% [2025-11-22T02:00:08.370101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:08.474623] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 6.8s | Global ETA: 1h 44m 25s [2025-11-22T02:00:08.475578] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:08.475664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:08.480769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:08.536881] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 2.76% [2025-11-22T02:00:08.539437] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:08.632879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:08.634968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:08.635464] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:08.636571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:08.638703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:08.703828] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.00% [2025-11-22T02:00:08.751137] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 5.8s | Global ETA: 1h 44m 26s [2025-11-22T02:00:08.873169] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.77% [2025-11-22T02:00:08.922449] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -3.88%, Actual: 1.90% [2025-11-22T02:00:08.964117] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 1.5s | Global ETA: 1h 44m 27s [2025-11-22T02:00:09.045935] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.28% [2025-11-22T02:00:09.093603] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 1.03% [2025-11-22T02:00:09.132924] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.65% [2025-11-22T02:00:09.214365] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 0.08% [2025-11-22T02:00:09.240288] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 6.2s | Global ETA: 1h 44m 28s [2025-11-22T02:00:09.241169] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:09.241234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:09.246004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:09.262328] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 1.17% [2025-11-22T02:00:09.300835] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 2.64%, Actual: 0.40% [2025-11-22T02:00:09.301945] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:09.382725] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.30%, Actual: 0.96% [2025-11-22T02:00:09.389226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:09.391256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:09.391759] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:09.392885] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:09.394929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:09.433280] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 0.18% [2025-11-22T02:00:09.471822] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -8.96%, Actual: 0.25% [2025-11-22T02:00:09.550961] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 0.48% [2025-11-22T02:00:09.603855] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 0.77% [2025-11-22T02:00:09.639149] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 1.26% [2025-11-22T02:00:09.721787] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 2.51% [2025-11-22T02:00:09.774621] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 0.45% [2025-11-22T02:00:09.806488] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.76%, Actual: 2.72% [2025-11-22T02:00:09.891959] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.25% [2025-11-22T02:00:09.892212] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 25.9162% [2025-11-22T02:00:09.892303] [INFO ] [main ] KRP: DISCARDED add_prev_close_to_open (score: 25.92%) [2025-11-22T02:00:09.892349] [INFO ] [main ] KRP: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:00:09.892383] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prior_day_tail_pressure'] [2025-11-22T02:00:09.892419] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:09.906161] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:09.907636] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:09.907720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:09.912716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:09.914716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:09.915231] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:09.916919] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:09.919777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:09.944675] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.29%, Actual: 0.38% [2025-11-22T02:00:09.968798] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 5.4s | Global ETA: 1h 44m 31s [2025-11-22T02:00:09.969744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:09.969810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:09.974187] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.52%, Actual: 1.75% [2025-11-22T02:00:09.974768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:10.032667] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:10.115189] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 3.46% [2025-11-22T02:00:10.121078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:10.122840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:10.123308] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:10.124399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:10.126453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:10.145414] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -1.39%, Actual: 0.48% [2025-11-22T02:00:10.284191] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 1.98% [2025-11-22T02:00:10.320527] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 3.14% [2025-11-22T02:00:10.453793] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -2.03%, Actual: 0.56% [2025-11-22T02:00:10.454005] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 44.0222% [2025-11-22T02:00:10.454093] [INFO ] [main ] GPI: DISCARDED add_prior_day_tail_pressure (score: 44.02%) [2025-11-22T02:00:10.454137] [INFO ] [main ] GPI: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:00:10.454171] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_prior_mag_lag'] [2025-11-22T02:00:10.454206] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:10.468198] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:10.469469] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:10.469532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:10.474443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:10.476305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:10.476803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:10.477217] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:10.493910] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.75% [2025-11-22T02:00:10.502316] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 9.8s | Global ETA: 1h 44m 33s [2025-11-22T02:00:10.503191] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:10.503254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:10.508188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:10.510001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:10.510477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:10.512488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:10.515227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:10.606793] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:10.609129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:10.610743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:10.667094] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.27%, Actual: 0.18% [2025-11-22T02:00:10.667371] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 36.1931% [2025-11-22T02:00:10.667467] [INFO ] [main ] IIIN: DISCARDED add_vol_of_vol (score: 36.19%) [2025-11-22T02:00:10.667510] [INFO ] [main ] IIIN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:00:10.667544] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_volatility_decay_ratio'] [2025-11-22T02:00:10.667579] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:10.679397] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:10.680983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:10.681048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:10.702568] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 4.7s | Global ETA: 1h 44m 34s [2025-11-22T02:00:10.703850] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:10.703914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:10.708732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:10.765216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:10.812311] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:10.813962] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:10.815147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:10.855155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:10.857291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:10.857806] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:10.858975] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:10.861044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:11.130135] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 9.3s | Global ETA: 1h 44m 35s [2025-11-22T02:00:11.131161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:11.131227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:11.136081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:11.137931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:11.138421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:11.140020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:11.142681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:11.298493] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 12.9s | Global ETA: 1h 44m 36s [2025-11-22T02:00:11.299453] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:11.299517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:11.304438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:11.306278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:11.306802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:11.307212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:11.428309] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 7.9s | Global ETA: 1h 44m 36s [2025-11-22T02:00:11.429253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:11.429318] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:11.432035] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 3.9s | Global ETA: 1h 44m 36s [2025-11-22T02:00:11.432929] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:11.432992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:11.433687] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:11.435945] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:11.437593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:11.437757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:11.493431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:11.566060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:11.567810] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:11.569012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:11.581804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:11.583845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:11.584411] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:11.585557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:11.587635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:11.737714] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 8.7s | Global ETA: 1h 44m 37s [2025-11-22T02:00:11.738761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:11.738827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:11.743722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:11.745544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:11.746056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:11.747850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:11.750552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:12.126109] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 3.40% | Symbol ETA: 12.1s | Global ETA: 1h 44m 39s [2025-11-22T02:00:12.127017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:12.127081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.131924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:12.133757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:12.134234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:12.134620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:12.163849] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 3.2s | Global ETA: 1h 44m 39s [2025-11-22T02:00:12.164761] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:12.164824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.169539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:12.222522] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 7.4s | Global ETA: 1h 44m 39s [2025-11-22T02:00:12.223503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:12.223567] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:12.225378] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:12.265696] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:12.268073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:12.269778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:12.314961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:12.317069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:12.317592] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:12.318763] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:12.320855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:12.356282] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:12.358013] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:12.359336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:12.372867] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 8.1s | Global ETA: 1h 44m 40s [2025-11-22T02:00:12.373967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:12.374040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.379161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:12.381025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:12.381522] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:12.383188] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:12.386152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:12.894712] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 2.4s | Global ETA: 1h 44m 42s [2025-11-22T02:00:12.895619] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:12.895703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.900421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:12.955408] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:12.982769] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 11.3s | Global ETA: 1h 44m 42s [2025-11-22T02:00:12.983691] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:12.983756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.988500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:12.990142] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 7.5s | Global ETA: 1h 44m 42s [2025-11-22T02:00:12.990283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:12.990777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:12.991168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:12.991229] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:12.991316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:12.996908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:12.998984] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -7.08% | Symbol ETA: 6.6s | Global ETA: 1h 44m 42s [2025-11-22T02:00:12.999043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:12.999603] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:12.999941] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:13.000007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:13.001347] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:13.004449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.045802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:13.047932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:13.048450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:13.049591] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:13.051682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.120492] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:13.122843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:13.124564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.132817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:13.134377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:13.135568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.622397] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 1.7s | Global ETA: 1h 44m 44s [2025-11-22T02:00:13.623302] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:13.623366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:13.628130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:13.630499] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 6.9s | Global ETA: 1h 44m 45s [2025-11-22T02:00:13.631693] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:13.631760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:13.637001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:13.638947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:13.639464] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:13.641075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:13.643858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.683902] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:13.756890] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 5.8s | Global ETA: 1h 44m 45s [2025-11-22T02:00:13.757858] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:13.757921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:13.768671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:13.770733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:13.771218] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:13.772316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:13.774303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.810772] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 10.4s | Global ETA: 1h 44m 45s [2025-11-22T02:00:13.815947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:13.816065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:13.821266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:13.823366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:13.823943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:13.824341] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:13.881221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:13.882720] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:13.883867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:13.950217] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:13.952473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:13.954086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:14.252882] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 6.3s | Global ETA: 1h 44m 47s [2025-11-22T02:00:14.253915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:14.253982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:14.258963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:14.260808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:14.261295] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:14.262885] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:14.265634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:14.345142] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.68% | Symbol ETA: 1.0s | Global ETA: 1h 44m 47s [2025-11-22T02:00:14.491381] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.14% | Symbol ETA: 5.0s | Global ETA: 1h 44m 48s [2025-11-22T02:00:14.492294] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:14.492356] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:14.536720] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.30%, Actual: 0.22% [2025-11-22T02:00:14.622030] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:14.623638] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:14.624891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:14.668812] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 9.6s | Global ETA: 1h 44m 48s [2025-11-22T02:00:14.669789] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:14.669855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:14.674710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:14.676637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:14.677169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:14.677589] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:14.716907] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.34% [2025-11-22T02:00:14.804708] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:14.807082] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:14.808807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:14.889511] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.93% [2025-11-22T02:00:14.891411] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 5.6s | Global ETA: 1h 44m 49s [2025-11-22T02:00:14.892530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:14.892601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:14.897796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:14.900086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:14.900586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:14.902350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:14.905066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:15.057737] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 2.52% [2025-11-22T02:00:15.224718] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 1.38% [2025-11-22T02:00:15.224979] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.74% | Symbol ETA: 4.2s | Global ETA: 1h 44m 51s [2025-11-22T02:00:15.225941] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:15.226005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:15.350618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:15.352102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:15.353382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:15.399103] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 1.96% [2025-11-22T02:00:15.498326] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 8.8s | Global ETA: 1h 44m 52s [2025-11-22T02:00:15.499273] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:15.499352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:15.504172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:15.506078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:15.506575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:15.506984] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:15.513627] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 5.0s | Global ETA: 1h 44m 52s [2025-11-22T02:00:15.514723] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:15.514789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:15.519909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:15.521879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:15.522373] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:15.524033] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:00:15.526788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:15.590001] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 3.26% [2025-11-22T02:00:15.639589] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:15.641866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:15.643464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:15.762313] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 0.99% [2025-11-22T02:00:15.933956] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 1.50% [2025-11-22T02:00:15.961376] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 3.5s | Global ETA: 1h 44m 53s [2025-11-22T02:00:15.962307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:15.962392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:16.093181] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:16.094818] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:16.095981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:16.116633] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.68%, Actual: 0.79% [2025-11-22T02:00:16.116883] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 44.1713% [2025-11-22T02:00:16.116982] [INFO ] [main ] ADT: DISCARDED add_volatility_state_percentiles (score: 44.17%) [2025-11-22T02:00:16.117052] [INFO ] [main ] ADT: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:00:16.117091] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_dispersion'] [2025-11-22T02:00:16.117150] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:16.129754] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:16.131180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:16.131244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:16.136446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:16.158216] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 4.4s | Global ETA: 1h 44m 54s [2025-11-22T02:00:16.196627] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:16.290315] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:16.292227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:16.320691] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 7.9s | Global ETA: 1h 44m 55s [2025-11-22T02:00:16.321612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:16.321697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:16.326501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:16.328381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:16.328885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:16.329289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:16.335823] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 1.87% [2025-11-22T02:00:16.453025] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:16.455269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:16.456867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:16.510155] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 2.76% [2025-11-22T02:00:16.687693] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.00% [2025-11-22T02:00:16.693694] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 2.7s | Global ETA: 1h 44m 56s [2025-11-22T02:00:16.694614] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:16.694706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:16.827176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:16.828962] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:16.830167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:16.870611] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 1.77% [2025-11-22T02:00:16.912949] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -6.15% | Symbol ETA: 7.8s | Global ETA: 1h 44m 57s [2025-11-22T02:00:16.913980] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:16.914045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:16.919113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:16.977363] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:17.040098] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 0.28% [2025-11-22T02:00:17.068894] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:17.070738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:17.130281] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 7.1s | Global ETA: 1h 44m 58s [2025-11-22T02:00:17.131185] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:17.131249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:17.136045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:17.137878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:17.138383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:17.138796] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:17.210687] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.08% [2025-11-22T02:00:17.262366] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:17.264597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:17.266191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:17.387298] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 0.96% [2025-11-22T02:00:17.436077] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 2.0s | Global ETA: 1h 44m 59s [2025-11-22T02:00:17.436995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:17.437057] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:17.563372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:17.564637] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 0.48% [2025-11-22T02:00:17.565103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:00:17.566364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:17.674152] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 6.9s | Global ETA: 1h 44m 60s [2025-11-22T02:00:17.675046] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:17.675108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:17.679870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:17.736306] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:17.743112] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 2.51% [2025-11-22T02:00:17.823634] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:17.825386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:17.921789] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 1.25% [2025-11-22T02:00:17.922112] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.4232% [2025-11-22T02:00:17.922214] [INFO ] [main ] KRP: DISCARDED add_prior_day_tail_pressure (score: 36.42%) [2025-11-22T02:00:17.922265] [INFO ] [main ] KRP: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:00:17.922300] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_prior_mag_lag'] [2025-11-22T02:00:17.922381] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:17.939719] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:17.941398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:17.941465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:17.949195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:17.952248] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 6.3s | Global ETA: 1h 45m 1s [2025-11-22T02:00:17.952254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:17.953125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:17.953185] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:17.953255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:17.955609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:17.958044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:17.958190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:17.960140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:17.960622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:17.961029] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:18.084662] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:18.086906] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:18.088588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:18.227871] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 1.2s | Global ETA: 1h 45m 2s [2025-11-22T02:00:18.410380] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 6.1s | Global ETA: 1h 45m 2s [2025-11-22T02:00:18.411294] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:18.411359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:18.416150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:18.417250] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.65% [2025-11-22T02:00:18.474051] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:18.561608] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:18.563345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:18.597916] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 10.2s | Global ETA: 1h 45m 3s [2025-11-22T02:00:18.599172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:18.599244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:18.603717] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 0.40% [2025-11-22T02:00:18.604584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:18.606749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:18.607360] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:18.609138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:18.610854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:18.764945] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 5.4s | Global ETA: 1h 45m 4s [2025-11-22T02:00:18.785259] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -7.08%, Actual: 0.25% [2025-11-22T02:00:18.937883] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 1.90% [2025-11-22T02:00:18.962444] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 1.26% [2025-11-22T02:00:19.109461] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 3.40%, Actual: 1.03% [2025-11-22T02:00:19.133922] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.14%, Actual: 2.72% [2025-11-22T02:00:19.142546] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 5.3s | Global ETA: 1h 45m 5s [2025-11-22T02:00:19.143451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:19.143514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:19.148291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:19.204375] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:19.227959] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 9.4s | Global ETA: 1h 45m 6s [2025-11-22T02:00:19.229076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:19.229143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:19.234141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:19.236010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:19.236499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:19.238122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:19.239670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:19.281896] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 1.17% [2025-11-22T02:00:19.290595] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:19.292357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:19.301458] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.74%, Actual: 1.75% [2025-11-22T02:00:19.455363] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.18% [2025-11-22T02:00:19.470886] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 0.48% [2025-11-22T02:00:19.628361] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 0.77% [2025-11-22T02:00:19.639296] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 3.14% [2025-11-22T02:00:19.802753] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 0.45% [2025-11-22T02:00:19.812614] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 0.75% [2025-11-22T02:00:19.830736] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 8.7s | Global ETA: 1h 45m 8s [2025-11-22T02:00:19.831889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:19.831955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:19.837219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:19.839080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:19.839597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:19.841225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:19.843356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:19.868774] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.80% | Symbol ETA: 4.5s | Global ETA: 1h 45m 8s [2025-11-22T02:00:19.869702] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:19.869764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:19.874675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:19.930016] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:19.976421] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 0.38% [2025-11-22T02:00:19.983688] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.45%, Actual: 0.18% [2025-11-22T02:00:19.983898] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.6541% [2025-11-22T02:00:19.983983] [INFO ] [main ] IIIN: DISCARDED add_volatility_decay_ratio (score: 44.65%) [2025-11-22T02:00:19.984027] [INFO ] [main ] IIIN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:00:19.984060] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:00:19.984095] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:19.995592] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:19.997051] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:19.997118] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:20.018450] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:20.020286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:20.128006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:20.129546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:20.131409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:20.131923] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:20.133027] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:20.135098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:20.150074] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 3.46% [2025-11-22T02:00:20.322796] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 1.98% [2025-11-22T02:00:20.444142] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -2.58% | Symbol ETA: 8.0s | Global ETA: 1h 45m 10s [2025-11-22T02:00:20.445302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:20.445371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:20.450670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:20.452596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:20.453131] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:20.454809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:20.456412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:20.498214] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 0.56% [2025-11-22T02:00:20.498454] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 44.2858% [2025-11-22T02:00:20.498560] [INFO ] [main ] GPI: DISCARDED add_prior_mag_lag (score: 44.29%) [2025-11-22T02:00:20.498605] [INFO ] [main ] GPI: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:00:20.498658] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_overlap_v_prior_day'] [2025-11-22T02:00:20.498699] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:20.513307] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:20.514696] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:20.514778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:20.519759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:20.521699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:20.522207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:20.522599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:20.611894] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 3.7s | Global ETA: 1h 45m 11s [2025-11-22T02:00:20.612830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:20.612893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:20.617868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:20.656133] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:20.658590] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:20.661392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:20.673376] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:20.746616] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 7.7s | Global ETA: 1h 45m 11s [2025-11-22T02:00:20.747672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:20.747740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:20.764331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:20.769119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:20.883175] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:20.884881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:20.886899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:20.887496] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:20.888689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:20.890931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:21.069263] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 7.4s | Global ETA: 1h 45m 12s [2025-11-22T02:00:21.070383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:21.070449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:21.075395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:21.077291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:21.077823] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:21.079503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:21.081151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:21.336679] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.83% | Symbol ETA: 3.0s | Global ETA: 1h 45m 13s [2025-11-22T02:00:21.337606] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:21.337688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:21.342390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:21.355630] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 3.55% | Symbol ETA: 12.5s | Global ETA: 1h 45m 13s [2025-11-22T02:00:21.357281] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:21.357348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:21.362188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:21.364075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:21.364559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:21.364968] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:21.398247] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:21.488519] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:21.490102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:21.491715] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:21.493979] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:21.496582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:21.516580] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 7.1s | Global ETA: 1h 45m 14s [2025-11-22T02:00:21.517610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:21.517703] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:21.649354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:21.651334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:21.653207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:21.653723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:21.654826] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:21.656928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:21.692280] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 6.8s | Global ETA: 1h 45m 15s [2025-11-22T02:00:21.693463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:21.693531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:21.699068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:21.701205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:21.701781] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:21.703600] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:21.705286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.057207] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 2.2s | Global ETA: 1h 45m 16s [2025-11-22T02:00:22.058145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:22.061989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:22.066740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:22.121684] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:22.188585] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.30% | Symbol ETA: 11.6s | Global ETA: 1h 45m 17s [2025-11-22T02:00:22.189546] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:22.189612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:22.194420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:22.196305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:22.196810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:22.197225] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:22.206487] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:22.208197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.272368] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.19% | Symbol ETA: 6.3s | Global ETA: 1h 45m 17s [2025-11-22T02:00:22.273383] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:22.273448] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:22.315218] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.37% | Symbol ETA: 6.1s | Global ETA: 1h 45m 17s [2025-11-22T02:00:22.316322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:22.316390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:22.321579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:22.322335] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:22.323520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:22.324046] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:22.324595] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:22.325760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:22.327151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.327432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.398460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:22.400025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:22.401832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:22.402309] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:22.403396] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:22.405460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.775611] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 1.5s | Global ETA: 1h 45m 19s [2025-11-22T02:00:22.776549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:22.776613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:22.781635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:22.840977] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:22.925243] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 5.5s | Global ETA: 1h 45m 19s [2025-11-22T02:00:22.926321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:22.926388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:22.930633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:22.931861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:22.932437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:22.933980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:22.934514] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:22.936186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:22.937859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:23.016132] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 10.7s | Global ETA: 1h 45m 20s [2025-11-22T02:00:23.017196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:23.017269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:23.017510] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 5.5s | Global ETA: 1h 45m 20s [2025-11-22T02:00:23.018430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:23.018511] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:23.022444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:23.024444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:23.025005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:23.025396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:23.142530] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:23.144032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:23.145825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:23.146320] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:23.147473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:23.149490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:23.150260] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:23.152489] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:23.154991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:23.504510] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.90% | Symbol ETA: 0.8s | Global ETA: 1h 45m 22s [2025-11-22T02:00:23.545067] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 4.9s | Global ETA: 1h 45m 22s [2025-11-22T02:00:23.546154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:23.546221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:23.551220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:23.553276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:23.553824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:23.555484] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:00:23.557061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:23.682119] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -6.15%, Actual: 0.22% [2025-11-22T02:00:23.768038] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 4.8s | Global ETA: 1h 45m 23s [2025-11-22T02:00:23.769031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:23.769121] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:23.841305] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.64% | Symbol ETA: 9.9s | Global ETA: 1h 45m 23s [2025-11-22T02:00:23.842212] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:23.842276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:23.847080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:23.849362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:23.849892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:23.850278] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:23.857781] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.34% [2025-11-22T02:00:23.902221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:23.903879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:23.905762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:23.906409] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:23.907596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:23.909875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:23.976455] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:23.978787] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:23.981353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:24.030571] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.93% [2025-11-22T02:00:24.161896] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 4.3s | Global ETA: 1h 45m 24s [2025-11-22T02:00:24.204574] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 2.52% [2025-11-22T02:00:24.340735] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 1.87% [2025-11-22T02:00:24.379174] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.80%, Actual: 1.38% [2025-11-22T02:00:24.514110] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 2.76% [2025-11-22T02:00:24.555094] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.96% [2025-11-22T02:00:24.558154] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 4.0s | Global ETA: 1h 45m 26s [2025-11-22T02:00:24.559121] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:24.559187] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:24.659212] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -3.88% | Symbol ETA: 9.0s | Global ETA: 1h 45m 26s [2025-11-22T02:00:24.660175] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:24.660238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:24.665106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:24.666936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:24.667441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:24.667845] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:24.688410] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.00% [2025-11-22T02:00:24.692500] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:24.694136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:24.696062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:24.696597] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:24.697773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:24.700001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:24.729746] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.83%, Actual: 3.26% [2025-11-22T02:00:24.793450] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:24.795819] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:24.798462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:24.863451] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -2.58%, Actual: 1.77% [2025-11-22T02:00:24.901669] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.99%, Actual: 0.99% [2025-11-22T02:00:25.049812] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.28% [2025-11-22T02:00:25.077124] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.50% [2025-11-22T02:00:25.231938] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.08% [2025-11-22T02:00:25.251003] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.90%, Actual: 0.79% [2025-11-22T02:00:25.251220] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 47.8513% [2025-11-22T02:00:25.251320] [INFO ] [main ] ADT: DISCARDED add_volume_dispersion (score: 47.85%) [2025-11-22T02:00:25.251413] [INFO ] [main ] ADT: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:00:25.251448] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_flow_differentials'] [2025-11-22T02:00:25.251485] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:25.263666] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:25.265050] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:25.265112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:25.270017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:25.324868] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 3.3s | Global ETA: 1h 45m 28s [2025-11-22T02:00:25.325786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:25.325853] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:25.329532] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:25.413556] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 0.96% [2025-11-22T02:00:25.422275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:25.425383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:25.450029] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:25.451672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:25.453481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:25.453983] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:25.455068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:25.457062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:25.478753] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 8.2s | Global ETA: 1h 45m 29s [2025-11-22T02:00:25.479711] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:25.479775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:25.484566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:25.486419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:25.486923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:25.487334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:25.592776] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.16%, Actual: 0.48% [2025-11-22T02:00:25.618025] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:25.621164] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:25.623762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:25.775684] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.79%, Actual: 2.51% [2025-11-22T02:00:25.957360] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 1.25% [2025-11-22T02:00:25.957629] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 39.4767% [2025-11-22T02:00:25.957771] [INFO ] [main ] KRP: DISCARDED add_prior_mag_lag (score: 39.48%) [2025-11-22T02:00:25.957828] [INFO ] [main ] KRP: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:00:25.957862] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_overlap_v_prior_day'] [2025-11-22T02:00:25.957902] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:25.975231] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:25.977002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:25.977070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:25.982561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:25.984571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:25.985107] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:25.986818] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:25.989215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:26.021720] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.14% | Symbol ETA: 7.4s | Global ETA: 1h 45m 31s [2025-11-22T02:00:26.022622] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:26.022705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:26.027581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:26.069193] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 2.5s | Global ETA: 1h 45m 31s [2025-11-22T02:00:26.070126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:26.070192] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:26.084784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:26.171850] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:26.174983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:26.193919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:26.195456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:26.197289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:26.197824] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:26.198905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:26.200944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:26.323456] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 7.4s | Global ETA: 1h 45m 32s [2025-11-22T02:00:26.324388] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:26.324452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:26.329383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:26.331298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:26.331817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:26.332202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:26.456310] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:26.458610] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:26.461166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:26.601766] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.90% | Symbol ETA: 9.5s | Global ETA: 1h 45m 33s [2025-11-22T02:00:26.602986] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:26.603063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:26.609815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:26.612955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:26.613774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:26.616295] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:26.624700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:26.769049] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -2.04% | Symbol ETA: 6.6s | Global ETA: 1h 45m 34s [2025-11-22T02:00:26.769982] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:26.770488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:26.778612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:26.823009] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 1.7s | Global ETA: 1h 45m 34s [2025-11-22T02:00:26.824393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:00:26.824491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:26.842249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:26.968746] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:26.972480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:27.008862] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:27.011216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:27.014022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:27.014784] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:00:27.016334] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:00:27.019277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:27.315867] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.50% | Symbol ETA: 6.6s | Global ETA: 1h 45m 36s [2025-11-22T02:00:27.317215] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:27.317295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:27.323944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:27.326547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:27.327309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:27.327856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:27.431638] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 9.7s | Global ETA: 1h 45m 36s [2025-11-22T02:00:27.432759] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:27.432830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:27.438885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:27.441532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:27.442220] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:27.444408] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:27.447666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:27.503430] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:27.506617] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:27.510205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:27.787978] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 6.4s | Global ETA: 1h 45m 38s [2025-11-22T02:00:27.788945] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:27.789010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:27.794622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:27.827779] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 1.0s | Global ETA: 1h 45m 38s [2025-11-22T02:00:27.854386] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:27.947910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:27.951119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:28.006842] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 0.65% [2025-11-22T02:00:28.098993] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.39% | Symbol ETA: 8.9s | Global ETA: 1h 45m 39s [2025-11-22T02:00:28.099961] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:28.100027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:28.104963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:28.106759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:28.107272] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:28.108886] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:28.111168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:28.172382] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.40% [2025-11-22T02:00:28.233501] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.82% | Symbol ETA: 5.7s | Global ETA: 1h 45m 39s [2025-11-22T02:00:28.234406] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:28.234472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:28.239340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:28.241149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:28.241661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:28.242242] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:28.354743] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 0.25% [2025-11-22T02:00:28.366040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:28.368273] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:28.370747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:28.520278] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.26% [2025-11-22T02:00:28.540425] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 5.5s | Global ETA: 1h 45m 40s [2025-11-22T02:00:28.541458] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:28.541521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:28.546334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:28.602167] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:28.687795] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:28.688254] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 2.72% [2025-11-22T02:00:28.690779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:28.700738] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 8.0s | Global ETA: 1h 45m 41s [2025-11-22T02:00:28.701581] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:28.701669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:28.706383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:28.708181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:28.708674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:28.710269] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:28.712575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:28.854752] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 1.75% [2025-11-22T02:00:29.022335] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 0.48% [2025-11-22T02:00:29.035544] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 4.9s | Global ETA: 1h 45m 42s [2025-11-22T02:00:29.189695] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 3.14% [2025-11-22T02:00:29.204173] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 3.55%, Actual: 1.90% [2025-11-22T02:00:29.274908] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 4.6s | Global ETA: 1h 45m 43s [2025-11-22T02:00:29.275825] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:29.275888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:29.280775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:29.283682] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 7.2s | Global ETA: 1h 45m 43s [2025-11-22T02:00:29.284545] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:29.284606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:29.289361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:29.291132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:29.291593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:29.293186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:29.295460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:29.340920] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:29.356160] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.75% [2025-11-22T02:00:29.370944] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 1.03% [2025-11-22T02:00:29.429771] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:29.432882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:29.522073] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.18% [2025-11-22T02:00:29.522274] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 40.8146% [2025-11-22T02:00:29.522362] [INFO ] [main ] IIIN: DISCARDED add_volatility_state_percentiles (score: 40.81%) [2025-11-22T02:00:29.522405] [INFO ] [main ] IIIN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:00:29.522806] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_volume_dispersion'] [2025-11-22T02:00:29.522845] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:29.535291] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:29.536713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:29.536776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:29.537004] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.74%, Actual: 1.17% [2025-11-22T02:00:29.663090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:29.664539] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:29.665979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:29.705255] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.64%, Actual: 0.18% [2025-11-22T02:00:29.870202] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -3.88%, Actual: 0.77% [2025-11-22T02:00:29.871203] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 6.5s | Global ETA: 1h 45m 45s [2025-11-22T02:00:29.872093] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:29.872157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:29.876890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:29.878688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:29.879159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:29.880789] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:29.883128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.000489] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 3.7s | Global ETA: 1h 45m 46s [2025-11-22T02:00:30.001396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:30.001457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:30.006162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:30.035713] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 0.45% [2025-11-22T02:00:30.061327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:30.144819] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:30.147594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.200415] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.38% [2025-11-22T02:00:30.261281] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 7.3s | Global ETA: 1h 45m 47s [2025-11-22T02:00:30.262174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:30.262247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:30.364923] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 3.46% [2025-11-22T02:00:30.386780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:30.388328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:30.391767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.472522] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.33% | Symbol ETA: 5.8s | Global ETA: 1h 45m 48s [2025-11-22T02:00:30.473459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:30.473521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:30.478272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:30.480007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:30.480467] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:30.482071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:30.484410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.533677] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 1.98% [2025-11-22T02:00:30.699341] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 0.56% [2025-11-22T02:00:30.699531] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 54.3879% [2025-11-22T02:00:30.699613] [INFO ] [main ] GPI: DISCARDED add_range_overlap_v_prior_day (score: 54.39%) [2025-11-22T02:00:30.699675] [INFO ] [main ] GPI: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:00:30.699752] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency'] [2025-11-22T02:00:30.699791] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:30.713025] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 2.9s | Global ETA: 1h 45m 49s [2025-11-22T02:00:30.713479] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:30.713909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:30.713972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:30.714725] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:30.714789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:30.718784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:30.719544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:30.721298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:30.721788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:30.722168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:30.774295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:30.847603] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:30.849625] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:30.851743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.856624] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:30.859379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:30.986479] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.34% | Symbol ETA: 6.6s | Global ETA: 1h 45m 50s [2025-11-22T02:00:30.987386] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:30.987449] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:31.056435] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.85% | Symbol ETA: 5.2s | Global ETA: 1h 45m 50s [2025-11-22T02:00:31.057353] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:31.057416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:31.062186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:31.063932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:31.064389] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:31.065994] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:31.068322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:31.111613] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:31.113170] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:31.114604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:31.419940] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 2.1s | Global ETA: 1h 45m 51s [2025-11-22T02:00:31.420857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:31.420919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:31.425818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:31.481450] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:31.508197] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 11.7s | Global ETA: 1h 45m 52s [2025-11-22T02:00:31.509119] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:31.509183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:31.513919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:31.515668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:31.516145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:31.516526] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:31.564893] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:31.567704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:31.640620] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:31.642610] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:31.644738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:31.645885] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.75% | Symbol ETA: 4.5s | Global ETA: 1h 45m 52s [2025-11-22T02:00:31.646772] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:31.646834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:31.651901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:31.653686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:31.654178] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:31.655874] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:00:31.658325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:31.739729] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.69% | Symbol ETA: 5.9s | Global ETA: 1h 45m 52s [2025-11-22T02:00:31.740766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:31.740844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:31.878613] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:31.880258] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:31.881869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:32.131756] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 1.3s | Global ETA: 1h 45m 54s [2025-11-22T02:00:32.132661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:32.132724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:32.137474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:32.191024] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:32.253878] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 3.9s | Global ETA: 1h 45m 54s [2025-11-22T02:00:32.277340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:32.280058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:32.310756] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 10.9s | Global ETA: 1h 45m 55s [2025-11-22T02:00:32.311629] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:32.311713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:32.316439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:32.318237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:32.318727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:32.319131] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:32.430495] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.90%, Actual: 1.87% [2025-11-22T02:00:32.444530] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:32.446813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:32.449173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:32.509769] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 5.3s | Global ETA: 1h 45m 55s [2025-11-22T02:00:32.510788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:32.510853] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:32.604527] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 2.76% [2025-11-22T02:00:32.643417] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:32.645023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:32.646530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:32.773618] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.00% [2025-11-22T02:00:32.839258] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.76% | Symbol ETA: 0.6s | Global ETA: 1h 45m 57s [2025-11-22T02:00:32.939204] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.77% [2025-11-22T02:00:33.004481] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.14%, Actual: 0.22% [2025-11-22T02:00:33.119063] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.28% [2025-11-22T02:00:33.161733] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 10.2s | Global ETA: 1h 45m 58s [2025-11-22T02:00:33.162602] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:33.162699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:33.167432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:33.168579] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -2.04%, Actual: 0.34% [2025-11-22T02:00:33.169175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:33.169634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:33.170036] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:33.265454] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 4.5s | Global ETA: 1h 45m 58s [2025-11-22T02:00:33.266375] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:33.266439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:33.287664] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.08% [2025-11-22T02:00:33.292232] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:33.294324] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:33.296473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:33.332744] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.93% [2025-11-22T02:00:33.392544] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:33.394123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:33.395594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:33.457716] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.33%, Actual: 0.96% [2025-11-22T02:00:33.501379] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 2.52% [2025-11-22T02:00:33.650841] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 0.48% [2025-11-22T02:00:33.666712] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 1.38% [2025-11-22T02:00:33.818752] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.75%, Actual: 2.51% [2025-11-22T02:00:33.832266] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 1.96% [2025-11-22T02:00:33.966893] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 9.4s | Global ETA: 1h 46m 1s [2025-11-22T02:00:33.967810] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:33.967875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:33.972576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:33.974325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:33.974833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:33.975213] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:33.986196] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 1.25% [2025-11-22T02:00:33.986400] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 37.3872% [2025-11-22T02:00:33.986488] [INFO ] [main ] KRP: DISCARDED add_range_overlap_v_prior_day (score: 37.39%) [2025-11-22T02:00:33.986532] [INFO ] [main ] KRP: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:00:33.986564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_volume_efficiency'] [2025-11-22T02:00:33.986600] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:33.997834] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 3.26% [2025-11-22T02:00:34.001086] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:34.002403] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:34.002465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:34.007417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:34.009300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:34.009790] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:34.011376] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:34.013445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.016073] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.36% | Symbol ETA: 3.8s | Global ETA: 1h 46m 1s [2025-11-22T02:00:34.016957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:34.017019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:34.104709] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:34.107165] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:34.109342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.140055] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:34.141550] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:34.143035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.165999] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.71%, Actual: 0.99% [2025-11-22T02:00:34.333013] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 1.50% [2025-11-22T02:00:34.499024] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.76%, Actual: 0.79% [2025-11-22T02:00:34.499181] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 49.9780% [2025-11-22T02:00:34.499282] [INFO ] [main ] ADT: DISCARDED add_volume_flow_differentials (score: 49.98%) [2025-11-22T02:00:34.499324] [INFO ] [main ] ADT: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:00:34.499356] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_pressure_into_close'] [2025-11-22T02:00:34.499390] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:34.510553] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:34.511966] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:34.512027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:34.516925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:34.574485] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:34.592366] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.06% | Symbol ETA: 8.9s | Global ETA: 1h 46m 3s [2025-11-22T02:00:34.593298] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:34.593360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:34.598148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:34.599879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:34.600336] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:34.601927] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:34.603981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.659682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:34.661346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.737765] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.81% | Symbol ETA: 3.0s | Global ETA: 1h 46m 4s [2025-11-22T02:00:34.738676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:34.738743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:34.773960] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 8.6s | Global ETA: 1h 46m 4s [2025-11-22T02:00:34.774848] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:34.775093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:34.780089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:34.781832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:34.782291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:34.782706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:34.860796] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:34.862335] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:34.863779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:34.905712] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:34.908000] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:34.910263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.174282] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 8.3s | Global ETA: 1h 46m 5s [2025-11-22T02:00:35.175193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:35.175256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:35.180054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:35.181800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:35.182261] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:35.183853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:35.185900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.222199] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.50% | Symbol ETA: 6.8s | Global ETA: 1h 46m 5s [2025-11-22T02:00:35.223091] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:35.223153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:35.227971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:35.283884] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:35.371681] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:35.373364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.455018] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.93% | Symbol ETA: 2.3s | Global ETA: 1h 46m 6s [2025-11-22T02:00:35.455934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:35.455995] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:35.575705] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 7.8s | Global ETA: 1h 46m 7s [2025-11-22T02:00:35.576601] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:35.576691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:35.577431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:35.579003] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:35.580446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.581554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:35.583371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:35.583851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:35.584238] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:35.708365] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:35.710621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:35.712889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.769269] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 7.7s | Global ETA: 1h 46m 8s [2025-11-22T02:00:35.770164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:35.770226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:35.774955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:35.776677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:35.777170] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:35.778795] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:35.780806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:35.937243] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 6.1s | Global ETA: 1h 46m 8s [2025-11-22T02:00:35.938165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:35.938227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:35.942981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:35.998754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:36.083315] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:36.084942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:36.170179] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.81% | Symbol ETA: 1.5s | Global ETA: 1h 46m 9s [2025-11-22T02:00:36.171075] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:36.171138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:36.291690] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:36.293150] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:00:36.294577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:36.347465] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 7.1s | Global ETA: 1h 46m 10s [2025-11-22T02:00:36.348356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:36.348418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:36.353350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:36.355124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:36.355581] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:36.357211] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:36.359253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:36.394116] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 7.0s | Global ETA: 1h 46m 10s [2025-11-22T02:00:36.395066] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:36.395132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:36.399948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:36.401762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:36.402236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:36.402622] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:36.524664] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:36.526920] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:36.529109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:36.645540] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 5.3s | Global ETA: 1h 46m 11s [2025-11-22T02:00:36.646422] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:36.646483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:36.651245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:36.707116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:36.792228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:36.793957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:36.878469] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 0.8s | Global ETA: 1h 46m 12s [2025-11-22T02:00:36.932492] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 6.5s | Global ETA: 1h 46m 12s [2025-11-22T02:00:36.933383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:36.933444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:36.938324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:36.940159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:36.940670] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:36.942286] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:36.944430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:37.045074] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.65% [2025-11-22T02:00:37.193071] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 6.2s | Global ETA: 1h 46m 13s [2025-11-22T02:00:37.193954] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:37.194018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:37.198777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:37.200498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:37.200987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:37.201368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:37.211027] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 0.40% [2025-11-22T02:00:37.327627] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:37.329923] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:37.332206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:37.371981] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 4.7s | Global ETA: 1h 46m 14s [2025-11-22T02:00:37.372898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:37.372960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:37.376859] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.69%, Actual: 0.25% [2025-11-22T02:00:37.377871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:37.434350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:37.516436] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 5.9s | Global ETA: 1h 46m 14s [2025-11-22T02:00:37.517336] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:37.517398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:37.522295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:37.523191] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:37.524077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:37.524536] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:37.525218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:37.526166] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:37.528244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:37.544324] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 1.26% [2025-11-22T02:00:37.710151] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 2.72% [2025-11-22T02:00:37.876305] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.36%, Actual: 1.75% [2025-11-22T02:00:38.003109] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.98% | Symbol ETA: 5.3s | Global ETA: 1h 46m 16s [2025-11-22T02:00:38.004765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:38.004828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:38.009639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:38.011404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:38.011898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:38.012277] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:38.041972] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.81%, Actual: 0.48% [2025-11-22T02:00:38.108215] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.99% | Symbol ETA: 5.3s | Global ETA: 1h 46m 16s [2025-11-22T02:00:38.104853] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 4.0s | Global ETA: 1h 46m 16s [2025-11-22T02:00:38.109106] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:38.109169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:38.109340] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:38.109405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:38.113986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:38.114345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:38.115742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:38.116223] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:38.117869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:38.119918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:38.133825] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:38.136031] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:38.138202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:38.172261] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:38.208038] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.93%, Actual: 3.14% [2025-11-22T02:00:38.258323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:38.260277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:38.373564] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.81%, Actual: 0.75% [2025-11-22T02:00:38.539913] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.48%, Actual: 0.18% [2025-11-22T02:00:38.540130] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 38.5214% [2025-11-22T02:00:38.540216] [INFO ] [main ] IIIN: DISCARDED add_volume_dispersion (score: 38.52%) [2025-11-22T02:00:38.540261] [INFO ] [main ] IIIN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:00:38.540294] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_volume_flow_differentials'] [2025-11-22T02:00:38.540328] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:38.551417] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:38.552666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:38.552731] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:38.677067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:38.678562] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:38.681348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:38.690075] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 4.7s | Global ETA: 1h 46m 18s [2025-11-22T02:00:38.690964] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:38.691026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:38.695885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:38.697674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:38.698166] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:38.699789] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:38.701784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:38.801349] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -2.46% | Symbol ETA: 4.5s | Global ETA: 1h 46m 19s [2025-11-22T02:00:38.835345] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 3.3s | Global ETA: 1h 46m 19s [2025-11-22T02:00:38.836259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:38.836323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:38.841260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:38.897740] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:38.967856] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 1.90% [2025-11-22T02:00:38.983046] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:38.985030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:39.132953] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 1.03% [2025-11-22T02:00:39.276551] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 4.2s | Global ETA: 1h 46m 21s [2025-11-22T02:00:39.277471] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:39.277455] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 7.1s | Global ETA: 1h 46m 21s [2025-11-22T02:00:39.277533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:39.278338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:39.278402] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:39.282256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:39.283979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:39.284433] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:39.286025] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:00:39.288066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:39.297429] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 1.17% [2025-11-22T02:00:39.401120] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:39.402698] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:39.405482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:39.462630] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.18% [2025-11-22T02:00:39.557022] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2.5s | Global ETA: 1h 46m 22s [2025-11-22T02:00:39.557981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:39.558046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:39.562919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:39.619303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:39.630494] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.77% [2025-11-22T02:00:39.710068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:39.712517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:39.796844] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 0.45% [2025-11-22T02:00:39.863787] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 3.6s | Global ETA: 1h 46m 23s [2025-11-22T02:00:39.962199] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 0.38% [2025-11-22T02:00:40.002853] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 6.4s | Global ETA: 1h 46m 23s [2025-11-22T02:00:40.003789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:40.003856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:40.033282] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 1.87% [2025-11-22T02:00:40.126717] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 3.46% [2025-11-22T02:00:40.127623] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:40.129116] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:40.131910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:40.201084] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 2.76% [2025-11-22T02:00:40.293105] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.98%, Actual: 1.98% [2025-11-22T02:00:40.299079] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 1.8s | Global ETA: 1h 46m 25s [2025-11-22T02:00:40.300034] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:40.300097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:40.305035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:40.360069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:40.365275] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.00% [2025-11-22T02:00:40.449187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:40.451300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:40.457464] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -2.46%, Actual: 0.56% [2025-11-22T02:00:40.457610] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 34.9328% [2025-11-22T02:00:40.457714] [INFO ] [main ] GPI: DISCARDED add_range_volume_efficiency (score: 34.93%) [2025-11-22T02:00:40.457758] [INFO ] [main ] GPI: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:00:40.457793] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:00:40.457835] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:40.471702] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:40.473113] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:40.473176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:40.477966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:40.479759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:40.480224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:40.480603] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:40.533483] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 1.77% [2025-11-22T02:00:40.605175] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:40.607180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:40.611024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:40.707930] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.28% [2025-11-22T02:00:40.738333] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -5.83% | Symbol ETA: 5.7s | Global ETA: 1h 46m 26s [2025-11-22T02:00:40.739279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:40.739344] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:40.876407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:40.878468] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:40.881791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:40.886188] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 0.08% [2025-11-22T02:00:41.027973] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 1.1s | Global ETA: 1h 46m 27s [2025-11-22T02:00:41.028895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:41.028955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:41.033694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:41.068529] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.99%, Actual: 0.96% [2025-11-22T02:00:41.089042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:41.172473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:41.174168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:41.247941] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 0.48% [2025-11-22T02:00:41.268252] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.12% | Symbol ETA: 11.1s | Global ETA: 1h 46m 28s [2025-11-22T02:00:41.269164] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:41.269229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:41.273941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:41.275664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:41.276127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:41.276507] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:41.401544] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:41.403560] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:41.407471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:41.422383] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 2.51% [2025-11-22T02:00:41.505585] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 5.0s | Global ETA: 1h 46m 29s [2025-11-22T02:00:41.506900] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:41.506963] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:41.595807] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 1.25% [2025-11-22T02:00:41.596034] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.7164% [2025-11-22T02:00:41.596128] [INFO ] [main ] KRP: DISCARDED add_range_volume_efficiency (score: 36.72%) [2025-11-22T02:00:41.596173] [INFO ] [main ] KRP: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:00:41.596210] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:00:41.596246] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:41.610730] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:41.612182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:41.612245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:41.617375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:41.619435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:41.619956] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:41.621680] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:41.625699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:41.631208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:41.632669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:41.635456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:41.797328] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 0.4s | Global ETA: 1h 46m 30s [2025-11-22T02:00:41.964945] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.50%, Actual: 0.22% [2025-11-22T02:00:42.070618] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -2.96% | Symbol ETA: 10.3s | Global ETA: 1h 46m 31s [2025-11-22T02:00:42.071517] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:42.071580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:42.076324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:42.078096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:42.078555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:42.078961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:42.133711] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 0.34% [2025-11-22T02:00:42.200874] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:42.202841] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:42.206614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:42.232768] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.07% | Symbol ETA: 4.2s | Global ETA: 1h 46m 32s [2025-11-22T02:00:42.233673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:42.233735] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:42.250152] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.13% | Symbol ETA: 8.8s | Global ETA: 1h 46m 32s [2025-11-22T02:00:42.251308] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:42.251384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:42.257992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:42.259850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:42.260326] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:42.261958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:42.265828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:42.301893] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 0.93% [2025-11-22T02:00:42.358098] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:42.359616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:42.362462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:42.469991] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 2.52% [2025-11-22T02:00:42.638010] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 1.38% [2025-11-22T02:00:42.804709] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.63%, Actual: 1.96% [2025-11-22T02:00:42.852977] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.56% | Symbol ETA: 8.1s | Global ETA: 1h 46m 34s [2025-11-22T02:00:42.853913] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:42.853976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:42.859015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:42.860810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:42.861288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:42.862990] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:42.867003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:42.889770] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.98% | Symbol ETA: 9.6s | Global ETA: 1h 46m 34s [2025-11-22T02:00:42.890682] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:42.890746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:42.895431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:42.897188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:42.897670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:42.898055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:42.961198] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 6.27% | Symbol ETA: 3.5s | Global ETA: 1h 46m 35s [2025-11-22T02:00:42.962223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:42.962289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:42.972395] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 3.26% [2025-11-22T02:00:43.021472] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:43.023443] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:43.027334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:43.084986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:43.086479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:43.089273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:43.138248] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.38%, Actual: 0.99% [2025-11-22T02:00:43.304281] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 2.26%, Actual: 1.50% [2025-11-22T02:00:43.460768] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 7.4s | Global ETA: 1h 46m 36s [2025-11-22T02:00:43.461633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:43.461717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:43.466474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:43.468248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:43.468775] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:43.470348] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:43.474096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:43.487541] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.79% [2025-11-22T02:00:43.487720] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 38.5643% [2025-11-22T02:00:43.487860] [INFO ] [main ] ADT: DISCARDED add_volume_pressure_into_close (score: 38.56%) [2025-11-22T02:00:43.487903] [INFO ] [main ] ADT: Testing feature 52/53: add_volume_zscore [2025-11-22T02:00:43.487934] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_volume_zscore'] [2025-11-22T02:00:43.487970] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:43.499315] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:43.500828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:43.500890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:43.505699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:43.561974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:43.650217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:43.655387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:43.689014] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 2.8s | Global ETA: 1h 46m 37s [2025-11-22T02:00:43.689951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:43.690019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:43.691133] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.21% | Symbol ETA: 8.8s | Global ETA: 1h 46m 37s [2025-11-22T02:00:43.692016] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:43.692079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:43.696849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:43.698602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:43.699087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:43.699467] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:43.819661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:43.821127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:43.823987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:43.824886] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:43.826949] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:43.830923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:44.056432] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 6.8s | Global ETA: 1h 46m 39s [2025-11-22T02:00:44.057448] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:44.057513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:44.062462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:44.064324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:44.064815] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:44.066432] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:44.070324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:44.247432] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -4.28% | Symbol ETA: 6.9s | Global ETA: 1h 46m 39s [2025-11-22T02:00:44.248411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:44.248474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:44.253579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:44.312440] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:44.405022] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:44.407109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:44.480910] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.60% | Symbol ETA: 2.0s | Global ETA: 1h 46m 40s [2025-11-22T02:00:44.481826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:44.481888] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:44.484245] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 8.0s | Global ETA: 1h 46m 40s [2025-11-22T02:00:44.485146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:44.485210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:44.489952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:44.491679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:44.492139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:44.492519] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:44.609167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:44.610768] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:44.613544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:44.641370] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:44.643583] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:44.647663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:44.661529] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 6.1s | Global ETA: 1h 46m 41s [2025-11-22T02:00:44.662462] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:44.662527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:44.667600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:44.669457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:44.669991] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:44.671626] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:44.675588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.007956] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 6.2s | Global ETA: 1h 46m 42s [2025-11-22T02:00:45.008897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:45.008963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:45.013894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:45.070681] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:45.161151] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:45.163013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.223026] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 1.3s | Global ETA: 1h 46m 43s [2025-11-22T02:00:45.223988] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:45.224054] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:45.260406] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 5.5s | Global ETA: 1h 46m 43s [2025-11-22T02:00:45.261334] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:45.261395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:45.266189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:45.268031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:45.268494] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:45.270134] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:45.273941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.296830] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.39% | Symbol ETA: 7.2s | Global ETA: 1h 46m 43s [2025-11-22T02:00:45.297765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:45.297828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:45.302561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:45.304363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:45.304843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:45.305222] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:45.355440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:45.357069] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:00:45.359986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.428137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:45.430186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:45.434011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.743878] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 5.4s | Global ETA: 1h 46m 45s [2025-11-22T02:00:45.744781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:45.744843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:45.749776] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:45.806682] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:45.859798] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 4.9s | Global ETA: 1h 46m 45s [2025-11-22T02:00:45.860741] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:45.860812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:45.865666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:45.867500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:45.868046] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:45.869622] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:45.873480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.896676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:45.898782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:45.973736] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 1.81% | Symbol ETA: 0.6s | Global ETA: 1h 46m 46s [2025-11-22T02:00:46.096473] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 6.4s | Global ETA: 1h 46m 46s [2025-11-22T02:00:46.097384] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:46.097448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:46.102268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:46.104003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:46.104457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:46.104856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:46.150841] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.65% [2025-11-22T02:00:46.226359] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:46.228435] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:46.232357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:46.317984] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 0.40% [2025-11-22T02:00:46.456124] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 4.3s | Global ETA: 1h 46m 48s [2025-11-22T02:00:46.457037] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:46.457100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:46.461933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:46.463706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:46.464187] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:46.465773] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:46.469601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:46.482895] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -5.83%, Actual: 0.25% [2025-11-22T02:00:46.540951] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 4.7s | Global ETA: 1h 46m 48s [2025-11-22T02:00:46.541883] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:46.541948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:46.546709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:46.601301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:46.647851] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.26% [2025-11-22T02:00:46.686160] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:46.688086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:46.814592] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.07%, Actual: 2.72% [2025-11-22T02:00:46.881831] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 5.6s | Global ETA: 1h 46m 49s [2025-11-22T02:00:46.882710] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:46.882773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:46.887520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:46.889246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:46.889722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:46.890099] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:46.981010] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 6.27%, Actual: 1.75% [2025-11-22T02:00:47.013575] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:47.015906] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:47.020232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:47.115447] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 3.7s | Global ETA: 1h 46m 50s [2025-11-22T02:00:47.116382] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:47.116474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:47.121446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:47.123312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:47.123841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:47.125638] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:47.130044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:47.152714] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 0.48% [2025-11-22T02:00:47.314996] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 4.0s | Global ETA: 1h 46m 51s [2025-11-22T02:00:47.315911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:47.315975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:47.318460] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 3.14% [2025-11-22T02:00:47.320843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:47.377014] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:47.463969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:47.466000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:47.486329] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 0.75% [2025-11-22T02:00:47.655822] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 1.81%, Actual: 0.18% [2025-11-22T02:00:47.656020] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 46.2656% [2025-11-22T02:00:47.656102] [INFO ] [main ] IIIN: DISCARDED add_volume_flow_differentials (score: 46.27%) [2025-11-22T02:00:47.656143] [INFO ] [main ] IIIN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:00:47.656177] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_volume_pressure_into_close'] [2025-11-22T02:00:47.656211] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:47.668985] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:47.670402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:47.670464] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:47.688281] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.27% | Symbol ETA: 4.8s | Global ETA: 1h 46m 52s [2025-11-22T02:00:47.689150] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:47.689238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:47.693983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:47.695711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:47.696171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:47.696544] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:47.724728] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.04% | Symbol ETA: 3.1s | Global ETA: 1h 46m 52s [2025-11-22T02:00:47.796658] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:47.798162] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:47.799859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:47.818499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:47.820687] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:00:47.824669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:47.903856] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.13%, Actual: 1.87% [2025-11-22T02:00:48.040680] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 3.2s | Global ETA: 1h 46m 54s [2025-11-22T02:00:48.041623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:48.041706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:48.046862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:48.077015] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.56%, Actual: 2.76% [2025-11-22T02:00:48.104862] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:48.195684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:48.197767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:48.250476] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.72%, Actual: 0.00% [2025-11-22T02:00:48.422326] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.77% [2025-11-22T02:00:48.441444] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 2.23% | Symbol ETA: 7.3s | Global ETA: 1h 46m 55s [2025-11-22T02:00:48.442448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:48.442520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:48.485217] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 4.0s | Global ETA: 1h 46m 55s [2025-11-22T02:00:48.574796] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:48.576417] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:48.578311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:48.591500] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.28% [2025-11-22T02:00:48.652602] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 1.90% [2025-11-22T02:00:48.762348] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 0.08% [2025-11-22T02:00:48.769780] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 2.4s | Global ETA: 1h 46m 56s [2025-11-22T02:00:48.770690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:48.770751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:48.775442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:48.817628] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -2.96%, Actual: 1.03% [2025-11-22T02:00:48.831670] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:48.918603] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:48.920465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:48.932792] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.96% [2025-11-22T02:00:48.982618] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.98%, Actual: 1.17% [2025-11-22T02:00:49.108085] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.48% [2025-11-22T02:00:49.145522] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.21%, Actual: 0.18% [2025-11-22T02:00:49.181889] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 1.81% | Symbol ETA: 6.4s | Global ETA: 1h 46m 58s [2025-11-22T02:00:49.182778] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:49.182840] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:49.281358] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 2.51% [2025-11-22T02:00:49.309252] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.77% [2025-11-22T02:00:49.314083] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:49.315639] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:49.317479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:49.447734] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.04%, Actual: 1.25% [2025-11-22T02:00:49.447934] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 45.4603% [2025-11-22T02:00:49.448024] [INFO ] [main ] KRP: DISCARDED add_range_volume_efficiency_refinements (score: 45.46%) [2025-11-22T02:00:49.448068] [INFO ] [main ] KRP: Testing feature 39/53: add_regime [2025-11-22T02:00:49.448105] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime'] [2025-11-22T02:00:49.448140] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:49.461915] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:49.463190] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:49.463254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:49.468019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:49.469816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:49.470277] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:49.471856] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:49.475383] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.39%, Actual: 0.45% [2025-11-22T02:00:49.485529] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 1.7s | Global ETA: 1h 46m 59s [2025-11-22T02:00:49.486466] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:49.486530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:49.491807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:49.494963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:49.549686] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:49.637297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:49.639241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:49.642246] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 0.38% [2025-11-22T02:00:49.807996] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 3.46% [2025-11-22T02:00:49.918423] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.24% | Symbol ETA: 5.6s | Global ETA: 1h 47m 1s [2025-11-22T02:00:49.919341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:49.919403] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:49.975311] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.27%, Actual: 1.98% [2025-11-22T02:00:50.045878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:50.047398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:50.049240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.095850] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 8.6s | Global ETA: 1h 47m 1s [2025-11-22T02:00:50.096829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:50.096895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:50.101952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:50.103765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:50.104239] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:50.105951] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:50.126715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.141725] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -2.58%, Actual: 0.56% [2025-11-22T02:00:50.141876] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 40.9241% [2025-11-22T02:00:50.141954] [INFO ] [main ] GPI: DISCARDED add_range_volume_efficiency_refinements (score: 40.92%) [2025-11-22T02:00:50.141997] [INFO ] [main ] GPI: Testing feature 39/53: add_regime [2025-11-22T02:00:50.142031] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_regime'] [2025-11-22T02:00:50.142069] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:00:50.156019] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:50.157496] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:50.157560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:50.162424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:50.164190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:50.164673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:50.165195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:50.209903] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.35% | Symbol ETA: 0.9s | Global ETA: 1h 47m 2s [2025-11-22T02:00:50.210807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:50.210869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:50.215665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:50.270793] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:50.289608] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:50.291625] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:50.311395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.355291] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:50.357021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.659796] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: 2.56% | Symbol ETA: 4.8s | Global ETA: 1h 47m 3s [2025-11-22T02:00:50.660681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:50.660743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:50.729722] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 8.0s | Global ETA: 1h 47m 4s [2025-11-22T02:00:50.730688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:50.730753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:50.735714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:50.737580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:50.738077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:50.739754] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:50.760708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.792032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:50.793570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:50.795386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:50.944428] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 0.2s | Global ETA: 1h 47m 4s [2025-11-22T02:00:50.978986] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 11.0s | Global ETA: 1h 47m 5s [2025-11-22T02:00:50.980063] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:50.980128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:50.985131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:50.986878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:50.987355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:50.987759] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:51.110389] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:51.112351] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:51.114066] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -4.28%, Actual: 0.22% [2025-11-22T02:00:51.131728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:51.282483] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 0.34% [2025-11-22T02:00:51.336947] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 7.3s | Global ETA: 1h 47m 6s [2025-11-22T02:00:51.338552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:51.338749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:51.343738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:51.345546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:51.346032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:51.347599] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:51.366942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:51.403083] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 4.1s | Global ETA: 1h 47m 6s [2025-11-22T02:00:51.403993] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:51.404055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:51.452372] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.93% [2025-11-22T02:00:51.531596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:51.533061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:51.534815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:51.621220] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 2.52% [2025-11-22T02:00:51.790990] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 1.38% [2025-11-22T02:00:51.792674] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 10.1s | Global ETA: 1h 47m 8s [2025-11-22T02:00:51.793567] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:51.793632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:51.798423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:51.800145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:51.800600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:51.800998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:51.924891] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:51.926907] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:51.946625] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.57% | Symbol ETA: 6.6s | Global ETA: 1h 47m 8s [2025-11-22T02:00:51.947050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:51.947540] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:51.947603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:51.952385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:51.954170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:51.954663] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:51.956231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:51.958223] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 1.96% [2025-11-22T02:00:51.975967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:52.123905] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 3.26% [2025-11-22T02:00:52.162364] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 4.07% | Symbol ETA: 3.4s | Global ETA: 1h 47m 9s [2025-11-22T02:00:52.163252] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:52.163314] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:52.287148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:52.288548] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.99% [2025-11-22T02:00:52.288689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:52.290436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:52.454739] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 1.50% [2025-11-22T02:00:52.554836] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 1.14% | Symbol ETA: 6.0s | Global ETA: 1h 47m 10s [2025-11-22T02:00:52.555740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:52.555803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:52.560627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:52.562364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:52.562845] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:52.564415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:52.584470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:52.622018] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: -0.43%, Actual: 0.79% [2025-11-22T02:00:52.622221] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 45.7032% [2025-11-22T02:00:52.622307] [INFO ] [main ] ADT: DISCARDED add_volume_zscore (score: 45.70%) [2025-11-22T02:00:52.622350] [INFO ] [main ] ADT: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:00:52.622381] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile', 'add_vwap_deviations'] [2025-11-22T02:00:52.622416] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T02:00:52.633696] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:52.634982] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:52.635044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:52.639345] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 9.4s | Global ETA: 1h 47m 11s [2025-11-22T02:00:52.639958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:52.640231] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:52.640298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:52.645084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:52.646846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:52.647342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:52.647755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:52.695564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:52.771731] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:52.773812] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:52.781799] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:52.787558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:52.793344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:52.892405] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 2.6s | Global ETA: 1h 47m 12s [2025-11-22T02:00:52.893314] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:52.893376] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:53.022438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:53.023928] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:53.025689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:53.162493] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 5.4s | Global ETA: 1h 47m 13s [2025-11-22T02:00:53.163368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:53.163430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:53.168177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:53.169909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:53.170365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:53.171959] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:53.191415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:53.358892] [INFO ] [main ] ADT: Lookback Days: 2, Magnitude: -5.40% | Symbol ETA: 6.5s | Global ETA: 1h 47m 14s [2025-11-22T02:00:53.359848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:53.359912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:53.364985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:53.421604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:53.462390] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.46% | Symbol ETA: 8.5s | Global ETA: 1h 47m 14s [2025-11-22T02:00:53.463313] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:53.463379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:53.468203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:53.469944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:53.470410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:53.470815] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:53.511399] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:53.517486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:53.594063] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:53.596040] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:53.615858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:53.627625] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 1.9s | Global ETA: 1h 47m 15s [2025-11-22T02:00:53.628594] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:53.628677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:53.757810] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:53.759711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:53.761552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:53.766996] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.31% | Symbol ETA: 4.7s | Global ETA: 1h 47m 15s [2025-11-22T02:00:53.767937] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:53.768000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:53.772785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:53.774548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:53.775028] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:53.776602] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:53.796004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:54.094708] [INFO ] [main ] ADT: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 5.8s | Global ETA: 1h 47m 16s [2025-11-22T02:00:54.095660] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:54.095723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:54.100765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:54.156380] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:54.244849] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:54.250773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:54.285322] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 7.7s | Global ETA: 1h 47m 17s [2025-11-22T02:00:54.286218] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:54.286282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:54.291399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:54.293178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:54.293667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:54.294054] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:54.367098] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.40% | Symbol ETA: 1.1s | Global ETA: 1h 47m 17s [2025-11-22T02:00:54.368030] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:54.368094] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:54.373036] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 4.1s | Global ETA: 1h 47m 17s [2025-11-22T02:00:54.373949] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:54.374012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:54.378790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:54.380524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:54.381006] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:54.382607] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:54.402132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:54.418132] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:54.420195] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:54.439799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:54.492146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:54.493625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:00:54.495366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:54.828038] [INFO ] [main ] ADT: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 5.1s | Global ETA: 1h 47m 19s [2025-11-22T02:00:54.828973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:54.829034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:54.833803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:54.890822] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:54.975723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:54.984979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:55.002217] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 3.5s | Global ETA: 1h 47m 20s [2025-11-22T02:00:55.003120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:55.003184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:55.007955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:55.009687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:55.010159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:55.011761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:55.030836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:55.096974] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 2.42% | Symbol ETA: 0.4s | Global ETA: 1h 47m 20s [2025-11-22T02:00:55.098849] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -3.84% | Symbol ETA: 6.9s | Global ETA: 1h 47m 20s [2025-11-22T02:00:55.099741] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:55.099805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:55.104508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:55.106314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:55.106801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:55.107201] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:55.229828] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:55.231826] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:55.251533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:55.268086] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 0.65% [2025-11-22T02:00:55.439197] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 0.40% [2025-11-22T02:00:55.559535] [INFO ] [main ] ADT: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 4.4s | Global ETA: 1h 47m 22s [2025-11-22T02:00:55.560458] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:55.560521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:55.565419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:55.607407] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.24%, Actual: 0.25% [2025-11-22T02:00:55.608763] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 2.9s | Global ETA: 1h 47m 22s [2025-11-22T02:00:55.621873] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:55.712560] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:55.718937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:55.776848] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.87% [2025-11-22T02:00:55.781308] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 2.56%, Actual: 1.26% [2025-11-22T02:00:55.934190] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 6.0s | Global ETA: 1h 47m 23s [2025-11-22T02:00:55.935127] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:55.935210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:55.940297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:55.942317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:55.942830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:55.943232] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:55.948048] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 2.76% [2025-11-22T02:00:55.951263] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 2.72% [2025-11-22T02:00:56.071538] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:56.073883] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:56.094176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:56.118781] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.00% [2025-11-22T02:00:56.120579] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 1.75% [2025-11-22T02:00:56.289836] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 1.77% [2025-11-22T02:00:56.290109] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.48% [2025-11-22T02:00:56.320007] [INFO ] [main ] ADT: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 3.7s | Global ETA: 1h 47m 25s [2025-11-22T02:00:56.320977] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:56.321066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:56.326090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:56.383011] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:56.457902] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -1.87%, Actual: 3.14% [2025-11-22T02:00:56.463724] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.28% [2025-11-22T02:00:56.472372] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:56.478597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:56.623560] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 0.75% [2025-11-22T02:00:56.636427] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 0.08% [2025-11-22T02:00:56.749830] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 5.2s | Global ETA: 1h 47m 26s [2025-11-22T02:00:56.750740] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:56.750806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:56.755683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:56.757461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:56.757979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:56.758378] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:56.791398] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 2.42%, Actual: 0.18% [2025-11-22T02:00:56.791605] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 39.3770% [2025-11-22T02:00:56.791712] [INFO ] [main ] IIIN: DISCARDED add_volume_pressure_into_close (score: 39.38%) [2025-11-22T02:00:56.791756] [INFO ] [main ] IIIN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:00:56.791788] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_volume_zscore'] [2025-11-22T02:00:56.791821] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:00:56.803375] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:56.804748] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:56.804812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:56.807546] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.31%, Actual: 0.96% [2025-11-22T02:00:56.878674] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:56.880824] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:56.900131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:56.941067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:56.942712] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:56.944484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:56.976433] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 0.48% [2025-11-22T02:00:57.063488] [INFO ] [main ] ADT: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 3.0s | Global ETA: 1h 47m 27s [2025-11-22T02:00:57.064453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:57.064518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:57.069929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:57.127502] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:57.147843] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 2.51% [2025-11-22T02:00:57.218618] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:57.224876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:57.320622] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 1.25% [2025-11-22T02:00:57.320863] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 35.8996% [2025-11-22T02:00:57.320950] [INFO ] [main ] KRP: DISCARDED add_regime (score: 35.90%) [2025-11-22T02:00:57.320999] [INFO ] [main ] KRP: Testing feature 40/53: add_regime_flags [2025-11-22T02:00:57.321034] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime_flags'] [2025-11-22T02:00:57.321069] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:00:57.335373] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:00:57.336750] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:57.337182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:57.342080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:57.343970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:57.344444] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:57.346140] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:00:57.347205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:57.562429] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 4.4s | Global ETA: 1h 47m 29s [2025-11-22T02:00:57.563347] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:00:57.563411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:57.568130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:57.569945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:00:57.570111] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 7.1s | Global ETA: 1h 47m 29s [2025-11-22T02:00:57.570413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:00:57.570818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:57.571073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:57.571139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:57.692012] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:00:57.693964] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:00:57.702233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:57.703624] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:57.705335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:57.713393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:57.819664] [INFO ] [main ] ADT: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 2.2s | Global ETA: 1h 47m 30s [2025-11-22T02:00:57.820597] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:57.820680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:57.825854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:57.882587] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:57.938372] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 8.0s | Global ETA: 1h 47m 31s [2025-11-22T02:00:57.939293] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:57.939369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:57.944093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:57.945836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:57.946332] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:57.947957] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:00:57.948974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:57.973552] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:57.979987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:58.366891] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 6.4s | Global ETA: 1h 47m 32s [2025-11-22T02:00:58.367810] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:58.367872] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:58.383231] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 3.6s | Global ETA: 1h 47m 32s [2025-11-22T02:00:58.492704] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:58.494061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:58.495745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:58.530196] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 7.4s | Global ETA: 1h 47m 33s [2025-11-22T02:00:58.531111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:58.531178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:58.536113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:58.538037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:58.538558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:58.540231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:00:58.541308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:58.554052] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:00:58.587737] [INFO ] [main ] ADT: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 1.5s | Global ETA: 1h 47m 33s [2025-11-22T02:00:58.588730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:58.588795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:58.594029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:58.651552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:58.724991] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 1.03% [2025-11-22T02:00:58.741725] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:58.748066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:58.893035] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 1.17% [2025-11-22T02:00:59.060312] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.46%, Actual: 0.18% [2025-11-22T02:00:59.111199] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -6.07% | Symbol ETA: 5.6s | Global ETA: 1h 47m 35s [2025-11-22T02:00:59.112097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:59.112159] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:59.126118] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 6.8s | Global ETA: 1h 47m 35s [2025-11-22T02:00:59.127104] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:59.127190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:59.132094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:59.134041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:59.134562] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:59.136198] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:00:59.137267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:59.227220] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.77% [2025-11-22T02:00:59.233773] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:59.235077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:59.236676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:59.342804] [INFO ] [main ] ADT: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 0.7s | Global ETA: 1h 47m 36s [2025-11-22T02:00:59.343754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:00:59.343817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:59.348877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:00:59.392317] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -3.84%, Actual: 0.45% [2025-11-22T02:00:59.406381] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:00:59.494627] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:00:59.501033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:59.559087] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.41%, Actual: 0.38% [2025-11-22T02:00:59.722425] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 6.2s | Global ETA: 1h 47m 37s [2025-11-22T02:00:59.723311] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:00:59.723373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:00:59.725548] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 3.46% [2025-11-22T02:00:59.728155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:00:59.729950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:00:59.730451] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:00:59.732042] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:00:59.733087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:00:59.826734] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 4.7s | Global ETA: 1h 47m 38s [2025-11-22T02:00:59.827627] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:00:59.827707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:00:59.895022] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 1.98% [2025-11-22T02:00:59.951878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:00:59.953153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:00:59.954761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:00.066164] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.56% [2025-11-22T02:01:00.066604] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 36.9307% [2025-11-22T02:01:00.066719] [INFO ] [main ] GPI: DISCARDED add_regime (score: 36.93%) [2025-11-22T02:01:00.066766] [INFO ] [main ] GPI: Testing feature 40/53: add_regime_flags [2025-11-22T02:01:00.066799] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_regime_flags'] [2025-11-22T02:01:00.067474] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:00.083413] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:00.084982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:00.085048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:00.090204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:00.092048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:00.092564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:00.092993] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:00.092985] [INFO ] [main ] ADT: Lookback Days: 11, Magnitude: 1.85% | Symbol ETA: 0.0s | Global ETA: 1h 47m 39s [2025-11-22T02:01:00.228443] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:00.230831] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:00.231967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:00.270200] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.40%, Actual: 0.22% [2025-11-22T02:01:00.321813] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 5.6s | Global ETA: 1h 47m 40s [2025-11-22T02:01:00.322725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:00.322799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:00.327558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:00.329324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:00.329835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:00.331451] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:00.332511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:00.444206] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.34% [2025-11-22T02:01:00.562335] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 3.9s | Global ETA: 1h 47m 41s [2025-11-22T02:01:00.563202] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:00.563267] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:00.631745] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.93% [2025-11-22T02:01:00.794974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:00.799509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:01:00.803283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:00.895833] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 2.52% [2025-11-22T02:01:00.993392] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 5.1s | Global ETA: 1h 47m 42s [2025-11-22T02:01:00.994329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:00.994405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:00.999713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:01.001803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:01.002328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:01.004075] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:01.005099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:01.129388] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 12.7s | Global ETA: 1h 47m 43s [2025-11-22T02:01:01.130272] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:01.130335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:01.132264] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 1.38% [2025-11-22T02:01:01.135100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:01.136859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:01.137359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:01.137768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:01.261994] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:01.264198] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:01.265233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:01.367698] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 1.96% [2025-11-22T02:01:01.570364] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 3.26% [2025-11-22T02:01:01.613901] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 4.5s | Global ETA: 1h 47m 44s [2025-11-22T02:01:01.614843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:01.614921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:01.623265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:01.625115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:01.625628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:01.627333] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:01.628432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:01.752657] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.99% [2025-11-22T02:01:01.771890] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 1.40% | Symbol ETA: 3.5s | Global ETA: 1h 47m 45s [2025-11-22T02:01:01.772894] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:01.772958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:01.903697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:01.905262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:01:01.907101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:01.927891] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.39% | Symbol ETA: 10.7s | Global ETA: 1h 47m 46s [2025-11-22T02:01:01.928808] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:01.928871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:01.933560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:01.935310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:01.931343] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 1.50% [2025-11-22T02:01:01.935813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:01.936200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:02.060823] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:02.063085] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:02.064125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:02.112987] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 1.85%, Actual: 0.79% [2025-11-22T02:01:02.113203] [INFO ] [main ] ADT: Magnitude Forecast Confidence: 41.2917% [2025-11-22T02:01:02.113299] [INFO ] [main ] ADT: DISCARDED add_vwap_deviations (score: 41.29%) [2025-11-22T02:01:02.113339] [INFO ] [main ] ADT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:01:02.113370] [INFO ] [main ] ADT: Best accuracy: 54.89% [2025-11-22T02:01:02.113400] [INFO ] [main ] ADT: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state', 'add_intraday_volatility_percentile'] [2025-11-22T02:01:02.113430] [INFO ] [main ] ADT: Improvement over baseline: 14.31% [2025-11-22T02:01:02.113456] [INFO ] [main ] ADT: Total time: 7.8 minutes [2025-11-22T02:01:02.113482] [INFO ] [main ] ADT: Average time per feature: 8.8 seconds [2025-11-22T02:01:02.113509] [INFO ] [main ] ADT: Average speed: 0.11 features/sec [2025-11-22T02:01:02.223004] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 3.8s | Global ETA: 1h 47m 47s [2025-11-22T02:01:02.224057] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:02.224123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:02.229065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:02.230871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:02.231356] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:02.233109] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:02.234208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:02.279505] [DEBUG] [METRICS ] ADT: 2025-11-20:2025-11-21: Predicted: -5.67%, Actual: 0.22% [2025-11-22T02:01:02.449274] [DEBUG] [METRICS ] ADT: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.34% [2025-11-22T02:01:02.505501] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 2.6s | Global ETA: 1h 47m 48s [2025-11-22T02:01:02.506418] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:02.506480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:02.616977] [DEBUG] [METRICS ] ADT: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.93% [2025-11-22T02:01:02.627559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:02.629076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:01:02.630802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:02.732386] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 9.5s | Global ETA: 1h 47m 49s [2025-11-22T02:01:02.733271] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:02.733334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:02.738069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:02.739831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:02.740298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:02.740727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:02.783029] [DEBUG] [METRICS ] ADT: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 2.52% [2025-11-22T02:01:02.823885] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 3.2s | Global ETA: 1h 47m 49s [2025-11-22T02:01:02.824904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:02.824970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:02.829982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:02.831807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:02.832323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:02.833980] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:02.835030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:02.864845] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:02.866840] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:02.867874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:02.950454] [DEBUG] [METRICS ] ADT: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 1.38% [2025-11-22T02:01:03.115220] [DEBUG] [METRICS ] ADT: 2025-11-13:2025-11-14: Predicted: 1.47%, Actual: 1.96% [2025-11-22T02:01:03.249459] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 1.8s | Global ETA: 1h 47m 51s [2025-11-22T02:01:03.250419] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:03.250491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:03.280988] [DEBUG] [METRICS ] ADT: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 3.26% [2025-11-22T02:01:03.371412] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:03.372877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:01:03.374536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:03.448055] [DEBUG] [METRICS ] ADT: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 0.99% [2025-11-22T02:01:03.486757] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 2.6s | Global ETA: 1h 47m 51s [2025-11-22T02:01:03.531766] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 8.5s | Global ETA: 1h 47m 52s [2025-11-22T02:01:03.532664] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:03.532727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:03.537564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:03.539345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:03.539837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:03.540228] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:03.617995] [DEBUG] [METRICS ] ADT: 2025-11-10:2025-11-11: Predicted: 1.38%, Actual: 1.50% [2025-11-22T02:01:03.655343] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 1.87% [2025-11-22T02:01:03.665254] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:03.667473] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:03.668503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:03.785384] [DEBUG] [METRICS ] ADT: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.79% [2025-11-22T02:01:03.785978] [INFO ] [LOCAL ] Saved configuration for ADT: 3 features, 54.89% accuracy -> ./output/feature-sets/ADT.json [2025-11-22T02:01:03.787100] [INFO ] [main ] Progress: 13/57 symbols completed (22.8%). ADT finished in 7m 55s. ETA: 1h 37m 22s. Rate: 0.45 symbols/min [2025-11-22T02:01:03.789911] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:03.801485] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:03.802189] [INFO ] [main ] AEO: Testing with 53 available features [2025-11-22T02:01:03.802241] [INFO ] [main ] AEO: Establishing baseline with no features... [2025-11-22T02:01:03.802275] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:03.813377] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:03.814885] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:03.826974] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 2.76% [2025-11-22T02:01:03.963354] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 1.0s | Global ETA: 1h 37m 23s [2025-11-22T02:01:03.964248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:03.964310] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:04.003237] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 0.00% [2025-11-22T02:01:04.085957] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:04.087378] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:01:04.089036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:04.173253] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 1.77% [2025-11-22T02:01:04.326438] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 7.6s | Global ETA: 1h 37m 24s [2025-11-22T02:01:04.327336] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:04.327400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:04.332165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:04.333973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:04.334444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:04.334851] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:04.343860] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.28% [2025-11-22T02:01:04.456819] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:04.458882] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:04.459910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:04.477901] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.01% [2025-11-22T02:01:04.478935] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:04.516920] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 0.08% [2025-11-22T02:01:04.677761] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 0.2s | Global ETA: 1h 37m 25s [2025-11-22T02:01:04.689636] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.35%, Actual: 0.96% [2025-11-22T02:01:04.843306] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 0.65% [2025-11-22T02:01:04.864057] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.48% [2025-11-22T02:01:05.008438] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.40% [2025-11-22T02:01:05.043347] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 2.51% [2025-11-22T02:01:05.093860] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 2.29% [2025-11-22T02:01:05.094826] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:05.112405] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 6.7s | Global ETA: 1h 37m 26s [2025-11-22T02:01:05.113278] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:05.113340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:05.118149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:05.119958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:05.120421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:05.120823] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:05.173795] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -6.07%, Actual: 0.25% [2025-11-22T02:01:05.218077] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 1.25% [2025-11-22T02:01:05.218294] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 48.5545% [2025-11-22T02:01:05.218376] [INFO ] [main ] KRP: DISCARDED add_regime_flags (score: 48.55%) [2025-11-22T02:01:05.218432] [INFO ] [main ] KRP: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:01:05.218477] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:01:05.218524] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:05.232689] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:05.234035] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:05.234101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:05.239233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:05.241094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:05.241600] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:05.243310] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:05.244377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:05.246082] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:05.247190] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:05.247948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:05.248636] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:05.250825] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:05.251887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:05.344612] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.66%, Actual: 1.26% [2025-11-22T02:01:05.525750] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 2.72% [2025-11-22T02:01:05.684912] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.36% [2025-11-22T02:01:05.685897] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:05.706888] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 1.40%, Actual: 1.75% [2025-11-22T02:01:05.859340] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 8.0s | Global ETA: 1h 37m 29s [2025-11-22T02:01:05.860267] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:05.860342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:05.865470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:05.867306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:05.867839] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:05.869512] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:05.870722] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:05.872428] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:05.873513] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:05.874241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:05.885121] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: -2.25%, Actual: 0.48% [2025-11-22T02:01:05.963295] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 5.8s | Global ETA: 1h 37m 29s [2025-11-22T02:01:05.964187] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:05.964250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:05.968988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:05.970727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:05.971197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:05.971620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:06.063484] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 3.14% [2025-11-22T02:01:06.095037] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:06.097046] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:06.098102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:06.237356] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -0.61%, Actual: 0.75% [2025-11-22T02:01:06.274877] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.52% [2025-11-22T02:01:06.275799] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:06.405905] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.18% [2025-11-22T02:01:06.406117] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 44.4768% [2025-11-22T02:01:06.406203] [INFO ] [main ] IIIN: DISCARDED add_volume_zscore (score: 44.48%) [2025-11-22T02:01:06.406265] [INFO ] [main ] IIIN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:01:06.406298] [DEBUG] [main ] Testing with features: ['add_directional_consistency', 'add_open_reversal_intensity', 'add_vwap_deviations'] [2025-11-22T02:01:06.406333] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T02:01:06.417587] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:06.419066] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:06.419129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:06.481075] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 7.4s | Global ETA: 1h 37m 31s [2025-11-22T02:01:06.482020] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:06.482087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:06.487072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:06.489140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:06.489681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:06.491361] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:06.492445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:06.494083] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:06.495142] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:06.495842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:06.546162] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:06.547746] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:06.553288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:06.769730] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 5.0s | Global ETA: 1h 37m 32s [2025-11-22T02:01:06.770601] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:06.770692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:06.775370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:06.777101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:06.777587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:06.777987] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:06.855325] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -3.05% [2025-11-22T02:01:06.856323] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:06.897749] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:06.899716] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:06.900727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:07.081061] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 6.7s | Global ETA: 1h 37m 33s [2025-11-22T02:01:07.082784] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:07.082852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:07.087928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:07.090248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:07.090798] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:07.092476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:07.093530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:07.095175] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:07.096271] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:07.097043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:07.150746] [INFO ] [main ] IIIN: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 6.6s | Global ETA: 1h 37m 33s [2025-11-22T02:01:07.151998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:07.152061] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:07.276092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:07.277589] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:07.283205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:07.442486] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.49% [2025-11-22T02:01:07.443414] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:07.558953] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.20% | Symbol ETA: 4.1s | Global ETA: 1h 37m 35s [2025-11-22T02:01:07.559874] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:07.559937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:07.564853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:07.566583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:07.567071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:07.567497] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:07.688937] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:07.690953] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:07.691976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:07.692773] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -2.07% | Symbol ETA: 6.1s | Global ETA: 1h 37m 35s [2025-11-22T02:01:07.693717] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:07.693783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:07.698942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:07.701082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:07.701628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:07.703462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:07.704518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:07.706201] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:07.707334] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:07.708037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:07.883070] [INFO ] [main ] IIIN: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 5.9s | Global ETA: 1h 37m 36s [2025-11-22T02:01:07.883959] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:07.884021] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:08.007020] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:08.008521] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:08.014167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:08.036091] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 4.75% [2025-11-22T02:01:08.037048] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:08.317297] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 5.5s | Global ETA: 1h 37m 37s [2025-11-22T02:01:08.318237] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:08.318304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:08.323456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:08.325267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:08.325815] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:08.327496] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:08.328562] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:08.330191] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:08.331283] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:08.332038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:08.351073] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 3.3s | Global ETA: 1h 37m 37s [2025-11-22T02:01:08.520303] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.90% [2025-11-22T02:01:08.612751] [INFO ] [main ] IIIN: Lookback Days: 4, Magnitude: -4.01% | Symbol ETA: 5.1s | Global ETA: 1h 37m 38s [2025-11-22T02:01:08.613631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:08.613712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:08.619859] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: -0.18% [2025-11-22T02:01:08.620774] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:08.687399] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.39%, Actual: 1.03% [2025-11-22T02:01:08.736368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:08.737883] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:08.743476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:08.854324] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 1.17% [2025-11-22T02:01:08.924158] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 4.8s | Global ETA: 1h 37m 39s [2025-11-22T02:01:08.925081] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:08.925148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:08.930366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:08.932196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:08.932771] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:08.934386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:08.935424] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:08.937170] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:08.938237] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:08.938937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:09.023982] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.52%, Actual: 0.18% [2025-11-22T02:01:09.191575] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.77% [2025-11-22T02:01:09.207721] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -2.32% [2025-11-22T02:01:09.208610] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:09.337738] [INFO ] [main ] IIIN: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 4.4s | Global ETA: 1h 37m 41s [2025-11-22T02:01:09.338630] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:09.338710] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:09.357625] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.32%, Actual: 0.45% [2025-11-22T02:01:09.461326] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:09.462799] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:09.468401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:09.523229] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.65%, Actual: 0.38% [2025-11-22T02:01:09.535259] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.35% | Symbol ETA: 4.2s | Global ETA: 1h 37m 41s [2025-11-22T02:01:09.536196] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:09.536578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:09.541537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:09.543337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:09.543871] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:09.545487] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:09.546531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:09.548222] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:09.549285] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:09.550009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:09.690603] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.76%, Actual: 3.46% [2025-11-22T02:01:09.797788] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.94% [2025-11-22T02:01:09.858553] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.20%, Actual: 1.98% [2025-11-22T02:01:09.968356] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 1.59% [2025-11-22T02:01:10.025183] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.56% [2025-11-22T02:01:10.025382] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 51.4240% [2025-11-22T02:01:10.025460] [INFO ] [main ] GPI: DISCARDED add_regime_flags (score: 51.42%) [2025-11-22T02:01:10.025503] [INFO ] [main ] GPI: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:01:10.025536] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:01:10.025572] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:10.039323] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:10.040551] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:10.044017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:10.048830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:10.050592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:10.051106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:10.051492] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:10.058758] [INFO ] [main ] IIIN: Lookback Days: 6, Magnitude: -3.04% | Symbol ETA: 3.6s | Global ETA: 1h 37m 43s [2025-11-22T02:01:10.059673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:10.059752] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:10.134299] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 2.08% | Symbol ETA: 3.6s | Global ETA: 1h 37m 43s [2025-11-22T02:01:10.135279] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:10.135346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:10.140379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:10.141661] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.32% [2025-11-22T02:01:10.142386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:10.142913] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:10.144563] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:10.145724] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:10.147386] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:10.148479] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:10.149185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:10.174579] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:10.176565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:10.177063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:10.178067] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:10.179675] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:10.180717] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:10.181379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:10.185008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:10.186700] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:10.193000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:10.309298] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 1.92% [2025-11-22T02:01:10.475562] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 0.82% [2025-11-22T02:01:10.652890] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -3.05%, Actual: 0.75% [2025-11-22T02:01:10.740324] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.01% | Symbol ETA: 3.0s | Global ETA: 1h 37m 45s [2025-11-22T02:01:10.741252] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:01:10.741317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:10.746366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:10.748215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:10.748718] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:10.750371] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:10.751421] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:10.753100] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:10.754218] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:10.754931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:10.796389] [INFO ] [main ] IIIN: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 2.9s | Global ETA: 1h 37m 46s [2025-11-22T02:01:10.797304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:10.797367] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:10.819491] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.49%, Actual: 0.67% [2025-11-22T02:01:10.880038] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 10.5s | Global ETA: 1h 37m 46s [2025-11-22T02:01:10.881231] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:10.881303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:10.886685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:10.888537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:10.889179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:10.889599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:10.925520] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:10.927120] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:10.933137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:10.994844] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 4.75%, Actual: 1.88% [2025-11-22T02:01:11.026015] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:11.028311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:11.028887] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:11.029954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:11.031953] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:11.033071] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:11.033854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:11.161433] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.79% [2025-11-22T02:01:11.335536] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -2.32%, Actual: 3.67% [2025-11-22T02:01:11.345500] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 2.4s | Global ETA: 1h 37m 48s [2025-11-22T02:01:11.507249] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.94%, Actual: 4.98% [2025-11-22T02:01:11.507465] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 34.1181% [2025-11-22T02:01:11.507514] [INFO ] [main ] AEO: Baseline score (no features): 34.1181% [2025-11-22T02:01:11.507552] [INFO ] [main ] AEO: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:11.507582] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:01:11.507616] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:11.516392] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 1.87% [2025-11-22T02:01:11.519471] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:11.520952] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:11.521013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:11.526042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:11.558994] [INFO ] [main ] IIIN: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 2.2s | Global ETA: 1h 37m 48s [2025-11-22T02:01:11.559916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:11.559979] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:11.687539] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:11.688240] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 2.76% [2025-11-22T02:01:11.689153] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:11.694920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:11.748281] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 9.8s | Global ETA: 1h 37m 49s [2025-11-22T02:01:11.749247] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:11.749315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:11.754494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:11.756322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:11.756846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:11.757294] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:11.862859] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.00% [2025-11-22T02:01:11.893594] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:11.895949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:11.896479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:11.897765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:11.899482] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:11.900550] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:11.901296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:12.028080] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -2.07%, Actual: 1.77% [2025-11-22T02:01:12.122555] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 5m 19s | Global ETA: 1h 37m 50s [2025-11-22T02:01:12.123493] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:12.123557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:12.128545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:12.193600] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 0.28% [2025-11-22T02:01:12.324178] [INFO ] [main ] IIIN: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 1.5s | Global ETA: 1h 37m 51s [2025-11-22T02:01:12.325120] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:12.325183] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:12.359234] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.08% [2025-11-22T02:01:12.449311] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:12.450963] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:12.456878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:12.527712] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.35%, Actual: 0.96% [2025-11-22T02:01:12.641339] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 9.1s | Global ETA: 1h 37m 52s [2025-11-22T02:01:12.642375] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:12.642445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:12.647762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:12.649688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:12.650217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:12.650626] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:12.694743] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 0.48% [2025-11-22T02:01:12.715901] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 5m 16s | Global ETA: 1h 37m 52s [2025-11-22T02:01:12.716819] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:12.716878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:12.721602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:12.783263] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:12.785579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:12.786109] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:12.787157] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:12.788905] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:12.790000] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:12.790710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:12.861688] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 2.51% [2025-11-22T02:01:13.029090] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 1.25% [2025-11-22T02:01:13.029304] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 44.5925% [2025-11-22T02:01:13.029387] [INFO ] [main ] KRP: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.59%) [2025-11-22T02:01:13.029433] [INFO ] [main ] KRP: Testing feature 42/53: add_shelf_lag [2025-11-22T02:01:13.029466] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_shelf_lag'] [2025-11-22T02:01:13.029504] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:13.043329] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:13.044611] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:13.044695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:13.049660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:13.051434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:13.051941] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:13.053414] [INFO ] [main ] IIIN: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 0.7s | Global ETA: 1h 37m 53s [2025-11-22T02:01:13.053583] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:13.054299] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:13.054364] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:13.054733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.177353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:01:13.178919] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:01:13.184660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.308562] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.92% | Symbol ETA: 5m 14s | Global ETA: 1h 37m 54s [2025-11-22T02:01:13.309452] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:13.309512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:13.314295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.521396] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 8.2s | Global ETA: 1h 37m 55s [2025-11-22T02:01:13.522365] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:13.522436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:13.527817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:13.529861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:13.530353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:13.530778] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:13.665209] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:13.667738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:13.668283] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:13.669439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:13.673211] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:13.674312] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:13.677353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.714925] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 8.1s | Global ETA: 1h 37m 56s [2025-11-22T02:01:13.715911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:13.715989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:13.721185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:13.723077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:13.723586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:13.725347] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:13.726979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.793506] [INFO ] [main ] IIIN: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 0.0s | Global ETA: 1h 37m 56s [2025-11-22T02:01:13.924610] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 5m 16s | Global ETA: 1h 37m 56s [2025-11-22T02:01:13.925712] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:13.925783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:13.931526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:13.977113] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.65% [2025-11-22T02:01:14.197352] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 0.40% [2025-11-22T02:01:14.474657] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -4.01%, Actual: 0.25% [2025-11-22T02:01:14.549394] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 8.1s | Global ETA: 1h 37m 58s [2025-11-22T02:01:14.550488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:14.550560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:14.555985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:14.558028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:14.558608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:14.560633] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:14.562274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:14.589811] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -2.43% | Symbol ETA: 7.5s | Global ETA: 1h 37m 59s [2025-11-22T02:01:14.591340] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:14.591447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:14.599255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:14.602153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:14.602929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:14.603528] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:14.700206] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 1.26% [2025-11-22T02:01:14.766892] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 5m 41s | Global ETA: 1h 37m 59s [2025-11-22T02:01:14.767915] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:14.767977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:14.771296] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:14.773156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:14.773669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:14.774219] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:14.775246] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:14.777001] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:14.778142] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:14.778860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:14.894410] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.04%, Actual: 2.72% [2025-11-22T02:01:15.075515] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 2.52%, Actual: 1.75% [2025-11-22T02:01:15.257444] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.48% [2025-11-22T02:01:15.338960] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 7.5s | Global ETA: 1h 38m 1s [2025-11-22T02:01:15.339888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:15.339951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:15.344843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:15.346577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:15.347065] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:15.348724] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:15.349817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:15.371993] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 5.49% | Symbol ETA: 5m 36s | Global ETA: 1h 38m 1s [2025-11-22T02:01:15.372885] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:15.372945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:15.377774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:15.434704] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 3.14% [2025-11-22T02:01:15.486574] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 6.6s | Global ETA: 1h 38m 2s [2025-11-22T02:01:15.487600] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:15.487708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:15.493405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:15.495696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:15.496226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:15.496671] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:15.613603] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: -1.60%, Actual: 0.75% [2025-11-22T02:01:15.624819] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:15.627183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:15.627725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:15.628769] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:15.630482] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:15.631606] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:15.632359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:15.793728] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.18% [2025-11-22T02:01:15.793953] [INFO ] [main ] IIIN: Magnitude Forecast Confidence: 53.4818% [2025-11-22T02:01:15.794042] [INFO ] [main ] IIIN: DISCARDED add_vwap_deviations (score: 53.48%) [2025-11-22T02:01:15.794085] [INFO ] [main ] IIIN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:01:15.794117] [INFO ] [main ] IIIN: Best accuracy: 56.09% [2025-11-22T02:01:15.794150] [INFO ] [main ] IIIN: Best feature set (2 features): ['add_directional_consistency', 'add_open_reversal_intensity'] [2025-11-22T02:01:15.794180] [INFO ] [main ] IIIN: Improvement over baseline: 13.09% [2025-11-22T02:01:15.794208] [INFO ] [main ] IIIN: Total time: 8.0 minutes [2025-11-22T02:01:15.794236] [INFO ] [main ] IIIN: Average time per feature: 9.1 seconds [2025-11-22T02:01:15.794262] [INFO ] [main ] IIIN: Average speed: 0.11 features/sec [2025-11-22T02:01:15.967818] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.30% | Symbol ETA: 5m 32s | Global ETA: 1h 38m 3s [2025-11-22T02:01:15.968811] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:15.968871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:15.973710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:15.974334] [DEBUG] [METRICS ] IIIN: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.65% [2025-11-22T02:01:15.999286] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 6.5s | Global ETA: 1h 38m 3s [2025-11-22T02:01:16.000170] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:16.000232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:16.004964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:16.006701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:16.007191] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:16.008801] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:16.009915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:16.153785] [DEBUG] [METRICS ] IIIN: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.40% [2025-11-22T02:01:16.335270] [DEBUG] [METRICS ] IIIN: 2025-11-18:2025-11-19: Predicted: -7.33%, Actual: 0.25% [2025-11-22T02:01:16.354863] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 5.7s | Global ETA: 1h 38m 4s [2025-11-22T02:01:16.356056] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:16.356135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:16.361452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:16.363797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:16.364323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:16.364754] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:16.498449] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:16.500794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:16.501304] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:16.502351] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:16.504090] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:16.505293] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:16.505986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:16.514794] [DEBUG] [METRICS ] IIIN: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.26% [2025-11-22T02:01:16.565842] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 5m 29s | Global ETA: 1h 38m 5s [2025-11-22T02:01:16.566751] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:16.566822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:16.571735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:16.655147] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 5.7s | Global ETA: 1h 38m 5s [2025-11-22T02:01:16.656037] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:16.656099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:16.660807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:16.662553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:16.663048] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:16.664620] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:16.665730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:16.692529] [DEBUG] [METRICS ] IIIN: 2025-11-14:2025-11-17: Predicted: -3.27%, Actual: 2.72% [2025-11-22T02:01:16.871429] [DEBUG] [METRICS ] IIIN: 2025-11-13:2025-11-14: Predicted: 4.79%, Actual: 1.75% [2025-11-22T02:01:17.050471] [DEBUG] [METRICS ] IIIN: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.48% [2025-11-22T02:01:17.164219] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 5m 27s | Global ETA: 1h 38m 7s [2025-11-22T02:01:17.165130] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:17.165192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:17.170096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:17.189052] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 4.8s | Global ETA: 1h 38m 7s [2025-11-22T02:01:17.190010] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:17.190077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:17.194850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:17.196763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:17.197296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:17.197800] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:17.228142] [DEBUG] [METRICS ] IIIN: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 3.14% [2025-11-22T02:01:17.321908] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:17.324153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:17.324683] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:17.325697] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:17.326686] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 1.48% | Symbol ETA: 5.0s | Global ETA: 1h 38m 8s [2025-11-22T02:01:17.327357] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:17.327679] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:17.327759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:17.328405] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:17.329073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:17.332621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:17.334475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:17.334981] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:17.336578] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:17.337796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:17.404736] [DEBUG] [METRICS ] IIIN: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 0.75% [2025-11-22T02:01:17.582571] [DEBUG] [METRICS ] IIIN: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.18% [2025-11-22T02:01:17.583689] [INFO ] [LOCAL ] Saved configuration for IIIN: 2 features, 56.09% accuracy -> ./output/feature-sets/IIIN.json [2025-11-22T02:01:17.585832] [INFO ] [main ] Progress: 14/57 symbols completed (24.6%). IIIN finished in 8m 10s. ETA: 1h 29m 4s. Rate: 0.48 symbols/min [2025-11-22T02:01:17.587739] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:17.601865] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:17.602599] [INFO ] [main ] BLE: Testing with 53 available features [2025-11-22T02:01:17.602676] [INFO ] [main ] BLE: Establishing baseline with no features... [2025-11-22T02:01:17.602724] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:17.615819] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:17.617432] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:17.764653] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.71% | Symbol ETA: 5m 25s | Global ETA: 1h 29m 4s [2025-11-22T02:01:17.935729] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 1.59% [2025-11-22T02:01:18.003041] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 4.2s | Global ETA: 1h 29m 5s [2025-11-22T02:01:18.003954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:18.004016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:18.008920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:18.010843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:18.011349] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:18.013030] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:18.014204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:18.031701] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 3.9s | Global ETA: 1h 29m 5s [2025-11-22T02:01:18.032580] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:01:18.036073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:18.040833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:18.042537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:18.043073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:18.043468] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:18.108186] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 1.32% [2025-11-22T02:01:18.166036] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:18.168295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:18.168835] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:01:18.169971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:01:18.171676] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:01:18.172788] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:01:18.173492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:18.218152] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.59% [2025-11-22T02:01:18.219200] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:18.278495] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.92%, Actual: 1.92% [2025-11-22T02:01:18.446885] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.82% [2025-11-22T02:01:18.614851] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 0.75% [2025-11-22T02:01:18.676099] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -1.51% | Symbol ETA: 3.5s | Global ETA: 1h 29m 7s [2025-11-22T02:01:18.677015] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:18.677078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:18.682034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:18.683864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:18.684338] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:18.686355] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:18.687505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:18.785601] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 5.49%, Actual: 0.67% [2025-11-22T02:01:18.816635] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% [2025-11-22T02:01:18.817623] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:18.860585] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 3.0s | Global ETA: 1h 29m 8s [2025-11-22T02:01:18.957590] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.30%, Actual: 1.88% [2025-11-22T02:01:19.034444] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 1.90% [2025-11-22T02:01:19.127043] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 1.79% [2025-11-22T02:01:19.199369] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 1.03% [2025-11-22T02:01:19.294756] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 3.67% [2025-11-22T02:01:19.337543] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 2.8s | Global ETA: 1h 29m 9s [2025-11-22T02:01:19.338473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:19.338535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:19.343338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:19.345074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:19.345541] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:19.347214] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:19.348283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:19.365947] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.03% [2025-11-22T02:01:19.366852] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:19.368127] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 1.17% [2025-11-22T02:01:19.464893] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.71%, Actual: 4.98% [2025-11-22T02:01:19.465093] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 30.1270% [2025-11-22T02:01:19.465165] [INFO ] [main ] AEO: DISCARDED add_afternoon_v_morning_volatility_mix (score: 30.13%) [2025-11-22T02:01:19.465204] [INFO ] [main ] AEO: Testing feature 2/53: add_atr [2025-11-22T02:01:19.465237] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:01:19.465273] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:19.476711] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:19.478086] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:19.478143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:19.479823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:19.480326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:19.534457] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 0.18% [2025-11-22T02:01:19.703082] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -2.43%, Actual: 0.77% [2025-11-22T02:01:19.870258] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.74%, Actual: 0.45% [2025-11-22T02:01:19.922392] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% [2025-11-22T02:01:19.923303] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:19.996559] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 2.1s | Global ETA: 1h 29m 11s [2025-11-22T02:01:20.036175] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.38% [2025-11-22T02:01:20.070959] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 6m 51s | Global ETA: 1h 29m 11s [2025-11-22T02:01:20.071905] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:20.071964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:20.073590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:20.074098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:20.163712] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.22%, Actual: 1.87% [2025-11-22T02:01:20.201410] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 3.46% [2025-11-22T02:01:20.329694] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 2.76% [2025-11-22T02:01:20.364403] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 1.98% [2025-11-22T02:01:20.481749] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.15% [2025-11-22T02:01:20.483067] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:20.515247] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 0.00% [2025-11-22T02:01:20.530016] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.56% [2025-11-22T02:01:20.530180] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 36.0533% [2025-11-22T02:01:20.530258] [INFO ] [main ] GPI: DISCARDED add_return_volume_nonlinearity_proxies (score: 36.05%) [2025-11-22T02:01:20.530301] [INFO ] [main ] GPI: Testing feature 42/53: add_shelf_lag [2025-11-22T02:01:20.530333] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_shelf_lag'] [2025-11-22T02:01:20.530368] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:20.543932] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:20.545344] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:20.545407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:20.550255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:20.552021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:20.552498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:20.552902] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:20.660687] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 6m 51s | Global ETA: 1h 29m 13s [2025-11-22T02:01:20.661551] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:20.661610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:20.663243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:20.663739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:20.676310] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:20.678451] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:20.679702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:20.679777] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.77% [2025-11-22T02:01:20.845633] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.28% [2025-11-22T02:01:21.011485] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 1.48%, Actual: 0.08% [2025-11-22T02:01:21.044624] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% [2025-11-22T02:01:21.045896] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:21.177101] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.96% [2025-11-22T02:01:21.254405] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 6m 50s | Global ETA: 1h 29m 15s [2025-11-22T02:01:21.255307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:21.255365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:21.257005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:21.257518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:21.342081] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -1.51%, Actual: 0.48% [2025-11-22T02:01:21.515880] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 2.51% [2025-11-22T02:01:21.547974] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 11.8s | Global ETA: 1h 29m 16s [2025-11-22T02:01:21.548960] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:21.549025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:21.553728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:21.555526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:21.556012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:21.556394] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:21.605545] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.06% [2025-11-22T02:01:21.606534] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:21.688139] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:21.690486] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:21.691762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:21.695780] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.03%, Actual: 1.25% [2025-11-22T02:01:21.696006] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 30.6154% [2025-11-22T02:01:21.696103] [INFO ] [main ] KRP: DISCARDED add_shelf_lag (score: 30.62%) [2025-11-22T02:01:21.696149] [INFO ] [main ] KRP: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:01:21.696184] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_signed_carry_history_11'] [2025-11-22T02:01:21.696250] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:21.711173] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:21.712864] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:21.712929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:21.718424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:21.720499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:21.721014] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:21.722746] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:21.724155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:21.850295] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 6m 49s | Global ETA: 1h 29m 17s [2025-11-22T02:01:21.851256] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:21.851316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:21.853042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:21.853536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:22.165573] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% [2025-11-22T02:01:22.166473] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:22.334666] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 7.7s | Global ETA: 1h 29m 18s [2025-11-22T02:01:22.335590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:22.335679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:22.340900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:22.342761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:22.343247] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:22.344960] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:22.346598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:22.449592] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -3.06% | Symbol ETA: 6m 49s | Global ETA: 1h 29m 19s [2025-11-22T02:01:22.450839] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:22.450897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:22.452515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:22.453050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:22.556807] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 10.9s | Global ETA: 1h 29m 19s [2025-11-22T02:01:22.557735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:22.557799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:22.562690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:22.564460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:22.564974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:22.565350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:22.690522] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:22.692719] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:22.693961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:22.724569] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% [2025-11-22T02:01:22.725514] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:01:22.959803] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 7.1s | Global ETA: 1h 29m 20s [2025-11-22T02:01:22.960750] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:22.960815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:22.965822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:22.967669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:22.968190] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:22.969967] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:22.971669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:23.045459] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.07% | Symbol ETA: 6m 48s | Global ETA: 1h 29m 21s [2025-11-22T02:01:23.046375] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:23.046435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:23.048155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:23.048729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:23.281934] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: 0.00% [2025-11-22T02:01:23.450301] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.48% [2025-11-22T02:01:23.574964] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 6.4s | Global ETA: 1h 29m 22s [2025-11-22T02:01:23.575891] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:23.575954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:23.580896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:23.582740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:23.583214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:23.584803] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:23.586128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:23.617854] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:01:23.637897] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.47% | Symbol ETA: 6m 48s | Global ETA: 1h 29m 22s [2025-11-22T02:01:23.638795] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:23.638856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:23.640495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:23.641003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:23.647592] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 10.1s | Global ETA: 1h 29m 22s [2025-11-22T02:01:23.648553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:23.648619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:23.653633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:23.659580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:23.660257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:23.660722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:23.784991] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:01:23.803075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:23.805375] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:23.806706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:23.951098] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:01:24.117918] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:01:24.176594] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.94% | Symbol ETA: 5.8s | Global ETA: 1h 29m 24s [2025-11-22T02:01:24.177550] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:24.177615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:24.182540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:24.184357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:24.184869] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:24.186499] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:24.187949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:24.225896] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 6m 47s | Global ETA: 1h 29m 24s [2025-11-22T02:01:24.226785] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:24.226844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:24.228488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:24.228999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:24.285416] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:01:24.452338] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.54% [2025-11-22T02:01:24.619226] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:01:24.710452] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 9.1s | Global ETA: 1h 29m 26s [2025-11-22T02:01:24.711348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:24.711413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:24.716134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:24.717914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:24.718378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:24.718784] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:24.780699] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 5.1s | Global ETA: 1h 29m 26s [2025-11-22T02:01:24.781597] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:24.781681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:24.786561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:24.787282] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:01:24.788348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:24.788851] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:24.790445] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:24.791840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:24.812101] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 6m 46s | Global ETA: 1h 29m 26s [2025-11-22T02:01:24.813008] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:24.813066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:24.814716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:24.815199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:24.841074] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:24.843352] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:24.844887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:24.952870] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.06% [2025-11-22T02:01:24.953065] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 32.5595% [2025-11-22T02:01:24.953113] [INFO ] [main ] BLE: Baseline score (no features): 32.5595% [2025-11-22T02:01:24.953151] [INFO ] [main ] BLE: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:24.953182] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:01:24.953215] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:24.965301] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:24.966714] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:24.966773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:24.971558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:25.361584] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 4.5s | Global ETA: 1h 29m 28s [2025-11-22T02:01:25.362483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:25.362545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:25.367348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:25.369183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:25.369691] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:25.371333] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:25.372734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:25.398546] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 6m 46s | Global ETA: 1h 29m 28s [2025-11-22T02:01:25.531002] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 4m 59s | Global ETA: 1h 29m 28s [2025-11-22T02:01:25.531927] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:25.531987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:25.536806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:25.566124] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 1.59% [2025-11-22T02:01:25.700276] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 2.23% | Symbol ETA: 8.0s | Global ETA: 1h 29m 29s [2025-11-22T02:01:25.701169] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:25.701234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:25.706016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:25.707812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:25.708274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:25.708674] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:25.737470] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 1.32% [2025-11-22T02:01:25.832677] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:25.834725] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:25.835895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:25.912342] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.53%, Actual: 1.92% [2025-11-22T02:01:25.985599] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 3.9s | Global ETA: 1h 29m 30s [2025-11-22T02:01:25.987221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:25.987294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:25.992336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:25.994185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:25.994701] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:25.996409] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:25.997894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:26.079765] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.82% [2025-11-22T02:01:26.095456] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 30s [2025-11-22T02:01:26.096340] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:26.096399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:26.101215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:26.250415] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -3.06%, Actual: 0.75% [2025-11-22T02:01:26.423211] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.07%, Actual: 0.67% [2025-11-22T02:01:26.593635] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 1.88% [2025-11-22T02:01:26.603201] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.23% | Symbol ETA: 3.3s | Global ETA: 1h 29m 31s [2025-11-22T02:01:26.604748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:26.604822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:26.610162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:26.612030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:26.612545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:26.614259] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:26.615684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:26.660975] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 32s [2025-11-22T02:01:26.661865] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:26.661929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:26.666668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:26.669568] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 6.9s | Global ETA: 1h 29m 32s [2025-11-22T02:01:26.670464] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:26.670534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:26.675295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:26.677054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:26.677551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:26.677952] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:26.761421] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 1.79% [2025-11-22T02:01:26.800308] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:26.803371] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:26.805066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:26.929502] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 3.67% [2025-11-22T02:01:27.097995] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 4.98% [2025-11-22T02:01:27.098225] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 49.6780% [2025-11-22T02:01:27.098310] [INFO ] [main ] AEO: KEPT add_atr (score: 49.68%) [2025-11-22T02:01:27.098354] [INFO ] [main ] AEO: Testing feature 3/53: add_atr_10 [2025-11-22T02:01:27.098396] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:01:27.098443] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:27.110321] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:27.111772] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:27.111834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:27.113638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:27.114175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:27.114623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.214374] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 2.7s | Global ETA: 1h 29m 33s [2025-11-22T02:01:27.215271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:27.215333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:27.220065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:27.221782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:27.222247] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:27.223828] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:27.225158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.226712] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4m 57s | Global ETA: 1h 29m 33s [2025-11-22T02:01:27.227618] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:27.227697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:27.232421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.648761] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 5.9s | Global ETA: 1h 29m 35s [2025-11-22T02:01:27.649683] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:27.649748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:27.654496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:27.656309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:27.656790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:27.657261] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:27.712807] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 3m 16s | Global ETA: 1h 29m 35s [2025-11-22T02:01:27.713741] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:27.713803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:27.715543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:27.716084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:27.716525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.783266] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:27.785398] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:27.786586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.796018] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 2.1s | Global ETA: 1h 29m 35s [2025-11-22T02:01:27.801962] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 35s [2025-11-22T02:01:27.802886] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:27.802947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:27.808083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:27.964440] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 1.87% [2025-11-22T02:01:28.131346] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 2.76% [2025-11-22T02:01:28.296249] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.00% [2025-11-22T02:01:28.311542] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 3m 16s | Global ETA: 1h 29m 37s [2025-11-22T02:01:28.312424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:28.312496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:28.314536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:28.315047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:28.315488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:28.381628] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 37s [2025-11-22T02:01:28.382566] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:28.382629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:28.387658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:28.462977] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.94%, Actual: 1.77% [2025-11-22T02:01:28.628727] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.28% [2025-11-22T02:01:28.640137] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -3.47% | Symbol ETA: 4.8s | Global ETA: 1h 29m 38s [2025-11-22T02:01:28.641268] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:28.641345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:28.646591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:28.648448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:28.648936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:28.649323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:28.773211] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:28.775449] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:28.776835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:28.794098] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.08% [2025-11-22T02:01:28.907669] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 3m 15s | Global ETA: 1h 29m 39s [2025-11-22T02:01:28.908580] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:28.908662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:28.910393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:28.910925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:28.911483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:28.961173] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 39s [2025-11-22T02:01:28.961759] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 0.96% [2025-11-22T02:01:28.962090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:28.962150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:28.966934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:29.128179] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.23%, Actual: 0.48% [2025-11-22T02:01:29.294125] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 2.51% [2025-11-22T02:01:29.462394] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 1.25% [2025-11-22T02:01:29.462566] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.4961% [2025-11-22T02:01:29.462667] [INFO ] [main ] KRP: DISCARDED add_signed_carry_history_11 (score: 36.50%) [2025-11-22T02:01:29.462715] [INFO ] [main ] KRP: Testing feature 44/53: add_sma_ratio [2025-11-22T02:01:29.462750] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_sma_ratio'] [2025-11-22T02:01:29.462787] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:29.476405] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:29.477688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:29.477750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:29.482601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:29.484393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:29.484884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:29.486491] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:29.487221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:29.529535] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.45% | Symbol ETA: 3m 14s | Global ETA: 1h 29m 40s [2025-11-22T02:01:29.530567] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:29.530631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:29.532576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:29.533127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:29.533626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:29.534573] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 40s [2025-11-22T02:01:29.535485] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:29.535547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:29.540604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:29.652656] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 3.8s | Global ETA: 1h 29m 41s [2025-11-22T02:01:29.653531] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:29.653593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:29.661952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:29.663773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:29.664240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:29.664620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:29.789494] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:29.791740] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:01:29.793028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.076974] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.23% | Symbol ETA: 7.0s | Global ETA: 1h 29m 42s [2025-11-22T02:01:30.078056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:30.078118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:30.082925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:30.084778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:30.085287] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:30.087016] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:30.087787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.108052] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 4m 58s | Global ETA: 1h 29m 42s [2025-11-22T02:01:30.108967] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:01:30.109041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:30.113966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.127378] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 3m 14s | Global ETA: 1h 29m 42s [2025-11-22T02:01:30.128317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:30.128378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:30.130031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:30.130513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:30.130967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.677574] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 4m 57s | Global ETA: 1h 29m 44s [2025-11-22T02:01:30.681232] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 6.4s | Global ETA: 1h 29m 44s [2025-11-22T02:01:30.682127] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:30.682189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:30.684576] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 2.8s | Global ETA: 1h 29m 44s [2025-11-22T02:01:30.686895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:30.688723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:30.689199] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:30.690790] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:30.691485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.721955] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 3m 13s | Global ETA: 1h 29m 44s [2025-11-22T02:01:30.722887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:30.722951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:30.724681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:30.725167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:30.725631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:30.845966] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.48% [2025-11-22T02:01:30.859773] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 1.90% [2025-11-22T02:01:31.015623] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.64% [2025-11-22T02:01:31.025798] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 1.03% [2025-11-22T02:01:31.182731] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.12% [2025-11-22T02:01:31.191344] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 1.17% [2025-11-22T02:01:31.268961] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 5.8s | Global ETA: 1h 29m 46s [2025-11-22T02:01:31.269858] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:31.269919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:31.274684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:31.276397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:31.276884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:31.278481] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:31.279179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:31.312474] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 4.38% | Symbol ETA: 3m 13s | Global ETA: 1h 29m 46s [2025-11-22T02:01:31.313369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:31.313430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:31.315071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:31.315544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:31.316000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:31.350609] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.18% [2025-11-22T02:01:31.356404] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 0.18% [2025-11-22T02:01:31.520608] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:01:31.534589] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 2.23%, Actual: 0.77% [2025-11-22T02:01:31.690564] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.14% [2025-11-22T02:01:31.703743] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.45% [2025-11-22T02:01:31.850481] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 5.2s | Global ETA: 1h 29m 48s [2025-11-22T02:01:31.851363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:31.851424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:31.856172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:31.857913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:31.858378] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:31.860017] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:31.860730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:31.862994] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:01:31.872990] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.38% [2025-11-22T02:01:31.907591] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.98% | Symbol ETA: 3m 12s | Global ETA: 1h 29m 48s [2025-11-22T02:01:31.908489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:31.908550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:31.910191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:31.910687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:31.911127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:32.030515] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.45% [2025-11-22T02:01:32.043504] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -3.47%, Actual: 3.46% [2025-11-22T02:01:32.204212] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:01:32.211909] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 1.98% [2025-11-22T02:01:32.370240] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.06% [2025-11-22T02:01:32.370445] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 27.4935% [2025-11-22T02:01:32.370496] [INFO ] [main ] BLE: DISCARDED add_afternoon_v_morning_volatility_mix (score: 27.49%) [2025-11-22T02:01:32.370533] [INFO ] [main ] BLE: Testing feature 2/53: add_atr [2025-11-22T02:01:32.370563] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:01:32.370597] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:32.378105] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.56% [2025-11-22T02:01:32.378297] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 44.1706% [2025-11-22T02:01:32.378376] [INFO ] [main ] GPI: DISCARDED add_shelf_lag (score: 44.17%) [2025-11-22T02:01:32.378418] [INFO ] [main ] GPI: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:01:32.378451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_signed_carry_history_11'] [2025-11-22T02:01:32.378487] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:32.382668] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:32.383899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:32.383971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:32.385627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:32.386142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:32.391436] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:32.392713] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:32.392776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:32.397517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:32.399287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:32.399768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:32.400148] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:32.433045] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 4.6s | Global ETA: 1h 29m 49s [2025-11-22T02:01:32.434387] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:32.434448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:32.439314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:32.441060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:32.441540] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:32.443172] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:32.443876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:32.494258] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.50% | Symbol ETA: 3m 11s | Global ETA: 1h 29m 50s [2025-11-22T02:01:32.495149] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:32.495209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:32.496851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:32.497375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:32.497830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:32.526978] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:32.529261] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:32.530701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:32.951681] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 6m 23s | Global ETA: 1h 29m 51s [2025-11-22T02:01:32.952662] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:32.952726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:32.954926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:32.955561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:33.019277] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 4.0s | Global ETA: 1h 29m 51s [2025-11-22T02:01:33.020174] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:33.020399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:33.025190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:33.027203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:33.027695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:33.029414] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:33.030113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:33.078446] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 3m 11s | Global ETA: 1h 29m 51s [2025-11-22T02:01:33.210165] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 10.2s | Global ETA: 1h 29m 52s [2025-11-22T02:01:33.211089] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:33.211154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:33.216103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:33.217930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:33.218559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:33.219209] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:33.243305] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 1.59% [2025-11-22T02:01:33.347577] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:33.350010] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:33.351477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:33.410815] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 2.01%, Actual: 1.32% [2025-11-22T02:01:33.517729] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 6m 23s | Global ETA: 1h 29m 53s [2025-11-22T02:01:33.518602] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:33.518680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:33.520405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:33.520909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:33.578734] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 1.92% [2025-11-22T02:01:33.600902] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 3.4s | Global ETA: 1h 29m 53s [2025-11-22T02:01:33.601785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:33.601846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:33.606597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:33.608388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:33.608868] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:33.610452] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:33.611203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:33.748368] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.45%, Actual: 0.82% [2025-11-22T02:01:33.917721] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.75% [2025-11-22T02:01:34.035306] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 1.84% | Symbol ETA: 9.4s | Global ETA: 1h 29m 54s [2025-11-22T02:01:34.036191] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:34.036256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:34.041086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.042879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:34.043347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:34.043747] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:34.084797] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 0.67% [2025-11-22T02:01:34.091054] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 6m 22s | Global ETA: 1h 29m 54s [2025-11-22T02:01:34.092303] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:34.092365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.094088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:34.094581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.174705] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:34.176998] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:34.178443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.183336] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 2.18% | Symbol ETA: 2.8s | Global ETA: 1h 29m 55s [2025-11-22T02:01:34.184218] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:34.184279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:34.189053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.190795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:34.191256] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:34.192849] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:34.193522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.252174] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 4.38%, Actual: 1.88% [2025-11-22T02:01:34.420624] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.98%, Actual: 1.79% [2025-11-22T02:01:34.590201] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 3.67% [2025-11-22T02:01:34.662161] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 6m 22s | Global ETA: 1h 29m 56s [2025-11-22T02:01:34.663055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:34.663113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.664761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:34.665287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.758184] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 4.98% [2025-11-22T02:01:34.758401] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 38.8092% [2025-11-22T02:01:34.758453] [INFO ] [main ] AEO: DISCARDED add_atr_10 (score: 38.81%) [2025-11-22T02:01:34.758491] [INFO ] [main ] AEO: Testing feature 4/53: add_atr_5 [2025-11-22T02:01:34.758522] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:01:34.758577] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:34.765364] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.54% | Symbol ETA: 2.2s | Global ETA: 1h 29m 57s [2025-11-22T02:01:34.766305] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:34.766367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:34.770183] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:34.771208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.771416] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:34.771477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.772999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:34.773202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:34.773457] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:34.773726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:34.774126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.775062] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:34.775795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:34.863661] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.33% | Symbol ETA: 8.6s | Global ETA: 1h 29m 57s [2025-11-22T02:01:34.864529] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:34.864592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:34.869458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:34.871193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:34.871669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:34.872056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:35.000408] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:35.003415] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:35.007535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:35.227047] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 6m 21s | Global ETA: 1h 29m 58s [2025-11-22T02:01:35.228004] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:35.228070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:35.229818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:35.230315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:35.347711] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.91% | Symbol ETA: 1.6s | Global ETA: 1h 29m 58s [2025-11-22T02:01:35.355430] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 2m 10s | Global ETA: 1h 29m 58s [2025-11-22T02:01:35.356325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:35.356386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:35.358067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:35.358545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:35.358954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:35.514084] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.23%, Actual: 1.87% [2025-11-22T02:01:35.679472] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 2.76% [2025-11-22T02:01:35.688043] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 7.8s | Global ETA: 1h 29m 59s [2025-11-22T02:01:35.688995] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:35.689092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:35.694079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:35.695875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:35.696353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:35.696773] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:35.802615] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 6m 21s | Global ETA: 1h 29m 60s [2025-11-22T02:01:35.803539] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:35.803600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:35.805335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:35.805863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:35.827423] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:35.829958] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:35.831453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:35.844811] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.00% [2025-11-22T02:01:35.938235] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 2m 10s | Global ETA: 1h 30m 0s [2025-11-22T02:01:35.939125] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:35.939186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:35.940830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:35.941305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:35.941715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:36.010243] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 1.77% [2025-11-22T02:01:36.178448] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.28% [2025-11-22T02:01:36.346741] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.08% [2025-11-22T02:01:36.371003] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 6m 20s | Global ETA: 1h 30m 1s [2025-11-22T02:01:36.371935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:36.371996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:36.373695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:36.374203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:36.498398] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 6.9s | Global ETA: 1h 30m 2s [2025-11-22T02:01:36.499357] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:36.499425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:36.504351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:36.506265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:36.506824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:36.507257] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:36.514403] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.45%, Actual: 0.96% [2025-11-22T02:01:36.556396] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 2m 9s | Global ETA: 1h 30m 2s [2025-11-22T02:01:36.557311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:36.557372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:36.559048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:36.559529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:36.559962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:36.635594] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:36.637985] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:36.639436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:36.681485] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 2.18%, Actual: 0.48% [2025-11-22T02:01:36.845993] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.54%, Actual: 2.51% [2025-11-22T02:01:36.942586] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 6m 19s | Global ETA: 1h 30m 3s [2025-11-22T02:01:36.943528] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:36.943589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:36.945288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:36.945806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.011514] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.91%, Actual: 1.25% [2025-11-22T02:01:37.011722] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 40.1103% [2025-11-22T02:01:37.011805] [INFO ] [main ] KRP: DISCARDED add_sma_ratio (score: 40.11%) [2025-11-22T02:01:37.011847] [INFO ] [main ] KRP: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:01:37.011878] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vol_of_vol'] [2025-11-22T02:01:37.011912] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:37.025554] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:37.026987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:37.027047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:37.031784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.033499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:37.033980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:37.035565] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:37.036667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.154484] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 2m 9s | Global ETA: 1h 30m 4s [2025-11-22T02:01:37.155374] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:37.155435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.157091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:37.157593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:37.157999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.324612] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.72% | Symbol ETA: 6.1s | Global ETA: 1h 30m 4s [2025-11-22T02:01:37.325566] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:37.325634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:37.330695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.332571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:37.333082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:37.333489] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:37.462098] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:37.464418] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:37.465911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.512189] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 6m 19s | Global ETA: 1h 30m 5s [2025-11-22T02:01:37.513079] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:37.513139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.514792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:37.515283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.620014] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 6.5s | Global ETA: 1h 30m 5s [2025-11-22T02:01:37.620909] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:37.620994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:37.626055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.627836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:37.628321] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:37.629920] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:37.631003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:37.746046] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -3.06% | Symbol ETA: 2m 8s | Global ETA: 1h 30m 6s [2025-11-22T02:01:37.746973] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:37.747035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:37.748760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:37.749255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:37.749674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.072395] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 18s | Global ETA: 1h 30m 7s [2025-11-22T02:01:38.166948] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -2.44% | Symbol ETA: 5.3s | Global ETA: 1h 30m 7s [2025-11-22T02:01:38.167859] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:38.167923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:38.172623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:38.174442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:38.174932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:38.175315] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:38.198977] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.73% | Symbol ETA: 5.9s | Global ETA: 1h 30m 7s [2025-11-22T02:01:38.199896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:38.199958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:38.205057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:38.206960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:38.207591] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:38.209228] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:38.210376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.239443] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.48% [2025-11-22T02:01:38.304497] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:38.306599] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:38.308117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.357717] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.07% | Symbol ETA: 2m 8s | Global ETA: 1h 30m 8s [2025-11-22T02:01:38.358657] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:38.358718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:38.360419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:38.360922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:38.361324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.408131] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:01:38.578918] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:01:38.750014] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.18% [2025-11-22T02:01:38.779070] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 5.3s | Global ETA: 1h 30m 9s [2025-11-22T02:01:38.779956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:38.780018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:38.784771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:38.786566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:38.787060] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:38.788754] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:38.789875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.923493] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:01:38.963930] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.47% | Symbol ETA: 2m 7s | Global ETA: 1h 30m 9s [2025-11-22T02:01:38.965036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:38.965098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:38.966955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:38.967661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:38.968063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:38.994106] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 4.5s | Global ETA: 1h 30m 10s [2025-11-22T02:01:38.994985] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:38.995049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:38.999785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:39.001502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:39.001987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:39.002375] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:39.125320] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:39.127387] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:39.128779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:39.138639] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.14% [2025-11-22T02:01:39.305288] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:01:39.438535] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 4.8s | Global ETA: 1h 30m 11s [2025-11-22T02:01:39.439446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:39.439506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:39.444209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:39.445922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:39.446396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:39.448009] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:39.449094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:39.472063] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.45% [2025-11-22T02:01:39.567260] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 11s [2025-11-22T02:01:39.568157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:39.568219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:39.569960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:39.570456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:39.570866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:39.641059] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.24% [2025-11-22T02:01:39.787599] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.26% | Symbol ETA: 3.6s | Global ETA: 1h 30m 12s [2025-11-22T02:01:39.788478] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:39.788542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:39.793293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:39.795045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:39.795525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:39.795926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:39.811764] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.06% [2025-11-22T02:01:39.811975] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.9742% [2025-11-22T02:01:39.812075] [INFO ] [main ] BLE: DISCARDED add_atr (score: 31.97%) [2025-11-22T02:01:39.812136] [INFO ] [main ] BLE: Testing feature 3/53: add_atr_10 [2025-11-22T02:01:39.812173] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:01:39.812211] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:39.824852] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:39.826394] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:39.826456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:39.828254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:39.828805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:39.923791] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:39.925861] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:01:39.927244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:40.015310] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 4.2s | Global ETA: 1h 30m 13s [2025-11-22T02:01:40.016213] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:40.016275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:40.021040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:40.022791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:40.023252] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:40.024851] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:40.025928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:40.163258] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 13s [2025-11-22T02:01:40.164188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:40.164255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:40.165950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:40.166432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:40.166853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:40.406975] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 3m 11s | Global ETA: 1h 30m 14s [2025-11-22T02:01:40.407898] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:40.407960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:40.409597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:40.410104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:40.588138] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 2.8s | Global ETA: 1h 30m 14s [2025-11-22T02:01:40.593618] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 3.6s | Global ETA: 1h 30m 14s [2025-11-22T02:01:40.594496] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:40.594559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:40.599361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:40.601117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:40.601574] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:40.603155] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:40.604242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:40.757282] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 2m 5s | Global ETA: 1h 30m 15s [2025-11-22T02:01:40.761741] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.68%, Actual: 1.90% [2025-11-22T02:01:40.928201] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 1.03% [2025-11-22T02:01:40.928993] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 1.59% [2025-11-22T02:01:40.973853] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 11s | Global ETA: 1h 30m 16s [2025-11-22T02:01:40.974806] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:40.974869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:40.976555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:40.977073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:41.094433] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 1.17% [2025-11-22T02:01:41.099348] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 1.32% [2025-11-22T02:01:41.175770] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.33% | Symbol ETA: 3.0s | Global ETA: 1h 30m 16s [2025-11-22T02:01:41.176628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:41.176711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:41.181451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:41.183188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:41.183662] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:41.185256] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:41.186365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:41.261124] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 0.18% [2025-11-22T02:01:41.268569] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.53%, Actual: 1.92% [2025-11-22T02:01:41.429908] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.77% [2025-11-22T02:01:41.444206] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.82% [2025-11-22T02:01:41.556018] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 3m 10s | Global ETA: 1h 30m 17s [2025-11-22T02:01:41.556946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:41.557006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:41.558747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:41.559243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:41.595428] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.72%, Actual: 0.45% [2025-11-22T02:01:41.617763] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -3.06%, Actual: 0.75% [2025-11-22T02:01:41.756430] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 2.4s | Global ETA: 1h 30m 18s [2025-11-22T02:01:41.757388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:41.757452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:41.762505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:41.764218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:41.764695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:41.766281] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:41.767413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:41.767784] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -2.44%, Actual: 0.38% [2025-11-22T02:01:41.787513] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.07%, Actual: 0.67% [2025-11-22T02:01:41.934024] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.96%, Actual: 3.46% [2025-11-22T02:01:41.956580] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 1.88% [2025-11-22T02:01:42.099974] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.26%, Actual: 1.98% [2025-11-22T02:01:42.133441] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 1.79% [2025-11-22T02:01:42.135232] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 3m 10s | Global ETA: 1h 30m 19s [2025-11-22T02:01:42.136118] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:42.136179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:42.137832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:42.138298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:42.265289] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.56% [2025-11-22T02:01:42.265480] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 55.3728% [2025-11-22T02:01:42.265557] [INFO ] [main ] GPI: DISCARDED add_signed_carry_history_11 (score: 55.37%) [2025-11-22T02:01:42.265599] [INFO ] [main ] GPI: Testing feature 44/53: add_sma_ratio [2025-11-22T02:01:42.265631] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_sma_ratio'] [2025-11-22T02:01:42.265686] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:42.301005] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 3.67% [2025-11-22T02:01:42.309742] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:42.311123] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:42.311186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:42.316007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:42.317803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:42.318286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:42.318712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:42.338137] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.00% | Symbol ETA: 1.8s | Global ETA: 1h 30m 20s [2025-11-22T02:01:42.339038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:42.339100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:42.343831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:42.345546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:42.346031] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:42.348507] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:42.350047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:42.443744] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:42.445908] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:42.446639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:42.468412] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 4.98% [2025-11-22T02:01:42.468594] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 49.6780% [2025-11-22T02:01:42.468712] [INFO ] [main ] AEO: KEPT add_atr_5 (score: 49.68%) [2025-11-22T02:01:42.468758] [INFO ] [main ] AEO: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:01:42.468792] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:01:42.468825] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:42.480492] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:42.481807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:42.481868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:42.483543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:42.484063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:42.484449] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:42.485201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:42.700362] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 3m 9s | Global ETA: 1h 30m 21s [2025-11-22T02:01:42.701258] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:42.701319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:42.702974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:42.703454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:42.917269] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 1.2s | Global ETA: 1h 30m 22s [2025-11-22T02:01:43.069489] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 1m 38s | Global ETA: 1h 30m 22s [2025-11-22T02:01:43.070410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:43.070472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.072126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:43.072668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:43.073089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:43.073876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:43.082904] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 1.87% [2025-11-22T02:01:43.110721] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 9.3s | Global ETA: 1h 30m 22s [2025-11-22T02:01:43.111584] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:43.111665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:43.116424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.118202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:43.118691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:43.119078] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:43.244160] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:43.246221] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:43.246980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:43.248039] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.73%, Actual: 2.76% [2025-11-22T02:01:43.270490] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 3m 8s | Global ETA: 1h 30m 23s [2025-11-22T02:01:43.271382] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:43.271442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.273230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:43.273915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:43.414237] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.00% [2025-11-22T02:01:43.580789] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 1.77% [2025-11-22T02:01:43.662721] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 3.36% | Symbol ETA: 1m 37s | Global ETA: 1h 30m 24s [2025-11-22T02:01:43.663619] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:43.663700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.665415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:43.665930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:43.666317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:43.667066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:43.746498] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.28% [2025-11-22T02:01:43.837129] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 3m 8s | Global ETA: 1h 30m 24s [2025-11-22T02:01:43.838082] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:43.838145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.840036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:43.840534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:43.907924] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 8.5s | Global ETA: 1h 30m 25s [2025-11-22T02:01:43.908824] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:43.908888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:43.912867] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.08% [2025-11-22T02:01:43.913586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:43.915315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:43.915799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:43.916193] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:44.041133] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:44.043240] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:44.043993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.078295] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.33%, Actual: 0.96% [2025-11-22T02:01:44.243799] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 0.48% [2025-11-22T02:01:44.257474] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.91% | Symbol ETA: 1m 37s | Global ETA: 1h 30m 26s [2025-11-22T02:01:44.258374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:44.258436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.260079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:44.260565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:44.260964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:44.261709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.404083] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 3m 7s | Global ETA: 1h 30m 26s [2025-11-22T02:01:44.404989] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:44.405049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.406710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:44.407218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.409759] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 2.51% [2025-11-22T02:01:44.574728] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 1.25% [2025-11-22T02:01:44.574914] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 44.6409% [2025-11-22T02:01:44.574995] [INFO ] [main ] KRP: DISCARDED add_vol_of_vol (score: 44.64%) [2025-11-22T02:01:44.575037] [INFO ] [main ] KRP: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:01:44.575070] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volatility_decay_ratio'] [2025-11-22T02:01:44.575104] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:44.588727] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:44.589972] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:44.590034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:44.594804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.596539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:44.597017] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:44.598687] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:44.599824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.773831] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.24% | Symbol ETA: 7.8s | Global ETA: 1h 30m 27s [2025-11-22T02:01:44.774722] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:44.774786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:44.779615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.781400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:44.781887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:44.782272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:44.859445] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.91% | Symbol ETA: 1m 36s | Global ETA: 1h 30m 28s [2025-11-22T02:01:44.860400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:44.860464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.862194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:44.862740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:44.863143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:44.863958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.905990] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:44.908127] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:44.908895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:44.983876] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 3m 7s | Global ETA: 1h 30m 28s [2025-11-22T02:01:44.984831] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:01:44.984895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:44.986585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:44.987107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:45.172525] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 6.2s | Global ETA: 1h 30m 28s [2025-11-22T02:01:45.173412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:45.173475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:45.178241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:45.180026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:45.180488] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:45.182076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:45.183211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:45.459540] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 1m 36s | Global ETA: 1h 30m 29s [2025-11-22T02:01:45.460457] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:45.460518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:45.462190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:45.462700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:45.463089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:45.463850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:45.551392] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 3m 6s | Global ETA: 1h 30m 30s [2025-11-22T02:01:45.572923] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 7.0s | Global ETA: 1h 30m 30s [2025-11-22T02:01:45.574148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:45.574211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:45.578980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:45.580724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:45.581190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:45.581574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:45.707392] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:45.709720] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:45.710490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:45.724063] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.48% [2025-11-22T02:01:45.750544] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 5.6s | Global ETA: 1h 30m 30s [2025-11-22T02:01:45.751448] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:45.751511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:45.756236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:45.758028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:45.758486] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:45.760074] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:45.761202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:45.900943] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.64% [2025-11-22T02:01:46.060971] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.17% | Symbol ETA: 1m 35s | Global ETA: 1h 30m 31s [2025-11-22T02:01:46.061879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:46.061941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:46.063576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:46.064088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:46.064481] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:46.065217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:46.077057] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.12% [2025-11-22T02:01:46.250470] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.18% [2025-11-22T02:01:46.330183] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 1.00% | Symbol ETA: 5.0s | Global ETA: 1h 30m 32s [2025-11-22T02:01:46.331076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:46.331139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:46.335944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:46.338137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:46.338597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:46.340232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:46.341363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:46.366939] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 1.28% | Symbol ETA: 6.1s | Global ETA: 1h 30m 32s [2025-11-22T02:01:46.368000] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:46.368068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:46.373055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:46.374860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:46.375347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:46.375766] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:46.419304] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:01:46.504362] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:46.506566] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:46.507392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:46.589477] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.14% [2025-11-22T02:01:46.656681] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 1m 34s | Global ETA: 1h 30m 33s [2025-11-22T02:01:46.657586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:46.657688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:46.659350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:46.659854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:46.660237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:46.661003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:46.760084] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.54% [2025-11-22T02:01:46.908717] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 4.5s | Global ETA: 1h 30m 34s [2025-11-22T02:01:46.910072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:46.910134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:46.914889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:46.916607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:46.917084] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:46.918717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:46.919845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:46.932996] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.45% [2025-11-22T02:01:47.105352] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:01:47.168584] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 5.3s | Global ETA: 1h 30m 35s [2025-11-22T02:01:47.169492] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:47.169560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:47.174301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.176037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:47.176502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.176924] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:47.245354] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 1m 34s | Global ETA: 1h 30m 35s [2025-11-22T02:01:47.246281] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:47.246343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.248020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:47.248539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.248947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:47.249704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.276988] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.06% [2025-11-22T02:01:47.277207] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 44.7408% [2025-11-22T02:01:47.277288] [INFO ] [main ] BLE: KEPT add_atr_10 (score: 44.74%) [2025-11-22T02:01:47.277332] [INFO ] [main ] BLE: Testing feature 4/53: add_atr_5 [2025-11-22T02:01:47.277365] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:01:47.277399] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:47.289919] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:47.291219] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:47.291281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.293038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:47.293555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.294027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.300893] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:47.302972] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:47.303726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.506498] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.21% | Symbol ETA: 3.9s | Global ETA: 1h 30m 36s [2025-11-22T02:01:47.508012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:47.508076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:47.512938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.514736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:47.515201] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:47.516797] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:47.517999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.832810] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 1m 33s | Global ETA: 1h 30m 37s [2025-11-22T02:01:47.833716] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:01:47.833777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.835415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:47.835938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.836316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:47.837055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.866586] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 2m 7s | Global ETA: 1h 30m 37s [2025-11-22T02:01:47.868025] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:47.868198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.870143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:47.870684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.871113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:47.965157] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 4.5s | Global ETA: 1h 30m 37s [2025-11-22T02:01:47.966042] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:47.966106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:47.970888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:47.972622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:47.973111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:47.973496] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:48.096258] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:48.098407] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:48.099182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:48.102298] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 3.3s | Global ETA: 1h 30m 37s [2025-11-22T02:01:48.103223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:48.103285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:48.108111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:48.109927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:48.110398] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:48.112050] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:48.113226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:48.423019] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 1m 33s | Global ETA: 1h 30m 38s [2025-11-22T02:01:48.429591] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 38s [2025-11-22T02:01:48.430475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:48.430537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:48.432187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:48.432684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:48.433112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:48.589700] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.69%, Actual: 1.59% [2025-11-22T02:01:48.682129] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 2.7s | Global ETA: 1h 30m 39s [2025-11-22T02:01:48.683012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:48.683075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:48.687909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:48.689702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:48.690159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:48.691756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:48.692884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:48.757298] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 3.36%, Actual: 1.32% [2025-11-22T02:01:48.767963] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 3.7s | Global ETA: 1h 30m 40s [2025-11-22T02:01:48.768891] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:48.768955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:48.773734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:48.775477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:48.775968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:48.776351] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:48.899049] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:48.901240] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:48.902007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:48.927247] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.91%, Actual: 1.92% [2025-11-22T02:01:48.991445] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 2m 6s | Global ETA: 1h 30m 40s [2025-11-22T02:01:48.992337] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:48.992398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:48.994147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:48.994634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:48.995085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:49.095209] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.91%, Actual: 0.82% [2025-11-22T02:01:49.257040] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 2.2s | Global ETA: 1h 30m 41s [2025-11-22T02:01:49.258013] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:49.258097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:49.262325] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.75% [2025-11-22T02:01:49.262832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:49.264556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:49.265039] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:49.266622] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:49.267837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:49.432947] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.17%, Actual: 0.67% [2025-11-22T02:01:49.552109] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 2m 5s | Global ETA: 1h 30m 42s [2025-11-22T02:01:49.552996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:49.553058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:49.554735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:49.555214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:49.555696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:49.557544] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 2.9s | Global ETA: 1h 30m 42s [2025-11-22T02:01:49.558425] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:49.558502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:49.563275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:49.564999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:49.565464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:49.565865] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:49.602769] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 1.88% [2025-11-22T02:01:49.688862] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:49.691084] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:01:49.691847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:49.772035] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 1.79% [2025-11-22T02:01:49.840371] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.6s | Global ETA: 1h 30m 43s [2025-11-22T02:01:49.841737] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:49.841800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:49.846546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:49.848365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:49.848847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:49.850512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:01:49.851675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:49.940131] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 3.67% [2025-11-22T02:01:50.111552] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.03%, Actual: 4.98% [2025-11-22T02:01:50.111810] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 54.0811% [2025-11-22T02:01:50.111912] [INFO ] [main ] AEO: KEPT add_close_to_open_alignment (score: 54.08%) [2025-11-22T02:01:50.111964] [INFO ] [main ] AEO: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:01:50.111999] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:01:50.113953] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:50.118058] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 2m 5s | Global ETA: 1h 30m 44s [2025-11-22T02:01:50.119042] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:50.119106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:50.120926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:50.121422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:50.121940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:50.128125] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:50.129480] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:50.129546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:50.131364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:50.131920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:50.132317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:50.133147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:50.134028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:50.368323] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 2.1s | Global ETA: 1h 30m 44s [2025-11-22T02:01:50.423623] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 1.0s | Global ETA: 1h 30m 45s [2025-11-22T02:01:50.536392] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 1.90% [2025-11-22T02:01:50.604634] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 1.87% [2025-11-22T02:01:50.703778] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 1.03% [2025-11-22T02:01:50.705607] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 2m 4s | Global ETA: 1h 30m 45s [2025-11-22T02:01:50.706499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:50.706561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:50.708283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:50.708808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:50.709239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:50.741353] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 1m 17s | Global ETA: 1h 30m 46s [2025-11-22T02:01:50.742252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:50.742315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:50.744001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:50.744473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:50.744876] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:50.745611] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:50.746429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:50.772224] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 2.76% [2025-11-22T02:01:50.872761] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.24%, Actual: 1.17% [2025-11-22T02:01:50.940113] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 0.00% [2025-11-22T02:01:51.041434] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 0.18% [2025-11-22T02:01:51.104983] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.77% [2025-11-22T02:01:51.208734] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 1.28%, Actual: 0.77% [2025-11-22T02:01:51.269366] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.21%, Actual: 0.28% [2025-11-22T02:01:51.283038] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 2m 4s | Global ETA: 1h 30m 47s [2025-11-22T02:01:51.283999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:51.284064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:51.285788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:51.286280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:51.286769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:51.358296] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 1m 17s | Global ETA: 1h 30m 47s [2025-11-22T02:01:51.359251] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:51.359317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:51.361154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:51.361668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:51.362083] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:51.362862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:51.363751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:51.376308] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 0.45% [2025-11-22T02:01:51.436507] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.08% [2025-11-22T02:01:51.546058] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.38% [2025-11-22T02:01:51.604259] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 0.96% [2025-11-22T02:01:51.716428] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 3.46% [2025-11-22T02:01:51.771464] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.48% [2025-11-22T02:01:51.856411] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 2m 3s | Global ETA: 1h 30m 49s [2025-11-22T02:01:51.857372] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:51.857462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:51.859159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:51.859673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:51.860121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:51.885473] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 1.98% [2025-11-22T02:01:51.939490] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 2.51% [2025-11-22T02:01:51.988394] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 1m 16s | Global ETA: 1h 30m 49s [2025-11-22T02:01:51.989286] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:51.989349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:51.991029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:51.991500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:51.991904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:51.992632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:51.993454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.054065] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.56% [2025-11-22T02:01:52.054265] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 51.0073% [2025-11-22T02:01:52.054344] [INFO ] [main ] GPI: DISCARDED add_sma_ratio (score: 51.01%) [2025-11-22T02:01:52.054387] [INFO ] [main ] GPI: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:01:52.054420] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_vol_of_vol'] [2025-11-22T02:01:52.054477] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:01:52.068153] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:52.069450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:52.069516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:52.074349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.076132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:52.076604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:52.077007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:52.106028] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 1.25% [2025-11-22T02:01:52.106212] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 33.1446% [2025-11-22T02:01:52.106753] [INFO ] [main ] KRP: DISCARDED add_volatility_decay_ratio (score: 33.14%) [2025-11-22T02:01:52.106804] [INFO ] [main ] KRP: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:01:52.106836] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:01:52.106872] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:52.120325] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:52.121563] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:52.121626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:52.126358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.128165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:52.128629] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:52.130221] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:52.131292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:52.133316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.204796] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:52.207055] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:52.208201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.422383] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 2m 3s | Global ETA: 1h 30m 51s [2025-11-22T02:01:52.423278] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:52.423340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.424993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:52.425472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:52.425930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.590685] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 1m 16s | Global ETA: 1h 30m 51s [2025-11-22T02:01:52.591578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:52.591658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.593365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:52.593877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:52.594259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:52.595017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:52.595890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.710100] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 6.1s | Global ETA: 1h 30m 52s [2025-11-22T02:01:52.710995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:52.711057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:52.715796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.717562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:52.718058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:52.719685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:52.720770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:52.722812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:52.884546] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 8.9s | Global ETA: 1h 30m 52s [2025-11-22T02:01:52.885422] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:52.885485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:52.890375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:52.892155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:52.892681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:52.893062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:52.987303] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2m 2s | Global ETA: 1h 30m 52s [2025-11-22T02:01:53.021817] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:53.023926] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:53.025039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.152915] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 0.48% [2025-11-22T02:01:53.185519] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.90% | Symbol ETA: 1m 15s | Global ETA: 1h 30m 53s [2025-11-22T02:01:53.186412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:53.186474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:53.188140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:53.188621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:53.189023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:53.189766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:53.190562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.298242] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 5.5s | Global ETA: 1h 30m 53s [2025-11-22T02:01:53.299143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:53.299206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:53.303928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:53.305694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:53.306159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:53.307810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:53.308916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:53.310942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.317982] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.64% [2025-11-22T02:01:53.485572] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:01:53.654819] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.18% [2025-11-22T02:01:53.715831] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -3.34% | Symbol ETA: 8.1s | Global ETA: 1h 30m 55s [2025-11-22T02:01:53.716730] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:53.716794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:53.721823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:53.723733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:53.724213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:53.724607] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:53.784881] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 1m 14s | Global ETA: 1h 30m 55s [2025-11-22T02:01:53.785885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:53.785948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:53.787689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:53.788176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:53.788558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:53.789313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:53.790176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.825622] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:01:53.858174] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:53.860537] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:53.861736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.899980] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.12% | Symbol ETA: 5.0s | Global ETA: 1h 30m 55s [2025-11-22T02:01:53.900895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:53.900958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:53.905680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:53.907421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:53.907917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:53.909463] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:53.910530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:53.912518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:53.993994] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.14% [2025-11-22T02:01:54.163168] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:01:54.331156] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 0.45% [2025-11-22T02:01:54.394672] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 4.36% | Symbol ETA: 1m 14s | Global ETA: 1h 30m 57s [2025-11-22T02:01:54.395558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:54.395634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:54.397353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:54.397838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:54.398220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:54.399004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:54.399926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:54.488155] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: 0.65% | Symbol ETA: 4.4s | Global ETA: 1h 30m 57s [2025-11-22T02:01:54.489041] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:54.489104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:54.493976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:54.495725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:54.496192] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:54.497796] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:54.498893] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:54.500911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:54.500866] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:01:54.575593] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 7.4s | Global ETA: 1h 30m 57s [2025-11-22T02:01:54.576505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:54.576582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:54.581539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:54.583371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:54.583855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:54.584236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:54.682038] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.06% [2025-11-22T02:01:54.682279] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 33.2831% [2025-11-22T02:01:54.682336] [INFO ] [main ] BLE: DISCARDED add_atr_5 (score: 33.28%) [2025-11-22T02:01:54.682380] [INFO ] [main ] BLE: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:01:54.682425] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:01:54.682465] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:01:54.695696] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:54.697280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:54.697350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:54.699168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:54.699716] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:54.700565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:54.716185] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:54.718549] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:54.719792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:54.988858] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 1m 13s | Global ETA: 1h 30m 59s [2025-11-22T02:01:54.989751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:54.989813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:54.991435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:54.991924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:54.992306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:54.993058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:54.993884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.077469] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 3.8s | Global ETA: 1h 30m 59s [2025-11-22T02:01:55.078794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:55.078865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:55.083890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.085732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:55.086227] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:55.088066] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:55.089174] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:55.091204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.313332] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 1m 34s | Global ETA: 1h 30m 60s [2025-11-22T02:01:55.314269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:55.314333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.316080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:55.316620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:55.317439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.397618] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 2.03% | Symbol ETA: 6.6s | Global ETA: 1h 30m 60s [2025-11-22T02:01:55.398486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:55.398548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:55.403284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.405019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:55.405833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:55.406213] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:55.535822] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:55.538034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:55.539186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.591545] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -3.76% | Symbol ETA: 1m 12s | Global ETA: 1h 31m 0s [2025-11-22T02:01:55.592440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:55.592503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.594152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:55.594619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:55.595017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:55.595758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:01:55.596558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.667204] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 3.2s | Global ETA: 1h 31m 1s [2025-11-22T02:01:55.668559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:55.668626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:55.673389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.675216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:55.675728] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:55.677406] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:55.678500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:55.680553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:55.892557] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 1m 34s | Global ETA: 1h 31m 1s [2025-11-22T02:01:55.893456] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:55.893520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:55.895217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:55.895755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:55.896515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:56.192144] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 1m 12s | Global ETA: 1h 31m 2s [2025-11-22T02:01:56.221564] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 5.7s | Global ETA: 1h 31m 2s [2025-11-22T02:01:56.222509] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:56.222581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:56.227807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:56.229854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:56.230342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:56.230768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:56.265475] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 2.6s | Global ETA: 1h 31m 3s [2025-11-22T02:01:56.266360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:56.266423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:56.271205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:56.272961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:56.273428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:56.275166] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:56.276315] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:56.278419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:56.363281] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:56.364319] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 1.59% [2025-11-22T02:01:56.365695] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:56.366919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:56.476914] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 1m 33s | Global ETA: 1h 31m 3s [2025-11-22T02:01:56.477857] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:56.477922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:56.479684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:56.480565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:56.481365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:56.532291] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 1.32% [2025-11-22T02:01:56.697195] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 1.92% [2025-11-22T02:01:56.852729] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 2.30% | Symbol ETA: 2.0s | Global ETA: 1h 31m 4s [2025-11-22T02:01:56.853604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:56.853693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:56.858602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:56.860359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:56.860845] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:56.862429] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:56.862822] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.82% [2025-11-22T02:01:56.863498] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:56.865488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.029239] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.90%, Actual: 0.75% [2025-11-22T02:01:57.048625] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 4.9s | Global ETA: 1h 31m 5s [2025-11-22T02:01:57.049513] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:57.049582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:57.054324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.054464] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 1m 32s | Global ETA: 1h 31m 5s [2025-11-22T02:01:57.055393] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:57.055458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.056100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:57.056560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:57.056980] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:57.057244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:57.057782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:57.058555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.181402] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:57.183470] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:57.184586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.196511] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.67% [2025-11-22T02:01:57.362590] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 4.36%, Actual: 1.88% [2025-11-22T02:01:57.442995] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 1.4s | Global ETA: 1h 31m 6s [2025-11-22T02:01:57.443888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:01:57.443950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:57.448758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.450512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:57.450999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:57.452576] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:57.453628] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:01:57.455580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.530438] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.79% [2025-11-22T02:01:57.639620] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 1m 32s | Global ETA: 1h 31m 7s [2025-11-22T02:01:57.640502] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:57.640564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.642274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:57.642793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:57.643531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.697875] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -3.76%, Actual: 3.67% [2025-11-22T02:01:57.850019] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 4.0s | Global ETA: 1h 31m 7s [2025-11-22T02:01:57.850929] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:57.850992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:57.855864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.857608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:57.858090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:57.858471] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:57.865491] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 4.98% [2025-11-22T02:01:57.865711] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 32.7395% [2025-11-22T02:01:57.865766] [INFO ] [main ] AEO: DISCARDED add_composite_volatility_context (score: 32.74%) [2025-11-22T02:01:57.865805] [INFO ] [main ] AEO: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:01:57.865836] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T02:01:57.865870] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:01:57.877735] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:57.878989] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:57.879051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:57.880931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:57.881420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:57.881834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:57.882557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:01:57.884877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:57.982920] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:57.985003] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:57.986098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:58.033434] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.54% | Symbol ETA: 0.8s | Global ETA: 1h 31m 8s [2025-11-22T02:01:58.201535] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 1.87% [2025-11-22T02:01:58.216110] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 1m 31s | Global ETA: 1h 31m 9s [2025-11-22T02:01:58.217050] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:58.217113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:58.218812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:58.219319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:58.220147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:58.371275] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 2.76% [2025-11-22T02:01:58.490330] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.54% | Symbol ETA: 1m 5s | Global ETA: 1h 31m 9s [2025-11-22T02:01:58.491425] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:58.491505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:58.493579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:58.494154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:58.494599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:58.495486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:01:58.498323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:58.541290] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.00% [2025-11-22T02:01:58.643731] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 3.2s | Global ETA: 1h 31m 10s [2025-11-22T02:01:58.644592] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:58.644682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:58.649469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:58.651235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:58.651721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:58.652100] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:58.708212] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 1.77% [2025-11-22T02:01:58.779083] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:58.781222] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:58.782353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:58.840958] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: 1h 31m 10s [2025-11-22T02:01:58.841949] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:58.842019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:58.843775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:58.844325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:58.845166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:58.877011] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 0.28% [2025-11-22T02:01:59.044342] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 0.08% [2025-11-22T02:01:59.114170] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.23% | Symbol ETA: 1m 4s | Global ETA: 1h 31m 11s [2025-11-22T02:01:59.115184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:59.117737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:59.119460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:59.121053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:59.121481] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:59.122285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:01:59.124605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:59.214841] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.96% [2025-11-22T02:01:59.406279] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 2.30%, Actual: 0.48% [2025-11-22T02:01:59.434363] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -3.16% | Symbol ETA: 2.4s | Global ETA: 1h 31m 12s [2025-11-22T02:01:59.435259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:01:59.435322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:59.438573] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 1m 30s | Global ETA: 1h 31m 12s [2025-11-22T02:01:59.439525] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:01:59.439589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:59.440176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:59.441405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:59.441982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:59.442015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:59.442438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:59.442800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:59.442836] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:01:59.565275] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:01:59.567574] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:01:59.568720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:59.575672] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 2.51% [2025-11-22T02:01:59.723441] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.45% | Symbol ETA: 1m 4s | Global ETA: 1h 31m 13s [2025-11-22T02:01:59.724377] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:59.724441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:59.726173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:01:59.726671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:01:59.727064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:01:59.727958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:01:59.730338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:01:59.744708] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.54%, Actual: 1.25% [2025-11-22T02:01:59.744915] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 30.9654% [2025-11-22T02:01:59.744999] [INFO ] [main ] KRP: DISCARDED add_volatility_state_percentiles (score: 30.97%) [2025-11-22T02:01:59.745043] [INFO ] [main ] KRP: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:01:59.745077] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_dispersion'] [2025-11-22T02:01:59.745468] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:01:59.760935] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:01:59.762343] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:01:59.762408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:01:59.767506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:01:59.769358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:01:59.769908] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:01:59.771518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:01:59.772903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:00.010016] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 1m 29s | Global ETA: 1h 31m 14s [2025-11-22T02:02:00.010912] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:00.010973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:00.012689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:00.013209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:00.013994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:00.271995] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -2.92% | Symbol ETA: 1.6s | Global ETA: 1h 31m 15s [2025-11-22T02:02:00.348054] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 1m 3s | Global ETA: 1h 31m 15s [2025-11-22T02:02:00.349061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:00.349145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:00.350944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:00.351462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:00.351902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:00.352693] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:00.355204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:00.360870] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 6.0s | Global ETA: 1h 31m 15s [2025-11-22T02:02:00.361853] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:00.361932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:00.366949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:00.368781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:00.369305] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:00.370973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:00.372327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:00.456164] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 1.90% [2025-11-22T02:02:00.627125] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -3.34%, Actual: 1.03% [2025-11-22T02:02:00.651012] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 1m 29s | Global ETA: 1h 31m 16s [2025-11-22T02:02:00.820166] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 1.17% [2025-11-22T02:02:00.973725] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:02:01.013539] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 1m 3s | Global ETA: 1h 31m 17s [2025-11-22T02:02:01.014431] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:01.014492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:01.016149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:01.016620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:01.017176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:01.017944] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:01.020225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:01.138747] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:02:01.168252] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 2.03%, Actual: 0.18% [2025-11-22T02:02:01.187803] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 6.3s | Global ETA: 1h 31m 18s [2025-11-22T02:02:01.188686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:01.188748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:01.199710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:01.201620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:01.202158] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:01.207213] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:01.208804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:01.307527] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:02:01.431086] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.77% [2025-11-22T02:02:01.497695] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:02:01.691415] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:02:01.723187] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 1m 2s | Global ETA: 1h 31m 19s [2025-11-22T02:02:01.724247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:01.724315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:01.724876] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 0.45% [2025-11-22T02:02:01.726236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:01.726785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:01.727224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:01.728201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:01.730633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:01.856382] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 0.82% | Symbol ETA: 5.5s | Global ETA: 1h 31m 20s [2025-11-22T02:02:01.857352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:01.857418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:01.862439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:01.864345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:01.864858] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:01.866638] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:01.868238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:01.872126] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:02:01.902741] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.38% [2025-11-22T02:02:02.045827] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:02:02.076470] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 3.46% [2025-11-22T02:02:02.217326] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.45% [2025-11-22T02:02:02.245836] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -3.16%, Actual: 1.98% [2025-11-22T02:02:02.349759] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.67% | Symbol ETA: 1m 1s | Global ETA: 1h 31m 21s [2025-11-22T02:02:02.350633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:02.350722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:02.352337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:02.352827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:02.353210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:02.353961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:02.356250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:02.388236] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:02:02.414818] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -2.92%, Actual: 0.56% [2025-11-22T02:02:02.415026] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 38.8722% [2025-11-22T02:02:02.415111] [INFO ] [main ] GPI: DISCARDED add_vol_of_vol (score: 38.87%) [2025-11-22T02:02:02.415154] [INFO ] [main ] GPI: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:02:02.415188] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volatility_decay_ratio'] [2025-11-22T02:02:02.415223] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:02.429374] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:02.430731] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:02.430798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:02.435911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:02.437845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:02.438329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:02.438755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:02.456813] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 4.7s | Global ETA: 1h 31m 22s [2025-11-22T02:02:02.457809] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:02.457874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:02.462865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:02.464785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:02.465343] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:02.467032] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:02.468448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:02.559874] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.06% [2025-11-22T02:02:02.560093] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 30.9355% [2025-11-22T02:02:02.560180] [INFO ] [main ] BLE: DISCARDED add_close_to_open_alignment (score: 30.94%) [2025-11-22T02:02:02.560226] [INFO ] [main ] BLE: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:02:02.560258] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:02:02.560295] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:02.570742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:02.573134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:02.574368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:02.575794] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:02.577043] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:02.577105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:02.578852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:02.579346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:02.580255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:02.952664] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.45% | Symbol ETA: 1m 1s | Global ETA: 1h 31m 23s [2025-11-22T02:02:02.953539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:02.953602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:02.955253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:02.955742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:02.956127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:02.956880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:02.959180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.046736] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 3.9s | Global ETA: 1h 31m 23s [2025-11-22T02:02:03.047625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:03.047710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:03.052464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.054205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:03.054690] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:03.056271] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:03.057620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.143611] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 1m 19s | Global ETA: 1h 31m 24s [2025-11-22T02:02:03.144512] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:03.144574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.146219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:03.146708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:03.147598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.250966] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 8.7s | Global ETA: 1h 31m 24s [2025-11-22T02:02:03.251859] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:03.251922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:03.256659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.258395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:03.258875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:03.259255] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:03.385042] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:03.387353] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:03.388520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.555876] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 1m 0s | Global ETA: 1h 31m 25s [2025-11-22T02:02:03.556772] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:03.556839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.558997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:03.559490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:03.559910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:03.560690] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:03.563125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.630702] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 3.2s | Global ETA: 1h 31m 25s [2025-11-22T02:02:03.631563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:03.631626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:03.636425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.638204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:03.638690] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:03.640299] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:03.641614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:03.707712] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 1m 19s | Global ETA: 1h 31m 25s [2025-11-22T02:02:03.708604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:03.708685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:03.710392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:03.710898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:03.711792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.057876] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 7.9s | Global ETA: 1h 31m 26s [2025-11-22T02:02:04.058778] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:04.058843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:04.063581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.065320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:04.065798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:04.066173] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:04.173284] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.39% | Symbol ETA: 59.4s | Global ETA: 1h 31m 27s [2025-11-22T02:02:04.190736] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:04.192935] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:04.194084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.216831] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 2.5s | Global ETA: 1h 31m 27s [2025-11-22T02:02:04.217734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:04.217798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:04.222544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.224289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:04.224801] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:04.226374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:04.227725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.279628] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 1m 18s | Global ETA: 1h 31m 27s [2025-11-22T02:02:04.280564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:04.280628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.282316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:04.282837] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:04.283768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.346313] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 1.59% [2025-11-22T02:02:04.514789] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 1.32% [2025-11-22T02:02:04.683894] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 1.92% [2025-11-22T02:02:04.805224] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 1.9s | Global ETA: 1h 31m 29s [2025-11-22T02:02:04.806156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:04.806218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:04.811043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.812798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:04.813266] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:04.814852] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:04.816165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.856223] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 0.82% [2025-11-22T02:02:04.858946] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 1m 17s | Global ETA: 1h 31m 29s [2025-11-22T02:02:04.859833] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:04.859894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.861551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:04.862052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:04.862952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:04.902138] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -3.95% | Symbol ETA: 7.1s | Global ETA: 1h 31m 29s [2025-11-22T02:02:04.903076] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:04.903144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:04.908047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:04.909873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:04.910352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:04.910761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:05.027059] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.75% [2025-11-22T02:02:05.036620] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:05.038898] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:05.040043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:05.196561] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 0.67% [2025-11-22T02:02:05.368177] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 1.88% [2025-11-22T02:02:05.383757] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.39% | Symbol ETA: 1.3s | Global ETA: 1h 31m 31s [2025-11-22T02:02:05.384626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:05.384708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:05.389487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:05.391258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:05.391739] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:05.393356] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:05.394671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:05.433108] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 1m 17s | Global ETA: 1h 31m 31s [2025-11-22T02:02:05.434038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:05.434099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:05.435727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:05.436204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:05.437125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:05.539567] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 1.79% [2025-11-22T02:02:05.708819] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 3.67% [2025-11-22T02:02:05.736356] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 6.3s | Global ETA: 1h 31m 32s [2025-11-22T02:02:05.737340] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:05.737407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:05.742537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:05.744532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:05.745057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:05.745468] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:05.877628] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:05.878398] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.39%, Actual: 4.98% [2025-11-22T02:02:05.878595] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 61.7669% [2025-11-22T02:02:05.878723] [INFO ] [main ] AEO: KEPT add_day_shape_ratios (score: 61.77%) [2025-11-22T02:02:05.878771] [INFO ] [main ] AEO: Testing feature 8/53: add_directional_consistency [2025-11-22T02:02:05.878811] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:02:05.878854] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:05.880053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:05.881352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:05.890452] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:05.891712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:05.891774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:05.893490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:05.894010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:05.894396] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:05.895149] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:05.897489] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:05.978159] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 0.6s | Global ETA: 1h 31m 32s [2025-11-22T02:02:06.005335] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 1m 16s | Global ETA: 1h 31m 32s [2025-11-22T02:02:06.006228] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:06.006289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:06.007948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:06.008422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:06.009359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:06.027980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:06.149925] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 1.87% [2025-11-22T02:02:06.321572] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 2.76% [2025-11-22T02:02:06.496036] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 0.82%, Actual: 0.00% [2025-11-22T02:02:06.567197] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 5.5s | Global ETA: 1h 31m 34s [2025-11-22T02:02:06.568369] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:06.568451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:06.574045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:06.576109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:06.576618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:06.577038] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:06.602211] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 1m 16s | Global ETA: 1h 31m 34s [2025-11-22T02:02:06.603217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:06.603283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:06.605317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:06.605975] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:06.606948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:06.635225] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 2.03% | Symbol ETA: 58.2s | Global ETA: 1h 31m 34s [2025-11-22T02:02:06.636253] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:06.636319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:06.638136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:06.638710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:06.639109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:06.639901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:06.642326] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:06.701227] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.77% [2025-11-22T02:02:06.724233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:06.727716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:06.729418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:06.824229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:06.956892] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.28% [2025-11-22T02:02:07.207664] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 0.08% [2025-11-22T02:02:07.374278] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 1m 15s | Global ETA: 1h 31m 37s [2025-11-22T02:02:07.375700] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:07.375810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:07.382761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:07.383508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:07.386006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:07.432360] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 0.96% [2025-11-22T02:02:07.594957] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 2.98% | Symbol ETA: 58.3s | Global ETA: 1h 31m 37s [2025-11-22T02:02:07.595860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:07.595923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:07.597581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:07.598075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:07.598454] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:07.599196] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:07.601478] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:07.629286] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 0.48% [2025-11-22T02:02:07.684748] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 4.9s | Global ETA: 1h 31m 38s [2025-11-22T02:02:07.685667] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:07.685731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:07.690582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:07.692377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:07.692875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:07.693309] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:07.727271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:07.798171] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 2.51% [2025-11-22T02:02:07.814760] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:07.816990] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:07.818141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:07.966842] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 1.25% [2025-11-22T02:02:07.967048] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 43.1112% [2025-11-22T02:02:07.967129] [INFO ] [main ] KRP: DISCARDED add_volume_dispersion (score: 43.11%) [2025-11-22T02:02:07.967195] [INFO ] [main ] KRP: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:02:07.967229] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_flow_differentials'] [2025-11-22T02:02:07.967263] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:02:07.980835] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:07.982265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:07.982328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:07.984764] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 1m 15s | Global ETA: 1h 31m 39s [2025-11-22T02:02:07.985707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:07.985771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:07.987171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:07.987525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:07.988052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:02:07.988949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:07.989010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:07.989422] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:07.991046] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:07.993732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:08.315341] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 57.2s | Global ETA: 1h 31m 40s [2025-11-22T02:02:08.316223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:08.316285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:08.317988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:08.318462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:08.318881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:08.319607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:08.321911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:08.448059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:08.486150] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 1.53% | Symbol ETA: 3.9s | Global ETA: 1h 31m 40s [2025-11-22T02:02:08.487039] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:08.487104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:08.491857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:08.493598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:08.494115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:08.494498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:08.551622] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 1m 14s | Global ETA: 1h 31m 40s [2025-11-22T02:02:08.571898] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.31% | Symbol ETA: 5.8s | Global ETA: 1h 31m 40s [2025-11-22T02:02:08.572832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:08.572894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:08.577703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:08.579492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:08.579986] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:08.581573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:08.584258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:08.619764] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:08.622082] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:08.623239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:08.725391] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.48% [2025-11-22T02:02:08.901595] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.64% [2025-11-22T02:02:09.033852] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.42% | Symbol ETA: 56.2s | Global ETA: 1h 31m 42s [2025-11-22T02:02:09.034734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:09.034797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:09.036782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:09.037274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:09.037676] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:09.038407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:09.040733] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:09.075688] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:02:09.164965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:09.171035] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 5.3s | Global ETA: 1h 31m 42s [2025-11-22T02:02:09.172277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:09.172341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:09.177161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:09.178976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:09.179455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:09.181077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:09.183756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:09.272708] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:02:09.300173] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 3.1s | Global ETA: 1h 31m 43s [2025-11-22T02:02:09.301079] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:09.301143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:09.305862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:09.307601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:09.308107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:09.308494] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:09.428535] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:09.430726] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:09.431865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:09.445700] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.12% [2025-11-22T02:02:09.623592] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.14% [2025-11-22T02:02:09.752603] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 55.4s | Global ETA: 1h 31m 44s [2025-11-22T02:02:09.753614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:09.753727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:09.755368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:09.755877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:09.756265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:09.757015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:09.759317] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:09.778620] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 4.7s | Global ETA: 1h 31m 44s [2025-11-22T02:02:09.779568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:09.779634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:09.784670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:09.786702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:09.787233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:09.788938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:09.791713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:09.796732] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.54% [2025-11-22T02:02:09.884124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:09.965305] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.45% [2025-11-22T02:02:10.111533] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 2.2s | Global ETA: 1h 31m 45s [2025-11-22T02:02:10.112429] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:10.112492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:10.117526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:10.119273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:10.119762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:10.120150] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:10.134983] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.24% [2025-11-22T02:02:10.243138] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:10.245403] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:02:10.246569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:10.306074] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.06% [2025-11-22T02:02:10.306283] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 38.7937% [2025-11-22T02:02:10.306361] [INFO ] [main ] BLE: DISCARDED add_composite_volatility_context (score: 38.79%) [2025-11-22T02:02:10.306423] [INFO ] [main ] BLE: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:02:10.306457] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:02:10.306493] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:10.317503] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:10.318858] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:10.318920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:10.320576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:10.321093] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:10.323443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:10.385819] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 4.1s | Global ETA: 1h 31m 46s [2025-11-22T02:02:10.386698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:10.386760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:10.391547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:10.393384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:10.393889] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:10.395532] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:10.398353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:10.469063] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.75% | Symbol ETA: 54.6s | Global ETA: 1h 31m 46s [2025-11-22T02:02:10.469974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:10.470039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:10.471693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:10.472159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:10.472539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:10.473280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:10.475546] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:10.598370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:10.890781] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 1m 5s | Global ETA: 1h 31m 47s [2025-11-22T02:02:10.891707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:10.891769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:10.893412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:10.893917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:10.896330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:10.918980] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 1.4s | Global ETA: 1h 31m 48s [2025-11-22T02:02:11.004356] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 3.5s | Global ETA: 1h 31m 48s [2025-11-22T02:02:11.005247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:11.005310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:11.010158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:11.011914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:11.012429] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:11.014192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:11.016932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:11.088411] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.90% [2025-11-22T02:02:11.183570] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 53.8s | Global ETA: 1h 31m 48s [2025-11-22T02:02:11.184496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:11.184560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:11.186333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:11.186909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:11.187323] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:11.188088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:11.190458] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:11.257088] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 1.03% [2025-11-22T02:02:11.315487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:11.445247] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 1.17% [2025-11-22T02:02:11.468816] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 1m 4s | Global ETA: 1h 31m 49s [2025-11-22T02:02:11.469734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:11.469795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:11.471466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:11.471971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:11.474348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:11.607513] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -1.75% | Symbol ETA: 2.9s | Global ETA: 1h 31m 50s [2025-11-22T02:02:11.608415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:11.608477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:11.613244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:11.614959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:11.615430] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:11.617043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:11.619704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:11.690309] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 0.18% [2025-11-22T02:02:11.867506] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.77% [2025-11-22T02:02:11.938981] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.15% | Symbol ETA: 53.0s | Global ETA: 1h 31m 51s [2025-11-22T02:02:11.939870] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:11.939933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:11.941547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:11.942038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:11.942421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:11.943167] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:11.945419] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:12.035953] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.45% [2025-11-22T02:02:12.044060] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 1m 3s | Global ETA: 1h 31m 51s [2025-11-22T02:02:12.044990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:12.045056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.046809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:12.047350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:12.049826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.066501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.203238] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 2.3s | Global ETA: 1h 31m 52s [2025-11-22T02:02:12.203042] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 1.53%, Actual: 0.38% [2025-11-22T02:02:12.204114] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:12.204178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:12.208926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.210635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:12.211123] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:12.212712] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:12.215341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.370285] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 3.46% [2025-11-22T02:02:12.539930] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 1.98% [2025-11-22T02:02:12.620522] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 1m 3s | Global ETA: 1h 31m 53s [2025-11-22T02:02:12.621402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:12.621462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.623115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:12.623586] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:12.625937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.661901] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 52.3s | Global ETA: 1h 31m 53s [2025-11-22T02:02:12.662793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:12.662856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.664477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:12.665094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:12.665473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:12.666221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:12.668505] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:12.706339] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.56% [2025-11-22T02:02:12.706548] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 34.1458% [2025-11-22T02:02:12.706638] [INFO ] [main ] GPI: DISCARDED add_volatility_decay_ratio (score: 34.15%) [2025-11-22T02:02:12.706703] [INFO ] [main ] GPI: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:02:12.706737] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:02:12.706773] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:12.720953] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:12.722346] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:12.722410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:12.727124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.728963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:12.729464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:12.729867] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:12.789385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.801992] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1.7s | Global ETA: 1h 31m 53s [2025-11-22T02:02:12.802882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:12.802943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:12.807724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:12.809474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:12.809960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:12.811526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:12.814169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:12.856228] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:12.858428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:12.858942] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:12.859990] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:12.861970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:13.189192] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 1m 2s | Global ETA: 1h 31m 55s [2025-11-22T02:02:13.190071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:13.190131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:13.191763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:13.192242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:13.194561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:13.372664] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 51.5s | Global ETA: 1h 31m 55s [2025-11-22T02:02:13.403697] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.1s | Global ETA: 1h 31m 55s [2025-11-22T02:02:13.404570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:13.404633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:13.409710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:13.411527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:13.412028] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:13.413688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:13.416422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:13.538905] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 2.03%, Actual: 1.59% [2025-11-22T02:02:13.543692] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 8.5s | Global ETA: 1h 31m 56s [2025-11-22T02:02:13.544557] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:13.544622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:13.549418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:13.551146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:13.551613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:13.552020] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:13.682147] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:13.684466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:13.685003] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:13.686118] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:13.688203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:13.703868] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 2.98%, Actual: 1.32% [2025-11-22T02:02:13.759086] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 1m 2s | Global ETA: 1h 31m 56s [2025-11-22T02:02:13.759971] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:13.760031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:13.761673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:13.762183] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:13.764543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:13.869316] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 1.92% [2025-11-22T02:02:13.996786] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 0.5s | Global ETA: 1h 31m 57s [2025-11-22T02:02:14.034316] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.42%, Actual: 0.82% [2025-11-22T02:02:14.167567] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.31%, Actual: 1.87% [2025-11-22T02:02:14.203480] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.75% [2025-11-22T02:02:14.335570] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 2.76% [2025-11-22T02:02:14.361505] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 7.7s | Global ETA: 1h 31m 58s [2025-11-22T02:02:14.362401] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:14.362466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:14.367223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:14.368966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:14.369218] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.75%, Actual: 0.67% [2025-11-22T02:02:14.369437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:14.369843] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:14.388773] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 1h 31m 58s [2025-11-22T02:02:14.389691] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:14.389754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:14.391416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:14.391928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:14.394376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:14.495245] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:14.497560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:14.498117] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:14.499215] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:14.501273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:14.506758] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.00% [2025-11-22T02:02:14.533584] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 1.88% [2025-11-22T02:02:14.679057] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.77% [2025-11-22T02:02:14.699603] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.15%, Actual: 1.79% [2025-11-22T02:02:14.865022] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 3.67% [2025-11-22T02:02:14.880051] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.28% [2025-11-22T02:02:14.986574] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 1m 1s | Global ETA: 1h 32m 0s [2025-11-22T02:02:14.987510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:14.987574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:14.989280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:14.989815] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:14.992286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:15.028798] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 4.98% [2025-11-22T02:02:15.028937] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 36.7909% [2025-11-22T02:02:15.028987] [INFO ] [main ] AEO: DISCARDED add_directional_consistency (score: 36.79%) [2025-11-22T02:02:15.029025] [INFO ] [main ] AEO: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:02:15.029056] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:02:15.029091] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:15.040307] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:15.041612] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:15.041696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:15.043369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:15.043866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:15.044253] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:15.045007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:15.047314] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:15.048446] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 0.08% [2025-11-22T02:02:15.048943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:15.213904] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.90%, Actual: 0.96% [2025-11-22T02:02:15.227209] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 6.9s | Global ETA: 1h 32m 1s [2025-11-22T02:02:15.228182] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:15.228249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:15.233273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:15.235112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:15.235599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:15.236023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:15.366964] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:15.369284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:15.369821] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:15.370919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:15.372991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:15.386024] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.48% [2025-11-22T02:02:15.563883] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 2.51% [2025-11-22T02:02:15.568159] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 60.0s | Global ETA: 1h 32m 2s [2025-11-22T02:02:15.569085] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:15.569186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:15.570826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:15.571306] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:15.573694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:15.632913] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 55.7s | Global ETA: 1h 32m 2s [2025-11-22T02:02:15.633825] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:15.633889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:15.635515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:15.636001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:15.636383] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:15.637124] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:15.639421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:15.641035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:15.741388] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.81%, Actual: 1.25% [2025-11-22T02:02:15.741604] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 35.7369% [2025-11-22T02:02:15.741714] [INFO ] [main ] KRP: DISCARDED add_volume_flow_differentials (score: 35.74%) [2025-11-22T02:02:15.741762] [INFO ] [main ] KRP: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:02:15.741796] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_pressure_into_close'] [2025-11-22T02:02:15.741832] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:02:15.756521] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:15.758158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:15.758222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:15.763542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:15.765606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:15.766159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:15.767927] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:15.769675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.041553] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 6.1s | Global ETA: 1h 32m 3s [2025-11-22T02:02:16.042447] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:16.042513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:16.047254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:16.048990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:16.049459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:16.050241] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:16.145391] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 59.4s | Global ETA: 1h 32m 4s [2025-11-22T02:02:16.174790] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:16.177002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:16.177526] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:16.178599] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:16.180576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.221731] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 55.0s | Global ETA: 1h 32m 4s [2025-11-22T02:02:16.222607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:16.222690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:16.224312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:16.224800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:16.225182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:16.225923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:16.228196] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:16.229816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.314544] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:02:16.381204] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 2.00% | Symbol ETA: 5.9s | Global ETA: 1h 32m 4s [2025-11-22T02:02:16.382401] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:16.382470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:16.387717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:16.389638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:16.390163] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:16.392074] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:16.393805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.490892] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:02:16.659023] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:02:16.811490] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.40% | Symbol ETA: 54.5s | Global ETA: 1h 32m 6s [2025-11-22T02:02:16.812379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:16.812442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:16.814068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:16.814532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:16.814935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:16.815677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:16.817970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:16.819601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.830140] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:02:16.840609] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 5.2s | Global ETA: 1h 32m 6s [2025-11-22T02:02:16.841506] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:16.841571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:16.846390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:16.848160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:16.848633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:16.849036] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:16.973345] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:16.975724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:16.976267] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:16.977472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:16.979546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:16.998811] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:02:16.998906] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 5.3s | Global ETA: 1h 32m 6s [2025-11-22T02:02:16.999851] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:16.999914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:17.004893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.006863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:17.007386] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:17.009250] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:17.010923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:17.170038] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:02:17.339292] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:02:17.405706] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 53.9s | Global ETA: 1h 32m 7s [2025-11-22T02:02:17.406578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:17.406660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.408281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:17.408788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:17.409169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:17.409931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:17.412198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:17.413817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:17.504210] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:02:17.620166] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 4.7s | Global ETA: 1h 32m 8s [2025-11-22T02:02:17.621056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:17.621118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:17.625854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.627613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:17.628113] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:17.629731] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:17.631325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:17.661976] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 4.4s | Global ETA: 1h 32m 8s [2025-11-22T02:02:17.662865] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:17.662931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:17.667877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.669638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:17.670129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:17.670514] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:17.673695] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:02:17.794662] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:17.796820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:17.797342] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:17.798386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:17.800357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:17.841238] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.06% [2025-11-22T02:02:17.841431] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 32.6540% [2025-11-22T02:02:17.841513] [INFO ] [main ] BLE: DISCARDED add_day_shape_ratios (score: 32.65%) [2025-11-22T02:02:17.841554] [INFO ] [main ] BLE: Testing feature 8/53: add_directional_consistency [2025-11-22T02:02:17.841586] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T02:02:17.841620] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:17.853764] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:17.855083] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:17.855152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.856978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:17.857558] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:17.986586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:17.996189] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 53.3s | Global ETA: 1h 32m 9s [2025-11-22T02:02:17.997077] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:17.997161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:17.998794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:17.999257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:17.999635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:18.000373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:18.003041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:18.004633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:18.217293] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 4.0s | Global ETA: 1h 32m 10s [2025-11-22T02:02:18.218227] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:18.218291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:18.223580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:18.225394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:18.225907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:18.227556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:18.229197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:18.476827] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 3.6s | Global ETA: 1h 32m 11s [2025-11-22T02:02:18.477739] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:18.477805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:18.482552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:18.484335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:18.484828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:18.485216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:18.548416] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 54.7s | Global ETA: 1h 32m 11s [2025-11-22T02:02:18.549314] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:18.549377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:18.554137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:18.554614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:18.589041] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 5.37% | Symbol ETA: 52.7s | Global ETA: 1h 32m 11s [2025-11-22T02:02:18.589941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:18.590003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:18.591625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:18.592115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:18.592493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:18.593230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:18.595510] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:18.597156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:18.618053] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:18.620435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:18.620979] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:18.622097] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:18.624182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:18.687204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:18.808770] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 3.4s | Global ETA: 1h 32m 12s [2025-11-22T02:02:18.809671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:18.809735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:18.814623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:18.816440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:18.816944] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:18.818585] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:18.820234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.179109] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.64% | Symbol ETA: 52.1s | Global ETA: 1h 32m 13s [2025-11-22T02:02:19.180007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:19.180069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.181706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:19.182177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:19.182558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:19.183305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:19.185583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:19.187222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.249314] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 54.0s | Global ETA: 1h 32m 13s [2025-11-22T02:02:19.250225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:19.250288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.251982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:19.252494] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:19.304740] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 2.07% | Symbol ETA: 2.7s | Global ETA: 1h 32m 13s [2025-11-22T02:02:19.306362] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:19.306427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:19.311167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.312929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:19.313425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:19.313828] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:19.381343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.402917] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 2.7s | Global ETA: 1h 32m 14s [2025-11-22T02:02:19.403899] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:19.403974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:19.409090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.410859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:19.411354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:19.413021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:19.414664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.437017] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:19.439247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:19.439761] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:19.440822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:19.442801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.770382] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.35% | Symbol ETA: 51.5s | Global ETA: 1h 32m 15s [2025-11-22T02:02:19.771305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:19.771370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.773077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:19.773576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:19.773996] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:19.774761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:19.777086] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:19.778870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:19.962833] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 53.4s | Global ETA: 1h 32m 15s [2025-11-22T02:02:19.963725] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:19.963785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.965400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:19.965894] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:19.990483] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 2.70% | Symbol ETA: 2.1s | Global ETA: 1h 32m 15s [2025-11-22T02:02:19.991373] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:19.991434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:19.996176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:19.997926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:19.998449] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:20.000044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:20.001617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.092250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.134315] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 1.9s | Global ETA: 1h 32m 16s [2025-11-22T02:02:20.135275] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:02:20.135342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:20.140385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:20.142240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:20.142778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:20.143179] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:20.269092] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:20.271803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:20.272413] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:02:20.273504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:02:20.275518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.383741] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 3.81% | Symbol ETA: 50.9s | Global ETA: 1h 32m 17s [2025-11-22T02:02:20.384624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:20.384705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:20.386318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:20.386808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:20.387214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:20.387962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:20.390272] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:20.391901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.571353] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 1.5s | Global ETA: 1h 32m 17s [2025-11-22T02:02:20.572234] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:20.572297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:20.577066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:20.578808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:20.579308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:20.580896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:20.582476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.658444] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 52.6s | Global ETA: 1h 32m 17s [2025-11-22T02:02:20.659358] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:20.659420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:20.661129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:20.661624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:20.792279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:20.963051] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 1.1s | Global ETA: 1h 32m 18s [2025-11-22T02:02:20.972221] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.96% | Symbol ETA: 50.3s | Global ETA: 1h 32m 18s [2025-11-22T02:02:21.129447] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 1.90% [2025-11-22T02:02:21.138043] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 1.59% [2025-11-22T02:02:21.157697] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -1.22% | Symbol ETA: 0.9s | Global ETA: 1h 32m 19s [2025-11-22T02:02:21.158767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:21.158843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:21.164749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:21.166902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:21.167415] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:21.169040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:21.170693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:21.296436] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 1.03% [2025-11-22T02:02:21.302756] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.66%, Actual: 1.32% [2025-11-22T02:02:21.365868] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 52.0s | Global ETA: 1h 32m 20s [2025-11-22T02:02:21.366761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:21.366823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:21.368495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:21.368990] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:21.467685] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.17% [2025-11-22T02:02:21.467879] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.40%, Actual: 1.92% [2025-11-22T02:02:21.492057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:21.636683] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 0.82% [2025-11-22T02:02:21.640184] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 0.18% [2025-11-22T02:02:21.738529] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 0.3s | Global ETA: 1h 32m 21s [2025-11-22T02:02:21.804999] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 0.75% [2025-11-22T02:02:21.809915] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 0.77% [2025-11-22T02:02:21.906502] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 1.87% [2025-11-22T02:02:21.973719] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 5.37%, Actual: 0.67% [2025-11-22T02:02:21.977732] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.45% [2025-11-22T02:02:22.065003] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 51.2s | Global ETA: 1h 32m 22s [2025-11-22T02:02:22.065896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:22.065957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:22.067663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:22.068160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:22.072719] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 2.76% [2025-11-22T02:02:22.140243] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.64%, Actual: 1.88% [2025-11-22T02:02:22.144078] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 0.38% [2025-11-22T02:02:22.190276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:22.238430] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 0.00% [2025-11-22T02:02:22.305219] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.35%, Actual: 1.79% [2025-11-22T02:02:22.309842] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 2.07%, Actual: 3.46% [2025-11-22T02:02:22.404198] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 1.77% [2025-11-22T02:02:22.471324] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 3.81%, Actual: 3.67% [2025-11-22T02:02:22.477286] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 1.98% [2025-11-22T02:02:22.570676] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.28% [2025-11-22T02:02:22.638842] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.96%, Actual: 4.98% [2025-11-22T02:02:22.639046] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 55.8365% [2025-11-22T02:02:22.639129] [INFO ] [main ] AEO: DISCARDED add_fullday_parkinson_range (score: 55.84%) [2025-11-22T02:02:22.639175] [INFO ] [main ] AEO: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:02:22.639206] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:02:22.639244] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:22.643986] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.56% [2025-11-22T02:02:22.644199] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 42.9502% [2025-11-22T02:02:22.644284] [INFO ] [main ] GPI: DISCARDED add_volatility_state_percentiles (score: 42.95%) [2025-11-22T02:02:22.644326] [INFO ] [main ] GPI: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:02:22.644359] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_dispersion'] [2025-11-22T02:02:22.644394] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:22.651161] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:22.652376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:22.652440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:22.654177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:22.654689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:22.655082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:22.656200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:22.658019] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:22.658625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:22.659292] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:22.659368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:22.664141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:22.665941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:22.666410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:22.666813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:22.702526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:22.739284] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.08% [2025-11-22T02:02:22.758873] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 50.5s | Global ETA: 1h 32m 24s [2025-11-22T02:02:22.759797] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:22.759858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:22.761481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:22.761975] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:22.793112] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:22.795188] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:22.796612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:22.888855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:22.905000] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 2.70%, Actual: 0.96% [2025-11-22T02:02:23.072250] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 0.48% [2025-11-22T02:02:23.238339] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.22%, Actual: 2.51% [2025-11-22T02:02:23.294091] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.72% | Symbol ETA: 42.1s | Global ETA: 1h 32m 26s [2025-11-22T02:02:23.295524] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:23.295587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:23.297264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:23.297759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:23.298142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:23.298885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:23.301170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:23.344015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:23.403767] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 1.25% [2025-11-22T02:02:23.403971] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 38.1776% [2025-11-22T02:02:23.404058] [INFO ] [main ] KRP: DISCARDED add_volume_pressure_into_close (score: 38.18%) [2025-11-22T02:02:23.404102] [INFO ] [main ] KRP: Testing feature 52/53: add_volume_zscore [2025-11-22T02:02:23.404139] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_volume_zscore'] [2025-11-22T02:02:23.404174] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:02:23.418050] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:23.419486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:23.419547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:23.424280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:23.426045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:23.426515] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:23.428133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:23.429700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:23.456214] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 49.8s | Global ETA: 1h 32m 26s [2025-11-22T02:02:23.457208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:23.457271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:23.458988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:23.459493] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:23.468197] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 8.1s | Global ETA: 1h 32m 26s [2025-11-22T02:02:23.469086] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:23.469151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:23.473961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:23.475728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:23.476254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:23.476660] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:23.587854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:23.603291] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:23.605546] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:23.607089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:23.992800] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.87% | Symbol ETA: 41.7s | Global ETA: 1h 32m 28s [2025-11-22T02:02:23.993726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:23.993814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:23.995469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:23.995980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:23.996357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:23.997106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:23.999481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:24.005768] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 5.4s | Global ETA: 1h 32m 28s [2025-11-22T02:02:24.006667] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:24.006728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:24.011805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:24.013663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:24.014147] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:24.015845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:24.017456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.043953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.153182] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 49.1s | Global ETA: 1h 32m 28s [2025-11-22T02:02:24.154093] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:24.154155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:24.156226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:24.156757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:24.278853] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 7.3s | Global ETA: 1h 32m 29s [2025-11-22T02:02:24.279830] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:24.279897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:24.284557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.284817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:24.286673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:24.287179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:24.287598] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:24.418090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:24.420450] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:24.421973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.669496] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 41.1s | Global ETA: 1h 32m 30s [2025-11-22T02:02:24.670494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:24.670558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:24.672258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:24.672771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:24.673169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:24.673987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:24.676367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:24.677256] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -1.89% | Symbol ETA: 5.2s | Global ETA: 1h 32m 30s [2025-11-22T02:02:24.678771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:24.678833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:24.683672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:24.685418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:24.685907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:24.687606] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:24.689196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.723267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:24.855359] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 48.4s | Global ETA: 1h 32m 30s [2025-11-22T02:02:25.027666] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.48% [2025-11-22T02:02:25.135409] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 6.6s | Global ETA: 1h 32m 31s [2025-11-22T02:02:25.136358] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:25.136425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:25.141473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:25.143343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:25.143870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:25.144274] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:25.198875] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.64% [2025-11-22T02:02:25.266160] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 4.5s | Global ETA: 1h 32m 32s [2025-11-22T02:02:25.267040] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:25.267101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:25.271848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:25.273561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:25.274045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:25.275614] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:25.277202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:25.282202] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:25.284830] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:25.286489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:25.356455] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 40.4s | Global ETA: 1h 32m 32s [2025-11-22T02:02:25.357475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:25.357541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:25.359316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:25.359862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:25.360306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:25.361125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:25.363591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:25.368689] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.12% [2025-11-22T02:02:25.411039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:25.537920] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:02:25.709181] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:02:25.856313] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 3.8s | Global ETA: 1h 32m 33s [2025-11-22T02:02:25.857209] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:25.857271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:25.862043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:25.863817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:25.864292] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:25.865900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:25.867555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:25.878893] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:02:25.963870] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 5.8s | Global ETA: 1h 32m 34s [2025-11-22T02:02:25.964746] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:25.964810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:25.969701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:25.971444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:25.971938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:25.972318] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:26.041602] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 3.25% | Symbol ETA: 39.7s | Global ETA: 1h 32m 34s [2025-11-22T02:02:26.042564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:26.042628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:26.044444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:26.045098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:26.045585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:26.046367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:26.048460] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:02:26.048844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:26.098576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:26.102744] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:26.105088] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:26.106599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:26.218770] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:02:26.387462] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:02:26.439940] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.97% | Symbol ETA: 3.2s | Global ETA: 1h 32m 35s [2025-11-22T02:02:26.440839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:26.440901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:26.445601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:26.447339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:26.447828] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:26.449410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:26.450984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:26.554789] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:02:26.554982] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.8182% [2025-11-22T02:02:26.555058] [INFO ] [main ] BLE: DISCARDED add_directional_consistency (score: 31.82%) [2025-11-22T02:02:26.555100] [INFO ] [main ] BLE: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:02:26.555131] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:02:26.555165] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:26.566380] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:26.567847] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:26.567907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:26.569674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:26.570168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:26.571827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:26.714103] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 39.1s | Global ETA: 1h 32m 36s [2025-11-22T02:02:26.715067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:26.715132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:26.716912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:26.717430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:26.717845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:26.718577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:26.720933] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:26.766878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:26.780224] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: 0.71% | Symbol ETA: 4.9s | Global ETA: 1h 32m 36s [2025-11-22T02:02:26.781109] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:26.781173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:26.785934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:26.787697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:26.788170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:26.788559] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:26.912126] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:26.914325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:26.915796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.020066] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 2.6s | Global ETA: 1h 32m 37s [2025-11-22T02:02:27.021307] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:27.021389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:27.026168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.027900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:27.028391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:27.030028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:27.031574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.155883] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 53.2s | Global ETA: 1h 32m 37s [2025-11-22T02:02:27.156814] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:27.156874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.158628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:27.159136] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:27.160937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.385760] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 38.4s | Global ETA: 1h 32m 38s [2025-11-22T02:02:27.387019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:27.387083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.388892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:27.389413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:27.389838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:27.390583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:27.393033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:27.439267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.587203] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 4.1s | Global ETA: 1h 32m 39s [2025-11-22T02:02:27.588110] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:27.588174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:27.593013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.594753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:27.595218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:27.595627] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:27.611551] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 1.77% | Symbol ETA: 1.9s | Global ETA: 1h 32m 39s [2025-11-22T02:02:27.612439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:27.612500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:27.617297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.619070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:27.619568] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:27.621202] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:27.622850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.721459] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:27.723581] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:27.725026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:27.730742] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 52.6s | Global ETA: 1h 32m 39s [2025-11-22T02:02:27.731706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:27.731788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:27.733556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:27.734068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:27.735771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.061978] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.21% | Symbol ETA: 37.7s | Global ETA: 1h 32m 40s [2025-11-22T02:02:28.062868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:28.062938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.064597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:28.065085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:28.065502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:28.066243] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:28.068563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:28.111718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.201580] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 1.3s | Global ETA: 1h 32m 41s [2025-11-22T02:02:28.202478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:28.202540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:28.207353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.209122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:28.209624] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:28.211214] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:28.212846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.299201] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 52.0s | Global ETA: 1h 32m 41s [2025-11-22T02:02:28.300141] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:28.300206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.301894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:28.302397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:28.304035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.393512] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 3.3s | Global ETA: 1h 32m 41s [2025-11-22T02:02:28.394404] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:28.394469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:28.399289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.401092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:28.401582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:28.401982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:28.529117] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:28.531497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:28.533047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.713172] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 37.0s | Global ETA: 1h 32m 42s [2025-11-22T02:02:28.714059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:28.714122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.715765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:28.716231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:28.716634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:28.717409] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:28.719717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:28.764050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.794303] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 0.7s | Global ETA: 1h 32m 42s [2025-11-22T02:02:28.795203] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:28.795267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:28.800228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.802101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:28.802592] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:28.804230] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:28.805908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:28.867468] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 51.4s | Global ETA: 1h 32m 43s [2025-11-22T02:02:28.868439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:28.868512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:28.870271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:28.870829] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:28.872542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:29.210936] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 2.5s | Global ETA: 1h 32m 44s [2025-11-22T02:02:29.211873] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:29.211941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:29.216926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:29.218767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:29.219263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:29.219688] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:29.350750] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:29.353014] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:29.354522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:29.371830] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.66% | Symbol ETA: 36.4s | Global ETA: 1h 32m 44s [2025-11-22T02:02:29.392611] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 0.2s | Global ETA: 1h 32m 44s [2025-11-22T02:02:29.439924] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 50.8s | Global ETA: 1h 32m 44s [2025-11-22T02:02:29.440905] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:29.440965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:29.442694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:29.443168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:29.444801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:29.542216] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.72%, Actual: 1.59% [2025-11-22T02:02:29.567799] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.11%, Actual: 1.87% [2025-11-22T02:02:29.714515] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 1.32% [2025-11-22T02:02:29.737037] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -1.89%, Actual: 2.76% [2025-11-22T02:02:29.891139] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 1.92% [2025-11-22T02:02:29.908710] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 0.00% [2025-11-22T02:02:30.004223] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 50.2s | Global ETA: 1h 32m 46s [2025-11-22T02:02:30.005216] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:30.005305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:30.010564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:30.011156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:30.012911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:30.047225] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 1.6s | Global ETA: 1h 32m 46s [2025-11-22T02:02:30.048107] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:30.048172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:30.053135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:30.054886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:30.055350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:30.055751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:30.068112] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 0.82% [2025-11-22T02:02:30.079142] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 1.77% [2025-11-22T02:02:30.179991] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:30.182244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:02:30.183740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:30.241196] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 3.25%, Actual: 0.75% [2025-11-22T02:02:30.249636] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.28% [2025-11-22T02:02:30.418670] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.08% [2025-11-22T02:02:30.420262] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.63%, Actual: 0.67% [2025-11-22T02:02:30.587116] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 49.6s | Global ETA: 1h 32m 48s [2025-11-22T02:02:30.588035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:30.588095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:30.589731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:30.590123] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 0.96% [2025-11-22T02:02:30.590222] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:30.591836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:30.597091] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 1.88% [2025-11-22T02:02:30.765203] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.21%, Actual: 1.79% [2025-11-22T02:02:30.769128] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 0.48% [2025-11-22T02:02:30.857955] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.8s | Global ETA: 1h 32m 49s [2025-11-22T02:02:30.932462] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 3.67% [2025-11-22T02:02:30.934320] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 2.51% [2025-11-22T02:02:31.033471] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 1.90% [2025-11-22T02:02:31.100814] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.66%, Actual: 4.98% [2025-11-22T02:02:31.101015] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 47.8281% [2025-11-22T02:02:31.101094] [INFO ] [main ] AEO: DISCARDED add_gap_fill_state (score: 47.83%) [2025-11-22T02:02:31.101135] [INFO ] [main ] AEO: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:02:31.101167] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:02:31.101203] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:31.102785] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 1.25% [2025-11-22T02:02:31.103016] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 38.0199% [2025-11-22T02:02:31.103107] [INFO ] [main ] KRP: DISCARDED add_volume_zscore (score: 38.02%) [2025-11-22T02:02:31.103149] [INFO ] [main ] KRP: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:02:31.103181] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range', 'add_vwap_deviations'] [2025-11-22T02:02:31.103216] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T02:02:31.112981] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:31.114456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:31.114518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.116204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:31.116713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:31.116893] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:31.117103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:31.118097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:31.118156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:31.118218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:31.120401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:31.121375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.122968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.124751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:31.125227] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:31.126856] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:31.132391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.145284] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 49.1s | Global ETA: 1h 32m 50s [2025-11-22T02:02:31.146222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:31.146296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.148029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:31.148520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:31.150267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.207392] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 1.03% [2025-11-22T02:02:31.380296] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 1.17% [2025-11-22T02:02:31.552422] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.18% [2025-11-22T02:02:31.706118] [INFO ] [main ] KRP: Lookback Days: 2, Magnitude: 1.22% | Symbol ETA: 5.3s | Global ETA: 1h 32m 51s [2025-11-22T02:02:31.707021] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:31.707098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:31.708832] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -2.86% | Symbol ETA: 40.9s | Global ETA: 1h 32m 51s [2025-11-22T02:02:31.709721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:31.709783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.711613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:31.712110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:31.712031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.712502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:31.713256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:31.714149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:31.714623] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:31.715560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:31.716229] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:31.716538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.721940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.727743] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 0.77% [2025-11-22T02:02:31.741161] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 48.5s | Global ETA: 1h 32m 52s [2025-11-22T02:02:31.742105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:31.742167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:31.743937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:31.744437] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:31.746319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:31.901551] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 0.45% [2025-11-22T02:02:32.074561] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.38% [2025-11-22T02:02:32.247803] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 3.46% [2025-11-22T02:02:32.301223] [INFO ] [main ] KRP: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 4.7s | Global ETA: 1h 32m 53s [2025-11-22T02:02:32.302110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:32.302172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:32.306899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:32.308668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:32.309139] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:32.310262] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 40.3s | Global ETA: 1h 32m 53s [2025-11-22T02:02:32.310761] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:32.311479] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:32.311542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:32.313186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:32.313680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:32.314066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:32.314810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:32.316438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:32.317109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:32.318116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:32.322265] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 47.9s | Global ETA: 1h 32m 53s [2025-11-22T02:02:32.418693] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 1.98% [2025-11-22T02:02:32.491819] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:02:32.589372] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.56% [2025-11-22T02:02:32.589621] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 50.8339% [2025-11-22T02:02:32.589727] [INFO ] [main ] GPI: DISCARDED add_volume_dispersion (score: 50.83%) [2025-11-22T02:02:32.589770] [INFO ] [main ] GPI: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:02:32.589802] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_flow_differentials'] [2025-11-22T02:02:32.589838] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:32.603742] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:32.605259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:32.605325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:32.610198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:32.612049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:32.612519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:32.612964] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:32.658548] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.64% [2025-11-22T02:02:32.744404] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:32.746721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:32.749595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:32.839063] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:02:32.885893] [INFO ] [main ] KRP: Lookback Days: 4, Magnitude: 1.02% | Symbol ETA: 4.1s | Global ETA: 1h 32m 55s [2025-11-22T02:02:32.886771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:32.886833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:32.891555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:32.893291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:32.893777] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:32.895342] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:32.901013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:32.925958] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 3.25% | Symbol ETA: 39.8s | Global ETA: 1h 32m 55s [2025-11-22T02:02:32.927110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:32.927212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:32.929086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:32.929594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:32.930030] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:32.930907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:32.933284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:32.934329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:33.011289] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:02:33.183265] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.12% [2025-11-22T02:02:33.353754] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:02:33.420843] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 8.0s | Global ETA: 1h 32m 57s [2025-11-22T02:02:33.421729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:33.421794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:33.426485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:33.428256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:33.428737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:33.429119] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:33.467399] [INFO ] [main ] KRP: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 3.5s | Global ETA: 1h 32m 57s [2025-11-22T02:02:33.468300] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:33.468361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:33.473083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:33.474799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:33.475262] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:33.476842] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:33.482514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:33.525825] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.54% [2025-11-22T02:02:33.540730] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.81% | Symbol ETA: 39.2s | Global ETA: 1h 32m 57s [2025-11-22T02:02:33.541624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:33.541710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:33.543514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:33.544027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:33.544407] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:33.545153] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:33.547483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:33.548451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:33.554704] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:33.556888] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:33.559715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:33.701232] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.45% [2025-11-22T02:02:33.874802] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:02:34.051568] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.20%, Actual: 0.06% [2025-11-22T02:02:34.051797] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 30.9155% [2025-11-22T02:02:34.051884] [INFO ] [main ] BLE: DISCARDED add_fullday_parkinson_range (score: 30.92%) [2025-11-22T02:02:34.051929] [INFO ] [main ] BLE: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:02:34.051962] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T02:02:34.051997] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:34.053220] [INFO ] [main ] KRP: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 2.9s | Global ETA: 1h 32m 59s [2025-11-22T02:02:34.054142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:34.054245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:34.058981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.060694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:34.061159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:34.062752] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:34.063703] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:34.064958] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:34.065019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.066784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:34.067332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:34.068431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.116249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.159468] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.62% | Symbol ETA: 38.6s | Global ETA: 1h 32m 59s [2025-11-22T02:02:34.160400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:34.160465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.162168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:34.162704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:34.163092] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:34.163858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:34.166299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:34.167322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.239681] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -3.56% | Symbol ETA: 7.1s | Global ETA: 1h 32m 59s [2025-11-22T02:02:34.240546] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:34.240611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:34.245369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.247188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:34.247690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:34.248067] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:34.380759] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:34.383068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:34.385941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.639899] [INFO ] [main ] KRP: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 2.3s | Global ETA: 1h 33m 0s [2025-11-22T02:02:34.640787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:34.640856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:34.645543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.647322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:34.647802] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:34.649352] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:34.654844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.691211] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 41.5s | Global ETA: 1h 33m 1s [2025-11-22T02:02:34.692210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:34.692278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.694028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:34.694529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:34.743143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:34.766722] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.54% | Symbol ETA: 38.0s | Global ETA: 1h 33m 1s [2025-11-22T02:02:34.767620] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:34.767703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:34.769321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:34.769849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:34.770268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:34.771022] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:34.773326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:34.774296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.104344] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 6.4s | Global ETA: 1h 33m 2s [2025-11-22T02:02:35.105227] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:35.105292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:35.110060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.111832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:35.112293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:35.112693] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:35.225507] [INFO ] [main ] KRP: Lookback Days: 8, Magnitude: 3.12% | Symbol ETA: 1.8s | Global ETA: 1h 33m 2s [2025-11-22T02:02:35.226399] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:35.226460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:35.231396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.233179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:35.233676] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:35.235314] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:35.241319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.244719] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:35.247053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:35.250085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.305420] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 40.8s | Global ETA: 1h 33m 2s [2025-11-22T02:02:35.306304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:35.306365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.308032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:35.308502] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:35.352534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.366569] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.57% | Symbol ETA: 37.4s | Global ETA: 1h 33m 3s [2025-11-22T02:02:35.367737] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:35.367802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.369541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:35.370059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:35.370459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:35.371236] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:35.373621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:35.374633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.812339] [INFO ] [main ] KRP: Lookback Days: 9, Magnitude: 1.36% | Symbol ETA: 1.2s | Global ETA: 1h 33m 4s [2025-11-22T02:02:35.813244] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:35.813305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:35.818423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.820213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:35.820719] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:35.822385] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:35.828382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.917323] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 40.1s | Global ETA: 1h 33m 4s [2025-11-22T02:02:35.918216] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:35.918277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.919920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:35.920402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:35.938376] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 5.6s | Global ETA: 1h 33m 4s [2025-11-22T02:02:35.939322] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:35.939399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:35.944741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.946541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:35.947049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:35.947476] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:35.965943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:35.966573] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 36.8s | Global ETA: 1h 33m 4s [2025-11-22T02:02:35.967484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:35.967557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:35.969196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:35.969693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:35.970078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:35.971175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:35.973469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:35.974442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.078380] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:36.080709] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:36.083624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.408985] [INFO ] [main ] KRP: Lookback Days: 10, Magnitude: -0.83% | Symbol ETA: 0.6s | Global ETA: 1h 33m 6s [2025-11-22T02:02:36.409893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:02:36.409971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:36.414718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:36.416441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:36.416923] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:02:36.418540] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:02:36.424125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.530038] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 39.5s | Global ETA: 1h 33m 6s [2025-11-22T02:02:36.531185] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:36.531257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:36.533146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:36.533733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:36.571146] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 36.1s | Global ETA: 1h 33m 6s [2025-11-22T02:02:36.572182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:36.572254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:36.574001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:36.574506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:36.574930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:36.575724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:36.581931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:36.582946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.583142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.768456] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 4.8s | Global ETA: 1h 33m 7s [2025-11-22T02:02:36.769374] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:36.769452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:36.774331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:36.776160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:36.776632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:36.777056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:36.907807] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:36.910181] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:36.913147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:36.995494] [INFO ] [main ] KRP: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 0.0s | Global ETA: 1h 33m 8s [2025-11-22T02:02:37.162785] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.22%, Actual: 1.87% [2025-11-22T02:02:37.166202] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 38.9s | Global ETA: 1h 33m 8s [2025-11-22T02:02:37.167117] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:37.167200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:37.168887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:37.169369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:37.197843] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 35.5s | Global ETA: 1h 33m 8s [2025-11-22T02:02:37.212589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:37.329598] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 2.76% [2025-11-22T02:02:37.375109] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -2.86%, Actual: 1.59% [2025-11-22T02:02:37.496333] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 0.00% [2025-11-22T02:02:37.552544] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.32% [2025-11-22T02:02:37.599502] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 3.9s | Global ETA: 1h 33m 10s [2025-11-22T02:02:37.600445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:37.600518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:37.605576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:37.607456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:37.607994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:37.608401] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:37.663146] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 1.77% [2025-11-22T02:02:37.731600] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 3.25%, Actual: 1.92% [2025-11-22T02:02:37.738553] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:37.740926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:37.743832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:37.770764] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 38.3s | Global ETA: 1h 33m 10s [2025-11-22T02:02:37.771820] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:37.771895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:37.773759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:37.774278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:37.820361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:37.831955] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.28% [2025-11-22T02:02:37.909375] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 0.82% [2025-11-22T02:02:37.997411] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.08% [2025-11-22T02:02:38.086983] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.62%, Actual: 0.75% [2025-11-22T02:02:38.167072] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 0.96% [2025-11-22T02:02:38.268608] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.54%, Actual: 0.67% [2025-11-22T02:02:38.336016] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 0.48% [2025-11-22T02:02:38.406360] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 37.7s | Global ETA: 1h 33m 12s [2025-11-22T02:02:38.407268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:38.407330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:38.408971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:38.409448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:38.450581] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 3.1s | Global ETA: 1h 33m 12s [2025-11-22T02:02:38.451509] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:38.451576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:38.451911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:38.456672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:38.458520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:38.459067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:38.459462] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:38.504137] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 2.51% [2025-11-22T02:02:38.509588] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.57%, Actual: 1.88% [2025-11-22T02:02:38.590825] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:38.593168] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:38.596138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:38.672347] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 1.25% [2025-11-22T02:02:38.672572] [INFO ] [main ] KRP: Magnitude Forecast Confidence: 36.0609% [2025-11-22T02:02:38.672694] [INFO ] [main ] KRP: DISCARDED add_vwap_deviations (score: 36.06%) [2025-11-22T02:02:38.672740] [INFO ] [main ] KRP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:02:38.672774] [INFO ] [main ] KRP: Best accuracy: 50.35% [2025-11-22T02:02:38.672807] [INFO ] [main ] KRP: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:02:38.672838] [INFO ] [main ] KRP: Improvement over baseline: 19.35% [2025-11-22T02:02:38.672866] [INFO ] [main ] KRP: Total time: 6.8 minutes [2025-11-22T02:02:38.672893] [INFO ] [main ] KRP: Average time per feature: 7.8 seconds [2025-11-22T02:02:38.672922] [INFO ] [main ] KRP: Average speed: 0.13 features/sec [2025-11-22T02:02:38.689345] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 1.79% [2025-11-22T02:02:38.842284] [DEBUG] [METRICS ] KRP: 2025-11-20:2025-11-21: Predicted: 1.59%, Actual: 1.87% [2025-11-22T02:02:38.868823] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 1.05%, Actual: 3.67% [2025-11-22T02:02:39.010388] [DEBUG] [METRICS ] KRP: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.76% [2025-11-22T02:02:39.010875] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 37.1s | Global ETA: 1h 33m 14s [2025-11-22T02:02:39.011797] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:39.011858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:39.013545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:39.014079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:39.039892] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.81%, Actual: 4.98% [2025-11-22T02:02:39.040106] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 41.1767% [2025-11-22T02:02:39.040198] [INFO ] [main ] AEO: DISCARDED add_gap_morning_composite (score: 41.18%) [2025-11-22T02:02:39.040240] [INFO ] [main ] AEO: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:02:39.040273] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:02:39.040308] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:39.052111] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:39.053510] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:39.053573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:39.055258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:39.055767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:39.056156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:39.056901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:39.057667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:39.059206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:39.117383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:39.179273] [DEBUG] [METRICS ] KRP: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.00% [2025-11-22T02:02:39.271040] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: -1.24% | Symbol ETA: 2.3s | Global ETA: 1h 33m 15s [2025-11-22T02:02:39.271938] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:39.272001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:39.276754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:39.278504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:39.278985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:39.279362] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:39.345182] [DEBUG] [METRICS ] KRP: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.77% [2025-11-22T02:02:39.405159] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:39.407473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:39.410364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:39.512095] [DEBUG] [METRICS ] KRP: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.28% [2025-11-22T02:02:39.633438] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 36.4s | Global ETA: 1h 33m 16s [2025-11-22T02:02:39.634344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:39.634406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:39.636294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:39.636871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:02:39.682320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:39.682922] [DEBUG] [METRICS ] KRP: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.08% [2025-11-22T02:02:39.727856] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 35.7s | Global ETA: 1h 33m 16s [2025-11-22T02:02:39.728794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:39.728858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:39.730532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:39.731061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:39.731452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:39.732210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:39.734520] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:39.791724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:39.849737] [DEBUG] [METRICS ] KRP: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.96% [2025-11-22T02:02:40.016044] [DEBUG] [METRICS ] KRP: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 0.48% [2025-11-22T02:02:40.091546] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 1.4s | Global ETA: 1h 33m 17s [2025-11-22T02:02:40.092539] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:40.092607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:40.097670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:40.099519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:40.100021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:40.100408] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:40.180834] [DEBUG] [METRICS ] KRP: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 2.51% [2025-11-22T02:02:40.233035] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:40.235460] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:02:40.238468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:40.277120] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 35.8s | Global ETA: 1h 33m 18s [2025-11-22T02:02:40.346638] [DEBUG] [METRICS ] KRP: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 1.25% [2025-11-22T02:02:40.347320] [INFO ] [LOCAL ] Saved configuration for KRP: 4 features, 50.35% accuracy -> ./output/feature-sets/KRP.json [2025-11-22T02:02:40.348469] [INFO ] [main ] Progress: 15/57 symbols completed (26.3%). KRP finished in 6m 57s. ETA: 1h 25m 3s. Rate: 0.49 symbols/min [2025-11-22T02:02:40.351408] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:02:40.364419] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:40.365101] [INFO ] [main ] ACR: Testing with 53 available features [2025-11-22T02:02:40.365153] [INFO ] [main ] ACR: Establishing baseline with no features... [2025-11-22T02:02:40.365187] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:02:40.378060] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:40.379272] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:40.385844] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.86% | Symbol ETA: 34.9s | Global ETA: 1h 25m 3s [2025-11-22T02:02:40.386726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:40.386789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:40.388456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:40.388955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:40.389337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:40.390089] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:40.392399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:40.449071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:40.453334] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.48% [2025-11-22T02:02:40.628547] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.64% [2025-11-22T02:02:40.802869] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:02:40.937957] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 0.6s | Global ETA: 1h 25m 5s [2025-11-22T02:02:40.951230] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.80% [2025-11-22T02:02:40.952167] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:40.981013] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.18% [2025-11-22T02:02:41.048707] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.62% | Symbol ETA: 34.2s | Global ETA: 1h 25m 5s [2025-11-22T02:02:41.049586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:41.049674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:41.051336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:41.051846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:41.052614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:41.053368] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:41.055716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:41.117122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:41.117432] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 1.90% [2025-11-22T02:02:41.163337] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:02:41.286068] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -3.56%, Actual: 1.03% [2025-11-22T02:02:41.337772] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.14% [2025-11-22T02:02:41.458373] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 1.17% [2025-11-22T02:02:41.509292] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.54% [2025-11-22T02:02:41.525248] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.98% [2025-11-22T02:02:41.526161] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:41.624098] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 0.18% [2025-11-22T02:02:41.684084] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.45% [2025-11-22T02:02:41.706713] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 33.6s | Global ETA: 1h 25m 7s [2025-11-22T02:02:41.707587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:41.707686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:41.709349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:41.709838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:41.710218] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:41.710959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:41.713235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:41.768975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:41.789144] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.77% [2025-11-22T02:02:41.853686] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.24% [2025-11-22T02:02:41.955721] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 0.45% [2025-11-22T02:02:42.092970] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.06% [2025-11-22T02:02:42.094046] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 38.3469% [2025-11-22T02:02:42.094127] [INFO ] [main ] BLE: DISCARDED add_gap_fill_state (score: 38.35%) [2025-11-22T02:02:42.094170] [INFO ] [main ] BLE: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:02:42.094203] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_morning_composite'] [2025-11-22T02:02:42.094238] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:42.099929] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.91% [2025-11-22T02:02:42.100878] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:42.112965] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:42.114754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:42.114829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:42.117027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:42.117735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:42.118998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:42.122927] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 0.38% [2025-11-22T02:02:42.289127] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: -1.24%, Actual: 3.46% [2025-11-22T02:02:42.351469] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -2.05% | Symbol ETA: 32.9s | Global ETA: 1h 25m 9s [2025-11-22T02:02:42.352351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:42.352413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:42.354104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:42.354570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:42.354976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:42.355720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:42.357997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:42.413898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:42.455489] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 1.98% [2025-11-22T02:02:42.624500] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.56% [2025-11-22T02:02:42.624733] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 37.9396% [2025-11-22T02:02:42.624824] [INFO ] [main ] GPI: DISCARDED add_volume_flow_differentials (score: 37.94%) [2025-11-22T02:02:42.624870] [INFO ] [main ] GPI: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:02:42.624904] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_pressure_into_close'] [2025-11-22T02:02:42.624941] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:42.639084] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:42.640407] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:42.640475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:42.645279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:42.647160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:42.647681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:42.648075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:42.678078] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -1.21% [2025-11-22T02:02:42.679040] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:42.713558] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 39.2s | Global ETA: 1h 25m 10s [2025-11-22T02:02:42.714553] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:42.714618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:42.716409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:42.716994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:42.718034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:42.776629] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:42.779002] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:42.780806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:43.000935] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 32.2s | Global ETA: 1h 25m 11s [2025-11-22T02:02:43.001845] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:43.001907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:43.003525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:43.004016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:43.004398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:43.005148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:43.007451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:43.063352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:43.245293] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.01% [2025-11-22T02:02:43.246215] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:43.282664] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 38.5s | Global ETA: 1h 25m 11s [2025-11-22T02:02:43.283530] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:43.283591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:43.285238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:43.285736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:43.286687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:43.456116] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 7.7s | Global ETA: 1h 25m 12s [2025-11-22T02:02:43.457031] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:43.457096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:43.461912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:43.463720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:43.464187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:43.464575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:43.597512] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:43.599933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:43.601780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:43.642841] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 5.44% | Symbol ETA: 31.6s | Global ETA: 1h 25m 12s [2025-11-22T02:02:43.643727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:43.643789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:43.645399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:43.645888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:43.646272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:43.647015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:43.649295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:43.704544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:43.809114] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 3.53% [2025-11-22T02:02:43.810037] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:43.855402] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 37.8s | Global ETA: 1h 25m 13s [2025-11-22T02:02:43.856288] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:43.856349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:43.858042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:43.858537] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:43.859499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:44.279065] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -1.29% | Symbol ETA: 7.0s | Global ETA: 1h 25m 14s [2025-11-22T02:02:44.279960] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:44.280062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:44.284767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:44.286495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:44.286977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:44.287375] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:44.290238] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 30.9s | Global ETA: 1h 25m 14s [2025-11-22T02:02:44.291122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:44.291184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:44.292814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:44.293275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:44.293684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:44.294402] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:44.296694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:44.352110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:44.374132] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.33% [2025-11-22T02:02:44.375045] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:44.409783] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:44.411917] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:44.413583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:44.436350] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 37.3s | Global ETA: 1h 25m 15s [2025-11-22T02:02:44.437296] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:44.437359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:44.439053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:44.439542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:44.440551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:44.931385] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.09% | Symbol ETA: 30.2s | Global ETA: 1h 25m 16s [2025-11-22T02:02:44.932270] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:44.932332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:44.933968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:44.934433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:44.934852] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:44.935569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:44.937891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:44.950959] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.07% [2025-11-22T02:02:44.951892] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:44.994587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:45.020899] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 36.7s | Global ETA: 1h 25m 16s [2025-11-22T02:02:45.021753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:45.021814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:45.023431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:45.023928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:45.024909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:45.123091] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 6.2s | Global ETA: 1h 25m 17s [2025-11-22T02:02:45.123989] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:45.124054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:45.128791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:45.130506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:45.130993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:45.131383] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:45.254980] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:45.257116] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:45.258877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:45.527556] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 3.20% [2025-11-22T02:02:45.528491] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:02:45.579534] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 29.6s | Global ETA: 1h 25m 18s [2025-11-22T02:02:45.584268] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 36.1s | Global ETA: 1h 25m 18s [2025-11-22T02:02:45.585167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:45.585232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:45.586918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:45.590691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:45.591854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:45.752602] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 1.59% [2025-11-22T02:02:45.931267] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 1.32% [2025-11-22T02:02:45.932934] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 1.68% | Symbol ETA: 5.3s | Global ETA: 1h 25m 19s [2025-11-22T02:02:45.933943] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:45.934010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:45.939137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:45.941399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:45.941907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:45.942325] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:46.073442] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:46.075896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:46.077717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:46.104328] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.24% [2025-11-22T02:02:46.108829] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.62%, Actual: 1.92% [2025-11-22T02:02:46.147110] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 35.5s | Global ETA: 1h 25m 19s [2025-11-22T02:02:46.148069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:46.148132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:46.149842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:46.150331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:46.151326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:46.271593] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 2.26% [2025-11-22T02:02:46.276180] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 0.82% [2025-11-22T02:02:46.440637] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 2.39% [2025-11-22T02:02:46.441369] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -2.05%, Actual: 0.75% [2025-11-22T02:02:46.609004] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 1.30% [2025-11-22T02:02:46.611952] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 0.67% [2025-11-22T02:02:46.703508] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 34.9s | Global ETA: 1h 25m 21s [2025-11-22T02:02:46.704395] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:46.704455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:46.706089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:46.706552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:46.707533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:46.764720] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.99% | Symbol ETA: 4.5s | Global ETA: 1h 25m 21s [2025-11-22T02:02:46.765598] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:46.765682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:46.770751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:46.772553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:46.773051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:46.773448] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:46.775330] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 1.48% [2025-11-22T02:02:46.776516] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 5.44%, Actual: 1.88% [2025-11-22T02:02:46.902342] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:46.904707] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:46.906468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:46.942697] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.79% [2025-11-22T02:02:46.944470] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.01%, Actual: 0.63% [2025-11-22T02:02:47.114193] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 3.67% [2025-11-22T02:02:47.116449] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.53%, Actual: 0.78% [2025-11-22T02:02:47.263805] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 34.3s | Global ETA: 1h 25m 23s [2025-11-22T02:02:47.264695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:47.264755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:47.266416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:47.266911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:02:47.267888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:47.282407] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.31%, Actual: 4.98% [2025-11-22T02:02:47.282614] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 48.0542% [2025-11-22T02:02:47.282721] [INFO ] [main ] AEO: DISCARDED add_gap_resolution_state (score: 48.05%) [2025-11-22T02:02:47.282765] [INFO ] [main ] AEO: Testing feature 13/53: add_gaps [2025-11-22T02:02:47.282800] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:02:47.282891] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:47.284451] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.33%, Actual: 0.51% [2025-11-22T02:02:47.294510] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:47.296021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:47.296087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:47.297872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:47.298375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:47.298817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:47.299558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:47.301923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:47.302756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:47.452594] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 0.73% [2025-11-22T02:02:47.572241] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -1.88% | Symbol ETA: 3.7s | Global ETA: 1h 25m 23s [2025-11-22T02:02:47.573194] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:47.573260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:47.578338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:47.580276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:47.580785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:47.581194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:47.619220] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 3.20%, Actual: 0.10% [2025-11-22T02:02:47.713167] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:47.715478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:47.717281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:47.787433] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.09% [2025-11-22T02:02:47.787633] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 43.5174% [2025-11-22T02:02:47.787700] [INFO ] [main ] ACR: Baseline score (no features): 43.5174% [2025-11-22T02:02:47.787738] [INFO ] [main ] ACR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:47.787770] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:02:47.787805] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:02:47.800973] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:47.802390] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:47.802452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:47.807620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:47.820009] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 33.8s | Global ETA: 1h 25m 24s [2025-11-22T02:02:47.889264] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.51% | Symbol ETA: 32.8s | Global ETA: 1h 25m 24s [2025-11-22T02:02:47.890166] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:47.890231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:47.891879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:47.892357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:47.892771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:47.893496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:47.895821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:47.896599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:47.986187] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:02:48.151663] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:02:48.317286] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:02:48.388040] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 5m 10s | Global ETA: 1h 25m 26s [2025-11-22T02:02:48.388967] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:48.389029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:48.393968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:48.397449] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 2.9s | Global ETA: 1h 25m 26s [2025-11-22T02:02:48.398385] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:48.398448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:48.403222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:48.405007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:48.405485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:48.405916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:48.483865] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 32.2s | Global ETA: 1h 25m 26s [2025-11-22T02:02:48.484185] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:02:48.484764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:48.484831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:48.486460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:48.486988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:48.487433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:48.488180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:48.490481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:48.491268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:48.529362] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:48.531572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:48.533295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:48.653606] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:02:48.820788] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:02:48.986337] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:02:48.989825] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 5m 14s | Global ETA: 1h 25m 27s [2025-11-22T02:02:48.990742] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:48.990802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:48.995786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:49.085991] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 31.7s | Global ETA: 1h 25m 28s [2025-11-22T02:02:49.086905] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:49.086967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:49.088723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:49.089237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:49.089618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:49.090375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:49.092634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:49.093424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:49.151913] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 0.45% [2025-11-22T02:02:49.210589] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 2.0s | Global ETA: 1h 25m 28s [2025-11-22T02:02:49.211472] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:49.211535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:49.216317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:49.218092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:49.218563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:49.218982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:49.316209] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:02:49.344224] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:49.346499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:49.348320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:49.480159] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.06% [2025-11-22T02:02:49.480360] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 33.2969% [2025-11-22T02:02:49.480440] [INFO ] [main ] BLE: DISCARDED add_gap_morning_composite (score: 33.30%) [2025-11-22T02:02:49.480483] [INFO ] [main ] BLE: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:02:49.480513] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_resolution_state'] [2025-11-22T02:02:49.480547] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:49.491551] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:49.492898] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:49.492959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:49.494615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:49.495127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:49.550884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:49.576599] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 5m 12s | Global ETA: 1h 25m 29s [2025-11-22T02:02:49.577513] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:49.577573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:49.582342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:49.679832] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.75% | Symbol ETA: 31.1s | Global ETA: 1h 25m 29s [2025-11-22T02:02:49.680730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:49.680850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:49.682458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:49.682951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:49.683330] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:49.684076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:49.686345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:49.687128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.016311] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -2.46% | Symbol ETA: 1.2s | Global ETA: 1h 25m 30s [2025-11-22T02:02:50.017302] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:50.017368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:50.022098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:50.023851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:50.024321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:50.024733] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:50.102053] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 33.0s | Global ETA: 1h 25m 31s [2025-11-22T02:02:50.102945] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:50.103006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:50.104633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:50.105120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:50.147353] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:50.149561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:02:50.151310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.160740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.162932] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 5m 10s | Global ETA: 1h 25m 31s [2025-11-22T02:02:50.163830] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:50.163895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:50.168666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.273332] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 30.5s | Global ETA: 1h 25m 31s [2025-11-22T02:02:50.274229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:50.274292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:50.275917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:50.276381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:50.276782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:50.277570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:50.279863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:50.280629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.714733] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 32.4s | Global ETA: 1h 25m 32s [2025-11-22T02:02:50.715588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:50.715667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:50.717333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:50.717820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:50.740239] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.41% | Symbol ETA: 5m 9s | Global ETA: 1h 25m 32s [2025-11-22T02:02:50.741127] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:50.741187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:50.745924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.773204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.819323] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 0.4s | Global ETA: 1h 25m 33s [2025-11-22T02:02:50.873346] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.63% | Symbol ETA: 29.9s | Global ETA: 1h 25m 33s [2025-11-22T02:02:50.874237] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:50.874300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:50.875932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:50.876398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:50.876799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:50.877620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:50.879961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:50.880770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:50.986953] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 1.90% [2025-11-22T02:02:51.156477] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 1.03% [2025-11-22T02:02:51.313741] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.34% | Symbol ETA: 5m 7s | Global ETA: 1h 25m 34s [2025-11-22T02:02:51.314608] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:51.314687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:51.319386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:51.322734] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 1.17% [2025-11-22T02:02:51.324274] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.10% | Symbol ETA: 31.8s | Global ETA: 1h 25m 34s [2025-11-22T02:02:51.325156] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:51.325216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:51.326850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:51.327341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:51.382925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:51.461198] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 29.3s | Global ETA: 1h 25m 34s [2025-11-22T02:02:51.462092] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:51.462154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:51.463782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:51.464248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:51.464625] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:51.465372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:51.467749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:51.468513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:51.488242] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 0.18% [2025-11-22T02:02:51.654340] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.99%, Actual: 0.77% [2025-11-22T02:02:51.820270] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 0.45% [2025-11-22T02:02:51.887303] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.87% | Symbol ETA: 5m 5s | Global ETA: 1h 25m 36s [2025-11-22T02:02:51.888210] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:51.888270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:51.893061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:51.937007] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 31.2s | Global ETA: 1h 25m 36s [2025-11-22T02:02:51.937901] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:51.937967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:51.939949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:51.940414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:51.985370] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 0.38% [2025-11-22T02:02:51.995326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:52.052418] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 28.7s | Global ETA: 1h 25m 36s [2025-11-22T02:02:52.053314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:52.053376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:52.055024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:52.055491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:52.055895] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:52.056620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:52.059000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:52.059802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:52.150913] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 3.46% [2025-11-22T02:02:52.316100] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -2.46%, Actual: 1.98% [2025-11-22T02:02:52.459232] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.98% | Symbol ETA: 5m 4s | Global ETA: 1h 25m 37s [2025-11-22T02:02:52.460119] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:52.460179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:52.464965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:52.480504] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.31%, Actual: 0.56% [2025-11-22T02:02:52.480804] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 46.7937% [2025-11-22T02:02:52.480894] [INFO ] [main ] GPI: DISCARDED add_volume_pressure_into_close (score: 46.79%) [2025-11-22T02:02:52.480937] [INFO ] [main ] GPI: Testing feature 52/53: add_volume_zscore [2025-11-22T02:02:52.480968] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_volume_zscore'] [2025-11-22T02:02:52.481003] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:02:52.494871] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:52.496266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:52.496329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:52.501129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:52.502904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:52.503387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:52.503798] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:52.549314] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 30.6s | Global ETA: 1h 25m 37s [2025-11-22T02:02:52.550203] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:52.550264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:52.551888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:52.552364] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:52.606747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:52.629071] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:52.631331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:52.633089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:52.639681] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 2.88% | Symbol ETA: 28.1s | Global ETA: 1h 25m 38s [2025-11-22T02:02:52.640558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:52.640621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:52.642253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:52.642744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:52.643124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:52.643874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:52.646154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:52.646955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:53.031631] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 3.28% | Symbol ETA: 5m 3s | Global ETA: 1h 25m 39s [2025-11-22T02:02:53.032523] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:02:53.032583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:53.037332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:53.163727] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 30.0s | Global ETA: 1h 25m 39s [2025-11-22T02:02:53.164593] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:53.164673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:53.166300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:53.166795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:53.221339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:53.231395] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 27.5s | Global ETA: 1h 25m 39s [2025-11-22T02:02:53.296964] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 7.4s | Global ETA: 1h 25m 40s [2025-11-22T02:02:53.297898] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:53.297966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:53.302675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:53.304403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:53.304904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:53.305287] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:53.398728] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 1.59% [2025-11-22T02:02:53.430276] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:53.432544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:53.434272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:53.566766] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 1.32% [2025-11-22T02:02:53.605594] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.61% | Symbol ETA: 5m 2s | Global ETA: 1h 25m 40s [2025-11-22T02:02:53.777991] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 1.92% [2025-11-22T02:02:53.816454] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.97%, Actual: 2.26% [2025-11-22T02:02:53.855391] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 29.4s | Global ETA: 1h 25m 41s [2025-11-22T02:02:53.856877] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:53.856965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:53.859565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:53.860356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:53.949597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:54.014228] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 0.82% [2025-11-22T02:02:54.064126] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 2.39% [2025-11-22T02:02:54.251126] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 7.2s | Global ETA: 1h 25m 42s [2025-11-22T02:02:54.252517] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:54.252610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:54.260143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:54.263039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:54.263792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:54.264365] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:54.283846] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.75% [2025-11-22T02:02:54.290263] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 1.30% [2025-11-22T02:02:54.446462] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:54.449969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:54.452920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:54.481911] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.63%, Actual: 0.67% [2025-11-22T02:02:54.499277] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 1.48% [2025-11-22T02:02:54.678343] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 1.88% [2025-11-22T02:02:54.704169] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.41%, Actual: 0.63% [2025-11-22T02:02:54.758277] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 28.8s | Global ETA: 1h 25m 44s [2025-11-22T02:02:54.759172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:54.759232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:54.760879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:54.761351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:54.815875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:54.865708] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 1.79% [2025-11-22T02:02:54.872741] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.34%, Actual: 0.78% [2025-11-22T02:02:55.039121] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 2.88%, Actual: 3.67% [2025-11-22T02:02:55.042430] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.87%, Actual: 0.51% [2025-11-22T02:02:55.206314] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.62%, Actual: 4.98% [2025-11-22T02:02:55.206521] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 56.5740% [2025-11-22T02:02:55.206616] [INFO ] [main ] AEO: DISCARDED add_gaps (score: 56.57%) [2025-11-22T02:02:55.206696] [INFO ] [main ] AEO: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:02:55.206734] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T02:02:55.206820] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:02:55.212751] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 6.5s | Global ETA: 1h 25m 45s [2025-11-22T02:02:55.213736] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:55.213810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:55.214942] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.98%, Actual: 0.73% [2025-11-22T02:02:55.218967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:55.220870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:55.221303] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:55.221397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:55.221846] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:55.222715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:55.222780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:55.224515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:55.225063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:55.225467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:55.226285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:55.228802] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:55.230041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:55.358155] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:55.360533] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:55.362424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:55.372460] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 28.2s | Global ETA: 1h 25m 45s [2025-11-22T02:02:55.373381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:55.373444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:55.375107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:55.375584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:02:55.382873] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 3.28%, Actual: 0.10% [2025-11-22T02:02:55.430897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:55.550234] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.61%, Actual: 0.09% [2025-11-22T02:02:55.550412] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.5587% [2025-11-22T02:02:55.550464] [INFO ] [main ] ACR: DISCARDED add_afternoon_v_morning_volatility_mix (score: 36.56%) [2025-11-22T02:02:55.550500] [INFO ] [main ] ACR: Testing feature 2/53: add_atr [2025-11-22T02:02:55.550531] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:02:55.550564] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:02:55.562884] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:55.564269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:55.564328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:55.566055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:55.566544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:55.824123] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 29.2s | Global ETA: 1h 25m 47s [2025-11-22T02:02:55.825023] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:55.825103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:55.826781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:55.827272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:55.827675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:55.828433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:55.830740] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:55.831944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:55.996111] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 27.5s | Global ETA: 1h 25m 47s [2025-11-22T02:02:56.044293] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 5.5s | Global ETA: 1h 25m 47s [2025-11-22T02:02:56.045196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:56.045260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:56.050057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:56.051829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:56.052309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:56.052729] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:56.150556] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 6m 41s | Global ETA: 1h 25m 47s [2025-11-22T02:02:56.151452] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:56.151511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:56.153193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:56.154054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:56.165777] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:02:56.177700] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:56.179934] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:56.181683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:56.333333] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:02:56.427232] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 28.6s | Global ETA: 1h 25m 48s [2025-11-22T02:02:56.428140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:56.428203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:56.429849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:56.430325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:56.430728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:56.431464] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:56.433750] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:56.435012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:56.500820] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 0.12% [2025-11-22T02:02:56.666070] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:02:56.733028] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 6m 41s | Global ETA: 1h 25m 49s [2025-11-22T02:02:56.733913] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:56.733972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:56.735601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:56.736093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:56.831735] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.12% [2025-11-22T02:02:56.849411] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 4.5s | Global ETA: 1h 25m 49s [2025-11-22T02:02:56.850352] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:56.850418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:56.855292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:56.857081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:56.857602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:56.858050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:56.984637] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:56.987102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:56.988915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:56.997126] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:02:57.032130] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.88% | Symbol ETA: 28.0s | Global ETA: 1h 25m 50s [2025-11-22T02:02:57.033089] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:57.033171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.034943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:57.035444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:57.035867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:57.036624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:57.039158] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:57.040399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:57.166152] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:02:57.310400] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 6m 40s | Global ETA: 1h 25m 51s [2025-11-22T02:02:57.311331] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:57.311390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.313062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:57.313539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:57.335461] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.45% [2025-11-22T02:02:57.503595] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:02:57.663526] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 27.4s | Global ETA: 1h 25m 52s [2025-11-22T02:02:57.664270] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 3.6s | Global ETA: 1h 25m 52s [2025-11-22T02:02:57.664482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:57.664548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.665167] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:57.665232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:57.666401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:57.666999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:57.667441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:57.668332] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:57.668918] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.06% [2025-11-22T02:02:57.669108] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 39.6585% [2025-11-22T02:02:57.669203] [INFO ] [main ] BLE: DISCARDED add_gap_resolution_state (score: 39.66%) [2025-11-22T02:02:57.669245] [INFO ] [main ] BLE: Testing feature 13/53: add_gaps [2025-11-22T02:02:57.669278] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gaps'] [2025-11-22T02:02:57.669312] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:02:57.670004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.670886] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:57.671760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:57.672187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:57.672236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:57.672630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:57.680338] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:02:57.681694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:57.681754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.683428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:57.683946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:57.684735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:57.799618] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:57.802109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:57.803880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:57.888038] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 6m 39s | Global ETA: 1h 25m 52s [2025-11-22T02:02:57.888944] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:57.889002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:57.890679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:57.891148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.245618] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 32.4s | Global ETA: 1h 25m 53s [2025-11-22T02:02:58.246539] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:58.246600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.248289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:58.248775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:58.249544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.304239] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -2.83% | Symbol ETA: 26.9s | Global ETA: 1h 25m 54s [2025-11-22T02:02:58.305177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:58.305244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.307100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:58.307684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:58.308147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:58.308965] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:58.311416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:58.312708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.470799] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 6m 39s | Global ETA: 1h 25m 54s [2025-11-22T02:02:58.471698] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:58.471776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.473464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:58.473978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.485358] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 2.8s | Global ETA: 1h 25m 54s [2025-11-22T02:02:58.486244] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:58.486308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:58.491137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.492903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:58.493405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:58.493819] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:58.638324] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:58.640706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:58.642488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.814461] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 31.8s | Global ETA: 1h 25m 55s [2025-11-22T02:02:58.815351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:58.815412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.817092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:58.817592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:58.818385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:58.934172] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 26.2s | Global ETA: 1h 25m 55s [2025-11-22T02:02:58.935080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:58.935144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:58.940269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:58.940797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:58.941320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:58.942118] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:58.944757] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:58.946169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.050419] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.11% | Symbol ETA: 6m 38s | Global ETA: 1h 25m 56s [2025-11-22T02:02:59.051314] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:59.051374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.053018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:59.053522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.344935] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 1.9s | Global ETA: 1h 25m 56s [2025-11-22T02:02:59.345850] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:02:59.345912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:02:59.350732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.352444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:59.352952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:59.353400] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:02:59.382896] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 31.3s | Global ETA: 1h 25m 57s [2025-11-22T02:02:59.383784] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:59.383864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.385506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:59.386002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:59.386808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.477612] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:02:59.479721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:02:59.481354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.562534] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.73% | Symbol ETA: 25.6s | Global ETA: 1h 25m 57s [2025-11-22T02:02:59.563525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:02:59.563591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.565332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:59.565853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:02:59.566276] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:02:59.567055] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:02:59.569465] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:02:59.570758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.625703] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 6m 38s | Global ETA: 1h 25m 57s [2025-11-22T02:02:59.626585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:02:59.626663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.628315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:02:59.628807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:02:59.959832] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 30.7s | Global ETA: 1h 25m 58s [2025-11-22T02:02:59.960717] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:02:59.960778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:02:59.962499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:02:59.963008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:02:59.963798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.152716] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 1.0s | Global ETA: 1h 25m 59s [2025-11-22T02:03:00.153606] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:00.153693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:00.158754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.160536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:00.161040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:00.161452] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:00.206468] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.37% | Symbol ETA: 25.0s | Global ETA: 1h 25m 59s [2025-11-22T02:03:00.207384] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:00.207447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.209118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:00.209590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:00.209990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:00.210775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:00.212277] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 6m 37s | Global ETA: 1h 25m 59s [2025-11-22T02:03:00.213130] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:00.213243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:03:00.213304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.214336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.215178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:00.215788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.284892] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:00.287122] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:03:00.288896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.532195] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 30.1s | Global ETA: 1h 25m 60s [2025-11-22T02:03:00.533115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:00.533175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.534809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:00.535308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:03:00.536093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.804667] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 6m 36s | Global ETA: 1h 26m 1s [2025-11-22T02:03:00.805547] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:03:00.805605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.807307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:00.807807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:00.959815] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 0.2s | Global ETA: 1h 26m 1s [2025-11-22T02:03:00.994093] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 24.4s | Global ETA: 1h 26m 1s [2025-11-22T02:03:00.995009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:00.995071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:00.996705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:00.997205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:00.997586] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:00.998327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:01.000581] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:01.001808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:01.179107] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 1.90% [2025-11-22T02:03:01.299694] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 29.7s | Global ETA: 1h 26m 2s [2025-11-22T02:03:01.300583] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:01.300665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:01.302416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:01.304934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:03:01.305734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:01.450975] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 1.03% [2025-11-22T02:03:01.570417] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 6m 36s | Global ETA: 1h 26m 3s [2025-11-22T02:03:01.626284] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 1.17% [2025-11-22T02:03:01.648750] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 23.8s | Global ETA: 1h 26m 3s [2025-11-22T02:03:01.743961] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.71%, Actual: 2.26% [2025-11-22T02:03:01.821156] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.18% [2025-11-22T02:03:01.848555] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 1.59% [2025-11-22T02:03:01.959686] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 2.39% [2025-11-22T02:03:01.998185] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.77% [2025-11-22T02:03:02.029210] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 1.32% [2025-11-22T02:03:02.084333] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 29.2s | Global ETA: 1h 26m 4s [2025-11-22T02:03:02.085335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:02.085407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:02.087264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:02.087828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:03:02.088737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:02.137234] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 1.30% [2025-11-22T02:03:02.172569] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 0.45% [2025-11-22T02:03:02.207124] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.88%, Actual: 1.92% [2025-11-22T02:03:02.305550] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.95%, Actual: 1.48% [2025-11-22T02:03:02.339391] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.38% [2025-11-22T02:03:02.381603] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.82% [2025-11-22T02:03:02.474362] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.45%, Actual: 0.63% [2025-11-22T02:03:02.514501] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 2.61%, Actual: 3.46% [2025-11-22T02:03:02.559311] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -2.83%, Actual: 0.75% [2025-11-22T02:03:02.640488] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 0.78% [2025-11-22T02:03:02.662450] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 28.5s | Global ETA: 1h 26m 6s [2025-11-22T02:03:02.663346] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:02.663408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:02.665057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:02.665536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:03:02.666326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:02.681753] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 1.98% [2025-11-22T02:03:02.736189] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 0.67% [2025-11-22T02:03:02.806762] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.51% [2025-11-22T02:03:02.857320] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 0.56% [2025-11-22T02:03:02.857531] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 50.7968% [2025-11-22T02:03:02.857615] [INFO ] [main ] GPI: DISCARDED add_volume_zscore (score: 50.80%) [2025-11-22T02:03:02.857676] [INFO ] [main ] GPI: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:03:02.857710] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity', 'add_vwap_deviations'] [2025-11-22T02:03:02.857770] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T02:03:02.871794] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:02.873287] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:02.873354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:02.878349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:02.880183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:02.880703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:02.881109] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:02.909055] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.73%, Actual: 1.88% [2025-11-22T02:03:02.972907] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.52%, Actual: 0.73% [2025-11-22T02:03:03.027473] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:03.029826] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:03.035663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.076030] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.37%, Actual: 1.79% [2025-11-22T02:03:03.140382] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 0.10% [2025-11-22T02:03:03.224967] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 27.9s | Global ETA: 1h 26m 7s [2025-11-22T02:03:03.225895] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:03.225959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:03.227722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:03.228570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:03:03.229428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.244770] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 3.67% [2025-11-22T02:03:03.306776] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.09% [2025-11-22T02:03:03.306994] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.1612% [2025-11-22T02:03:03.307078] [INFO ] [main ] ACR: KEPT add_atr (score: 45.16%) [2025-11-22T02:03:03.307122] [INFO ] [main ] ACR: Testing feature 3/53: add_atr_10 [2025-11-22T02:03:03.307169] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:03:03.307209] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:03.319535] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:03.320844] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:03.320905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:03.322624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:03.323154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:03.323596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.412509] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 4.98% [2025-11-22T02:03:03.412754] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 44.1851% [2025-11-22T02:03:03.412840] [INFO ] [main ] AEO: DISCARDED add_intraday_skewness_proxies (score: 44.19%) [2025-11-22T02:03:03.412881] [INFO ] [main ] AEO: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:03:03.412912] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T02:03:03.412946] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:03.424870] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:03.426116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:03.426192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:03.427932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:03.428415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:03.428816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:03.429540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:03.431846] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:03.517730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.706509] [INFO ] [main ] GPI: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 7.5s | Global ETA: 1h 26m 9s [2025-11-22T02:03:03.707421] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:03.707486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:03.712260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:03.714029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:03.714505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:03.714916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:03.817915] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 27.3s | Global ETA: 1h 26m 9s [2025-11-22T02:03:03.838876] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:03.841039] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:03.846823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.904468] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.98% | Symbol ETA: 3m 19s | Global ETA: 1h 26m 9s [2025-11-22T02:03:03.905391] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:03.905452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:03.907192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:03.907711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:03.908167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:03.986076] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.48% [2025-11-22T02:03:04.141034] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 3.10% | Symbol ETA: 28.7s | Global ETA: 1h 26m 10s [2025-11-22T02:03:04.141975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:04.142469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:04.145122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:04.145601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:04.148091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:04.148843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:04.151196] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:04.162149] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.64% [2025-11-22T02:03:04.237463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:04.330246] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:03:04.491536] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 3m 19s | Global ETA: 1h 26m 11s [2025-11-22T02:03:04.492425] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:04.492486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:04.494155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:04.494630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:04.495082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:04.499445] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.18% [2025-11-22T02:03:04.551421] [INFO ] [main ] GPI: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 6.7s | Global ETA: 1h 26m 11s [2025-11-22T02:03:04.552361] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:04.552425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:04.557211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:04.559027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:04.559537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:04.559959] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:04.668329] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.12% [2025-11-22T02:03:04.690342] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:04.692684] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:04.698797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:04.830000] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 27.9s | Global ETA: 1h 26m 12s [2025-11-22T02:03:04.830890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:04.830953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:04.832754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:04.833232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:04.833610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:04.834354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:04.834410] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:03:04.836663] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:04.923292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:05.001324] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.54% [2025-11-22T02:03:05.070775] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 3m 18s | Global ETA: 1h 26m 12s [2025-11-22T02:03:05.071683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:05.071744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:05.073386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:05.073882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:05.074337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:05.167038] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.45% [2025-11-22T02:03:05.332617] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.24% [2025-11-22T02:03:05.399128] [INFO ] [main ] GPI: Lookback Days: 4, Magnitude: -2.60% | Symbol ETA: 5.9s | Global ETA: 1h 26m 13s [2025-11-22T02:03:05.400100] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:05.400169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:05.405158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:05.407101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:05.407639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:05.408076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:05.499403] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.06% [2025-11-22T02:03:05.499593] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 29.5218% [2025-11-22T02:03:05.499723] [INFO ] [main ] BLE: DISCARDED add_gaps (score: 29.52%) [2025-11-22T02:03:05.499792] [INFO ] [main ] BLE: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:03:05.499841] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies'] [2025-11-22T02:03:05.499886] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:05.510979] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.57% | Symbol ETA: 27.1s | Global ETA: 1h 26m 14s [2025-11-22T02:03:05.511291] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:05.511894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:05.511962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:05.512740] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:05.512804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:05.513603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:05.514097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:05.514476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:05.514574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:05.515101] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:05.515223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:05.516410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:05.517553] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:05.536489] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:05.538949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:05.544851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:05.604183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:05.649427] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 3m 17s | Global ETA: 1h 26m 14s [2025-11-22T02:03:05.650315] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:05.650376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:05.652023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:05.652494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:05.652947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.081639] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 28.6s | Global ETA: 1h 26m 15s [2025-11-22T02:03:06.082539] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:06.082601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.084330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:06.084842] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:06.086083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.210282] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 26.5s | Global ETA: 1h 26m 16s [2025-11-22T02:03:06.211184] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:06.211247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.212934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:06.213415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:06.213840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:06.214572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:06.216884] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:06.231762] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 3m 17s | Global ETA: 1h 26m 16s [2025-11-22T02:03:06.232684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:06.232745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.234459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:06.234970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:06.235417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.243904] [INFO ] [main ] GPI: Lookback Days: 5, Magnitude: 3.30% | Symbol ETA: 5.1s | Global ETA: 1h 26m 16s [2025-11-22T02:03:06.244803] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:06.244867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:06.249612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.251419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:06.251911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:06.252305] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:06.304764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.374328] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:06.376446] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:06.382083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.666395] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 28.1s | Global ETA: 1h 26m 17s [2025-11-22T02:03:06.667307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:06.667370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.669042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:06.669528] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:06.670771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.822175] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 3m 16s | Global ETA: 1h 26m 17s [2025-11-22T02:03:06.823058] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:06.823119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.824761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:06.825231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:06.825677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:06.902032] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 25.8s | Global ETA: 1h 26m 18s [2025-11-22T02:03:06.902927] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:06.902990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:06.904613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:06.905108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:06.905490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:06.906235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:06.908519] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:06.991615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.041931] [INFO ] [main ] GPI: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 4.2s | Global ETA: 1h 26m 18s [2025-11-22T02:03:07.042911] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:07.043309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:07.048402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.050284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:07.050847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:07.051264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:07.174855] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:07.177087] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:07.182934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.263700] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 27.6s | Global ETA: 1h 26m 19s [2025-11-22T02:03:07.264572] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:07.264633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.266303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:07.266796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:07.268043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.399402] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 3m 16s | Global ETA: 1h 26m 19s [2025-11-22T02:03:07.400282] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:07.400344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.401984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:07.402451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:07.402903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.593742] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.14% | Symbol ETA: 25.1s | Global ETA: 1h 26m 20s [2025-11-22T02:03:07.594611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:07.594700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.596333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:07.596821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:07.597223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:07.597976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:07.600260] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:07.684732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.833662] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 27.0s | Global ETA: 1h 26m 20s [2025-11-22T02:03:07.834537] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:07.834599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.836298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:07.836790] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:07.838032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.855363] [INFO ] [main ] GPI: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 3.3s | Global ETA: 1h 26m 20s [2025-11-22T02:03:07.856315] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:07.856382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:07.861382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.863212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:07.863726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:07.864123] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:07.971339] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.80% | Symbol ETA: 3m 15s | Global ETA: 1h 26m 21s [2025-11-22T02:03:07.972228] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:07.972290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:07.973963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:07.974435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:07.974892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:07.993544] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:07.995914] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:08.002054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:08.264547] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 24.3s | Global ETA: 1h 26m 21s [2025-11-22T02:03:08.265449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:08.265512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.267172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:08.267664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:08.268052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:08.268827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:08.274449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:08.360337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:08.399398] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 26.4s | Global ETA: 1h 26m 22s [2025-11-22T02:03:08.400284] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:08.400347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.402034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:08.402544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:08.403794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:08.551743] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 3m 14s | Global ETA: 1h 26m 22s [2025-11-22T02:03:08.552913] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:08.552978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.554706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:08.555216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:08.555718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:08.677246] [INFO ] [main ] GPI: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.5s | Global ETA: 1h 26m 23s [2025-11-22T02:03:08.678175] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:08.678242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:08.683066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.684808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:08.685297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:08.685721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:08.810314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:08.812634] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:08.818804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:08.951484] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 23.7s | Global ETA: 1h 26m 23s [2025-11-22T02:03:08.952393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:08.952455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.954123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:08.954595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:08.954999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:08.955746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:08.958058] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:08.973120] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 25.8s | Global ETA: 1h 26m 23s [2025-11-22T02:03:08.974374] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:08.974435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:08.976119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:08.976598] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:08.977877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:09.044682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:09.141131] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 3m 14s | Global ETA: 1h 26m 24s [2025-11-22T02:03:09.318206] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 2.26% [2025-11-22T02:03:09.484581] [INFO ] [main ] GPI: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 1.7s | Global ETA: 1h 26m 25s [2025-11-22T02:03:09.484607] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 2.39% [2025-11-22T02:03:09.485484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:09.485549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:09.490333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:09.492136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:09.492621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:09.493027] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:09.544743] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 25.2s | Global ETA: 1h 26m 25s [2025-11-22T02:03:09.545619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:09.545749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:09.547420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:09.547909] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:09.549159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:09.619924] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:09.622277] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:09.626433] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 3.79% | Symbol ETA: 23.0s | Global ETA: 1h 26m 25s [2025-11-22T02:03:09.627336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:03:09.627398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:09.628343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:09.629041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:09.629511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:09.629934] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:09.630689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:09.633072] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:09.651314] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 1.30% [2025-11-22T02:03:09.716189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:09.819940] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 1.48% [2025-11-22T02:03:09.990114] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.01%, Actual: 0.63% [2025-11-22T02:03:10.119122] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 24.6s | Global ETA: 1h 26m 27s [2025-11-22T02:03:10.120073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:10.120136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:10.121880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:10.122368] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:10.123701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:10.164153] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 0.78% [2025-11-22T02:03:10.303546] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 22.3s | Global ETA: 1h 26m 27s [2025-11-22T02:03:10.306101] [INFO ] [main ] GPI: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 0.8s | Global ETA: 1h 26m 27s [2025-11-22T02:03:10.307296] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:10.307376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:10.312429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:10.314244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:10.314767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:10.315171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:10.350973] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.51%, Actual: 0.51% [2025-11-22T02:03:10.445080] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:10.447537] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:03:10.453627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:10.471676] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 3.10%, Actual: 1.59% [2025-11-22T02:03:10.519632] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.80%, Actual: 0.73% [2025-11-22T02:03:10.638516] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.32% [2025-11-22T02:03:10.691608] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 24.1s | Global ETA: 1h 26m 28s [2025-11-22T02:03:10.692512] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:10.692575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:10.694267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:10.694772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:03:10.696070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:10.700741] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 0.10% [2025-11-22T02:03:10.804916] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.57%, Actual: 1.92% [2025-11-22T02:03:10.872783] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 0.09% [2025-11-22T02:03:10.872982] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.2371% [2025-11-22T02:03:10.873035] [INFO ] [main ] ACR: DISCARDED add_atr_10 (score: 36.24%) [2025-11-22T02:03:10.873094] [INFO ] [main ] ACR: Testing feature 4/53: add_atr_5 [2025-11-22T02:03:10.873126] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:03:10.873160] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:10.885401] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:10.886805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:10.886864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:10.888545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:10.889057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:10.889480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:10.971485] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.82% [2025-11-22T02:03:11.136702] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.75% [2025-11-22T02:03:11.145840] [INFO ] [main ] GPI: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 0.0s | Global ETA: 1h 26m 29s [2025-11-22T02:03:11.259046] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 23.5s | Global ETA: 1h 26m 30s [2025-11-22T02:03:11.303333] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.14%, Actual: 0.67% [2025-11-22T02:03:11.321978] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 1.90% [2025-11-22T02:03:11.427833] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.48% [2025-11-22T02:03:11.457453] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.71% | Symbol ETA: 2m 9s | Global ETA: 1h 26m 30s [2025-11-22T02:03:11.458351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:11.458416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:11.460109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:11.460592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:11.461005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:11.468799] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 1.88% [2025-11-22T02:03:11.494306] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 1.03% [2025-11-22T02:03:11.597137] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.64% [2025-11-22T02:03:11.634466] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 1.79% [2025-11-22T02:03:11.673283] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.60%, Actual: 1.17% [2025-11-22T02:03:11.774451] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.12% [2025-11-22T02:03:11.802233] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 3.79%, Actual: 3.67% [2025-11-22T02:03:11.847477] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: 3.30%, Actual: 0.18% [2025-11-22T02:03:11.949254] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.18% [2025-11-22T02:03:11.968901] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.05%, Actual: 4.98% [2025-11-22T02:03:11.969067] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 66.6046% [2025-11-22T02:03:11.969175] [INFO ] [main ] AEO: KEPT add_intraday_volatility_percentile (score: 66.60%) [2025-11-22T02:03:11.969217] [INFO ] [main ] AEO: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:03:11.969248] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_last_hour_momentum_mag'] [2025-11-22T02:03:11.969283] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:11.980722] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:11.982091] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:11.982154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:11.983849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:11.984332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:11.984742] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:11.985487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:11.987833] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:12.013953] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.77% [2025-11-22T02:03:12.034066] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 2m 8s | Global ETA: 1h 26m 32s [2025-11-22T02:03:12.034952] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:12.035013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:12.036636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:12.037130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:12.037551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:12.073439] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:12.074119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:12.120963] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:03:12.178451] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 0.45% [2025-11-22T02:03:12.304700] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.14% [2025-11-22T02:03:12.342244] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.38% [2025-11-22T02:03:12.500482] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:03:12.506669] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 3.46% [2025-11-22T02:03:12.605884] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 2m 8s | Global ETA: 1h 26m 34s [2025-11-22T02:03:12.606789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:12.606850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:12.608470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:12.608966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:12.609353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:12.657408] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 2.06% | Symbol ETA: 27.2s | Global ETA: 1h 26m 34s [2025-11-22T02:03:12.658288] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:12.658351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:12.660023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:12.660494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:12.660896] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:12.661628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:12.663939] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:12.671134] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 1.98% [2025-11-22T02:03:12.715661] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.45% [2025-11-22T02:03:12.748746] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:12.749426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:12.855059] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 0.56% [2025-11-22T02:03:12.855290] [INFO ] [main ] GPI: Magnitude Forecast Confidence: 41.6436% [2025-11-22T02:03:12.855378] [INFO ] [main ] GPI: DISCARDED add_vwap_deviations (score: 41.64%) [2025-11-22T02:03:12.855447] [INFO ] [main ] GPI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:03:12.855479] [INFO ] [main ] GPI: Best accuracy: 60.62% [2025-11-22T02:03:12.855510] [INFO ] [main ] GPI: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T02:03:12.855539] [INFO ] [main ] GPI: Improvement over baseline: 22.65% [2025-11-22T02:03:12.855567] [INFO ] [main ] GPI: Total time: 8.5 minutes [2025-11-22T02:03:12.855593] [INFO ] [main ] GPI: Average time per feature: 9.9 seconds [2025-11-22T02:03:12.855619] [INFO ] [main ] GPI: Average speed: 0.10 features/sec [2025-11-22T02:03:12.887023] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:03:13.058301] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:03:13.058518] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 26.8716% [2025-11-22T02:03:13.058605] [INFO ] [main ] BLE: DISCARDED add_intraday_skewness_proxies (score: 26.87%) [2025-11-22T02:03:13.058669] [INFO ] [main ] BLE: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:03:13.058708] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile'] [2025-11-22T02:03:13.058745] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:13.070120] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:13.071588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:13.071673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:13.073426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:13.073969] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:13.076528] [DEBUG] [METRICS ] GPI: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 1.90% [2025-11-22T02:03:13.165467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:13.198636] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 2m 7s | Global ETA: 1h 26m 35s [2025-11-22T02:03:13.199542] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:13.199603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:13.201626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:13.202138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:13.202534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:13.243585] [DEBUG] [METRICS ] GPI: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 1.03% [2025-11-22T02:03:13.334150] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.80% | Symbol ETA: 26.5s | Global ETA: 1h 26m 36s [2025-11-22T02:03:13.335042] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:13.335106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:13.340121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:13.340599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:13.341007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:13.341765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:13.344055] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:13.410812] [DEBUG] [METRICS ] GPI: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.17% [2025-11-22T02:03:13.428206] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:13.428898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:13.577833] [DEBUG] [METRICS ] GPI: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.18% [2025-11-22T02:03:13.748429] [DEBUG] [METRICS ] GPI: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 0.77% [2025-11-22T02:03:13.751188] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 26.6s | Global ETA: 1h 26m 37s [2025-11-22T02:03:13.752099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:13.752162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:13.753875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:13.754413] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:13.792610] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.45% | Symbol ETA: 2m 6s | Global ETA: 1h 26m 37s [2025-11-22T02:03:13.793536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:13.793596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:13.795366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:13.795929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:13.796324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:13.846245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:13.917993] [DEBUG] [METRICS ] GPI: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.45% [2025-11-22T02:03:14.015941] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 25.9s | Global ETA: 1h 26m 38s [2025-11-22T02:03:14.016835] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:14.016899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:14.018698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:14.019192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:14.019620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:14.020363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:14.022694] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:14.087264] [DEBUG] [METRICS ] GPI: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.38% [2025-11-22T02:03:14.107604] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:14.108318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:14.259432] [DEBUG] [METRICS ] GPI: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 3.46% [2025-11-22T02:03:14.393360] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.11% | Symbol ETA: 2m 6s | Global ETA: 1h 26m 39s [2025-11-22T02:03:14.394233] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:14.394294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:14.395974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:14.396440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:14.396843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:14.427040] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 25.9s | Global ETA: 1h 26m 39s [2025-11-22T02:03:14.427263] [DEBUG] [METRICS ] GPI: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 1.98% [2025-11-22T02:03:14.427955] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:14.428034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:14.429721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:14.430200] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:14.517126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:14.593226] [DEBUG] [METRICS ] GPI: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.56% [2025-11-22T02:03:14.593760] [INFO ] [LOCAL ] Saved configuration for GPI: 6 features, 60.62% accuracy -> ./output/feature-sets/GPI.json [2025-11-22T02:03:14.594567] [INFO ] [main ] Progress: 16/57 symbols completed (28.1%). GPI finished in 8m 43s. ETA: 1h 19m 18s. Rate: 0.52 symbols/min [2025-11-22T02:03:14.597269] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:14.611097] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:14.611625] [INFO ] [main ] SDRL: Testing with 53 available features [2025-11-22T02:03:14.611694] [INFO ] [main ] SDRL: Establishing baseline with no features... [2025-11-22T02:03:14.611731] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:14.625213] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:14.626748] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:14.696805] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 25.2s | Global ETA: 1h 19m 18s [2025-11-22T02:03:14.697723] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:14.697785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:14.699391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:14.699881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:14.700260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:14.701010] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:14.703279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:14.788520] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:14.789220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:14.975235] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 2m 5s | Global ETA: 1h 19m 19s [2025-11-22T02:03:14.976147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:14.976208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:14.977899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:14.978365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:14.978815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:15.115293] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: 1h 19m 19s [2025-11-22T02:03:15.116220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:15.116285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:15.118017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:15.118513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:15.213427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:15.250544] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.37% [2025-11-22T02:03:15.251437] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:15.373845] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -2.06% | Symbol ETA: 24.5s | Global ETA: 1h 19m 20s [2025-11-22T02:03:15.374729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:15.374792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:15.376410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:15.376907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:15.377332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:15.378086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:15.380385] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:15.465116] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:15.465811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:15.562345] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 2m 5s | Global ETA: 1h 19m 21s [2025-11-22T02:03:15.563280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:15.563341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:15.564994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:15.565478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:15.565887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:15.795335] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 24.6s | Global ETA: 1h 19m 21s [2025-11-22T02:03:15.796381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:15.796448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:15.798241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:15.798797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:15.878712] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.01% [2025-11-22T02:03:15.879745] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:15.887482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:16.062002] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.13% | Symbol ETA: 23.8s | Global ETA: 1h 19m 22s [2025-11-22T02:03:16.062913] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:16.062977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:16.064688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:16.065176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:16.065564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:16.066324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:16.068667] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:16.142145] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 2m 4s | Global ETA: 1h 19m 22s [2025-11-22T02:03:16.143036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:16.143096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:16.144760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:16.145235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:16.145625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:16.155531] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:16.156460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:16.481361] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 9.52% [2025-11-22T02:03:16.482243] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:16.486855] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 23.9s | Global ETA: 1h 19m 23s [2025-11-22T02:03:16.487940] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:16.488005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:16.489777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:16.490295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:16.576447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:16.716265] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 2m 4s | Global ETA: 1h 19m 24s [2025-11-22T02:03:16.757660] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 23.2s | Global ETA: 1h 19m 24s [2025-11-22T02:03:16.758562] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:16.758627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:16.760291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:16.760838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:16.761228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:16.761987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:16.764266] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:16.850017] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:16.850965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:16.881542] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.71%, Actual: 2.26% [2025-11-22T02:03:17.045983] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 2.39% [2025-11-22T02:03:17.076547] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.24% [2025-11-22T02:03:17.078023] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:17.167190] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 23.2s | Global ETA: 1h 19m 25s [2025-11-22T02:03:17.168279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:17.168347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:17.170283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:17.170888] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:17.213160] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 1.30% [2025-11-22T02:03:17.260047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:17.379159] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.95%, Actual: 1.48% [2025-11-22T02:03:17.439668] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 22.5s | Global ETA: 1h 19m 25s [2025-11-22T02:03:17.440551] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:17.442987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:17.444718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:17.445203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:17.445588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:17.446341] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:17.448665] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:17.531750] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:17.532407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:17.545415] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.45%, Actual: 0.63% [2025-11-22T02:03:17.684128] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.22% [2025-11-22T02:03:17.685109] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:17.710093] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 0.78% [2025-11-22T02:03:17.843724] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 22.6s | Global ETA: 1h 19m 26s [2025-11-22T02:03:17.844749] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:17.844822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:17.846525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:17.847069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:17.874940] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 0.51% [2025-11-22T02:03:17.932709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:18.041765] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.52%, Actual: 0.73% [2025-11-22T02:03:18.110511] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 21.8s | Global ETA: 1h 19m 27s [2025-11-22T02:03:18.111416] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:18.111480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:18.113125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:18.113607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:18.114015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:18.114760] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:18.117060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:18.200583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:18.201257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:18.208986] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 0.10% [2025-11-22T02:03:18.284876] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.32% [2025-11-22T02:03:18.285874] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:18.378064] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.09% [2025-11-22T02:03:18.378283] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.1612% [2025-11-22T02:03:18.378393] [INFO ] [main ] ACR: KEPT add_atr_5 (score: 45.16%) [2025-11-22T02:03:18.378436] [INFO ] [main ] ACR: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:03:18.378472] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:03:18.378508] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:18.391134] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:18.392585] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:18.392790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:18.394468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:18.395016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:18.395412] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:18.396266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:18.508287] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 21.9s | Global ETA: 1h 19m 28s [2025-11-22T02:03:18.509441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:18.509510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:18.511257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:18.511811] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:18.600069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:18.840391] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 1.59% | Symbol ETA: 21.1s | Global ETA: 1h 19m 29s [2025-11-22T02:03:18.887371] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 0.01% [2025-11-22T02:03:18.888354] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:18.964865] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 1m 35s | Global ETA: 1h 19m 29s [2025-11-22T02:03:18.965786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:18.965848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:18.967502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:18.968018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:18.968400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:18.969154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:19.008444] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 1.59% [2025-11-22T02:03:19.174403] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.80%, Actual: 1.32% [2025-11-22T02:03:19.182572] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 21.2s | Global ETA: 1h 19m 30s [2025-11-22T02:03:19.183668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:19.183734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:19.185468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:19.186015] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:19.274990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:19.338767] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 1.92% [2025-11-22T02:03:19.481967] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: -0.31% [2025-11-22T02:03:19.482936] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:19.505368] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 0.82% [2025-11-22T02:03:19.541333] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 1m 35s | Global ETA: 1h 19m 31s [2025-11-22T02:03:19.542241] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:19.542303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:19.543990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:19.544476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:19.544879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:19.545623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:19.669151] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.75% [2025-11-22T02:03:19.835349] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.13%, Actual: 0.67% [2025-11-22T02:03:19.851992] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 20.5s | Global ETA: 1h 19m 32s [2025-11-22T02:03:20.007729] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 1.88% [2025-11-22T02:03:20.020260] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.48% [2025-11-22T02:03:20.081932] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.68% [2025-11-22T02:03:20.082978] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:03:20.110601] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 1m 34s | Global ETA: 1h 19m 32s [2025-11-22T02:03:20.111495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:20.111560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:20.113209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:20.113720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:20.114102] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:20.114846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:20.171960] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 1.79% [2025-11-22T02:03:20.188518] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.64% [2025-11-22T02:03:20.336126] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 3.67% [2025-11-22T02:03:20.355577] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.12% [2025-11-22T02:03:20.500663] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 1.59%, Actual: 4.98% [2025-11-22T02:03:20.500837] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 50.1131% [2025-11-22T02:03:20.500887] [INFO ] [main ] AEO: DISCARDED add_last_hour_momentum_mag (score: 50.11%) [2025-11-22T02:03:20.500924] [INFO ] [main ] AEO: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:03:20.500955] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_late_day_volatility'] [2025-11-22T02:03:20.500989] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:20.512629] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:20.513904] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:20.513966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:20.515676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:20.516174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:20.516564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:20.517380] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:20.519705] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:20.526287] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:03:20.606504] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:20.608354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:20.682632] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -5.07% [2025-11-22T02:03:20.692096] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 1m 34s | Global ETA: 1h 19m 34s [2025-11-22T02:03:20.693045] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:20.693109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:20.694808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:20.695312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:20.695726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:20.696471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:20.703157] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:03:20.848258] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.37%, Actual: 7.53% [2025-11-22T02:03:20.875151] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:03:21.016564] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.01%, Actual: 2.40% [2025-11-22T02:03:21.044507] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:03:21.188335] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.96% | Symbol ETA: 25.3s | Global ETA: 1h 19m 35s [2025-11-22T02:03:21.189280] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:21.189356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:21.189894] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 9.52%, Actual: 0.80% [2025-11-22T02:03:21.190992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:21.191485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:21.191893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:21.192614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:21.194900] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:21.216247] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:03:21.279553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:21.280296] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 1m 33s | Global ETA: 1h 19m 35s [2025-11-22T02:03:21.281217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:21.281278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:21.281395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:21.283004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:21.283520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:21.283925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:21.284676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:21.364416] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.24%, Actual: 1.02% [2025-11-22T02:03:21.385517] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:03:21.538473] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 4.31% [2025-11-22T02:03:21.553277] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:03:21.553566] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.8182% [2025-11-22T02:03:21.553706] [INFO ] [main ] BLE: DISCARDED add_intraday_volatility_percentile (score: 31.82%) [2025-11-22T02:03:21.553757] [INFO ] [main ] BLE: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:03:21.553790] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag'] [2025-11-22T02:03:21.553829] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:21.567342] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:21.569274] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:21.569338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:21.571125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:21.571698] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:21.572345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:21.712084] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.32%, Actual: 3.35% [2025-11-22T02:03:21.856858] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.95% | Symbol ETA: 1m 32s | Global ETA: 1h 19m 37s [2025-11-22T02:03:21.857777] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:21.857838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:21.859458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:21.859968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:21.860353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:21.861102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:21.861792] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 24.6s | Global ETA: 1h 19m 37s [2025-11-22T02:03:21.862687] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:21.862750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:21.864372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:21.864871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:21.865256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:21.866015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:21.868302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:21.885723] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 1.64% [2025-11-22T02:03:21.953419] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:21.956415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:22.052519] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.27% [2025-11-22T02:03:22.166809] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 26.3s | Global ETA: 1h 19m 38s [2025-11-22T02:03:22.167892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:22.167958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:22.169684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:22.170195] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:22.170872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:22.221130] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.68%, Actual: 6.65% [2025-11-22T02:03:22.388416] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -5.07%, Actual: 1.38% [2025-11-22T02:03:22.388632] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 38.8410% [2025-11-22T02:03:22.388700] [INFO ] [main ] SDRL: Baseline score (no features): 38.8410% [2025-11-22T02:03:22.388738] [INFO ] [main ] SDRL: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:22.388768] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:03:22.388801] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:22.402100] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:22.403419] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:22.403480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:22.408267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:22.436230] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 1m 32s | Global ETA: 1h 19m 38s [2025-11-22T02:03:22.437166] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:22.437230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:22.438915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:22.439418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:22.439833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:22.440594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:22.539017] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 23.9s | Global ETA: 1h 19m 39s [2025-11-22T02:03:22.539936] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:22.539999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:22.541613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:22.542130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:22.542514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:22.543253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:22.545512] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:22.630250] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:22.632068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:22.748515] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 25.7s | Global ETA: 1h 19m 39s [2025-11-22T02:03:22.749527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:22.749591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:22.751286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:22.751848] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:22.752499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.011746] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 1m 31s | Global ETA: 1h 19m 40s [2025-11-22T02:03:23.012104] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.58% | Symbol ETA: 5m 22s | Global ETA: 1h 19m 40s [2025-11-22T02:03:23.012688] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:23.012752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.012999] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:23.013066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:23.014414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:23.015173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:23.015568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:23.016722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.017992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.210526] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 23.2s | Global ETA: 1h 19m 40s [2025-11-22T02:03:23.211442] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:23.211507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.213142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:23.213634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:23.214042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:23.214780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:23.217039] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:23.301077] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:23.302885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.348916] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 25.1s | Global ETA: 1h 19m 41s [2025-11-22T02:03:23.350132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:23.350199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.351978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:23.352542] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:23.353252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.588253] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 1m 31s | Global ETA: 1h 19m 41s [2025-11-22T02:03:23.589217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:23.589280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.590921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:23.591414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:23.591819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:23.592544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.627217] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.49% | Symbol ETA: 5m 23s | Global ETA: 1h 19m 41s [2025-11-22T02:03:23.628154] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:23.628214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:23.632957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.882409] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 22.6s | Global ETA: 1h 19m 42s [2025-11-22T02:03:23.883319] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:23.883383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.885023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:23.885495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:23.885899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:23.886623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:23.888923] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:23.935435] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 24.5s | Global ETA: 1h 19m 42s [2025-11-22T02:03:23.936557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:23.936623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:23.938464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:23.939018] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:23.939729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:23.972085] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:23.973923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:24.216960] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 1m 30s | Global ETA: 1h 19m 43s [2025-11-22T02:03:24.238113] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 6.12% | Symbol ETA: 5m 22s | Global ETA: 1h 19m 43s [2025-11-22T02:03:24.239038] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:24.239097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:24.243836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:24.382978] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 2.26% [2025-11-22T02:03:24.524944] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 23.9s | Global ETA: 1h 19m 44s [2025-11-22T02:03:24.526052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:24.526118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:24.528040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:24.528559] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:24.529241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:24.548274] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 2.39% [2025-11-22T02:03:24.556462] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 21.9s | Global ETA: 1h 19m 44s [2025-11-22T02:03:24.557409] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:24.557472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:24.559110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:24.559586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:24.559993] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:24.560739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:24.563010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:24.646575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:24.648411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:24.712850] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 1.30% [2025-11-22T02:03:24.844676] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 5m 21s | Global ETA: 1h 19m 44s [2025-11-22T02:03:24.845564] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:24.845624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:24.850450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:24.877439] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.48% [2025-11-22T02:03:25.043301] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.63% [2025-11-22T02:03:25.140510] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 23.3s | Global ETA: 1h 19m 45s [2025-11-22T02:03:25.141571] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:25.141637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:25.143523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:25.144084] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:25.144784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:25.208223] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.95%, Actual: 0.78% [2025-11-22T02:03:25.226437] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.72% | Symbol ETA: 21.2s | Global ETA: 1h 19m 45s [2025-11-22T02:03:25.227358] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:25.227421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:25.229052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:25.229526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:25.229933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:25.230675] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:25.233016] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:25.315483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:25.317339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:25.373196] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.59%, Actual: 0.51% [2025-11-22T02:03:25.452250] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 5m 20s | Global ETA: 1h 19m 46s [2025-11-22T02:03:25.453193] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:25.453254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:25.458091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:25.537597] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.94%, Actual: 0.73% [2025-11-22T02:03:25.701374] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 0.10% [2025-11-22T02:03:25.716294] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.7s | Global ETA: 1h 19m 47s [2025-11-22T02:03:25.717412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:25.717476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:25.719191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:25.720214] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:25.720891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:25.865218] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.09% [2025-11-22T02:03:25.865419] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.2036% [2025-11-22T02:03:25.865471] [INFO ] [main ] ACR: DISCARDED add_close_to_open_alignment (score: 37.20%) [2025-11-22T02:03:25.865509] [INFO ] [main ] ACR: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:03:25.865539] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:03:25.865572] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:25.878635] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:25.879992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:25.880053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:25.881882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:25.882373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:25.882788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:25.883676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:25.896257] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.30% | Symbol ETA: 20.5s | Global ETA: 1h 19m 47s [2025-11-22T02:03:25.897163] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:25.897225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:25.898849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:25.899322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:25.899728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:25.900452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:25.902727] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:25.987849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:25.989676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:26.060484] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 5m 19s | Global ETA: 1h 19m 48s [2025-11-22T02:03:26.061406] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:26.061465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:26.066179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:26.412368] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 22.2s | Global ETA: 1h 19m 48s [2025-11-22T02:03:26.413407] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:26.413538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:26.415360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:26.415930] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:26.416577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:26.451423] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -3.22% | Symbol ETA: 1m 16s | Global ETA: 1h 19m 49s [2025-11-22T02:03:26.452358] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:26.452420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:26.454072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:26.454547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:26.454947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:26.455822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:26.565682] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 19.9s | Global ETA: 1h 19m 49s [2025-11-22T02:03:26.566578] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:26.566659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:26.568295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:26.568793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:26.569175] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:26.569917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:26.572169] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:26.655417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:26.657627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:26.666801] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 5m 19s | Global ETA: 1h 19m 49s [2025-11-22T02:03:26.667781] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:26.667842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:26.672562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.000149] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 21.6s | Global ETA: 1h 19m 50s [2025-11-22T02:03:27.001256] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:27.001323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:27.003146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:27.003757] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:03:27.004485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.023931] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.38% | Symbol ETA: 1m 15s | Global ETA: 1h 19m 50s [2025-11-22T02:03:27.024829] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:27.024890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:27.026509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:27.027024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:27.027423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:27.028298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.238570] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -3.23% | Symbol ETA: 19.2s | Global ETA: 1h 19m 51s [2025-11-22T02:03:27.268348] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 5m 17s | Global ETA: 1h 19m 51s [2025-11-22T02:03:27.269259] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:27.269318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:27.274044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.404508] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 1.59% [2025-11-22T02:03:27.570046] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 1.32% [2025-11-22T02:03:27.581379] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 21.0s | Global ETA: 1h 19m 51s [2025-11-22T02:03:27.598683] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 1m 14s | Global ETA: 1h 19m 51s [2025-11-22T02:03:27.599576] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:27.599658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:27.601306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:27.601825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:27.602218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:27.603091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.736051] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 1.92% [2025-11-22T02:03:27.752859] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.48% [2025-11-22T02:03:27.884734] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.98% | Symbol ETA: 5m 17s | Global ETA: 1h 19m 52s [2025-11-22T02:03:27.885675] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:03:27.885738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:27.890539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:27.901351] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.82% [2025-11-22T02:03:27.922196] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:03:28.065713] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.75% [2025-11-22T02:03:28.095331] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:03:28.175615] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 1m 14s | Global ETA: 1h 19m 53s [2025-11-22T02:03:28.176535] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:28.176597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:28.178263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:28.178765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:28.179532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:28.180409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:28.231759] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 0.67% [2025-11-22T02:03:28.267985] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.18% [2025-11-22T02:03:28.397869] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.72%, Actual: 1.88% [2025-11-22T02:03:28.444488] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:03:28.485217] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 5m 16s | Global ETA: 1h 19m 54s [2025-11-22T02:03:28.562812] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.30%, Actual: 1.79% [2025-11-22T02:03:28.615528] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:03:28.653040] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.58%, Actual: 7.53% [2025-11-22T02:03:28.728108] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 3.67% [2025-11-22T02:03:28.749877] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 1m 13s | Global ETA: 1h 19m 54s [2025-11-22T02:03:28.750834] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:28.750910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:28.752526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:28.753054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:28.753434] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:28.754306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:28.791762] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:03:28.822821] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.49%, Actual: 2.40% [2025-11-22T02:03:28.892725] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -3.23%, Actual: 4.98% [2025-11-22T02:03:28.892905] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 38.1553% [2025-11-22T02:03:28.892996] [INFO ] [main ] AEO: DISCARDED add_late_day_volatility (score: 38.16%) [2025-11-22T02:03:28.893039] [INFO ] [main ] AEO: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:03:28.893070] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_late_hour_microstructure'] [2025-11-22T02:03:28.893104] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:28.905095] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:28.906459] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:28.906521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:28.908223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:28.908730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:28.909112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:28.909860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:28.912138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:28.975233] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:03:28.989130] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 6.12%, Actual: 0.80% [2025-11-22T02:03:28.998397] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:29.001107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:29.153868] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:03:29.157932] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 1.02% [2025-11-22T02:03:29.323079] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 4.31% [2025-11-22T02:03:29.326907] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.06% [2025-11-22T02:03:29.327276] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 27.7063% [2025-11-22T02:03:29.327462] [INFO ] [main ] BLE: DISCARDED add_last_hour_momentum_mag (score: 27.71%) [2025-11-22T02:03:29.327512] [INFO ] [main ] BLE: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:03:29.327547] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_day_volatility'] [2025-11-22T02:03:29.327587] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:29.337496] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.38% | Symbol ETA: 1m 13s | Global ETA: 1h 19m 56s [2025-11-22T02:03:29.338409] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:29.338471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:29.340138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:29.340619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:29.341031] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:29.341923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:29.343025] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:29.345129] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:29.345192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:29.346998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:29.347583] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:29.349461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:29.489505] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.02%, Actual: 3.35% [2025-11-22T02:03:29.586943] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 2.73% | Symbol ETA: 23.4s | Global ETA: 1h 19m 57s [2025-11-22T02:03:29.588361] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:29.588425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:29.590111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:29.590590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:29.591001] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:29.591758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:29.594057] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:29.656476] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.78%, Actual: 1.64% [2025-11-22T02:03:29.680299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:29.682916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:29.830454] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.27% [2025-11-22T02:03:29.912240] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 1m 12s | Global ETA: 1h 19m 57s [2025-11-22T02:03:29.913177] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:29.913239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:29.914960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:29.915440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:29.915904] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:29.916794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:29.956275] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 23.0s | Global ETA: 1h 19m 58s [2025-11-22T02:03:29.957402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:29.957466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:29.959313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:29.959987] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:29.961896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.001819] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.98%, Actual: 6.65% [2025-11-22T02:03:30.170324] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.25%, Actual: 1.38% [2025-11-22T02:03:30.170560] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 46.7153% [2025-11-22T02:03:30.170612] [INFO ] [main ] SDRL: KEPT add_afternoon_v_morning_volatility_mix (score: 46.72%) [2025-11-22T02:03:30.170669] [INFO ] [main ] SDRL: Testing feature 2/53: add_atr [2025-11-22T02:03:30.170704] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:03:30.170738] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:30.185468] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:30.187002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:30.187061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:30.192006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.193817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:30.194310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.268828] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.41% | Symbol ETA: 22.7s | Global ETA: 1h 19m 58s [2025-11-22T02:03:30.269729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:30.269792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.271407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:30.271905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:30.272292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:30.273030] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:30.275281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:30.359053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:30.361689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.484577] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.36% | Symbol ETA: 1m 12s | Global ETA: 1h 19m 59s [2025-11-22T02:03:30.485486] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:30.485548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.487208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:30.487698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:30.488125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:30.489041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.553959] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 22.3s | Global ETA: 1h 19m 59s [2025-11-22T02:03:30.555038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:30.555103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.557006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:30.557660] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:30.559532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.802461] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.77% | Symbol ETA: 6m 42s | Global ETA: 1h 19m 60s [2025-11-22T02:03:30.803401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:30.803461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:30.808273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.810045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:30.810532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:30.951942] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -3.48% | Symbol ETA: 22.1s | Global ETA: 1h 20m 0s [2025-11-22T02:03:30.954858] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:30.954934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:30.958308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:30.958826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:30.959230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:30.959971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:30.962244] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:31.046119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:31.048756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.056867] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.48% | Symbol ETA: 1m 11s | Global ETA: 1h 20m 0s [2025-11-22T02:03:31.057808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:31.057871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:31.059477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:31.059963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:31.060349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:03:31.061217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.146372] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 21.7s | Global ETA: 1h 20m 1s [2025-11-22T02:03:31.147466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:31.147531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:31.149335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:31.149877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:31.151822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.417774] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 6m 42s | Global ETA: 1h 20m 1s [2025-11-22T02:03:31.418677] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:31.418738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:31.423412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:31.425131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:31.425607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.628604] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 1m 10s | Global ETA: 1h 20m 2s [2025-11-22T02:03:31.631594] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 21.4s | Global ETA: 1h 20m 2s [2025-11-22T02:03:31.632486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:31.632550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:31.634179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:31.634671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:31.635059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:31.635801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:31.638082] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:31.723567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:31.726230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.735673] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 21.1s | Global ETA: 1h 20m 2s [2025-11-22T02:03:31.737209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:31.737279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:31.739116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:31.739685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:31.741578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:31.796224] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -3.22%, Actual: 2.26% [2025-11-22T02:03:31.961074] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.38%, Actual: 2.39% [2025-11-22T02:03:32.039290] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.94% | Symbol ETA: 6m 41s | Global ETA: 1h 20m 3s [2025-11-22T02:03:32.040275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:32.040339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:32.045201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.047063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:32.047614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:32.126522] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 1.30% [2025-11-22T02:03:32.291995] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.48% [2025-11-22T02:03:32.310657] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 20.7s | Global ETA: 1h 20m 4s [2025-11-22T02:03:32.311568] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:32.311631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.313261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:32.313756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:32.314145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:32.314896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:32.317180] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:32.327893] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 20.5s | Global ETA: 1h 20m 4s [2025-11-22T02:03:32.328919] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:32.328982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.330660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:32.331166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:32.333022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:32.400044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:32.402622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:32.457346] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 0.63% [2025-11-22T02:03:32.623328] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.38%, Actual: 0.78% [2025-11-22T02:03:32.655833] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 6m 41s | Global ETA: 1h 20m 4s [2025-11-22T02:03:32.656792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:32.656854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:32.661738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.663446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:32.663938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:32.789883] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.85%, Actual: 0.51% [2025-11-22T02:03:32.915101] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 19.9s | Global ETA: 1h 20m 5s [2025-11-22T02:03:32.916091] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:32.916154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.917890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:32.918408] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:32.920266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:32.954755] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.36%, Actual: 0.73% [2025-11-22T02:03:32.989002] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.38% | Symbol ETA: 20.0s | Global ETA: 1h 20m 5s [2025-11-22T02:03:32.989923] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:32.989986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:32.991587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:32.992077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:32.992458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:32.993227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:32.995489] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:33.078102] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:33.080725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.119348] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.48%, Actual: 0.10% [2025-11-22T02:03:33.273254] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 6m 40s | Global ETA: 1h 20m 6s [2025-11-22T02:03:33.274169] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:33.274230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:33.279378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.281249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:33.281746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.289015] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 0.09% [2025-11-22T02:03:33.289219] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 41.1837% [2025-11-22T02:03:33.289296] [INFO ] [main ] ACR: DISCARDED add_composite_volatility_context (score: 41.18%) [2025-11-22T02:03:33.289340] [INFO ] [main ] ACR: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:03:33.289372] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:03:33.289406] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:33.302691] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:33.304097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:33.304156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.305836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:33.306720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:33.307108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:33.309521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.499074] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 19.3s | Global ETA: 1h 20m 7s [2025-11-22T02:03:33.500172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:33.500239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.502045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:33.502612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:33.504564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.689072] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.95% | Symbol ETA: 19.3s | Global ETA: 1h 20m 7s [2025-11-22T02:03:33.690171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:33.690245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.692005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:33.692545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:33.692974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:33.693772] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:33.696618] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:33.788526] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:33.791918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.884011] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 1m 2s | Global ETA: 1h 20m 8s [2025-11-22T02:03:33.884952] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:33.885013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.886633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:33.887180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:33.887565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:33.889962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:33.893013] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.94% | Symbol ETA: 6m 39s | Global ETA: 1h 20m 8s [2025-11-22T02:03:33.893932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:33.893992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:33.898895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:33.900734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:33.901229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:34.079118] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 18.7s | Global ETA: 1h 20m 8s [2025-11-22T02:03:34.080133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:34.080197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:34.081871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:34.082374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:34.084273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:34.389371] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.88% | Symbol ETA: 18.6s | Global ETA: 1h 20m 9s [2025-11-22T02:03:34.390266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:34.390329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:34.391965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:34.392435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:34.392839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:34.393556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:34.395823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:34.466404] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 1m 2s | Global ETA: 1h 20m 9s [2025-11-22T02:03:34.467329] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:34.467390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:34.469041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:34.469508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:34.469914] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:34.472250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:34.479150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:34.481749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:34.514207] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 6m 39s | Global ETA: 1h 20m 9s [2025-11-22T02:03:34.515131] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:34.515195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:34.520216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:34.522020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:34.522488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:34.656665] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 18.1s | Global ETA: 1h 20m 10s [2025-11-22T02:03:34.657705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:34.657768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:34.659419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:34.659948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:03:34.661804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.046290] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 1m 1s | Global ETA: 1h 20m 11s [2025-11-22T02:03:35.047205] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:35.047268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:35.049090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:35.049740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:35.050156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:35.052496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.068335] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 1.63% | Symbol ETA: 18.0s | Global ETA: 1h 20m 11s [2025-11-22T02:03:35.070851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:35.070925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:35.074731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:35.075220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:35.075605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:35.076386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:35.078715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:35.135802] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 6m 38s | Global ETA: 1h 20m 11s [2025-11-22T02:03:35.136701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:35.136761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:35.141716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:35.143796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:35.144251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.162469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:35.165471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.259008] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 17.5s | Global ETA: 1h 20m 11s [2025-11-22T02:03:35.433571] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.48% [2025-11-22T02:03:35.610291] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:03:35.625457] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 1m 0s | Global ETA: 1h 20m 12s [2025-11-22T02:03:35.626355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:35.626457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:35.628112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:35.628577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:35.628981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:35.631316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.746528] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -4.23% | Symbol ETA: 17.3s | Global ETA: 1h 20m 12s [2025-11-22T02:03:35.751351] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.99% | Symbol ETA: 6m 37s | Global ETA: 1h 20m 12s [2025-11-22T02:03:35.752240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:35.752300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:35.757078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:35.758881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:35.759344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:35.784005] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:03:35.913198] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 2.73%, Actual: 1.59% [2025-11-22T02:03:35.958599] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.18% [2025-11-22T02:03:36.078239] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.41%, Actual: 1.32% [2025-11-22T02:03:36.154328] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.12% [2025-11-22T02:03:36.201719] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.16% | Symbol ETA: 59.8s | Global ETA: 1h 20m 14s [2025-11-22T02:03:36.202600] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:36.202682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:36.204295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:36.204781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:36.205160] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:36.207534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:36.242282] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -3.48%, Actual: 1.92% [2025-11-22T02:03:36.329663] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:03:36.368935] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.81% | Symbol ETA: 6m 37s | Global ETA: 1h 20m 14s [2025-11-22T02:03:36.408396] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.82% [2025-11-22T02:03:36.504725] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.54% [2025-11-22T02:03:36.538996] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.77%, Actual: 7.53% [2025-11-22T02:03:36.572565] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 0.75% [2025-11-22T02:03:36.678505] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.45% [2025-11-22T02:03:36.718944] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 2.40% [2025-11-22T02:03:36.735716] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.38%, Actual: 0.67% [2025-11-22T02:03:36.777053] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.77% | Symbol ETA: 59.2s | Global ETA: 1h 20m 15s [2025-11-22T02:03:36.777981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:36.778043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:36.779687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:36.780159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:36.780558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:36.782924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:36.848056] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:03:36.893851] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.94%, Actual: 0.80% [2025-11-22T02:03:36.899079] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 1.88% [2025-11-22T02:03:37.026731] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.06% [2025-11-22T02:03:37.027049] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 34.0393% [2025-11-22T02:03:37.027198] [INFO ] [main ] BLE: DISCARDED add_late_day_volatility (score: 34.04%) [2025-11-22T02:03:37.027250] [INFO ] [main ] BLE: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:03:37.027281] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_hour_microstructure'] [2025-11-22T02:03:37.027320] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:37.041461] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:37.043200] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:37.043264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:37.045105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:37.045697] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:37.049009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:37.065456] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 1.02% [2025-11-22T02:03:37.069602] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.88%, Actual: 1.79% [2025-11-22T02:03:37.233841] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 3.67% [2025-11-22T02:03:37.238021] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 4.31% [2025-11-22T02:03:37.406452] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.94%, Actual: 3.35% [2025-11-22T02:03:37.412165] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -3.08% | Symbol ETA: 58.7s | Global ETA: 1h 20m 17s [2025-11-22T02:03:37.413058] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:37.413120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:37.414751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:37.415220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:37.415598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:37.417820] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -4.23%, Actual: 4.98% [2025-11-22T02:03:37.418007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:37.418047] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 59.8724% [2025-11-22T02:03:37.418135] [INFO ] [main ] AEO: DISCARDED add_late_hour_microstructure (score: 59.87%) [2025-11-22T02:03:37.418180] [INFO ] [main ] AEO: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:03:37.418212] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_late_session_pressure'] [2025-11-22T02:03:37.418246] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:37.429544] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:37.430778] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:37.430840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:37.432497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:37.433028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:37.433418] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:37.434173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:37.436464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:37.521479] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:37.522575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:37.576624] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 1.64% [2025-11-22T02:03:37.623331] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 21.1s | Global ETA: 1h 20m 17s [2025-11-22T02:03:37.624472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:37.624538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:37.626403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:37.627012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:37.629869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:37.752238] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 1.27% [2025-11-22T02:03:37.922074] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.99%, Actual: 6.65% [2025-11-22T02:03:37.986916] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 58.1s | Global ETA: 1h 20m 18s [2025-11-22T02:03:37.987859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:37.988314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:37.990021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:37.990499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:37.990907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:37.993289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.108506] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.81%, Actual: 1.38% [2025-11-22T02:03:38.108622] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 22.2s | Global ETA: 1h 20m 18s [2025-11-22T02:03:38.108744] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 48.1580% [2025-11-22T02:03:38.108832] [INFO ] [main ] SDRL: KEPT add_atr (score: 48.16%) [2025-11-22T02:03:38.108876] [INFO ] [main ] SDRL: Testing feature 3/53: add_atr_10 [2025-11-22T02:03:38.108909] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:03:38.108951] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:38.109557] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:38.109621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.111263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:38.111764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:38.112150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:38.112927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:38.115219] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:38.123157] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:38.124437] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:38.124499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:38.129304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.131066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:38.131542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:38.132005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.200583] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:38.201620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.225029] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 20.6s | Global ETA: 1h 20m 19s [2025-11-22T02:03:38.226067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:38.226130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.227955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:38.228503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:38.231211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.568443] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.65% | Symbol ETA: 57.5s | Global ETA: 1h 20m 20s [2025-11-22T02:03:38.569469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:38.569532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.571168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:38.571659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:38.572047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:38.574415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.778430] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.39% | Symbol ETA: 3m 24s | Global ETA: 1h 20m 20s [2025-11-22T02:03:38.779712] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:38.779774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:38.784578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.786539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:38.787054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:38.787083] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 21.5s | Global ETA: 1h 20m 20s [2025-11-22T02:03:38.787497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.787988] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:38.788052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.789688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:38.790165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:38.790551] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:38.791301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:38.793569] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:38.820900] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 20.0s | Global ETA: 1h 20m 20s [2025-11-22T02:03:38.821788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:38.821850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:38.823459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:38.823951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:38.826566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:38.878264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:38.879335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:39.143469] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 56.9s | Global ETA: 1h 20m 21s [2025-11-22T02:03:39.310568] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 2.26% [2025-11-22T02:03:39.396790] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 19.4s | Global ETA: 1h 20m 22s [2025-11-22T02:03:39.397733] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:39.397794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:39.398485] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.29% | Symbol ETA: 3m 24s | Global ETA: 1h 20m 22s [2025-11-22T02:03:39.399412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:39.399472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:39.399496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:39.400013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:39.402628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:39.404261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:39.406058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:39.406533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:39.406977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:39.467498] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.31% | Symbol ETA: 20.9s | Global ETA: 1h 20m 22s [2025-11-22T02:03:39.468405] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:39.468468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:39.470125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:39.470599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:39.470998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:39.471739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:39.475700] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 2.39% [2025-11-22T02:03:39.477094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:39.560720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:39.561785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:39.639099] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 1.30% [2025-11-22T02:03:39.802438] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.48% [2025-11-22T02:03:39.970815] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.16%, Actual: 0.63% [2025-11-22T02:03:39.983354] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 18.8s | Global ETA: 1h 20m 23s [2025-11-22T02:03:39.984261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:39.984321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:39.985968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:39.986438] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:39.989124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.012129] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.58% | Symbol ETA: 3m 23s | Global ETA: 1h 20m 23s [2025-11-22T02:03:40.013186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:40.013264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:40.018468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.020383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:40.020930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:40.021430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.134775] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.77%, Actual: 0.78% [2025-11-22T02:03:40.145665] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.89% | Symbol ETA: 20.2s | Global ETA: 1h 20m 24s [2025-11-22T02:03:40.146535] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:40.146598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.148255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:40.148740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:40.149120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:40.149857] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:40.152126] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:40.237748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:40.238794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.300155] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -3.08%, Actual: 0.51% [2025-11-22T02:03:40.464932] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 0.73% [2025-11-22T02:03:40.556924] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 18.2s | Global ETA: 1h 20m 25s [2025-11-22T02:03:40.557859] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:40.557922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.559696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:40.560193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:40.562824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.631150] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.65%, Actual: 0.10% [2025-11-22T02:03:40.658315] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 3m 22s | Global ETA: 1h 20m 25s [2025-11-22T02:03:40.659256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:40.659320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:40.664274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.666093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:40.666572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:40.667035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.795006] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.09% [2025-11-22T02:03:40.795190] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 43.7032% [2025-11-22T02:03:40.795267] [INFO ] [main ] ACR: DISCARDED add_day_shape_ratios (score: 43.70%) [2025-11-22T02:03:40.795308] [INFO ] [main ] ACR: Testing feature 8/53: add_directional_consistency [2025-11-22T02:03:40.795338] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T02:03:40.795372] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:40.807636] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:40.809073] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:40.809134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.810816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:40.811314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:40.811721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:40.821255] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 19.5s | Global ETA: 1h 20m 25s [2025-11-22T02:03:40.822186] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:40.822250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:40.823884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:40.824350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:40.824749] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:40.825469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:40.827786] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:40.911313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:40.912356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:40.935780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.132766] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 17.6s | Global ETA: 1h 20m 26s [2025-11-22T02:03:41.133658] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:41.133720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.135323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:41.135823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:41.138820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.296001] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 3m 22s | Global ETA: 1h 20m 27s [2025-11-22T02:03:41.296901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:41.296962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:41.301818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.303523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:41.304004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:41.304433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.489792] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 6.57% | Symbol ETA: 18.8s | Global ETA: 1h 20m 27s [2025-11-22T02:03:41.490689] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:41.490752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.492430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:41.492915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:41.493298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:41.494048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:41.496321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:41.504711] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.81% | Symbol ETA: 54.5s | Global ETA: 1h 20m 27s [2025-11-22T02:03:41.505579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:41.505659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.507297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:41.507785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:41.508165] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:41.580138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:41.581211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.632104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.704176] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 17.0s | Global ETA: 1h 20m 28s [2025-11-22T02:03:41.705168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:41.705231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.707013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:41.707544] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:41.710280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:41.906417] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.18% | Symbol ETA: 3m 21s | Global ETA: 1h 20m 28s [2025-11-22T02:03:41.907320] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:41.907381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:41.912107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:41.913834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:41.914290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:41.914734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:42.160809] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 18.1s | Global ETA: 1h 20m 29s [2025-11-22T02:03:42.161706] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:42.161769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.163363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:42.163850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:42.164232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:42.164976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:42.167252] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:42.204316] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 53.8s | Global ETA: 1h 20m 29s [2025-11-22T02:03:42.205198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:42.205260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.206890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:42.207384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:42.207786] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:42.250590] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:42.251659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:42.287764] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 16.4s | Global ETA: 1h 20m 29s [2025-11-22T02:03:42.289020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:42.289082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.290712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:42.291190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:03:42.293824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:42.331065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:42.526324] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 6.53% | Symbol ETA: 3m 20s | Global ETA: 1h 20m 30s [2025-11-22T02:03:42.527256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:42.527318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:42.532124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.533865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:42.534332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:42.534824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:42.834612] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.33% | Symbol ETA: 17.5s | Global ETA: 1h 20m 31s [2025-11-22T02:03:42.835505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:42.835568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.837309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:42.837796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:42.838176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:42.838931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:42.841190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:42.864320] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 15.9s | Global ETA: 1h 20m 31s [2025-11-22T02:03:42.904280] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 53.1s | Global ETA: 1h 20m 31s [2025-11-22T02:03:42.905165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:42.905226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:42.906868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:42.907364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:42.907765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:42.923565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:42.924597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.033946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.041297] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:03:43.142875] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 3m 20s | Global ETA: 1h 20m 31s [2025-11-22T02:03:43.143776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:43.143837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:43.148595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:43.150338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:43.150817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:43.151299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.212372] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.64% [2025-11-22T02:03:43.382342] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.12% [2025-11-22T02:03:43.507610] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -4.12% | Symbol ETA: 16.8s | Global ETA: 1h 20m 32s [2025-11-22T02:03:43.508570] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:43.508633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:43.510287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:43.510776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:43.511154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:43.514382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:43.517804] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:43.552636] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.18% [2025-11-22T02:03:43.601151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:43.602201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.605166] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 52.4s | Global ETA: 1h 20m 32s [2025-11-22T02:03:43.606051] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:43.606481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:43.608197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:43.608690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:43.609072] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:43.724426] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.12% [2025-11-22T02:03:43.732474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.761236] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.92% | Symbol ETA: 3m 19s | Global ETA: 1h 20m 33s [2025-11-22T02:03:43.762153] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:43.762243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:43.766995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:43.768733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:43.769192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:43.769613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:43.892009] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.14% [2025-11-22T02:03:44.059717] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.54% [2025-11-22T02:03:44.187470] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.30% | Symbol ETA: 16.1s | Global ETA: 1h 20m 34s [2025-11-22T02:03:44.225794] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.45% [2025-11-22T02:03:44.301899] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 51.7s | Global ETA: 1h 20m 34s [2025-11-22T02:03:44.302843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:44.302908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:44.304587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:44.305165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:44.305564] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:44.355416] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 1.59% [2025-11-22T02:03:44.382450] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.10% | Symbol ETA: 3m 18s | Global ETA: 1h 20m 34s [2025-11-22T02:03:44.394876] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:03:44.428578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:44.521166] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 1.32% [2025-11-22T02:03:44.549775] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.39%, Actual: 7.53% [2025-11-22T02:03:44.563396] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 0.06% [2025-11-22T02:03:44.563596] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 44.3098% [2025-11-22T02:03:44.563697] [INFO ] [main ] BLE: DISCARDED add_late_hour_microstructure (score: 44.31%) [2025-11-22T02:03:44.563744] [INFO ] [main ] BLE: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:03:44.563778] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_session_pressure'] [2025-11-22T02:03:44.563814] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:44.575403] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:44.576801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:44.576889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:44.578733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:44.579394] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:44.580513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:44.687389] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 1.92% [2025-11-22T02:03:44.718613] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.29%, Actual: 2.40% [2025-11-22T02:03:44.852261] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 0.82% [2025-11-22T02:03:44.894711] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.58%, Actual: 0.80% [2025-11-22T02:03:45.007194] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 51.1s | Global ETA: 1h 20m 36s [2025-11-22T02:03:45.008115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:45.008177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:45.009817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:45.010348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:45.010753] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:45.019506] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.75% [2025-11-22T02:03:45.067006] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 1.02% [2025-11-22T02:03:45.140405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:45.158719] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 19.5s | Global ETA: 1h 20m 36s [2025-11-22T02:03:45.159631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:45.159714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:45.161379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:45.161895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:45.162959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:45.184782] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 6.57%, Actual: 0.67% [2025-11-22T02:03:45.233015] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 4.31% [2025-11-22T02:03:45.350359] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 1.88% [2025-11-22T02:03:45.399282] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.18%, Actual: 3.35% [2025-11-22T02:03:45.516297] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.33%, Actual: 1.79% [2025-11-22T02:03:45.568745] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 6.53%, Actual: 1.64% [2025-11-22T02:03:45.682908] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -4.12%, Actual: 3.67% [2025-11-22T02:03:45.709120] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.90% | Symbol ETA: 50.4s | Global ETA: 1h 20m 38s [2025-11-22T02:03:45.710008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:45.710070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:45.711745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:45.712224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:45.712608] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:45.736002] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.27% [2025-11-22T02:03:45.744009] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 18.9s | Global ETA: 1h 20m 38s [2025-11-22T02:03:45.744932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:45.744996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:45.746790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:45.747305] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:45.748415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:45.834097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:45.848365] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.30%, Actual: 4.98% [2025-11-22T02:03:45.848591] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 44.1636% [2025-11-22T02:03:45.848697] [INFO ] [main ] AEO: DISCARDED add_late_session_pressure (score: 44.16%) [2025-11-22T02:03:45.848742] [INFO ] [main ] AEO: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:03:45.848774] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_micro_gap_fill_velocity'] [2025-11-22T02:03:45.848809] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:45.860253] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:45.861474] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:45.861537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:45.863222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:45.863722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:45.864102] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:45.864845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:45.867124] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:45.902537] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.92%, Actual: 6.65% [2025-11-22T02:03:45.951059] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:45.953088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.070589] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.10%, Actual: 1.38% [2025-11-22T02:03:46.070826] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.3333% [2025-11-22T02:03:46.070879] [INFO ] [main ] SDRL: DISCARDED add_atr_10 (score: 47.33%) [2025-11-22T02:03:46.070917] [INFO ] [main ] SDRL: Testing feature 4/53: add_atr_5 [2025-11-22T02:03:46.070948] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:03:46.070982] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:46.084912] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:46.086240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:46.086300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:46.091157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.092988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:46.093452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:46.093853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.317616] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 18.3s | Global ETA: 1h 20m 39s [2025-11-22T02:03:46.318574] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:46.318638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.320372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:46.320883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:46.321929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.399858] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 49.7s | Global ETA: 1h 20m 40s [2025-11-22T02:03:46.400755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:46.400816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.402423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:46.402912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:46.403294] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:46.523584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.540186] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 20.8s | Global ETA: 1h 20m 40s [2025-11-22T02:03:46.541093] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:46.541156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.542805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:46.543277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:46.543677] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:46.544407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:46.546702] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:46.630985] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:46.632978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.710244] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.77% | Symbol ETA: 2m 16s | Global ETA: 1h 20m 40s [2025-11-22T02:03:46.711144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:46.711205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:46.716182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.718028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:46.718506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:46.718913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:46.906654] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 17.7s | Global ETA: 1h 20m 41s [2025-11-22T02:03:46.907591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:46.907676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:46.909410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:46.909947] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:46.911024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:47.111257] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.40% | Symbol ETA: 49.0s | Global ETA: 1h 20m 41s [2025-11-22T02:03:47.112185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:47.112255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.114023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:47.114540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:47.114957] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:03:47.228912] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 20.1s | Global ETA: 1h 20m 42s [2025-11-22T02:03:47.229878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:47.229942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.231599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:47.232101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:47.232515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:47.233269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:47.235574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:47.245831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:47.321883] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:47.324031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:47.355548] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 2m 15s | Global ETA: 1h 20m 42s [2025-11-22T02:03:47.356453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:47.356515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:47.361352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.363099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:47.363558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:47.363955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:47.482370] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 17.1s | Global ETA: 1h 20m 42s [2025-11-22T02:03:47.483289] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:47.483363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.485014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:47.485531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:47.486957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:47.854905] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 48.3s | Global ETA: 1h 20m 43s [2025-11-22T02:03:47.929604] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 19.5s | Global ETA: 1h 20m 44s [2025-11-22T02:03:47.930494] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:47.930558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.932219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:47.932710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:47.933100] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:47.933856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:47.936120] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:47.973400] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.94% | Symbol ETA: 2m 14s | Global ETA: 1h 20m 44s [2025-11-22T02:03:47.974285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:47.974347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:47.979103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:47.980844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:47.981301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:47.981695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.020498] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.81%, Actual: 2.26% [2025-11-22T02:03:48.021102] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:48.023225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.057286] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 16.6s | Global ETA: 1h 20m 44s [2025-11-22T02:03:48.058184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:48.058269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:48.059933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:48.060425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:48.061454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.186282] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 2.39% [2025-11-22T02:03:48.352558] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 1.30% [2025-11-22T02:03:48.519178] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 1.07%, Actual: 1.48% [2025-11-22T02:03:48.592241] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 2m 14s | Global ETA: 1h 20m 45s [2025-11-22T02:03:48.593138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:48.593210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:48.597953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:48.600103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:48.600568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:48.600966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.623994] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 2.65% | Symbol ETA: 18.8s | Global ETA: 1h 20m 45s [2025-11-22T02:03:48.624879] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:48.624943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:48.626619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:48.627110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:48.627530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:48.628307] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:48.629843] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 16.0s | Global ETA: 1h 20m 45s [2025-11-22T02:03:48.630611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:48.630780] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:48.630843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:48.632594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:48.633119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:48.634218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.689461] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.33%, Actual: 0.63% [2025-11-22T02:03:48.716795] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:48.719028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:48.856206] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.78% [2025-11-22T02:03:49.020451] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.90%, Actual: 0.51% [2025-11-22T02:03:49.185781] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 0.73% [2025-11-22T02:03:49.213521] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 15.4s | Global ETA: 1h 20m 47s [2025-11-22T02:03:49.214439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:49.214501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.215753] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 2m 13s | Global ETA: 1h 20m 47s [2025-11-22T02:03:49.216143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:49.216614] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:49.216628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:49.216717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:49.217698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:49.221403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.223116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:49.223571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:49.223970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:49.313100] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 3.15% | Symbol ETA: 18.1s | Global ETA: 1h 20m 47s [2025-11-22T02:03:49.314007] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:49.314071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.315706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:49.316173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:49.316563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:49.317340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:49.319618] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:49.349931] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.40%, Actual: 0.10% [2025-11-22T02:03:49.405196] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:49.407554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:49.515023] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.09% [2025-11-22T02:03:49.515277] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.4275% [2025-11-22T02:03:49.515377] [INFO ] [main ] ACR: DISCARDED add_directional_consistency (score: 36.43%) [2025-11-22T02:03:49.515419] [INFO ] [main ] ACR: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:03:49.515449] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T02:03:49.515483] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:49.527937] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:49.529836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:49.529897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.531553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:49.532070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:49.532460] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:49.534084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:49.774560] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 14.8s | Global ETA: 1h 20m 48s [2025-11-22T02:03:49.775458] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:49.775519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.777182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:49.777684] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:03:49.778688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:49.830395] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.94% | Symbol ETA: 2m 13s | Global ETA: 1h 20m 48s [2025-11-22T02:03:49.831280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:49.831353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:49.836140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:49.837928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:49.838392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:49.838791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.018093] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.86% | Symbol ETA: 17.4s | Global ETA: 1h 20m 49s [2025-11-22T02:03:50.019046] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:50.019113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:50.020830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:50.021339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:50.021762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:50.022529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:50.024884] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:50.112308] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:50.113025] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.46% | Symbol ETA: 53.2s | Global ETA: 1h 20m 49s [2025-11-22T02:03:50.113990] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:50.114056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:50.114609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.115845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:50.116340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:50.116759] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:50.118474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.331794] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 14.2s | Global ETA: 1h 20m 50s [2025-11-22T02:03:50.448684] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 2m 12s | Global ETA: 1h 20m 50s [2025-11-22T02:03:50.449551] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:50.449611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:50.454369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:50.456084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:50.456569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:50.456964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.500300] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.48% [2025-11-22T02:03:50.665893] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.64% [2025-11-22T02:03:50.709592] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 52.7s | Global ETA: 1h 20m 51s [2025-11-22T02:03:50.710571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:50.710659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:50.710733] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 4.17% | Symbol ETA: 16.7s | Global ETA: 1h 20m 51s [2025-11-22T02:03:50.711624] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:50.711708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:50.712369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:50.712906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:50.713315] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:50.713435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:50.713937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:50.714345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:50.714993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.715104] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:50.717543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:50.805210] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:50.807497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:50.831423] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:03:50.996030] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:03:51.065912] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 2m 11s | Global ETA: 1h 20m 52s [2025-11-22T02:03:51.066866] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:51.066929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:51.071887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:51.073838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:51.074325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:51.074724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:51.160942] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:03:51.291376] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 52.1s | Global ETA: 1h 20m 52s [2025-11-22T02:03:51.292259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:51.292321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:51.293958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:51.294445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:51.294852] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:51.296441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:51.325011] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:03:51.409026] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.08% | Symbol ETA: 16.0s | Global ETA: 1h 20m 52s [2025-11-22T02:03:51.409941] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:51.410007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:51.411723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:51.412217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:51.412612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:51.413364] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:51.415674] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:51.489691] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:03:51.500599] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:51.502671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:51.654291] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:03:51.692033] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.99% | Symbol ETA: 2m 11s | Global ETA: 1h 20m 53s [2025-11-22T02:03:51.692925] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:51.692986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:51.697823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:51.699612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:51.700088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:51.700462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:51.820806] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:03:51.877542] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 51.5s | Global ETA: 1h 20m 54s [2025-11-22T02:03:51.878462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:51.878523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:51.880189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:51.880810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:51.881203] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:51.882809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:51.986177] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:03:51.986353] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 34.4570% [2025-11-22T02:03:51.986436] [INFO ] [main ] BLE: DISCARDED add_late_session_pressure (score: 34.46%) [2025-11-22T02:03:51.986478] [INFO ] [main ] BLE: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:03:51.986510] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity'] [2025-11-22T02:03:51.986544] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:51.997691] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:51.999056] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:51.999117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:52.000848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:52.001360] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:52.003353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:52.097593] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 15.3s | Global ETA: 1h 20m 54s [2025-11-22T02:03:52.098484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:52.098547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:52.100178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:52.100672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:52.101056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:52.101794] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:52.104048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:52.186298] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:52.188499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:52.340925] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.81% | Symbol ETA: 2m 10s | Global ETA: 1h 20m 55s [2025-11-22T02:03:52.462062] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 50.9s | Global ETA: 1h 20m 55s [2025-11-22T02:03:52.462953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:52.463014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:52.464683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:52.465163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:52.465586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:52.467228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:52.512264] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.77%, Actual: 7.53% [2025-11-22T02:03:52.563475] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 18.0s | Global ETA: 1h 20m 55s [2025-11-22T02:03:52.564366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:52.564427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:52.566102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:52.566584] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:52.568617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:52.682938] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 2.40% [2025-11-22T02:03:52.807003] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -3.49% | Symbol ETA: 14.6s | Global ETA: 1h 20m 56s [2025-11-22T02:03:52.854789] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.94%, Actual: 0.80% [2025-11-22T02:03:52.984461] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 1.59% [2025-11-22T02:03:53.032881] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 1.02% [2025-11-22T02:03:53.062708] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.48% | Symbol ETA: 50.3s | Global ETA: 1h 20m 57s [2025-11-22T02:03:53.063599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:53.063681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:53.065354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:53.065863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:53.066327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:53.068014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:53.133155] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 17.4s | Global ETA: 1h 20m 57s [2025-11-22T02:03:53.136329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:53.136392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:53.138061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:53.138544] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:53.140524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:53.155795] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 1.32% [2025-11-22T02:03:53.214041] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 4.31% [2025-11-22T02:03:53.322632] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 1.92% [2025-11-22T02:03:53.396156] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.94%, Actual: 3.35% [2025-11-22T02:03:53.491041] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 2.65%, Actual: 0.82% [2025-11-22T02:03:53.565325] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 1.64% [2025-11-22T02:03:53.650348] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.48% | Symbol ETA: 49.7s | Global ETA: 1h 20m 58s [2025-11-22T02:03:53.651678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:53.651756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:53.653548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:53.654083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:53.654485] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:53.656136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:53.658989] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 3.15%, Actual: 0.75% [2025-11-22T02:03:53.698144] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 16.9s | Global ETA: 1h 20m 58s [2025-11-22T02:03:53.699089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:53.699150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:53.700837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:53.701309] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:53.703298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:53.734230] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 1.27% [2025-11-22T02:03:53.827928] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.86%, Actual: 0.67% [2025-11-22T02:03:53.903105] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.99%, Actual: 6.65% [2025-11-22T02:03:53.995857] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 4.17%, Actual: 1.88% [2025-11-22T02:03:54.074537] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.81%, Actual: 1.38% [2025-11-22T02:03:54.074784] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 48.1580% [2025-11-22T02:03:54.074927] [INFO ] [main ] SDRL: KEPT add_atr_5 (score: 48.16%) [2025-11-22T02:03:54.074972] [INFO ] [main ] SDRL: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:03:54.075007] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:03:54.075042] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:03:54.089198] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:54.090748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:54.091154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:54.096064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.097917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:54.098393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:54.098809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:54.099574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.162950] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.08%, Actual: 1.79% [2025-11-22T02:03:54.243047] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 49.1s | Global ETA: 1h 20m 60s [2025-11-22T02:03:54.243959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:54.244020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.245739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:54.246210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:54.246593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:54.248224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.271991] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 16.3s | Global ETA: 1h 20m 60s [2025-11-22T02:03:54.272872] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:54.272934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.274572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:54.275075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:54.277045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.331023] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 3.67% [2025-11-22T02:03:54.500718] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -3.49%, Actual: 4.98% [2025-11-22T02:03:54.500949] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 35.1000% [2025-11-22T02:03:54.501042] [INFO ] [main ] AEO: DISCARDED add_micro_gap_fill_velocity (score: 35.10%) [2025-11-22T02:03:54.501083] [INFO ] [main ] AEO: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:03:54.501116] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:03:54.501151] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:03:54.513572] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:54.514907] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:54.514970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.516635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:54.517174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:54.517562] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:54.518314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:54.520660] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:54.608234] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:54.609243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.715360] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -2.64% | Symbol ETA: 1m 42s | Global ETA: 1h 21m 1s [2025-11-22T02:03:54.716262] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:54.716325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:54.721104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.722882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:54.723341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:54.723768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:54.724466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.821244] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 48.5s | Global ETA: 1h 21m 1s [2025-11-22T02:03:54.822139] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:54.822200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.823840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:54.824309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:54.824713] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:03:54.826328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:54.841458] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 15.7s | Global ETA: 1h 21m 1s [2025-11-22T02:03:54.842336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:54.842402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:54.844101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:54.844582] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:54.846564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.206320] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 20.1s | Global ETA: 1h 21m 2s [2025-11-22T02:03:55.207236] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:55.207299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.208943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:55.209438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:55.209846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:55.210571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:55.212866] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:55.299026] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:55.299994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.338227] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 1m 41s | Global ETA: 1h 21m 3s [2025-11-22T02:03:55.339122] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:55.339184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:55.343954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.345719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:55.346178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:55.346561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:55.347308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.399295] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 48.0s | Global ETA: 1h 21m 3s [2025-11-22T02:03:55.408481] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 15.2s | Global ETA: 1h 21m 3s [2025-11-22T02:03:55.409382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:55.409472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.411122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:55.411601] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:55.413573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.565498] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 2.26% [2025-11-22T02:03:55.732483] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 2.39% [2025-11-22T02:03:55.893323] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.34% | Symbol ETA: 19.4s | Global ETA: 1h 21m 4s [2025-11-22T02:03:55.894274] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:55.894339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.896071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:55.896564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:55.896973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:55.897798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:55.899614] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.75%, Actual: 1.30% [2025-11-22T02:03:55.900342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:55.948794] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.90% | Symbol ETA: 1m 40s | Global ETA: 1h 21m 4s [2025-11-22T02:03:55.949703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:55.949764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:55.954529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.956298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:55.956785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:55.957181] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:55.957916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.971207] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 14.6s | Global ETA: 1h 21m 4s [2025-11-22T02:03:55.972121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:55.972182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:55.973835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:55.974309] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:55.976275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:55.987206] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:55.988161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:56.066483] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.48% [2025-11-22T02:03:56.234994] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.63% [2025-11-22T02:03:56.400121] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.48%, Actual: 0.78% [2025-11-22T02:03:56.532603] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 14.0s | Global ETA: 1h 21m 6s [2025-11-22T02:03:56.533490] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:56.533553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:56.535177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:56.535679] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:56.537634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:56.558891] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 1m 40s | Global ETA: 1h 21m 6s [2025-11-22T02:03:56.559780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:56.559841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:56.564520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:56.565262] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.48%, Actual: 0.51% [2025-11-22T02:03:56.566255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:56.566732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:56.567111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:56.567854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:56.584111] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 18.7s | Global ETA: 1h 21m 6s [2025-11-22T02:03:56.585021] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:56.585084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:56.586723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:56.587222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:56.587612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:56.588354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:56.590606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:56.678099] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:56.678982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:56.730385] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.73% [2025-11-22T02:03:56.895521] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 0.10% [2025-11-22T02:03:57.060085] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.46%, Actual: 0.09% [2025-11-22T02:03:57.060260] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 41.9997% [2025-11-22T02:03:57.060342] [INFO ] [main ] ACR: DISCARDED add_fullday_parkinson_range (score: 42.00%) [2025-11-22T02:03:57.060404] [INFO ] [main ] ACR: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:03:57.060437] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:03:57.060471] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:03:57.072722] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:57.073945] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:57.074028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.075712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.076202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.076583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:03:57.101272] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 13.5s | Global ETA: 1h 21m 7s [2025-11-22T02:03:57.102210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:57.102275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.104016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:57.104533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:03:57.106520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.121479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.169261] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 1m 39s | Global ETA: 1h 21m 7s [2025-11-22T02:03:57.170185] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:57.170247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:57.174995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.176737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.177211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.177589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:57.178310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.269871] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 18.0s | Global ETA: 1h 21m 7s [2025-11-22T02:03:57.270801] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:57.270866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.272523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.273373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.273823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:57.274667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:57.277190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:57.364801] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:57.365695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.671345] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 12.9s | Global ETA: 1h 21m 9s [2025-11-22T02:03:57.695049] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 41.6s | Global ETA: 1h 21m 9s [2025-11-22T02:03:57.695937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:57.695998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.697665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.698165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.698578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:03:57.743200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.776902] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.09% | Symbol ETA: 1m 39s | Global ETA: 1h 21m 9s [2025-11-22T02:03:57.777854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:57.777915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:57.782615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.784354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.784835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.785216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:57.785941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:57.837754] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.48% [2025-11-22T02:03:57.983701] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 3.68% | Symbol ETA: 17.3s | Global ETA: 1h 21m 9s [2025-11-22T02:03:57.984626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:57.984725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:57.986421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:57.986943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:57.987366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:57.988141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:57.990537] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:58.002941] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.64% [2025-11-22T02:03:58.080124] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:58.081057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:58.169703] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.12% [2025-11-22T02:03:58.319032] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 41.0s | Global ETA: 1h 21m 10s [2025-11-22T02:03:58.319913] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:58.319974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:58.321597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:58.322110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:58.322492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:03:58.336710] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.18% [2025-11-22T02:03:58.366657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:58.391274] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.18% | Symbol ETA: 1m 38s | Global ETA: 1h 21m 10s [2025-11-22T02:03:58.392512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:58.392573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:58.397324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:58.399078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:58.399569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:58.399970] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:58.400691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:58.508246] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.12% [2025-11-22T02:03:58.675132] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.14% [2025-11-22T02:03:58.689885] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.59% | Symbol ETA: 16.6s | Global ETA: 1h 21m 11s [2025-11-22T02:03:58.690785] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:58.690848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:58.692482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:58.692979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:58.693369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:58.694135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:58.696422] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:58.780564] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:58.781379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:58.840196] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.54% [2025-11-22T02:03:58.936156] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 40.4s | Global ETA: 1h 21m 12s [2025-11-22T02:03:58.937053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:58.937114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:58.938779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:58.939248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:58.939631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:03:58.983842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.006856] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.45% [2025-11-22T02:03:59.008437] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 1m 37s | Global ETA: 1h 21m 12s [2025-11-22T02:03:59.009327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:59.009390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:59.014126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.015869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:59.016330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:59.016732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:59.017674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.175424] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:03:59.342228] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.06% [2025-11-22T02:03:59.342428] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 32.3499% [2025-11-22T02:03:59.342509] [INFO ] [main ] BLE: DISCARDED add_micro_gap_fill_velocity (score: 32.35%) [2025-11-22T02:03:59.342552] [INFO ] [main ] BLE: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:03:59.342584] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:03:59.342620] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:03:59.353625] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:03:59.354828] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:59.354889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.356559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:59.357086] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:59.357823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.391777] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 15.9s | Global ETA: 1h 21m 13s [2025-11-22T02:03:59.392728] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:03:59.392798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.394535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:59.395052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:59.395452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:59.396237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:03:59.398660] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:03:59.489272] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:59.490226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.559561] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 39.8s | Global ETA: 1h 21m 13s [2025-11-22T02:03:59.560444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:03:59.560508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.562142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:59.562606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:59.563010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:03:59.606638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.666697] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -2.57% | Symbol ETA: 1m 37s | Global ETA: 1h 21m 14s [2025-11-22T02:03:59.667674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:03:59.667738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:03:59.672511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.674297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:03:59.674813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:03:59.675191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:03:59.675926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:03:59.925325] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 16.9s | Global ETA: 1h 21m 14s [2025-11-22T02:03:59.926246] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:03:59.926306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:03:59.927982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:03:59.928459] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:03:59.929189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:00.110981] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.05% | Symbol ETA: 15.2s | Global ETA: 1h 21m 15s [2025-11-22T02:04:00.112024] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:00.112096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:00.114112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:00.114682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:00.115103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:00.115952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:00.118478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:00.183507] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.91% | Symbol ETA: 39.2s | Global ETA: 1h 21m 15s [2025-11-22T02:04:00.184394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:00.184455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:00.186164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:00.186637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:00.187041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:00.211335] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:00.212342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:00.231130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:00.301813] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.27% | Symbol ETA: 1m 36s | Global ETA: 1h 21m 15s [2025-11-22T02:04:00.481447] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -2.64%, Actual: 7.53% [2025-11-22T02:04:00.503714] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 16.4s | Global ETA: 1h 21m 16s [2025-11-22T02:04:00.504581] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:00.504682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:00.506344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:00.506840] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:00.507562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:00.674078] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 2.40% [2025-11-22T02:04:00.801722] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 38.5s | Global ETA: 1h 21m 17s [2025-11-22T02:04:00.802600] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:00.802682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:00.804318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:00.804819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:00.805217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:00.833149] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 14.5s | Global ETA: 1h 21m 17s [2025-11-22T02:04:00.834049] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:00.834112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:00.840334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:00.840875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:00.841266] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:00.842041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:00.847449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:00.856174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:00.858348] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.90%, Actual: 0.80% [2025-11-22T02:04:01.005277] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:01.006306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:01.154484] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 1.02% [2025-11-22T02:04:01.257908] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 16.2s | Global ETA: 1h 21m 18s [2025-11-22T02:04:01.260147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:01.260242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:01.262112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:01.265693] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:01.268176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:01.597112] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 4.31% [2025-11-22T02:04:01.705409] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.71% | Symbol ETA: 38.0s | Global ETA: 1h 21m 19s [2025-11-22T02:04:01.707011] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:01.707177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:01.709894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:01.710753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:01.711333] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:01.780333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:01.860738] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.09%, Actual: 3.35% [2025-11-22T02:04:02.039798] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.80% | Symbol ETA: 13.8s | Global ETA: 1h 21m 20s [2025-11-22T02:04:02.155596] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.18%, Actual: 1.64% [2025-11-22T02:04:02.197378] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 16.0s | Global ETA: 1h 21m 20s [2025-11-22T02:04:02.198343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:02.198407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:02.200163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:02.200713] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:02.201549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:02.304958] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 1.59% [2025-11-22T02:04:02.341690] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 1.27% [2025-11-22T02:04:02.442416] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.23% | Symbol ETA: 37.4s | Global ETA: 1h 21m 21s [2025-11-22T02:04:02.443330] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:02.443394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:02.445083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:02.445594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:02.446004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:02.471816] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.34%, Actual: 1.32% [2025-11-22T02:04:02.489513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:02.516253] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -2.57%, Actual: 6.65% [2025-11-22T02:04:02.638599] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 1.92% [2025-11-22T02:04:02.684769] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.27%, Actual: 1.38% [2025-11-22T02:04:02.684977] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.0902% [2025-11-22T02:04:02.685032] [INFO ] [main ] SDRL: DISCARDED add_close_to_open_alignment (score: 47.09%) [2025-11-22T02:04:02.685073] [INFO ] [main ] SDRL: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:04:02.685107] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:04:02.685145] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:02.699187] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:02.700799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:02.700865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:02.705878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:02.707780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:02.708266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:02.708691] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:02.709570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:02.807112] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 0.82% [2025-11-22T02:04:02.807729] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 15.2s | Global ETA: 1h 21m 22s [2025-11-22T02:04:02.808659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:02.808723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:02.810464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:02.810983] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:02.811726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:02.974012] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 3.68%, Actual: 0.75% [2025-11-22T02:04:03.061769] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.36% | Symbol ETA: 36.7s | Global ETA: 1h 21m 22s [2025-11-22T02:04:03.062634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:03.062714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.064353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:03.064893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:03.065278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:03.107790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:03.144748] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.59%, Actual: 0.67% [2025-11-22T02:04:03.316496] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.11%, Actual: 1.88% [2025-11-22T02:04:03.331257] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.51% | Symbol ETA: 1m 27s | Global ETA: 1h 21m 23s [2025-11-22T02:04:03.332160] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:03.332225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:03.336959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.338818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:03.339284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:03.339682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:03.340531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:03.395386] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 14.5s | Global ETA: 1h 21m 23s [2025-11-22T02:04:03.396309] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:03.396372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.398098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:03.398596] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:03.399335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:03.483856] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.05%, Actual: 1.79% [2025-11-22T02:04:03.653723] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 3.67% [2025-11-22T02:04:03.676470] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 36.0s | Global ETA: 1h 21m 24s [2025-11-22T02:04:03.820633] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.80%, Actual: 4.98% [2025-11-22T02:04:03.820857] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 38.8053% [2025-11-22T02:04:03.820984] [INFO ] [main ] AEO: DISCARDED add_morning_followthrough_mag_T0 (score: 38.81%) [2025-11-22T02:04:03.821028] [INFO ] [main ] AEO: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:04:03.821061] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_morning_range_expansion'] [2025-11-22T02:04:03.821096] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:03.832574] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:03.834061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:03.834126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.835827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:03.836340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:03.836756] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:03.837527] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:03.839864] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:03.843148] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.11%, Actual: 2.26% [2025-11-22T02:04:03.925656] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:03.929940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:03.952669] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.06% | Symbol ETA: 1m 26s | Global ETA: 1h 21m 25s [2025-11-22T02:04:03.953746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:03.953821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:03.959166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.961563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:03.962115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:03.962520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:03.963465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:03.989071] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 13.8s | Global ETA: 1h 21m 25s [2025-11-22T02:04:03.990767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:03.990830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:03.992574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:03.995784] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:03.996587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:04.009881] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 2.39% [2025-11-22T02:04:04.177140] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 1.30% [2025-11-22T02:04:04.343330] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.48% [2025-11-22T02:04:04.507091] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.91%, Actual: 0.63% [2025-11-22T02:04:04.518016] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 19.9s | Global ETA: 1h 21m 26s [2025-11-22T02:04:04.518910] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:04.518974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:04.520593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:04.521096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:04.521491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:04.522239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:04.524550] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:04.592227] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 13.1s | Global ETA: 1h 21m 26s [2025-11-22T02:04:04.593164] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:04.593227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:04.593940] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.70% | Symbol ETA: 1m 25s | Global ETA: 1h 21m 26s [2025-11-22T02:04:04.594952] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:04.594993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:04.595019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:04.595497] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:04.596231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:04.600075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:04.601930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:04.602410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:04.602823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:04.603756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:04.610357] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:04.615011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:04.672086] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 0.78% [2025-11-22T02:04:04.837833] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.71%, Actual: 0.51% [2025-11-22T02:04:05.002879] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.23%, Actual: 0.73% [2025-11-22T02:04:05.168713] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.36%, Actual: 0.10% [2025-11-22T02:04:05.192901] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 12.4s | Global ETA: 1h 21m 28s [2025-11-22T02:04:05.193823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:05.193884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.195547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:05.196104] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:04:05.196873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.201323] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 19.2s | Global ETA: 1h 21m 28s [2025-11-22T02:04:05.202228] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:05.202293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.203944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.204434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.204849] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:05.205574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:05.207895] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:05.228164] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 1m 25s | Global ETA: 1h 21m 28s [2025-11-22T02:04:05.229072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:05.229134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:05.234248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.236200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.236728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.237111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:05.237997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.292318] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:05.296618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.388850] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 0.09% [2025-11-22T02:04:05.389063] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 35.4052% [2025-11-22T02:04:05.389141] [INFO ] [main ] ACR: DISCARDED add_gap_fill_state (score: 35.41%) [2025-11-22T02:04:05.389182] [INFO ] [main ] ACR: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:04:05.389216] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite'] [2025-11-22T02:04:05.389250] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:05.402231] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:05.403508] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:05.403570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.405315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.405853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.406255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:05.407258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.792177] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 11.8s | Global ETA: 1h 21m 29s [2025-11-22T02:04:05.855272] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 1m 24s | Global ETA: 1h 21m 29s [2025-11-22T02:04:05.856162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:05.856226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:05.860971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.862727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.863196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.863588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:05.864451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.889019] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 18.6s | Global ETA: 1h 21m 30s [2025-11-22T02:04:05.889913] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:05.889977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.891603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.892103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.892499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:05.893243] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:05.895522] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:05.963844] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:04:05.979915] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:05.984052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:05.985393] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 40.2s | Global ETA: 1h 21m 30s [2025-11-22T02:04:05.986269] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:05.986351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:05.988005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:05.988473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:05.988879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:05.989815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:06.137027] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:04:06.306982] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:04:06.478702] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -5.43% | Symbol ETA: 1m 23s | Global ETA: 1h 21m 31s [2025-11-22T02:04:06.479565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:06.479629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:06.483076] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 0.18% [2025-11-22T02:04:06.484340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:06.486068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:06.486526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:06.486927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:06.487791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:06.559438] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 39.6s | Global ETA: 1h 21m 31s [2025-11-22T02:04:06.560337] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:06.560399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:06.562116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:06.562593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:06.563026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:06.563962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:06.572743] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -4.56% | Symbol ETA: 17.9s | Global ETA: 1h 21m 31s [2025-11-22T02:04:06.573614] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:06.573705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:06.575330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:06.575853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:06.576242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:06.576991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:06.579302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:06.655808] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:04:06.663777] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:06.668540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:06.828776] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 0.14% [2025-11-22T02:04:07.001292] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.54% [2025-11-22T02:04:07.095696] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 6.49% | Symbol ETA: 1m 23s | Global ETA: 1h 21m 33s [2025-11-22T02:04:07.096563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:07.096627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:07.101472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.103239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.103766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.104155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:07.105081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.133114] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 39.0s | Global ETA: 1h 21m 33s [2025-11-22T02:04:07.133992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:07.134053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.135707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.136193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.136571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:07.137512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.171231] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:04:07.274334] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 17.2s | Global ETA: 1h 21m 33s [2025-11-22T02:04:07.275242] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:07.275307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.276970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.277488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.277902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:07.278637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:07.280961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:07.344374] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.24% [2025-11-22T02:04:07.366667] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:07.371278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.519930] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 0.06% [2025-11-22T02:04:07.520131] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.0094% [2025-11-22T02:04:07.520218] [INFO ] [main ] BLE: DISCARDED add_morning_followthrough_mag_T0 (score: 31.01%) [2025-11-22T02:04:07.520263] [INFO ] [main ] BLE: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:04:07.520297] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_range_expansion'] [2025-11-22T02:04:07.520333] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:07.531893] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:07.533311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:07.533374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.535115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:07.535633] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:07.540169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.708699] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 38.4s | Global ETA: 1h 21m 34s [2025-11-22T02:04:07.709562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:07.709623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.711272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.711767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.712163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:07.713145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.714389] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.12% | Symbol ETA: 1m 22s | Global ETA: 1h 21m 34s [2025-11-22T02:04:07.715283] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:07.715346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:07.720191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.721986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.722448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.722854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:07.723745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:07.975910] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 16.5s | Global ETA: 1h 21m 35s [2025-11-22T02:04:07.976840] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:07.977056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:07.978787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:07.979457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:07.979905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:07.980634] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:07.983269] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:08.071995] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:08.076786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.129714] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 17.4s | Global ETA: 1h 21m 35s [2025-11-22T02:04:08.130610] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:08.130706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.132441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:08.132965] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:08.137386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.289259] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.51% | Symbol ETA: 37.9s | Global ETA: 1h 21m 36s [2025-11-22T02:04:08.290141] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:08.290202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.291849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:08.292329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:08.292733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:08.293665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.336244] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.66% | Symbol ETA: 1m 22s | Global ETA: 1h 21m 36s [2025-11-22T02:04:08.337178] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:08.337245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:08.342430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.344277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:08.344765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:08.345145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:04:08.346017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.682535] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -1.25% | Symbol ETA: 15.8s | Global ETA: 1h 21m 37s [2025-11-22T02:04:08.683463] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:08.683526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.685211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:08.685735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:08.686133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:08.686902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:08.689415] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:08.713484] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 16.8s | Global ETA: 1h 21m 37s [2025-11-22T02:04:08.714398] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:08.714462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.716159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:08.716680] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:08.721013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.777134] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:08.781750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.860541] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.44% | Symbol ETA: 37.3s | Global ETA: 1h 21m 37s [2025-11-22T02:04:08.861434] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:08.861495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:08.863128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:08.863670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:08.864057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:08.864991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:08.954440] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 1m 21s | Global ETA: 1h 21m 37s [2025-11-22T02:04:09.148596] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.51%, Actual: 7.53% [2025-11-22T02:04:09.295998] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 16.2s | Global ETA: 1h 21m 38s [2025-11-22T02:04:09.296986] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:09.297051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:09.298802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:09.299306] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:09.306984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:09.332258] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.06%, Actual: 2.40% [2025-11-22T02:04:09.387411] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 5.76% | Symbol ETA: 15.1s | Global ETA: 1h 21m 39s [2025-11-22T02:04:09.388327] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:09.388390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:09.390046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:09.390534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:09.390944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:09.391687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:09.393955] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:09.434673] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 36.7s | Global ETA: 1h 21m 39s [2025-11-22T02:04:09.435542] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:09.435622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:09.437289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:09.437796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:09.438177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:09.439121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:09.478978] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:09.483545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:09.510322] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.70%, Actual: 0.80% [2025-11-22T02:04:09.689910] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 1.02% [2025-11-22T02:04:09.869873] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 4.31% [2025-11-22T02:04:09.910078] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 15.6s | Global ETA: 1h 21m 40s [2025-11-22T02:04:09.910974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:09.911036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:09.912695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:09.913188] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:09.917408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.005915] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.75% | Symbol ETA: 36.1s | Global ETA: 1h 21m 40s [2025-11-22T02:04:10.006815] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:10.006875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:10.008522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:10.009016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:10.009395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:10.010328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.050848] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -5.43%, Actual: 3.35% [2025-11-22T02:04:10.134005] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 14.5s | Global ETA: 1h 21m 40s [2025-11-22T02:04:10.134912] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:10.134976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:10.136586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:10.137090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:10.137493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:10.138239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:10.140522] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:10.223485] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:10.227895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.235997] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 6.49%, Actual: 1.64% [2025-11-22T02:04:10.419502] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.12%, Actual: 1.27% [2025-11-22T02:04:10.501033] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 15.0s | Global ETA: 1h 21m 41s [2025-11-22T02:04:10.501927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:10.501987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:10.503661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:10.504155] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:10.508394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.583172] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 35.6s | Global ETA: 1h 21m 42s [2025-11-22T02:04:10.584055] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:10.584117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:10.585744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:10.586217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:10.586597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:10.587562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.605929] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.66%, Actual: 6.65% [2025-11-22T02:04:10.792815] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.38% [2025-11-22T02:04:10.793033] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 44.9721% [2025-11-22T02:04:10.793124] [INFO ] [main ] SDRL: DISCARDED add_composite_volatility_context (score: 44.97%) [2025-11-22T02:04:10.793167] [INFO ] [main ] SDRL: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:04:10.793203] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:04:10.793238] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:10.809169] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:10.810807] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:10.810886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:10.814182] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.83% | Symbol ETA: 13.8s | Global ETA: 1h 21m 42s [2025-11-22T02:04:10.816138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:10.818178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:10.818683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:10.819073] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:10.821617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:10.985765] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 3.15%, Actual: 1.59% [2025-11-22T02:04:11.094745] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 14.4s | Global ETA: 1h 21m 43s [2025-11-22T02:04:11.095629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:11.095709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:11.097407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:11.097945] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:11.102171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:11.151835] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 1.32% [2025-11-22T02:04:11.159959] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 35.0s | Global ETA: 1h 21m 43s [2025-11-22T02:04:11.319883] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 1.92% [2025-11-22T02:04:11.328258] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 2.26% [2025-11-22T02:04:11.456747] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.66% | Symbol ETA: 1m 8s | Global ETA: 1h 21m 44s [2025-11-22T02:04:11.457673] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:11.457736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:11.462587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:11.464332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:11.464822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:11.465206] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:11.467541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:11.488023] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -4.56%, Actual: 0.82% [2025-11-22T02:04:11.500270] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 2.39% [2025-11-22T02:04:11.661408] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.75% [2025-11-22T02:04:11.666104] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 1.30% [2025-11-22T02:04:11.667319] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 13.8s | Global ETA: 1h 21m 44s [2025-11-22T02:04:11.668222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:11.668284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:11.669951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:11.670446] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:11.674634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:11.832156] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.48% [2025-11-22T02:04:11.832696] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 0.67% [2025-11-22T02:04:11.999440] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 0.63% [2025-11-22T02:04:12.002057] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -1.25%, Actual: 1.88% [2025-11-22T02:04:12.090224] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.80% | Symbol ETA: 1m 7s | Global ETA: 1h 21m 45s [2025-11-22T02:04:12.091249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:12.091314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:12.096615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.098627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:12.099182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:12.099637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:12.102316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:12.164694] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.44%, Actual: 0.78% [2025-11-22T02:04:12.173423] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 5.76%, Actual: 1.79% [2025-11-22T02:04:12.250325] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 13.3s | Global ETA: 1h 21m 46s [2025-11-22T02:04:12.251245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:12.251307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.252962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:12.253475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:12.257698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:12.339327] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.51% [2025-11-22T02:04:12.344226] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 3.67% [2025-11-22T02:04:12.513793] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.83%, Actual: 4.98% [2025-11-22T02:04:12.514008] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 45.6404% [2025-11-22T02:04:12.514113] [INFO ] [main ] AEO: DISCARDED add_morning_range_expansion (score: 45.64%) [2025-11-22T02:04:12.514177] [INFO ] [main ] AEO: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:04:12.514212] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_open_11_elasticity'] [2025-11-22T02:04:12.514248] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:12.521567] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.75%, Actual: 0.73% [2025-11-22T02:04:12.526615] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:12.528156] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:12.528221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.530020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:12.530540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:12.530972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:12.531742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:12.534108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:12.622873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:12.624190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:12.695615] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.10% [2025-11-22T02:04:12.723422] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 6.97% | Symbol ETA: 1m 7s | Global ETA: 1h 21m 47s [2025-11-22T02:04:12.724319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:12.724382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:12.729171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.730888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:12.731347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:12.731755] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:12.734118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:12.821092] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 12.7s | Global ETA: 1h 21m 47s [2025-11-22T02:04:12.821983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:12.822045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.823675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:12.824160] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:04:12.828309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:12.860028] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.09% [2025-11-22T02:04:12.860223] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 46.8058% [2025-11-22T02:04:12.860341] [INFO ] [main ] ACR: KEPT add_gap_morning_composite (score: 46.81%) [2025-11-22T02:04:12.860384] [INFO ] [main ] ACR: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:04:12.860415] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_gap_resolution_state'] [2025-11-22T02:04:12.860449] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:12.872906] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:12.874159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:12.874220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:12.875907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:12.876399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:12.876825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:12.877792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:12.932001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:13.219961] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 18.1s | Global ETA: 1h 21m 48s [2025-11-22T02:04:13.220850] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:13.220914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:13.222541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:13.223045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:13.223433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:13.224180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:13.226460] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:13.310972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:13.312211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:13.341108] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.77% | Symbol ETA: 1m 6s | Global ETA: 1h 21m 49s [2025-11-22T02:04:13.342054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:13.342117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:13.347034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:13.348862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:13.349341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:13.349746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:13.352396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:13.395038] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 12.1s | Global ETA: 1h 21m 49s [2025-11-22T02:04:13.498169] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 33.5s | Global ETA: 1h 21m 49s [2025-11-22T02:04:13.499062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:13.499125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:13.500768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:13.501237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:13.501620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:13.502564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:13.558447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:13.563274] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:04:13.729411] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.64% [2025-11-22T02:04:13.896436] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:04:13.925503] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 17.4s | Global ETA: 1h 21m 50s [2025-11-22T02:04:13.926405] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:13.926468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:13.928179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:13.928693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:13.929089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:13.929860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:13.932224] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:13.957982] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 1m 5s | Global ETA: 1h 21m 50s [2025-11-22T02:04:13.958895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:13.958957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:13.963633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:13.965364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:13.965845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:13.966224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:13.968509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.020709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:14.022063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.060019] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.18% [2025-11-22T02:04:14.140257] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 32.9s | Global ETA: 1h 21m 51s [2025-11-22T02:04:14.141216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:14.141280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:14.142987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:14.143489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:14.143893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:14.144831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:14.200248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.223576] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.12% [2025-11-22T02:04:14.444473] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:04:14.602420] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.46% | Symbol ETA: 1m 5s | Global ETA: 1h 21m 52s [2025-11-22T02:04:14.603375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:14.603439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:14.609074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:14.610088] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.54% [2025-11-22T02:04:14.611005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:14.611519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:14.611935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:14.614343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.649673] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 16.8s | Global ETA: 1h 21m 52s [2025-11-22T02:04:14.650576] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:14.650660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:14.652286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:14.652784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:14.653175] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:14.653930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:14.656231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:14.742549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:14.744030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.778597] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.45% [2025-11-22T02:04:14.797347] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 32.3s | Global ETA: 1h 21m 52s [2025-11-22T02:04:14.798337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:14.798405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:14.800509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:14.801038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:14.801423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:14.802372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:14.856696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:14.946316] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:04:15.127620] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.06% [2025-11-22T02:04:15.127796] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 38.0463% [2025-11-22T02:04:15.127892] [INFO ] [main ] BLE: DISCARDED add_morning_range_expansion (score: 38.05%) [2025-11-22T02:04:15.127944] [INFO ] [main ] BLE: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:04:15.127981] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_11_elasticity'] [2025-11-22T02:04:15.128017] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:15.138732] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:15.140239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:15.140299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.142166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:15.142697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:15.143830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:15.255328] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.32% | Symbol ETA: 1m 4s | Global ETA: 1h 21m 54s [2025-11-22T02:04:15.256497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:15.256563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:15.261829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.263900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:15.264400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:15.264846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:15.267348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:15.340993] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 16.1s | Global ETA: 1h 21m 54s [2025-11-22T02:04:15.341901] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:15.341966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.343589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:15.344089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:15.344471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:15.345213] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:15.347531] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:15.434036] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:15.435518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:15.449167] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 31.7s | Global ETA: 1h 21m 54s [2025-11-22T02:04:15.450233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:15.450328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.452103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:15.452610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:15.453127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:15.454107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:15.510015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:15.726551] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 15.7s | Global ETA: 1h 21m 55s [2025-11-22T02:04:15.727514] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:15.727580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.729327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:15.729906] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:15.731097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:15.921853] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 1m 3s | Global ETA: 1h 21m 55s [2025-11-22T02:04:15.922777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:15.922866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:15.927897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:15.929781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:15.930254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:15.930659] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:15.933182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.036362] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 15.4s | Global ETA: 1h 21m 56s [2025-11-22T02:04:16.037302] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:16.037367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.039370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:16.039878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:16.040262] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:16.041015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:16.043310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:16.091907] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.39% | Symbol ETA: 31.1s | Global ETA: 1h 21m 56s [2025-11-22T02:04:16.092793] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:16.092855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.094478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:16.094976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:16.095354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:16.096295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:16.131479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:16.133102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.150673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.306287] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 15.0s | Global ETA: 1h 21m 56s [2025-11-22T02:04:16.307230] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:16.307295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.309113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:16.309630] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:16.310832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.549892] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.70% | Symbol ETA: 1m 3s | Global ETA: 1h 21m 57s [2025-11-22T02:04:16.550802] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:16.550863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:16.555527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.557264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:16.557751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:16.558132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:16.560388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.726520] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.31% | Symbol ETA: 30.4s | Global ETA: 1h 21m 57s [2025-11-22T02:04:16.727443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:16.727506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.729195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:16.729702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:16.730118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:16.731084] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:16.732943] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.70% | Symbol ETA: 14.7s | Global ETA: 1h 21m 57s [2025-11-22T02:04:16.733844] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:16.733912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.735529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:16.736027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:16.736409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:16.737177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:16.739457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:16.784355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.823706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:16.825183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:16.873828] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 14.4s | Global ETA: 1h 21m 58s [2025-11-22T02:04:16.874708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:16.874771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:16.876395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:16.876924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:16.878181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:17.167282] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.19% | Symbol ETA: 1m 2s | Global ETA: 1h 21m 58s [2025-11-22T02:04:17.341222] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.66%, Actual: 7.53% [2025-11-22T02:04:17.379365] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 29.8s | Global ETA: 1h 21m 59s [2025-11-22T02:04:17.380267] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:17.380329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:17.381996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:17.382495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:17.382911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:17.383880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:17.433410] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 14.0s | Global ETA: 1h 21m 59s [2025-11-22T02:04:17.434351] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:17.434418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:17.436157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:17.436666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:17.437071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:17.437138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:17.437885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:17.440352] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:17.466407] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 13.9s | Global ETA: 1h 21m 59s [2025-11-22T02:04:17.467331] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:17.467394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:17.469083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:17.469566] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:17.470710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:17.517789] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.80%, Actual: 2.40% [2025-11-22T02:04:17.530752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:17.532287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:17.692712] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 6.97%, Actual: 0.80% [2025-11-22T02:04:17.870979] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.77%, Actual: 1.02% [2025-11-22T02:04:18.023178] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.65% | Symbol ETA: 29.1s | Global ETA: 1h 22m 1s [2025-11-22T02:04:18.023936] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 13.3s | Global ETA: 1h 22m 1s [2025-11-22T02:04:18.024130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:18.024195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.024830] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:18.024901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.025920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:18.026426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:18.026519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:18.026845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:18.027026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:18.027885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:18.028168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:18.047052] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 4.31% [2025-11-22T02:04:18.084314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:18.136548] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.29% | Symbol ETA: 13.3s | Global ETA: 1h 22m 1s [2025-11-22T02:04:18.137497] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:18.137562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.139283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:18.139788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:18.140176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:18.140924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:18.143253] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:18.212508] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.46%, Actual: 3.35% [2025-11-22T02:04:18.228174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:18.229676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:18.378434] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.32%, Actual: 1.64% [2025-11-22T02:04:18.544291] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 1.27% [2025-11-22T02:04:18.584776] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 12.7s | Global ETA: 1h 22m 2s [2025-11-22T02:04:18.585659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:18.585721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.587380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:18.587887] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:18.589069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:18.675912] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.92% | Symbol ETA: 28.5s | Global ETA: 1h 22m 2s [2025-11-22T02:04:18.676834] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:18.676902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.678624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:18.679156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:18.679548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:18.680536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:18.709964] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.70%, Actual: 6.65% [2025-11-22T02:04:18.734913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:18.820719] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 12.6s | Global ETA: 1h 22m 3s [2025-11-22T02:04:18.821597] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:18.821679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.823305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:18.823791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:18.824174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:18.824924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:18.827211] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:18.875441] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.19%, Actual: 1.38% [2025-11-22T02:04:18.875636] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 44.9070% [2025-11-22T02:04:18.875742] [INFO ] [main ] SDRL: DISCARDED add_day_shape_ratios (score: 44.91%) [2025-11-22T02:04:18.875787] [INFO ] [main ] SDRL: Testing feature 8/53: add_directional_consistency [2025-11-22T02:04:18.875821] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T02:04:18.875857] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:18.891939] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:18.893300] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:18.893363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:18.898237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:18.900018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:18.900480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:18.900889] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:18.911259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:18.912459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:19.027143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:19.143608] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.1s | Global ETA: 1h 22m 4s [2025-11-22T02:04:19.144509] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:19.144570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:19.146204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:19.146698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:19.147838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:19.306059] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 27.8s | Global ETA: 1h 22m 4s [2025-11-22T02:04:19.474060] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 2.26% [2025-11-22T02:04:19.495498] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 11.9s | Global ETA: 1h 22m 4s [2025-11-22T02:04:19.639801] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 2.39% [2025-11-22T02:04:19.662673] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.59% [2025-11-22T02:04:19.687763] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.59% | Symbol ETA: 59.1s | Global ETA: 1h 22m 5s [2025-11-22T02:04:19.688734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:19.688797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:19.693978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:19.695831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:19.696310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:19.696718] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:19.718472] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 11.5s | Global ETA: 1h 22m 5s [2025-11-22T02:04:19.719614] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:19.719708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:19.721787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:19.722389] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:19.724284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:19.805291] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 1.30% [2025-11-22T02:04:19.827920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:19.831444] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.49%, Actual: 1.32% [2025-11-22T02:04:19.972728] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.48% [2025-11-22T02:04:19.996458] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 1.92% [2025-11-22T02:04:20.139876] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.39%, Actual: 0.63% [2025-11-22T02:04:20.164174] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 0.82% [2025-11-22T02:04:20.288925] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 10.9s | Global ETA: 1h 22m 6s [2025-11-22T02:04:20.289814] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:20.289875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:20.291494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:20.291992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:04:20.293111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:20.307219] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 0.78% [2025-11-22T02:04:20.331469] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.75% [2025-11-22T02:04:20.443990] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 0.27% | Symbol ETA: 58.2s | Global ETA: 1h 22m 7s [2025-11-22T02:04:20.444879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:20.444941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:20.449840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:20.451560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:20.452043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:20.452421] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:20.473074] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.51% [2025-11-22T02:04:20.497174] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.70%, Actual: 0.67% [2025-11-22T02:04:20.577425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:20.639740] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.65%, Actual: 0.73% [2025-11-22T02:04:20.663061] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 1.88% [2025-11-22T02:04:20.808565] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.92%, Actual: 0.10% [2025-11-22T02:04:20.833071] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.29%, Actual: 1.79% [2025-11-22T02:04:20.847829] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 10.4s | Global ETA: 1h 22m 8s [2025-11-22T02:04:20.975185] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 0.09% [2025-11-22T02:04:20.975380] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 26.3843% [2025-11-22T02:04:20.975434] [INFO ] [main ] ACR: DISCARDED add_gap_resolution_state (score: 26.38%) [2025-11-22T02:04:20.975472] [INFO ] [main ] ACR: Testing feature 13/53: add_gaps [2025-11-22T02:04:20.975505] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_gaps'] [2025-11-22T02:04:20.975539] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:20.988134] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:20.989388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:20.989449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:20.991114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:20.991612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:20.992027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:20.992968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:20.993756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:21.000179] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 3.67% [2025-11-22T02:04:21.014845] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:04:21.167438] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.03%, Actual: 4.98% [2025-11-22T02:04:21.167673] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 42.4447% [2025-11-22T02:04:21.167784] [INFO ] [main ] AEO: DISCARDED add_open_11_elasticity (score: 42.44%) [2025-11-22T02:04:21.168187] [INFO ] [main ] AEO: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:04:21.168223] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_open_reversal_intensity'] [2025-11-22T02:04:21.168260] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:21.179516] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:04:21.179984] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:21.181418] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:21.181483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:21.183203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:21.183718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:21.184113] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:21.184866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:21.187208] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:21.193560] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 7.93% | Symbol ETA: 57.3s | Global ETA: 1h 22m 9s [2025-11-22T02:04:21.194478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:21.194540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:21.199254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:21.200997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:21.201456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:21.201857] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:21.273150] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:21.274730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:21.326583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:21.344042] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:04:21.507226] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.18% [2025-11-22T02:04:21.573565] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.10% | Symbol ETA: 32.3s | Global ETA: 1h 22m 10s [2025-11-22T02:04:21.574447] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:21.574510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:21.576169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:21.576662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:21.577043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:21.578002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:21.578762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:21.672149] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:04:21.835195] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:04:21.866761] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 17.1s | Global ETA: 1h 22m 11s [2025-11-22T02:04:21.867690] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:21.867754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:21.869471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:21.869965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:21.870347] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:21.871102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:21.873402] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:21.934128] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.51% | Symbol ETA: 56.5s | Global ETA: 1h 22m 11s [2025-11-22T02:04:21.935068] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:21.935131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:21.939987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:21.941823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:21.942366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:21.942787] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:21.960253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:21.961741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:21.998878] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:04:22.069777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:22.161746] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.12% | Symbol ETA: 31.7s | Global ETA: 1h 22m 11s [2025-11-22T02:04:22.163022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:22.163084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:22.164791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:22.165288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:22.165702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:22.166660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:22.167449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:22.167885] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.45% [2025-11-22T02:04:22.331710] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:04:22.495859] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.06% [2025-11-22T02:04:22.495994] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 34.2426% [2025-11-22T02:04:22.496069] [INFO ] [main ] BLE: DISCARDED add_open_11_elasticity (score: 34.24%) [2025-11-22T02:04:22.496109] [INFO ] [main ] BLE: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:04:22.496141] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T02:04:22.496174] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:22.507680] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:22.509106] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:22.509168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:22.510847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:22.511337] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:22.512666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:22.555448] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -3.74% | Symbol ETA: 16.4s | Global ETA: 1h 22m 12s [2025-11-22T02:04:22.556345] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:22.556409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:22.558184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:22.558673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:22.559082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:22.559841] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:22.562135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:22.647284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:22.648906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:22.693530] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 55.8s | Global ETA: 1h 22m 13s [2025-11-22T02:04:22.694437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:22.694498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:22.699201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:22.700911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:22.701371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:22.701767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:22.744107] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.36% | Symbol ETA: 31.1s | Global ETA: 1h 22m 13s [2025-11-22T02:04:22.745031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:22.745095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:22.746791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:22.747309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:22.747719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:22.748728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:22.749523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:22.828385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.065092] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 14.3s | Global ETA: 1h 22m 14s [2025-11-22T02:04:23.065973] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:23.066035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.067688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:23.068327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:23.069633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.238906] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.88% | Symbol ETA: 15.7s | Global ETA: 1h 22m 14s [2025-11-22T02:04:23.239797] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:23.239861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.241468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:23.241952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:23.242336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:23.243078] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:23.245350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:23.322200] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 30.6s | Global ETA: 1h 22m 14s [2025-11-22T02:04:23.323081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:23.323142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.324793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:23.325282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:23.325681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:23.326604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:23.327381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.330218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:23.331722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.428892] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 55.0s | Global ETA: 1h 22m 15s [2025-11-22T02:04:23.429788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:23.429849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:23.434658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.436370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:23.436849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:23.437254] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:23.562244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.622586] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 13.7s | Global ETA: 1h 22m 15s [2025-11-22T02:04:23.623469] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:23.623531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.625175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:23.625665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:23.626975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.902600] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.41% | Symbol ETA: 30.0s | Global ETA: 1h 22m 16s [2025-11-22T02:04:23.903494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:23.903556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.905179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:23.905673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:23.906078] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:23.907010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:23.907800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:23.924959] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 15.0s | Global ETA: 1h 22m 16s [2025-11-22T02:04:23.925864] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:23.925929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:23.927630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:23.928168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:23.928553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:23.929306] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:23.931575] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:24.016373] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:24.018259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.171848] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 54.2s | Global ETA: 1h 22m 16s [2025-11-22T02:04:24.172761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:24.172824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:24.176990] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 13.2s | Global ETA: 1h 22m 16s [2025-11-22T02:04:24.177881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.177923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:24.177985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.179595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:24.179626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:24.180087] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:24.180131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:24.180526] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:24.181384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.310658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.479225] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 29.4s | Global ETA: 1h 22m 17s [2025-11-22T02:04:24.480112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:24.480174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.481844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:24.482347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:24.482760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:24.483725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:24.484490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.603477] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 14.3s | Global ETA: 1h 22m 18s [2025-11-22T02:04:24.604366] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:24.604429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.606064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:24.606527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:24.606930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:24.607696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:24.610304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:24.696917] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:24.698457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.730371] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 12.6s | Global ETA: 1h 22m 18s [2025-11-22T02:04:24.731253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:24.731314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.732951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:24.733416] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:24.734737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:24.926479] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.55% | Symbol ETA: 53.5s | Global ETA: 1h 22m 18s [2025-11-22T02:04:24.928224] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:24.928472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:24.934297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:24.936452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:24.937020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:24.937456] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:25.061371] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.41% | Symbol ETA: 28.8s | Global ETA: 1h 22m 19s [2025-11-22T02:04:25.062251] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:25.062313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.063947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:25.064416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:25.064814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:25.065737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:25.066095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.066463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.287774] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.81% | Symbol ETA: 13.6s | Global ETA: 1h 22m 19s [2025-11-22T02:04:25.288818] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:25.288885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.289906] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 12.1s | Global ETA: 1h 22m 19s [2025-11-22T02:04:25.290579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:25.291092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:25.291095] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:25.291159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.291492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:25.292271] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:25.292800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:25.293270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:25.294566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.294726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:25.384738] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:25.386339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.639730] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.00% | Symbol ETA: 28.2s | Global ETA: 1h 22m 20s [2025-11-22T02:04:25.640629] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:25.640739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.642379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:25.642878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:25.643262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:25.644228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:25.644983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.684077] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -2.82% | Symbol ETA: 52.7s | Global ETA: 1h 22m 20s [2025-11-22T02:04:25.685011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:25.685073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:25.689914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.691625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:25.692120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:25.692516] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:04:25.830855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.850185] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 11.5s | Global ETA: 1h 22m 21s [2025-11-22T02:04:25.851107] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:25.851168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.852797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:25.853275] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:25.854572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:25.994203] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 4.54% | Symbol ETA: 13.0s | Global ETA: 1h 22m 21s [2025-11-22T02:04:25.995097] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:25.995160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:25.996934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:25.997427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:25.997821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:25.998565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:26.000820] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:26.085812] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:26.087302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:26.219031] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 27.6s | Global ETA: 1h 22m 22s [2025-11-22T02:04:26.219942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:26.220003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:26.221699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:26.222174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:26.222553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:26.223491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:04:26.224251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:26.406508] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.0s | Global ETA: 1h 22m 22s [2025-11-22T02:04:26.407429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:26.407490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:26.409113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:26.409582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:26.410893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:26.436715] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 52.0s | Global ETA: 1h 22m 22s [2025-11-22T02:04:26.604621] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.59%, Actual: 7.53% [2025-11-22T02:04:26.688961] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 12.3s | Global ETA: 1h 22m 23s [2025-11-22T02:04:26.689929] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:26.689994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:26.692114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:26.692735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:26.693223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:26.694175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:26.696887] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:26.769766] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 2.40% [2025-11-22T02:04:26.793088] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:26.793449] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.97% | Symbol ETA: 27.1s | Global ETA: 1h 22m 23s [2025-11-22T02:04:26.794727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:26.935342] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 7.93%, Actual: 0.80% [2025-11-22T02:04:26.960554] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.10%, Actual: 2.26% [2025-11-22T02:04:26.965750] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 10.4s | Global ETA: 1h 22m 24s [2025-11-22T02:04:26.966610] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:26.966689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:26.968319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:26.968817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:26.970105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:27.104157] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.51%, Actual: 1.02% [2025-11-22T02:04:27.125728] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.12%, Actual: 2.39% [2025-11-22T02:04:27.274611] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 4.31% [2025-11-22T02:04:27.294014] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 1.30% [2025-11-22T02:04:27.401555] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -4.33% | Symbol ETA: 11.6s | Global ETA: 1h 22m 25s [2025-11-22T02:04:27.402460] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:27.402524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:27.404162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:27.404626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:27.405026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:27.405775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:27.408042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:27.442422] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 3.35% [2025-11-22T02:04:27.461043] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.48% [2025-11-22T02:04:27.493299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:27.494969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:27.524731] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 9.8s | Global ETA: 1h 22m 25s [2025-11-22T02:04:27.525601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:27.525682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:27.527338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:27.527823] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:04:27.529139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:27.613417] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 1.64% [2025-11-22T02:04:27.626050] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.41%, Actual: 0.63% [2025-11-22T02:04:27.782442] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.55%, Actual: 1.27% [2025-11-22T02:04:27.789611] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.78% [2025-11-22T02:04:27.951671] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -2.82%, Actual: 6.65% [2025-11-22T02:04:27.956997] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.41%, Actual: 0.51% [2025-11-22T02:04:28.080055] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 9.3s | Global ETA: 1h 22m 26s [2025-11-22T02:04:28.094678] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.02% | Symbol ETA: 10.9s | Global ETA: 1h 22m 26s [2025-11-22T02:04:28.120174] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 1.38% [2025-11-22T02:04:28.120399] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 37.7688% [2025-11-22T02:04:28.120486] [INFO ] [main ] SDRL: DISCARDED add_directional_consistency (score: 37.77%) [2025-11-22T02:04:28.120527] [INFO ] [main ] SDRL: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:04:28.120560] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T02:04:28.120593] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:28.122480] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.00%, Actual: 0.73% [2025-11-22T02:04:28.134463] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:28.135945] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:28.136020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:28.140859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:28.142607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:28.143088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:28.143472] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:28.145054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:28.246006] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:04:28.263277] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 1.59% [2025-11-22T02:04:28.287046] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.10% [2025-11-22T02:04:28.410686] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:04:28.445156] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -3.74%, Actual: 1.32% [2025-11-22T02:04:28.449772] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.97%, Actual: 0.09% [2025-11-22T02:04:28.449922] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 42.7894% [2025-11-22T02:04:28.450000] [INFO ] [main ] ACR: DISCARDED add_gaps (score: 42.79%) [2025-11-22T02:04:28.450041] [INFO ] [main ] ACR: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:04:28.450074] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_intraday_skewness_proxies'] [2025-11-22T02:04:28.450109] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:28.462201] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:28.463577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:28.463661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:28.465309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:28.465826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:28.466212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:28.467168] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:28.468364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:28.574169] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:04:28.613681] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 1.92% [2025-11-22T02:04:28.736963] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:04:28.764930] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.41% | Symbol ETA: 56.5s | Global ETA: 1h 22m 28s [2025-11-22T02:04:28.765883] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:28.765947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:28.770768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:28.772583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:28.773111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:28.773502] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:28.775121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:28.779657] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 0.82% [2025-11-22T02:04:28.900390] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:04:28.947447] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 0.75% [2025-11-22T02:04:29.035067] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.22% | Symbol ETA: 27.6s | Global ETA: 1h 22m 29s [2025-11-22T02:04:29.035971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:29.036033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:29.038084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:29.038594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:29.038999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:29.039986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:29.041163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:29.064697] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:04:29.116177] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.81%, Actual: 0.67% [2025-11-22T02:04:29.228261] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:04:29.287953] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 4.54%, Actual: 1.88% [2025-11-22T02:04:29.392258] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 55.9s | Global ETA: 1h 22m 30s [2025-11-22T02:04:29.393391] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:29.393454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:29.395334] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.45% [2025-11-22T02:04:29.401584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:29.403383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:29.403882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:29.404275] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:29.405891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:29.459369] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.39%, Actual: 1.79% [2025-11-22T02:04:29.559510] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:04:29.605922] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 27.0s | Global ETA: 1h 22m 30s [2025-11-22T02:04:29.606813] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:29.606874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:29.608500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:29.608992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:29.609373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:29.610330] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:29.611547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:29.625972] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -4.33%, Actual: 3.67% [2025-11-22T02:04:29.722875] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.06% [2025-11-22T02:04:29.723020] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 30.9355% [2025-11-22T02:04:29.723095] [INFO ] [main ] BLE: DISCARDED add_open_reversal_intensity (score: 30.94%) [2025-11-22T02:04:29.723137] [INFO ] [main ] BLE: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:04:29.723168] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:04:29.723206] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:29.734129] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:29.735308] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:29.735369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:29.737035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:29.737551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:29.739057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:29.792021] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.02%, Actual: 4.98% [2025-11-22T02:04:29.792233] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 47.4987% [2025-11-22T02:04:29.792320] [INFO ] [main ] AEO: DISCARDED add_open_reversal_intensity (score: 47.50%) [2025-11-22T02:04:29.792361] [INFO ] [main ] AEO: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:04:29.792393] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:04:29.792428] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:29.804104] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:29.805883] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:29.805947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:29.807699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:29.808180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:29.808564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:29.809313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:29.811580] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:29.897005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:29.898688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.012634] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.94% | Symbol ETA: 55.2s | Global ETA: 1h 22m 31s [2025-11-22T02:04:30.013536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:30.013599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:30.018705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.020622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:30.021103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:30.021481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:30.023031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.181300] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 26.4s | Global ETA: 1h 22m 32s [2025-11-22T02:04:30.182182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:30.182244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.183876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:30.184348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:30.184748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:30.185719] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:30.186899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.294319] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 13.5s | Global ETA: 1h 22m 32s [2025-11-22T02:04:30.295226] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:30.295300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.296986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:30.297471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:30.299393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.487769] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.98% | Symbol ETA: 16.2s | Global ETA: 1h 22m 33s [2025-11-22T02:04:30.488709] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:30.488772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.490412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:30.490914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:30.491298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:30.492050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:30.494334] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:30.581031] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:30.582946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.642002] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 0.88% | Symbol ETA: 54.6s | Global ETA: 1h 22m 33s [2025-11-22T02:04:30.642948] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:30.643012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:30.648041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.649840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:30.650391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:30.650819] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:30.652460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.761754] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 25.9s | Global ETA: 1h 22m 33s [2025-11-22T02:04:30.762618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:30.762698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.764306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:30.764795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:30.765186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:30.766156] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:30.767374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:30.854538] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 12.9s | Global ETA: 1h 22m 34s [2025-11-22T02:04:30.855453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:30.855514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:30.857172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:30.857678] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:30.859169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.178163] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.75% | Symbol ETA: 15.6s | Global ETA: 1h 22m 34s [2025-11-22T02:04:31.179084] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:31.179148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.180803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.181277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.181680] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:31.182404] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:31.184712] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:31.270080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:31.272021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.274376] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 54.0s | Global ETA: 1h 22m 35s [2025-11-22T02:04:31.275258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:31.275319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:31.280237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.281996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.282468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.282879] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:31.284530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.336240] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.93% | Symbol ETA: 25.3s | Global ETA: 1h 22m 35s [2025-11-22T02:04:31.337136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:31.337221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.338852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.339332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.339739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:31.340681] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:31.341877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.407940] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 12.3s | Global ETA: 1h 22m 35s [2025-11-22T02:04:31.408831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:31.408892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.410498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:31.410987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:31.412476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.865633] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 14.9s | Global ETA: 1h 22m 36s [2025-11-22T02:04:31.866563] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:31.866626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.868292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.868807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.869193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:31.869970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:31.872286] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:31.888327] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 53.3s | Global ETA: 1h 22m 36s [2025-11-22T02:04:31.889218] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:31.889280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:31.893978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.895691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.896151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.896530] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:31.898156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.911349] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 3.26% | Symbol ETA: 24.7s | Global ETA: 1h 22m 36s [2025-11-22T02:04:31.912226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:31.912287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.913950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:31.914445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:31.914846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:31.915789] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:31.916976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.956259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:31.957910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:31.963282] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 11.8s | Global ETA: 1h 22m 36s [2025-11-22T02:04:31.964175] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:31.964236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:31.965870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:31.966372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:31.967888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:32.491114] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 24.1s | Global ETA: 1h 22m 38s [2025-11-22T02:04:32.492029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:32.492091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:32.493746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:32.494215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:32.494596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:32.495528] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:32.496732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:32.506615] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.84% | Symbol ETA: 52.7s | Global ETA: 1h 22m 38s [2025-11-22T02:04:32.507522] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:32.507584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:32.512383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:32.514123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:32.514596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:32.514996] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:32.516530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:32.522365] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 11.2s | Global ETA: 1h 22m 38s [2025-11-22T02:04:32.523250] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:32.523312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:32.524954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:32.525420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:32.526931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:32.545625] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 14.2s | Global ETA: 1h 22m 38s [2025-11-22T02:04:32.546515] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:32.546579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:32.548246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:32.548734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:32.549114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:32.549861] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:32.552171] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:32.637640] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:32.639406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.063326] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 23.6s | Global ETA: 1h 22m 39s [2025-11-22T02:04:33.064231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:33.064293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.066335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.066835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.067233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:33.068171] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:33.069354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.078583] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 10.7s | Global ETA: 1h 22m 39s [2025-11-22T02:04:33.079474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:33.079535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.081162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:33.081658] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:33.083146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.126804] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.96% | Symbol ETA: 52.1s | Global ETA: 1h 22m 39s [2025-11-22T02:04:33.127755] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:33.127819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:33.132542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.134302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.134787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.135168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:33.136733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.233129] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 13.5s | Global ETA: 1h 22m 40s [2025-11-22T02:04:33.234025] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:33.234089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.235732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.236196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.236571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:33.237352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:33.239614] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:33.322610] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:33.324168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.639094] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 23.0s | Global ETA: 1h 22m 41s [2025-11-22T02:04:33.639990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:33.640052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.640084] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.1s | Global ETA: 1h 22m 41s [2025-11-22T02:04:33.640974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:33.641036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.641685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.642160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.642540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:33.642676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:33.643144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:33.643473] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:04:33.644681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.644683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.753985] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.73% | Symbol ETA: 51.5s | Global ETA: 1h 22m 41s [2025-11-22T02:04:33.754912] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:33.754974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:33.762148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.764283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.764863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.765264] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:04:33.767017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:33.906929] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.82% | Symbol ETA: 12.8s | Global ETA: 1h 22m 41s [2025-11-22T02:04:33.907889] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:33.907954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:33.909592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:33.910078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:33.910464] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:33.911203] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:33.913462] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:33.996494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:33.998401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:34.199633] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 9.5s | Global ETA: 1h 22m 42s [2025-11-22T02:04:34.200553] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:34.200614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:34.202248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:34.202764] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:34.204230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:34.216521] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 22.4s | Global ETA: 1h 22m 42s [2025-11-22T02:04:34.382189] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.22%, Actual: 2.26% [2025-11-22T02:04:34.406680] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 50.8s | Global ETA: 1h 22m 43s [2025-11-22T02:04:34.546924] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 2.39% [2025-11-22T02:04:34.579555] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 12.1s | Global ETA: 1h 22m 43s [2025-11-22T02:04:34.580460] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:34.580525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:34.582143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:34.582607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:34.583008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:34.583751] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:34.585240] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.41%, Actual: 7.53% [2025-11-22T02:04:34.586024] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:34.669470] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:34.671010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:34.712029] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 1.30% [2025-11-22T02:04:34.752180] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 2.40% [2025-11-22T02:04:34.755022] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 9.0s | Global ETA: 1h 22m 44s [2025-11-22T02:04:34.755908] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:34.755970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:34.757608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:34.758094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:34.759576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:34.876753] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 1.48% [2025-11-22T02:04:34.918198] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.94%, Actual: 0.80% [2025-11-22T02:04:35.044306] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.93%, Actual: 0.63% [2025-11-22T02:04:35.138328] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 1.02% [2025-11-22T02:04:35.209429] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.26%, Actual: 0.78% [2025-11-22T02:04:35.251106] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 11.4s | Global ETA: 1h 22m 45s [2025-11-22T02:04:35.252018] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:35.252082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:35.253768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:35.254233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:35.254613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:35.255359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:35.257681] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:35.305610] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -1.67%, Actual: 4.31% [2025-11-22T02:04:35.312462] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 8.4s | Global ETA: 1h 22m 45s [2025-11-22T02:04:35.340007] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:35.341538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:35.375084] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 0.51% [2025-11-22T02:04:35.471568] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 3.35% [2025-11-22T02:04:35.479208] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.48% [2025-11-22T02:04:35.542495] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.73% [2025-11-22T02:04:35.638436] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.84%, Actual: 1.64% [2025-11-22T02:04:35.645797] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:04:35.710092] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.10% [2025-11-22T02:04:35.805700] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.96%, Actual: 1.27% [2025-11-22T02:04:35.811744] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:04:35.876194] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.09% [2025-11-22T02:04:35.876433] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.1822% [2025-11-22T02:04:35.876520] [INFO ] [main ] ACR: DISCARDED add_intraday_skewness_proxies (score: 45.18%) [2025-11-22T02:04:35.876564] [INFO ] [main ] ACR: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:04:35.876595] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_intraday_volatility_percentile'] [2025-11-22T02:04:35.876629] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:35.889224] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:35.890747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:35.890809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:35.892464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:35.892986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:35.893398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:35.894345] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:35.927297] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 2.66% | Symbol ETA: 10.7s | Global ETA: 1h 22m 47s [2025-11-22T02:04:35.928971] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:35.929036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:35.930711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:35.931181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:35.931561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:35.932308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:35.934612] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:35.971536] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.73%, Actual: 6.65% [2025-11-22T02:04:35.979355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:36.006143] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.18% [2025-11-22T02:04:36.016830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:04:36.018465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:36.143955] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 1.38% [2025-11-22T02:04:36.144204] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 37.9227% [2025-11-22T02:04:36.144305] [INFO ] [main ] SDRL: DISCARDED add_fullday_parkinson_range (score: 37.92%) [2025-11-22T02:04:36.144349] [INFO ] [main ] SDRL: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:04:36.144383] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:04:36.144417] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:36.158860] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:36.160189] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:36.160250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:36.165085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:36.166891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:36.167387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:36.167790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:36.176538] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.12% [2025-11-22T02:04:36.215189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:36.346924] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:04:36.510547] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:04:36.554115] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 26.1s | Global ETA: 1h 22m 48s [2025-11-22T02:04:36.555016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:36.555079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:36.556724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:36.557217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:36.557600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:36.558529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:36.605582] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 10.1s | Global ETA: 1h 22m 48s [2025-11-22T02:04:36.641774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:36.674013] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.45% [2025-11-22T02:04:36.770282] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 1.59% [2025-11-22T02:04:36.819413] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.43% | Symbol ETA: 44.3s | Global ETA: 1h 22m 49s [2025-11-22T02:04:36.820318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:36.820384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:36.825084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:36.826815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:36.827303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:36.827707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:36.836991] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:04:36.870480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:36.933535] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.75%, Actual: 1.32% [2025-11-22T02:04:36.999868] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.06% [2025-11-22T02:04:37] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 30.9355% [2025-11-22T02:04:37.000078] [INFO ] [main ] BLE: DISCARDED add_open_vs_close_liquidity_ratio (score: 30.94%) [2025-11-22T02:04:37.000119] [INFO ] [main ] BLE: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:04:37.000150] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position'] [2025-11-22T02:04:37.000184] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:37.011219] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:37.012503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:37.012563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:37.014318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:37.014833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:37.017712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:37.096818] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 1.92% [2025-11-22T02:04:37.209218] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.68% | Symbol ETA: 25.4s | Global ETA: 1h 22m 50s [2025-11-22T02:04:37.210155] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:37.210217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:37.211895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:37.212388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:37.212820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:37.213754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:37.261386] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.82% [2025-11-22T02:04:37.298661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:37.426508] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.75% [2025-11-22T02:04:37.476576] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.81% | Symbol ETA: 43.6s | Global ETA: 1h 22m 51s [2025-11-22T02:04:37.477541] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:37.477603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:37.482481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:37.484214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:37.484692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:37.485071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:37.528398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:37.575479] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 12.9s | Global ETA: 1h 22m 51s [2025-11-22T02:04:37.576358] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:37.576419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:37.578124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:37.578668] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:37.581523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:37.592595] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.82%, Actual: 0.67% [2025-11-22T02:04:37.761224] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 1.88% [2025-11-22T02:04:37.874801] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 24.8s | Global ETA: 1h 22m 52s [2025-11-22T02:04:37.875697] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:37.875759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:37.877404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:37.877898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:37.878281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:37.879217] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:37.926878] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 1.79% [2025-11-22T02:04:37.963530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.091862] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 2.66%, Actual: 3.67% [2025-11-22T02:04:38.143225] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 1.97% | Symbol ETA: 43.0s | Global ETA: 1h 22m 52s [2025-11-22T02:04:38.144137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:38.144198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:38.146239] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 12.4s | Global ETA: 1h 22m 52s [2025-11-22T02:04:38.147113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:38.147197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.148900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:38.148978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.149374] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:38.150737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:38.151202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:38.151582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:38.152234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.194204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.255892] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 4.98% [2025-11-22T02:04:38.256028] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 54.8458% [2025-11-22T02:04:38.256115] [INFO ] [main ] AEO: DISCARDED add_open_vs_close_liquidity_ratio (score: 54.85%) [2025-11-22T02:04:38.256157] [INFO ] [main ] AEO: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:04:38.256188] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_open_vs_prev_range_position'] [2025-11-22T02:04:38.256221] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:38.268032] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:38.269351] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:38.269415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.271167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:38.271674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:38.272390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:38.273140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:38.275455] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:38.359440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:38.362339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.534337] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 24.1s | Global ETA: 1h 22m 53s [2025-11-22T02:04:38.535226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:38.535288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.536923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:38.537437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:38.537839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:38.538769] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:38.621883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.705629] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 11.8s | Global ETA: 1h 22m 54s [2025-11-22T02:04:38.706500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:38.706563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.708255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:38.708755] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:38.711601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.795894] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 42.3s | Global ETA: 1h 22m 54s [2025-11-22T02:04:38.796825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:38.796886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:38.801625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.806573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:38.807058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:38.807457] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:38.850335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:38.944401] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.02% | Symbol ETA: 15.2s | Global ETA: 1h 22m 54s [2025-11-22T02:04:38.945304] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:38.945367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:38.947012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:38.947533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:38.947935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:38.948714] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:38.951004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:39.036506] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:39.039463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.200171] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 23.5s | Global ETA: 1h 22m 55s [2025-11-22T02:04:39.201096] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:39.201159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.202993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:39.203530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:39.203969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:39.204958] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:39.272950] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 11.3s | Global ETA: 1h 22m 55s [2025-11-22T02:04:39.273838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:39.273900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.275526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:39.276010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:39.278863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.296389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.461772] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.87% | Symbol ETA: 41.6s | Global ETA: 1h 22m 56s [2025-11-22T02:04:39.462680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:39.462742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:39.467520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.469289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:39.469800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:39.470178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:39.513116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.625675] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 14.6s | Global ETA: 1h 22m 56s [2025-11-22T02:04:39.626544] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:39.626608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.628269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:39.628801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:39.629184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:39.629955] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:39.632229] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:39.717331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:39.720263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.833226] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 10.7s | Global ETA: 1h 22m 57s [2025-11-22T02:04:39.834113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:39.834175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.835828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:39.836293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:39.839218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:39.903932] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 22.8s | Global ETA: 1h 22m 57s [2025-11-22T02:04:39.904911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:39.904989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:39.907083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:39.907611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:39.908068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:39.909151] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:40.000004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.122891] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.73% | Symbol ETA: 41.0s | Global ETA: 1h 22m 57s [2025-11-22T02:04:40.123832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:40.123894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:40.128766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.130548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:40.131051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:40.131453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:40.174151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.309914] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 13.9s | Global ETA: 1h 22m 58s [2025-11-22T02:04:40.310815] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:40.310879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.312485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:40.312981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:40.313365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:40.314112] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:40.316381] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:40.395246] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 10.1s | Global ETA: 1h 22m 58s [2025-11-22T02:04:40.396176] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:40.396237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.398313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:40.398814] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:40.399956] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:40.401639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.402791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.582139] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.99% | Symbol ETA: 22.2s | Global ETA: 1h 22m 58s [2025-11-22T02:04:40.583075] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:40.583137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.584765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:40.585242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:40.585621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:40.586549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:40.671892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.783701] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 6.04% | Symbol ETA: 40.3s | Global ETA: 1h 22m 59s [2025-11-22T02:04:40.784572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:40.784634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:40.789397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.791109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:40.791568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:40.791970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:40.833881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.960064] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 9.6s | Global ETA: 1h 22m 59s [2025-11-22T02:04:40.960952] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:40.961033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.962663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:40.963158] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:40.965988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:40.985724] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 13.2s | Global ETA: 1h 22m 60s [2025-11-22T02:04:40.986592] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:40.986674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:40.988305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:40.988806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:40.989188] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:40.989935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:40.992188] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:41.075791] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:41.078632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:41.248603] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 21.5s | Global ETA: 1h 23m 0s [2025-11-22T02:04:41.249531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:41.249597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:41.251279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:41.251787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:41.252188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:41.253159] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:41.339070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:41.447598] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 39.7s | Global ETA: 1h 23m 1s [2025-11-22T02:04:41.448511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:41.448575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:41.453542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:41.455363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:41.455866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:41.456276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:41.501789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:41.517615] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 9.0s | Global ETA: 1h 23m 1s [2025-11-22T02:04:41.518493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:41.518559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:41.520250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:41.520741] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:41.523555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:41.659134] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.44% | Symbol ETA: 12.5s | Global ETA: 1h 23m 1s [2025-11-22T02:04:41.660029] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:41.660092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:41.661731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:41.662206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:41.662593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:41.663359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:41.665616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:41.749146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:41.752011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:41.923178] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 20.8s | Global ETA: 1h 23m 2s [2025-11-22T02:04:41.924110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:41.924172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:41.925797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:41.926268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:41.926669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:41.927620] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:42.012890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:42.083628] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 8.4s | Global ETA: 1h 23m 2s [2025-11-22T02:04:42.084517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:04:42.084579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:42.086206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:42.086694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:42.089511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:42.119919] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.90% | Symbol ETA: 39.0s | Global ETA: 1h 23m 2s [2025-11-22T02:04:42.120841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:42.120905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:42.125741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:42.127514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:42.127997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:42.128376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:42.170429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:42.335082] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: -2.16% | Symbol ETA: 11.9s | Global ETA: 1h 23m 3s [2025-11-22T02:04:42.335979] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:42.336043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:42.338050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:42.338550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:42.338974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:42.339763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:42.342103] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:42.425935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:42.428777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:42.608882] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 20.2s | Global ETA: 1h 23m 4s [2025-11-22T02:04:42.644916] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 7.9s | Global ETA: 1h 23m 4s [2025-11-22T02:04:42.778557] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 38.3s | Global ETA: 1h 23m 4s [2025-11-22T02:04:42.784869] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 2.26% [2025-11-22T02:04:42.812260] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.48% [2025-11-22T02:04:42.949716] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.43%, Actual: 7.53% [2025-11-22T02:04:42.963717] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.68%, Actual: 2.39% [2025-11-22T02:04:42.978687] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.64% [2025-11-22T02:04:43.011135] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 11.2s | Global ETA: 1h 23m 5s [2025-11-22T02:04:43.012038] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:43.012102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:43.013737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:43.014215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:43.014600] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:43.015349] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:43.017661] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:43.100344] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:43.103155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:43.116888] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 2.40% [2025-11-22T02:04:43.135578] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 1.30% [2025-11-22T02:04:43.141875] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.12% [2025-11-22T02:04:43.284744] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 0.80% [2025-11-22T02:04:43.303850] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.48% [2025-11-22T02:04:43.305249] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.18% [2025-11-22T02:04:43.458315] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 1.02% [2025-11-22T02:04:43.474927] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.12% [2025-11-22T02:04:43.476355] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.63% [2025-11-22T02:04:43.626414] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.87%, Actual: 4.31% [2025-11-22T02:04:43.641115] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:04:43.647535] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 0.78% [2025-11-22T02:04:43.693437] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.36% | Symbol ETA: 10.5s | Global ETA: 1h 23m 6s [2025-11-22T02:04:43.694403] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:43.694468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:43.696187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:43.696744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:43.697145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:43.697983] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:43.700442] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:43.792496] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:43.795442] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.73%, Actual: 3.35% [2025-11-22T02:04:43.796008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:43.805851] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.54% [2025-11-22T02:04:43.820545] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.99%, Actual: 0.51% [2025-11-22T02:04:43.959723] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 6.04%, Actual: 1.64% [2025-11-22T02:04:43.970809] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:04:43.985732] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 0.73% [2025-11-22T02:04:44.125721] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 1.27% [2025-11-22T02:04:44.134278] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.24% [2025-11-22T02:04:44.153745] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 0.10% [2025-11-22T02:04:44.292277] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.90%, Actual: 6.65% [2025-11-22T02:04:44.297208] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.06% [2025-11-22T02:04:44.297344] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 46.8183% [2025-11-22T02:04:44.297443] [INFO ] [main ] BLE: KEPT add_open_vs_prev_range_position (score: 46.82%) [2025-11-22T02:04:44.297487] [INFO ] [main ] BLE: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:04:44.297519] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude'] [2025-11-22T02:04:44.297553] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:44.308551] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:44.309742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:44.309804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.311459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:44.311967] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:44.314872] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:44.315496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:44.322700] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 0.09% [2025-11-22T02:04:44.322896] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 38.0125% [2025-11-22T02:04:44.322989] [INFO ] [main ] ACR: DISCARDED add_intraday_volatility_percentile (score: 38.01%) [2025-11-22T02:04:44.323034] [INFO ] [main ] ACR: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:04:44.323068] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_last_hour_momentum_mag'] [2025-11-22T02:04:44.323103] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:44.335995] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:44.337578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:44.337665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.339345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:44.339873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:44.340251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:44.341196] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:44.341836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:44.391926] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.99% | Symbol ETA: 9.8s | Global ETA: 1h 23m 8s [2025-11-22T02:04:44.392912] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:44.393003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.394695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:44.395191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:44.395607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:44.396371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:44.398760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:44.460071] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 1.38% [2025-11-22T02:04:44.460284] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 60.5327% [2025-11-22T02:04:44.460398] [INFO ] [main ] SDRL: KEPT add_gap_fill_state (score: 60.53%) [2025-11-22T02:04:44.460442] [INFO ] [main ] SDRL: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:04:44.463685] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T02:04:44.463731] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:44.477447] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:44.478901] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:44.478963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:44.483770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.485524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:44.486010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:44.486390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:44.486570] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:44.489829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:44.530155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:44.531204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:44.868987] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 12.3s | Global ETA: 1h 23m 9s [2025-11-22T02:04:44.869882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:44.869943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.871574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:44.872059] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:44.874899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:44.875519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:44.931878] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.28% | Symbol ETA: 26.2s | Global ETA: 1h 23m 10s [2025-11-22T02:04:44.932814] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:44.932877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:44.934511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:44.935009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:44.935392] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:44.936329] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:44.936960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:45.086842] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 9.1s | Global ETA: 1h 23m 10s [2025-11-22T02:04:45.145412] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.23% | Symbol ETA: 40.9s | Global ETA: 1h 23m 10s [2025-11-22T02:04:45.146300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:45.146362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:45.151107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:45.152870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:45.153333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:45.153733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:45.204303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:45.205446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:45.261695] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 1.59% [2025-11-22T02:04:45.429563] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.32% [2025-11-22T02:04:45.445015] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 11.8s | Global ETA: 1h 23m 11s [2025-11-22T02:04:45.446043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:45.446108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:45.447943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:45.448446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:45.451967] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:45.452631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:45.542578] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 25.7s | Global ETA: 1h 23m 11s [2025-11-22T02:04:45.543514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:45.543591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:45.545369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:45.545888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:45.546297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:45.547301] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:45.547947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:45.600893] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 1.92% [2025-11-22T02:04:45.774366] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.82% [2025-11-22T02:04:45.819953] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.44% | Symbol ETA: 40.3s | Global ETA: 1h 23m 12s [2025-11-22T02:04:45.820883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:45.820947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:45.825855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:45.827676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:45.828142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:45.828529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:45.872140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:45.873155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:45.949338] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 0.75% [2025-11-22T02:04:46.056535] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 11.4s | Global ETA: 1h 23m 13s [2025-11-22T02:04:46.057546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:46.057611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.059328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:46.059842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:46.062971] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:46.063670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:46.120964] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: -2.16%, Actual: 0.67% [2025-11-22T02:04:46.133529] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 25.0s | Global ETA: 1h 23m 13s [2025-11-22T02:04:46.134439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:46.134500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.136141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:46.136618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:46.137021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:46.137982] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:46.138607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:46.290563] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 1.88% [2025-11-22T02:04:46.480951] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.36%, Actual: 1.79% [2025-11-22T02:04:46.485891] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.19% | Symbol ETA: 39.6s | Global ETA: 1h 23m 14s [2025-11-22T02:04:46.486792] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:46.486854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:46.491630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.493464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:46.493984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:46.494371] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:46.537784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:46.539022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:46.646164] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 3.67% [2025-11-22T02:04:46.674706] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 10.8s | Global ETA: 1h 23m 14s [2025-11-22T02:04:46.675737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:46.675803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.677572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:46.678099] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:46.681275] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:46.682009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:46.707446] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 24.4s | Global ETA: 1h 23m 14s [2025-11-22T02:04:46.708337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:46.708399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.710035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:46.710516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:46.710921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:46.711858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:46.712458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:46.811933] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.45%, Actual: 4.98% [2025-11-22T02:04:46.812149] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 49.7120% [2025-11-22T02:04:46.812245] [INFO ] [main ] AEO: DISCARDED add_open_vs_prev_range_position (score: 49.71%) [2025-11-22T02:04:46.812288] [INFO ] [main ] AEO: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:04:46.812342] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_overnight_gap_amplitude'] [2025-11-22T02:04:46.812378] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:46.823857] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:46.825285] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:46.825348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:46.827072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:46.827598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:46.828022] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:46.828768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:46.831068] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:46.916308] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:46.919401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.146570] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 38.9s | Global ETA: 1h 23m 15s [2025-11-22T02:04:47.147474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:47.147536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:47.152484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.154273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:47.154767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:47.155160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:47.198811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:47.199853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.257765] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 10.2s | Global ETA: 1h 23m 16s [2025-11-22T02:04:47.258665] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:47.258727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.260341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:47.260836] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:47.263696] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:47.264327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.304759] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 23.8s | Global ETA: 1h 23m 16s [2025-11-22T02:04:47.305719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:47.305784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.307494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:47.308008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:47.308405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:47.309618] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:47.310284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.510748] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 14.7s | Global ETA: 1h 23m 16s [2025-11-22T02:04:47.511627] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:47.511713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.513378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:47.513924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:47.514313] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:47.515059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:47.517516] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:47.603482] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:47.604210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.813292] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 38.3s | Global ETA: 1h 23m 17s [2025-11-22T02:04:47.814204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:47.814267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:47.819081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.820798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:47.820902] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 9.6s | Global ETA: 1h 23m 17s [2025-11-22T02:04:47.821292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:47.821704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:47.821796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:47.821859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.823488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:47.823974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:47.826824] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:47.827493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.865079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:47.866108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:47.905002] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.88% | Symbol ETA: 23.2s | Global ETA: 1h 23m 17s [2025-11-22T02:04:47.906281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:47.906345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:47.908085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:47.908579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:47.908998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:47.909965] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:47.910604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:48.195457] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -3.93% | Symbol ETA: 14.0s | Global ETA: 1h 23m 18s [2025-11-22T02:04:48.196348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:48.196412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.198124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:48.198609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:48.199041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:48.199781] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:48.202060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:48.286874] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:48.287688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:48.382466] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 9.0s | Global ETA: 1h 23m 18s [2025-11-22T02:04:48.383377] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:48.383439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.385073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:48.385540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:48.388414] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:48.389056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:48.473414] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.66% | Symbol ETA: 37.6s | Global ETA: 1h 23m 19s [2025-11-22T02:04:48.474672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:48.474734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:48.479454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.481190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:48.481670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:48.482047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:48.489412] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.12% | Symbol ETA: 22.6s | Global ETA: 1h 23m 19s [2025-11-22T02:04:48.490331] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:48.490395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.492132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:48.492626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:48.493052] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:48.494026] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:48.494691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:48.524895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:48.525874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:48.913920] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 13.4s | Global ETA: 1h 23m 20s [2025-11-22T02:04:48.915402] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:48.915491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.918155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:48.918983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:48.919571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:48.920768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:48.924475] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:48.964368] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 8.5s | Global ETA: 1h 23m 20s [2025-11-22T02:04:48.965618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:48.965717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:48.968207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:48.968930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:48.973281] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:48.974236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.056154] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:49.057345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.275840] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.37% | Symbol ETA: 22.1s | Global ETA: 1h 23m 21s [2025-11-22T02:04:49.276932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:49.277001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:49.278976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:49.279702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:49.280175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:49.281195] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:49.281972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.308791] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.04% | Symbol ETA: 37.0s | Global ETA: 1h 23m 21s [2025-11-22T02:04:49.310193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:49.310274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:49.317666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:49.320605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:49.321325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:49.321927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:49.384723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:49.386361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.719281] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 7.9s | Global ETA: 1h 23m 22s [2025-11-22T02:04:49.720279] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:49.720344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:49.722122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:49.722633] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:49.725676] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:49.726341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.871890] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 13.1s | Global ETA: 1h 23m 22s [2025-11-22T02:04:49.872846] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:49.872911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:49.874604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:49.875130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:49.875526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:49.876291] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:49.879138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:49.965260] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.57% | Symbol ETA: 21.5s | Global ETA: 1h 23m 23s [2025-11-22T02:04:49.966223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:49.966287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:49.968108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:49.968680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:49.969095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:49.970116] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:04:49.970801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:49.971763] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:49.972775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:50.170311] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 5.41% | Symbol ETA: 36.4s | Global ETA: 1h 23m 23s [2025-11-22T02:04:50.171328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:50.171392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:50.176398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:50.178349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:50.178892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:50.179287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:50.223601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:50.224857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:50.311447] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 7.3s | Global ETA: 1h 23m 23s [2025-11-22T02:04:50.481913] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.48% [2025-11-22T02:04:50.551503] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 20.8s | Global ETA: 1h 23m 24s [2025-11-22T02:04:50.581318] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 12.3s | Global ETA: 1h 23m 24s [2025-11-22T02:04:50.582316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:50.582381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:50.584074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:50.584552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:50.584986] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:50.585736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:50.588116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:50.658778] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.64% [2025-11-22T02:04:50.674101] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:50.674799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:50.721238] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.28%, Actual: 2.26% [2025-11-22T02:04:50.830382] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.12% [2025-11-22T02:04:50.853212] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.72% | Symbol ETA: 35.6s | Global ETA: 1h 23m 25s [2025-11-22T02:04:50.854128] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:50.854191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:50.858974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:50.860823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:50.861301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:50.861712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:50.887460] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 2.39% [2025-11-22T02:04:50.906459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:50.907796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:51.007169] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.18% [2025-11-22T02:04:51.061013] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 1.30% [2025-11-22T02:04:51.181295] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.12% [2025-11-22T02:04:51.226442] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 1.48% [2025-11-22T02:04:51.263147] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.31% | Symbol ETA: 11.5s | Global ETA: 1h 23m 26s [2025-11-22T02:04:51.264067] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:51.264130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:51.265806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:51.266283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:51.266689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:51.267437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:51.269729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:51.353886] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:04:51.357766] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:51.358450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:51.395123] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.63% [2025-11-22T02:04:51.524131] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.54% [2025-11-22T02:04:51.524572] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 34.9s | Global ETA: 1h 23m 27s [2025-11-22T02:04:51.564493] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.88%, Actual: 0.78% [2025-11-22T02:04:51.692396] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.45% [2025-11-22T02:04:51.697335] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.23%, Actual: 7.53% [2025-11-22T02:04:51.731808] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.12%, Actual: 0.51% [2025-11-22T02:04:51.862259] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.24% [2025-11-22T02:04:51.868810] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.44%, Actual: 2.40% [2025-11-22T02:04:51.899086] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.37%, Actual: 0.73% [2025-11-22T02:04:51.946407] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.28% | Symbol ETA: 10.8s | Global ETA: 1h 23m 28s [2025-11-22T02:04:51.947331] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:51.947395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:51.949091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:51.949567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:51.949980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:51.950728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:51.953022] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:52.034903] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:04:52.035129] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 29.3783% [2025-11-22T02:04:52.035180] [INFO ] [main ] BLE: DISCARDED add_overnight_gap_amplitude (score: 29.38%) [2025-11-22T02:04:52.035218] [INFO ] [main ] BLE: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:04:52.035249] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_overnight_gap_mag'] [2025-11-22T02:04:52.035283] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:52.038218] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:52.039101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.046384] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.19%, Actual: 0.80% [2025-11-22T02:04:52.046842] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:52.048182] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:52.048297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:52.050034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:52.050564] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:52.053498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:52.054227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.068184] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.57%, Actual: 0.10% [2025-11-22T02:04:52.223088] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 1.02% [2025-11-22T02:04:52.233264] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.09% [2025-11-22T02:04:52.233470] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.2154% [2025-11-22T02:04:52.233567] [INFO ] [main ] ACR: DISCARDED add_last_hour_momentum_mag (score: 37.22%) [2025-11-22T02:04:52.233609] [INFO ] [main ] ACR: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:04:52.233657] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_late_day_volatility'] [2025-11-22T02:04:52.233696] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:52.245893] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:52.247180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:52.247243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:52.248909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:52.249397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:52.249804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:52.250738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:52.252503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.403792] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 4.31% [2025-11-22T02:04:52.582264] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.66%, Actual: 3.35% [2025-11-22T02:04:52.621703] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 12.3s | Global ETA: 1h 23m 29s [2025-11-22T02:04:52.622571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:52.622633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:52.624299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:52.624837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:52.627742] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:52.628455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.630410] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 10.0s | Global ETA: 1h 23m 29s [2025-11-22T02:04:52.631334] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:52.631399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:52.633221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:52.633719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:52.634105] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:52.634852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:52.637173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:52.720966] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:52.721925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.762661] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.04%, Actual: 1.64% [2025-11-22T02:04:52.826890] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.76% | Symbol ETA: 23.0s | Global ETA: 1h 23m 30s [2025-11-22T02:04:52.827828] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:52.827895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:52.829498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:52.829990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:52.830394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:52.831658] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:52.833390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:52.943684] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 5.41%, Actual: 1.27% [2025-11-22T02:04:53.120788] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.72%, Actual: 6.65% [2025-11-22T02:04:53.195079] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 11.8s | Global ETA: 1h 23m 31s [2025-11-22T02:04:53.195966] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:53.196028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.197690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:53.198160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:53.201002] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:53.201702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:53.297888] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 1.38% [2025-11-22T02:04:53.298111] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 54.6298% [2025-11-22T02:04:53.298165] [INFO ] [main ] SDRL: DISCARDED add_gap_morning_composite (score: 54.63%) [2025-11-22T02:04:53.298205] [INFO ] [main ] SDRL: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:04:53.298236] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T02:04:53.298272] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:04:53.313021] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:53.314449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:53.314514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:53.319014] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 9.3s | Global ETA: 1h 23m 31s [2025-11-22T02:04:53.319562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.319972] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:53.320037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.321445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:53.321752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:53.321988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:53.322263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:53.322377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:53.322668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:53.323398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:53.325859] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:53.370927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:53.407658] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.29% | Symbol ETA: 22.4s | Global ETA: 1h 23m 31s [2025-11-22T02:04:53.408562] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:53.408624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.410276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:53.410773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:53.411152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:53.412080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:53.413749] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:04:53.413845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:53.414628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:53.430459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:53.768136] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 11.2s | Global ETA: 1h 23m 32s [2025-11-22T02:04:53.769022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:53.769084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.770767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:53.771235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:53.774116] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:53.774861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:53.991723] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 21.9s | Global ETA: 1h 23m 33s [2025-11-22T02:04:53.992582] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:53.992663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:53.994277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:53.994766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:53.995144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:53.996083] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:53.997895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:54.001003] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -3.99% | Symbol ETA: 8.6s | Global ETA: 1h 23m 33s [2025-11-22T02:04:54.077604] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.76% | Symbol ETA: 39.8s | Global ETA: 1h 23m 33s [2025-11-22T02:04:54.078827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:54.078890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:54.083752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:54.085578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:54.086091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:54.086484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:54.133317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:54.172264] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 1.59% [2025-11-22T02:04:54.190947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:54.341241] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -3.93%, Actual: 1.32% [2025-11-22T02:04:54.344102] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 10.6s | Global ETA: 1h 23m 34s [2025-11-22T02:04:54.345001] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:54.345062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:54.346738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:54.347242] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:54.350141] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:54.350851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:54.514353] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 1.92% [2025-11-22T02:04:54.598439] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 21.3s | Global ETA: 1h 23m 34s [2025-11-22T02:04:54.599327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:54.599387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:54.601087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:54.601556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:54.601954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:54.602883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:54.604623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:54.686381] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 0.82% [2025-11-22T02:04:54.823924] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.22% | Symbol ETA: 39.0s | Global ETA: 1h 23m 35s [2025-11-22T02:04:54.824852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:54.824915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:54.829866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:54.831753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:54.832248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:54.832663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:54.855600] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 0.75% [2025-11-22T02:04:54.879304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:54.929998] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 10.0s | Global ETA: 1h 23m 35s [2025-11-22T02:04:54.930895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:54.930957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:54.932581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:54.933075] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:54.935928] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:54.936243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:54.936607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:55.027824] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.31%, Actual: 0.67% [2025-11-22T02:04:55.199235] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.28%, Actual: 1.88% [2025-11-22T02:04:55.209538] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.58% | Symbol ETA: 20.8s | Global ETA: 1h 23m 36s [2025-11-22T02:04:55.210542] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:55.210606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:55.212313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:55.212827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:55.213230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:55.214167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:55.215956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:55.370231] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 1.79% [2025-11-22T02:04:55.507635] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 9.5s | Global ETA: 1h 23m 37s [2025-11-22T02:04:55.508956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:55.509038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:55.511474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:55.512192] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:55.516287] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:55.517332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:55.550716] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 2.80%, Actual: 3.67% [2025-11-22T02:04:55.560227] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.55% | Symbol ETA: 38.2s | Global ETA: 1h 23m 37s [2025-11-22T02:04:55.561114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:55.561176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:55.565871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:55.567598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:55.568113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:55.568491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:55.612243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:55.667268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:55.727451] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -3.99%, Actual: 4.98% [2025-11-22T02:04:55.727678] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 48.3298% [2025-11-22T02:04:55.727779] [INFO ] [main ] AEO: DISCARDED add_overnight_gap_amplitude (score: 48.33%) [2025-11-22T02:04:55.727822] [INFO ] [main ] AEO: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:04:55.727855] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_overnight_gap_mag'] [2025-11-22T02:04:55.727890] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:04:55.739739] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:55.741239] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:55.741303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:55.743017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:55.743514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:55.743945] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:55.744726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:55.747205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:55.785960] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.75% | Symbol ETA: 20.2s | Global ETA: 1h 23m 37s [2025-11-22T02:04:55.786861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:55.786923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:55.788573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:55.789072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:55.789453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:55.790389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:55.792140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:55.837736] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:55.838711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.084855] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 8.9s | Global ETA: 1h 23m 38s [2025-11-22T02:04:56.085759] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:56.085822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.087488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:56.088006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:56.090882] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:56.091570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.275188] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 37.4s | Global ETA: 1h 23m 39s [2025-11-22T02:04:56.276105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:56.276167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:56.280962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.282693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:56.283154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:56.283567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:56.326726] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:56.364850] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.47% | Symbol ETA: 19.6s | Global ETA: 1h 23m 39s [2025-11-22T02:04:56.365777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:56.365853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.367545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:56.368073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:56.368456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:56.369431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:56.371254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.382489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.431252] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 14.5s | Global ETA: 1h 23m 39s [2025-11-22T02:04:56.432196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:56.432260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.437066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:56.437595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:56.438008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:56.438753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:56.441023] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:56.525934] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:56.526878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.658011] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 8.3s | Global ETA: 1h 23m 40s [2025-11-22T02:04:56.658909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:56.658971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.660590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:56.661090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:56.663925] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:56.664628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.948922] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 19.0s | Global ETA: 1h 23m 40s [2025-11-22T02:04:56.949845] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:56.949907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.951568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:56.952095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:56.952854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:56.953794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:56.955583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:56.992342] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 36.6s | Global ETA: 1h 23m 41s [2025-11-22T02:04:56.993233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:56.993294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:56.998103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:56.999839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:57.000313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:57.000716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:57.044010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:57.100017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.110173] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 13.7s | Global ETA: 1h 23m 41s [2025-11-22T02:04:57.111110] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:57.111175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:57.112825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:57.113332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:57.113737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:57.114467] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:57.116824] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:57.203419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:57.204178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.230409] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 7.7s | Global ETA: 1h 23m 41s [2025-11-22T02:04:57.231318] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:57.231380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:57.233093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:57.233579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:57.236450] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:57.237179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.528395] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 3.79% | Symbol ETA: 18.4s | Global ETA: 1h 23m 42s [2025-11-22T02:04:57.529277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:57.529338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:57.530971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:57.531436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:57.531835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:57.532789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:04:57.534597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.707819] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.76% | Symbol ETA: 35.9s | Global ETA: 1h 23m 42s [2025-11-22T02:04:57.708721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:57.708784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:57.713567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:57.715315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:57.715796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:57.716179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:57.759891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:57.800240] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 13.1s | Global ETA: 1h 23m 43s [2025-11-22T02:04:57.801210] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:57.801274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:57.802916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:57.803392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:57.803417] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 7.2s | Global ETA: 1h 23m 43s [2025-11-22T02:04:57.803799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:57.804521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:57.806844] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:57.815414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.892102] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:57.892869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:57.973552] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:04:58.106865] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 17.8s | Global ETA: 1h 23m 43s [2025-11-22T02:04:58.142542] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:04:58.272953] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.76%, Actual: 2.26% [2025-11-22T02:04:58.311555] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:04:58.424748] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.35% | Symbol ETA: 35.1s | Global ETA: 1h 23m 44s [2025-11-22T02:04:58.425609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:58.425698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:58.430423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:58.432234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:58.433060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:58.433443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:58.439336] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 2.39% [2025-11-22T02:04:58.476220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:58.479043] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18% [2025-11-22T02:04:58.482567] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 12.4s | Global ETA: 1h 23m 44s [2025-11-22T02:04:58.483451] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:58.483514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:58.485246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:58.485745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:58.486131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:58.486895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:58.489281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:58.531756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:58.574111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:58.574920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:58.605826] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 1.30% [2025-11-22T02:04:58.647728] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:04:58.772803] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.48% [2025-11-22T02:04:58.817366] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:04:58.941224] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 0.63% [2025-11-22T02:04:58.985630] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:04:59.110152] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.75%, Actual: 0.78% [2025-11-22T02:04:59.140635] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.14% | Symbol ETA: 34.4s | Global ETA: 1h 23m 46s [2025-11-22T02:04:59.141520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:59.141581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:59.146304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.148065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:59.148528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:59.148929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:59.155826] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:04:59.162396] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 11.7s | Global ETA: 1h 23m 46s [2025-11-22T02:04:59.163283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:59.163355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.165017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:59.165497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:59.165905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:59.166663] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:59.168999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:59.191926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:59.246711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:59.252943] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:59.253754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:59.276246] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.47%, Actual: 0.51% [2025-11-22T02:04:59.323247] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:04:59.442193] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.50%, Actual: 0.73% [2025-11-22T02:04:59.490699] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.06% [2025-11-22T02:04:59.490888] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 40.0147% [2025-11-22T02:04:59.490987] [INFO ] [main ] BLE: DISCARDED add_overnight_gap_mag (score: 40.01%) [2025-11-22T02:04:59.491028] [INFO ] [main ] BLE: Testing feature 29/53: add_pct_change [2025-11-22T02:04:59.491061] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_pct_change'] [2025-11-22T02:04:59.491096] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:04:59.502170] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:59.503537] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:04:59.503598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.505318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:04:59.505840] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:04:59.508764] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:04:59.510751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:59.609350] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 3.79%, Actual: 0.10% [2025-11-22T02:04:59.774812] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 0.09% [2025-11-22T02:04:59.774985] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.0703% [2025-11-22T02:04:59.775063] [INFO ] [main ] ACR: DISCARDED add_late_day_volatility (score: 36.07%) [2025-11-22T02:04:59.775104] [INFO ] [main ] ACR: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:04:59.775135] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_late_hour_microstructure'] [2025-11-22T02:04:59.775170] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:04:59.787342] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:04:59.788761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:04:59.788822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.790472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:59.790991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:59.791373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:04:59.792356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:04:59.795041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:59.843256] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 11.0s | Global ETA: 1h 23m 48s [2025-11-22T02:04:59.844155] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:04:59.844219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.845862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:59.846339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:59.846745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:04:59.847535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:04:59.849901] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:04:59.854533] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.62% | Symbol ETA: 33.7s | Global ETA: 1h 23m 48s [2025-11-22T02:04:59.855459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:04:59.855521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:04:59.860340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:04:59.862073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:04:59.862534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:04:59.862934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:04:59.906055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:04:59.934088] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:04:59.934823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:04:59.962022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:00.093891] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 11.7s | Global ETA: 1h 23m 48s [2025-11-22T02:05:00.094763] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:00.094826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:00.096467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:00.096999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:00.099998] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:00.101995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:00.534327] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 10.3s | Global ETA: 1h 23m 50s [2025-11-22T02:05:00.535289] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:00.538919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:00.540602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:00.541123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:00.541507] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:00.542256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:00.544589] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:00.631162] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:05:00.632014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:00.643706] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.69% | Symbol ETA: 32.9s | Global ETA: 1h 23m 50s [2025-11-22T02:05:00.785175] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -3.00% | Symbol ETA: 24.5s | Global ETA: 1h 23m 50s [2025-11-22T02:05:00.786107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:00.786169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:00.787840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:00.788344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:00.788748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:00.789714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:00.792349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:00.865265] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.76%, Actual: 7.53% [2025-11-22T02:05:00.906329] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 12.0s | Global ETA: 1h 23m 51s [2025-11-22T02:05:00.907249] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:00.907311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:00.908976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:00.909460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:00.912331] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:00.914344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:01.138887] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.22%, Actual: 2.40% [2025-11-22T02:05:01.233720] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.86% | Symbol ETA: 9.6s | Global ETA: 1h 23m 51s [2025-11-22T02:05:01.234631] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:01.234714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:01.236329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:01.236831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:01.237244] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:01.237994] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:01.240400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:01.309112] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.55%, Actual: 0.80% [2025-11-22T02:05:01.325378] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:05:01.326258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:01.394793] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 22.0s | Global ETA: 1h 23m 52s [2025-11-22T02:05:01.395738] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:01.395801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:01.397464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:01.398002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:01.398396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:01.399374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:01.402000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:01.481926] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 1.02% [2025-11-22T02:05:01.498324] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.07% | Symbol ETA: 11.0s | Global ETA: 1h 23m 52s [2025-11-22T02:05:01.499372] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:01.499443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:01.501282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:01.501809] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:01.504983] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:01.507145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:01.652404] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 4.31% [2025-11-22T02:05:01.827983] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.76%, Actual: 3.35% [2025-11-22T02:05:01.915874] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 8.9s | Global ETA: 1h 23m 53s [2025-11-22T02:05:01.916785] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:01.916849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:01.918504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:01.918997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:01.919379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:01.920121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:01.922371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:01.997125] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 20.7s | Global ETA: 1h 23m 53s [2025-11-22T02:05:01.998101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:01.998164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:01.999859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:02.000358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:02.000786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:02.001726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:02.004541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:02.005595] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:05:02.006353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:02.030133] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.35%, Actual: 1.64% [2025-11-22T02:05:02.146828] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 10.4s | Global ETA: 1h 23m 54s [2025-11-22T02:05:02.148048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:02.148124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:02.150433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:02.150997] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:02.154597] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:02.156724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:02.210383] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.14%, Actual: 1.27% [2025-11-22T02:05:02.397217] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.62%, Actual: 6.65% [2025-11-22T02:05:02.562950] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.69%, Actual: 1.38% [2025-11-22T02:05:02.563173] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.0248% [2025-11-22T02:05:02.563276] [INFO ] [main ] SDRL: DISCARDED add_gap_resolution_state (score: 47.02%) [2025-11-22T02:05:02.563318] [INFO ] [main ] SDRL: Testing feature 13/53: add_gaps [2025-11-22T02:05:02.563351] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:05:02.563386] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:02.577327] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:02.578605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:02.578691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:02.583501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:02.585276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:02.585767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:02.586156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:02.617011] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -4.96% | Symbol ETA: 8.3s | Global ETA: 1h 23m 55s [2025-11-22T02:05:02.630011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:02.630975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:02.633847] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 19.8s | Global ETA: 1h 23m 55s [2025-11-22T02:05:02.634769] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:02.634831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:02.636473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:02.637030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:02.637436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:02.638371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:02.640972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:02.786441] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 1.59% [2025-11-22T02:05:02.788772] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 9.7s | Global ETA: 1h 23m 55s [2025-11-22T02:05:02.789763] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:02.789830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:02.791621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:02.792279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:02.795864] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:02.798157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:03.020602] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.32% [2025-11-22T02:05:03.190430] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 1.92% [2025-11-22T02:05:03.214943] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 19.0s | Global ETA: 1h 23m 56s [2025-11-22T02:05:03.216029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:03.216091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:03.217890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:03.218386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:03.218787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:03.219721] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:03.222326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:03.313080] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.89% | Symbol ETA: 37.5s | Global ETA: 1h 23m 57s [2025-11-22T02:05:03.314051] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:03.314117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:03.319254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:03.321194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:03.321716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:03.322159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:03.357042] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 0.82% [2025-11-22T02:05:03.368191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:03.369286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:03.437193] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 9.0s | Global ETA: 1h 23m 57s [2025-11-22T02:05:03.438216] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:03.438294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:03.440201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:03.440763] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:03.443840] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:03.446269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:03.524299] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.75% [2025-11-22T02:05:03.693068] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 0.67% [2025-11-22T02:05:03.798552] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 3.71% | Symbol ETA: 18.2s | Global ETA: 1h 23m 58s [2025-11-22T02:05:03.799477] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:03.799538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:03.801204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:03.801700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:03.802114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:03.803043] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:03.805600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:03.868864] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 1.88% [2025-11-22T02:05:03.983336] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.96% | Symbol ETA: 36.5s | Global ETA: 1h 23m 58s [2025-11-22T02:05:03.984233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:03.984294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:03.989064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:03.991198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:03.991693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:03.992083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:04.035613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:04.036701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.050678] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.86%, Actual: 1.79% [2025-11-22T02:05:04.078768] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 8.4s | Global ETA: 1h 23m 59s [2025-11-22T02:05:04.079701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:04.079764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.081414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:04.081939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:04.084847] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:04.086905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.233089] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 3.67% [2025-11-22T02:05:04.375177] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 17.5s | Global ETA: 1h 23m 59s [2025-11-22T02:05:04.376075] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:04.376137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.377783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:04.378299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:04.378703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:04.379675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:04.382242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.412528] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -4.96%, Actual: 4.98% [2025-11-22T02:05:04.412769] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 52.5943% [2025-11-22T02:05:04.412888] [INFO ] [main ] AEO: DISCARDED add_overnight_gap_mag (score: 52.59%) [2025-11-22T02:05:04.412930] [INFO ] [main ] AEO: Testing feature 29/53: add_pct_change [2025-11-22T02:05:04.412962] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_pct_change'] [2025-11-22T02:05:04.412996] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:04.424920] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:04.426259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:04.426324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.428145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:04.428680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:04.429104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:04.429880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:04.432271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:04.523277] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:04.525677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.651311] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.92% | Symbol ETA: 35.7s | Global ETA: 1h 24m 0s [2025-11-22T02:05:04.652192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:04.652253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:04.656969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.658737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:04.659241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:04.659619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:04.678834] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 7.7s | Global ETA: 1h 24m 0s [2025-11-22T02:05:04.679741] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:04.679805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.681455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:04.681982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:04.684867] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:04.686903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.715401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:04.716745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:04.955136] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 16.8s | Global ETA: 1h 24m 1s [2025-11-22T02:05:04.956026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:04.956087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:04.957735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:04.958217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:04.958599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:04.959530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:04.962154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.140779] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 13.9s | Global ETA: 1h 24m 1s [2025-11-22T02:05:05.141749] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:05.141811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:05.143508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:05.144005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:05.144390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:05.145143] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:05.150940] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:05.236167] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:05.238297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.268495] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 7.0s | Global ETA: 1h 24m 2s [2025-11-22T02:05:05.269412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:05.269491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:05.271164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:05.272011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:05.274869] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:05.276869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.326401] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 35.0s | Global ETA: 1h 24m 2s [2025-11-22T02:05:05.327290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:05.327353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:05.332094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:05.333920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:05.334426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:05.334832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:05.378293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:05.379196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.535878] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.07% | Symbol ETA: 16.2s | Global ETA: 1h 24m 2s [2025-11-22T02:05:05.536808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:05.536870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:05.538527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:05.539025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:05.539421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:05.540373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:05.543012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.840041] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 13.1s | Global ETA: 1h 24m 3s [2025-11-22T02:05:05.840941] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:05.841005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:05.842616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:05.843116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:05.843499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:05.844256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:05.846535] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:05.861357] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 6.4s | Global ETA: 1h 24m 3s [2025-11-22T02:05:05.935172] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:05.937437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:05.994405] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 34.3s | Global ETA: 1h 24m 4s [2025-11-22T02:05:05.995296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:05.995359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:06.000127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:06.001860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:06.002482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:06.002882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:06.033809] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.48% [2025-11-22T02:05:06.045804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:06.046596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:06.118072] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 15.5s | Global ETA: 1h 24m 4s [2025-11-22T02:05:06.205862] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.64% [2025-11-22T02:05:06.286844] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 2.26% [2025-11-22T02:05:06.377263] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:05:06.456486] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 2.39% [2025-11-22T02:05:06.547381] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 12.4s | Global ETA: 1h 24m 5s [2025-11-22T02:05:06.547449] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.18% [2025-11-22T02:05:06.548414] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:06.548482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:06.550238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:06.550759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:06.551154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:06.551921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:06.554285] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:06.620336] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 1.30% [2025-11-22T02:05:06.645851] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:06.648605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:06.658155] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.31% | Symbol ETA: 33.6s | Global ETA: 1h 24m 5s [2025-11-22T02:05:06.659053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:06.659116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:06.663837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:06.665548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:06.666027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:06.666407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:06.709495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:06.710296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:06.717945] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.12% [2025-11-22T02:05:06.784769] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 1.48% [2025-11-22T02:05:06.887909] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.14% [2025-11-22T02:05:06.952846] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.01%, Actual: 0.63% [2025-11-22T02:05:07.057386] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:05:07.118992] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.71%, Actual: 0.78% [2025-11-22T02:05:07.227846] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.45% [2025-11-22T02:05:07.256100] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 4.41% | Symbol ETA: 11.7s | Global ETA: 1h 24m 7s [2025-11-22T02:05:07.257059] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:07.257128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.258878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:07.259422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:07.259836] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:07.260620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:07.263034] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:07.286687] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.51% [2025-11-22T02:05:07.321416] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 32.9s | Global ETA: 1h 24m 7s [2025-11-22T02:05:07.322311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:07.322374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:07.327239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.329025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:07.329512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:07.329912] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:07.351763] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:07.354104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:07.372845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:07.373693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:07.398995] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.24% [2025-11-22T02:05:07.453977] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.54%, Actual: 0.73% [2025-11-22T02:05:07.570342] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.06% [2025-11-22T02:05:07.570566] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 39.3304% [2025-11-22T02:05:07.570674] [INFO ] [main ] BLE: DISCARDED add_pct_change (score: 39.33%) [2025-11-22T02:05:07.570720] [INFO ] [main ] BLE: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:05:07.570754] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_preclose_acceleration_mag'] [2025-11-22T02:05:07.570788] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:07.583899] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:07.585466] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:07.585554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.587318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:07.587860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:07.590834] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:07.591920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:07.621816] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.07%, Actual: 0.10% [2025-11-22T02:05:07.789019] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 0.09% [2025-11-22T02:05:07.789227] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 35.9107% [2025-11-22T02:05:07.789302] [INFO ] [main ] ACR: DISCARDED add_late_hour_microstructure (score: 35.91%) [2025-11-22T02:05:07.789344] [INFO ] [main ] ACR: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:05:07.789375] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_late_session_pressure'] [2025-11-22T02:05:07.789407] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:07.801770] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:07.803186] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:07.803252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.804951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:07.805456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:07.805864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:07.806798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:07.807883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:07.976453] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 5.07% | Symbol ETA: 11.0s | Global ETA: 1h 24m 9s [2025-11-22T02:05:07.977446] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:07.977511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.979225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:07.979722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:07.980104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:07.980889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:07.983407] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:07.986882] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.13% | Symbol ETA: 32.2s | Global ETA: 1h 24m 9s [2025-11-22T02:05:07.987796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:07.987858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:07.992665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:07.994387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:07.994867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:07.995247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:08.038689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:08.039469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.072481] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:08.074820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.178068] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 11.7s | Global ETA: 1h 24m 9s [2025-11-22T02:05:08.178987] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:08.179050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.180748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:08.181269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:08.184180] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:08.185295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.384175] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 20.4s | Global ETA: 1h 24m 10s [2025-11-22T02:05:08.385056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:08.385120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.386791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:08.387325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:08.387734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:08.388663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:08.389677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.660010] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.03% | Symbol ETA: 31.6s | Global ETA: 1h 24m 10s [2025-11-22T02:05:08.660984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:08.661052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:08.666093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.668075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:08.668595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:08.669008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:08.685272] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 10.3s | Global ETA: 1h 24m 11s [2025-11-22T02:05:08.686184] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:08.686253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.687933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:08.688428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:08.688828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:08.689553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:08.691838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:08.712439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:05:08.713487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.765485] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 11.1s | Global ETA: 1h 24m 11s [2025-11-22T02:05:08.766399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:08.766461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.768243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:08.768768] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:08.773139] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:08.774218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.780038] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:08.782263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:08.971559] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.14% | Symbol ETA: 19.8s | Global ETA: 1h 24m 11s [2025-11-22T02:05:08.972450] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:08.972513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:08.974167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:08.974680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:08.975070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:08.976007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:08.977014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:09.346708] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 10.5s | Global ETA: 1h 24m 12s [2025-11-22T02:05:09.347604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:09.347690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:09.349420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:09.349957] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:09.352875] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:09.353954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:09.375188] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 9.6s | Global ETA: 1h 24m 12s [2025-11-22T02:05:09.375303] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -5.22% | Symbol ETA: 30.9s | Global ETA: 1h 24m 12s [2025-11-22T02:05:09.376103] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:09.376198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:09.377868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:09.378336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:09.378746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:09.379533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:09.385327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:09.470075] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:09.472396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:09.548570] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.89%, Actual: 7.53% [2025-11-22T02:05:09.566693] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 19.3s | Global ETA: 1h 24m 13s [2025-11-22T02:05:09.567671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:09.567736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:09.569583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:09.570159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:09.570704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:09.571886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:09.573109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:09.726517] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.96%, Actual: 2.40% [2025-11-22T02:05:09.903205] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.92%, Actual: 0.80% [2025-11-22T02:05:09.937978] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 9.9s | Global ETA: 1h 24m 14s [2025-11-22T02:05:09.938913] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:09.938976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:09.940729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:09.941249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:09.944149] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:09.945249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.071588] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 8.9s | Global ETA: 1h 24m 14s [2025-11-22T02:05:10.072507] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:10.072570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:10.074224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:10.074735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:10.075118] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:10.075866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:10.077991] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.02% [2025-11-22T02:05:10.078153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:10.161742] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:10.163775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.169308] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 18.7s | Global ETA: 1h 24m 14s [2025-11-22T02:05:10.170211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:10.170274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:10.171922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:10.172431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:10.172840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:10.173803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:10.174779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.246454] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 4.31% [2025-11-22T02:05:10.418616] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.31%, Actual: 3.35% [2025-11-22T02:05:10.526042] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 9.3s | Global ETA: 1h 24m 15s [2025-11-22T02:05:10.526946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:10.527355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:10.529142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:10.529684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:10.532520] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:10.533657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.597687] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 1.64% [2025-11-22T02:05:10.755117] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.97% | Symbol ETA: 18.1s | Global ETA: 1h 24m 16s [2025-11-22T02:05:10.756010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:10.756072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:10.757777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:10.758268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:10.758674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:10.759628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:10.760684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.761354] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 8.1s | Global ETA: 1h 24m 16s [2025-11-22T02:05:10.762283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:10.762347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:10.764020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:10.764491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:10.764895] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:10.765623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:10.766605] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 1.27% [2025-11-22T02:05:10.768201] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:10.853432] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:05:10.855628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:10.935072] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.03%, Actual: 6.65% [2025-11-22T02:05:11.102424] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -5.22%, Actual: 1.38% [2025-11-22T02:05:11.102665] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.1159% [2025-11-22T02:05:11.102780] [INFO ] [main ] SDRL: DISCARDED add_gaps (score: 47.12%) [2025-11-22T02:05:11.102824] [INFO ] [main ] SDRL: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:05:11.102858] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T02:05:11.102892] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:11.114282] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 8.8s | Global ETA: 1h 24m 17s [2025-11-22T02:05:11.115182] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:11.115245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.116603] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:11.116903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:11.117419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:11.118041] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:11.118105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:11.120279] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:11.121372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.122823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.124563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:11.125044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:11.125430] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:11.168739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:11.169948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.334135] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 3.03% | Symbol ETA: 17.5s | Global ETA: 1h 24m 17s [2025-11-22T02:05:11.335027] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:11.335411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.337217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:11.337724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:11.338107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:11.339042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:11.340024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.454590] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 7.4s | Global ETA: 1h 24m 18s [2025-11-22T02:05:11.628110] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 1.59% [2025-11-22T02:05:11.696604] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 8.2s | Global ETA: 1h 24m 18s [2025-11-22T02:05:11.697516] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:11.697580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.699239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:11.699749] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:11.702597] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:11.703678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.772330] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.54% | Symbol ETA: 31.5s | Global ETA: 1h 24m 18s [2025-11-22T02:05:11.773215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:11.773277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:11.778083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.779891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:11.780351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:11.780841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:11.800472] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 1.32% [2025-11-22T02:05:11.824881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:11.826358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.920676] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.73% | Symbol ETA: 16.9s | Global ETA: 1h 24m 19s [2025-11-22T02:05:11.921577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:11.921658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:11.923276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:11.923773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:11.924172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:11.925112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:11.926144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:11.968879] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 1.92% [2025-11-22T02:05:12.142245] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 4.41%, Actual: 0.82% [2025-11-22T02:05:12.279172] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 7.6s | Global ETA: 1h 24m 20s [2025-11-22T02:05:12.280073] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:12.280136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:12.281822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:12.282331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:12.285187] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:12.286264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:12.341181] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 5.07%, Actual: 0.75% [2025-11-22T02:05:12.466508] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 31.0s | Global ETA: 1h 24m 20s [2025-11-22T02:05:12.467570] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:12.467634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:12.472504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:12.474579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:12.475135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:12.475528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:12.511192] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.55%, Actual: 0.67% [2025-11-22T02:05:12.520757] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:12.522249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:12.527020] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 16.3s | Global ETA: 1h 24m 20s [2025-11-22T02:05:12.527964] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:12.528026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:12.529755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:12.530259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:12.530672] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:12.531604] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:12.532589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:12.677542] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 1.88% [2025-11-22T02:05:12.844635] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.39%, Actual: 1.79% [2025-11-22T02:05:12.865751] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 7.0s | Global ETA: 1h 24m 21s [2025-11-22T02:05:12.866686] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:12.866747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:12.868469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:12.868990] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:12.871951] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:12.873034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:13.011263] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 3.67% [2025-11-22T02:05:13.113618] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 15.7s | Global ETA: 1h 24m 22s [2025-11-22T02:05:13.114503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:13.114565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:13.116203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:13.116697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:13.117085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:13.118038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:13.119041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:13.142720] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.93% | Symbol ETA: 30.3s | Global ETA: 1h 24m 22s [2025-11-22T02:05:13.143610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:13.143714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:13.148541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:13.150406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:13.150916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:13.151305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:13.176947] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.02%, Actual: 4.98% [2025-11-22T02:05:13.177144] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 40.3403% [2025-11-22T02:05:13.177258] [INFO ] [main ] AEO: DISCARDED add_pct_change (score: 40.34%) [2025-11-22T02:05:13.177322] [INFO ] [main ] AEO: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:05:13.177364] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_preclose_acceleration_mag'] [2025-11-22T02:05:13.177401] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:13.189996] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:13.191259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:13.191323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:13.193058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:13.193556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:13.193994] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:13.194780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:13.194892] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:13.196479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:13.199200] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:13.286257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:13.287529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:13.454029] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 6.4s | Global ETA: 1h 24m 23s [2025-11-22T02:05:13.629516] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:05:13.705576] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 15.1s | Global ETA: 1h 24m 23s [2025-11-22T02:05:13.803935] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:05:13.819397] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 29.7s | Global ETA: 1h 24m 24s [2025-11-22T02:05:13.820290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:13.820363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:13.826956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:13.829147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:13.829714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:13.830164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:13.873422] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 2.26% [2025-11-22T02:05:13.876146] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:13.877444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:13.895384] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 13.3s | Global ETA: 1h 24m 24s [2025-11-22T02:05:13.896284] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:13.896348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:13.898019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:13.898501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:13.898906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:13.899628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:13.901912] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:13.979077] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:05:13.986343] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:13.987496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:14.040943] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.14%, Actual: 2.39% [2025-11-22T02:05:14.151569] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.18% [2025-11-22T02:05:14.208777] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 1.30% [2025-11-22T02:05:14.324612] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:05:14.376792] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.48% [2025-11-22T02:05:14.495630] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -2.09% | Symbol ETA: 29.0s | Global ETA: 1h 24m 25s [2025-11-22T02:05:14.496511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:14.496575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:14.496505] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:05:14.501422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:14.503422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:14.503951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:14.504359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:14.547779] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.97%, Actual: 0.63% [2025-11-22T02:05:14.550271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:14.551581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:14.583896] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.88% | Symbol ETA: 12.5s | Global ETA: 1h 24m 26s [2025-11-22T02:05:14.584826] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:14.584890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:14.590042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:14.590531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:14.590940] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:14.591687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:14.593985] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:14.669571] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.54% [2025-11-22T02:05:14.681599] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:14.682855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:14.719712] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.03%, Actual: 0.78% [2025-11-22T02:05:14.842027] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.45% [2025-11-22T02:05:14.886949] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.73%, Actual: 0.51% [2025-11-22T02:05:15.015432] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.24% [2025-11-22T02:05:15.066220] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.73% [2025-11-22T02:05:15.171262] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -6.01% | Symbol ETA: 28.3s | Global ETA: 1h 24m 27s [2025-11-22T02:05:15.172138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:15.172200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:15.176922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.178711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:15.179180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:15.179575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:15.188906] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.06% [2025-11-22T02:05:15.189121] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 43.9946% [2025-11-22T02:05:15.189205] [INFO ] [main ] BLE: DISCARDED add_preclose_acceleration_mag (score: 43.99%) [2025-11-22T02:05:15.189249] [INFO ] [main ] BLE: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:05:15.189286] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_prev_1100_to_open'] [2025-11-22T02:05:15.189321] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:15.201592] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:15.203204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:15.203271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.205017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:15.205539] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:15.208485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:15.209248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.225255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:15.226589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.241997] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 0.10% [2025-11-22T02:05:15.275460] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.46% | Symbol ETA: 11.8s | Global ETA: 1h 24m 27s [2025-11-22T02:05:15.276400] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:15.276468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.278171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:15.278685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:15.279083] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:15.279839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:15.282130] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:15.365762] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:15.367029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.416067] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.35%, Actual: 0.09% [2025-11-22T02:05:15.416269] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.5344% [2025-11-22T02:05:15.416352] [INFO ] [main ] ACR: DISCARDED add_late_session_pressure (score: 45.53%) [2025-11-22T02:05:15.416399] [INFO ] [main ] ACR: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:05:15.416432] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_micro_gap_fill_velocity'] [2025-11-22T02:05:15.416474] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:15.429144] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:15.430709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:15.430773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.432538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:15.433108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:15.433520] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:15.434521] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:15.436622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.845807] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.14% | Symbol ETA: 27.6s | Global ETA: 1h 24m 29s [2025-11-22T02:05:15.846738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:15.846800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:15.851753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.853746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:15.854244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:15.854665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:15.875053] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 11.6s | Global ETA: 1h 24m 29s [2025-11-22T02:05:15.876295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:15.876358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.878065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:15.878605] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:15.881528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:15.882252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.899596] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:15.900894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:15.956732] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 11.1s | Global ETA: 1h 24m 29s [2025-11-22T02:05:15.957658] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:15.957722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:15.959350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:15.959847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:15.960233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:15.960974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:15.963213] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:16.042610] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 18.8s | Global ETA: 1h 24m 29s [2025-11-22T02:05:16.043501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:16.043563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:16.045212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:16.045714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:16.046103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:16.047041] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:16.049477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:16.050257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:16.051442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:16.462582] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 10.6s | Global ETA: 1h 24m 30s [2025-11-22T02:05:16.463503] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:16.463567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:16.465288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:16.465881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:16.468788] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:16.469505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:16.534056] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 27.0s | Global ETA: 1h 24m 31s [2025-11-22T02:05:16.534960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:16.535024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:16.539842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:16.541676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:16.542166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:16.542554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:16.585087] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:16.586475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:16.635321] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 10.4s | Global ETA: 1h 24m 31s [2025-11-22T02:05:16.636213] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:16.636276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:16.637977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:16.638462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:16.638869] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:16.639617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:16.639685] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 18.1s | Global ETA: 1h 24m 31s [2025-11-22T02:05:16.640590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:16.640679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:16.641908] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:16.642353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:16.642877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:16.643277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:16.644251] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:16.646271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:16.725169] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:16.726392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.043211] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 9.9s | Global ETA: 1h 24m 32s [2025-11-22T02:05:17.044135] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:17.044197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.045890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:17.046385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:17.049353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:17.050118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.205742] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.93% | Symbol ETA: 26.3s | Global ETA: 1h 24m 32s [2025-11-22T02:05:17.206715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:17.206780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:17.211805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.213610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:17.214129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:17.214525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:17.236921] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.51% | Symbol ETA: 17.5s | Global ETA: 1h 24m 32s [2025-11-22T02:05:17.237885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:17.237950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.239682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:17.240188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:17.240602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:17.241617] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:17.243699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.258125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:05:17.261133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.315792] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 9.7s | Global ETA: 1h 24m 33s [2025-11-22T02:05:17.316693] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:17.316758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.318412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:17.318919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:17.319351] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:17.320106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:17.322374] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:17.405584] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:17.406798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.636380] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 9.2s | Global ETA: 1h 24m 33s [2025-11-22T02:05:17.637343] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:17.637408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.639153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:17.639683] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:17.642573] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:17.643355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.834946] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 16.9s | Global ETA: 1h 24m 34s [2025-11-22T02:05:17.835880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:17.835942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.837633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:17.838172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:17.838559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:17.839523] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:17.841494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:17.875228] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -6.46% | Symbol ETA: 25.6s | Global ETA: 1h 24m 34s [2025-11-22T02:05:17.996483] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 9.0s | Global ETA: 1h 24m 34s [2025-11-22T02:05:17.997437] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:17.997502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:17.999167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:17.999690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:18.000077] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:18.000814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:18.003094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:18.042862] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.54%, Actual: 7.53% [2025-11-22T02:05:18.086398] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:18.087558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:18.209467] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 2.40% [2025-11-22T02:05:18.225303] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 8.6s | Global ETA: 1h 24m 35s [2025-11-22T02:05:18.226206] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:18.226269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:18.227955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:18.228481] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:18.231325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:18.232053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:18.376120] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.93%, Actual: 0.80% [2025-11-22T02:05:18.436058] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.77% | Symbol ETA: 16.3s | Global ETA: 1h 24m 35s [2025-11-22T02:05:18.436993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:18.437057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:18.438828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:18.439328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:18.439753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:18.440725] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:18.442756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:18.543233] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 1.02% [2025-11-22T02:05:18.710160] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -2.09%, Actual: 4.31% [2025-11-22T02:05:18.745015] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 8.3s | Global ETA: 1h 24m 36s [2025-11-22T02:05:18.745940] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:18.746004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:18.747686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:18.748166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:18.748560] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:18.749314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:18.751633] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:18.809897] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 8.0s | Global ETA: 1h 24m 36s [2025-11-22T02:05:18.810807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:18.810871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:18.812531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:18.813069] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:18.815959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:18.816778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:18.835110] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:18.836201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:18.879145] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -6.01%, Actual: 3.35% [2025-11-22T02:05:19.030968] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.31% | Symbol ETA: 15.6s | Global ETA: 1h 24m 37s [2025-11-22T02:05:19.031872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:19.031934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.033748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:19.034239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:19.034633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:19.035578] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:19.037566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:19.047055] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.14%, Actual: 1.64% [2025-11-22T02:05:19.214946] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.41%, Actual: 1.27% [2025-11-22T02:05:19.382321] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.93%, Actual: 6.65% [2025-11-22T02:05:19.390247] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 7.4s | Global ETA: 1h 24m 38s [2025-11-22T02:05:19.391189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:19.391252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.392924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:19.393427] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:19.396307] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:19.397021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:19.429143] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 7.6s | Global ETA: 1h 24m 38s [2025-11-22T02:05:19.430077] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:19.430142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.431784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:19.432257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:19.432663] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:19.433385] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:19.435678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:19.521598] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:05:19.522804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:19.550411] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -6.46%, Actual: 1.38% [2025-11-22T02:05:19.550674] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 49.7498% [2025-11-22T02:05:19.550778] [INFO ] [main ] SDRL: DISCARDED add_intraday_skewness_proxies (score: 49.75%) [2025-11-22T02:05:19.550821] [INFO ] [main ] SDRL: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:05:19.550855] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_volatility_percentile'] [2025-11-22T02:05:19.550888] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:19.564771] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:19.566218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:19.566281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:19.571139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.572978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:19.573460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:19.573870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:19.618386] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:19.626009] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 15.0s | Global ETA: 1h 24m 39s [2025-11-22T02:05:19.626932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:19.626997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.628766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:19.629271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:19.629736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:19.630716] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:19.632807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:19.704531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:19.974560] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 6.8s | Global ETA: 1h 24m 39s [2025-11-22T02:05:19.975545] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:19.975607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:19.977312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:19.977864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:19.980772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:19.981841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:20.127402] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 7.0s | Global ETA: 1h 24m 40s [2025-11-22T02:05:20.234584] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 14.4s | Global ETA: 1h 24m 40s [2025-11-22T02:05:20.235525] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:20.235588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:20.237308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:20.237821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:20.238212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:20.239188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:20.241666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:20.304772] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.59% [2025-11-22T02:05:20.323821] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.86% | Symbol ETA: 29.8s | Global ETA: 1h 24m 40s [2025-11-22T02:05:20.324742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:20.324808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:20.329706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:20.331471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:20.331965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:20.332356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:20.376607] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:20.464324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:20.476581] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 1.32% [2025-11-22T02:05:20.561935] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 6.2s | Global ETA: 1h 24m 41s [2025-11-22T02:05:20.562846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:20.562908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:20.564626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:20.565151] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:20.568072] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:20.568960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:20.647951] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.46%, Actual: 1.92% [2025-11-22T02:05:20.820035] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 0.82% [2025-11-22T02:05:20.821194] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 13.8s | Global ETA: 1h 24m 42s [2025-11-22T02:05:20.822087] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:20.822151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:20.823790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:20.824266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:20.824698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:20.825607] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:05:20.827617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:20.990623] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.75% [2025-11-22T02:05:21.079505] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.60% | Symbol ETA: 29.0s | Global ETA: 1h 24m 42s [2025-11-22T02:05:21.080393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:21.080456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:21.085183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:21.086927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:21.087420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:21.087824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:21.131165] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:21.152485] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 5.6s | Global ETA: 1h 24m 42s [2025-11-22T02:05:21.160696] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 0.67% [2025-11-22T02:05:21.214440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:21.325469] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:05:21.327199] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 1.88% [2025-11-22T02:05:21.409358] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 13.2s | Global ETA: 1h 24m 43s [2025-11-22T02:05:21.493730] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 1.79% [2025-11-22T02:05:21.499693] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:05:21.579488] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 2.26% [2025-11-22T02:05:21.662512] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 3.67% [2025-11-22T02:05:21.674583] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:05:21.748530] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 2.39% [2025-11-22T02:05:21.823797] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.31% | Symbol ETA: 28.2s | Global ETA: 1h 24m 44s [2025-11-22T02:05:21.824733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:21.824798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:21.829617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:21.830731] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.43%, Actual: 4.98% [2025-11-22T02:05:21.830928] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 37.3218% [2025-11-22T02:05:21.831013] [INFO ] [main ] AEO: DISCARDED add_preclose_acceleration_mag (score: 37.32%) [2025-11-22T02:05:21.831056] [INFO ] [main ] AEO: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:05:21.831090] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_prev_1100_to_open'] [2025-11-22T02:05:21.831125] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:21.831387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:21.831892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:21.832283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:21.843320] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:21.844572] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:21.844634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:21.846327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:21.846836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:21.847239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:21.847990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:21.849537] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18% [2025-11-22T02:05:21.850272] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:21.876469] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:21.917817] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.51%, Actual: 1.30% [2025-11-22T02:05:21.936884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:21.937676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:21.962842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:22.024606] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:05:22.086926] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.48% [2025-11-22T02:05:22.197555] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:05:22.271144] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.77%, Actual: 0.63% [2025-11-22T02:05:22.368134] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:05:22.450118] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 0.78% [2025-11-22T02:05:22.524732] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 3.61% | Symbol ETA: 12.5s | Global ETA: 1h 24m 46s [2025-11-22T02:05:22.525608] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:22.525694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:22.527353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:22.527847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:22.528230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:22.528982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:22.531262] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:22.540758] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:05:22.583004] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.88% | Symbol ETA: 27.5s | Global ETA: 1h 24m 46s [2025-11-22T02:05:22.583949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:22.584013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:22.588934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:22.590756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:22.591228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:22.591612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:22.617134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:22.618299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:22.635093] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:22.636205] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.51% [2025-11-22T02:05:22.714221] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:05:22.721428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:22.829349] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.43%, Actual: 0.73% [2025-11-22T02:05:22.888290] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.06% [2025-11-22T02:05:22.888502] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 40.0147% [2025-11-22T02:05:22.888588] [INFO ] [main ] BLE: DISCARDED add_prev_1100_to_open (score: 40.01%) [2025-11-22T02:05:22.888631] [INFO ] [main ] BLE: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:05:22.888686] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_prev_close_to_1100'] [2025-11-22T02:05:22.888721] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:22.900700] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:22.902234] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:22.902297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:22.904031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:22.904553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:22.907509] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:22.908258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.013016] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 0.10% [2025-11-22T02:05:23.188385] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.09% [2025-11-22T02:05:23.188744] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 43.4599% [2025-11-22T02:05:23.188879] [INFO ] [main ] ACR: DISCARDED add_micro_gap_fill_velocity (score: 43.46%) [2025-11-22T02:05:23.188926] [INFO ] [main ] ACR: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:05:23.188959] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:05:23.188998] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:23.205621] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:23.207290] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:23.207359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.209280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:23.209875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:23.210279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:23.211366] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:23.212115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.221192] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 11.9s | Global ETA: 1h 24m 48s [2025-11-22T02:05:23.222094] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:23.222157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.223793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:23.224268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:23.224678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:23.228204] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:23.231180] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:23.316189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:23.317022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.344457] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 26.7s | Global ETA: 1h 24m 48s [2025-11-22T02:05:23.346081] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:23.346145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:23.350973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.352770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:23.353257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:23.353662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:23.397113] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:23.482799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.492866] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 10.5s | Global ETA: 1h 24m 48s [2025-11-22T02:05:23.493816] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:23.493879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.495539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:23.496066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:23.499021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:23.499801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.807377] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.49% | Symbol ETA: 17.8s | Global ETA: 1h 24m 49s [2025-11-22T02:05:23.808281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:23.808343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.810065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:23.810583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:23.810987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:23.811923] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:23.812610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:23.910359] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 11.2s | Global ETA: 1h 24m 50s [2025-11-22T02:05:23.911423] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:23.911487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:23.913577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:23.914263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:23.914700] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:23.915441] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:23.917732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:24.002243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:24.003117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.084888] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 9.9s | Global ETA: 1h 24m 50s [2025-11-22T02:05:24.085828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:24.085891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.087594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:24.088123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:24.090996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:24.091740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.102688] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.38% | Symbol ETA: 26.0s | Global ETA: 1h 24m 50s [2025-11-22T02:05:24.103743] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:24.103811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:24.109149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.111130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:24.111631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:24.112054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:24.158135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:24.246126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.392417] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 17.2s | Global ETA: 1h 24m 51s [2025-11-22T02:05:24.393319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:24.393381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.395064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:24.395582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:24.395991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:24.396941] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:24.397669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.592734] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 10.5s | Global ETA: 1h 24m 51s [2025-11-22T02:05:24.593595] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:24.593678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.595305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:24.595800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:24.596185] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:24.596928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:24.599207] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:24.675824] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 9.4s | Global ETA: 1h 24m 51s [2025-11-22T02:05:24.676756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:24.676819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.678563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:24.679093] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:24.681986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:24.682827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.687140] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:24.688074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.859254] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 25.2s | Global ETA: 1h 24m 52s [2025-11-22T02:05:24.860529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:24.860591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:24.865300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.867033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:24.867520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:24.867927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:24.910314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:24.977680] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 16.6s | Global ETA: 1h 24m 52s [2025-11-22T02:05:24.978573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:24.978661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:24.980268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:24.980801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:24.981183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:24.982128] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:24.982845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:24.993921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.270889] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 8.8s | Global ETA: 1h 24m 53s [2025-11-22T02:05:25.271848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:25.271916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.273620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:25.274597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:25.277539] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:25.278325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.288933] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 9.8s | Global ETA: 1h 24m 53s [2025-11-22T02:05:25.289846] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:25.289910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.291540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:25.292059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:25.292453] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:25.293210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:25.295486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:25.385305] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:25.386314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.557609] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 16.0s | Global ETA: 1h 24m 54s [2025-11-22T02:05:25.558896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:25.558958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.560610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:25.561104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:25.561479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:25.562415] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:25.563100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.609205] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 24.4s | Global ETA: 1h 24m 54s [2025-11-22T02:05:25.610264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:25.610330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:25.615715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.617721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:25.618217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:25.618696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:25.665921] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:25.757020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.857948] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 8.2s | Global ETA: 1h 24m 55s [2025-11-22T02:05:25.858886] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:25.858948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.860688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:25.861185] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:25.864057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:25.864798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:25.988364] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.63% | Symbol ETA: 9.1s | Global ETA: 1h 24m 55s [2025-11-22T02:05:25.989284] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:25.989348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:25.991011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:25.991503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:25.991918] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:25.992667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:25.994951] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:26.079666] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:26.080724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:26.151597] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.15% | Symbol ETA: 15.4s | Global ETA: 1h 24m 55s [2025-11-22T02:05:26.152525] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:26.152590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:26.154295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:26.154802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:26.155193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:26.156167] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:26.156877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:26.407496] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -7.77% | Symbol ETA: 23.7s | Global ETA: 1h 24m 56s [2025-11-22T02:05:26.408440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:26.408505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:26.413581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:26.415410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:26.415950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:26.416348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:26.441587] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 7.6s | Global ETA: 1h 24m 56s [2025-11-22T02:05:26.442494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:26.442556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:26.444225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:26.444765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:26.447613] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:26.448336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:26.462031] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:26.549713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:26.679324] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.44% | Symbol ETA: 8.4s | Global ETA: 1h 24m 57s [2025-11-22T02:05:26.680224] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:26.680294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:26.681938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:26.682422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:26.682835] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:26.683570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:26.685860] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:26.739558] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 14.8s | Global ETA: 1h 24m 57s [2025-11-22T02:05:26.740454] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:26.740515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:26.742153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:26.742620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:26.743030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:26.743964] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:26.744623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:26.771093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:26.772071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:27.023716] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 7.0s | Global ETA: 1h 24m 57s [2025-11-22T02:05:27.024693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:27.024756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:27.026412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:27.026949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:27.029860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:27.030604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:27.166918] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -6.81% | Symbol ETA: 22.9s | Global ETA: 1h 24m 58s [2025-11-22T02:05:27.316766] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 14.2s | Global ETA: 1h 24m 58s [2025-11-22T02:05:27.317692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:27.317753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:27.319381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:27.319867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:27.320249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:27.321186] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:27.321869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:27.334287] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.86%, Actual: 7.53% [2025-11-22T02:05:27.369672] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 7.7s | Global ETA: 1h 24m 58s [2025-11-22T02:05:27.370566] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:27.370632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:27.372305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:27.372851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:27.376422] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:27.377297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:27.379733] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:27.464722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:27.465779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:27.509502] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.60%, Actual: 2.40% [2025-11-22T02:05:27.611804] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 6.4s | Global ETA: 1h 24m 59s [2025-11-22T02:05:27.612742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:27.612805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:27.614452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:27.614968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:27.617917] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:27.618626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:27.689915] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.31%, Actual: 0.80% [2025-11-22T02:05:27.867095] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.88%, Actual: 1.02% [2025-11-22T02:05:27.902307] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.44% | Symbol ETA: 13.6s | Global ETA: 1h 24m 60s [2025-11-22T02:05:27.903206] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:27.903268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:27.904899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:27.905397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:27.905805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:27.906733] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:27.907403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:28.043503] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 4.31% [2025-11-22T02:05:28.065102] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.66% | Symbol ETA: 7.0s | Global ETA: 1h 25m 0s [2025-11-22T02:05:28.065996] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:28.066060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:28.067722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:28.068203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:28.068594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:28.069338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:28.071678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:28.156933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:05:28.157935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:28.204092] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 5.8s | Global ETA: 1h 25m 1s [2025-11-22T02:05:28.205047] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:28.205110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:28.206819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:28.207353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:28.210350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:28.211097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:28.223402] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.38%, Actual: 3.35% [2025-11-22T02:05:28.402502] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 1.64% [2025-11-22T02:05:28.481822] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 13.0s | Global ETA: 1h 25m 1s [2025-11-22T02:05:28.482724] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:28.482786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:28.484411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:28.484914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:28.485304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:28.486278] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:05:28.486956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:28.575231] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 1.27% [2025-11-22T02:05:28.751390] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 6.3s | Global ETA: 1h 25m 2s [2025-11-22T02:05:28.753609] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -7.77%, Actual: 6.65% [2025-11-22T02:05:28.800591] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 5.2s | Global ETA: 1h 25m 2s [2025-11-22T02:05:28.921310] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 3.61%, Actual: 1.59% [2025-11-22T02:05:28.932241] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -6.81%, Actual: 1.38% [2025-11-22T02:05:28.932530] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 43.9181% [2025-11-22T02:05:28.932698] [INFO ] [main ] SDRL: DISCARDED add_intraday_volatility_percentile (score: 43.92%) [2025-11-22T02:05:28.932795] [INFO ] [main ] SDRL: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:05:28.932830] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T02:05:28.932870] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:28.950731] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:28.952228] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:28.952291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:28.957316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:28.959266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:28.959776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:28.960169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:28.976886] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:05:29.003891] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:29.004872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:29.064227] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 12.4s | Global ETA: 1h 25m 3s [2025-11-22T02:05:29.098492] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 1.32% [2025-11-22T02:05:29.153481] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:05:29.233978] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.49%, Actual: 2.26% [2025-11-22T02:05:29.276187] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 1.92% [2025-11-22T02:05:29.388834] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:05:29.398283] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 2.39% [2025-11-22T02:05:29.453634] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 0.82% [2025-11-22T02:05:29.563900] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 1.30% [2025-11-22T02:05:29.563895] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18% [2025-11-22T02:05:29.615295] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.13% | Symbol ETA: 29.1s | Global ETA: 1h 25m 4s [2025-11-22T02:05:29.616218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:29.616280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:29.621113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:29.623040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:29.623543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:29.623987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:29.624047] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.92%, Actual: 0.75% [2025-11-22T02:05:29.669705] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:29.670475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:29.729413] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 1.48% [2025-11-22T02:05:29.739221] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:05:29.813311] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.63%, Actual: 0.67% [2025-11-22T02:05:29.895987] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.15%, Actual: 0.63% [2025-11-22T02:05:29.915805] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:05:29.994543] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.44%, Actual: 1.88% [2025-11-22T02:05:30.068322] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.78% [2025-11-22T02:05:30.093798] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:05:30.170850] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.42%, Actual: 1.79% [2025-11-22T02:05:30.235014] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.51% [2025-11-22T02:05:30.268308] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:05:30.287936] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.88% | Symbol ETA: 28.5s | Global ETA: 1h 25m 6s [2025-11-22T02:05:30.288851] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:30.288914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:30.293668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:30.295381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:30.295876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:30.296268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:30.339367] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:30.340062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:30.351117] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.66%, Actual: 3.67% [2025-11-22T02:05:30.399272] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 0.73% [2025-11-22T02:05:30.443340] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:05:30.524451] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.74%, Actual: 4.98% [2025-11-22T02:05:30.524784] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 47.8256% [2025-11-22T02:05:30.524901] [INFO ] [main ] AEO: DISCARDED add_prev_1100_to_open (score: 47.83%) [2025-11-22T02:05:30.524950] [INFO ] [main ] AEO: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:05:30.524982] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_prev_close_to_1100'] [2025-11-22T02:05:30.525020] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:30.538921] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:30.540837] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:30.540903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:30.542819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:30.543376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:30.543813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:30.544606] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:30.546946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:30.570013] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 0.10% [2025-11-22T02:05:30.616668] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.06% [2025-11-22T02:05:30.616891] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 40.0147% [2025-11-22T02:05:30.616979] [INFO ] [main ] BLE: DISCARDED add_prev_close_to_1100 (score: 40.01%) [2025-11-22T02:05:30.617021] [INFO ] [main ] BLE: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:05:30.617054] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_prev_close_to_open'] [2025-11-22T02:05:30.617090] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:30.628908] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:30.630430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:30.630845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:30.632593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:30.633149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:30.633946] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:30.635141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:30.636109] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:30.636907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:30.744347] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.09% [2025-11-22T02:05:30.744954] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 28.5151% [2025-11-22T02:05:30.745051] [INFO ] [main ] ACR: DISCARDED add_morning_followthrough_mag_T0 (score: 28.52%) [2025-11-22T02:05:30.745095] [INFO ] [main ] ACR: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:05:30.745128] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion'] [2025-11-22T02:05:30.745164] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:30.758240] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:30.759674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:30.759740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:30.761478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:30.762034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:30.762471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:30.763488] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:30.767854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:30.955142] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 7.71% | Symbol ETA: 27.8s | Global ETA: 1h 25m 8s [2025-11-22T02:05:30.956353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:30.956433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:30.961386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:30.963287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:30.963834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:30.964221] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:31.008943] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:31.009853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.225833] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 10.2s | Global ETA: 1h 25m 8s [2025-11-22T02:05:31.226751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:31.226814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.228502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:31.229030] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:31.231922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:31.232669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.256305] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 12.3s | Global ETA: 1h 25m 8s [2025-11-22T02:05:31.257463] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:31.257535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.259357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:31.259971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:31.260395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:31.261244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:31.263697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:31.356888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:31.358118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.367634] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 16.6s | Global ETA: 1h 25m 9s [2025-11-22T02:05:31.368704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:31.368793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.370576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:31.371138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:31.371535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:31.372520] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:31.376950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.637548] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 27.2s | Global ETA: 1h 25m 9s [2025-11-22T02:05:31.638478] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:31.638542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:31.643306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.645064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:31.645536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:31.645939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:31.691835] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:31.692809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.817849] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 9.6s | Global ETA: 1h 25m 10s [2025-11-22T02:05:31.818797] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:31.818861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.820573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:31.821109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:31.824042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:31.824820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.975542] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 16.0s | Global ETA: 1h 25m 10s [2025-11-22T02:05:31.976459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:31.976523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:31.978222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:31.978732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:31.979117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:31.980085] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:31.984276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:31.997995] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.48% | Symbol ETA: 11.7s | Global ETA: 1h 25m 10s [2025-11-22T02:05:31.999203] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:31.999274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.001066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:32.001623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:32.002096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:32.002951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:32.005433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:32.097298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:32.098556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:32.301485] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 26.5s | Global ETA: 1h 25m 11s [2025-11-22T02:05:32.302425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:32.302499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:32.307384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.309181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:32.309687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:32.310080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:32.354034] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:32.355075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:32.404415] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 9.0s | Global ETA: 1h 25m 11s [2025-11-22T02:05:32.405333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:32.405417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.407117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:32.407637] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:32.410520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:32.411230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:32.570032] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 15.4s | Global ETA: 1h 25m 12s [2025-11-22T02:05:32.570947] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:32.571010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.572661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:32.573150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:32.573526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:32.574494] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:32.578743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:32.719023] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 3.00% | Symbol ETA: 11.0s | Global ETA: 1h 25m 12s [2025-11-22T02:05:32.720098] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:32.720168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.721935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:32.722479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:32.722943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:32.723733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:32.726079] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:32.814475] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:32.815928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:32.965359] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.81% | Symbol ETA: 25.8s | Global ETA: 1h 25m 13s [2025-11-22T02:05:32.968809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:32.968871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:32.974340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.976062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:32.976537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:32.976943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:32.991796] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 8.4s | Global ETA: 1h 25m 13s [2025-11-22T02:05:32.992795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:32.992867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:32.994605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:32.995138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:32.998051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:32.998802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.019833] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:33.020519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.156908] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -1.47% | Symbol ETA: 14.8s | Global ETA: 1h 25m 13s [2025-11-22T02:05:33.157857] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:33.157965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:33.159595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:33.160112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:33.160495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:33.161435] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:33.165540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.437081] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.87% | Symbol ETA: 10.2s | Global ETA: 1h 25m 14s [2025-11-22T02:05:33.438152] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:33.438219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:33.439921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:33.440440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:33.440873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:33.441628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:33.443997] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:33.529282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:33.530440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.578064] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 7.8s | Global ETA: 1h 25m 14s [2025-11-22T02:05:33.579006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:33.579070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:33.580735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:33.581408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:33.584721] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:33.585459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.626000] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.64% | Symbol ETA: 25.1s | Global ETA: 1h 25m 14s [2025-11-22T02:05:33.626922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:33.626984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:33.631793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:33.633577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:33.634099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:33.634479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:33.680585] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:33.681772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:33.764846] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 14.2s | Global ETA: 1h 25m 15s [2025-11-22T02:05:33.766123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:33.766194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:33.768168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:33.768845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:33.769324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:33.770512] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:33.775199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.153507] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 9.5s | Global ETA: 1h 25m 16s [2025-11-22T02:05:34.154624] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:34.154717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.156549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.157136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.157577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:34.158416] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:34.160878] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:34.164262] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 7.2s | Global ETA: 1h 25m 16s [2025-11-22T02:05:34.165170] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:34.165233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.166897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:34.167402] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:34.170314] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:34.171030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.252897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:34.254091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.306889] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 24.5s | Global ETA: 1h 25m 16s [2025-11-22T02:05:34.307868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:34.307930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:34.312688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.314435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.314951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.315334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:34.358416] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:34.359367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.394958] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 13.6s | Global ETA: 1h 25m 16s [2025-11-22T02:05:34.395892] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:34.395954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.401223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.401762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.402505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:34.403527] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:34.407808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.744286] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 6.6s | Global ETA: 1h 25m 17s [2025-11-22T02:05:34.745225] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:34.745287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.746983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:34.747494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:34.750414] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:34.751134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.886431] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.02% | Symbol ETA: 8.8s | Global ETA: 1h 25m 18s [2025-11-22T02:05:34.887550] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:34.887668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.889490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.890099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.890534] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:34.891347] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:34.893808] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:34.977741] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 23.8s | Global ETA: 1h 25m 18s [2025-11-22T02:05:34.978679] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:34.978743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:34.983398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.983341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:34.984532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:34.985139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.985613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.986013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:34.986570] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 13.0s | Global ETA: 1h 25m 18s [2025-11-22T02:05:34.987522] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:34.987587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:34.989280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:34.989792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:34.990203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:34.991193] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:34.995522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.028026] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:05:35.028804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.321620] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 6.0s | Global ETA: 1h 25m 19s [2025-11-22T02:05:35.322515] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:35.322576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:35.324239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:35.324737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:35.327571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:35.328267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.578095] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.77% | Symbol ETA: 12.4s | Global ETA: 1h 25m 19s [2025-11-22T02:05:35.579080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:35.579145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:35.580875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:35.581369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:35.581795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:35.582751] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:35.587632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.637122] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 23.1s | Global ETA: 1h 25m 20s [2025-11-22T02:05:35.643762] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.00% | Symbol ETA: 8.1s | Global ETA: 1h 25m 20s [2025-11-22T02:05:35.644820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:35.644888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:35.646779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:35.647388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:35.647849] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:35.648632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:35.651205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:35.740886] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:35.742153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.808141] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.13%, Actual: 7.53% [2025-11-22T02:05:35.897931] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 5.4s | Global ETA: 1h 25m 20s [2025-11-22T02:05:35.898888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:35.898949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:35.900598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:35.901103] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:35.904008] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:35.904704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:35.978142] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.88%, Actual: 2.40% [2025-11-22T02:05:36.143577] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 7.71%, Actual: 0.80% [2025-11-22T02:05:36.174285] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 11.8s | Global ETA: 1h 25m 21s [2025-11-22T02:05:36.175210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:05:36.175273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:36.177009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:36.177519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:36.178000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:36.178973] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:36.183261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:36.309887] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 1.02% [2025-11-22T02:05:36.391081] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 7.35% | Symbol ETA: 7.4s | Global ETA: 1h 25m 21s [2025-11-22T02:05:36.392208] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:36.392280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:36.394184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:36.394894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:36.395526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:36.396355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:36.399076] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:36.475767] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 4.31% [2025-11-22T02:05:36.475904] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 4.8s | Global ETA: 1h 25m 22s [2025-11-22T02:05:36.489524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:36.490821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:36.642575] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.81%, Actual: 3.35% [2025-11-22T02:05:36.645354] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:05:36.768349] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 11.2s | Global ETA: 1h 25m 22s [2025-11-22T02:05:36.809201] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.64%, Actual: 1.64% [2025-11-22T02:05:36.813714] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:05:36.939716] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 2.26% [2025-11-22T02:05:36.977321] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 1.27% [2025-11-22T02:05:36.983460] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.12% [2025-11-22T02:05:37.109300] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 2.39% [2025-11-22T02:05:37.130782] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.91% | Symbol ETA: 6.6s | Global ETA: 1h 25m 23s [2025-11-22T02:05:37.132022] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:37.132100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:37.134004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:37.134690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:37.135115] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:37.135917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:37.138534] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:37.143219] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 6.65% [2025-11-22T02:05:37.153045] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18% [2025-11-22T02:05:37.230461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:05:37.231753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:37.280167] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 1.30% [2025-11-22T02:05:37.309610] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.26%, Actual: 1.38% [2025-11-22T02:05:37.309870] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.3965% [2025-11-22T02:05:37.309960] [INFO ] [main ] SDRL: DISCARDED add_last_hour_momentum_mag (score: 45.40%) [2025-11-22T02:05:37.310002] [INFO ] [main ] SDRL: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:05:37.310034] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_day_volatility'] [2025-11-22T02:05:37.310068] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:37.323766] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:05:37.324221] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:37.325547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:37.325610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:37.330495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:37.332290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:37.332793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:37.333192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:37.379327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:37.381343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:37.451769] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -1.47%, Actual: 1.48% [2025-11-22T02:05:37.496198] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:05:37.618577] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.63% [2025-11-22T02:05:37.668529] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:05:37.840917] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.45% [2025-11-22T02:05:37.845947] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 0.78% [2025-11-22T02:05:37.865218] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 2.20% | Symbol ETA: 5.9s | Global ETA: 1h 25m 25s [2025-11-22T02:05:38.001512] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.30% | Symbol ETA: 24.9s | Global ETA: 1h 25m 26s [2025-11-22T02:05:38.002603] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:38.002684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:38.007426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:38.009191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:38.009676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:38.010066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:38.014795] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.51% [2025-11-22T02:05:38.017272] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:05:38.034114] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 1.59% [2025-11-22T02:05:38.053482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:38.055585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:38.186733] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.77%, Actual: 0.73% [2025-11-22T02:05:38.189767] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.06% [2025-11-22T02:05:38.189974] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 40.0147% [2025-11-22T02:05:38.190061] [INFO ] [main ] BLE: DISCARDED add_prev_close_to_open (score: 40.01%) [2025-11-22T02:05:38.190103] [INFO ] [main ] BLE: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:05:38.190136] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_prior_day_tail_pressure'] [2025-11-22T02:05:38.190170] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:38.201433] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:38.202749] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:38.202812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:38.203020] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.48%, Actual: 1.32% [2025-11-22T02:05:38.204494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:38.205017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:38.207930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:38.210666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:38.354992] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 0.10% [2025-11-22T02:05:38.370223] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 3.00%, Actual: 1.92% [2025-11-22T02:05:38.522854] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.51%, Actual: 0.09% [2025-11-22T02:05:38.523066] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 47.4581% [2025-11-22T02:05:38.523190] [INFO ] [main ] ACR: KEPT add_morning_range_expansion (score: 47.46%) [2025-11-22T02:05:38.523253] [INFO ] [main ] ACR: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:05:38.523287] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_open_11_elasticity'] [2025-11-22T02:05:38.523321] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:38.535798] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:38.537246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:38.537310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:38.538555] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 0.82% [2025-11-22T02:05:38.539028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:38.539521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:38.539926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:38.540855] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:38.544962] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:38.546102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:38.668310] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.87% | Symbol ETA: 24.2s | Global ETA: 1h 25m 27s [2025-11-22T02:05:38.669240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:38.669303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:38.673989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:38.675721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:38.676218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:38.676599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:38.706129] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.75% [2025-11-22T02:05:38.719840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:38.721706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:38.792688] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 9.7s | Global ETA: 1h 25m 28s [2025-11-22T02:05:38.793571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:38.793635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:38.795291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:38.795785] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:38.798730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:38.801458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:38.876722] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.02%, Actual: 0.67% [2025-11-22T02:05:39.050306] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 1.88% [2025-11-22T02:05:39.124805] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.02% | Symbol ETA: 15.9s | Global ETA: 1h 25m 29s [2025-11-22T02:05:39.125703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:39.125767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.127385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:39.127877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:39.128259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:39.129191] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:39.133308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:39.134866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.219780] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 7.35%, Actual: 1.79% [2025-11-22T02:05:39.333112] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.09% | Symbol ETA: 23.5s | Global ETA: 1h 25m 29s [2025-11-22T02:05:39.334025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:39.334087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:39.338842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.340544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:39.341019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:39.341398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:39.382405] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 9.1s | Global ETA: 1h 25m 29s [2025-11-22T02:05:39.383313] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:39.383378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.384341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:39.385067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:39.385550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:39.386159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.388470] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:39.389999] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.91%, Actual: 3.67% [2025-11-22T02:05:39.391123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.558253] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 2.20%, Actual: 4.98% [2025-11-22T02:05:39.558483] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 43.3873% [2025-11-22T02:05:39.558586] [INFO ] [main ] AEO: DISCARDED add_prev_close_to_1100 (score: 43.39%) [2025-11-22T02:05:39.558630] [INFO ] [main ] AEO: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:05:39.558683] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_prev_close_to_open'] [2025-11-22T02:05:39.558719] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:39.572906] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:39.574297] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:39.574360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.576091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:39.576595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:39.577011] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:39.577803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:39.580142] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:39.665467] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:39.666339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.713355] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 15.3s | Global ETA: 1h 25m 30s [2025-11-22T02:05:39.714248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:39.714310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.715969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:39.716438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:39.716862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:39.717819] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:39.721995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:39.723211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.966568] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 8.5s | Global ETA: 1h 25m 31s [2025-11-22T02:05:39.967496] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:39.967559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:39.969361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:39.969939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:39.972846] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:39.976005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:39.998320] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 22.9s | Global ETA: 1h 25m 31s [2025-11-22T02:05:39.999247] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:39.999309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:40.003993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.005708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:40.006201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:40.006578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:40.049058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:40.050927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:40.273168] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 11.9s | Global ETA: 1h 25m 31s [2025-11-22T02:05:40.274128] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:40.274196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.276022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:40.276579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:40.277015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:40.277856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:40.280322] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:40.298635] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 14.7s | Global ETA: 1h 25m 32s [2025-11-22T02:05:40.299540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:40.299603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.301232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:40.301725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:40.302108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:40.303051] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:40.307176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:40.308314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:40.367752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:40.368690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:40.560593] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 7.9s | Global ETA: 1h 25m 32s [2025-11-22T02:05:40.561523] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:40.561603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.563259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:40.563759] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:40.566589] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:40.569348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:40.669964] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 22.2s | Global ETA: 1h 25m 32s [2025-11-22T02:05:40.670964] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:40.671029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:40.676509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.678767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:40.679332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:40.679750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:40.725002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:40.727201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:40.904048] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 14.2s | Global ETA: 1h 25m 33s [2025-11-22T02:05:40.905058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:40.905138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:40.907145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:40.907768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:40.908259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:40.909347] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:40.913909] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:40.915639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:41.010062] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 11.4s | Global ETA: 1h 25m 33s [2025-11-22T02:05:41.011210] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:41.011287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:41.013479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:41.014066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:41.014485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:41.015310] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:41.017899] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:41.113943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:41.115035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:41.360941] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 7.5s | Global ETA: 1h 25m 34s [2025-11-22T02:05:41.362236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:41.362321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:41.364790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:41.365461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:41.369813] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:41.373975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:41.513061] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.82% | Symbol ETA: 21.6s | Global ETA: 1h 25m 35s [2025-11-22T02:05:41.514492] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:41.514578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:41.522261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:41.525099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:41.525796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:41.526357] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:41.594323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:41.597190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:41.766315] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 13.8s | Global ETA: 1h 25m 35s [2025-11-22T02:05:41.767508] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:41.767583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:41.769586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:41.770165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:41.770574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:41.771719] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:41.776872] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:41.778249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:41.893620] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 11.1s | Global ETA: 1h 25m 36s [2025-11-22T02:05:41.894948] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:41.895031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:41.897537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:41.898221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:41.899150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:41.900043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:41.902734] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:41.992206] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:41.993228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.179797] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 7.0s | Global ETA: 1h 25m 36s [2025-11-22T02:05:42.180716] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:42.180779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.182448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:42.182958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:42.185816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:42.188481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.286403] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.86% | Symbol ETA: 21.0s | Global ETA: 1h 25m 37s [2025-11-22T02:05:42.287333] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:42.287395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:42.294397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.296155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:42.296617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:42.297019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:42.339388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:42.341274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.386219] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 13.2s | Global ETA: 1h 25m 37s [2025-11-22T02:05:42.387119] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:42.387200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.388838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:42.389305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:42.389759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:42.390701] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:42.394828] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:42.395973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.581893] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 10.2s | Global ETA: 1h 25m 37s [2025-11-22T02:05:42.582799] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:42.582863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.584567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:42.585073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:42.585465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:42.586218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:42.588525] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:42.674743] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:42.675578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.767239] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 6.3s | Global ETA: 1h 25m 38s [2025-11-22T02:05:42.768168] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:42.768232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.769933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:42.770422] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:42.773324] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:42.776109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.942812] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 20.3s | Global ETA: 1h 25m 38s [2025-11-22T02:05:42.943719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:42.943781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:42.948501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.950237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:42.950719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:42.951100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:42.966835] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 12.5s | Global ETA: 1h 25m 38s [2025-11-22T02:05:42.967764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:42.967826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:42.969448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:42.969961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:42.970347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:42.971283] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:42.975425] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:42.976660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:42.993042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:42.994982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.263304] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 9.3s | Global ETA: 1h 25m 39s [2025-11-22T02:05:43.264198] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:43.264262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.265987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:43.266510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:43.266942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:43.267771] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:43.270186] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:43.350913] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 5.6s | Global ETA: 1h 25m 39s [2025-11-22T02:05:43.351806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:43.351876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.353513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:43.354008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:43.356867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:43.358713] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:43.359545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.359700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.548317] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 11.9s | Global ETA: 1h 25m 40s [2025-11-22T02:05:43.549589] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:43.549675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.551292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:43.551798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:43.552186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:43.553158] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:43.557313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:43.558458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.620327] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.44% | Symbol ETA: 19.5s | Global ETA: 1h 25m 40s [2025-11-22T02:05:43.621315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:43.621385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:43.626799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.628658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:43.629132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:43.629538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:43.676439] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:05:43.678910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.933754] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 5.0s | Global ETA: 1h 25m 41s [2025-11-22T02:05:43.934661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:43.934745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.936403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:43.936909] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:43.939849] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:43.942531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:43.945203] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 8.6s | Global ETA: 1h 25m 41s [2025-11-22T02:05:43.946134] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:43.946199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:43.947941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:43.948451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:43.948882] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:43.949661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:43.952026] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:44.038602] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:44.039426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:44.131015] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.35% | Symbol ETA: 11.2s | Global ETA: 1h 25m 41s [2025-11-22T02:05:44.131914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:44.131976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:44.133585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:44.134093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:44.134478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:44.135423] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:44.139614] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:05:44.140785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:44.347936] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.06% | Symbol ETA: 18.8s | Global ETA: 1h 25m 42s [2025-11-22T02:05:44.515551] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.30%, Actual: 7.53% [2025-11-22T02:05:44.522147] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 4.4s | Global ETA: 1h 25m 42s [2025-11-22T02:05:44.623922] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 7.8s | Global ETA: 1h 25m 43s [2025-11-22T02:05:44.624812] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:44.624875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:44.626514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:44.627011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:44.627418] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:44.628198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:44.630513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:44.684865] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.87%, Actual: 2.40% [2025-11-22T02:05:44.693135] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.48% [2025-11-22T02:05:44.715564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:44.715653] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 10.6s | Global ETA: 1h 25m 43s [2025-11-22T02:05:44.716382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:44.856336] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.09%, Actual: 0.80% [2025-11-22T02:05:44.858920] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.64% [2025-11-22T02:05:44.882694] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.02%, Actual: 2.26% [2025-11-22T02:05:45.024161] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 1.02% [2025-11-22T02:05:45.027004] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:05:45.049104] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 2.39% [2025-11-22T02:05:45.192475] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 4.31% [2025-11-22T02:05:45.195309] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.18% [2025-11-22T02:05:45.217308] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 1.30% [2025-11-22T02:05:45.314926] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.86% | Symbol ETA: 7.1s | Global ETA: 1h 25m 44s [2025-11-22T02:05:45.315824] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:45.315889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:45.317599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:45.318127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:45.318525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:45.319291] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:45.321619] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:45.361724] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.82%, Actual: 3.35% [2025-11-22T02:05:45.370802] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.12% [2025-11-22T02:05:45.406946] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.48% [2025-11-22T02:05:45.408922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:45.409901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:45.527801] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.86%, Actual: 1.64% [2025-11-22T02:05:45.541053] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:05:45.573874] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 0.63% [2025-11-22T02:05:45.692908] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.27% [2025-11-22T02:05:45.710950] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.54% [2025-11-22T02:05:45.739858] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 0.78% [2025-11-22T02:05:45.858512] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.44%, Actual: 6.65% [2025-11-22T02:05:45.888155] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.45% [2025-11-22T02:05:45.905449] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 0.51% [2025-11-22T02:05:46.009172] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 6.4s | Global ETA: 1h 25m 46s [2025-11-22T02:05:46.010098] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:46.010164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.011853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:46.012376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:46.013122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:46.013892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:46.016279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:46.025202] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.06%, Actual: 1.38% [2025-11-22T02:05:46.025370] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 52.0111% [2025-11-22T02:05:46.025459] [INFO ] [main ] SDRL: DISCARDED add_late_day_volatility (score: 52.01%) [2025-11-22T02:05:46.025502] [INFO ] [main ] SDRL: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:05:46.025535] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_hour_microstructure'] [2025-11-22T02:05:46.025569] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:46.039160] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:46.040387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:46.040449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:46.045223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.046972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:46.047456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:46.047858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:46.063861] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.24% [2025-11-22T02:05:46.071006] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.21%, Actual: 0.73% [2025-11-22T02:05:46.091431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:46.094074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.105171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:05:46.106170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.238395] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.35%, Actual: 0.10% [2025-11-22T02:05:46.242689] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.06% [2025-11-22T02:05:46.243263] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 39.4452% [2025-11-22T02:05:46.243353] [INFO ] [main ] BLE: DISCARDED add_prior_day_tail_pressure (score: 39.45%) [2025-11-22T02:05:46.243397] [INFO ] [main ] BLE: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:05:46.243430] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_prior_mag_lag'] [2025-11-22T02:05:46.243467] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:46.256141] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:46.257381] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:46.257443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.259166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:46.259687] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:46.262520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:46.264076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.404721] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.42%, Actual: 0.09% [2025-11-22T02:05:46.404960] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.1961% [2025-11-22T02:05:46.405014] [INFO ] [main ] ACR: DISCARDED add_open_11_elasticity (score: 37.20%) [2025-11-22T02:05:46.405056] [INFO ] [main ] ACR: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:05:46.405086] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_open_reversal_intensity'] [2025-11-22T02:05:46.405121] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:46.417244] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:46.418666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:46.418729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.420379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:46.420892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:46.421276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:46.422218] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:46.426385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:46.427734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.708108] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -4.96% | Symbol ETA: 5.6s | Global ETA: 1h 25m 48s [2025-11-22T02:05:46.712720] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.98% | Symbol ETA: 24.0s | Global ETA: 1h 25m 48s [2025-11-22T02:05:46.713695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:46.713760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:46.718831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.720635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:46.721138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:46.721536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:46.768011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:46.770995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.825151] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 9.4s | Global ETA: 1h 25m 48s [2025-11-22T02:05:46.826037] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:46.826099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:46.827790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:46.828274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:46.831106] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:46.832682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:46.884801] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 1.59% [2025-11-22T02:05:46.999486] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 15.2s | Global ETA: 1h 25m 49s [2025-11-22T02:05:47.000359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:47.000423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:47.002069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:47.002561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:47.002982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:47.003916] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:47.008085] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:47.009391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:47.063997] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.32% [2025-11-22T02:05:47.243268] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 1.92% [2025-11-22T02:05:47.394884] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.18% | Symbol ETA: 23.4s | Global ETA: 1h 25m 50s [2025-11-22T02:05:47.396112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:47.396190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:47.397314] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 8.8s | Global ETA: 1h 25m 50s [2025-11-22T02:05:47.398208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:47.398269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:47.399940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:47.400410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:47.400943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:47.402682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:47.403142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:47.403250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:47.403523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:47.404835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:47.415715] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 0.82% [2025-11-22T02:05:47.448959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:47.451751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:47.586545] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.75% [2025-11-22T02:05:47.589267] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 14.6s | Global ETA: 1h 25m 50s [2025-11-22T02:05:47.590150] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:47.590213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:47.591839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:47.592303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:47.592703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:47.593615] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:47.597877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:47.599170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:47.753833] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 0.67% [2025-11-22T02:05:47.921264] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 1.88% [2025-11-22T02:05:47.965606] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 8.3s | Global ETA: 1h 25m 51s [2025-11-22T02:05:47.966479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:47.966542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:47.968212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:47.968702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:47.971518] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:47.973091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.061415] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.28% | Symbol ETA: 22.7s | Global ETA: 1h 25m 51s [2025-11-22T02:05:48.062342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:48.062405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:48.067455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.069270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:48.069761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:48.070173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:48.088896] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.86%, Actual: 1.79% [2025-11-22T02:05:48.114576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:48.117417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.175487] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 14.0s | Global ETA: 1h 25m 52s [2025-11-22T02:05:48.176483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:48.176556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.178669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:48.179173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:48.179553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:48.180499] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:48.184751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:48.186117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.256736] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 3.67% [2025-11-22T02:05:48.424073] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -4.96%, Actual: 4.98% [2025-11-22T02:05:48.424272] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 52.5943% [2025-11-22T02:05:48.424358] [INFO ] [main ] AEO: DISCARDED add_prev_close_to_open (score: 52.59%) [2025-11-22T02:05:48.424404] [INFO ] [main ] AEO: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:05:48.424438] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_prior_day_tail_pressure'] [2025-11-22T02:05:48.424474] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:48.436300] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:48.437597] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:48.437682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.439490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:48.440026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:48.440439] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:48.441224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:48.443614] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:48.533556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:48.536394] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 7.7s | Global ETA: 1h 25m 53s [2025-11-22T02:05:48.536536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.537295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:48.537359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.539022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:48.539499] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:48.542338] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:48.543921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.750437] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 22.0s | Global ETA: 1h 25m 53s [2025-11-22T02:05:48.751375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:48.751440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:48.756462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.758396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:48.758962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:48.759398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:48.762536] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 1.39% | Symbol ETA: 13.5s | Global ETA: 1h 25m 53s [2025-11-22T02:05:48.763428] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:48.763491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:48.765138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:48.765605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:48.766007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:48.766949] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:48.771138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:48.772455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:48.805557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:48.808709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.106456] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 7.1s | Global ETA: 1h 25m 54s [2025-11-22T02:05:49.107368] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:49.107429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.109107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:49.109573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:49.112412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:49.113979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.137776] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.44% | Symbol ETA: 11.4s | Global ETA: 1h 25m 54s [2025-11-22T02:05:49.139493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:49.139559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.141319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:49.141861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:49.142308] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:49.143116] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:49.145518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:49.233381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:49.236200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.352545] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.75% | Symbol ETA: 12.9s | Global ETA: 1h 25m 55s [2025-11-22T02:05:49.353450] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:49.353513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.355234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:49.355722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:49.356106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:49.357028] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:49.361297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:49.362607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.438537] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.96% | Symbol ETA: 21.3s | Global ETA: 1h 25m 55s [2025-11-22T02:05:49.439494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:49.439558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:49.444685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.446414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:49.447003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:49.447446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:49.492911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:49.496164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.678682] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 6.5s | Global ETA: 1h 25m 56s [2025-11-22T02:05:49.679544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:49.679606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.681265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:49.681781] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:49.684597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:49.686179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.840130] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.52% | Symbol ETA: 10.7s | Global ETA: 1h 25m 56s [2025-11-22T02:05:49.841133] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:49.841199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.842942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:49.843420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:49.843844] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:49.844627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:49.846992] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:49.936334] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:49.936501] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 12.3s | Global ETA: 1h 25m 56s [2025-11-22T02:05:49.937422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:49.937485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:49.939111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:49.939395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:49.939574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:49.939982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:49.940914] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:49.945033] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:49.946320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.161595] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -5.60% | Symbol ETA: 20.7s | Global ETA: 1h 25m 57s [2025-11-22T02:05:50.162489] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:50.162553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:50.167318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.169082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:50.169542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:50.169949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:50.212150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:50.214769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.249713] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 6.0s | Global ETA: 1h 25m 57s [2025-11-22T02:05:50.254408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:50.254469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.256143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:50.256632] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:50.259503] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:50.261095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.520217] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 11.7s | Global ETA: 1h 25m 58s [2025-11-22T02:05:50.521111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:50.521173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.522794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:50.523265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:50.523673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:50.524587] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:50.528884] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:50.530179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.566452] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 10.1s | Global ETA: 1h 25m 58s [2025-11-22T02:05:50.567383] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:50.567447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.569107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:50.569589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:50.570003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:50.570753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:50.573037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:50.658522] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:50.661811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.835751] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 5.4s | Global ETA: 1h 25m 59s [2025-11-22T02:05:50.836723] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:50.836787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.838615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:50.839129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:50.842334] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:50.843789] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.39% | Symbol ETA: 20.0s | Global ETA: 1h 25m 59s [2025-11-22T02:05:50.844373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:50.844791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:50.844869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:50.851335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:50.853692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:50.854239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:50.854701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:50.901076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:50.904153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.103275] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.81% | Symbol ETA: 11.1s | Global ETA: 1h 25m 59s [2025-11-22T02:05:51.104164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:51.104226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.105847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:51.106351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:51.106756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:51.107716] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:51.111819] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:51.113099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.250993] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 9.3s | Global ETA: 1h 25m 60s [2025-11-22T02:05:51.251874] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:51.251938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.253584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:51.254097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:51.254483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:51.255233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:51.257540] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:51.341516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:51.344447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.431517] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 4.8s | Global ETA: 1h 26m 0s [2025-11-22T02:05:51.432490] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:51.432553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.434267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:51.434808] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:51.437731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:51.439377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.510170] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.54% | Symbol ETA: 19.3s | Global ETA: 1h 26m 0s [2025-11-22T02:05:51.511055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:51.511117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:51.515809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.517531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:51.518011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:51.518769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:51.561128] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:51.563757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.688239] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 10.5s | Global ETA: 1h 26m 1s [2025-11-22T02:05:51.689287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:51.689351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.691026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:51.691524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:51.692302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:51.693267] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:51.697584] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:05:51.698943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:51.942563] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 8.6s | Global ETA: 1h 26m 1s [2025-11-22T02:05:51.943627] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:51.943719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:51.945477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:51.946006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:51.946411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:51.947232] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:51.949663] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:52.007407] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 4.3s | Global ETA: 1h 26m 2s [2025-11-22T02:05:52.037684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:52.040467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:52.160887] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -2.17% | Symbol ETA: 18.6s | Global ETA: 1h 26m 2s [2025-11-22T02:05:52.161772] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:52.161835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:52.166537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:52.168287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:52.168763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:52.169149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:52.173615] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.48% [2025-11-22T02:05:52.211146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:05:52.213736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:52.280857] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 9.9s | Global ETA: 1h 26m 2s [2025-11-22T02:05:52.340069] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:05:52.451638] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 2.26% [2025-11-22T02:05:52.506457] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.12% [2025-11-22T02:05:52.621635] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 2.39% [2025-11-22T02:05:52.639574] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 7.9s | Global ETA: 1h 26m 3s [2025-11-22T02:05:52.640457] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:52.640522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:52.642147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:52.642617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:52.643027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:52.643783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:52.646152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:52.672670] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.18% [2025-11-22T02:05:52.729736] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:52.732501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:52.787922] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 1.30% [2025-11-22T02:05:52.812727] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.09% | Symbol ETA: 17.9s | Global ETA: 1h 26m 4s [2025-11-22T02:05:52.837464] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:05:52.954518] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 1.39%, Actual: 1.48% [2025-11-22T02:05:52.978636] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.98%, Actual: 7.53% [2025-11-22T02:05:53.003496] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:05:53.121016] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.75%, Actual: 0.63% [2025-11-22T02:05:53.149479] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.18%, Actual: 2.40% [2025-11-22T02:05:53.168249] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.54% [2025-11-22T02:05:53.287726] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 0.78% [2025-11-22T02:05:53.318369] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 7.2s | Global ETA: 1h 26m 5s [2025-11-22T02:05:53.318407] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.28%, Actual: 0.80% [2025-11-22T02:05:53.319403] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:53.319468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:53.321100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:53.321574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:53.321984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:53.322724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:53.324986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:53.333415] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.45% [2025-11-22T02:05:53.413107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:53.416788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:53.455215] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.51% [2025-11-22T02:05:53.499535] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.24% [2025-11-22T02:05:53.506902] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.02% [2025-11-22T02:05:53.621633] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.81%, Actual: 0.73% [2025-11-22T02:05:53.665322] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.06% [2025-11-22T02:05:53.665552] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 42.2588% [2025-11-22T02:05:53.665658] [INFO ] [main ] BLE: DISCARDED add_prior_mag_lag (score: 42.26%) [2025-11-22T02:05:53.665704] [INFO ] [main ] BLE: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:05:53.665735] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_overlap_v_prior_day'] [2025-11-22T02:05:53.665770] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:05:53.676221] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.96%, Actual: 4.31% [2025-11-22T02:05:53.677002] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:53.678483] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:53.678545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:53.680268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:53.680813] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:53.683630] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:53.685975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:53.791936] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 0.10% [2025-11-22T02:05:53.848817] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -5.60%, Actual: 3.35% [2025-11-22T02:05:53.958052] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.09% [2025-11-22T02:05:53.958250] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.5019% [2025-11-22T02:05:53.958332] [INFO ] [main ] ACR: DISCARDED add_open_reversal_intensity (score: 45.50%) [2025-11-22T02:05:53.958376] [INFO ] [main ] ACR: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:05:53.958408] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:05:53.958443] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:05:53.970527] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:53.971792] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:53.971855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:53.973534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:53.974050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:53.974434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:53.975398] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:53.979714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:53.981211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.018289] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.39%, Actual: 1.64% [2025-11-22T02:05:54.042396] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.90% | Symbol ETA: 6.5s | Global ETA: 1h 26m 7s [2025-11-22T02:05:54.043325] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:54.043391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.045052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:54.045549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:54.045965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:54.046822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:54.049145] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:54.134715] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:54.137887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.187121] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.54%, Actual: 1.27% [2025-11-22T02:05:54.246788] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 8.7s | Global ETA: 1h 26m 7s [2025-11-22T02:05:54.247705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:54.247767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.249397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:54.249899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:54.252717] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:54.255019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.359200] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -2.17%, Actual: 6.65% [2025-11-22T02:05:54.529199] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.09%, Actual: 1.38% [2025-11-22T02:05:54.529409] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 55.6942% [2025-11-22T02:05:54.529519] [INFO ] [main ] SDRL: DISCARDED add_late_hour_microstructure (score: 55.69%) [2025-11-22T02:05:54.529563] [INFO ] [main ] SDRL: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:05:54.529595] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_late_session_pressure'] [2025-11-22T02:05:54.529629] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:05:54.543748] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:54.545248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:54.545311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:54.550137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.551976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:54.552447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:54.552852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:54.558993] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 14.1s | Global ETA: 1h 26m 8s [2025-11-22T02:05:54.559879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:54.559942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.561571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:54.562062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:54.562463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:54.563404] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:54.567573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:54.569081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.596517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:54.597833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.748782] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -4.40% | Symbol ETA: 5.8s | Global ETA: 1h 26m 9s [2025-11-22T02:05:54.749721] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:54.749788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.751489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:54.751995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:54.752396] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:54.753165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:54.755530] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:54.841870] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:05:54.845235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:54.872265] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 8.4s | Global ETA: 1h 26m 9s [2025-11-22T02:05:54.873150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:54.873213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:54.874868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:54.875357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:54.878223] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:54.880589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.149275] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 13.5s | Global ETA: 1h 26m 10s [2025-11-22T02:05:55.150176] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:55.150239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:55.151877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:55.152351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:55.152756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:55.153694] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:55.157910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:55.159411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.214872] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.31% | Symbol ETA: 22.1s | Global ETA: 1h 26m 10s [2025-11-22T02:05:55.215816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:55.215883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:55.220702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:55.222477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:55.222962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:55.223345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:55.266429] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:55.267749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.442123] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 7.7s | Global ETA: 1h 26m 10s [2025-11-22T02:05:55.443029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:55.443091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:55.444731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:55.445221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:55.446609] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 5.1s | Global ETA: 1h 26m 10s [2025-11-22T02:05:55.448051] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:55.450372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.618389] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.44%, Actual: 1.59% [2025-11-22T02:05:55.744010] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 12.9s | Global ETA: 1h 26m 11s [2025-11-22T02:05:55.744912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:55.744975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:55.746602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:55.747095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:55.747499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:55.748436] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:55.752600] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:55.754122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.790298] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.52%, Actual: 1.32% [2025-11-22T02:05:55.902340] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 6.65% | Symbol ETA: 21.5s | Global ETA: 1h 26m 11s [2025-11-22T02:05:55.903226] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:55.903302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:55.908072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:55.909795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:55.910249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:55.910628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:55.953448] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:55.954464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:55.958734] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 1.92% [2025-11-22T02:05:56.009481] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 7.1s | Global ETA: 1h 26m 12s [2025-11-22T02:05:56.010374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:56.010436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:56.012073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:56.012558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:56.015359] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:56.017670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:56.126968] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.82% [2025-11-22T02:05:56.296503] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.75% [2025-11-22T02:05:56.334212] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 12.4s | Global ETA: 1h 26m 13s [2025-11-22T02:05:56.335118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:56.335180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:56.337228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:56.337737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:56.338117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:56.339052] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:56.343236] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:56.344750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:56.478075] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 0.67% [2025-11-22T02:05:56.555622] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 1.77% | Symbol ETA: 20.8s | Global ETA: 1h 26m 13s [2025-11-22T02:05:56.556511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:56.556574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:56.561244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:56.563326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:56.563806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:56.564196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:56.579240] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 6.5s | Global ETA: 1h 26m 13s [2025-11-22T02:05:56.580115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:56.580176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:56.581814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:56.582294] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:56.585114] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:56.587465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:56.606800] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:56.607853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:56.665829] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 1.88% [2025-11-22T02:05:56.834249] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.90%, Actual: 1.79% [2025-11-22T02:05:56.919594] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.19% | Symbol ETA: 11.8s | Global ETA: 1h 26m 14s [2025-11-22T02:05:56.920471] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:56.920535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:56.922180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:56.922679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:56.923065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:56.924012] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:56.928253] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:56.929788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:56.999446] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -4.40%, Actual: 3.67% [2025-11-22T02:05:57.144255] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 5.9s | Global ETA: 1h 26m 15s [2025-11-22T02:05:57.145137] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:57.145200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.146822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:57.147320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:57.150105] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:57.152390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.164981] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.88%, Actual: 4.98% [2025-11-22T02:05:57.165184] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 63.2146% [2025-11-22T02:05:57.165280] [INFO ] [main ] AEO: DISCARDED add_prior_day_tail_pressure (score: 63.21%) [2025-11-22T02:05:57.165323] [INFO ] [main ] AEO: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:05:57.165357] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_prior_mag_lag'] [2025-11-22T02:05:57.165391] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:05:57.176953] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:05:57.178369] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:57.178431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.180138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:57.180628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:57.181038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:57.181793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:57.184095] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:57.215790] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 1.77% | Symbol ETA: 20.1s | Global ETA: 1h 26m 15s [2025-11-22T02:05:57.216668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:57.216731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:57.221522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.223259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:57.223733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:57.224109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:57.267441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:57.268510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.269934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:57.271610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.509979] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 11.2s | Global ETA: 1h 26m 16s [2025-11-22T02:05:57.510859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:57.510921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.512531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:57.513140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:57.513529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:57.514468] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:57.518952] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:57.520552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.710119] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 5.3s | Global ETA: 1h 26m 16s [2025-11-22T02:05:57.711019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:57.711082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.712720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:57.713204] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:57.716016] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:57.718377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.865526] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 10.8s | Global ETA: 1h 26m 17s [2025-11-22T02:05:57.866410] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:57.866474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.868144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:57.868617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:57.869024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:57.869773] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:57.872034] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:57.879193] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 19.4s | Global ETA: 1h 26m 17s [2025-11-22T02:05:57.880118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:57.880183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:57.885205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:57.887026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:57.887522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:57.887928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:57.930869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:57.932012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:57.955971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:57.957597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.102753] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 10.6s | Global ETA: 1h 26m 17s [2025-11-22T02:05:58.103697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:58.103762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.105459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:58.105962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:58.106391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:58.107380] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:58.111728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:58.113271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.298866] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 4.8s | Global ETA: 1h 26m 18s [2025-11-22T02:05:58.299814] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:58.299880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.301704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:58.302277] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:58.305680] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:58.308198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.548680] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.63% | Symbol ETA: 10.1s | Global ETA: 1h 26m 18s [2025-11-22T02:05:58.549547] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:58.549610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.551267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:58.551765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:58.552156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:58.552992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:58.555264] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:58.555429] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.52% | Symbol ETA: 18.7s | Global ETA: 1h 26m 18s [2025-11-22T02:05:58.556314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:58.556376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:58.561105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.562837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:58.563293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:58.563690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:58.606754] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:58.608001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.641823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:58.643712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.690125] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 10.0s | Global ETA: 1h 26m 19s [2025-11-22T02:05:58.691020] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:58.691082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.692739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:58.693208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:58.693618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:58.694571] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:58.698789] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:58.700282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:58.885187] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 4.2s | Global ETA: 1h 26m 19s [2025-11-22T02:05:58.886086] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:05:58.886148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:58.887839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:05:58.888349] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:05:58.891183] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:05:58.893513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:59.246443] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.87% | Symbol ETA: 18.1s | Global ETA: 1h 26m 20s [2025-11-22T02:05:59.246754] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -4.08% | Symbol ETA: 9.5s | Global ETA: 1h 26m 20s [2025-11-22T02:05:59.247431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:59.247497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:59.247673] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:59.247738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:59.249384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:59.249876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:59.250266] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:59.251025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:59.252323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:59.253317] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:59.254091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:59.254572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:59.254977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:59.282261] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 9.4s | Global ETA: 1h 26m 20s [2025-11-22T02:05:59.283263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:59.283333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:59.285184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:59.285746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:59.286172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:05:59.287202] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:05:59.291685] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:05:59.293423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:59.297777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:59.299022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:59.338183] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:05:59.339847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:05:59.452192] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 3.6s | Global ETA: 1h 26m 21s [2025-11-22T02:05:59.619595] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.48% [2025-11-22T02:05:59.786393] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.64% [2025-11-22T02:05:59.891171] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 8.8s | Global ETA: 1h 26m 22s [2025-11-22T02:05:59.903709] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 17.4s | Global ETA: 1h 26m 22s [2025-11-22T02:05:59.904576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:05:59.904659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:05:59.909419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:59.911177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:59.911696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:59.912083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:05:59.941000] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 8.8s | Global ETA: 1h 26m 22s [2025-11-22T02:05:59.941963] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:05:59.942038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:05:59.944214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:05:59.944740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:05:59.945143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:05:59.945929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:05:59.948386] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:05:59.955153] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.12% [2025-11-22T02:05:59.955337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:05:59.956368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:00.039629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:00.041580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:00.066359] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 2.26% [2025-11-22T02:06:00.148709] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.18% [2025-11-22T02:06:00.255411] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 2.39% [2025-11-22T02:06:00.470802] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 1.30% [2025-11-22T02:06:00.529026] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.12% [2025-11-22T02:06:00.637249] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.48% [2025-11-22T02:06:00.758063] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.26% | Symbol ETA: 16.8s | Global ETA: 1h 26m 24s [2025-11-22T02:06:00.758979] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:00.759042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:00.763793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:00.765552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:00.766034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:00.766412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:00.804377] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.19%, Actual: 0.63% [2025-11-22T02:06:00.808691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:06:00.809789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:00.830548] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 8.3s | Global ETA: 1h 26m 24s [2025-11-22T02:06:00.831481] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:00.831566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:00.833282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:00.833826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:00.834244] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:00.835008] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:00.837346] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:00.846202] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.14% [2025-11-22T02:06:00.922051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:00.923888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:00.971392] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 0.78% [2025-11-22T02:06:01.114995] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.54% [2025-11-22T02:06:01.149672] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.51% [2025-11-22T02:06:01.288148] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.45% [2025-11-22T02:06:01.321135] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 0.73% [2025-11-22T02:06:01.460867] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -5.79% | Symbol ETA: 16.1s | Global ETA: 1h 26m 26s [2025-11-22T02:06:01.462169] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.24% [2025-11-22T02:06:01.491407] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.29%, Actual: 0.10% [2025-11-22T02:06:01.573450] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.35% | Symbol ETA: 7.6s | Global ETA: 1h 26m 26s [2025-11-22T02:06:01.574542] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:01.574606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:01.576440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:01.576934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:01.577337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:01.578079] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:01.580681] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:01.636055] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.31%, Actual: 7.53% [2025-11-22T02:06:01.637450] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.06% [2025-11-22T02:06:01.637685] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 37.5324% [2025-11-22T02:06:01.637781] [INFO ] [main ] BLE: DISCARDED add_range_overlap_v_prior_day (score: 37.53%) [2025-11-22T02:06:01.637824] [INFO ] [main ] BLE: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:06:01.637857] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency'] [2025-11-22T02:06:01.637892] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:01.649521] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:01.650885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:01.650950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:01.652687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:01.653226] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:01.656236] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:01.658467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:01.658747] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.09% [2025-11-22T02:06:01.658973] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.8200% [2025-11-22T02:06:01.659061] [INFO ] [main ] ACR: DISCARDED add_open_vs_close_liquidity_ratio (score: 36.82%) [2025-11-22T02:06:01.659106] [INFO ] [main ] ACR: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:06:01.659139] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_open_vs_prev_range_position'] [2025-11-22T02:06:01.659173] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:01.664730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:01.666544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:01.671496] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:01.672925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:01.672988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:01.674683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:01.675182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:01.675566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:01.676514] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:01.680758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:01.683595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:01.806959] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 6.65%, Actual: 2.40% [2025-11-22T02:06:01.976619] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 1.77%, Actual: 0.80% [2025-11-22T02:06:02.146361] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 1.77%, Actual: 1.02% [2025-11-22T02:06:02.242426] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 8.9s | Global ETA: 1h 26m 28s [2025-11-22T02:06:02.243333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:02.243394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.245080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:02.245587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:02.248463] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:02.250561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:02.260179] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.87% | Symbol ETA: 6.8s | Global ETA: 1h 26m 28s [2025-11-22T02:06:02.261086] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:02.261152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.262819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:02.263303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:02.263711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:02.264436] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:02.266731] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:02.271681] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 13.7s | Global ETA: 1h 26m 28s [2025-11-22T02:06:02.272566] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:02.272628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.274286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:02.274786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:02.275170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:02.276150] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:02.280310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:02.283211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:02.314744] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 4.31% [2025-11-22T02:06:02.350428] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:02.352291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:02.480703] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.52%, Actual: 3.35% [2025-11-22T02:06:02.645059] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.87%, Actual: 1.64% [2025-11-22T02:06:02.808934] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.27% [2025-11-22T02:06:02.820379] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 8.2s | Global ETA: 1h 26m 29s [2025-11-22T02:06:02.821275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:02.821336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.823023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:02.823526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:02.826378] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:02.828523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:02.876526] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 13.1s | Global ETA: 1h 26m 29s [2025-11-22T02:06:02.877577] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:02.877685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.879899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:02.880505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:02.881018] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:02.882164] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:02.886510] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:02.889606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:02.957317] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 5.34% | Symbol ETA: 6.1s | Global ETA: 1h 26m 30s [2025-11-22T02:06:02.958383] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:02.958457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:02.960536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:02.961098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:02.961513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:02.962357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:02.964807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:02.991866] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.26%, Actual: 6.65% [2025-11-22T02:06:03.053958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:03.055717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.157424] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -5.79%, Actual: 1.38% [2025-11-22T02:06:03.157636] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 40.1924% [2025-11-22T02:06:03.157763] [INFO ] [main ] SDRL: DISCARDED add_late_session_pressure (score: 40.19%) [2025-11-22T02:06:03.157806] [INFO ] [main ] SDRL: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:06:03.157860] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_micro_gap_fill_velocity'] [2025-11-22T02:06:03.157896] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:03.171766] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:03.173064] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:03.173131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:03.177969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.179779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:03.180245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:03.180625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:03.223904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:03.226030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.392736] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 7.6s | Global ETA: 1h 26m 31s [2025-11-22T02:06:03.393595] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:03.393679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.395298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:03.395811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:03.398633] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:03.400725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.496966] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 12.6s | Global ETA: 1h 26m 31s [2025-11-22T02:06:03.497882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:03.497944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.499561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:03.500048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:03.500429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:03.501361] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:03.505513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:03.508342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.663094] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 5.3s | Global ETA: 1h 26m 31s [2025-11-22T02:06:03.664067] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:03.664149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.665872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:03.666387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:03.666818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:03.667601] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:03.670031] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:03.760686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:06:03.762608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.839403] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.35% | Symbol ETA: 21.0s | Global ETA: 1h 26m 32s [2025-11-22T02:06:03.840331] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:03.840397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:03.845153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.846904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:03.847408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:03.847813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:03.890281] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:03.892390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:03.954654] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 7.0s | Global ETA: 1h 26m 32s [2025-11-22T02:06:03.955514] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:03.955576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:03.957237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:03.957735] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:03.960547] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:03.962609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:04.085850] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 11.9s | Global ETA: 1h 26m 32s [2025-11-22T02:06:04.086746] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:04.086809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:04.088456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:04.088953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:04.089337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:04.090275] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:04.094430] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:04.097310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:04.374034] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.62% | Symbol ETA: 4.6s | Global ETA: 1h 26m 33s [2025-11-22T02:06:04.512422] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.75% | Symbol ETA: 20.3s | Global ETA: 1h 26m 34s [2025-11-22T02:06:04.513353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:04.513420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:04.518167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:04.519995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:04.520041] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 6.4s | Global ETA: 1h 26m 34s [2025-11-22T02:06:04.520473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:04.520878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:04.520929] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:04.520992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:04.522615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:04.523109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:04.525939] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:04.528044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:04.547202] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 1.59% [2025-11-22T02:06:04.563270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:04.565356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:04.674911] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 11.3s | Global ETA: 1h 26m 34s [2025-11-22T02:06:04.675862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:04.675925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:04.677584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:04.678076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:04.678485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:04.679444] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:04.686811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:04.689726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:04.721172] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 1.32% [2025-11-22T02:06:04.888824] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -4.08%, Actual: 1.92% [2025-11-22T02:06:05.058362] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 0.82% [2025-11-22T02:06:05.082980] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.8s | Global ETA: 1h 26m 35s [2025-11-22T02:06:05.083919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:05.084300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.085980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:05.086461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:05.089338] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:05.091425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:05.186575] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 7.88% | Symbol ETA: 19.7s | Global ETA: 1h 26m 35s [2025-11-22T02:06:05.187551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:05.187617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:05.192636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.194665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:05.195158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:05.195584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:05.227411] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.75% [2025-11-22T02:06:05.241848] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:05.244164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:05.286143] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 10.7s | Global ETA: 1h 26m 36s [2025-11-22T02:06:05.287042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:05.287106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.288788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:05.289259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:05.289679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:05.290607] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:05.294831] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:05.297698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:05.394593] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.35%, Actual: 0.67% [2025-11-22T02:06:05.562271] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 1.88% [2025-11-22T02:06:05.651161] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 5.3s | Global ETA: 1h 26m 36s [2025-11-22T02:06:05.652078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:05.652140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.653784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:05.654262] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:05.657094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:05.659167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:05.738278] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 5.34%, Actual: 1.79% [2025-11-22T02:06:05.884058] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.95% | Symbol ETA: 19.1s | Global ETA: 1h 26m 37s [2025-11-22T02:06:05.885029] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:05.885095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:05.887036] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 10.1s | Global ETA: 1h 26m 37s [2025-11-22T02:06:05.888013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:05.888076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.889731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:05.889992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:05.890208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:05.890595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:05.891530] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:05.891875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:05.892358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:05.892776] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:05.897990] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:05.900889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:05.909057] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 3.67% [2025-11-22T02:06:05.939171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:05.941274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.076822] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.62%, Actual: 4.98% [2025-11-22T02:06:06.077023] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 40.5885% [2025-11-22T02:06:06.077119] [INFO ] [main ] AEO: DISCARDED add_prior_mag_lag (score: 40.59%) [2025-11-22T02:06:06.077199] [INFO ] [main ] AEO: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:06:06.077237] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_range_overlap_v_prior_day'] [2025-11-22T02:06:06.077274] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:06.089248] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:06.090708] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:06.090771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.092473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:06.093026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:06.093433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:06.094209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:06.096597] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:06.186605] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:06.189319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.214311] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 4.7s | Global ETA: 1h 26m 38s [2025-11-22T02:06:06.215206] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:06.215268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.216900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:06.217395] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:06.220180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:06.222240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.499912] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 9.5s | Global ETA: 1h 26m 39s [2025-11-22T02:06:06.500848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:06.500914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.502613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:06.503161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:06.503564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:06.504536] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:06.508855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:06.511815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.583244] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.56% | Symbol ETA: 18.4s | Global ETA: 1h 26m 39s [2025-11-22T02:06:06.584169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:06.584234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:06.589247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.591178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:06.591749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:06.592200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:06.637234] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:06.639439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.778461] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 4.1s | Global ETA: 1h 26m 39s [2025-11-22T02:06:06.779357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:06:06.779419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.781060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:06.781544] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:06.784349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:06.786405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:06.795233] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 10.7s | Global ETA: 1h 26m 39s [2025-11-22T02:06:06.796399] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:06.796477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:06.798753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:06.799373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:06.799909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:06.800905] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:06.803999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:06.893036] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:06.895732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:07.100070] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.57% | Symbol ETA: 8.9s | Global ETA: 1h 26m 40s [2025-11-22T02:06:07.101001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:07.101065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:07.102735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:07.103211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:07.103602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:07.104545] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:07.108969] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:07.111828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:07.261072] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.39% | Symbol ETA: 17.7s | Global ETA: 1h 26m 41s [2025-11-22T02:06:07.261997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:07.262062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:07.266984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:07.268828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:07.269314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:07.269735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:07.313423] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:07.315562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:07.341227] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 3.5s | Global ETA: 1h 26m 41s [2025-11-22T02:06:07.491031] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 9.9s | Global ETA: 1h 26m 41s [2025-11-22T02:06:07.491927] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:07.491990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:07.493638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:07.494138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:07.494532] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:07.495278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:07.497587] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:07.506450] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:06:07.590040] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:07.592993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:07.674029] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 0.64% [2025-11-22T02:06:07.697356] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 8.3s | Global ETA: 1h 26m 42s [2025-11-22T02:06:07.841771] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.12% [2025-11-22T02:06:07.864245] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 2.26% [2025-11-22T02:06:07.926614] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 17.0s | Global ETA: 1h 26m 42s [2025-11-22T02:06:07.927525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:07.927590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:07.932348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:07.934072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:07.934536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:07.934936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:07.976942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:07.978986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:08.006682] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.18% [2025-11-22T02:06:08.041120] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 2.39% [2025-11-22T02:06:08.171531] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:06:08.193234] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 4.08% | Symbol ETA: 9.2s | Global ETA: 1h 26m 43s [2025-11-22T02:06:08.194149] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:08.194213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:08.195854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:08.196350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:08.196768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:08.197541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:08.199949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:08.218295] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.30% [2025-11-22T02:06:08.289200] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:08.291951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:08.336500] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.14% [2025-11-22T02:06:08.396874] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 1.48% [2025-11-22T02:06:08.502905] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.54% [2025-11-22T02:06:08.571304] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.63% [2025-11-22T02:06:08.585314] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 16.3s | Global ETA: 1h 26m 44s [2025-11-22T02:06:08.586215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:08.586278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:08.590994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:08.592728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:08.593200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:08.593584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:08.635617] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:08.637767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:08.668923] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.45% [2025-11-22T02:06:08.739471] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 0.78% [2025-11-22T02:06:08.835975] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.24% [2025-11-22T02:06:08.880328] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.46% | Symbol ETA: 8.5s | Global ETA: 1h 26m 45s [2025-11-22T02:06:08.881238] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:08.881304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:08.883002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:08.883549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:08.883977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:08.884778] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:08.887108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:08.909091] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.51% [2025-11-22T02:06:08.976308] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:08.979578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.003951] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 0.06% [2025-11-22T02:06:09.004154] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 47.8932% [2025-11-22T02:06:09.004264] [INFO ] [main ] BLE: KEPT add_range_volume_efficiency (score: 47.89%) [2025-11-22T02:06:09.004308] [INFO ] [main ] BLE: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:06:09.004340] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:06:09.004374] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:09.016393] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:09.017695] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:09.017757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:09.019412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:09.019948] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:09.022871] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:09.025242] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:09.029128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.080354] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.73% [2025-11-22T02:06:09.245766] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.57%, Actual: 0.10% [2025-11-22T02:06:09.250180] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.69% | Symbol ETA: 15.7s | Global ETA: 1h 26m 46s [2025-11-22T02:06:09.251083] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:09.251147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:09.255900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:09.257665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:09.258158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:09.258535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:09.300539] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:06:09.302668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.411807] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 1.03%, Actual: 0.09% [2025-11-22T02:06:09.412013] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 42.3374% [2025-11-22T02:06:09.412102] [INFO ] [main ] ACR: DISCARDED add_open_vs_prev_range_position (score: 42.34%) [2025-11-22T02:06:09.412145] [INFO ] [main ] ACR: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:06:09.412178] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_overnight_gap_amplitude'] [2025-11-22T02:06:09.412213] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:09.424616] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:09.426072] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:09.426135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:09.427845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:09.428350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:09.428767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:09.432874] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:09.437072] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:09.437754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.569070] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 7.8s | Global ETA: 1h 26m 47s [2025-11-22T02:06:09.570032] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:09.570121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:09.571895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:09.572454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:09.572886] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:09.573659] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:09.576016] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:09.589608] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 8.1s | Global ETA: 1h 26m 47s [2025-11-22T02:06:09.590501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:09.590569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:09.592250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:09.592755] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:09.595600] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:09.597769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:09.601521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.665122] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:09.667659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:09.913067] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.59% | Symbol ETA: 15.0s | Global ETA: 1h 26m 47s [2025-11-22T02:06:10.023384] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 13.1s | Global ETA: 1h 26m 48s [2025-11-22T02:06:10.024268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:10.024331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.026053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:10.026523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:10.026930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:10.027904] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:10.032053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:10.032730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:10.089208] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.35%, Actual: 7.53% [2025-11-22T02:06:10.169392] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 7.6s | Global ETA: 1h 26m 48s [2025-11-22T02:06:10.170279] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:10.170341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.172009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:10.172506] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:10.175330] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:10.177445] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:10.181234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:10.264227] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.75%, Actual: 2.40% [2025-11-22T02:06:10.272931] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.86% | Symbol ETA: 7.1s | Global ETA: 1h 26m 48s [2025-11-22T02:06:10.273854] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:10.273922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.275550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:10.276053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:10.276441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:10.277210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:10.279453] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:10.368597] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:10.371845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:10.442695] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 7.88%, Actual: 0.80% [2025-11-22T02:06:10.628395] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.95%, Actual: 1.02% [2025-11-22T02:06:10.644175] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 12.6s | Global ETA: 1h 26m 49s [2025-11-22T02:06:10.645112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:10.645175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.646872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:10.647377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:10.647795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:10.648758] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:10.653041] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:10.653692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:10.743426] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.23% | Symbol ETA: 7.0s | Global ETA: 1h 26m 50s [2025-11-22T02:06:10.744367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:10.744429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.746084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:10.746567] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:10.749417] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:10.751506] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:10.755275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:10.807038] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.56%, Actual: 4.31% [2025-11-22T02:06:10.978845] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.39%, Actual: 3.35% [2025-11-22T02:06:10.982099] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.56% | Symbol ETA: 6.4s | Global ETA: 1h 26m 50s [2025-11-22T02:06:10.983012] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:10.983076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:10.984754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:10.985232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:10.985628] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:10.986379] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:10.988685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:11.072414] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:11.075095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.152226] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 1.64% [2025-11-22T02:06:11.244471] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.55% | Symbol ETA: 12.0s | Global ETA: 1h 26m 51s [2025-11-22T02:06:11.245394] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:11.245458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.247186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:11.247709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:11.248106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:11.249073] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:11.253350] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:11.254013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.318439] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 6.4s | Global ETA: 1h 26m 51s [2025-11-22T02:06:11.319331] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:11.319393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.321031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:11.321512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:11.324343] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:11.324511] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 1.27% [2025-11-22T02:06:11.326390] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:11.330206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.495758] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 6.65% [2025-11-22T02:06:11.662122] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.16% | Symbol ETA: 5.7s | Global ETA: 1h 26m 52s [2025-11-22T02:06:11.663019] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:11.663083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.664712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:11.665191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:11.665207] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.59%, Actual: 1.38% [2025-11-22T02:06:11.665475] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.5174% [2025-11-22T02:06:11.665588] [INFO ] [main ] SDRL: DISCARDED add_micro_gap_fill_velocity (score: 47.52%) [2025-11-22T02:06:11.665598] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:11.665639] [INFO ] [main ] SDRL: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:06:11.666048] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:06:11.666085] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:11.666354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:11.668678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:11.680815] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:11.682391] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:11.682454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:11.687285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.689149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:11.689732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:11.690131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:11.734614] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:11.735673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.752197] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:11.754551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.847852] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.83% | Symbol ETA: 11.4s | Global ETA: 1h 26m 52s [2025-11-22T02:06:11.848782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:11.848846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.850498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:11.851037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:11.851430] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:11.852376] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:11.856777] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:11.857451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:11.893025] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 5.9s | Global ETA: 1h 26m 52s [2025-11-22T02:06:11.893934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:11.893996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:11.895612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:11.896112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:11.898980] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:11.901026] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:11.904825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:12.339284] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -4.59% | Symbol ETA: 5.0s | Global ETA: 1h 26m 54s [2025-11-22T02:06:12.340257] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:12.340320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:12.341958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:12.342432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:12.342878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:12.343597] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:12.345875] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:12.361618] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.35% | Symbol ETA: 19.7s | Global ETA: 1h 26m 54s [2025-11-22T02:06:12.362509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:12.362575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:12.367410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:12.369465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:12.370000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:12.370386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:12.414218] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:12.415224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:12.428319] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:06:12.430722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:12.449478] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.95% | Symbol ETA: 10.8s | Global ETA: 1h 26m 54s [2025-11-22T02:06:12.450422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:12.450488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:12.452223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:12.452733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:12.453121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:12.454100] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:12.458453] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:12.459137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:12.469676] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 5.3s | Global ETA: 1h 26m 54s [2025-11-22T02:06:12.470561] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:12.470659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:12.472281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:12.472783] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:12.475594] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:12.477741] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:12.481491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.018080] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 4.3s | Global ETA: 1h 26m 55s [2025-11-22T02:06:13.044626] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 10.2s | Global ETA: 1h 26m 55s [2025-11-22T02:06:13.044603] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.7s | Global ETA: 1h 26m 55s [2025-11-22T02:06:13.045506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:13.045507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:13.045570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.045574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.045821] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.99% | Symbol ETA: 19.1s | Global ETA: 1h 26m 55s [2025-11-22T02:06:13.046729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:13.046794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:13.047294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:13.047337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:13.047805] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:13.047846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:13.048252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:13.049235] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:13.050630] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:13.051616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.052718] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:13.053389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:13.053531] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:13.053887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:13.054213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.054272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:13.056483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.098175] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:13.099191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.206562] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.59% [2025-11-22T02:06:13.385005] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 1.32% [2025-11-22T02:06:13.557293] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 4.08%, Actual: 1.92% [2025-11-22T02:06:13.621833] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 4.1s | Global ETA: 1h 26m 57s [2025-11-22T02:06:13.622761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:13.622824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.624441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:13.625004] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:13.627947] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:13.630370] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:13.634185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.645015] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 9.6s | Global ETA: 1h 26m 57s [2025-11-22T02:06:13.645962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:13.646027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.647873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:13.648411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:13.648836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:13.649809] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:13.654213] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:13.654904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.727190] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 6.15% | Symbol ETA: 18.4s | Global ETA: 1h 26m 57s [2025-11-22T02:06:13.728063] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.46%, Actual: 0.82% [2025-11-22T02:06:13.728159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:13.728224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:13.733016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:13.734839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:13.735314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:13.735718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:13.781365] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:13.782389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:13.898603] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.75% [2025-11-22T02:06:14.064462] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.86%, Actual: 0.67% [2025-11-22T02:06:14.197245] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 3.6s | Global ETA: 1h 26m 58s [2025-11-22T02:06:14.198161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:14.198224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:14.199872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:14.200360] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:14.203335] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:14.205420] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:14.209263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:14.231567] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.56%, Actual: 1.88% [2025-11-22T02:06:14.246889] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.04% | Symbol ETA: 9.0s | Global ETA: 1h 26m 59s [2025-11-22T02:06:14.247836] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:14.247900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:14.249613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:14.250259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:14.250680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:14.251657] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:14.256106] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:14.256842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:14.400417] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.16%, Actual: 1.79% [2025-11-22T02:06:14.407133] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 17.7s | Global ETA: 1h 26m 59s [2025-11-22T02:06:14.408082] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:14.408145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:14.412979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:14.414757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:14.415231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:14.415627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:14.460268] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:14.461279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:14.569052] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -4.59%, Actual: 3.67% [2025-11-22T02:06:14.736110] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 4.98% [2025-11-22T02:06:14.736301] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 43.8200% [2025-11-22T02:06:14.736390] [INFO ] [main ] AEO: DISCARDED add_range_overlap_v_prior_day (score: 43.82%) [2025-11-22T02:06:14.736432] [INFO ] [main ] AEO: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:06:14.736464] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency'] [2025-11-22T02:06:14.736499] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:14.748768] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:14.750218] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:14.750295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:14.751968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:14.752461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:14.752915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:14.753669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:14.755974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:14.774574] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 3.0s | Global ETA: 1h 26m 60s [2025-11-22T02:06:14.845494] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:14.847893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:14.848695] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 8.4s | Global ETA: 1h 27m 0s [2025-11-22T02:06:14.849599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:14.849689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:14.851342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:14.851861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:14.852316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:14.853276] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:14.857635] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:06:14.858332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:14.943578] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.48% [2025-11-22T02:06:15.091710] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 17.0s | Global ETA: 1h 27m 1s [2025-11-22T02:06:15.092586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:15.092667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:15.097530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:15.099373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:15.099869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:15.100252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:15.109180] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.64% [2025-11-22T02:06:15.144158] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:15.145145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:15.275190] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.23%, Actual: 0.12% [2025-11-22T02:06:15.443541] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.18% [2025-11-22T02:06:15.453010] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 7.8s | Global ETA: 1h 27m 2s [2025-11-22T02:06:15.462197] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 10.3s | Global ETA: 1h 27m 2s [2025-11-22T02:06:15.463090] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:15.463154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:15.464791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:15.465272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:15.465684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:15.466412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:15.468833] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:15.554302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:15.556491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:15.612381] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:06:15.625004] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.26% [2025-11-22T02:06:15.769542] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 16.3s | Global ETA: 1h 27m 2s [2025-11-22T02:06:15.771130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:15.771192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:15.776024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:15.777894] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.14% [2025-11-22T02:06:15.777934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:15.778418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:15.778861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:15.796389] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 2.39% [2025-11-22T02:06:15.822592] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:15.823572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:15.943522] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.54% [2025-11-22T02:06:15.968295] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 1.30% [2025-11-22T02:06:16.108470] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.45% [2025-11-22T02:06:16.138942] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 1.48% [2025-11-22T02:06:16.153637] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 9.5s | Global ETA: 1h 27m 3s [2025-11-22T02:06:16.154751] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:16.154830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:16.156680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:16.157254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:16.157690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:16.158458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:16.160937] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:16.253554] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:16.256092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:16.275201] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.24% [2025-11-22T02:06:16.315091] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.95%, Actual: 0.63% [2025-11-22T02:06:16.439581] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.06% [2025-11-22T02:06:16.439764] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 41.1378% [2025-11-22T02:06:16.439817] [INFO ] [main ] BLE: DISCARDED add_range_volume_efficiency_refinements (score: 41.14%) [2025-11-22T02:06:16.439855] [INFO ] [main ] BLE: Testing feature 39/53: add_regime [2025-11-22T02:06:16.439885] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime'] [2025-11-22T02:06:16.439919] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:16.450930] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:16.451831] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 15.7s | Global ETA: 1h 27m 4s [2025-11-22T02:06:16.452136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:16.452199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:16.452767] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:16.452832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:16.453884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:16.454385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:16.457248] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:16.457787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:16.459332] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:16.459583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:16.460093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:16.460478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:16.478990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:16.492185] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 0.78% [2025-11-22T02:06:16.504117] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:16.505078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:16.660742] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.51% [2025-11-22T02:06:16.829450] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.04%, Actual: 0.73% [2025-11-22T02:06:16.880946] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 8.8s | Global ETA: 1h 27m 5s [2025-11-22T02:06:16.881935] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:16.882001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:16.883741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:16.884267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:16.884698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:16.885466] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:16.887977] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:16.977974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:16.980259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:16.998732] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.10% [2025-11-22T02:06:17.043023] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 8.1s | Global ETA: 1h 27m 6s [2025-11-22T02:06:17.043943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:17.044005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.045629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:17.046160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:17.049084] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:17.051181] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:17.071358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.123748] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.22% | Symbol ETA: 15.0s | Global ETA: 1h 27m 6s [2025-11-22T02:06:17.124617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:17.124701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:17.129551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.131427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:17.131940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:17.132324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:17.169339] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.83%, Actual: 0.09% [2025-11-22T02:06:17.169564] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 40.8348% [2025-11-22T02:06:17.169673] [INFO ] [main ] ACR: DISCARDED add_overnight_gap_amplitude (score: 40.83%) [2025-11-22T02:06:17.169727] [INFO ] [main ] ACR: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:06:17.169766] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_overnight_gap_mag'] [2025-11-22T02:06:17.169807] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:17.176352] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:17.177382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.182202] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:17.183465] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:17.183528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.185238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:17.185791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:17.186178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:17.187121] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:17.191383] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:17.192119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.602481] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.24% | Symbol ETA: 8.1s | Global ETA: 1h 27m 7s [2025-11-22T02:06:17.603500] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:17.603566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.605302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:17.605834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:17.606237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:17.607031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:17.609432] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:17.637487] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 7.5s | Global ETA: 1h 27m 7s [2025-11-22T02:06:17.638437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:17.638513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.640190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:17.640709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:17.643510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:17.645572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:17.665323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.695799] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:17.701195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.797838] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.62% | Symbol ETA: 14.3s | Global ETA: 1h 27m 8s [2025-11-22T02:06:17.798747] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:17.798809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:17.799011] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 12.7s | Global ETA: 1h 27m 8s [2025-11-22T02:06:17.799917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:17.799981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.801609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:17.802110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:17.802495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:17.803442] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:17.803588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:17.805425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:17.805920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:17.806304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:17.807837] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:17.808536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:17.849573] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:06:17.850578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:18.231478] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 6.9s | Global ETA: 1h 27m 9s [2025-11-22T02:06:18.232352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:18.232414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:18.234054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:18.234549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:18.237407] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:18.239492] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:18.259018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:18.289611] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -2.15% | Symbol ETA: 7.4s | Global ETA: 1h 27m 9s [2025-11-22T02:06:18.290898] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:18.290962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:18.292622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:18.293123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:18.293508] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:18.294263] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:18.296583] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:18.381306] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:18.383464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:18.401743] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 12.1s | Global ETA: 1h 27m 9s [2025-11-22T02:06:18.402672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:18.402740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:18.404376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:18.404885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:18.405268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:18.406248] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:18.410543] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:18.411282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:18.470900] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.33% | Symbol ETA: 13.6s | Global ETA: 1h 27m 9s [2025-11-22T02:06:18.642550] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.35%, Actual: 7.53% [2025-11-22T02:06:18.811430] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.99%, Actual: 2.40% [2025-11-22T02:06:18.827138] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 6.3s | Global ETA: 1h 27m 10s [2025-11-22T02:06:18.828045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:18.828107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:18.829750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:18.830229] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:18.833054] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:18.835108] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:18.854308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:18.981599] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 6.15%, Actual: 0.80% [2025-11-22T02:06:18.994704] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.57% | Symbol ETA: 6.7s | Global ETA: 1h 27m 11s [2025-11-22T02:06:18.995596] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:18.995680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:18.997342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:18.997859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:18.998247] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:18.999002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:19.001277] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:19.003251] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 11.4s | Global ETA: 1h 27m 11s [2025-11-22T02:06:19.004218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:19.004282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:19.005985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:19.006479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:19.006895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:19.007890] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:19.012190] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:19.012961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:19.085531] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:19.087829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:19.154092] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 1.02% [2025-11-22T02:06:19.323192] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 4.31% [2025-11-22T02:06:19.419245] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 5.7s | Global ETA: 1h 27m 12s [2025-11-22T02:06:19.420129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:19.420191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:19.421834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:19.422316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:19.425134] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:19.427237] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:19.447098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:19.495008] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 3.35% [2025-11-22T02:06:19.602317] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 10.8s | Global ETA: 1h 27m 12s [2025-11-22T02:06:19.603254] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:19.603317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:19.604962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:19.605438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:19.605843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:19.606815] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:19.611462] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:19.612383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:19.666911] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 1.64% [2025-11-22T02:06:19.697212] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.96% | Symbol ETA: 6.0s | Global ETA: 1h 27m 12s [2025-11-22T02:06:19.698310] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:19.698373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:19.700032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:19.700522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:19.700963] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:19.701832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:19.704181] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:19.796676] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:19.799816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:19.836915] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.27% [2025-11-22T02:06:20.004998] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.62%, Actual: 6.65% [2025-11-22T02:06:20.020307] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 5.1s | Global ETA: 1h 27m 13s [2025-11-22T02:06:20.021177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:20.021240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.022888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:20.023365] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:20.026170] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:20.028247] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:20.047326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.171628] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.33%, Actual: 1.38% [2025-11-22T02:06:20.171848] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 54.3366% [2025-11-22T02:06:20.171942] [INFO ] [main ] SDRL: DISCARDED add_morning_followthrough_mag_T0 (score: 54.34%) [2025-11-22T02:06:20.171986] [INFO ] [main ] SDRL: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:06:20.172019] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_morning_range_expansion'] [2025-11-22T02:06:20.172057] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:20.186204] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:20.187546] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:20.187625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:20.192617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.194476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:20.194999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:20.195403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:20.214925] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 10.2s | Global ETA: 1h 27m 14s [2025-11-22T02:06:20.215812] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:20.215879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.217531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:20.218019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:20.218401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:20.219373] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:20.223699] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:20.224392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.240948] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:20.245350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.384609] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.64% | Symbol ETA: 5.3s | Global ETA: 1h 27m 14s [2025-11-22T02:06:20.385484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:20.385547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.387200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:20.387734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:20.388124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:20.388880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:20.391148] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:20.474474] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:20.476541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.610192] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 4.5s | Global ETA: 1h 27m 15s [2025-11-22T02:06:20.611087] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:20.611149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.612790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:20.613280] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:20.616118] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:20.618206] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:20.637235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.803700] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 9.6s | Global ETA: 1h 27m 15s [2025-11-22T02:06:20.804590] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:20.804672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.806380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:20.806894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:20.807324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:20.808308] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:20.812818] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:20.813534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:20.878498] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.96% | Symbol ETA: 18.8s | Global ETA: 1h 27m 15s [2025-11-22T02:06:20.879428] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:20.879497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:20.884457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:20.886318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:20.886827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:20.887260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:20.933302] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:20.938010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.065812] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 4.6s | Global ETA: 1h 27m 16s [2025-11-22T02:06:21.066693] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:21.066755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:21.068384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:21.068880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:21.069266] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:21.070031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:21.072304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:21.158433] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:21.160929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.211578] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 3.9s | Global ETA: 1h 27m 16s [2025-11-22T02:06:21.212581] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:21.212736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:21.214411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:21.214916] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:21.217894] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:21.220108] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:21.241179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.407856] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 9.0s | Global ETA: 1h 27m 17s [2025-11-22T02:06:21.408817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:21.408884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:21.410600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:21.411126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:21.411528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:21.412541] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:21.416916] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:21.417676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.556898] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.73% | Symbol ETA: 18.0s | Global ETA: 1h 27m 17s [2025-11-22T02:06:21.557877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:21.557946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:21.563005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:21.564937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:21.565454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:21.565894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:21.611916] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:21.616552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.746854] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 3.8s | Global ETA: 1h 27m 18s [2025-11-22T02:06:21.808264] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 3.3s | Global ETA: 1h 27m 18s [2025-11-22T02:06:21.809383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:06:21.809445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:21.811580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:21.812278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:21.815411] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:21.817468] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:21.836601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:21.915136] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 1.59% [2025-11-22T02:06:22.006936] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 8.4s | Global ETA: 1h 27m 18s [2025-11-22T02:06:22.007885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:22.007950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:22.013352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:22.013868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:22.014308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:22.015273] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:22.019780] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:22.020508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:22.084871] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.32% [2025-11-22T02:06:22.241380] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.94% | Symbol ETA: 17.4s | Global ETA: 1h 27m 19s [2025-11-22T02:06:22.242265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:22.242328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:22.247053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:22.248809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:22.249274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:22.249675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:22.249786] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.96%, Actual: 1.92% [2025-11-22T02:06:22.293096] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:22.297486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:22.406160] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 2.7s | Global ETA: 1h 27m 19s [2025-11-22T02:06:22.415202] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.24%, Actual: 0.82% [2025-11-22T02:06:22.573379] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:06:22.580636] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -2.15%, Actual: 0.75% [2025-11-22T02:06:22.610515] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 7.8s | Global ETA: 1h 27m 20s [2025-11-22T02:06:22.611471] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:22.611534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:22.613249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:22.613752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:22.614147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:22.615117] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:22.619359] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:06:22.620075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:22.740501] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.64% [2025-11-22T02:06:22.746971] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.57%, Actual: 0.67% [2025-11-22T02:06:22.907254] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 16.6s | Global ETA: 1h 27m 21s [2025-11-22T02:06:22.907476] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.12% [2025-11-22T02:06:22.908155] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:22.908221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:22.912970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:22.913889] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.96%, Actual: 1.88% [2025-11-22T02:06:22.914704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:22.915173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:22.915552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:22.959944] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:22.964254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:23.073441] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 0.18% [2025-11-22T02:06:23.083507] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.64%, Actual: 1.79% [2025-11-22T02:06:23.196514] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 7.2s | Global ETA: 1h 27m 21s [2025-11-22T02:06:23.242955] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:06:23.258961] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 3.67% [2025-11-22T02:06:23.364019] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 2.26% [2025-11-22T02:06:23.412301] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.14% [2025-11-22T02:06:23.424081] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 4.98% [2025-11-22T02:06:23.424295] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 37.0010% [2025-11-22T02:06:23.424393] [INFO ] [main ] AEO: DISCARDED add_range_volume_efficiency (score: 37.00%) [2025-11-22T02:06:23.424814] [INFO ] [main ] AEO: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:06:23.424856] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:06:23.424893] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:23.436990] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:23.438514] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:23.438578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:23.440295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:23.440843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:23.441248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:23.442013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:23.444293] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:23.532581] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:23.536622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:23.539699] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 2.39% [2025-11-22T02:06:23.580552] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.45% | Symbol ETA: 16.0s | Global ETA: 1h 27m 22s [2025-11-22T02:06:23.581495] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:23.581561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:23.586509] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.54% [2025-11-22T02:06:23.588691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:23.590861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:23.591362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:23.591779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:23.635807] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:23.640119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:23.706613] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 1.30% [2025-11-22T02:06:23.758953] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.45% [2025-11-22T02:06:23.883265] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.48% [2025-11-22T02:06:23.931887] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.24% [2025-11-22T02:06:24.062269] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.63% [2025-11-22T02:06:24.102889] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.06% [2025-11-22T02:06:24.103094] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 50.6972% [2025-11-22T02:06:24.103211] [INFO ] [main ] BLE: KEPT add_regime (score: 50.70%) [2025-11-22T02:06:24.103254] [INFO ] [main ] BLE: Testing feature 40/53: add_regime_flags [2025-11-22T02:06:24.103288] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_regime_flags'] [2025-11-22T02:06:24.103322] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:24.116111] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:24.117431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:24.117494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.119188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:24.119724] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:24.122608] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:24.124803] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:24.128539] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 2.23% | Symbol ETA: 9.7s | Global ETA: 1h 27m 24s [2025-11-22T02:06:24.129458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:24.129521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.131159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:24.131659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:24.132065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:24.132807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:24.135080] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:24.144965] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:24.146236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.221064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:24.225101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.248747] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 0.78% [2025-11-22T02:06:24.261600] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 15.3s | Global ETA: 1h 27m 24s [2025-11-22T02:06:24.262601] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:24.262688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:24.267667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.269444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:24.269949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:24.270345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:24.316241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:24.321610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.417152] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.51% [2025-11-22T02:06:24.582715] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 0.73% [2025-11-22T02:06:24.735141] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 1h 27m 25s [2025-11-22T02:06:24.736078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:24.736146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.737937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:24.738469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:24.741510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:24.743842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:24.749977] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.26%, Actual: 0.10% [2025-11-22T02:06:24.764481] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:24.765831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.821944] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 9.1s | Global ETA: 1h 27m 26s [2025-11-22T02:06:24.822838] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:24.822902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.824516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:24.825005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:24.825395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:24.826139] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:24.828493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:24.914958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:24.916616] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.10%, Actual: 0.09% [2025-11-22T02:06:24.916835] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.6831% [2025-11-22T02:06:24.916920] [INFO ] [main ] ACR: DISCARDED add_overnight_gap_mag (score: 36.68%) [2025-11-22T02:06:24.916983] [INFO ] [main ] ACR: Testing feature 29/53: add_pct_change [2025-11-22T02:06:24.917017] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_pct_change'] [2025-11-22T02:06:24.917052] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:24.918931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.929526] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:24.930800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:24.930863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.932536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:24.933062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:24.933448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:24.934381] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:24.938718] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:24.940705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:24.953112] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 14.6s | Global ETA: 1h 27m 26s [2025-11-22T02:06:24.954114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:24.954196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:24.961364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:24.963385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:24.963919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:24.964338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:25.009406] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:25.013901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:25.352655] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 7.5s | Global ETA: 1h 27m 27s [2025-11-22T02:06:25.353610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:25.353710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:25.355410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:25.355970] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:25.358944] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:25.361045] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:25.381297] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:25.382630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:25.516147] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 3.95% | Symbol ETA: 8.4s | Global ETA: 1h 27m 27s [2025-11-22T02:06:25.517057] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:25.517120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:25.518806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:25.519317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:25.519721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:25.520444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:25.522766] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:25.529868] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.82% | Symbol ETA: 12.0s | Global ETA: 1h 27m 27s [2025-11-22T02:06:25.530758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:25.530866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:25.532563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:25.533054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:25.533439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:25.534375] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:25.538624] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:25.540602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:25.613774] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:25.618093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:25.652464] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.64% | Symbol ETA: 13.9s | Global ETA: 1h 27m 28s [2025-11-22T02:06:25.653362] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:25.653424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:25.658216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:25.660003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:25.660471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:25.660895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:25.705713] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:25.710589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:25.968384] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 6.9s | Global ETA: 1h 27m 29s [2025-11-22T02:06:25.969269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:25.969333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:25.971005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:25.971487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:25.974304] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:25.976370] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:25.995568] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:25.996598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.133068] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.06% | Symbol ETA: 11.5s | Global ETA: 1h 27m 29s [2025-11-22T02:06:26.133968] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:26.134031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.135689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:26.136172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:26.136553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:26.137554] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:26.141748] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:26.143696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.212658] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 7.7s | Global ETA: 1h 27m 29s [2025-11-22T02:06:26.213557] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:26.213621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.215287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:26.215784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:26.216172] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:26.216937] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:26.219315] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:26.305161] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:26.309171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.323198] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -8.10% | Symbol ETA: 13.2s | Global ETA: 1h 27m 29s [2025-11-22T02:06:26.324136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:26.324199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:26.329067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.330803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:26.331261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:26.331663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:26.374417] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:26.378954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.582718] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 6.3s | Global ETA: 1h 27m 30s [2025-11-22T02:06:26.583660] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:26.583723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.585369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:26.585889] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:26.588763] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:26.590836] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:26.610843] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:26.612095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.732276] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 10.8s | Global ETA: 1h 27m 30s [2025-11-22T02:06:26.733169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:26.733550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.735207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:26.735762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:26.736148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:26.737094] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:26.741298] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:26.743265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:26.905266] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.03% | Symbol ETA: 7.0s | Global ETA: 1h 27m 31s [2025-11-22T02:06:26.906148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:26.906211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:26.907856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:26.908339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:26.908739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:26.909503] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:26.912100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:26.998091] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:27.000020] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 12.6s | Global ETA: 1h 27m 31s [2025-11-22T02:06:27.002149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:27.167558] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.96%, Actual: 7.53% [2025-11-22T02:06:27.203315] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 5.6s | Global ETA: 1h 27m 32s [2025-11-22T02:06:27.204224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:27.204287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:27.206045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:27.206559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:27.209615] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:27.211919] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:27.233791] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:27.235118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:27.332485] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 10.2s | Global ETA: 1h 27m 32s [2025-11-22T02:06:27.333385] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:27.333449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:27.335146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:27.335613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:27.336016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:27.336956] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:27.337534] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.73%, Actual: 2.40% [2025-11-22T02:06:27.341190] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:27.343233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:27.505189] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.94%, Actual: 0.80% [2025-11-22T02:06:27.607887] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 7.00% | Symbol ETA: 6.3s | Global ETA: 1h 27m 33s [2025-11-22T02:06:27.608826] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:27.608906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:27.610637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:27.611167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:27.611571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:27.612372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:27.614778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:27.671775] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.02% [2025-11-22T02:06:27.706752] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:27.711008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:27.835499] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 5.0s | Global ETA: 1h 27m 33s [2025-11-22T02:06:27.836380] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:27.836443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:27.838156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:27.838632] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:27.841493] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:27.842298] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.45%, Actual: 4.31% [2025-11-22T02:06:27.843583] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:27.867204] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:27.869022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:27.937722] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 9.6s | Global ETA: 1h 27m 34s [2025-11-22T02:06:27.938630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:27.938714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:27.940366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:27.940861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:27.941241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:27.942363] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:27.947026] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:27.949021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:28.017035] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 3.35% [2025-11-22T02:06:28.214393] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 1.64% [2025-11-22T02:06:28.348555] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 5.6s | Global ETA: 1h 27m 35s [2025-11-22T02:06:28.349673] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:28.349754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:28.352066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:28.352611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:28.353042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:28.353985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:28.356954] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:28.485057] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.64%, Actual: 1.27% [2025-11-22T02:06:28.486476] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:28.492928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:28.621877] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 4.5s | Global ETA: 1h 27m 35s [2025-11-22T02:06:28.623352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:28.623450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:28.626056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:28.626835] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:28.631337] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:28.634939] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:28.664904] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:28.666550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:28.685953] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.78% | Symbol ETA: 9.1s | Global ETA: 1h 27m 36s [2025-11-22T02:06:28.687438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:28.687550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:28.689690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:28.690325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:28.690787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:28.691852] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:28.698508] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:28.701665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:28.733137] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -8.10%, Actual: 6.65% [2025-11-22T02:06:28.937850] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.65%, Actual: 1.38% [2025-11-22T02:06:28.938083] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 59.7519% [2025-11-22T02:06:28.938204] [INFO ] [main ] SDRL: DISCARDED add_morning_range_expansion (score: 59.75%) [2025-11-22T02:06:28.938253] [INFO ] [main ] SDRL: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:06:28.938286] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_11_elasticity'] [2025-11-22T02:06:28.938323] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:28.954176] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:28.955577] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:28.955661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:28.960931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:28.963092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:28.963632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:28.964075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:29.011749] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:29.013326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:29.235664] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.35% | Symbol ETA: 5.0s | Global ETA: 1h 27m 37s [2025-11-22T02:06:29.236577] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:29.236680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.238391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:29.238906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:29.239295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:29.240050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:29.242345] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:29.326991] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:29.334330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:29.371758] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 3.9s | Global ETA: 1h 27m 37s [2025-11-22T02:06:29.372702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:29.372766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.374432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:29.374950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:29.377897] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:29.380054] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:29.399946] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:29.401251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:29.451138] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 8.6s | Global ETA: 1h 27m 37s [2025-11-22T02:06:29.452055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:29.452130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.454032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:29.454738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:29.455175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:29.456204] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:29.460667] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:29.462740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:29.696000] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.98% | Symbol ETA: 18.6s | Global ETA: 1h 27m 38s [2025-11-22T02:06:29.697120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:29.697226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:29.702389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.704245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:29.704767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:29.705163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:29.752285] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:29.753873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:29.923657] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 4.2s | Global ETA: 1h 27m 39s [2025-11-22T02:06:29.924527] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:29.924590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.926425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:29.926917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:29.927316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:29.928092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:29.930390] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:29.976098] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 3.2s | Global ETA: 1h 27m 39s [2025-11-22T02:06:29.976996] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:29.977072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:29.978748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:29.979248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:29.982155] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:29.984205] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:30.003692] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:30.004737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:30.015166] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:06:30.019135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:30.049752] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.25% | Symbol ETA: 7.9s | Global ETA: 1h 27m 39s [2025-11-22T02:06:30.050632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:30.050714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:30.052346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:30.052837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:30.053230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:30.054172] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:30.058429] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:30.060411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:30.404230] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.25% | Symbol ETA: 17.8s | Global ETA: 1h 27m 40s [2025-11-22T02:06:30.405286] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:30.405366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:30.410920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:30.412827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:30.413337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:30.413809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:30.466313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:30.467974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:30.577223] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 2.6s | Global ETA: 1h 27m 40s [2025-11-22T02:06:30.609532] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.97% | Symbol ETA: 3.5s | Global ETA: 1h 27m 40s [2025-11-22T02:06:30.648492] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 7.3s | Global ETA: 1h 27m 41s [2025-11-22T02:06:30.649391] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:30.649454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:30.651117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:30.651590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:30.652011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:30.652977] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:30.657261] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:06:30.659570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:30.745487] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.48% [2025-11-22T02:06:30.777618] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 2.23%, Actual: 1.59% [2025-11-22T02:06:30.913842] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.64% [2025-11-22T02:06:30.947116] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 1.32% [2025-11-22T02:06:31.085114] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.12% [2025-11-22T02:06:31.113021] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 3.95%, Actual: 1.92% [2025-11-22T02:06:31.122116] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.31% | Symbol ETA: 17.0s | Global ETA: 1h 27m 42s [2025-11-22T02:06:31.123094] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:31.123166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:31.128192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:31.130079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:31.130605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:31.131116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:31.177735] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:31.179199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:31.248708] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 6.6s | Global ETA: 1h 27m 42s [2025-11-22T02:06:31.253177] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 0.18% [2025-11-22T02:06:31.278614] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.82% [2025-11-22T02:06:31.415661] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 2.26% [2025-11-22T02:06:31.422678] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.12% [2025-11-22T02:06:31.446356] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.03%, Actual: 0.75% [2025-11-22T02:06:31.584444] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.06%, Actual: 2.39% [2025-11-22T02:06:31.593151] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:06:31.614385] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 7.00%, Actual: 0.67% [2025-11-22T02:06:31.751372] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 1.30% [2025-11-22T02:06:31.768077] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.54% [2025-11-22T02:06:31.782577] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.88% [2025-11-22T02:06:31.820621] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.22% | Symbol ETA: 16.3s | Global ETA: 1h 27m 44s [2025-11-22T02:06:31.821525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:31.821588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:31.826431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:31.828283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:31.828762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:31.829177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:31.872536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:31.873835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:31.918712] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 1.48% [2025-11-22T02:06:31.944968] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:06:31.948621] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.35%, Actual: 1.79% [2025-11-22T02:06:32.086001] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.63% [2025-11-22T02:06:32.113951] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 3.67% [2025-11-22T02:06:32.123472] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.24% [2025-11-22T02:06:32.255020] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 0.78% [2025-11-22T02:06:32.279451] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.97%, Actual: 4.98% [2025-11-22T02:06:32.279606] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 47.0299% [2025-11-22T02:06:32.279706] [INFO ] [main ] AEO: DISCARDED add_range_volume_efficiency_refinements (score: 47.03%) [2025-11-22T02:06:32.279750] [INFO ] [main ] AEO: Testing feature 39/53: add_regime [2025-11-22T02:06:32.279782] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_regime'] [2025-11-22T02:06:32.280144] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:32.294151] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:32.295718] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:32.295784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:32.297532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:32.298073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:32.298478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:32.299247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:32.301609] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:32.313933] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.06% [2025-11-22T02:06:32.314187] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 29.4739% [2025-11-22T02:06:32.314244] [INFO ] [main ] BLE: DISCARDED add_regime_flags (score: 29.47%) [2025-11-22T02:06:32.314284] [INFO ] [main ] BLE: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:06:32.314319] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:06:32.314379] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:32.327150] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:32.328737] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:32.328802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:32.330566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:32.331102] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:32.334421] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:32.336575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:32.356493] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:32.357742] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:32.359467] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:32.360511] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:32.361240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:32.392741] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:32.413264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:32.422880] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.47%, Actual: 0.51% [2025-11-22T02:06:32.494536] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.59% | Symbol ETA: 15.5s | Global ETA: 1h 27m 45s [2025-11-22T02:06:32.495438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:32.495500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:32.500434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:32.502225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:32.502699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:32.503095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:32.546524] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:32.547761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:32.592983] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.25%, Actual: 0.73% [2025-11-22T02:06:32.759446] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.16%, Actual: 0.10% [2025-11-22T02:06:32.929751] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 0.09% [2025-11-22T02:06:32.929944] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.9053% [2025-11-22T02:06:32.930023] [INFO ] [main ] ACR: DISCARDED add_pct_change (score: 37.91%) [2025-11-22T02:06:32.930065] [INFO ] [main ] ACR: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:06:32.930098] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_preclose_acceleration_mag'] [2025-11-22T02:06:32.930133] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:32.943284] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:32.944731] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:32.944793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:32.946489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:32.947013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:32.947440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:32.948428] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:32.952012] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 8.1s | Global ETA: 1h 27m 46s [2025-11-22T02:06:32.952636] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:32.952923] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:32.952989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:32.953718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:32.954660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:32.955180] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:32.958114] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:32.960212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:32.980195] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:32.981456] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:32.983591] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:32.984679] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:32.985351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.033240] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 9.9s | Global ETA: 1h 27m 47s [2025-11-22T02:06:33.034146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:33.034210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.035869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:33.036345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:33.036758] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:33.037510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:33.039827] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:33.125385] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:33.158758] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.97% | Symbol ETA: 14.8s | Global ETA: 1h 27m 47s [2025-11-22T02:06:33.159618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:33.159700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:33.160068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.164357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.166082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:33.166537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:33.166937] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:33.209470] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:33.210608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.565484] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -3.59% | Symbol ETA: 11.9s | Global ETA: 1h 27m 48s [2025-11-22T02:06:33.566421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:33.566499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.568221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:33.568725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:33.568732] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 7.4s | Global ETA: 1h 27m 48s [2025-11-22T02:06:33.569113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:33.569823] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:33.569889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.570066] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:33.571528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:33.572027] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:33.574366] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:33.574949] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:33.575415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.577077] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:33.597551] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:33.598697] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:33.600411] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:33.601538] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:33.602261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.763516] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.30% | Symbol ETA: 9.1s | Global ETA: 1h 27m 49s [2025-11-22T02:06:33.764434] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:33.764498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.766194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:33.766684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:33.767070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:33.767861] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:33.770190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:33.825138] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.15% | Symbol ETA: 14.0s | Global ETA: 1h 27m 49s [2025-11-22T02:06:33.826028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:33.826104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:33.830940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:33.832682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:33.833171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:33.833556] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:33.855615] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:33.875934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:33.877047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:33.878295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.172325] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.29% | Symbol ETA: 11.3s | Global ETA: 1h 27m 50s [2025-11-22T02:06:34.173220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:34.173283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.174939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:34.175465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:34.175871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:34.176840] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:34.181025] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:34.182095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.201475] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 6.8s | Global ETA: 1h 27m 50s [2025-11-22T02:06:34.202363] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:34.202427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.204077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:34.204543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:34.207371] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:34.209434] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:34.229454] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:34.230502] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:34.232164] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:34.233236] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:34.233940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.484700] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 8.4s | Global ETA: 1h 27m 50s [2025-11-22T02:06:34.485586] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:34.485671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.487331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:34.487843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:34.488265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:34.489018] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:34.491387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:34.500661] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.61% | Symbol ETA: 13.3s | Global ETA: 1h 27m 50s [2025-11-22T02:06:34.501594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:34.502014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:34.507025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.508862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:34.509374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:34.509787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:34.555688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:34.557489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.584902] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:34.605787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.769176] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 10.6s | Global ETA: 1h 27m 51s [2025-11-22T02:06:34.770125] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:34.770190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.771893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:34.772385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:34.772831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:34.773832] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:34.778197] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:34.779324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:34.816482] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 6.2s | Global ETA: 1h 27m 51s [2025-11-22T02:06:34.817414] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:34.817487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:34.819242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:34.819764] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:34.822682] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:34.824807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:34.844796] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:34.846099] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:34.847856] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:34.848944] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:34.849660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:35.194912] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.54% | Symbol ETA: 12.6s | Global ETA: 1h 27m 52s [2025-11-22T02:06:35.195918] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:35.195987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:35.201527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.203366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:35.203864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:35.204269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:35.204532] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 7.6s | Global ETA: 1h 27m 52s [2025-11-22T02:06:35.205408] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:35.205471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.207106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:35.207595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:35.207998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:35.208744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:35.211062] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:35.249608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:06:35.250932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:35.296822] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:35.316625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:35.366074] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 10.0s | Global ETA: 1h 27m 53s [2025-11-22T02:06:35.366961] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:35.367024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.368693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:35.369168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:35.369549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:35.370492] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:35.375059] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:35.376107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:35.444317] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 5.6s | Global ETA: 1h 27m 53s [2025-11-22T02:06:35.445209] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:35.445274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.446927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:35.447428] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:35.450261] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:35.452720] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:35.472277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:35.473386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:35.475024] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:35.476081] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:35.476815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:35.867311] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.67% | Symbol ETA: 12.0s | Global ETA: 1h 27m 54s [2025-11-22T02:06:35.920004] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 3.84% | Symbol ETA: 6.9s | Global ETA: 1h 27m 54s [2025-11-22T02:06:35.920901] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:35.920964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.922579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:35.923069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:35.923493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:35.924236] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:35.926558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:35.956303] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.08% | Symbol ETA: 9.4s | Global ETA: 1h 27m 54s [2025-11-22T02:06:35.957222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:35.957285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:35.958929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:35.959435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:35.959835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:35.960776] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:35.964953] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:35.965999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.011254] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:36.030939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.041129] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.98%, Actual: 7.53% [2025-11-22T02:06:36.054440] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 4.9s | Global ETA: 1h 27m 54s [2025-11-22T02:06:36.055320] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:36.055384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:36.057026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:36.057514] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:36.060357] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:36.062426] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:36.082139] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:36.083199] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:36.084826] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:36.085876] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:36.086549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.213863] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.25%, Actual: 2.40% [2025-11-22T02:06:36.389494] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.31%, Actual: 0.80% [2025-11-22T02:06:36.553149] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 8.8s | Global ETA: 1h 27m 56s [2025-11-22T02:06:36.554084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:36.554150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:36.555893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:36.556372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:36.556790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:36.557791] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:36.562132] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:36.563216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.569256] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.22%, Actual: 1.02% [2025-11-22T02:06:36.629302] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.08% | Symbol ETA: 6.2s | Global ETA: 1h 27m 56s [2025-11-22T02:06:36.630205] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:36.630269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:36.631903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:36.632387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:36.632796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:36.633520] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:36.635821] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:36.677252] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 4.3s | Global ETA: 1h 27m 56s [2025-11-22T02:06:36.678142] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:36.678254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:36.679919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:36.680411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:36.683233] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:36.685303] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:36.704507] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:36.705547] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:36.707179] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:36.708231] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:36.708932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.719302] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:36.738960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:36.740156] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.59%, Actual: 4.31% [2025-11-22T02:06:36.908987] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.97%, Actual: 3.35% [2025-11-22T02:06:37.086352] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.15%, Actual: 1.64% [2025-11-22T02:06:37.152438] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 8.2s | Global ETA: 1h 27m 57s [2025-11-22T02:06:37.153326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:37.153389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.155072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:37.155545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:37.155955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:37.156897] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:37.161078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:37.162139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:37.255049] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.61%, Actual: 1.27% [2025-11-22T02:06:37.346386] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 3.7s | Global ETA: 1h 27m 58s [2025-11-22T02:06:37.347297] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:37.347362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.347394] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 5.4s | Global ETA: 1h 27m 58s [2025-11-22T02:06:37.348350] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:37.348416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.349016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:37.349525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:37.350175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:37.350705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:37.351102] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:37.351872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:37.352328] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:37.354318] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:37.354392] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:37.373918] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:37.374944] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:37.376536] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:37.377594] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:37.378304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:37.436594] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.54%, Actual: 6.65% [2025-11-22T02:06:37.443200] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:37.463899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:37.615807] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.67%, Actual: 1.38% [2025-11-22T02:06:37.616016] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 56.5495% [2025-11-22T02:06:37.616147] [INFO ] [main ] SDRL: DISCARDED add_open_11_elasticity (score: 56.55%) [2025-11-22T02:06:37.616192] [INFO ] [main ] SDRL: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:06:37.616223] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_reversal_intensity'] [2025-11-22T02:06:37.616279] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:37.630823] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:37.632378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:37.632441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:37.637295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.639182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:37.639728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:37.640141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:37.685999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:37.687466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:37.749661] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 7.6s | Global ETA: 1h 27m 59s [2025-11-22T02:06:37.750579] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:37.750660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.752290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:37.752777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:37.753202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:37.754152] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:37.758382] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:37.759421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:37.972155] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.1s | Global ETA: 1h 27m 59s [2025-11-22T02:06:37.973094] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:06:37.973170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:37.974921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:37.975426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:37.978496] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:37.980750] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:38.003874] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:38.005003] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:38.006769] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:38.007920] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:38.008721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:38.083465] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.39% | Symbol ETA: 4.7s | Global ETA: 1h 27m 60s [2025-11-22T02:06:38.084390] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:38.084455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:38.086182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:38.086691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:38.087088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:38.087891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:38.090387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:38.181163] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:38.203098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:38.322866] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.69% | Symbol ETA: 17.2s | Global ETA: 1h 28m 0s [2025-11-22T02:06:38.323838] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:38.323905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:38.328964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:38.331020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:38.331600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:38.332100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:38.335360] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 7.0s | Global ETA: 1h 28m 0s [2025-11-22T02:06:38.336279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:38.336350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:38.338041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:38.338547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:38.338950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:38.339932] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:38.344134] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:38.345199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:38.379114] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:38.380554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:38.615559] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 2.5s | Global ETA: 1h 28m 1s [2025-11-22T02:06:38.794376] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.48% [2025-11-22T02:06:38.840795] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 4.0s | Global ETA: 1h 28m 2s [2025-11-22T02:06:38.841724] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:38.841790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:38.843516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:38.844057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:38.844491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:38.845287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:38.847784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:38.930157] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 6.4s | Global ETA: 1h 28m 2s [2025-11-22T02:06:38.937960] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:38.958570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:38.969148] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.64% [2025-11-22T02:06:39.011892] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.28% | Symbol ETA: 16.5s | Global ETA: 1h 28m 2s [2025-11-22T02:06:39.012786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:39.012849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:39.017793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:39.019813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:39.020289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:39.020719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:39.067686] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:39.069137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:39.104012] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -3.59%, Actual: 2.26% [2025-11-22T02:06:39.145449] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.12% [2025-11-22T02:06:39.272251] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 2.39% [2025-11-22T02:06:39.320756] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.18% [2025-11-22T02:06:39.441981] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.30% [2025-11-22T02:06:39.500195] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.12% [2025-11-22T02:06:39.557104] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 3.3s | Global ETA: 1h 28m 3s [2025-11-22T02:06:39.614301] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 1.48% [2025-11-22T02:06:39.670275] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:06:39.703606] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.71% | Symbol ETA: 15.8s | Global ETA: 1h 28m 4s [2025-11-22T02:06:39.704997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:39.705072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:39.710120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:39.711930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:39.712420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:39.712835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:39.728563] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 1.59% [2025-11-22T02:06:39.758022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:39.759435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:39.782485] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.08%, Actual: 0.63% [2025-11-22T02:06:39.837534] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.54% [2025-11-22T02:06:39.894230] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 1.32% [2025-11-22T02:06:39.951472] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.33%, Actual: 0.78% [2025-11-22T02:06:40.003704] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.45% [2025-11-22T02:06:40.060758] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 1.92% [2025-11-22T02:06:40.136344] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.51% [2025-11-22T02:06:40.170513] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.24% [2025-11-22T02:06:40.229205] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.82% [2025-11-22T02:06:40.305476] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 0.73% [2025-11-22T02:06:40.337085] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.06% [2025-11-22T02:06:40.337296] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 38.0435% [2025-11-22T02:06:40.337403] [INFO ] [main ] BLE: DISCARDED add_return_volume_nonlinearity_proxies (score: 38.04%) [2025-11-22T02:06:40.337445] [INFO ] [main ] BLE: Testing feature 42/53: add_shelf_lag [2025-11-22T02:06:40.337476] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_shelf_lag'] [2025-11-22T02:06:40.337510] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:40.350011] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:40.351201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:40.351294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:40.352987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:40.353479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:40.356333] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:40.358469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:40.377279] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 15.1s | Global ETA: 1h 28m 5s [2025-11-22T02:06:40.378162] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:40.378225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:40.378361] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:40.379754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:40.382983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:40.384712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:40.385171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:40.385548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:40.414856] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 3.84%, Actual: 0.75% [2025-11-22T02:06:40.429144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:40.430449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:40.476951] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.67%, Actual: 0.10% [2025-11-22T02:06:40.585860] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 0.67% [2025-11-22T02:06:40.650355] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 0.09% [2025-11-22T02:06:40.650955] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 35.2673% [2025-11-22T02:06:40.651053] [INFO ] [main ] ACR: DISCARDED add_preclose_acceleration_mag (score: 35.27%) [2025-11-22T02:06:40.651098] [INFO ] [main ] ACR: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:06:40.651133] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_prev_1100_to_open'] [2025-11-22T02:06:40.651170] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:40.664680] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:40.666317] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:40.666437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:40.668604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:40.669144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:40.669583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:40.670559] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:40.675063] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:40.675806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:40.756912] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.88% [2025-11-22T02:06:40.925742] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.39%, Actual: 1.79% [2025-11-22T02:06:41.035891] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 8.3s | Global ETA: 1h 28m 7s [2025-11-22T02:06:41.036820] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.036886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.038601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:41.039151] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:41.040776] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 14.4s | Global ETA: 1h 28m 7s [2025-11-22T02:06:41.041664] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.041726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:41.042141] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:41.044325] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:41.046414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.048160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.048625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.049023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:41.064907] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:41.066368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.092447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:41.093120] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 3.67% [2025-11-22T02:06:41.093744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.259320] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.26%, Actual: 4.98% [2025-11-22T02:06:41.259533] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 37.9213% [2025-11-22T02:06:41.259629] [INFO ] [main ] AEO: DISCARDED add_regime (score: 37.92%) [2025-11-22T02:06:41.259693] [INFO ] [main ] AEO: Testing feature 40/53: add_regime_flags [2025-11-22T02:06:41.259727] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_regime_flags'] [2025-11-22T02:06:41.259762] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:41.271322] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:41.272614] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:41.272698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.274374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.274896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.277216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:41.279631] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:41.281977] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:41.311702] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.67% | Symbol ETA: 11.5s | Global ETA: 1h 28m 8s [2025-11-22T02:06:41.312607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.312691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.314303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.314825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.315216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:41.316154] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:41.320452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:41.321167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.367725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:41.369096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.695372] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 13.7s | Global ETA: 1h 28m 9s [2025-11-22T02:06:41.696289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.696366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:41.701285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.703034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.703515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.703909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:41.722521] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 7.6s | Global ETA: 1h 28m 9s [2025-11-22T02:06:41.723465] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.723531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.725234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:41.725762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:41.728817] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:41.730984] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:41.747090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:41.748431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.751354] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:41.752813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.913545] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.13% | Symbol ETA: 10.7s | Global ETA: 1h 28m 9s [2025-11-22T02:06:41.914447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:41.914510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.916184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.916675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.917057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:41.918019] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:41.922254] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:41.922962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:41.976054] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 9.3s | Global ETA: 1h 28m 10s [2025-11-22T02:06:41.977020] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:41.977086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:41.978869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:41.979373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:41.979801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:41.980566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:41.982967] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:42.070276] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:42.071502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:42.394983] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 6.9s | Global ETA: 1h 28m 11s [2025-11-22T02:06:42.395865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:42.395928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:42.397562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:42.398056] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:42.400869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:42.402940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:42.413233] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.29% | Symbol ETA: 13.0s | Global ETA: 1h 28m 11s [2025-11-22T02:06:42.414130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:42.414193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:42.418941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:42.420674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:42.421133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:42.421514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:42.422354] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:42.423752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:42.464572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:42.465922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:42.502410] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 9.9s | Global ETA: 1h 28m 11s [2025-11-22T02:06:42.503397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:42.503471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:42.505174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:42.505726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:42.506153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:42.507130] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:42.511473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:42.512204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:42.675817] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.95% | Symbol ETA: 8.6s | Global ETA: 1h 28m 11s [2025-11-22T02:06:42.676744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:42.676808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:42.678502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:42.679021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:42.679452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:42.680210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:42.682569] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:42.769142] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:42.770542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.082810] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 6.3s | Global ETA: 1h 28m 12s [2025-11-22T02:06:43.083796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.083862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.085735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:43.086272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:43.089340] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:43.090339] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.32% | Symbol ETA: 12.3s | Global ETA: 1h 28m 12s [2025-11-22T02:06:43.091259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.091323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:43.091462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:43.096162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.098134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:43.098682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:43.098893] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 9.3s | Global ETA: 1h 28m 12s [2025-11-22T02:06:43.099092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:43.099863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.099928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.101615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:43.102126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:43.102525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:43.103543] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:43.107941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:43.108683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.112221] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:43.113692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.144131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:43.145678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.362627] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.59% | Symbol ETA: 7.9s | Global ETA: 1h 28m 13s [2025-11-22T02:06:43.363551] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:43.363615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.365281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:43.365812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:43.366202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:43.366961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:43.369334] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:43.454982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:43.456284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.702363] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 8.7s | Global ETA: 1h 28m 14s [2025-11-22T02:06:43.703322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.703401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.705593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:43.706104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:43.706541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:43.707541] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:43.712959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:43.713851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.786582] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.46% | Symbol ETA: 11.6s | Global ETA: 1h 28m 14s [2025-11-22T02:06:43.787675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.787743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:43.792714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.794550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:43.795470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:43.795963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:43.796972] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 5.6s | Global ETA: 1h 28m 14s [2025-11-22T02:06:43.797962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:43.798027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:43.799731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:43.800234] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:43.803224] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:43.805949] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:43.828183] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:43.829702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:43.841013] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:06:43.842590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:44.070416] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 7.2s | Global ETA: 1h 28m 15s [2025-11-22T02:06:44.071309] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:44.071377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:44.073080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:44.073572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:44.073990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:44.074743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:44.077033] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:44.171817] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:44.173396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:44.312327] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.58% | Symbol ETA: 8.1s | Global ETA: 1h 28m 16s [2025-11-22T02:06:44.313242] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:44.313307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:44.315098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:44.315617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:44.316123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:44.317103] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:44.321577] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:44.322307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:44.498734] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -3.39% | Symbol ETA: 10.9s | Global ETA: 1h 28m 16s [2025-11-22T02:06:44.499272] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 4.9s | Global ETA: 1h 28m 16s [2025-11-22T02:06:44.500187] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:44.500250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:44.501917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:44.502399] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:44.505211] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:44.507408] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:44.526932] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:44.528483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:44.669896] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.69%, Actual: 7.53% [2025-11-22T02:06:44.809586] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 6.5s | Global ETA: 1h 28m 17s [2025-11-22T02:06:44.810535] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:44.810601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:44.812401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:44.812917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:44.813347] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:44.814185] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:44.816533] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:44.837453] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.28%, Actual: 2.40% [2025-11-22T02:06:44.907952] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:44.909385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:44.911303] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 7.5s | Global ETA: 1h 28m 17s [2025-11-22T02:06:44.912207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:44.912269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:44.913904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:44.914369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:44.914771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:44.915741] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:44.919960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:44.920671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:45.005511] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.71%, Actual: 0.80% [2025-11-22T02:06:45.171654] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: 1h 28m 18s [2025-11-22T02:06:45.172528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:45.172592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:45.174274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:45.174771] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:45.177688] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:45.179813] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:45.180537] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.02% [2025-11-22T02:06:45.199173] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:45.200615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:45.364048] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 4.31% [2025-11-22T02:06:45.521980] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.15% | Symbol ETA: 6.9s | Global ETA: 1h 28m 19s [2025-11-22T02:06:45.522934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:45.522998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:45.524727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:45.525233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:45.525638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:45.526625] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:45.531095] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:45.531871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:45.535361] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.96% | Symbol ETA: 5.8s | Global ETA: 1h 28m 19s [2025-11-22T02:06:45.536306] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:45.536378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:45.538327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:45.539221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:45.539319] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 3.35% [2025-11-22T02:06:45.539635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:45.540420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:45.542885] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:45.631381] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:45.632538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:45.713328] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.29%, Actual: 1.64% [2025-11-22T02:06:45.851440] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 3.5s | Global ETA: 1h 28m 19s [2025-11-22T02:06:45.852318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:45.852381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:45.854004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:45.854486] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:45.857418] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:45.859477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:45.878419] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:45.879829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:45.887568] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.32%, Actual: 1.27% [2025-11-22T02:06:46.060892] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.46%, Actual: 6.65% [2025-11-22T02:06:46.113318] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 6.3s | Global ETA: 1h 28m 20s [2025-11-22T02:06:46.114243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:46.114308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.116030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:46.116511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:46.116932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:46.117938] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:46.122361] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:06:46.123093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:46.232670] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -3.39%, Actual: 1.38% [2025-11-22T02:06:46.232878] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.2670% [2025-11-22T02:06:46.232987] [INFO ] [main ] SDRL: DISCARDED add_open_reversal_intensity (score: 45.27%) [2025-11-22T02:06:46.233033] [INFO ] [main ] SDRL: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:06:46.233068] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:06:46.233104] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:46.246309] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:46.247674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:46.247739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:46.247718] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 5.1s | Global ETA: 1h 28m 21s [2025-11-22T02:06:46.248613] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:46.248710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.250470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:46.250991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:46.251414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:46.252195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:46.252709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.254590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:46.254623] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:46.255097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:46.255499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:46.301394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:46.303050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:46.345499] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:46.346989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:46.542928] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 2.8s | Global ETA: 1h 28m 21s [2025-11-22T02:06:46.543876] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:46.543942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.545686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:46.546176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:46.549191] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:46.551529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:46.571720] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:46.573190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:46.699089] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 5.7s | Global ETA: 1h 28m 22s [2025-11-22T02:06:46.873499] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.67%, Actual: 2.26% [2025-11-22T02:06:46.934895] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.72% | Symbol ETA: 16.2s | Global ETA: 1h 28m 22s [2025-11-22T02:06:46.935804] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:46.935866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:46.940621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.942350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:46.942833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:46.943217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:46.958093] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 4.4s | Global ETA: 1h 28m 22s [2025-11-22T02:06:46.959027] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:46.959091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:46.960782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:46.961272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:46.961685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:46.962454] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:46.964768] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:46.989760] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:46.991631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:47.039639] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.13%, Actual: 2.39% [2025-11-22T02:06:47.050060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:47.051288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:47.204909] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 1.30% [2025-11-22T02:06:47.223658] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 2.2s | Global ETA: 1h 28m 23s [2025-11-22T02:06:47.372040] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 1.48% [2025-11-22T02:06:47.391231] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.48% [2025-11-22T02:06:47.538835] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.63% [2025-11-22T02:06:47.559291] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 0.64% [2025-11-22T02:06:47.619978] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.37% | Symbol ETA: 15.5s | Global ETA: 1h 28m 24s [2025-11-22T02:06:47.620889] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:47.620952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:47.625733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:47.627523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:47.627999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:47.628380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:47.650261] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.80% | Symbol ETA: 3.7s | Global ETA: 1h 28m 24s [2025-11-22T02:06:47.651314] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:47.651395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:47.653200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:47.653715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:47.654115] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:47.654903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:47.657351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:47.673952] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:47.675670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:47.705882] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.58%, Actual: 0.78% [2025-11-22T02:06:47.729335] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.12% [2025-11-22T02:06:47.746724] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:47.748063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:47.874009] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.51% [2025-11-22T02:06:47.897074] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.18% [2025-11-22T02:06:48.042921] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 0.73% [2025-11-22T02:06:48.065282] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.12% [2025-11-22T02:06:48.206967] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 0.10% [2025-11-22T02:06:48.239419] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 0.14% [2025-11-22T02:06:48.318438] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.78% | Symbol ETA: 14.9s | Global ETA: 1h 28m 26s [2025-11-22T02:06:48.319390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:48.319456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:48.324701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:48.326509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:48.327013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:48.327429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:48.368397] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 3.0s | Global ETA: 1h 28m 26s [2025-11-22T02:06:48.372278] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 0.09% [2025-11-22T02:06:48.372422] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 41.2227% [2025-11-22T02:06:48.372505] [INFO ] [main ] ACR: DISCARDED add_prev_1100_to_open (score: 41.22%) [2025-11-22T02:06:48.372546] [INFO ] [main ] ACR: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:06:48.372577] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_prev_close_to_1100'] [2025-11-22T02:06:48.372611] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:48.374112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:48.376181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:48.384782] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:48.386164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:48.386228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:48.387927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:48.388418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:48.388834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:48.389786] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:48.393933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:48.394620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:48.415621] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.54% [2025-11-22T02:06:48.537701] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 1.59% [2025-11-22T02:06:48.585587] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.45% [2025-11-22T02:06:48.706628] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.95%, Actual: 1.32% [2025-11-22T02:06:48.759776] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.24% [2025-11-22T02:06:48.883945] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 1.92% [2025-11-22T02:06:48.928814] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.06% [2025-11-22T02:06:48.929028] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 43.2075% [2025-11-22T02:06:48.929111] [INFO ] [main ] BLE: DISCARDED add_shelf_lag (score: 43.21%) [2025-11-22T02:06:48.929153] [INFO ] [main ] BLE: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:06:48.929185] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_signed_carry_history_11'] [2025-11-22T02:06:48.929220] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:48.942030] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:48.943418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:48.943492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:48.945182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:48.945711] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:48.951782] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:48.953992] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:48.970267] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 10.5s | Global ETA: 1h 28m 27s [2025-11-22T02:06:48.971158] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:48.971220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:48.972923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:48.973393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:48.973795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:48.973896] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:48.974727] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:48.975385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:48.979011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:48.979737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:48.987854] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 14.2s | Global ETA: 1h 28m 28s [2025-11-22T02:06:48.988813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:48.988879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:48.994251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:48.996106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:48.996583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:48.997007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:49.043889] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:49.045590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:49.062039] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 0.82% [2025-11-22T02:06:49.239055] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 0.75% [2025-11-22T02:06:49.414353] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 0.67% [2025-11-22T02:06:49.551227] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.47% | Symbol ETA: 9.9s | Global ETA: 1h 28m 29s [2025-11-22T02:06:49.552109] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:49.552172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:49.553809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:49.554277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:49.554679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:49.555598] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:49.559773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:49.560455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:49.571711] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 7.7s | Global ETA: 1h 28m 29s [2025-11-22T02:06:49.572596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:49.572707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:49.574405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:49.574945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:49.577874] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:49.580043] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:49.590372] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 1.88% [2025-11-22T02:06:49.599659] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:49.601102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:49.674495] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 13.5s | Global ETA: 1h 28m 29s [2025-11-22T02:06:49.675441] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:49.675510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:49.680518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:49.682432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:49.682953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:49.683354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:49.729513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:49.731484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:49.764228] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 1.79% [2025-11-22T02:06:49.940160] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.80%, Actual: 3.67% [2025-11-22T02:06:50.118256] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 4.98% [2025-11-22T02:06:50.118472] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 48.4004% [2025-11-22T02:06:50.118573] [INFO ] [main ] AEO: DISCARDED add_regime_flags (score: 48.40%) [2025-11-22T02:06:50.118618] [INFO ] [main ] AEO: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:06:50.118673] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:06:50.118741] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:50.131792] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 9.3s | Global ETA: 1h 28m 30s [2025-11-22T02:06:50.132181] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:50.132676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:50.132740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.133773] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:50.133841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.134377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:50.134866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:50.135245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:50.135819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:50.136213] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:50.136383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:50.137009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:50.137903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:50.140348] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:50.140433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:50.141129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.197896] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 7.1s | Global ETA: 1h 28m 31s [2025-11-22T02:06:50.198824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:50.198888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.200585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:50.201131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:50.204043] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:50.206200] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:50.226784] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:50.228417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.233076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:50.233940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:50.235452] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:50.237451] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:50.238594] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:50.239393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.366701] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.93% | Symbol ETA: 12.8s | Global ETA: 1h 28m 31s [2025-11-22T02:06:50.367607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:50.367689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:50.372494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.374323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:50.374804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:50.375182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:50.419076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:50.420675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.711619] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 8.7s | Global ETA: 1h 28m 32s [2025-11-22T02:06:50.712494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:50.712557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.714194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:50.714676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:50.715056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:50.716034] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:50.720234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:50.720981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.811770] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 6.4s | Global ETA: 1h 28m 32s [2025-11-22T02:06:50.813172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:50.813234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.814887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:50.815366] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:50.818376] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:50.820483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:50.840232] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:50.841699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:50.886258] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 9.4s | Global ETA: 1h 28m 32s [2025-11-22T02:06:50.887203] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:50.887269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:50.888936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:50.889431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:50.889852] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:50.890581] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:50.892880] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:50.978751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:50.979478] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:50.980570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:50.982299] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:50.983381] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:50.984078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.047814] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.15% | Symbol ETA: 12.1s | Global ETA: 1h 28m 33s [2025-11-22T02:06:51.048728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:51.048793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:51.053680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.055478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:51.055995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:51.056416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:51.101024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:51.102844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.286555] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.56% | Symbol ETA: 8.1s | Global ETA: 1h 28m 33s [2025-11-22T02:06:51.287459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:51.287522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.289159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:51.289664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:51.290047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:51.290984] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:51.295103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:51.295806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.418976] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 5.8s | Global ETA: 1h 28m 34s [2025-11-22T02:06:51.419857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:51.419920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.421568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:51.422065] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:51.425073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:51.427282] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:51.448676] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:51.450145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.639341] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 8.7s | Global ETA: 1h 28m 34s [2025-11-22T02:06:51.640288] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:51.640355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.642019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:51.642510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:51.642930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:51.643677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:51.645946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:51.725041] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 5.05% | Symbol ETA: 11.4s | Global ETA: 1h 28m 35s [2025-11-22T02:06:51.725978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:51.726042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:51.729982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:51.730715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:51.730991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.731785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:51.732837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:51.733335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:51.733462] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:51.733759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:51.734480] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:51.735182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.781855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:51.783812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:51.868893] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.86% | Symbol ETA: 7.6s | Global ETA: 1h 28m 35s [2025-11-22T02:06:51.869777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:51.869840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:51.871449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:51.871935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:51.872318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:51.873252] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:51.877412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:51.878116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:52.037517] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 5.1s | Global ETA: 1h 28m 35s [2025-11-22T02:06:52.038431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:52.038497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:52.040217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:52.040740] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:52.043719] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:52.045933] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:52.066328] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:52.067828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:52.358210] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.59% | Symbol ETA: 7.8s | Global ETA: 1h 28m 36s [2025-11-22T02:06:52.359717] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:52.359783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:52.361412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:52.361911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:52.362297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:52.363040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:52.365294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:52.397668] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.71% | Symbol ETA: 10.7s | Global ETA: 1h 28m 36s [2025-11-22T02:06:52.398531] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:52.398594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:52.403374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:52.405173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:52.405633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:52.406030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:52.444373] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 7.0s | Global ETA: 1h 28m 36s [2025-11-22T02:06:52.445255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:52.445318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:52.447496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:52.448161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:52.448547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:52.449328] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:06:52.449486] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:52.451015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:52.451298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:52.451902] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:52.452949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:52.453637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:52.454340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:52.454844] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:52.455917] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:52.456617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:52.654881] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 4.5s | Global ETA: 1h 28m 37s [2025-11-22T02:06:52.655806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:52.655871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:52.657562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:52.658076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:52.661052] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:52.663227] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:52.683593] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:52.685061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.022398] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -3.22% | Symbol ETA: 6.4s | Global ETA: 1h 28m 38s [2025-11-22T02:06:53.023277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:53.023340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.024971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:53.025434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:53.025850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:53.026782] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:53.031004] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:53.031706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.056531] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.08% | Symbol ETA: 10.1s | Global ETA: 1h 28m 38s [2025-11-22T02:06:53.066348] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 2.29% | Symbol ETA: 7.1s | Global ETA: 1h 28m 38s [2025-11-22T02:06:53.067299] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:53.067367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.069090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:53.069582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:53.070008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:53.070780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:53.073138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:53.159000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:53.159543] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:53.160574] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:53.162225] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:53.163262] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:53.163975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.224428] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.72%, Actual: 7.53% [2025-11-22T02:06:53.261979] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 3.9s | Global ETA: 1h 28m 38s [2025-11-22T02:06:53.262885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:53.262948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.264579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:53.265076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:53.267895] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:53.269973] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:53.289010] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:53.290462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.389289] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.37%, Actual: 2.40% [2025-11-22T02:06:53.554908] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.78%, Actual: 0.80% [2025-11-22T02:06:53.597937] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 5.8s | Global ETA: 1h 28m 39s [2025-11-22T02:06:53.598822] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:53.598907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.600519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:53.601003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:53.601385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:53.602316] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:53.606409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:06:53.607102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.724426] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 1.02% [2025-11-22T02:06:53.771068] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 4.04% | Symbol ETA: 6.3s | Global ETA: 1h 28m 40s [2025-11-22T02:06:53.772309] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:53.772374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.774033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:53.774512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:53.774925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:53.775712] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:53.778011] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:53.861305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:53.862059] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:53.863166] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:53.864881] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:53.865917] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:53.866593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:53.871830] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 3.3s | Global ETA: 1h 28m 40s [2025-11-22T02:06:53.873279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:53.873344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:53.875088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:53.875634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:53.878607] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:53.880761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:53.891432] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 4.31% [2025-11-22T02:06:53.901448] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:53.902937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:54.057719] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 3.35% [2025-11-22T02:06:54.176952] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 5.2s | Global ETA: 1h 28m 41s [2025-11-22T02:06:54.229313] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.15%, Actual: 1.64% [2025-11-22T02:06:54.345483] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 2.26% [2025-11-22T02:06:54.399545] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 5.05%, Actual: 1.27% [2025-11-22T02:06:54.463049] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.65% | Symbol ETA: 5.5s | Global ETA: 1h 28m 42s [2025-11-22T02:06:54.463960] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:54.464025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:54.465679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:54.466159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:54.466548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:54.467315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:54.469594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:54.492367] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 2.7s | Global ETA: 1h 28m 42s [2025-11-22T02:06:54.493294] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:54.493358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:54.495019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:54.495498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:54.498340] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:54.500405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:54.519052] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.47%, Actual: 2.39% [2025-11-22T02:06:54.520781] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:06:54.522339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:54.552225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:54.552761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:54.553775] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:54.555365] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:54.556373] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:54.557077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:54.569013] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.71%, Actual: 6.65% [2025-11-22T02:06:54.737099] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.08%, Actual: 1.38% [2025-11-22T02:06:54.737315] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 47.9122% [2025-11-22T02:06:54.737406] [INFO ] [main ] SDRL: DISCARDED add_open_vs_close_liquidity_ratio (score: 47.91%) [2025-11-22T02:06:54.737450] [INFO ] [main ] SDRL: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:06:54.737483] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_prev_range_position'] [2025-11-22T02:06:54.737518] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:06:54.748097] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.30% [2025-11-22T02:06:54.751137] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:54.752518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:54.752580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:54.757418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:54.759361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:54.759864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:54.760251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:54.808341] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:54.811230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:54.920605] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.48% [2025-11-22T02:06:55.093353] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 0.63% [2025-11-22T02:06:55.113544] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 2.0s | Global ETA: 1h 28m 43s [2025-11-22T02:06:55.150069] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -0.71% | Symbol ETA: 4.8s | Global ETA: 1h 28m 43s [2025-11-22T02:06:55.151015] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:55.151082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:55.152721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:55.153202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:55.153599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:55.154366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:55.156630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:55.244503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:55.245211] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:55.246321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:55.248244] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:55.249308] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:55.250031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:55.265797] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.86%, Actual: 0.78% [2025-11-22T02:06:55.283962] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.48% [2025-11-22T02:06:55.426262] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.93% | Symbol ETA: 15.3s | Global ETA: 1h 28m 44s [2025-11-22T02:06:55.427153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:55.427231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:55.432015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:55.433754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:55.434240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:55.434625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:55.437587] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.51% [2025-11-22T02:06:55.454529] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.64% [2025-11-22T02:06:55.478174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:55.481016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:55.608439] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -3.22%, Actual: 0.73% [2025-11-22T02:06:55.627236] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.12% [2025-11-22T02:06:55.779714] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 0.10% [2025-11-22T02:06:55.801516] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.18% [2025-11-22T02:06:55.851691] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.89% | Symbol ETA: 4.1s | Global ETA: 1h 28m 45s [2025-11-22T02:06:55.852563] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:55.852628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:55.854272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:55.854770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:55.855158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:55.855905] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:55.858206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:55.942288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:55.942933] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:55.944012] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:55.945689] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:55.946721] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:55.947433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:55.947833] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.96%, Actual: 0.09% [2025-11-22T02:06:55.948026] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 34.5836% [2025-11-22T02:06:55.948110] [INFO ] [main ] ACR: DISCARDED add_prev_close_to_1100 (score: 34.58%) [2025-11-22T02:06:55.948153] [INFO ] [main ] ACR: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:06:55.948186] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_prev_close_to_open'] [2025-11-22T02:06:55.948222] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:06:55.960809] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:55.962273] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:55.962338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:55.964044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:55.964557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:55.964973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:55.965957] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:55.969936] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:06:55.970225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:55.970941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:56.090566] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.80% | Symbol ETA: 14.5s | Global ETA: 1h 28m 46s [2025-11-22T02:06:56.091445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:56.091508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:56.096257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:56.098014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:56.098483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:56.098882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:56.137932] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:06:56.145575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:56.148420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:56.306219] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.54% [2025-11-22T02:06:56.489253] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.45% [2025-11-22T02:06:56.547260] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 3.4s | Global ETA: 1h 28m 47s [2025-11-22T02:06:56.548791] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:06:56.548859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:56.550075] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 10.0s | Global ETA: 1h 28m 47s [2025-11-22T02:06:56.550545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:56.550973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:56.551052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:56.551055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:56.551467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:56.552246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:56.552707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:56.553184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:56.553565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:56.554500] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:56.554624] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:56.558678] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:56.559358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:56.640085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:56.640756] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:06:56.642192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:06:56.643996] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:06:56.645068] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:06:56.645817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:56.656271] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.24% [2025-11-22T02:06:56.767674] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.60% | Symbol ETA: 13.9s | Global ETA: 1h 28m 47s [2025-11-22T02:06:56.768686] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:56.768753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:56.774178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:56.776148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:56.776662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:56.777064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:56.823518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:56.824943] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 0.06% [2025-11-22T02:06:56.825150] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 32.1597% [2025-11-22T02:06:56.825234] [INFO ] [main ] BLE: DISCARDED add_signed_carry_history_11 (score: 32.16%) [2025-11-22T02:06:56.825277] [INFO ] [main ] BLE: Testing feature 44/53: add_sma_ratio [2025-11-22T02:06:56.825311] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_sma_ratio'] [2025-11-22T02:06:56.825348] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:06:56.826853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:56.839510] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:56.840978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:56.841044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:56.842825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:56.843372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:56.846397] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:56.848694] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:56.869777] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:56.870843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:57.133435] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 9.4s | Global ETA: 1h 28m 48s [2025-11-22T02:06:57.134324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:57.134731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:57.136362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:57.136864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:57.137272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:57.138242] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:57.142362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:57.143063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:57.242000] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -4.34% | Symbol ETA: 2.7s | Global ETA: 1h 28m 49s [2025-11-22T02:06:57.410872] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 1.59% [2025-11-22T02:06:57.443815] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.54% | Symbol ETA: 13.2s | Global ETA: 1h 28m 49s [2025-11-22T02:06:57.444752] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:57.444818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:57.445899] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 7.1s | Global ETA: 1h 28m 49s [2025-11-22T02:06:57.446783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:57.446846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:57.448502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:57.449009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:57.449764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:57.451551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:57.451847] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:57.452064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:57.452460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:57.453934] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:57.476223] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:57.478378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:57.501203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:57.504285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:57.577870] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.61%, Actual: 1.32% [2025-11-22T02:06:57.713849] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 8.8s | Global ETA: 1h 28m 50s [2025-11-22T02:06:57.714741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:57.714804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:57.716426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:57.716919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:57.717321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:57.718265] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:57.722363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:57.723087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:57.744515] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 1.92% [2025-11-22T02:06:57.913988] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 2.29%, Actual: 0.82% [2025-11-22T02:06:58.055971] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 6.5s | Global ETA: 1h 28m 51s [2025-11-22T02:06:58.056893] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.056958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.058745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:58.059248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:58.062186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:58.064333] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:58.080946] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 4.04%, Actual: 0.75% [2025-11-22T02:06:58.085391] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:58.086220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.134125] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 12.6s | Global ETA: 1h 28m 51s [2025-11-22T02:06:58.135062] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.135128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:58.140246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.142159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:58.142663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:58.143417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:58.190506] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:58.193792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.261470] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.65%, Actual: 0.67% [2025-11-22T02:06:58.301621] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 8.2s | Global ETA: 1h 28m 51s [2025-11-22T02:06:58.302537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.302604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.304290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:58.304905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:58.305290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:58.306228] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:58.310502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:58.311232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.431395] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 1.88% [2025-11-22T02:06:58.602433] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.89%, Actual: 1.79% [2025-11-22T02:06:58.713635] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 6.0s | Global ETA: 1h 28m 52s [2025-11-22T02:06:58.714555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.714621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.716343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:58.716893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:58.719811] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:58.721961] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:58.743059] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:58.743861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.772127] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 3.67% [2025-11-22T02:06:58.810887] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.06% | Symbol ETA: 11.9s | Global ETA: 1h 28m 53s [2025-11-22T02:06:58.811784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.811848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:58.816708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.818503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:58.818994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:58.819382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:58.865704] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:58.868823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.916513] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 7.7s | Global ETA: 1h 28m 53s [2025-11-22T02:06:58.917725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:58.917802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.919996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:58.920619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:58.921104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:58.922371] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:58.927507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:58.928517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:58.941373] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -4.34%, Actual: 4.98% [2025-11-22T02:06:58.941569] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 51.1820% [2025-11-22T02:06:58.941680] [INFO ] [main ] AEO: DISCARDED add_return_volume_nonlinearity_proxies (score: 51.18%) [2025-11-22T02:06:58.941726] [INFO ] [main ] AEO: Testing feature 42/53: add_shelf_lag [2025-11-22T02:06:58.941758] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_shelf_lag'] [2025-11-22T02:06:58.941792] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:06:58.954523] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:06:58.956040] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:58.956105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:58.957869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:58.958396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:58.958853] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:58.959628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:58.962200] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:59.052127] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:59.053873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:59.328816] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 5.4s | Global ETA: 1h 28m 54s [2025-11-22T02:06:59.329724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:59.329787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:59.331412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:59.331929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:59.334821] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:59.336955] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:59.357615] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:59.358474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:59.508213] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.77% | Symbol ETA: 11.2s | Global ETA: 1h 28m 54s [2025-11-22T02:06:59.509191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:59.509256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:06:59.514254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:59.515960] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 7.1s | Global ETA: 1h 28m 55s [2025-11-22T02:06:59.516044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:59.516528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:59.516853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:59.516918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:59.516948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:06:59.518554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:59.519043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:59.519426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:06:59.520356] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:06:59.524598] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:06:59.525307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:59.563446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:59.566680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:59.746498] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 9.5s | Global ETA: 1h 28m 55s [2025-11-22T02:06:59.747459] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:06:59.747531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:59.749214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:06:59.749737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:06:59.750137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:06:59.750885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:06:59.753193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:06:59.841223] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:06:59.842904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:06:59.944200] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 4.8s | Global ETA: 1h 28m 56s [2025-11-22T02:06:59.945098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:06:59.945161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:06:59.946816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:06:59.947354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:06:59.950212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:06:59.952359] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:06:59.972183] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:06:59.972938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:00.102655] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 6.5s | Global ETA: 1h 28m 56s [2025-11-22T02:07:00.103560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:00.103623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:00.105809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:00.106290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:00.106702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:00.107635] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:00.113448] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:00.114438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:00.212546] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.30% | Symbol ETA: 10.5s | Global ETA: 1h 28m 56s [2025-11-22T02:07:00.213540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:00.213605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:00.218871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:00.220935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:00.221486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:00.222013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:00.269066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:00.272612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:00.614989] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 4.2s | Global ETA: 1h 28m 57s [2025-11-22T02:07:00.615923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:00.615991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:00.617828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:00.618324] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:00.621357] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:00.623509] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:00.655802] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:00.656684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:00.798239] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 9.7s | Global ETA: 1h 28m 58s [2025-11-22T02:07:00.799181] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:00.799261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:00.800978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:00.801465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:00.801891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:00.802617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:00.804978] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:00.892171] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:00.893816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.000628] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -2.55% | Symbol ETA: 9.9s | Global ETA: 1h 28m 58s [2025-11-22T02:07:01.001582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:01.001673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:01.006688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:01.008495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:01.009011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:01.009395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:01.047412] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 6.0s | Global ETA: 1h 28m 58s [2025-11-22T02:07:01.048387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:01.048452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:01.050150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:01.050690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:01.051088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:01.052091] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:01.052772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:01.056015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.056373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:01.061372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.495910] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 3.6s | Global ETA: 1h 28m 60s [2025-11-22T02:07:01.496842] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:01.496905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:01.498611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:01.499121] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:01.501934] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:01.504028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:01.524914] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:01.525828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.603466] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 8.5s | Global ETA: 1h 28m 60s [2025-11-22T02:07:01.604411] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:01.604474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:01.606146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:01.606623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:01.607045] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:01.607869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:01.610128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:01.654477] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 5.4s | Global ETA: 1h 28m 60s [2025-11-22T02:07:01.655376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:01.655439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:01.657073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:01.657603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:01.658006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:01.658974] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:01.663129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:01.663833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.682094] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -3.07% | Symbol ETA: 9.2s | Global ETA: 1h 29m 0s [2025-11-22T02:07:01.700510] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:01.702309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:01.852885] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.93%, Actual: 7.53% [2025-11-22T02:07:02.035475] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.80%, Actual: 2.40% [2025-11-22T02:07:02.118062] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 3.0s | Global ETA: 1h 29m 1s [2025-11-22T02:07:02.119316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:02.119380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:02.121081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:02.121596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:02.124500] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:02.126571] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:02.147460] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:02.148573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:02.211504] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.60%, Actual: 0.80% [2025-11-22T02:07:02.252917] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 4.7s | Global ETA: 1h 29m 2s [2025-11-22T02:07:02.379983] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.54%, Actual: 1.02% [2025-11-22T02:07:02.409884] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.52% | Symbol ETA: 7.5s | Global ETA: 1h 29m 2s [2025-11-22T02:07:02.411140] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:02.411207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:02.412948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:02.413453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:02.413881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:02.414632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:02.416976] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:02.428145] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 2.26% [2025-11-22T02:07:02.504334] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:02.506114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:02.549283] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 4.31% [2025-11-22T02:07:02.592978] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 2.39% [2025-11-22T02:07:02.718077] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.06%, Actual: 3.35% [2025-11-22T02:07:02.732777] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 2.3s | Global ETA: 1h 29m 3s [2025-11-22T02:07:02.733692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:02.733755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:02.735389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:02.735897] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:02.738740] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:02.740900] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:02.758006] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 1.30% [2025-11-22T02:07:02.760453] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:02.761460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:02.886302] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.77%, Actual: 1.64% [2025-11-22T02:07:02.923147] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.48% [2025-11-22T02:07:03.058151] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.30%, Actual: 1.27% [2025-11-22T02:07:03.107600] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.63% [2025-11-22T02:07:03.193610] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 6.6s | Global ETA: 1h 29m 4s [2025-11-22T02:07:03.194527] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:03.194593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:03.196348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:03.196892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:03.197320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:03.198154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:03.200499] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:03.222007] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -2.55%, Actual: 6.65% [2025-11-22T02:07:03.278433] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 0.78% [2025-11-22T02:07:03.289608] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:03.291395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:03.337785] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 1.7s | Global ETA: 1h 29m 4s [2025-11-22T02:07:03.385736] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -3.07%, Actual: 1.38% [2025-11-22T02:07:03.385892] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 44.3337% [2025-11-22T02:07:03.385977] [INFO ] [main ] SDRL: DISCARDED add_open_vs_prev_range_position (score: 44.33%) [2025-11-22T02:07:03.386018] [INFO ] [main ] SDRL: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:07:03.386052] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_amplitude'] [2025-11-22T02:07:03.386086] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:03.398205] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:03.399605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:03.399691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:03.404447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:03.406583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:03.407079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:03.407482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:03.451244] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:03.451903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:03.453835] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.51% [2025-11-22T02:07:03.512638] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.48% [2025-11-22T02:07:03.627323] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 0.73% [2025-11-22T02:07:03.701298] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.64% [2025-11-22T02:07:03.802100] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.26%, Actual: 0.10% [2025-11-22T02:07:03.869842] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.12% [2025-11-22T02:07:03.976579] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.10%, Actual: 0.09% [2025-11-22T02:07:03.976835] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 36.6831% [2025-11-22T02:07:03.976924] [INFO ] [main ] ACR: DISCARDED add_prev_close_to_open (score: 36.68%) [2025-11-22T02:07:03.976987] [INFO ] [main ] ACR: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:07:03.977023] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_prior_day_tail_pressure'] [2025-11-22T02:07:03.977058] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:03.983391] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.45% | Symbol ETA: 5.7s | Global ETA: 1h 29m 6s [2025-11-22T02:07:03.984365] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:03.984428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:03.986118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:03.986584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:03.986991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:03.987771] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:03.989693] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:03.990094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:03.991236] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:03.991299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:03.993018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:03.993528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:03.993938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:03.994879] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:03.999144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:04.001930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.038461] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.18% [2025-11-22T02:07:04.067252] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.80% | Symbol ETA: 14.7s | Global ETA: 1h 29m 6s [2025-11-22T02:07:04.068208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:04.068272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:04.073100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:04.074876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:04.075350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:04.075755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:04.075992] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:04.077704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.119962] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:04.120861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.205913] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:07:04.375327] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:07:04.543891] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.54% [2025-11-22T02:07:04.592706] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 10.0s | Global ETA: 1h 29m 8s [2025-11-22T02:07:04.593582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:04.593667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:04.595350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:04.595853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:04.596267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:04.597245] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:04.601903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:04.604786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.715044] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.45% [2025-11-22T02:07:04.748107] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.11% | Symbol ETA: 14.0s | Global ETA: 1h 29m 8s [2025-11-22T02:07:04.749024] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:04.749088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:04.753865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:04.755622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:04.756117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:04.756503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:04.779135] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -1.20% | Symbol ETA: 4.9s | Global ETA: 1h 29m 8s [2025-11-22T02:07:04.780048] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:04.780110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:04.781759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:04.782243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:04.782631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:04.783370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:04.785665] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:04.800970] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:04.801913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.869660] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:04.871277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:04.881080] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.24% [2025-11-22T02:07:05.049207] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.06% [2025-11-22T02:07:05.049409] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 39.4767% [2025-11-22T02:07:05.049508] [INFO ] [main ] BLE: DISCARDED add_sma_ratio (score: 39.48%) [2025-11-22T02:07:05.049549] [INFO ] [main ] BLE: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:07:05.049581] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_vol_of_vol'] [2025-11-22T02:07:05.049615] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:05.062794] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:05.064158] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:05.064220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.065898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:05.066379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:05.069350] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:05.071489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:05.091567] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:05.092675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:05.190516] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 9.4s | Global ETA: 1h 29m 9s [2025-11-22T02:07:05.191425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:05.191489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.193137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:05.193607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:05.194008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:05.194958] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:05.199165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:05.201826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:05.422036] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 1.40% | Symbol ETA: 13.4s | Global ETA: 1h 29m 10s [2025-11-22T02:07:05.422931] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:05.422993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:05.427743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.429446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:05.429935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:05.430320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:05.473266] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:05.473919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:05.551996] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 5.32% | Symbol ETA: 4.0s | Global ETA: 1h 29m 10s [2025-11-22T02:07:05.552893] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:05.552957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.554574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:05.555087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:05.555467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:05.556217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:05.558533] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:05.644666] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:05.646162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:05.663302] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6.7s | Global ETA: 1h 29m 10s [2025-11-22T02:07:05.664221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:05.664287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.666141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:05.666689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:05.669616] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:05.671773] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:05.691411] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:05.692515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:05.782342] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 8.8s | Global ETA: 1h 29m 11s [2025-11-22T02:07:05.783233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:05.783297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:05.784935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:05.785407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:05.785821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:05.786785] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:05.794794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:05.797508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.078474] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 12.7s | Global ETA: 1h 29m 11s [2025-11-22T02:07:06.079387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.079450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:06.084206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.085946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:06.086413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:06.086818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:06.129957] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:06.130806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.259018] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 6.1s | Global ETA: 1h 29m 12s [2025-11-22T02:07:06.259907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.259969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.261596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:06.262090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:06.264906] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:06.266973] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:06.286692] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:06.287802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.326976] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -2.58% | Symbol ETA: 3.2s | Global ETA: 1h 29m 12s [2025-11-22T02:07:06.327950] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:06.328013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.329620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:06.330116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:06.330495] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:06.331242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:06.333514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:06.380556] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 8.2s | Global ETA: 1h 29m 12s [2025-11-22T02:07:06.381434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.381497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.383141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:06.383621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:06.384026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:06.384960] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:06.389124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:06.391760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.416602] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:07:06.418074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.740821] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 3.62% | Symbol ETA: 12.0s | Global ETA: 1h 29m 13s [2025-11-22T02:07:06.741722] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.741786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:06.746601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.748415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:06.748925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:06.749325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:06.794530] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:06.795327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.855824] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 5.5s | Global ETA: 1h 29m 13s [2025-11-22T02:07:06.857095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.857157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.858860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:06.859332] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:06.862172] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:06.864323] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:06.884031] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:06.885163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:06.983318] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 7.6s | Global ETA: 1h 29m 14s [2025-11-22T02:07:06.984218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:06.984282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:06.985943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:06.986419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:06.986820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:06.987803] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:06.991934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:06.994576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:07.101013] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 2.4s | Global ETA: 1h 29m 14s [2025-11-22T02:07:07.272327] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 1.59% [2025-11-22T02:07:07.429972] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.13% | Symbol ETA: 11.3s | Global ETA: 1h 29m 15s [2025-11-22T02:07:07.430898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:07.430964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:07.435835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:07.437733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:07.438031] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.89%, Actual: 1.32% [2025-11-22T02:07:07.438242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:07.438660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:07.455512] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 4.9s | Global ETA: 1h 29m 15s [2025-11-22T02:07:07.456399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:07.456461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:07.458131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:07.458599] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:07.461449] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:07.463515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:07.482877] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:07.483960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:07.484795] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:07.485583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:07.584298] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 7.0s | Global ETA: 1h 29m 15s [2025-11-22T02:07:07.585221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:07.585285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:07.586913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:07.587411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:07.587834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:07.588796] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:07.593216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:07.595955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:07.611299] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 1.92% [2025-11-22T02:07:07.778577] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 0.82% [2025-11-22T02:07:07.946611] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -1.18%, Actual: 0.75% [2025-11-22T02:07:08.054992] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 4.3s | Global ETA: 1h 29m 16s [2025-11-22T02:07:08.055873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.055940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.057587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:08.058075] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:08.060883] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:08.062928] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:08.082455] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:08.083533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.113337] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.45%, Actual: 0.67% [2025-11-22T02:07:08.129379] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 5.26% | Symbol ETA: 10.7s | Global ETA: 1h 29m 17s [2025-11-22T02:07:08.130343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.130409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:08.135322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.137122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:08.137666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:08.138075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:08.183207] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 6.4s | Global ETA: 1h 29m 17s [2025-11-22T02:07:08.184095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.184158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.184138] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:08.184992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.185787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:08.186279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:08.186692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:08.187659] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:08.191774] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:08.194412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.280977] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 1.88% [2025-11-22T02:07:08.451378] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 5.32%, Actual: 1.79% [2025-11-22T02:07:08.632245] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -2.58%, Actual: 3.67% [2025-11-22T02:07:08.668892] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 3.7s | Global ETA: 1h 29m 18s [2025-11-22T02:07:08.669781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.669845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.671477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:08.671976] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:08.674809] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:08.676897] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:08.696327] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:08.697445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.775822] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 5.8s | Global ETA: 1h 29m 18s [2025-11-22T02:07:08.776710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.776773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.778465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:08.778963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:08.779356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:08.780290] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:08.784381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:08.787017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.812343] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.26%, Actual: 4.98% [2025-11-22T02:07:08.812558] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 51.5782% [2025-11-22T02:07:08.812681] [INFO ] [main ] AEO: DISCARDED add_shelf_lag (score: 51.58%) [2025-11-22T02:07:08.812732] [INFO ] [main ] AEO: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:07:08.812767] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_signed_carry_history_11'] [2025-11-22T02:07:08.812803] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:08.827268] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:08.828417] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.34% | Symbol ETA: 10.0s | Global ETA: 1h 29m 18s [2025-11-22T02:07:08.828706] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:08.828771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.829366] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:08.829432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:08.830667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:08.831201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:08.831628] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:08.832440] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:08.834378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:08.834919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:08.836186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:08.836695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:08.837099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:08.882453] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:08.883258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:08.930745] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:08.932431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.270720] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 3.1s | Global ETA: 1h 29m 20s [2025-11-22T02:07:09.271585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:09.271668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:09.273281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:09.273800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:09.276617] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:09.278709] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:09.297875] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:09.298995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.364936] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 5.2s | Global ETA: 1h 29m 20s [2025-11-22T02:07:09.365859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:09.365929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:09.367666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:09.368155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:09.368546] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:09.369525] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:09.373830] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:07:09.376597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.512833] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.15% | Symbol ETA: 9.3s | Global ETA: 1h 29m 20s [2025-11-22T02:07:09.513898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:09.513966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:09.520088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:09.522312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:09.522902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:09.523410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:09.545941] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 8.8s | Global ETA: 1h 29m 20s [2025-11-22T02:07:09.546908] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:09.546972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:09.548722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:09.549218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:09.549667] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:09.550458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:09.552914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:09.572464] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:07:09.573365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.646723] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:09.648429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.917735] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 2.5s | Global ETA: 1h 29m 21s [2025-11-22T02:07:09.918611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:09.918695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:09.920352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:09.920846] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:09.923680] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:09.925732] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:09.944810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:09.945998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:09.965384] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 4.6s | Global ETA: 1h 29m 21s [2025-11-22T02:07:10.141780] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 2.26% [2025-11-22T02:07:10.192159] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 8.6s | Global ETA: 1h 29m 22s [2025-11-22T02:07:10.270278] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 8.1s | Global ETA: 1h 29m 22s [2025-11-22T02:07:10.271174] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:10.271237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:10.272938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:10.273410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:10.273840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:10.274570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:10.276917] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:10.309678] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 2.39% [2025-11-22T02:07:10.361999] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.80%, Actual: 7.53% [2025-11-22T02:07:10.367302] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:10.368989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:10.476278] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 1.30% [2025-11-22T02:07:10.519707] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 1.9s | Global ETA: 1h 29m 23s [2025-11-22T02:07:10.520610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:10.520691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:10.522312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:10.522801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:10.526231] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:10.528357] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:10.535043] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.11%, Actual: 2.40% [2025-11-22T02:07:10.548123] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:10.549358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:10.645554] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 1.48% [2025-11-22T02:07:10.702858] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 1.40%, Actual: 0.80% [2025-11-22T02:07:10.814322] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 0.63% [2025-11-22T02:07:10.871621] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.02% [2025-11-22T02:07:10.971176] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -3.34% | Symbol ETA: 7.4s | Global ETA: 1h 29m 24s [2025-11-22T02:07:10.972127] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:10.972193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:10.973919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:10.974407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:10.974843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:10.975634] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:10.978077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:10.981310] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 0.78% [2025-11-22T02:07:11.042690] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 3.62%, Actual: 4.31% [2025-11-22T02:07:11.069071] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:11.070823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:11.148590] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.51% [2025-11-22T02:07:11.150146] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 1.3s | Global ETA: 1h 29m 24s [2025-11-22T02:07:11.209029] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.13%, Actual: 3.35% [2025-11-22T02:07:11.315053] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.33%, Actual: 0.73% [2025-11-22T02:07:11.320827] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.48% [2025-11-22T02:07:11.375304] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 5.26%, Actual: 1.64% [2025-11-22T02:07:11.481498] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 0.10% [2025-11-22T02:07:11.486536] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 0.64% [2025-11-22T02:07:11.542818] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.34%, Actual: 1.27% [2025-11-22T02:07:11.651676] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 0.09% [2025-11-22T02:07:11.651893] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.2993% [2025-11-22T02:07:11.651985] [INFO ] [main ] ACR: DISCARDED add_prior_day_tail_pressure (score: 37.30%) [2025-11-22T02:07:11.652031] [INFO ] [main ] ACR: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:07:11.652062] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_prior_mag_lag'] [2025-11-22T02:07:11.652098] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:11.654088] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.12% [2025-11-22T02:07:11.665139] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:11.666606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:11.666687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:11.668377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:11.668901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:11.669317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:11.670302] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:11.673986] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 6.6s | Global ETA: 1h 29m 26s [2025-11-22T02:07:11.674468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:11.674891] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:11.674958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:11.676050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:11.676604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:11.677109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:11.677520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:11.678272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:11.680960] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:11.710738] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.15%, Actual: 6.65% [2025-11-22T02:07:11.771603] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:11.773498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:11.827403] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 0.18% [2025-11-22T02:07:11.881220] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.06%, Actual: 1.38% [2025-11-22T02:07:11.881421] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 53.9143% [2025-11-22T02:07:11.881512] [INFO ] [main ] SDRL: DISCARDED add_overnight_gap_amplitude (score: 53.91%) [2025-11-22T02:07:11.881554] [INFO ] [main ] SDRL: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:07:11.881586] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_mag'] [2025-11-22T02:07:11.881620] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:11.895562] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:11.896998] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:11.897059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:11.901836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:11.903587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:11.904081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:11.904466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:11.948171] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:11.948937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:11.999835] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:07:12.165117] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.14% [2025-11-22T02:07:12.286197] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 9.6s | Global ETA: 1h 29m 27s [2025-11-22T02:07:12.287095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:12.287158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:12.289022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:12.289546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:12.289980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:12.290984] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:12.295373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:12.297003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:12.331278] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.54% [2025-11-22T02:07:12.409702] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 2.51% | Symbol ETA: 5.9s | Global ETA: 1h 29m 28s [2025-11-22T02:07:12.410882] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:12.410968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:12.412908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:12.413562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:12.414059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:12.414921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:12.417632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:12.500208] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.45% [2025-11-22T02:07:12.518119] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:12.520056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:12.573969] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.23% | Symbol ETA: 14.0s | Global ETA: 1h 29m 28s [2025-11-22T02:07:12.574904] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:12.574978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:12.579955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:12.581828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:12.582324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:12.582753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:12.628726] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:12.630081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:12.671551] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.24% [2025-11-22T02:07:12.839486] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.06% [2025-11-22T02:07:12.839712] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 42.1335% [2025-11-22T02:07:12.839820] [INFO ] [main ] BLE: DISCARDED add_vol_of_vol (score: 42.13%) [2025-11-22T02:07:12.839863] [INFO ] [main ] BLE: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:07:12.839896] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_volatility_decay_ratio'] [2025-11-22T02:07:12.839930] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:12.852849] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:12.854367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:12.854431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:12.856130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:12.856624] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:12.859539] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:12.861609] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:12.881397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:12.882574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:12.890465] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 9.0s | Global ETA: 1h 29m 29s [2025-11-22T02:07:12.891356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:12.891419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:12.893084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:12.893556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:12.893957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:12.894900] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:12.899096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:12.900625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.156276] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.82% | Symbol ETA: 5.2s | Global ETA: 1h 29m 29s [2025-11-22T02:07:13.157270] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:13.157336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.159089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:13.159595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:13.160030] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:13.160832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:13.163361] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:13.254253] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:13.255977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.259490] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.10% | Symbol ETA: 13.3s | Global ETA: 1h 29m 30s [2025-11-22T02:07:13.260375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:13.260437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:13.265155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.266923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:13.267438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:13.267839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:13.311035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:13.311800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.481215] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 6.7s | Global ETA: 1h 29m 30s [2025-11-22T02:07:13.482334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:13.482398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.484088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:13.484574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:13.484671] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 8.3s | Global ETA: 1h 29m 30s [2025-11-22T02:07:13.485541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:13.485605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.487277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:13.487429] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:13.487779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:13.488197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:13.489147] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:13.489537] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:13.493373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:13.494970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.509049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:13.510234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.869456] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.42% | Symbol ETA: 4.5s | Global ETA: 1h 29m 31s [2025-11-22T02:07:13.870397] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:13.870459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.872084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:13.872547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:13.872971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:13.873759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:13.876052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:13.930655] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.16% | Symbol ETA: 12.6s | Global ETA: 1h 29m 31s [2025-11-22T02:07:13.931559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:13.931622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:13.936404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:13.938171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:13.938639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:13.939050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:13.960684] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:13.962329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:13.982533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:13.983291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.081129] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 5.9s | Global ETA: 1h 29m 32s [2025-11-22T02:07:14.082039] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:14.082103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.083746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:14.084251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:14.087123] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:14.089236] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:14.098784] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 7.7s | Global ETA: 1h 29m 32s [2025-11-22T02:07:14.099716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:14.099783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.101504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:14.102030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:14.102428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:14.103404] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:14.107745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:14.109363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.109903] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:14.111116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.586480] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.48% | Symbol ETA: 3.8s | Global ETA: 1h 29m 33s [2025-11-22T02:07:14.587440] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:14.587521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.589264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:14.589776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:14.590220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:14.591021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:14.593473] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:14.604904] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.08% | Symbol ETA: 11.9s | Global ETA: 1h 29m 33s [2025-11-22T02:07:14.605793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:14.605855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:14.610697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.612471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:14.612964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:14.613377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:14.657622] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:14.658538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.682420] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:14.684145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.688232] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 5.3s | Global ETA: 1h 29m 33s [2025-11-22T02:07:14.689164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:14.689229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.690966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:14.691482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:14.694488] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:14.696626] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:14.719029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:14.720359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:14.721840] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.05% | Symbol ETA: 7.1s | Global ETA: 1h 29m 33s [2025-11-22T02:07:14.726308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:14.726377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:14.728184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:14.728884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:14.729329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:14.730308] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:14.734714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:14.736353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.279244] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 11.2s | Global ETA: 1h 29m 35s [2025-11-22T02:07:15.280145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.280207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:15.284971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.286709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:15.287203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:15.287676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:15.303773] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 3.1s | Global ETA: 1h 29m 35s [2025-11-22T02:07:15.304858] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:15.304924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.306690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:15.307246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:15.307675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:15.308434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:15.310815] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:15.330123] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:15.330950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.337735] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 6.5s | Global ETA: 1h 29m 35s [2025-11-22T02:07:15.338617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.338701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.340334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:15.340838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:15.341229] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:15.342170] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:15.346323] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:15.347963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.349905] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 4.8s | Global ETA: 1h 29m 35s [2025-11-22T02:07:15.350875] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.350942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.353029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:15.353567] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:15.356724] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:15.358987] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:15.383810] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:15.385211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.400145] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:07:15.401916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.940665] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 10.6s | Global ETA: 1h 29m 37s [2025-11-22T02:07:15.941549] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.941613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:15.946410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.948329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:15.948843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:15.949237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:15.964833] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 5.9s | Global ETA: 1h 29m 37s [2025-11-22T02:07:15.965746] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.965809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.967480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:15.968039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:15.968452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:15.969402] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:15.973684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:15.975265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.992522] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:15.993520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:15.996529] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 4.2s | Global ETA: 1h 29m 37s [2025-11-22T02:07:15.997517] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:15.997583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:15.999363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:15.999926] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:16.002916] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:16.005023] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:16.027630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:16.028968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:16.058922] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 2.4s | Global ETA: 1h 29m 37s [2025-11-22T02:07:16.247703] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 1.59% [2025-11-22T02:07:16.433073] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.32%, Actual: 1.32% [2025-11-22T02:07:16.590680] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.80% | Symbol ETA: 5.3s | Global ETA: 1h 29m 38s [2025-11-22T02:07:16.591583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:16.591667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:16.593347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:16.593897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:16.594408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:16.595606] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:16.600356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:16.602008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:16.619877] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.64% | Symbol ETA: 9.9s | Global ETA: 1h 29m 38s [2025-11-22T02:07:16.620773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:16.620837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:16.621726] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -3.34%, Actual: 1.92% [2025-11-22T02:07:16.625526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:16.626141] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 1h 29m 38s [2025-11-22T02:07:16.627031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:16.627095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:16.627320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:16.627819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:16.628201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:16.628736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:16.629218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:16.632037] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:16.634093] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:16.653145] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:16.654340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:16.670501] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:16.671222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:16.788237] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.82% [2025-11-22T02:07:16.962867] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 2.51%, Actual: 0.75% [2025-11-22T02:07:17.139109] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.82%, Actual: 0.67% [2025-11-22T02:07:17.182008] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 4.7s | Global ETA: 1h 29m 40s [2025-11-22T02:07:17.182907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:17.182970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:17.184631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:17.185148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:17.185549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:17.186483] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:17.190735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:07:17.192376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:17.221554] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 2.9s | Global ETA: 1h 29m 40s [2025-11-22T02:07:17.222451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:17.222514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:17.224149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:17.224625] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:17.227488] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:17.229582] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:17.249107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:17.250356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:17.283347] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 9.2s | Global ETA: 1h 29m 40s [2025-11-22T02:07:17.284811] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:17.284877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:17.290783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:17.292747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:17.293373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:17.293888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:17.316988] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.42%, Actual: 1.88% [2025-11-22T02:07:17.341053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:17.342059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:17.511744] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.48%, Actual: 1.79% [2025-11-22T02:07:17.685425] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 3.67% [2025-11-22T02:07:17.776398] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 4.1s | Global ETA: 1h 29m 41s [2025-11-22T02:07:17.825299] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 2.3s | Global ETA: 1h 29m 41s [2025-11-22T02:07:17.826222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:17.826289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:17.827977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:17.828473] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:17.831331] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:17.833375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:17.852626] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:17.853844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:17.863339] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 4.98% [2025-11-22T02:07:17.863545] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 43.1180% [2025-11-22T02:07:17.863663] [INFO ] [main ] AEO: DISCARDED add_signed_carry_history_11 (score: 43.12%) [2025-11-22T02:07:17.863710] [INFO ] [main ] AEO: Testing feature 44/53: add_sma_ratio [2025-11-22T02:07:17.863746] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_sma_ratio'] [2025-11-22T02:07:17.863782] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:17.875530] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:17.876983] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:17.877046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:17.878794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:17.879321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:17.879740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:17.880468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:17.882782] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:17.943565] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 2.26% [2025-11-22T02:07:17.973710] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:17.974678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:17.998281] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.58% | Symbol ETA: 8.5s | Global ETA: 1h 29m 42s [2025-11-22T02:07:17.999238] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:17.999314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:18.004764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:18.006706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:18.007330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:18.007759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:18.054395] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:07:18.055272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:18.110269] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.39% [2025-11-22T02:07:18.277225] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 1.30% [2025-11-22T02:07:18.441404] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.48% [2025-11-22T02:07:18.446204] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 1.6s | Global ETA: 1h 29m 43s [2025-11-22T02:07:18.447359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:18.447435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:18.449274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:18.449808] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:18.453026] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:18.455487] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:18.476709] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:18.477975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:18.590029] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.59% | Symbol ETA: 8.3s | Global ETA: 1h 29m 43s [2025-11-22T02:07:18.590925] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:18.590988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:18.592617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:18.593110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:18.593502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:18.594294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:18.596758] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:18.606078] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.05%, Actual: 0.63% [2025-11-22T02:07:18.666422] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 7.9s | Global ETA: 1h 29m 44s [2025-11-22T02:07:18.686359] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:18.687402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:18.770458] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 0.78% [2025-11-22T02:07:18.833058] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.23%, Actual: 7.53% [2025-11-22T02:07:18.935689] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.51% [2025-11-22T02:07:18.998600] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.10%, Actual: 2.40% [2025-11-22T02:07:19.087946] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 1.0s | Global ETA: 1h 29m 45s [2025-11-22T02:07:19.102395] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.80%, Actual: 0.73% [2025-11-22T02:07:19.168129] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.16%, Actual: 0.80% [2025-11-22T02:07:19.268823] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.48% [2025-11-22T02:07:19.270127] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.10% [2025-11-22T02:07:19.290043] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 7.5s | Global ETA: 1h 29m 45s [2025-11-22T02:07:19.290986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:19.291063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:19.292737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:19.293222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:19.293614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:19.294372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:19.296672] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:19.333599] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.08%, Actual: 1.02% [2025-11-22T02:07:19.384545] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:19.385638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:19.436626] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.09% [2025-11-22T02:07:19.436853] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 44.4101% [2025-11-22T02:07:19.436933] [INFO ] [main ] ACR: DISCARDED add_prior_mag_lag (score: 44.41%) [2025-11-22T02:07:19.436977] [INFO ] [main ] ACR: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:07:19.437008] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_range_overlap_v_prior_day'] [2025-11-22T02:07:19.437043] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:19.449026] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.64% [2025-11-22T02:07:19.451996] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:19.453470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:19.453535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:19.455336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:19.455906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:19.456389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:19.457403] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:19.461939] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:19.464488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:19.499786] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 4.31% [2025-11-22T02:07:19.615882] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.12% [2025-11-22T02:07:19.666325] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 3.35% [2025-11-22T02:07:19.784667] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 0.18% [2025-11-22T02:07:19.834806] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.64%, Actual: 1.64% [2025-11-22T02:07:19.952698] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:07:19.992595] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.69% | Symbol ETA: 6.8s | Global ETA: 1h 29m 47s [2025-11-22T02:07:19.993597] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:19.993685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:19.995431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:19.995951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:19.996354] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:19.997133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:20.000022] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:20.001584] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 1.27% [2025-11-22T02:07:20.046866] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -3.71% | Symbol ETA: 9.1s | Global ETA: 1h 29m 47s [2025-11-22T02:07:20.047997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:20.048067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:20.049880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:20.050409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:20.050831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:20.051813] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:20.056312] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:20.058839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:20.091765] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:20.092768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:20.131220] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.14% [2025-11-22T02:07:20.170735] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.58%, Actual: 6.65% [2025-11-22T02:07:20.297364] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.54% [2025-11-22T02:07:20.339687] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 1.38% [2025-11-22T02:07:20.339906] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.9968% [2025-11-22T02:07:20.340029] [INFO ] [main ] SDRL: DISCARDED add_overnight_gap_mag (score: 46.00%) [2025-11-22T02:07:20.340071] [INFO ] [main ] SDRL: Testing feature 29/53: add_pct_change [2025-11-22T02:07:20.340103] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_pct_change'] [2025-11-22T02:07:20.340137] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:20.354418] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:20.355895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:20.355957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:20.360727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:20.362505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:20.362999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:20.363418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:20.407356] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:20.409455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:20.465152] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.45% [2025-11-22T02:07:20.635993] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.24% [2025-11-22T02:07:20.701738] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.72% | Symbol ETA: 6.1s | Global ETA: 1h 29m 49s [2025-11-22T02:07:20.702266] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 4.78% | Symbol ETA: 8.8s | Global ETA: 1h 29m 49s [2025-11-22T02:07:20.702680] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:20.702747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:20.703224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:20.703297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:20.704492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:20.705003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:20.705067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:20.705406] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:20.705679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:20.706112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:20.706211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:20.707144] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:20.708751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:20.712681] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:20.715094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:20.799819] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:20.800758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:20.802757] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.06% [2025-11-22T02:07:20.802958] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 38.3069% [2025-11-22T02:07:20.803059] [INFO ] [main ] BLE: DISCARDED add_volatility_decay_ratio (score: 38.31%) [2025-11-22T02:07:20.803105] [INFO ] [main ] BLE: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:07:20.803139] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:07:20.803174] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:20.816298] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:20.817599] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:20.817684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:20.819445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:20.819995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:20.822970] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:20.825173] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:20.844977] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:20.846084] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:20.848193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.042605] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.78% | Symbol ETA: 13.4s | Global ETA: 1h 29m 50s [2025-11-22T02:07:21.043500] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:21.043564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:21.048392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.050145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:21.050623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:21.051030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:21.094159] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:21.096159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.297075] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 8.1s | Global ETA: 1h 29m 50s [2025-11-22T02:07:21.297982] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:21.298045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.299678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:21.300149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:21.300524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:21.301472] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:21.305593] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:21.307949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.407446] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 5.4s | Global ETA: 1h 29m 51s [2025-11-22T02:07:21.408695] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:21.408773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.410471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:21.410969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:21.411387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:21.412125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:21.414452] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:21.423556] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 6.3s | Global ETA: 1h 29m 51s [2025-11-22T02:07:21.424491] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:21.424557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.426272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:21.426797] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:21.429802] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:21.431905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:21.452720] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:21.453981] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:21.456073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.508125] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:21.509238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.715746] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.62% | Symbol ETA: 12.7s | Global ETA: 1h 29m 51s [2025-11-22T02:07:21.716622] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:21.716707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:21.721490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.723247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:21.723773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:21.724161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:21.768154] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:21.770444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:21.896017] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 7.4s | Global ETA: 1h 29m 52s [2025-11-22T02:07:21.896935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:21.896999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:21.898680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:21.899164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:21.899544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:21.900472] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:21.904546] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:21.906835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.042743] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 5.7s | Global ETA: 1h 29m 52s [2025-11-22T02:07:22.043617] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:22.043701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.045333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:22.045868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:22.048813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:22.050905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:22.070327] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:22.071448] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:22.073519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.116419] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 4.7s | Global ETA: 1h 29m 52s [2025-11-22T02:07:22.117388] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:22.117454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.119160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:22.119686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:22.120090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:22.120882] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:22.123275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:22.211880] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:22.212938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.426398] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.43% | Symbol ETA: 12.1s | Global ETA: 1h 29m 53s [2025-11-22T02:07:22.427747] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:22.427824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:22.433222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.435212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:22.435760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:22.436157] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:22.482036] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:22.482216] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 6.8s | Global ETA: 1h 29m 53s [2025-11-22T02:07:22.483110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:22.483173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.484272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.484812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:22.485302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:22.485704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:22.486598] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:22.490735] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:22.493019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.662438] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 5.2s | Global ETA: 1h 29m 54s [2025-11-22T02:07:22.663379] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:22.663445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.665167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:22.665683] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:22.668614] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:22.670799] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:22.692075] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:22.693829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:22.696758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:22.819616] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 4.0s | Global ETA: 1h 29m 54s [2025-11-22T02:07:22.820557] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:22.820624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:22.822420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:22.822937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:22.823380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:22.824176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:22.826695] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:22.917702] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:22.918615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.066904] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.61% | Symbol ETA: 6.2s | Global ETA: 1h 29m 55s [2025-11-22T02:07:23.067894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:23.067958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.069574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:23.070527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:23.073563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:23.074620] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:23.079039] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:23.081291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.133544] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 11.4s | Global ETA: 1h 29m 55s [2025-11-22T02:07:23.134452] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:23.134514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:23.139318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.141045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:23.141501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:23.141898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:23.187625] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:23.189741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.282460] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.23% | Symbol ETA: 4.5s | Global ETA: 1h 29m 55s [2025-11-22T02:07:23.283349] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:23.283413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.285081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:23.285582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:23.288457] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:23.290537] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:23.309799] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:23.310942] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:23.312945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.524095] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.89% | Symbol ETA: 3.3s | Global ETA: 1h 29m 56s [2025-11-22T02:07:23.525017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:23.525083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.526918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:23.527436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:23.527861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:23.528683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:23.531147] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:23.621827] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:23.622801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.653957] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 5.6s | Global ETA: 1h 29m 56s [2025-11-22T02:07:23.654862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:23.654925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.656539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:23.657031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:23.657443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:23.658406] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:23.662565] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:23.664840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.811289] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 3.09% | Symbol ETA: 10.7s | Global ETA: 1h 29m 57s [2025-11-22T02:07:23.812211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:23.812286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:23.817107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.818966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:23.819458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:23.819858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:23.863507] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:23.865755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:23.907187] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 3.9s | Global ETA: 1h 29m 57s [2025-11-22T02:07:23.908920] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:23.909004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:23.911385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:23.912130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:23.916503] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:23.918879] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:23.938231] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:23.939384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:23.941381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.249858] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -2.47% | Symbol ETA: 2.6s | Global ETA: 1h 29m 58s [2025-11-22T02:07:24.250802] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:24.250870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:24.252599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:24.253137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:24.253578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:24.254442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:24.256985] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:24.270948] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.75% | Symbol ETA: 5.0s | Global ETA: 1h 29m 58s [2025-11-22T02:07:24.271875] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:24.271940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:24.273747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:24.274251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:24.274674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:24.275674] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:24.280094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:24.282536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.347922] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:07:24.349000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.487155] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.13% | Symbol ETA: 10.0s | Global ETA: 1h 29m 58s [2025-11-22T02:07:24.488077] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:24.488139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:24.492919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:24.494667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:24.495126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:24.495535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:24.524612] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 3.3s | Global ETA: 1h 29m 59s [2025-11-22T02:07:24.525489] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:24.525553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:24.527267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:24.527773] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:24.530630] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:24.532726] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:24.541506] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:24.543712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.555765] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:24.557017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:24.559099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.897408] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 4.4s | Global ETA: 1h 29m 60s [2025-11-22T02:07:24.898344] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:24.898412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:24.900261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:24.900823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:24.901234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:24.902244] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:24.906744] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:07:24.909306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:24.936141] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.93% | Symbol ETA: 1.9s | Global ETA: 1h 29m 60s [2025-11-22T02:07:25.105667] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 1.59% [2025-11-22T02:07:25.151218] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 2.7s | Global ETA: 1h 30m 0s [2025-11-22T02:07:25.152113] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:25.152177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:25.153870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:25.154343] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:25.157199] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:25.159290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:25.178859] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:25.180021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:25.182028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:25.185508] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 9.3s | Global ETA: 1h 30m 0s [2025-11-22T02:07:25.186399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:25.186462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:25.191238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:25.192992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:25.193487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:25.193882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:25.236576] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:25.238812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:25.273909] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 1.32% [2025-11-22T02:07:25.440423] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 1.92% [2025-11-22T02:07:25.528061] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 3.8s | Global ETA: 1h 30m 1s [2025-11-22T02:07:25.605807] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 0.82% [2025-11-22T02:07:25.714236] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -3.71%, Actual: 2.26% [2025-11-22T02:07:25.771445] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.75% [2025-11-22T02:07:25.803910] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 2.1s | Global ETA: 1h 30m 2s [2025-11-22T02:07:25.804835] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:25.804903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:25.806539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:25.807041] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:25.809958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:25.812036] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:25.831046] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:25.832133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:25.834123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:25.857508] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 8.6s | Global ETA: 1h 30m 2s [2025-11-22T02:07:25.858406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:25.858468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:25.863146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:25.864871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:25.865330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:25.865725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:25.896456] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 4.78%, Actual: 2.39% [2025-11-22T02:07:25.911439] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:25.913594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:25.938887] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 0.67% [2025-11-22T02:07:26.075712] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 1.30% [2025-11-22T02:07:26.104949] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 1.88% [2025-11-22T02:07:26.256663] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 1.48% [2025-11-22T02:07:26.274009] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.89%, Actual: 1.79% [2025-11-22T02:07:26.404372] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1.5s | Global ETA: 1h 30m 3s [2025-11-22T02:07:26.405265] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:26.405330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:26.406980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:26.407502] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:26.410302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:26.412415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:26.431672] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:26.432755] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:26.434742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:26.439903] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.10%, Actual: 0.63% [2025-11-22T02:07:26.440787] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -2.47%, Actual: 3.67% [2025-11-22T02:07:26.530794] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.62% | Symbol ETA: 7.9s | Global ETA: 1h 30m 4s [2025-11-22T02:07:26.531682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:26.531743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:26.536484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:26.538257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:26.538732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:26.539455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:26.583249] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:07:26.585333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:26.606560] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.93%, Actual: 4.98% [2025-11-22T02:07:26.606775] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 53.3401% [2025-11-22T02:07:26.607230] [INFO ] [main ] AEO: DISCARDED add_sma_ratio (score: 53.34%) [2025-11-22T02:07:26.607276] [INFO ] [main ] AEO: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:07:26.607309] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_vol_of_vol'] [2025-11-22T02:07:26.607345] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:26.612330] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.61%, Actual: 0.78% [2025-11-22T02:07:26.620848] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:26.622375] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:26.622446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:26.624194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:26.624728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:26.625125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:26.625954] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:26.628356] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:26.714163] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:26.715547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:26.777061] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.51% [2025-11-22T02:07:26.942235] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.75%, Actual: 0.73% [2025-11-22T02:07:26.998394] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 0.8s | Global ETA: 1h 30m 5s [2025-11-22T02:07:27.108438] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.31%, Actual: 0.10% [2025-11-22T02:07:27.169055] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 0.48% [2025-11-22T02:07:27.217318] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 7.3s | Global ETA: 1h 30m 5s [2025-11-22T02:07:27.281405] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 0.09% [2025-11-22T02:07:27.281637] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.4922% [2025-11-22T02:07:27.281746] [INFO ] [main ] ACR: DISCARDED add_range_overlap_v_prior_day (score: 37.49%) [2025-11-22T02:07:27.281789] [INFO ] [main ] ACR: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:07:27.281821] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_range_volume_efficiency'] [2025-11-22T02:07:27.281855] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:27.294138] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:27.295393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:27.295457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:27.297205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:27.297758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:27.298141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:27.299133] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:27.303334] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:27.305420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:27.310402] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 7.6s | Global ETA: 1h 30m 6s [2025-11-22T02:07:27.311284] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:27.311347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:27.312993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:27.313476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:27.313888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:27.314626] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:27.316940] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:27.337713] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.64% [2025-11-22T02:07:27.393471] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.78%, Actual: 7.53% [2025-11-22T02:07:27.407525] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:27.408766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:27.506980] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.12% [2025-11-22T02:07:27.572059] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.62%, Actual: 2.40% [2025-11-22T02:07:27.684760] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.23%, Actual: 0.18% [2025-11-22T02:07:27.746027] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.43%, Actual: 0.80% [2025-11-22T02:07:27.857696] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.12% [2025-11-22T02:07:27.911568] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 9.0s | Global ETA: 1h 30m 7s [2025-11-22T02:07:27.912625] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:27.913030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:27.914852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:27.915353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:27.915796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:27.916937] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:27.920932] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.30%, Actual: 1.02% [2025-11-22T02:07:27.921639] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:27.924106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:28.021848] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -2.93% | Symbol ETA: 7.0s | Global ETA: 1h 30m 8s [2025-11-22T02:07:28.022733] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:28.022796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:28.024468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:28.025000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:28.025405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:28.026163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:28.028491] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:28.029796] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:07:28.094454] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 3.09%, Actual: 4.31% [2025-11-22T02:07:28.117757] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:28.119088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:28.202293] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.54% [2025-11-22T02:07:28.266870] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.13%, Actual: 3.35% [2025-11-22T02:07:28.377776] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.45% [2025-11-22T02:07:28.435320] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.97%, Actual: 1.64% [2025-11-22T02:07:28.543826] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.24% [2025-11-22T02:07:28.559928] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 8.5s | Global ETA: 1h 30m 9s [2025-11-22T02:07:28.560912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:28.560977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:28.562746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:28.563250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:28.563745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:28.564727] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:28.569352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:28.571619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:28.603687] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 1.27% [2025-11-22T02:07:28.713127] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 0.06% [2025-11-22T02:07:28.713319] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 41.2809% [2025-11-22T02:07:28.713443] [INFO ] [main ] BLE: DISCARDED add_volatility_state_percentiles (score: 41.28%) [2025-11-22T02:07:28.713857] [INFO ] [main ] BLE: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:07:28.713894] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_volume_dispersion'] [2025-11-22T02:07:28.713929] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:28.726660] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:28.727948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:28.728015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:28.729779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:28.730278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:28.732712] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -3.01% | Symbol ETA: 6.3s | Global ETA: 1h 30m 9s [2025-11-22T02:07:28.733153] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:28.733595] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:28.733690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:28.735262] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:28.735311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:28.735849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:28.736237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:28.736982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:28.739325] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:28.755114] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:28.756513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:28.775113] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.62%, Actual: 6.65% [2025-11-22T02:07:28.823978] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:28.825116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:28.941776] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.88%, Actual: 1.38% [2025-11-22T02:07:28.941986] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 54.7868% [2025-11-22T02:07:28.942089] [INFO ] [main ] SDRL: DISCARDED add_pct_change (score: 54.79%) [2025-11-22T02:07:28.942131] [INFO ] [main ] SDRL: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:07:28.942163] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_preclose_acceleration_mag'] [2025-11-22T02:07:28.942196] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:28.956088] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:28.957388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:28.957455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:28.962292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:28.964065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:28.964539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:28.964941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:29.009050] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:29.010250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.201534] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 7.9s | Global ETA: 1h 30m 11s [2025-11-22T02:07:29.202487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:29.202552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.204259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:29.204790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:29.205193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:29.206226] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:29.210684] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:29.212875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.334848] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 6.1s | Global ETA: 1h 30m 11s [2025-11-22T02:07:29.335792] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:29.335856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.337616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:29.338172] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:29.341084] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:29.343152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:29.363007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:29.364433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.432445] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 5.6s | Global ETA: 1h 30m 11s [2025-11-22T02:07:29.433429] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:29.433497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.435223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:29.435822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:29.436233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:29.437033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:29.439972] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:29.526299] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:29.527598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.625115] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -8.20% | Symbol ETA: 12.8s | Global ETA: 1h 30m 12s [2025-11-22T02:07:29.626033] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:29.626096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:29.630969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.632721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:29.633184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:29.633569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:29.679889] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:29.681203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.826291] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 7.3s | Global ETA: 1h 30m 12s [2025-11-22T02:07:29.827243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:29.827327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.829047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:29.829592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:29.830004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:29.830942] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:29.835214] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:29.837379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:29.946464] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 5.5s | Global ETA: 1h 30m 12s [2025-11-22T02:07:29.947429] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:29.947494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:29.949180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:29.949700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:29.952633] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:29.954731] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:29.974890] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:29.976558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:30.119216] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 4.9s | Global ETA: 1h 30m 13s [2025-11-22T02:07:30.120131] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:30.120195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:30.121849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:30.122337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:30.122740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:30.123468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:30.129604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:30.213959] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:30.215199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:30.329516] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.84% | Symbol ETA: 12.3s | Global ETA: 1h 30m 13s [2025-11-22T02:07:30.330429] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:30.330492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:30.335407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:30.337285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:30.337775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:30.338154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:30.383218] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:30.384517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:30.426425] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.47% | Symbol ETA: 6.6s | Global ETA: 1h 30m 14s [2025-11-22T02:07:30.427341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:30.427404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:30.429038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:30.429549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:30.429947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:30.430880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:30.435154] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:30.437265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:30.553916] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 4.9s | Global ETA: 1h 30m 14s [2025-11-22T02:07:30.554805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:30.554874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:30.556503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:30.557009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:30.559992] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:30.562212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:30.581821] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:30.583190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:30.804851] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.69% | Symbol ETA: 4.2s | Global ETA: 1h 30m 15s [2025-11-22T02:07:30.805735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:30.805797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:30.807451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:30.807964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:30.808347] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:30.809099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:30.811408] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:30.897561] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:30.898667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.006012] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.92% | Symbol ETA: 11.6s | Global ETA: 1h 30m 15s [2025-11-22T02:07:31.006909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.006971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:31.011907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.013661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:31.014123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:31.014499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:31.020126] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.95% | Symbol ETA: 6.0s | Global ETA: 1h 30m 15s [2025-11-22T02:07:31.021022] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.021085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.022727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:31.023203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:31.023591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:31.024538] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:31.028913] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:31.031161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.058287] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:31.059586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.156249] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 4.3s | Global ETA: 1h 30m 16s [2025-11-22T02:07:31.157137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.157254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.158924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:31.159406] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:31.162204] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:31.164271] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:31.183681] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:31.185043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.478751] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 7.20% | Symbol ETA: 3.5s | Global ETA: 1h 30m 16s [2025-11-22T02:07:31.479732] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:31.479796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.481468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:31.481988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:31.482381] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:31.483155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:31.485433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:31.570406] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:31.571497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.610879] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 1.87% | Symbol ETA: 5.3s | Global ETA: 1h 30m 17s [2025-11-22T02:07:31.611798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.611861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.613485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:31.613976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:31.614359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:31.615296] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:31.619949] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:31.622031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.677254] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 10.9s | Global ETA: 1h 30m 17s [2025-11-22T02:07:31.678177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.678240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:31.683075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.685137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:31.685637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:31.686035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:31.730697] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:31.731831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:31.776185] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 3.7s | Global ETA: 1h 30m 17s [2025-11-22T02:07:31.777129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:31.777214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:31.779145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:31.779728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:31.782951] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:31.785175] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:31.810633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:31.813343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.161160] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 2.8s | Global ETA: 1h 30m 18s [2025-11-22T02:07:32.162041] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:32.162103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.163736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:32.164212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:32.164601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:32.165346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:32.167637] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:32.204443] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 4.7s | Global ETA: 1h 30m 18s [2025-11-22T02:07:32.205398] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:32.205466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.207181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:32.207687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:32.208089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:32.209048] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:32.213311] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:32.215440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.250829] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:32.251939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.349195] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.48% | Symbol ETA: 10.2s | Global ETA: 1h 30m 19s [2025-11-22T02:07:32.350087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:32.350150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:32.354941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.356787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:32.357431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:32.357909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:32.386764] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 3.1s | Global ETA: 1h 30m 19s [2025-11-22T02:07:32.388046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:32.388110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.389790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:32.390276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:32.393101] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:32.395206] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:32.402538] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:32.403848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.414874] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:32.416238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.802578] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.58% | Symbol ETA: 4.1s | Global ETA: 1h 30m 20s [2025-11-22T02:07:32.803555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:32.803682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.805357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:32.805892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:32.806319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:32.807329] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:32.811586] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:32.813732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.840620] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.59% | Symbol ETA: 2.1s | Global ETA: 1h 30m 20s [2025-11-22T02:07:32.841505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:32.841574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.843222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:32.843721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:32.844108] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:32.844852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:32.847198] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:32.931907] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:32.933030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:32.986295] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 2.5s | Global ETA: 1h 30m 20s [2025-11-22T02:07:32.987327] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:32.987394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:32.989065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:32.989553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:32.992366] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:32.994447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:33.013545] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:33.014931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:33.025162] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.85% | Symbol ETA: 9.5s | Global ETA: 1h 30m 20s [2025-11-22T02:07:33.026110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:33.026175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:33.031140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:33.032927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:33.033402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:33.033814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:33.078595] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:33.079779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:33.402448] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 3.5s | Global ETA: 1h 30m 21s [2025-11-22T02:07:33.515378] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 1.4s | Global ETA: 1h 30m 22s [2025-11-22T02:07:33.573796] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 2.26% [2025-11-22T02:07:33.593052] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 1.9s | Global ETA: 1h 30m 22s [2025-11-22T02:07:33.593954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:33.594017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:33.595701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:33.596181] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:33.599117] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:33.601227] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:33.620573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:33.621976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:33.683747] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 1.59% [2025-11-22T02:07:33.698166] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.90% | Symbol ETA: 8.9s | Global ETA: 1h 30m 22s [2025-11-22T02:07:33.699056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:33.699118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:33.703955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:33.705708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:33.706194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:33.706574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:33.742960] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 2.39% [2025-11-22T02:07:33.749951] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:33.751002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:33.849368] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -2.93%, Actual: 1.32% [2025-11-22T02:07:33.915598] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 1.30% [2025-11-22T02:07:34.014184] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -3.01%, Actual: 1.92% [2025-11-22T02:07:34.084807] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 1.48% [2025-11-22T02:07:34.181425] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.82% [2025-11-22T02:07:34.206485] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 1.3s | Global ETA: 1h 30m 23s [2025-11-22T02:07:34.207454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:34.207525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:34.209253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:34.209800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:34.212804] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:34.215194] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:34.239434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:34.241398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:34.258320] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.47%, Actual: 0.63% [2025-11-22T02:07:34.347925] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 0.75% [2025-11-22T02:07:34.393986] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 8.2s | Global ETA: 1h 30m 24s [2025-11-22T02:07:34.394890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:34.394953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:34.399801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:34.401561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:34.402068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:34.402468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:34.426290] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.95%, Actual: 0.78% [2025-11-22T02:07:34.445855] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:34.446907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:34.514108] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.69%, Actual: 0.67% [2025-11-22T02:07:34.596505] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 0.51% [2025-11-22T02:07:34.679850] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 7.20%, Actual: 1.88% [2025-11-22T02:07:34.769197] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.74%, Actual: 0.73% [2025-11-22T02:07:34.823939] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 0.7s | Global ETA: 1h 30m 25s [2025-11-22T02:07:34.845897] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 1.79% [2025-11-22T02:07:34.939767] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.58%, Actual: 0.10% [2025-11-22T02:07:34.993172] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.48% [2025-11-22T02:07:35.012171] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.59%, Actual: 3.67% [2025-11-22T02:07:35.060846] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.53% | Symbol ETA: 7.5s | Global ETA: 1h 30m 26s [2025-11-22T02:07:35.061725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:35.061786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:35.066681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:35.068472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:35.068957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:35.069343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:35.108867] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.09% [2025-11-22T02:07:35.109065] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 34.3475% [2025-11-22T02:07:35.109145] [INFO ] [main ] ACR: DISCARDED add_range_volume_efficiency (score: 34.35%) [2025-11-22T02:07:35.109188] [INFO ] [main ] ACR: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:07:35.109221] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:07:35.109255] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:35.114067] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:35.115251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:35.121811] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:35.123244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:35.123314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:35.125055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:35.125549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:35.125961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:35.126936] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:35.131261] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:35.135173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:35.162673] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.64% [2025-11-22T02:07:35.178412] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 4.98% [2025-11-22T02:07:35.178616] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 41.7003% [2025-11-22T02:07:35.178754] [INFO ] [main ] AEO: DISCARDED add_vol_of_vol (score: 41.70%) [2025-11-22T02:07:35.178799] [INFO ] [main ] AEO: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:07:35.178833] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_volatility_decay_ratio'] [2025-11-22T02:07:35.178868] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:35.190421] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:35.191758] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:35.191821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:35.193520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:35.197546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:35.197972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:35.198726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:35.201081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:35.287192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:35.288475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:35.332017] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.12% [2025-11-22T02:07:35.508174] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.18% [2025-11-22T02:07:35.687772] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:07:35.758716] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.31% | Symbol ETA: 6.8s | Global ETA: 1h 30m 27s [2025-11-22T02:07:35.789725] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 9.2s | Global ETA: 1h 30m 27s [2025-11-22T02:07:35.790944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:35.791024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:35.793301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:35.793993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:35.794558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:35.795985] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:35.802076] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:35.806435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:35.902845] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.14% [2025-11-22T02:07:35.933108] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 7.8s | Global ETA: 1h 30m 28s [2025-11-22T02:07:35.934140] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:35.934209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:35.936090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:35.936638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:35.937146] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:35.938101] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:35.940690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:35.950481] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -8.20%, Actual: 7.53% [2025-11-22T02:07:36.044686] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:36.046836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:36.152000] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.54% [2025-11-22T02:07:36.210097] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.84%, Actual: 2.40% [2025-11-22T02:07:36.389066] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.45% [2025-11-22T02:07:36.411696] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.92%, Actual: 0.80% [2025-11-22T02:07:36.587571] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 3.44% | Symbol ETA: 9.0s | Global ETA: 1h 30m 30s [2025-11-22T02:07:36.588594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:36.588684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:36.590454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:36.590990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:36.591825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:36.592863] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:36.594258] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 1.02% [2025-11-22T02:07:36.597304] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:36.601319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:36.624994] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.24% [2025-11-22T02:07:36.764135] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 4.31% [2025-11-22T02:07:36.800389] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 7.6s | Global ETA: 1h 30m 30s [2025-11-22T02:07:36.801355] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:36.801426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:36.803156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:36.803694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:36.804114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:36.804904] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:36.806427] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.06% [2025-11-22T02:07:36.806715] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 43.2141% [2025-11-22T02:07:36.806819] [INFO ] [main ] BLE: DISCARDED add_volume_dispersion (score: 43.21%) [2025-11-22T02:07:36.806875] [INFO ] [main ] BLE: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:07:36.806917] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_volume_flow_differentials'] [2025-11-22T02:07:36.806962] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:36.807406] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:36.822483] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:36.823898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:36.823960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:36.825685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:36.826225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:36.829132] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:36.831249] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:36.851230] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:36.854176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:36.903871] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:36.905337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:36.934017] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.85%, Actual: 3.35% [2025-11-22T02:07:37.100689] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.90%, Actual: 1.64% [2025-11-22T02:07:37.196823] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 8.0s | Global ETA: 1h 30m 31s [2025-11-22T02:07:37.197743] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:37.197806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:37.199425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:37.199960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:37.200354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:37.201295] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:37.205475] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:37.209452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:37.269167] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 1.27% [2025-11-22T02:07:37.436253] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.53%, Actual: 6.65% [2025-11-22T02:07:37.442855] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 6.1s | Global ETA: 1h 30m 32s [2025-11-22T02:07:37.443768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:37.443833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:37.445538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:37.446062] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:37.448984] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:37.451159] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:37.472804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:37.475768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:37.529095] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 6.6s | Global ETA: 1h 30m 32s [2025-11-22T02:07:37.530078] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:37.530145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:37.531930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:37.532445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:37.532910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:37.533720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:37.536322] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:37.605017] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.31%, Actual: 1.38% [2025-11-22T02:07:37.605222] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 59.7376% [2025-11-22T02:07:37.605314] [INFO ] [main ] SDRL: DISCARDED add_preclose_acceleration_mag (score: 59.74%) [2025-11-22T02:07:37.605357] [INFO ] [main ] SDRL: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:07:37.605397] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_1100_to_open'] [2025-11-22T02:07:37.605431] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:37.619186] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:37.620433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:37.620495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:37.625384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:37.627238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:37.627761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:37.628144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:37.628481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:37.630015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:37.671461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:37.672247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:37.799403] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 7.2s | Global ETA: 1h 30m 33s [2025-11-22T02:07:37.800290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:37.800353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:37.802063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:37.802534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:37.802941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:37.803921] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:37.808188] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:37.812317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.070667] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 5.5s | Global ETA: 1h 30m 33s [2025-11-22T02:07:38.071541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:38.071613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.073354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:38.073928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:38.076828] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:38.078992] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:38.100323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:38.103671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.266081] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 5.7s | Global ETA: 1h 30m 34s [2025-11-22T02:07:38.266982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:38.267046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.268701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:38.269179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:38.269578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:38.270341] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:38.272636] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:38.297057] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -7.41% | Symbol ETA: 12.4s | Global ETA: 1h 30m 34s [2025-11-22T02:07:38.297986] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:38.298048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:38.302826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.304582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:38.305066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:38.305449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:38.349016] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:38.349864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.357992] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:38.359486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.419378] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.97% | Symbol ETA: 6.5s | Global ETA: 1h 30m 34s [2025-11-22T02:07:38.420266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:38.420329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.421970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:38.422440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:38.422846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:38.423788] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:38.428009] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:38.431867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.692828] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 4.9s | Global ETA: 1h 30m 35s [2025-11-22T02:07:38.693709] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:38.693772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.695375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:38.695878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:38.698949] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:38.701049] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:38.721436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:38.724558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:38.952267] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 4.9s | Global ETA: 1h 30m 36s [2025-11-22T02:07:38.953159] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:38.953223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:38.954872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:38.955350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:38.955757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:38.956472] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:38.958796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:39.014251] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 5.8s | Global ETA: 1h 30m 36s [2025-11-22T02:07:39.015314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.015378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.016842] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 11.9s | Global ETA: 1h 30m 36s [2025-11-22T02:07:39.017407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:39.017908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.017913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:39.017972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:39.018303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:39.019254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:39.022987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.023703] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:39.024746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:39.025212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:39.025594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:39.027710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.043261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:39.044454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.068901] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:39.069749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.295661] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 4.2s | Global ETA: 1h 30m 36s [2025-11-22T02:07:39.296514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.296577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.298235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:39.298734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:39.301519] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:39.303569] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:39.322902] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:39.325742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.632393] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.54% | Symbol ETA: 5.1s | Global ETA: 1h 30m 37s [2025-11-22T02:07:39.633326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.633406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.635069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:39.635539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:39.632075] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.96% | Symbol ETA: 4.1s | Global ETA: 1h 30m 37s [2025-11-22T02:07:39.635979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:39.636620] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:39.636705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.636917] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:39.638365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:39.638870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:39.639257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:39.640011] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:39.641236] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:39.642326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:39.645109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.679080] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 7.50% | Symbol ETA: 11.2s | Global ETA: 1h 30m 37s [2025-11-22T02:07:39.679977] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.680040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:39.684775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.686513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:39.686992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:39.687415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:39.730605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:39.731124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:39.731818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.731875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:39.924787] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 1h 30m 38s [2025-11-22T02:07:39.925692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:39.925755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:39.927437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:39.927948] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:39.930826] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:39.932893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:39.952517] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:39.955506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:40.251296] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 4.5s | Global ETA: 1h 30m 39s [2025-11-22T02:07:40.252239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:40.252304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:40.254073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:40.254571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:40.255055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:40.256156] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:40.260753] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:40.265278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:40.333066] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 3.12% | Symbol ETA: 3.3s | Global ETA: 1h 30m 39s [2025-11-22T02:07:40.334002] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:40.334068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:40.335837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:40.336357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:40.336823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:40.337687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:40.340215] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:40.346679] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.04% | Symbol ETA: 10.4s | Global ETA: 1h 30m 39s [2025-11-22T02:07:40.347574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:40.347638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:40.352470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:40.354236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:40.354717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:40.355098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:40.399435] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:40.400309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:40.430914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:40.432115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:40.534375] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 3.0s | Global ETA: 1h 30m 40s [2025-11-22T02:07:40.535261] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:40.535325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:40.537003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:40.537504] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:40.540385] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:40.542444] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:40.561938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:40.564700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:40.884103] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 3.8s | Global ETA: 1h 30m 41s [2025-11-22T02:07:40.885059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:40.885123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:40.886973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:40.887516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:40.887981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:40.889179] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:40.893902] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:07:40.897936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.032168] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 9.8s | Global ETA: 1h 30m 41s [2025-11-22T02:07:41.033053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:41.033115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:41.037990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.039734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:41.040195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:41.040579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:41.057855] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 2.59% | Symbol ETA: 2.6s | Global ETA: 1h 30m 41s [2025-11-22T02:07:41.058853] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:41.058920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.060659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:41.061164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:41.061601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:41.062409] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:41.065099] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:41.086532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:41.087997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.135528] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 2.3s | Global ETA: 1h 30m 41s [2025-11-22T02:07:41.136418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:41.136482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.138497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:41.138998] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:41.141822] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:41.143905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:41.159055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:41.160411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.162939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:41.165561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.478888] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 3.2s | Global ETA: 1h 30m 42s [2025-11-22T02:07:41.646497] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.85%, Actual: 2.26% [2025-11-22T02:07:41.699768] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.92% | Symbol ETA: 9.1s | Global ETA: 1h 30m 43s [2025-11-22T02:07:41.700665] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:41.700741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:41.705618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.707870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:41.708436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:41.708928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:41.740439] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 1.7s | Global ETA: 1h 30m 43s [2025-11-22T02:07:41.741325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:41.741389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.743030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:41.743531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:41.746364] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:41.748520] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:41.754015] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:41.754870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.769856] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:41.772519] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1.8s | Global ETA: 1h 30m 43s [2025-11-22T02:07:41.772924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.773410] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:41.773475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:41.775120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:41.775606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:41.776049] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:41.776802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:41.779175] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:41.813375] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 3.44%, Actual: 2.39% [2025-11-22T02:07:41.862777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:07:41.864212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:41.986820] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 1.30% [2025-11-22T02:07:42.163151] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 1.48% [2025-11-22T02:07:42.335559] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.97%, Actual: 0.63% [2025-11-22T02:07:42.355983] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 1.1s | Global ETA: 1h 30m 44s [2025-11-22T02:07:42.356878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:42.356941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:42.358579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:42.359107] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:42.361930] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:42.364044] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:42.381868] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 8.4s | Global ETA: 1h 30m 44s [2025-11-22T02:07:42.382756] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:42.382818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:42.383440] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:07:42.386149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:42.387578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:42.389315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:42.389830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:42.390210] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:42.433907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:42.434782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:42.457610] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 1.1s | Global ETA: 1h 30m 45s [2025-11-22T02:07:42.518782] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 0.78% [2025-11-22T02:07:42.625850] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 1.59% [2025-11-22T02:07:42.694362] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.54%, Actual: 0.51% [2025-11-22T02:07:42.794033] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.32% [2025-11-22T02:07:42.871592] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.73% [2025-11-22T02:07:42.959847] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 0.5s | Global ETA: 1h 30m 46s [2025-11-22T02:07:42.959924] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 1.92% [2025-11-22T02:07:43.044013] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.10% [2025-11-22T02:07:43.050032] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.91% | Symbol ETA: 7.7s | Global ETA: 1h 30m 46s [2025-11-22T02:07:43.050922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:43.050983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:43.055792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:43.057538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:43.058028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:43.058408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:43.101280] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:43.102109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:43.124681] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.82% [2025-11-22T02:07:43.126102] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.48% [2025-11-22T02:07:43.210389] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.09% [2025-11-22T02:07:43.210597] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 35.1708% [2025-11-22T02:07:43.210703] [INFO ] [main ] ACR: DISCARDED add_range_volume_efficiency_refinements (score: 35.17%) [2025-11-22T02:07:43.210769] [INFO ] [main ] ACR: Testing feature 39/53: add_regime [2025-11-22T02:07:43.210803] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_regime'] [2025-11-22T02:07:43.210838] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:43.223124] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:43.224575] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:43.224637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:43.226323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:43.226850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:43.227428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:43.229481] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:43.236111] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:43.268553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:43.289747] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.75% [2025-11-22T02:07:43.309880] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.64% [2025-11-22T02:07:43.456005] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.96%, Actual: 0.67% [2025-11-22T02:07:43.476175] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.12% [2025-11-22T02:07:43.623200] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 3.12%, Actual: 1.88% [2025-11-22T02:07:43.645247] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.18% [2025-11-22T02:07:43.711944] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.58% | Symbol ETA: 7.0s | Global ETA: 1h 30m 48s [2025-11-22T02:07:43.712851] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:43.712914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:43.717627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:43.719346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:43.719843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:43.720219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:43.763431] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:07:43.764179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:43.791082] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 2.59%, Actual: 1.79% [2025-11-22T02:07:43.816244] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.12% [2025-11-22T02:07:43.860184] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 8.7s | Global ETA: 1h 30m 48s [2025-11-22T02:07:43.861067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:43.861129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:43.862807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:43.863300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:43.863701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:43.864621] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:43.868900] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:43.888665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:43.959436] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 3.67% [2025-11-22T02:07:43.990150] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:07:44.127321] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 4.98% [2025-11-22T02:07:44.127549] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 40.1671% [2025-11-22T02:07:44.127665] [INFO ] [main ] AEO: DISCARDED add_volatility_decay_ratio (score: 40.17%) [2025-11-22T02:07:44.127712] [INFO ] [main ] AEO: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:07:44.127749] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:07:44.127791] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:44.139578] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:44.141059] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:44.141124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:44.142833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:44.143341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:44.143782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:44.147635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:44.150087] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:44.164357] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.54% [2025-11-22T02:07:44.235396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:44.236159] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:44.237342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:44.239395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:44.343217] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.45% [2025-11-22T02:07:44.390244] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.17% | Symbol ETA: 6.4s | Global ETA: 1h 30m 49s [2025-11-22T02:07:44.495978] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.85% | Symbol ETA: 8.1s | Global ETA: 1h 30m 50s [2025-11-22T02:07:44.496888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:44.496953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:44.498771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:44.499268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:44.499727] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:44.500720] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:44.505105] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:44.516895] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.24% [2025-11-22T02:07:44.526580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:44.560817] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -7.41%, Actual: 7.53% [2025-11-22T02:07:44.688676] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 0.06% [2025-11-22T02:07:44.688905] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 42.1567% [2025-11-22T02:07:44.689010] [INFO ] [main ] BLE: DISCARDED add_volume_flow_differentials (score: 42.16%) [2025-11-22T02:07:44.689052] [INFO ] [main ] BLE: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:07:44.689086] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_volume_pressure_into_close'] [2025-11-22T02:07:44.689119] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:44.701595] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:44.702913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:44.702976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:44.704703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:44.705204] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:44.708135] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:44.710197] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:44.729754] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:44.730235] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.90%, Actual: 2.40% [2025-11-22T02:07:44.731400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:44.851528] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 7.4s | Global ETA: 1h 30m 51s [2025-11-22T02:07:44.852525] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:44.852593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:44.854372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:44.854906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:44.855320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:44.856119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:44.858534] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:44.898565] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 7.50%, Actual: 0.80% [2025-11-22T02:07:44.948660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:44.949428] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:44.950678] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:44.952839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:45.064720] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.04%, Actual: 1.02% [2025-11-22T02:07:45.112320] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 7.4s | Global ETA: 1h 30m 51s [2025-11-22T02:07:45.113232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:45.113295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:45.114975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:45.115450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:45.115885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:45.116856] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:45.121078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:45.141069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:45.231980] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 4.31% [2025-11-22T02:07:45.303372] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 5.7s | Global ETA: 1h 30m 52s [2025-11-22T02:07:45.304264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:45.304328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:45.306047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:45.306527] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:45.309455] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:45.311571] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:45.331395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:45.333057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:45.401608] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.92%, Actual: 3.35% [2025-11-22T02:07:45.579748] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -3.32% | Symbol ETA: 6.7s | Global ETA: 1h 30m 53s [2025-11-22T02:07:45.580745] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:45.580819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:45.582661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:45.583179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:45.583589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:45.584373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:45.586801] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:45.597442] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 1.64% [2025-11-22T02:07:45.677466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:45.678335] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:45.679774] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:45.681906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:45.728405] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 2.33% | Symbol ETA: 6.7s | Global ETA: 1h 30m 53s [2025-11-22T02:07:45.729293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:45.729357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:45.731038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:45.731510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:45.731949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:45.732896] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:45.737097] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:45.757299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:45.765101] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.91%, Actual: 1.27% [2025-11-22T02:07:45.914327] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 5.2s | Global ETA: 1h 30m 53s [2025-11-22T02:07:45.915252] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:45.915316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:45.917337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:45.917875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:45.920730] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:45.922841] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:45.934211] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.58%, Actual: 6.65% [2025-11-22T02:07:45.942868] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:45.944521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.102835] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.17%, Actual: 1.38% [2025-11-22T02:07:46.103032] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 59.6721% [2025-11-22T02:07:46.103125] [INFO ] [main ] SDRL: DISCARDED add_prev_1100_to_open (score: 59.67%) [2025-11-22T02:07:46.103169] [INFO ] [main ] SDRL: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:07:46.103202] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_1100'] [2025-11-22T02:07:46.103256] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:46.117335] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:46.118609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:46.118688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:46.123572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.125376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:46.125865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:46.126247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:46.170887] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:46.171689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.300998] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 6.0s | Global ETA: 1h 30m 54s [2025-11-22T02:07:46.301925] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:46.301993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.303709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:46.304210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:46.304639] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:46.305448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:46.307859] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:46.346407] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 6.1s | Global ETA: 1h 30m 55s [2025-11-22T02:07:46.347307] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:46.347372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.349030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:46.349540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:46.349941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:46.350880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:46.355122] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:46.374746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.402045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:46.402850] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:46.404050] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:46.406192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.528868] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 4.6s | Global ETA: 1h 30m 55s [2025-11-22T02:07:46.529770] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:46.529834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.531476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:46.531997] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:46.534838] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:46.536913] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:46.556609] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:46.558480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.794602] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.20% | Symbol ETA: 11.8s | Global ETA: 1h 30m 56s [2025-11-22T02:07:46.795532] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:46.795596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:46.800494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.802231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:46.802715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:46.803100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:46.846819] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:46.847738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:46.954862] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 5.5s | Global ETA: 1h 30m 56s [2025-11-22T02:07:46.955752] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:46.955815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:46.957453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:46.957993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:46.958384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:46.959323] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:46.963483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:46.983122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.038954] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 5.3s | Global ETA: 1h 30m 56s [2025-11-22T02:07:47.039894] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:47.039960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.041720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:47.042258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:47.042696] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:47.043464] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:47.046019] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:47.130531] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 4.0s | Global ETA: 1h 30m 57s [2025-11-22T02:07:47.131425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:47.131488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.133136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:47.133616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:47.136495] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:47.138733] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:47.140862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:47.141562] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:47.142895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:47.145487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.158566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:47.160228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.461515] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 6.72% | Symbol ETA: 11.1s | Global ETA: 1h 30m 57s [2025-11-22T02:07:47.462470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:47.462535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:47.467604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.469574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:47.470083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:47.470478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:47.516371] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:47.517420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.568808] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 4.8s | Global ETA: 1h 30m 58s [2025-11-22T02:07:47.569703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:47.569767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.571403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:47.571898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:47.572282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:47.573221] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:47.577428] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:47.597271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.746657] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3.4s | Global ETA: 1h 30m 58s [2025-11-22T02:07:47.747543] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:47.747606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.749262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:47.749770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:47.751390] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.17% | Symbol ETA: 4.6s | Global ETA: 1h 30m 58s [2025-11-22T02:07:47.752286] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:47.752351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:47.752601] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:47.754008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:47.754481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:47.754715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:47.754891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:47.755611] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:47.757970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:47.774576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:47.776427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:47.845970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:47.850803] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:47.852018] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:47.854192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.132597] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.93% | Symbol ETA: 10.5s | Global ETA: 1h 30m 59s [2025-11-22T02:07:48.133535] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.133600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:48.138735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.140548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:48.141072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:48.141452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:48.185067] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.72% | Symbol ETA: 4.2s | Global ETA: 1h 30m 59s [2025-11-22T02:07:48.185956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.186019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.186106] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:48.187085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.187674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:48.188180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:48.188567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:48.189542] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:48.193747] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:48.213242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.358574] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 2.8s | Global ETA: 1h 30m 60s [2025-11-22T02:07:48.359489] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.359551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.361198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:48.361698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:48.364545] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:48.366603] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:48.385967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:48.387586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.477007] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.23% | Symbol ETA: 3.8s | Global ETA: 1h 30m 60s [2025-11-22T02:07:48.477986] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:48.478053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.479816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:48.480329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:48.480754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:48.481522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:48.484004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:48.573690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:48.574260] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:48.575430] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:48.577669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.802236] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 3.6s | Global ETA: 1h 31m 1s [2025-11-22T02:07:48.803174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.803237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.804892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:48.805362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:48.805765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:48.806686] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:48.810832] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:48.815795] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.49% | Symbol ETA: 9.8s | Global ETA: 1h 31m 1s [2025-11-22T02:07:48.816700] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.816762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:48.821672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.823421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:48.823897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:48.824277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:48.830412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.868104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:48.868906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:48.961845] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.1s | Global ETA: 1h 31m 1s [2025-11-22T02:07:48.962836] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:48.962907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:48.964753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:48.965319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:48.969588] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:48.972956] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:49.008169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:49.010166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:49.251667] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.66% | Symbol ETA: 3.1s | Global ETA: 1h 31m 2s [2025-11-22T02:07:49.252566] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:49.252662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:49.254362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:49.254891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:49.255294] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:49.256079] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:49.258462] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:49.346539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:49.347096] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:49.348296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:49.350416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:49.436398] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 3.0s | Global ETA: 1h 31m 2s [2025-11-22T02:07:49.484106] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.65% | Symbol ETA: 9.1s | Global ETA: 1h 31m 3s [2025-11-22T02:07:49.485042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:49.485104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:49.489984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:49.491746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:49.492208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:49.492590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:49.536577] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:49.537432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:49.581124] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 1.5s | Global ETA: 1h 31m 3s [2025-11-22T02:07:49.582013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:49.582091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:49.583770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:49.584241] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:49.587095] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:49.589529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:49.608940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:49.609472] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 2.26% [2025-11-22T02:07:49.610535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:49.778271] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.85%, Actual: 2.39% [2025-11-22T02:07:49.945945] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 1.30% [2025-11-22T02:07:49.970363] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.51% | Symbol ETA: 2.4s | Global ETA: 1h 31m 4s [2025-11-22T02:07:49.971310] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:49.971378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:49.973165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:49.973695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:49.974139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:49.974926] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:49.977400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:50.082120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:50.082873] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:50.084277] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:50.086446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:50.112505] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 2.33%, Actual: 1.48% [2025-11-22T02:07:50.155110] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.63% | Symbol ETA: 8.4s | Global ETA: 1h 31m 4s [2025-11-22T02:07:50.156021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:50.156082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:50.160805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:50.162537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:50.163015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:50.163391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:50.184506] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.9s | Global ETA: 1h 31m 4s [2025-11-22T02:07:50.185391] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:50.185454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:50.187200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:50.187701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:50.190581] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:50.192753] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:50.206807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:50.207729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:50.212585] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:50.214365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:50.280690] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.63% [2025-11-22T02:07:50.450223] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.78% [2025-11-22T02:07:50.619834] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.51% [2025-11-22T02:07:50.694207] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 1.7s | Global ETA: 1h 31m 6s [2025-11-22T02:07:50.695123] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:07:50.695187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:50.696876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:50.697357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:50.697775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:50.698522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:50.700821] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:50.784566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:50.785148] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:07:50.786269] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:07:50.788308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:50.790599] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.72%, Actual: 0.73% [2025-11-22T02:07:50.791057] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 0.3s | Global ETA: 1h 31m 6s [2025-11-22T02:07:50.823793] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.23% | Symbol ETA: 7.8s | Global ETA: 1h 31m 6s [2025-11-22T02:07:50.825076] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:50.825139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:50.830034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:50.831805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:50.832269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:50.832670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:50.875951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:50.876913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:50.959204] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.16%, Actual: 0.10% [2025-11-22T02:07:50.959967] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.48% [2025-11-22T02:07:51.126822] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 0.64% [2025-11-22T02:07:51.126996] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.09% [2025-11-22T02:07:51.127200] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 45.4247% [2025-11-22T02:07:51.127300] [INFO ] [main ] ACR: DISCARDED add_regime (score: 45.42%) [2025-11-22T02:07:51.127348] [INFO ] [main ] ACR: Testing feature 40/53: add_regime_flags [2025-11-22T02:07:51.127381] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_regime_flags'] [2025-11-22T02:07:51.127418] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:51.140733] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:51.142014] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:51.142079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:51.143831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:51.144347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:51.144806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:51.145788] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:51.150315] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:51.151431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:51.293688] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.12% [2025-11-22T02:07:51.379110] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 1.0s | Global ETA: 1h 31m 7s [2025-11-22T02:07:51.460537] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.18% [2025-11-22T02:07:51.483685] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.20% | Symbol ETA: 7.1s | Global ETA: 1h 31m 8s [2025-11-22T02:07:51.484585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:51.484672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:51.489601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:51.491356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:51.491836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:51.492217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:51.535614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:51.536387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:51.546180] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.59% [2025-11-22T02:07:51.629153] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:07:51.712896] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -3.32%, Actual: 1.32% [2025-11-22T02:07:51.741235] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -3.14% | Symbol ETA: 8.0s | Global ETA: 1h 31m 8s [2025-11-22T02:07:51.742153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:51.742215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:51.743864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:51.744394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:51.744802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:51.745754] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:51.749969] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:51.751013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:51.801018] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:07:51.880455] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -1.71%, Actual: 1.92% [2025-11-22T02:07:51.970968] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.54% [2025-11-22T02:07:52.046902] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 0.82% [2025-11-22T02:07:52.139031] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.45% [2025-11-22T02:07:52.169507] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.65% | Symbol ETA: 6.4s | Global ETA: 1h 31m 9s [2025-11-22T02:07:52.170437] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:52.170501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:52.175355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:52.177155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:52.177661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:52.178049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:52.211797] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.17%, Actual: 0.75% [2025-11-22T02:07:52.221912] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:07:52.222747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:52.305348] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.24% [2025-11-22T02:07:52.339680] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 7.4s | Global ETA: 1h 31m 10s [2025-11-22T02:07:52.340576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:52.340659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:52.342301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:52.342808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:52.343241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:52.344192] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:52.348392] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:52.349438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:52.376898] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.23%, Actual: 0.67% [2025-11-22T02:07:52.473104] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.06% [2025-11-22T02:07:52.473309] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.6926% [2025-11-22T02:07:52.473400] [INFO ] [main ] BLE: DISCARDED add_volume_pressure_into_close (score: 31.69%) [2025-11-22T02:07:52.473442] [INFO ] [main ] BLE: Testing feature 52/53: add_volume_zscore [2025-11-22T02:07:52.473475] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_volume_zscore'] [2025-11-22T02:07:52.473509] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:07:52.486300] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:52.487690] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:52.487753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:52.489480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:52.490025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:52.492902] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:52.495093] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:52.515317] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:52.516913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:52.543146] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.66%, Actual: 1.88% [2025-11-22T02:07:52.710367] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.51%, Actual: 1.79% [2025-11-22T02:07:52.877691] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 3.67% [2025-11-22T02:07:52.909380] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.28% | Symbol ETA: 5.8s | Global ETA: 1h 31m 11s [2025-11-22T02:07:52.930691] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 6.8s | Global ETA: 1h 31m 11s [2025-11-22T02:07:52.931577] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:52.931659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:52.933321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:52.933833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:52.934234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:52.935184] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:52.939492] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:52.940541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.044346] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 1.21%, Actual: 4.98% [2025-11-22T02:07:53.044587] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 44.9884% [2025-11-22T02:07:53.045981] [INFO ] [main ] AEO: DISCARDED add_volatility_state_percentiles (score: 44.99%) [2025-11-22T02:07:53.046043] [INFO ] [main ] AEO: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:07:53.046078] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_volume_dispersion'] [2025-11-22T02:07:53.046114] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:07:53.060715] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:53.061964] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:53.062029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:53.063711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:53.064198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:53.064585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:53.065328] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:53.067618] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:53.082687] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.20%, Actual: 7.53% [2025-11-22T02:07:53.091321] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 5.6s | Global ETA: 1h 31m 12s [2025-11-22T02:07:53.092194] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:53.092257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:53.093901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:53.094375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:53.097199] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:53.099275] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:53.119133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:53.120772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.151459] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:53.153038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.250070] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 6.72%, Actual: 2.40% [2025-11-22T02:07:53.419112] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.93%, Actual: 0.80% [2025-11-22T02:07:53.565911] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 6.3s | Global ETA: 1h 31m 13s [2025-11-22T02:07:53.566877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:53.566944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:53.568706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:53.569212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:53.569604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:53.570583] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:53.574865] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:53.575994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.612565] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.49%, Actual: 1.02% [2025-11-22T02:07:53.693435] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 5.0s | Global ETA: 1h 31m 13s [2025-11-22T02:07:53.694389] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:53.694454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:53.696166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:53.696695] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:53.699604] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:53.701772] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:53.721675] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:53.723302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.741956] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 6.9s | Global ETA: 1h 31m 13s [2025-11-22T02:07:53.742853] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:53.742917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:53.744551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:53.745044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:53.745436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:53.746186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:53.748478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:53.801622] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.65%, Actual: 4.31% [2025-11-22T02:07:53.832949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:53.834459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:53.974456] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.63%, Actual: 3.35% [2025-11-22T02:07:54.142547] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.23%, Actual: 1.64% [2025-11-22T02:07:54.170432] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 5.7s | Global ETA: 1h 31m 15s [2025-11-22T02:07:54.171343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:54.171774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.173449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:54.173979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:54.174365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:54.175311] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:54.179507] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:54.180573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:54.301806] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 4.4s | Global ETA: 1h 31m 15s [2025-11-22T02:07:54.302696] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:54.302758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.304373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:54.304972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:54.308183] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:54.308520] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.20%, Actual: 1.27% [2025-11-22T02:07:54.310339] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:54.330083] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:54.331904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:54.421951] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -4.01% | Symbol ETA: 6.2s | Global ETA: 1h 31m 15s [2025-11-22T02:07:54.422843] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:54.422906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.424523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:54.425019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:54.425398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:54.426137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:54.428397] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:54.473561] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.65%, Actual: 6.65% [2025-11-22T02:07:54.511875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:54.513398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:54.639872] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.28%, Actual: 1.38% [2025-11-22T02:07:54.640071] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 57.7508% [2025-11-22T02:07:54.640159] [INFO ] [main ] SDRL: DISCARDED add_prev_close_to_1100 (score: 57.75%) [2025-11-22T02:07:54.640202] [INFO ] [main ] SDRL: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:07:54.640233] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_open'] [2025-11-22T02:07:54.640267] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:07:54.653953] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:54.655330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:54.655391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:54.660109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.661857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:54.662316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:54.662714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:54.706596] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:54.707460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:54.763960] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.50% | Symbol ETA: 5.1s | Global ETA: 1h 31m 16s [2025-11-22T02:07:54.764869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:54.764932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.766568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:54.767078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:54.767522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:54.768562] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:54.772765] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:54.773840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:54.917019] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 3.8s | Global ETA: 1h 31m 16s [2025-11-22T02:07:54.917964] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:54.918032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:54.919720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:54.920213] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:54.923166] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:54.925357] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:54.945788] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:54.947456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.103116] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 5.5s | Global ETA: 1h 31m 17s [2025-11-22T02:07:55.104014] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:55.104079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.105706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:55.106187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:55.106564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:55.107330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:55.109604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:55.200583] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:55.202351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.323609] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.23% | Symbol ETA: 11.4s | Global ETA: 1h 31m 18s [2025-11-22T02:07:55.324542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:55.324604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:55.329447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.331232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:55.331730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:55.332125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:55.374670] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 4.5s | Global ETA: 1h 31m 18s [2025-11-22T02:07:55.375546] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:55.375609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.376020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:55.376969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.377266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:55.377764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:55.378154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:55.379091] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:55.383208] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:55.384252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.549518] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3.2s | Global ETA: 1h 31m 18s [2025-11-22T02:07:55.550407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:55.550470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.552114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:55.552581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:55.555409] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:55.557479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:55.576869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:55.578497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.785265] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 4.8s | Global ETA: 1h 31m 19s [2025-11-22T02:07:55.786179] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:55.786242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.787891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:55.788380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:55.788793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:55.789524] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:55.791784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:55.877664] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:55.879261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.967456] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -2.61% | Symbol ETA: 3.8s | Global ETA: 1h 31m 19s [2025-11-22T02:07:55.968340] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:55.968403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:55.970080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:55.970560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:55.970971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:55.971911] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:55.976040] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:55.977070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:55.994528] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.10% | Symbol ETA: 10.7s | Global ETA: 1h 31m 19s [2025-11-22T02:07:55.995768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:55.995847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:56.001487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.003405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:56.003911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:56.004299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:56.049080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:56.050110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:56.148885] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 2.6s | Global ETA: 1h 31m 20s [2025-11-22T02:07:56.149780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:56.149842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.151532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:56.152030] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:56.154855] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:56.156929] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:56.176517] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:56.178257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:56.462482] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 4.1s | Global ETA: 1h 31m 20s [2025-11-22T02:07:56.463378] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:56.463440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.465084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:56.465573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:56.469125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:56.469901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:56.472173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:56.555191] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:56.556722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:56.559844] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 3.2s | Global ETA: 1h 31m 21s [2025-11-22T02:07:56.560736] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:56.560798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.562426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:56.562936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:56.563325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:56.564260] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:56.568397] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:56.569439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:56.663457] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.16% | Symbol ETA: 10.0s | Global ETA: 1h 31m 21s [2025-11-22T02:07:56.664345] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:56.664407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:56.669172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.670905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:56.671366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:56.671769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:56.715501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:56.716582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:56.748541] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.0s | Global ETA: 1h 31m 21s [2025-11-22T02:07:56.749421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:56.749483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:56.751123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:56.751597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:56.754440] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:56.756501] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:56.775563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:56.777181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.137809] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 3.5s | Global ETA: 1h 31m 22s [2025-11-22T02:07:57.138702] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:57.138765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.140214] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 1.37% | Symbol ETA: 2.6s | Global ETA: 1h 31m 22s [2025-11-22T02:07:57.140390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:57.140900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:57.141290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:57.142051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:57.144336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:57.227534] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:57.229109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.305639] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -3.14%, Actual: 2.26% [2025-11-22T02:07:57.320902] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.08% | Symbol ETA: 9.3s | Global ETA: 1h 31m 23s [2025-11-22T02:07:57.321826] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:57.321889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:57.326636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.328439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:57.328917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:57.329296] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:57.342085] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 1.4s | Global ETA: 1h 31m 23s [2025-11-22T02:07:57.342972] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:57.343034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.344676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:57.345147] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:57.348005] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:57.350085] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:57.369240] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:57.370838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.371532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:57.372325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.470873] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 2.39% [2025-11-22T02:07:57.641254] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 1.30% [2025-11-22T02:07:57.811766] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.48% [2025-11-22T02:07:57.814368] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 2.8s | Global ETA: 1h 31m 24s [2025-11-22T02:07:57.815310] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:57.815375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.817012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:57.817548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:57.817979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:57.818740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:57.821125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:57.905623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:57.907309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.950849] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.8s | Global ETA: 1h 31m 24s [2025-11-22T02:07:57.951733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:57.951796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.953438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:57.953938] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:07:57.956772] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:07:57.958882] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:07:57.978188] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:07:57.979814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:57.980056] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 8.7s | Global ETA: 1h 31m 24s [2025-11-22T02:07:57.980966] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:57.981028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:57.981522] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.63% [2025-11-22T02:07:57.985729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:57.987473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:57.987955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:57.988331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:58.030728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:58.031425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:58.151972] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.50%, Actual: 0.78% [2025-11-22T02:07:58.320060] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.51% [2025-11-22T02:07:58.485016] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -2.61%, Actual: 0.73% [2025-11-22T02:07:58.509965] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 4.28% | Symbol ETA: 2.1s | Global ETA: 1h 31m 26s [2025-11-22T02:07:58.510872] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:58.510936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:58.512554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:58.513061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:58.513452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:58.514195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:58.516446] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:58.548792] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 0.2s | Global ETA: 1h 31m 26s [2025-11-22T02:07:58.598907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:58.600533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:58.634551] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 8.0s | Global ETA: 1h 31m 26s [2025-11-22T02:07:58.635436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:58.635498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:58.640258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:58.641985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:58.642444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:58.642845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:58.650074] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.10% [2025-11-22T02:07:58.685199] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:58.685992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:58.718022] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.48% [2025-11-22T02:07:58.819980] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 1.37%, Actual: 0.09% [2025-11-22T02:07:58.820214] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 42.9238% [2025-11-22T02:07:58.820299] [INFO ] [main ] ACR: DISCARDED add_regime_flags (score: 42.92%) [2025-11-22T02:07:58.820346] [INFO ] [main ] ACR: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:07:58.820381] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:07:58.820440] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:07:58.832990] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:07:58.834708] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:07:58.834775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:58.836509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:58.837058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:58.837496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:58.838490] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:58.842862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:58.843349] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:58.844402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:58.846064] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:58.847184] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:07:58.847905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:58.889553] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 0.64% [2025-11-22T02:07:59.061701] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.12% [2025-11-22T02:07:59.186123] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 1.4s | Global ETA: 1h 31m 27s [2025-11-22T02:07:59.187015] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:07:59.187079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:59.188739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:59.189215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:59.189607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:07:59.190355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:07:59.192606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:07:59.234086] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.18% [2025-11-22T02:07:59.274580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:07:59.276174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:59.293248] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.64% | Symbol ETA: 7.3s | Global ETA: 1h 31m 28s [2025-11-22T02:07:59.294129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:59.294191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:59.298967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:59.300686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:59.301149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:59.301529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:07:59.343766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:07:59.344515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:59.407262] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.12% [2025-11-22T02:07:59.455213] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 7.9s | Global ETA: 1h 31m 28s [2025-11-22T02:07:59.456159] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:07:59.456235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:59.458006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:59.458514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:59.458936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:07:59.459957] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:07:59.464347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:07:59.464855] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:07:59.465906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:07:59.467581] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:07:59.468688] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:07:59.469400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:07:59.579219] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.14% [2025-11-22T02:07:59.752959] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.54% [2025-11-22T02:07:59.860087] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -3.11% | Symbol ETA: 0.7s | Global ETA: 1h 31m 29s [2025-11-22T02:07:59.921408] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 0.45% [2025-11-22T02:07:59.951811] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 6.7s | Global ETA: 1h 31m 29s [2025-11-22T02:07:59.952706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:07:59.952767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:07:59.957880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:07:59.959577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:07:59.960062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:07:59.960442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:00.002542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:08:00.003313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:00.029003] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 1.59% [2025-11-22T02:08:00.087137] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 7.3s | Global ETA: 1h 31m 30s [2025-11-22T02:08:00.088128] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:00.088199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:00.089309] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.24% [2025-11-22T02:08:00.089890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:00.090405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:00.090815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:00.091939] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:00.096735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:00.097460] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:00.098621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:00.100225] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:00.101259] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:00.102110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:00.201340] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -4.01%, Actual: 1.32% [2025-11-22T02:08:00.327824] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.06% [2025-11-22T02:08:00.327999] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 31.6926% [2025-11-22T02:08:00.328111] [INFO ] [main ] BLE: DISCARDED add_volume_zscore (score: 31.69%) [2025-11-22T02:08:00.328161] [INFO ] [main ] BLE: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:08:00.328200] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime', 'add_vwap_deviations'] [2025-11-22T02:08:00.328243] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T02:08:00.359881] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:00.361179] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:00.361242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:00.365976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:00.366478] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:00.371884] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 1.92% [2025-11-22T02:08:00.372416] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:00.374498] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:00.415555] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:00.427516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:00.586854] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 0.82% [2025-11-22T02:08:00.667698] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.58% | Symbol ETA: 6.0s | Global ETA: 1h 31m 31s [2025-11-22T02:08:00.668578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:00.668664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:00.673468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:00.675204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:00.675681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:00.676058] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:00.754286] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.75% [2025-11-22T02:08:00.758035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:08:00.758976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:00.877046] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 7.1s | Global ETA: 1h 31m 32s [2025-11-22T02:08:00.877963] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:00.878028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:00.879748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:00.880228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:00.880610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:00.881551] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:00.885723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:00.886191] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:00.887215] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:00.888833] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:00.889871] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:00.890507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:00.920421] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 0.67% [2025-11-22T02:08:01.090666] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.17%, Actual: 1.88% [2025-11-22T02:08:01.264282] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 4.28%, Actual: 1.79% [2025-11-22T02:08:01.287363] [INFO ] [main ] BLE: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 8.3s | Global ETA: 1h 31m 33s [2025-11-22T02:08:01.288264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:01.288328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:01.290003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:01.290485] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:01.293484] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:01.295743] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:01.316144] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:01.322271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:01.429160] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 3.67% [2025-11-22T02:08:01.506499] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 6.3s | Global ETA: 1h 31m 33s [2025-11-22T02:08:01.507401] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:01.507466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:01.509144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:01.509626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:01.510034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:01.510977] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:01.515133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:01.515597] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:01.516616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:01.518222] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:01.519286] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:01.519955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:01.566137] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 5.3s | Global ETA: 1h 31m 34s [2025-11-22T02:08:01.595456] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -3.11%, Actual: 4.98% [2025-11-22T02:08:01.595705] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 54.4795% [2025-11-22T02:08:01.595806] [INFO ] [main ] AEO: DISCARDED add_volume_dispersion (score: 54.48%) [2025-11-22T02:08:01.595848] [INFO ] [main ] AEO: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:08:01.595881] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_volume_flow_differentials'] [2025-11-22T02:08:01.596267] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:08:01.612716] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:01.614017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:01.614081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:01.615767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:01.616424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:01.616842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:01.617625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:01.620001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:01.707683] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:01.710605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:01.742349] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.23%, Actual: 7.53% [2025-11-22T02:08:01.910285] [INFO ] [main ] BLE: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 6.2s | Global ETA: 1h 31m 34s [2025-11-22T02:08:01.911171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:01.911234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:01.911854] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.10%, Actual: 2.40% [2025-11-22T02:08:01.912901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:01.913381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:01.916237] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:01.918342] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:01.939849] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:01.946072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:02.077657] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.16%, Actual: 0.80% [2025-11-22T02:08:02.113905] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 5.6s | Global ETA: 1h 31m 35s [2025-11-22T02:08:02.114858] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:02.114925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:02.116672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:02.117217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:02.117622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:02.118577] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:02.122986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:02.123479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:02.124526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:02.126179] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:02.127261] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:02.127972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:02.245201] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.08%, Actual: 1.02% [2025-11-22T02:08:02.304868] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 6.7s | Global ETA: 1h 31m 35s [2025-11-22T02:08:02.305753] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:02.305841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:02.307542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:02.308051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:02.308441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:02.309189] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:02.311457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:02.396011] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:02.399057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:02.425254] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 4.31% [2025-11-22T02:08:02.532561] [INFO ] [main ] BLE: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 5.1s | Global ETA: 1h 31m 36s [2025-11-22T02:08:02.533496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:02.533562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:02.535265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:02.535782] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:02.538768] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:02.540896] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:02.561916] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:02.568542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:02.593791] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 3.35% [2025-11-22T02:08:02.724446] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 4.9s | Global ETA: 1h 31m 36s [2025-11-22T02:08:02.725331] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:02.725397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:02.727036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:02.727544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:02.727952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:02.729024] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:02.733196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:02.733681] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:02.734694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:02.736267] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:02.737310] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:02.737982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:02.764871] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.64%, Actual: 1.64% [2025-11-22T02:08:02.936184] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 1.27% [2025-11-22T02:08:02.989057] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 6.0s | Global ETA: 1h 31m 37s [2025-11-22T02:08:02.989951] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:02.990015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:02.991613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:02.992114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:02.992498] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:02.993245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:02.995498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:03.079467] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:03.082295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.106859] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.58%, Actual: 6.65% [2025-11-22T02:08:03.159396] [INFO ] [main ] BLE: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 4.2s | Global ETA: 1h 31m 38s [2025-11-22T02:08:03.160315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:03.160380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.162092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:03.162587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:03.165571] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:03.167789] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:03.188454] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:03.194481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.277788] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 1.38% [2025-11-22T02:08:03.277987] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.9968% [2025-11-22T02:08:03.278076] [INFO ] [main ] SDRL: DISCARDED add_prev_close_to_open (score: 46.00%) [2025-11-22T02:08:03.278120] [INFO ] [main ] SDRL: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:08:03.278154] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prior_day_tail_pressure'] [2025-11-22T02:08:03.278191] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:03.292093] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:03.293604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:03.293695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:03.298635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.300561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:03.301077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:03.301475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:03.344211] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 4.2s | Global ETA: 1h 31m 38s [2025-11-22T02:08:03.345132] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:03.345227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.346939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:03.347453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:03.347891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:03.348043] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:03.348871] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:03.351226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.353396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:03.353897] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:03.354938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:03.356567] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:03.357677] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:03.358365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.679570] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 1.12% | Symbol ETA: 5.3s | Global ETA: 1h 31m 39s [2025-11-22T02:08:03.680470] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:03.680534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.682168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:03.682674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:03.683057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:03.683798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:03.686035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:03.769607] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:03.770861] [INFO ] [main ] BLE: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: 1h 31m 39s [2025-11-22T02:08:03.771801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:03.771867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.772528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.773589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:03.774108] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:03.777071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:03.779314] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:03.800520] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:03.806876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:03.966687] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.76% | Symbol ETA: 11.0s | Global ETA: 1h 31m 40s [2025-11-22T02:08:03.967611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:03.967703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:03.972717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:03.974542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:03.975040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:03.975437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:04.008086] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 3.6s | Global ETA: 1h 31m 40s [2025-11-22T02:08:04.009017] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:04.009085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:04.010799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:04.011338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:04.011762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:04.012732] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:04.016975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:04.017481] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:04.018520] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:04.020167] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:04.020983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:04.021241] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:04.021928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:04.023939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:04.358605] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.03% | Symbol ETA: 4.6s | Global ETA: 1h 31m 41s [2025-11-22T02:08:04.359502] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:04.359565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:04.361186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:04.361689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:04.362079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:04.362822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:04.365069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:04.418214] [INFO ] [main ] BLE: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2.7s | Global ETA: 1h 31m 41s [2025-11-22T02:08:04.419196] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:04.419284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:04.421037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:04.421568] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:04.424558] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:04.426808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:04.448027] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:04.448446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:04.451332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:04.454372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:04.614494] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 3.0s | Global ETA: 1h 31m 41s [2025-11-22T02:08:04.615377] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:08:04.615443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:04.617098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:04.617626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:04.618038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:04.619036] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:04.623432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:04.623928] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:04.625004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:04.627032] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:04.628136] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:04.628860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:04.634411] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.78% | Symbol ETA: 10.3s | Global ETA: 1h 31m 41s [2025-11-22T02:08:04.635326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:04.635393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:04.640230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:04.642068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:04.642553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:04.642957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:04.687561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:04.690355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.021880] [INFO ] [main ] BLE: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 2.0s | Global ETA: 1h 31m 42s [2025-11-22T02:08:05.022784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:05.022847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.024460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:05.024954] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:05.027813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:05.029887] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:05.049127] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:05.054692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.058259] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 2.79% | Symbol ETA: 4.0s | Global ETA: 1h 31m 42s [2025-11-22T02:08:05.059426] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:05.059508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.061541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:05.062122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:05.062529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:05.063321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:05.065922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:05.150751] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:05.153721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.222010] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 2.3s | Global ETA: 1h 31m 43s [2025-11-22T02:08:05.303497] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 7.05% | Symbol ETA: 9.7s | Global ETA: 1h 31m 43s [2025-11-22T02:08:05.304809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:05.304874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:05.309714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.311616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:05.312144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:05.312531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:05.356381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:05.359091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.392026] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 2.26% [2025-11-22T02:08:05.563903] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 2.39% [2025-11-22T02:08:05.624171] [INFO ] [main ] BLE: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 1.3s | Global ETA: 1h 31m 44s [2025-11-22T02:08:05.625083] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:05.625145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.626791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:05.627296] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:05.630135] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:05.632232] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:05.651909] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:05.657742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.737670] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 1.30% [2025-11-22T02:08:05.753155] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 3.3s | Global ETA: 1h 31m 44s [2025-11-22T02:08:05.754060] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:05.754124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.755768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:05.756247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:05.756629] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:05.757388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:05.759666] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:05.842773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:05.845685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:05.902050] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.48% [2025-11-22T02:08:05.967066] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 9.0s | Global ETA: 1h 31m 45s [2025-11-22T02:08:05.968022] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:05.968088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:05.973004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:05.974821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:05.975307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:05.975721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:06.021221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:06.024037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:06.066595] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.63% [2025-11-22T02:08:06.225446] [INFO ] [main ] BLE: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 0.7s | Global ETA: 1h 31m 45s [2025-11-22T02:08:06.226346] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:06.226409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:06.228096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:06.228576] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:08:06.231354] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 0.78% [2025-11-22T02:08:06.231404] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:06.233494] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:06.253166] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:06.259342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:06.396634] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 0.51% [2025-11-22T02:08:06.449033] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 5.36% | Symbol ETA: 2.6s | Global ETA: 1h 31m 46s [2025-11-22T02:08:06.449978] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:06.450044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:06.451752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:06.452264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:06.452701] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:06.453480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:06.456365] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:06.549880] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:06.553276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:06.560420] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 0.73% [2025-11-22T02:08:06.637848] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 8.3s | Global ETA: 1h 31m 47s [2025-11-22T02:08:06.638780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:06.638845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:06.643616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:06.645346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:06.645831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:06.646220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:06.689020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:06.691760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:06.724931] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.10% [2025-11-22T02:08:06.825120] [INFO ] [main ] BLE: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 0.0s | Global ETA: 1h 31m 47s [2025-11-22T02:08:06.888816] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.09% [2025-11-22T02:08:06.888993] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 51.9462% [2025-11-22T02:08:06.889106] [INFO ] [main ] ACR: KEPT add_return_volume_nonlinearity_proxies (score: 51.95%) [2025-11-22T02:08:06.889151] [INFO ] [main ] ACR: Testing feature 42/53: add_shelf_lag [2025-11-22T02:08:06.889185] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_shelf_lag'] [2025-11-22T02:08:06.889220] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:06.902155] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:06.903395] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:06.903461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:06.905159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:06.905683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:06.906076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:06.907027] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:06.911204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:06.911691] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:06.912730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:06.914342] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:06.915366] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:06.916041] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:06.917181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:06.992627] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.48% [2025-11-22T02:08:07.158339] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.64% [2025-11-22T02:08:07.193213] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 8.55% | Symbol ETA: 1.9s | Global ETA: 1h 31m 48s [2025-11-22T02:08:07.194202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:07.194269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:07.196204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:07.196799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:07.197275] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:07.198074] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:07.200715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:07.294168] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:07.297593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:07.302253] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 7.6s | Global ETA: 1h 31m 48s [2025-11-22T02:08:07.303146] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:07.303210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:07.307971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:07.309705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:07.310174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:07.310561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:07.325732] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.12% [2025-11-22T02:08:07.353284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:07.355953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:07.495373] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.18% [2025-11-22T02:08:07.587702] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 8.3s | Global ETA: 1h 31m 49s [2025-11-22T02:08:07.588606] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:07.588698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:07.590374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:07.590872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:07.591258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:07.592208] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:07.596353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:07.596841] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:07.597879] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:07.599452] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:07.600480] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:07.601153] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:07.602287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:07.678134] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.12% [2025-11-22T02:08:07.847191] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.14% [2025-11-22T02:08:07.934760] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 1.2s | Global ETA: 1h 31m 50s [2025-11-22T02:08:07.935693] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:07.935759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:07.937601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:07.938136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:07.938545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:07.939354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:07.941930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:07.968173] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.13% | Symbol ETA: 7.0s | Global ETA: 1h 31m 50s [2025-11-22T02:08:07.969117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:07.969183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:07.974203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:07.976019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:07.976507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:07.976921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:08.015017] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.54% [2025-11-22T02:08:08.021601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:08.024425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:08.033415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:08:08.036703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:08.183636] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.45% [2025-11-22T02:08:08.273507] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 7.6s | Global ETA: 1h 31m 51s [2025-11-22T02:08:08.274595] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:08.274681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:08.276310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:08.276808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:08.277211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:08.278327] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:08.282664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:08.283134] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:08.284163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:08.285829] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:08.286852] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:08.287521] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:08.288636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:08.365215] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:08:08.539448] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.06% [2025-11-22T02:08:08.539683] [INFO ] [main ] BLE: Magnitude Forecast Confidence: 28.1698% [2025-11-22T02:08:08.539788] [INFO ] [main ] BLE: DISCARDED add_vwap_deviations (score: 28.17%) [2025-11-22T02:08:08.539865] [INFO ] [main ] BLE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:08:08.539899] [INFO ] [main ] BLE: Best accuracy: 50.70% [2025-11-22T02:08:08.539933] [INFO ] [main ] BLE: Best feature set (5 features): ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency', 'add_regime'] [2025-11-22T02:08:08.539963] [INFO ] [main ] BLE: Improvement over baseline: 18.14% [2025-11-22T02:08:08.539991] [INFO ] [main ] BLE: Total time: 6.7 minutes [2025-11-22T02:08:08.540018] [INFO ] [main ] BLE: Average time per feature: 7.8 seconds [2025-11-22T02:08:08.540045] [INFO ] [main ] BLE: Average speed: 0.13 features/sec [2025-11-22T02:08:08.632734] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.78% | Symbol ETA: 6.3s | Global ETA: 1h 31m 52s [2025-11-22T02:08:08.633592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:08.633677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:08.638403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:08.640131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:08.640603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:08.641037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:08.681193] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 0.5s | Global ETA: 1h 31m 52s [2025-11-22T02:08:08.683902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:08.686588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:08.708807] [DEBUG] [METRICS ] BLE: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.48% [2025-11-22T02:08:08.862134] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 1.59% [2025-11-22T02:08:08.880141] [DEBUG] [METRICS ] BLE: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.64% [2025-11-22T02:08:08.963007] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 7.0s | Global ETA: 1h 31m 52s [2025-11-22T02:08:08.964293] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:08.964367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:08.966065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:08.966564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:08.966978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:08.967944] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:08.972333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:08.972914] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:08.973953] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:08.975624] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:08.976719] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:08.977407] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:08.978597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:09.035588] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 1.32% [2025-11-22T02:08:09.048331] [DEBUG] [METRICS ] BLE: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.12% [2025-11-22T02:08:09.203098] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 1.92% [2025-11-22T02:08:09.218862] [DEBUG] [METRICS ] BLE: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 0.18% [2025-11-22T02:08:09.292840] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.95% | Symbol ETA: 5.6s | Global ETA: 1h 31m 53s [2025-11-22T02:08:09.293742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:09.293804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:09.298528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:09.300244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:09.300738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:09.301451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:09.344375] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:08:09.347027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:09.377685] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.03%, Actual: 0.82% [2025-11-22T02:08:09.392617] [DEBUG] [METRICS ] BLE: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.12% [2025-11-22T02:08:09.560769] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 2.79%, Actual: 0.75% [2025-11-22T02:08:09.580740] [DEBUG] [METRICS ] BLE: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.14% [2025-11-22T02:08:09.663139] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 6.3s | Global ETA: 1h 31m 54s [2025-11-22T02:08:09.664068] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:09.664136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:09.665863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:09.666350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:09.666767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:09.667788] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:09.672138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:09.672696] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:09.673764] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:09.675431] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:09.676501] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:09.677221] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:09.678436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:09.739664] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 0.67% [2025-11-22T02:08:09.750676] [DEBUG] [METRICS ] BLE: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.54% [2025-11-22T02:08:09.917735] [DEBUG] [METRICS ] BLE: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.45% [2025-11-22T02:08:09.923221] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 5.36%, Actual: 1.88% [2025-11-22T02:08:09.953257] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.29% | Symbol ETA: 5.0s | Global ETA: 1h 31m 55s [2025-11-22T02:08:10.085550] [DEBUG] [METRICS ] BLE: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.24% [2025-11-22T02:08:10.104023] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 8.55%, Actual: 1.79% [2025-11-22T02:08:10.120420] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.76%, Actual: 7.53% [2025-11-22T02:08:10.253785] [DEBUG] [METRICS ] BLE: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.06% [2025-11-22T02:08:10.254391] [INFO ] [LOCAL ] Saved configuration for BLE: 5 features, 50.70% accuracy -> ./output/feature-sets/BLE.json [2025-11-22T02:08:10.255227] [INFO ] [main ] Progress: 17/57 symbols completed (29.8%). BLE finished in 6m 53s. ETA: 1h 24m 25s. Rate: 0.47 symbols/min [2025-11-22T02:08:10.259961] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:10.272844] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:10.273470] [INFO ] [main ] PEN: Testing with 53 available features [2025-11-22T02:08:10.273522] [INFO ] [main ] PEN: Establishing baseline with no features... [2025-11-22T02:08:10.273556] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:10.285189] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:10.286188] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.78%, Actual: 2.40% [2025-11-22T02:08:10.286562] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:10.288975] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 3.67% [2025-11-22T02:08:10.383195] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 5.6s | Global ETA: 1h 24m 25s [2025-11-22T02:08:10.384299] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:10.384379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:10.386414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:10.387002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:10.387492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:10.388769] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:10.394017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:10.394588] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:10.395901] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:10.397902] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:10.399209] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:10.400066] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:10.401486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:10.451057] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 7.05%, Actual: 0.80% [2025-11-22T02:08:10.470829] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 4.98% [2025-11-22T02:08:10.471037] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 40.4665% [2025-11-22T02:08:10.471132] [INFO ] [main ] AEO: DISCARDED add_volume_flow_differentials (score: 40.47%) [2025-11-22T02:08:10.471177] [INFO ] [main ] AEO: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:08:10.471210] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_volume_pressure_into_close'] [2025-11-22T02:08:10.471247] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:08:10.484465] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:10.486144] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:10.486210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:10.488706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:10.489235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:10.492841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:10.493661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:10.496266] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:10.590661] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:10.592787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:10.616452] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.02% [2025-11-22T02:08:10.781803] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 4.31% [2025-11-22T02:08:10.946028] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 3.35% [2025-11-22T02:08:10.955616] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.26% [2025-11-22T02:08:10.956588] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:11.072696] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 4.9s | Global ETA: 1h 24m 27s [2025-11-22T02:08:11.073570] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:11.073657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:11.075290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:11.075774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:11.076154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:11.077088] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:11.081223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:11.081699] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:11.082717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:11.084294] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:11.085317] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:11.085981] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:11.087104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:11.110887] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 1.64% [2025-11-22T02:08:11.223419] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 2.25% | Symbol ETA: 7.0s | Global ETA: 1h 24m 27s [2025-11-22T02:08:11.224308] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:11.224387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:11.226032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:11.226519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:11.226930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:11.227698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:11.230040] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:11.276004] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.78%, Actual: 1.27% [2025-11-22T02:08:11.317010] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:11.319006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:11.439574] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.95%, Actual: 6.65% [2025-11-22T02:08:11.603851] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.29%, Actual: 1.38% [2025-11-22T02:08:11.604007] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 50.5366% [2025-11-22T02:08:11.604097] [INFO ] [main ] SDRL: DISCARDED add_prior_day_tail_pressure (score: 50.54%) [2025-11-22T02:08:11.604139] [INFO ] [main ] SDRL: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:08:11.604171] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_prior_mag_lag'] [2025-11-22T02:08:11.604206] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:11.612762] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.50% [2025-11-22T02:08:11.613750] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:11.617932] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:11.619350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:11.619425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:11.624242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:11.626008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:11.626478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:11.626884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:11.671259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:11.672897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:11.754534] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 4.2s | Global ETA: 1h 24m 28s [2025-11-22T02:08:11.755422] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:11.755487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:11.757114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:11.757605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:11.758004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:11.758930] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:11.763028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:11.763487] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:11.764495] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:11.766438] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:11.767501] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:11.768168] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:11.769311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:11.914335] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 6.1s | Global ETA: 1h 24m 29s [2025-11-22T02:08:11.915257] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:11.915321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:11.916993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:11.917521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:11.917935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:11.918685] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:11.920947] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:12.004867] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:12.006743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:12.271735] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -0.65% [2025-11-22T02:08:12.272677] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:12.277327] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.91% | Symbol ETA: 10.3s | Global ETA: 1h 24m 29s [2025-11-22T02:08:12.278211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:12.278274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:12.283038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:12.284795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:12.285263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:12.285666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:12.329838] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:12.331435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:12.436157] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 3.5s | Global ETA: 1h 24m 30s [2025-11-22T02:08:12.437084] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:12.437151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:12.438822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:12.439296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:12.439704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:12.440623] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:12.444761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:12.445224] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:12.446248] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:12.447910] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:12.448938] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:12.449624] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:12.450771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:12.650313] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 5.4s | Global ETA: 1h 24m 30s [2025-11-22T02:08:12.651244] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:12.651311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:12.653060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:12.653596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:12.654029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:12.654865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:12.657480] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:12.751512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:12.753599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:12.929537] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.96% [2025-11-22T02:08:12.930445] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:12.934921] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 7.20% | Symbol ETA: 9.7s | Global ETA: 1h 24m 31s [2025-11-22T02:08:12.935858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:12.935922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:12.940759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:12.942556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:12.943049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:12.943442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:12.987082] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:12.988745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:13.115255] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 2.9s | Global ETA: 1h 24m 31s [2025-11-22T02:08:13.116153] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:13.116221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:13.117879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:13.118346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:13.118746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:13.119683] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:13.123768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:13.124245] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:13.125261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:13.126842] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:13.127890] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:13.128525] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:08:13.129793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:13.361535] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: 1.93% | Symbol ETA: 4.7s | Global ETA: 1h 24m 32s [2025-11-22T02:08:13.362428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:13.362492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:13.364168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:13.364668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:13.365063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:13.365816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:13.368110] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:13.451852] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:13.453675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:13.595715] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.07% | Symbol ETA: 9.0s | Global ETA: 1h 24m 33s [2025-11-22T02:08:13.596583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:13.596680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:13.601443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:13.603207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:13.603697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:13.604080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:13.634573] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.48% [2025-11-22T02:08:13.635500] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:13.647304] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:13.648939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:13.809025] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 2.2s | Global ETA: 1h 24m 33s [2025-11-22T02:08:13.988005] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 2.26% [2025-11-22T02:08:14.079680] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.98% | Symbol ETA: 3.9s | Global ETA: 1h 24m 34s [2025-11-22T02:08:14.080563] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:14.080626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:14.082307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:14.082827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:14.083219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:14.083981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:14.086283] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:14.176841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:14.179064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:14.191584] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 2.39% [2025-11-22T02:08:14.254020] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.66% | Symbol ETA: 8.4s | Global ETA: 1h 24m 34s [2025-11-22T02:08:14.254906] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:14.254969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:14.259834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:14.261545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:14.262369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:14.262774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:14.284374] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.08% [2025-11-22T02:08:14.285303] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:14.305822] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:14.307431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:14.374532] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.30% [2025-11-22T02:08:14.539951] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.48% [2025-11-22T02:08:14.705447] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.63% [2025-11-22T02:08:14.780980] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 3.2s | Global ETA: 1h 24m 35s [2025-11-22T02:08:14.785425] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:14.785494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:14.787271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:14.787824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:14.788223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:14.789011] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:14.791517] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:14.871386] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 0.78% [2025-11-22T02:08:14.880014] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:14.881846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:14.919437] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.12% | Symbol ETA: 7.7s | Global ETA: 1h 24m 36s [2025-11-22T02:08:14.920336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:14.920398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:14.925160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:14.926892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:14.927381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:14.927787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:14.936528] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.22% [2025-11-22T02:08:14.937508] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:14.970580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:14.972339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:15.037287] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.51% [2025-11-22T02:08:15.203042] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.73% [2025-11-22T02:08:15.368842] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 0.10% [2025-11-22T02:08:15.488072] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.64% | Symbol ETA: 2.5s | Global ETA: 1h 24m 37s [2025-11-22T02:08:15.488968] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:15.489031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:15.491049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:15.491543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:15.491955] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:15.493278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:15.496066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:15.534394] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.09% [2025-11-22T02:08:15.534599] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.3213% [2025-11-22T02:08:15.534671] [INFO ] [main ] ACR: DISCARDED add_shelf_lag (score: 37.32%) [2025-11-22T02:08:15.534714] [INFO ] [main ] ACR: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:08:15.534749] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11'] [2025-11-22T02:08:15.534836] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:15.547943] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:15.549239] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:15.549305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:15.551012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:15.551525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:15.551934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:15.553000] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:15.557104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:15.557581] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:15.558592] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:15.560178] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:15.561187] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:15.561857] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:15.563179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:15.580189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:15.582090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:15.589388] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 3.04% [2025-11-22T02:08:15.590306] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:15.597827] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -5.39% | Symbol ETA: 7.1s | Global ETA: 1h 24m 37s [2025-11-22T02:08:15.598723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:15.598786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:15.603554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:15.605307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:15.605796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:15.606184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:15.648847] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:15.650520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.147130] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.75% | Symbol ETA: 7.4s | Global ETA: 1h 24m 39s [2025-11-22T02:08:16.148363] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:16.148430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.150087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.150561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.150962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:16.151891] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:16.156016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:16.156472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:16.157509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:16.159095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:16.160109] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:16.160772] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:16.162089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.177431] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.24% | Symbol ETA: 1.8s | Global ETA: 1h 24m 39s [2025-11-22T02:08:16.178347] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:16.178412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.180219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.180758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.181152] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:16.181905] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:16.184168] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:16.236599] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.42% [2025-11-22T02:08:16.237635] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:16.262837] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 6.4s | Global ETA: 1h 24m 39s [2025-11-22T02:08:16.263727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:16.263790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:16.267696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:16.268515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.269754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.270274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.270762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.271146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:16.313820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:16.315413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.746520] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 6.8s | Global ETA: 1h 24m 40s [2025-11-22T02:08:16.747443] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:16.747510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.749161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.749638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.750043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:16.750980] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:16.755100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:16.755561] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:16.756579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:16.758180] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:16.759192] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:16.759861] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:16.761181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.853294] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -1.57% | Symbol ETA: 1.1s | Global ETA: 1h 24m 40s [2025-11-22T02:08:16.854191] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:16.854254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.855884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.856361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.856775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:16.857538] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:16.859818] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:16.884600] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 17.53% [2025-11-22T02:08:16.920158] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.21% | Symbol ETA: 5.7s | Global ETA: 1h 24m 40s [2025-11-22T02:08:16.921079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:16.921143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:16.925905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:16.927685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:16.928159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:16.928547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:16.945078] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:16.946971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:16.971230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:16.973036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:17.050679] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 2.28% [2025-11-22T02:08:17.215228] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 0.97% [2025-11-22T02:08:17.343659] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 6.2s | Global ETA: 1h 24m 41s [2025-11-22T02:08:17.344513] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:17.344579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:17.346257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:17.346752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:17.347130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:17.348084] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:17.352170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:17.352630] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:17.353639] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:17.355234] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:17.356255] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:17.356920] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:17.358253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:17.379931] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.71% [2025-11-22T02:08:17.541756] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -2.94% | Symbol ETA: 0.4s | Global ETA: 1h 24m 42s [2025-11-22T02:08:17.544463] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 2.08% [2025-11-22T02:08:17.578755] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.11% | Symbol ETA: 5.1s | Global ETA: 1h 24m 42s [2025-11-22T02:08:17.579624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:17.579707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:17.584429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:17.586163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:17.586628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:17.587029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:17.629523] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:08:17.631098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:17.710384] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 1.70% [2025-11-22T02:08:17.712218] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 2.25%, Actual: 1.59% [2025-11-22T02:08:17.876054] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 1.06% [2025-11-22T02:08:17.882258] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 1.32% [2025-11-22T02:08:17.946434] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 5.7s | Global ETA: 1h 24m 43s [2025-11-22T02:08:17.947368] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:17.947436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:17.949154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:17.949674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:17.950073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:17.951108] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:17.955340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:17.955833] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:17.956881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:17.958527] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:17.959579] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:17.960387] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:17.961932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:18.040698] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 1.14% [2025-11-22T02:08:18.053095] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 1.92% [2025-11-22T02:08:18.205689] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 3.04%, Actual: 1.31% [2025-11-22T02:08:18.226821] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 0.82% [2025-11-22T02:08:18.242848] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -5.48% | Symbol ETA: 4.4s | Global ETA: 1h 24m 43s [2025-11-22T02:08:18.370832] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 3.34% [2025-11-22T02:08:18.398344] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.98%, Actual: 0.75% [2025-11-22T02:08:18.410498] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.91%, Actual: 7.53% [2025-11-22T02:08:18.535699] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 17.53%, Actual: 1.17% [2025-11-22T02:08:18.535883] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 36.5679% [2025-11-22T02:08:18.535930] [INFO ] [main ] PEN: Baseline score (no features): 36.5679% [2025-11-22T02:08:18.535966] [INFO ] [main ] PEN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:18.535997] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:08:18.536030] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:18.549384] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:18.550824] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:18.550883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:18.555628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:18.561377] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 5.1s | Global ETA: 1h 24m 44s [2025-11-22T02:08:18.562251] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:18.562317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:18.563988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:18.564465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:18.564868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:18.565297] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 0.67% [2025-11-22T02:08:18.565801] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:18.570015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:18.570473] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:18.571482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:18.574199] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:18.575212] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:18.576380] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 7.20%, Actual: 2.40% [2025-11-22T02:08:18.578382] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:18.579760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:18.731016] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.64%, Actual: 1.88% [2025-11-22T02:08:18.742207] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.07%, Actual: 0.80% [2025-11-22T02:08:18.903293] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.24%, Actual: 1.79% [2025-11-22T02:08:18.911044] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.66%, Actual: 1.02% [2025-11-22T02:08:19.078834] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 4.31% [2025-11-22T02:08:19.082035] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -1.57%, Actual: 3.67% [2025-11-22T02:08:19.168655] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 4.5s | Global ETA: 1h 24m 46s [2025-11-22T02:08:19.169550] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:19.169632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:19.171318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:19.171840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:19.172252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:19.173226] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:19.177503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:19.178008] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:19.179035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:19.180621] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:19.181668] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:19.182353] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:19.183745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:19.208418] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.92% | Symbol ETA: 5m 48s | Global ETA: 1h 24m 46s [2025-11-22T02:08:19.209302] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:19.209362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:19.214096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:19.246440] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -5.39%, Actual: 3.35% [2025-11-22T02:08:19.251250] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.94%, Actual: 4.98% [2025-11-22T02:08:19.251458] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 49.1888% [2025-11-22T02:08:19.251556] [INFO ] [main ] AEO: DISCARDED add_volume_pressure_into_close (score: 49.19%) [2025-11-22T02:08:19.251598] [INFO ] [main ] AEO: Testing feature 52/53: add_volume_zscore [2025-11-22T02:08:19.251631] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_volume_zscore'] [2025-11-22T02:08:19.251706] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:08:19.263848] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:19.265488] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:19.265556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:19.267666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:19.268272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:19.268707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:19.269465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:19.271965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:19.356930] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:19.358689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:19.415857] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 1.64% [2025-11-22T02:08:19.585297] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.21%, Actual: 1.27% [2025-11-22T02:08:19.757442] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.11%, Actual: 6.65% [2025-11-22T02:08:19.787013] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 3.9s | Global ETA: 1h 24m 47s [2025-11-22T02:08:19.788027] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:19.788105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:19.789899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:19.790422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:19.790849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:19.791868] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:19.796239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:19.796740] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:19.797812] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:19.799457] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:19.800568] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:19.801292] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:19.802739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:19.862303] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 5m 46s | Global ETA: 1h 24m 47s [2025-11-22T02:08:19.863193] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:19.863253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:19.868027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:19.922846] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -5.48%, Actual: 1.38% [2025-11-22T02:08:19.923028] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 49.0632% [2025-11-22T02:08:19.923126] [INFO ] [main ] SDRL: DISCARDED add_prior_mag_lag (score: 49.06%) [2025-11-22T02:08:19.923168] [INFO ] [main ] SDRL: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:08:19.923200] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_overlap_v_prior_day'] [2025-11-22T02:08:19.923234] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:19.937049] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:19.938296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:19.938359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:19.943171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:19.944813] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 6.3s | Global ETA: 1h 24m 47s [2025-11-22T02:08:19.944942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:19.945411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:19.945722] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:19.945788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:19.945821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:19.947466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:19.947994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:19.948386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:19.949153] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:19.951462] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:19.989869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:19.992575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.037004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:20.039040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.391582] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 3.3s | Global ETA: 1h 24m 49s [2025-11-22T02:08:20.392466] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:20.392532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:20.394180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:20.394711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:20.395101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:20.396051] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:20.400207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:20.400738] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:20.401782] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:20.403341] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:20.404356] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:20.405026] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:20.406358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.509796] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 5m 44s | Global ETA: 1h 24m 49s [2025-11-22T02:08:20.510712] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:20.510773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:20.515496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.597394] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.68% | Symbol ETA: 10.0s | Global ETA: 1h 24m 49s [2025-11-22T02:08:20.598284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:20.598348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:20.603072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:20.604810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:20.605296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:20.605698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:20.645386] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 5.7s | Global ETA: 1h 24m 49s [2025-11-22T02:08:20.646365] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:20.646439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:20.648230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:20.648768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:20.649158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:20.649863] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:20.649943] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:20.652216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.652370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:20.741141] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:20.743278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:20.990088] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 2.7s | Global ETA: 1h 24m 50s [2025-11-22T02:08:20.990971] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:20.991037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:20.992671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:20.993150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:20.993534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:20.994470] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:20.998584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:20.999071] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:21.000072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:21.001692] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:21.002700] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:21.003339] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:08:21.004676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:21.159711] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 5m 43s | Global ETA: 1h 24m 50s [2025-11-22T02:08:21.160582] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:21.160661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:21.165362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:21.257592] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.20% | Symbol ETA: 9.3s | Global ETA: 1h 24m 51s [2025-11-22T02:08:21.258482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:21.258548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:21.263287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:21.265031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:21.265496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:21.265899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:21.309588] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:21.311962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:21.349202] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 2.95% | Symbol ETA: 5.0s | Global ETA: 1h 24m 51s [2025-11-22T02:08:21.350091] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:21.350154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:21.351795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:21.352268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:21.352666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:21.353396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:21.355687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:21.441967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:21.443967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:21.601817] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 2.1s | Global ETA: 1h 24m 51s [2025-11-22T02:08:21.772925] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.75%, Actual: 2.26% [2025-11-22T02:08:21.807460] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 2.81% | Symbol ETA: 5m 42s | Global ETA: 1h 24m 52s [2025-11-22T02:08:21.808377] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:21.808436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:21.813219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:21.918304] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.42% | Symbol ETA: 8.7s | Global ETA: 1h 24m 52s [2025-11-22T02:08:21.919199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:21.919262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:21.924023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:21.925755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:21.926224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:21.926606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:21.949506] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 2.39% [2025-11-22T02:08:21.969185] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:21.971488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:22.034755] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -1.57% | Symbol ETA: 4.3s | Global ETA: 1h 24m 52s [2025-11-22T02:08:22.035626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:22.035708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:22.037350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:22.037844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:22.038222] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:22.038964] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:22.041224] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:22.115846] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 1.30% [2025-11-22T02:08:22.124933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:22.126792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:22.280574] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.48% [2025-11-22T02:08:22.445898] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 0.63% [2025-11-22T02:08:22.459831] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 5m 41s | Global ETA: 1h 24m 53s [2025-11-22T02:08:22.460747] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:22.460808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:22.465637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:22.575990] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.46% | Symbol ETA: 8.0s | Global ETA: 1h 24m 54s [2025-11-22T02:08:22.576878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:22.576941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:22.581676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:22.583383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:22.583873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:22.584250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:22.621145] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 0.78% [2025-11-22T02:08:22.627583] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:22.630006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:22.715739] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 3.6s | Global ETA: 1h 24m 54s [2025-11-22T02:08:22.716882] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:22.716946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:22.719194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:22.719701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:22.720136] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:22.721090] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:22.723505] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:22.817930] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:22.818001] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 0.51% [2025-11-22T02:08:22.820186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:23.004294] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.73% [2025-11-22T02:08:23.163598] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 5m 45s | Global ETA: 1h 24m 55s [2025-11-22T02:08:23.165090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:23.165175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:23.173422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:23.270612] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 0.10% [2025-11-22T02:08:23.368326] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 7.5s | Global ETA: 1h 24m 56s [2025-11-22T02:08:23.369772] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:23.369861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:23.377538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:23.380445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:23.381185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:23.381767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:23.437427] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:23.440740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:23.502594] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.09% [2025-11-22T02:08:23.502892] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 51.6332% [2025-11-22T02:08:23.503595] [INFO ] [main ] ACR: DISCARDED add_signed_carry_history_11 (score: 51.63%) [2025-11-22T02:08:23.503677] [INFO ] [main ] ACR: Testing feature 44/53: add_sma_ratio [2025-11-22T02:08:23.503723] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_sma_ratio'] [2025-11-22T02:08:23.503762] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:23.519502] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:23.521162] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:23.521244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:23.523355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:23.524011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:23.524486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:23.525639] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:23.531587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:23.532389] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:23.533763] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:23.536017] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:23.537427] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:23.538330] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:23.539314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:23.613004] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 3.07% | Symbol ETA: 3.1s | Global ETA: 1h 24m 56s [2025-11-22T02:08:23.614201] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:23.614284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:23.616138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:23.616708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:23.617120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:23.617985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:23.620847] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:23.735094] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:23.738077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.093242] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 3.11% | Symbol ETA: 6m 2s | Global ETA: 1h 24m 57s [2025-11-22T02:08:24.097558] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:24.097624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:24.103554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.191894] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.55% | Symbol ETA: 6.9s | Global ETA: 1h 24m 57s [2025-11-22T02:08:24.192840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:24.192902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:24.197810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:24.199595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:24.200106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:24.200522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:24.245085] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:24.247846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.274678] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.83% | Symbol ETA: 8.5s | Global ETA: 1h 24m 58s [2025-11-22T02:08:24.275707] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:24.275797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:24.277636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:24.278217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:24.278719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:24.279804] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:24.284379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:24.284990] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:24.286106] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:24.287868] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:24.289044] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:24.289863] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:24.290733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.370582] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 2.4s | Global ETA: 1h 24m 58s [2025-11-22T02:08:24.371488] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:24.371555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:24.373244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:24.373753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:24.374148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:24.374924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:24.377298] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:24.464412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:24.466459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.758445] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -2.23% | Symbol ETA: 5m 59s | Global ETA: 1h 24m 59s [2025-11-22T02:08:24.759400] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:24.759459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:24.764235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.865159] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.35% | Symbol ETA: 6.2s | Global ETA: 1h 24m 59s [2025-11-22T02:08:24.866053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:24.866116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:24.870893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:24.872720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:24.873217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:24.873607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:24.916942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:24.919502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:24.936975] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 7.3s | Global ETA: 1h 24m 59s [2025-11-22T02:08:24.938013] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:24.938082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:24.939810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:24.940319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:24.940751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:24.941747] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:24.946124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:24.946621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:24.947739] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:24.949373] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:24.950471] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:24.951179] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:24.952115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:25.062925] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 1.21% | Symbol ETA: 1.6s | Global ETA: 1h 24m 60s [2025-11-22T02:08:25.063887] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:25.063954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:25.065701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:25.066193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:25.066599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:25.067419] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:25.069900] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:25.156439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:25.158525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:25.418852] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 16.25% | Symbol ETA: 5m 57s | Global ETA: 1h 25m 0s [2025-11-22T02:08:25.522367] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.44% | Symbol ETA: 5.4s | Global ETA: 1h 25m 1s [2025-11-22T02:08:25.523274] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:25.523336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:25.528106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:25.529825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:25.530295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:25.530696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:25.557460] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 6.4s | Global ETA: 1h 25m 1s [2025-11-22T02:08:25.558345] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:25.558413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:25.560060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:25.560543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:25.560948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:25.561880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:25.565987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:25.566455] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:25.567865] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:25.569430] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:25.570469] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:25.571142] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:25.571852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:25.573889] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:25.576308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:25.592622] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.92%, Actual: 2.28% [2025-11-22T02:08:25.749661] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -2.73% | Symbol ETA: 0.9s | Global ETA: 1h 25m 1s [2025-11-22T02:08:25.750617] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:25.750701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:25.752330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:25.752818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:25.753203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:25.753956] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:25.756249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:25.761912] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.97% [2025-11-22T02:08:25.839472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:08:25.841396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:25.930316] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -0.75%, Actual: 0.71% [2025-11-22T02:08:26.101327] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 2.08% [2025-11-22T02:08:26.155210] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 5.6s | Global ETA: 1h 25m 2s [2025-11-22T02:08:26.156102] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:26.156168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:26.157886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:26.158378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:26.158815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:26.159759] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:26.163911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:26.164385] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:26.165394] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:26.166986] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:26.168022] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:26.168698] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:26.169421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:26.203770] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -7.44% | Symbol ETA: 4.7s | Global ETA: 1h 25m 2s [2025-11-22T02:08:26.204706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:26.204771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:26.210276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:26.212231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:26.212730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:26.213125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:26.262296] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:08:26.265211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:26.272490] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 2.81%, Actual: 1.70% [2025-11-22T02:08:26.443549] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 1.06% [2025-11-22T02:08:26.446028] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -3.44% | Symbol ETA: 0.2s | Global ETA: 1h 25m 3s [2025-11-22T02:08:26.606488] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 1.14% [2025-11-22T02:08:26.621166] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 1.59% [2025-11-22T02:08:26.769308] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 3.11%, Actual: 1.31% [2025-11-22T02:08:26.772247] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.14% | Symbol ETA: 4.9s | Global ETA: 1h 25m 4s [2025-11-22T02:08:26.773189] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:26.773257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:26.775108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:26.775610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:26.776047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:26.777071] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:26.781633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:26.782158] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:26.783307] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:26.785093] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:26.786176] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:26.786867] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:26.787733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:26.797756] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 1.32% [2025-11-22T02:08:26.908717] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -3.08% | Symbol ETA: 4.0s | Global ETA: 1h 25m 4s [2025-11-22T02:08:26.931708] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -2.23%, Actual: 3.34% [2025-11-22T02:08:26.969478] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.95%, Actual: 1.92% [2025-11-22T02:08:27.085545] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.68%, Actual: 7.53% [2025-11-22T02:08:27.094770] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 16.25%, Actual: 1.17% [2025-11-22T02:08:27.094902] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 45.7183% [2025-11-22T02:08:27.094954] [INFO ] [main ] PEN: KEPT add_afternoon_v_morning_volatility_mix (score: 45.72%) [2025-11-22T02:08:27.094989] [INFO ] [main ] PEN: Testing feature 2/53: add_atr [2025-11-22T02:08:27.095019] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:08:27.095053] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:27.108361] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:27.109788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:27.109848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:27.114535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:27.116312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:27.116805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:27.143740] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 0.82% [2025-11-22T02:08:27.255160] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.20%, Actual: 2.40% [2025-11-22T02:08:27.316280] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.75% [2025-11-22T02:08:27.378086] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.37% | Symbol ETA: 4.2s | Global ETA: 1h 25m 5s [2025-11-22T02:08:27.379036] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:27.379105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:27.380842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:27.381360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:27.381796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:27.382777] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:27.387128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:27.387660] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:27.388708] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:27.390357] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:27.391430] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:27.392132] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:27.392917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:27.425282] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.42%, Actual: 0.80% [2025-11-22T02:08:27.488243] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 3.07%, Actual: 0.67% [2025-11-22T02:08:27.595464] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.46%, Actual: 1.02% [2025-11-22T02:08:27.659351] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 1.88% [2025-11-22T02:08:27.761130] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 4.31% [2025-11-22T02:08:27.771132] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 7m 22s | Global ETA: 1h 25m 6s [2025-11-22T02:08:27.772022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:27.772083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:27.776784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:27.778516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:27.779008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:27.826077] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 1.79% [2025-11-22T02:08:27.926859] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.55%, Actual: 3.35% [2025-11-22T02:08:27.989071] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -1.85% | Symbol ETA: 3.6s | Global ETA: 1h 25m 6s [2025-11-22T02:08:27.989964] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:27.990030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:27.991702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:27.992203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:27.992587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:27.993361] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -2.73%, Actual: 3.67% [2025-11-22T02:08:27.993550] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:27.997755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:27.998225] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:27.999234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:28.000848] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:28.001875] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:28.002533] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:28.003245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:28.092383] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.35%, Actual: 1.64% [2025-11-22T02:08:28.160934] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -3.44%, Actual: 4.98% [2025-11-22T02:08:28.161141] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 59.8350% [2025-11-22T02:08:28.161231] [INFO ] [main ] AEO: DISCARDED add_volume_zscore (score: 59.84%) [2025-11-22T02:08:28.161296] [INFO ] [main ] AEO: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:08:28.161333] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile', 'add_vwap_deviations'] [2025-11-22T02:08:28.161369] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T02:08:28.173302] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:28.174569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:28.174633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:28.176377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:28.176895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:28.177322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:28.178132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:28.180537] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:28.257720] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.44%, Actual: 1.27% [2025-11-22T02:08:28.270696] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:28.276851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:28.423193] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -7.44%, Actual: 6.65% [2025-11-22T02:08:28.425495] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 7m 22s | Global ETA: 1h 25m 7s [2025-11-22T02:08:28.426380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:28.426439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:28.431176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:28.432925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:28.433393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:28.589390] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -3.08%, Actual: 1.38% [2025-11-22T02:08:28.589584] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 46.9923% [2025-11-22T02:08:28.589695] [INFO ] [main ] SDRL: DISCARDED add_range_overlap_v_prior_day (score: 46.99%) [2025-11-22T02:08:28.589740] [INFO ] [main ] SDRL: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:08:28.589773] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency'] [2025-11-22T02:08:28.589807] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:28.602975] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.58% | Symbol ETA: 2.9s | Global ETA: 1h 25m 8s [2025-11-22T02:08:28.603447] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:28.604716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:28.604754] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:28.604778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:28.604835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:28.606467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:28.606978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:28.607434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:28.608416] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:28.609537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:28.611288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:28.611774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:28.612156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:28.612918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:28.613406] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:28.614482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:28.616165] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:28.617300] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:28.618029] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:28.618746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:28.656608] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:28.658785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:28.884125] [INFO ] [main ] AEO: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 6.4s | Global ETA: 1h 25m 9s [2025-11-22T02:08:28.885349] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:28.885414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:28.887060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:28.887573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:28.888025] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:28.888793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:28.891149] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:28.981705] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:28.987605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.090079] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -3.28% | Symbol ETA: 7m 21s | Global ETA: 1h 25m 9s [2025-11-22T02:08:29.090968] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:29.091029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:29.095839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.097567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.098076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.219341] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 2.3s | Global ETA: 1h 25m 9s [2025-11-22T02:08:29.220287] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:29.220355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.222067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.222590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:29.223009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:29.223988] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:29.228371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:29.228875] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:29.229948] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:29.231587] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:29.232689] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:29.233374] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:08:29.234104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.270458] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.98% | Symbol ETA: 9.8s | Global ETA: 1h 25m 9s [2025-11-22T02:08:29.271337] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:29.271399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:29.276124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.277877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.278340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:29.278741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:29.322353] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:29.324481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.586424] [INFO ] [main ] AEO: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 5.6s | Global ETA: 1h 25m 10s [2025-11-22T02:08:29.587350] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:29.587414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.589118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.589596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:29.590012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:29.590758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:29.593029] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:29.678521] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:29.684613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.746561] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 7m 20s | Global ETA: 1h 25m 11s [2025-11-22T02:08:29.747462] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:29.747523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:29.752237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.753968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.754439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:29.842113] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 1.7s | Global ETA: 1h 25m 11s [2025-11-22T02:08:29.930215] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.09% | Symbol ETA: 9.2s | Global ETA: 1h 25m 11s [2025-11-22T02:08:29.931182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:29.931246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:29.936034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:29.937806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:29.938266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:29.938666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:29.982414] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:29.984544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:30.013734] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.83%, Actual: 2.26% [2025-11-22T02:08:30.185555] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 2.39% [2025-11-22T02:08:30.293263] [INFO ] [main ] AEO: Lookback Days: 4, Magnitude: 3.62% | Symbol ETA: 4.9s | Global ETA: 1h 25m 12s [2025-11-22T02:08:30.294189] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:30.294257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:30.296002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:30.296480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:30.296893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:30.297632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:30.300091] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:30.359688] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 1.30% [2025-11-22T02:08:30.387973] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:30.393949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:30.400252] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 7m 20s | Global ETA: 1h 25m 12s [2025-11-22T02:08:30.401139] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:30.401200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:30.405983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:30.407742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:30.408247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:30.533427] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 1.48% [2025-11-22T02:08:30.597719] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.18% | Symbol ETA: 8.5s | Global ETA: 1h 25m 13s [2025-11-22T02:08:30.598623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:30.598721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:30.603440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:30.605175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:30.605639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:30.606042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:30.649695] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:30.651768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:30.704893] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.14%, Actual: 0.63% [2025-11-22T02:08:30.874180] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.37%, Actual: 0.78% [2025-11-22T02:08:30.989212] [INFO ] [main ] AEO: Lookback Days: 5, Magnitude: -2.78% | Symbol ETA: 4.2s | Global ETA: 1h 25m 13s [2025-11-22T02:08:30.990128] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:30.990191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:30.991837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:30.992308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:30.992715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:30.993439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:30.995715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:31.040196] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -1.85%, Actual: 0.51% [2025-11-22T02:08:31.056479] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 7m 19s | Global ETA: 1h 25m 14s [2025-11-22T02:08:31.057377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:31.057438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:31.062154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:31.063892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:31.064359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:31.079550] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:31.085526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:31.206976] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.58%, Actual: 0.73% [2025-11-22T02:08:31.300630] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 7.9s | Global ETA: 1h 25m 14s [2025-11-22T02:08:31.301635] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:31.301737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:31.306777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:31.308666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:31.309143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:31.309555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:31.356774] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:31.359314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:31.374361] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 0.10% [2025-11-22T02:08:31.542924] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.09% [2025-11-22T02:08:31.543147] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 32.7471% [2025-11-22T02:08:31.543228] [INFO ] [main ] ACR: DISCARDED add_sma_ratio (score: 32.75%) [2025-11-22T02:08:31.543271] [INFO ] [main ] ACR: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:08:31.543306] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_vol_of_vol'] [2025-11-22T02:08:31.543342] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:31.556538] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:31.557880] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:31.557947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:31.559615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:31.560147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:31.560532] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:31.561505] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:31.565657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:31.566121] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:31.567140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:31.568806] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:31.569867] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:31.570521] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:31.571680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:31.699580] [INFO ] [main ] AEO: Lookback Days: 6, Magnitude: 1.80% | Symbol ETA: 3.5s | Global ETA: 1h 25m 15s [2025-11-22T02:08:31.700473] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:31.700536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:31.702186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:31.702696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:31.703090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:31.703853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:31.706116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:31.712143] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 7m 18s | Global ETA: 1h 25m 15s [2025-11-22T02:08:31.713044] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:31.713104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:31.717860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:31.719638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:31.720131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:31.794244] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:31.800612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.015611] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 4.54% | Symbol ETA: 7.3s | Global ETA: 1h 25m 16s [2025-11-22T02:08:32.016545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:32.016609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:32.021899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.023841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.024348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:32.024817] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:32.072279] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:32.074863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.185272] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 6.9s | Global ETA: 1h 25m 16s [2025-11-22T02:08:32.186180] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:32.186245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.188050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.188538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:32.188962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:32.189929] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:32.194256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:32.194763] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:32.196256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:32.197960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:32.199031] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:32.199731] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:32.200820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.375693] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 7m 18s | Global ETA: 1h 25m 17s [2025-11-22T02:08:32.376585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:32.376663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:32.381373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.383120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.383588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.424971] [INFO ] [main ] AEO: Lookback Days: 7, Magnitude: 4.83% | Symbol ETA: 2.8s | Global ETA: 1h 25m 17s [2025-11-22T02:08:32.425865] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:32.425928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.427663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.428165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:32.428563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:32.429331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:32.431663] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:32.516931] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:32.522902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.694702] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.14% | Symbol ETA: 6.6s | Global ETA: 1h 25m 17s [2025-11-22T02:08:32.695602] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:32.695698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:32.700500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.702255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.702735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:32.703122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:32.746587] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:32.748903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:32.807747] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.27% | Symbol ETA: 6.3s | Global ETA: 1h 25m 18s [2025-11-22T02:08:32.808705] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:32.808778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:32.810457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:32.810966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:32.811374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:32.812348] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:32.816781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:32.817290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:32.818433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:32.820097] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:32.821207] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:32.821971] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:32.823095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:33.028373] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 7m 17s | Global ETA: 1h 25m 18s [2025-11-22T02:08:33.029260] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:33.029320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:33.034032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:33.035780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:33.036250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:33.111466] [INFO ] [main ] AEO: Lookback Days: 8, Magnitude: 2.04% | Symbol ETA: 2.1s | Global ETA: 1h 25m 18s [2025-11-22T02:08:33.112393] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:33.112457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:33.114439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:33.114947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:33.115338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:33.116088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:33.118366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:33.200897] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:33.206871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:33.355301] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 5.98% | Symbol ETA: 5.9s | Global ETA: 1h 25m 19s [2025-11-22T02:08:33.356526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:33.356588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:33.361684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:33.363395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:33.363873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:33.364248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:33.407430] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:33.409588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:33.421688] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 5.6s | Global ETA: 1h 25m 19s [2025-11-22T02:08:33.422624] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:33.422713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:33.424450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:33.424998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:33.425396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:33.426385] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:33.430768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:33.431253] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:33.432382] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:33.434226] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:33.435370] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:33.436065] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:33.437251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:33.683110] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.76% | Symbol ETA: 7m 17s | Global ETA: 1h 25m 20s [2025-11-22T02:08:33.794517] [INFO ] [main ] AEO: Lookback Days: 9, Magnitude: 3.38% | Symbol ETA: 1.4s | Global ETA: 1h 25m 20s [2025-11-22T02:08:33.795458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:33.795527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:33.797302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:33.797834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:33.798264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:33.799050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:33.801472] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:33.849311] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 2.28% [2025-11-22T02:08:33.883959] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:33.889675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.014037] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.97% [2025-11-22T02:08:34.046970] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.81% | Symbol ETA: 5.0s | Global ETA: 1h 25m 21s [2025-11-22T02:08:34.047915] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:34.047984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:34.049729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:34.050241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:34.050673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:34.051758] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:34.056223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:34.056772] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:34.057923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:34.059639] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:34.060736] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:34.061425] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:34.062566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.071583] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.98% | Symbol ETA: 5.2s | Global ETA: 1h 25m 21s [2025-11-22T02:08:34.072464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:34.072527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:34.077281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:34.079018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:34.079479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:34.079883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:34.122725] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:34.124775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.179230] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -3.28%, Actual: 0.71% [2025-11-22T02:08:34.343498] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.08% [2025-11-22T02:08:34.474205] [INFO ] [main ] AEO: Lookback Days: 10, Magnitude: -2.16% | Symbol ETA: 0.7s | Global ETA: 1h 25m 22s [2025-11-22T02:08:34.475106] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:08:34.475169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:34.476804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:34.477315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:34.477723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:34.478473] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:08:34.480780] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:08:34.506639] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 1.70% [2025-11-22T02:08:34.563942] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:08:34.569964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.665147] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 4.4s | Global ETA: 1h 25m 22s [2025-11-22T02:08:34.666089] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:34.666157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:34.667888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:34.668382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:34.668797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:34.669773] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:34.670712] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.06% [2025-11-22T02:08:34.674121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:34.674601] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:34.675689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:34.677364] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:34.678443] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:34.679138] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:34.680244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.726474] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.10% | Symbol ETA: 4.5s | Global ETA: 1h 25m 22s [2025-11-22T02:08:34.727374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:34.727436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:34.732155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:34.733921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:34.734376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:34.734778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:34.777292] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:08:34.779542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:34.848959] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.14% [2025-11-22T02:08:35.026215] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 1.31% [2025-11-22T02:08:35.171451] [INFO ] [main ] AEO: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 0.0s | Global ETA: 1h 25m 23s [2025-11-22T02:08:35.205424] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 3.34% [2025-11-22T02:08:35.281109] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 3.8s | Global ETA: 1h 25m 24s [2025-11-22T02:08:35.282387] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:35.282455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:35.284207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:35.284734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:35.285136] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:35.286146] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:35.290469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:35.290968] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:35.292104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:35.293831] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:35.294917] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:35.295598] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:35.296727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:35.338262] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.59% [2025-11-22T02:08:35.386870] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.76%, Actual: 1.17% [2025-11-22T02:08:35.387079] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 32.5836% [2025-11-22T02:08:35.387132] [INFO ] [main ] PEN: DISCARDED add_atr (score: 32.58%) [2025-11-22T02:08:35.387189] [INFO ] [main ] PEN: Testing feature 3/53: add_atr_10 [2025-11-22T02:08:35.387223] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:08:35.387258] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:35.391842] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 3.9s | Global ETA: 1h 25m 24s [2025-11-22T02:08:35.401541] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:35.402917] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:35.402985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:35.408348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:35.410299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:35.410830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:35.510182] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 1.32% [2025-11-22T02:08:35.560411] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.98%, Actual: 7.53% [2025-11-22T02:08:35.677010] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 3.62%, Actual: 1.92% [2025-11-22T02:08:35.726189] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.09%, Actual: 2.40% [2025-11-22T02:08:35.845688] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: -2.78%, Actual: 0.82% [2025-11-22T02:08:35.893777] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.18%, Actual: 0.80% [2025-11-22T02:08:35.901180] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 3.1s | Global ETA: 1h 25m 25s [2025-11-22T02:08:35.902086] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:35.902152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:35.903803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:35.904280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:35.904681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:35.905680] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:35.910144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:35.910761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:35.911894] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:35.913604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:35.914700] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:35.915386] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:35.916483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:36.014506] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 1.80%, Actual: 0.75% [2025-11-22T02:08:36.059362] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.02% [2025-11-22T02:08:36.100494] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 3m 34s | Global ETA: 1h 25m 26s [2025-11-22T02:08:36.101406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:36.101466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:36.109729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:36.111484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:36.111981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:36.184893] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 4.83%, Actual: 0.67% [2025-11-22T02:08:36.225530] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 4.54%, Actual: 4.31% [2025-11-22T02:08:36.356232] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 2.04%, Actual: 1.88% [2025-11-22T02:08:36.393074] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.14%, Actual: 3.35% [2025-11-22T02:08:36.509313] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 2.5s | Global ETA: 1h 25m 26s [2025-11-22T02:08:36.510233] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:36.510301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:36.512051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:36.512565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:36.512993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:36.514002] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:36.518356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:36.518872] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:36.519926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:36.521557] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:36.522716] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:36.523413] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:36.524513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:36.527824] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 3.38%, Actual: 1.79% [2025-11-22T02:08:36.558681] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 5.98%, Actual: 1.64% [2025-11-22T02:08:36.702553] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: -2.16%, Actual: 3.67% [2025-11-22T02:08:36.724253] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.98%, Actual: 1.27% [2025-11-22T02:08:36.788595] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -2.09% | Symbol ETA: 3m 33s | Global ETA: 1h 25m 27s [2025-11-22T02:08:36.789481] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:36.789542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:36.794279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:36.796029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:36.796495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:36.878507] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 4.98% [2025-11-22T02:08:36.878733] [INFO ] [main ] AEO: Magnitude Forecast Confidence: 40.8772% [2025-11-22T02:08:36.878828] [INFO ] [main ] AEO: DISCARDED add_vwap_deviations (score: 40.88%) [2025-11-22T02:08:36.878869] [INFO ] [main ] AEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:08:36.878899] [INFO ] [main ] AEO: Best accuracy: 66.60% [2025-11-22T02:08:36.878932] [INFO ] [main ] AEO: Best feature set (6 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T02:08:36.878990] [INFO ] [main ] AEO: Improvement over baseline: 32.49% [2025-11-22T02:08:36.879018] [INFO ] [main ] AEO: Total time: 7.4 minutes [2025-11-22T02:08:36.879045] [INFO ] [main ] AEO: Average time per feature: 8.6 seconds [2025-11-22T02:08:36.879078] [INFO ] [main ] AEO: Average speed: 0.12 features/sec [2025-11-22T02:08:36.890515] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.10%, Actual: 6.65% [2025-11-22T02:08:37.052960] [DEBUG] [METRICS ] AEO: 2025-11-20:2025-11-21: Predicted: 3.10%, Actual: 1.59% [2025-11-22T02:08:37.056339] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.25%, Actual: 1.38% [2025-11-22T02:08:37.056521] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 53.8281% [2025-11-22T02:08:37.056624] [INFO ] [main ] SDRL: DISCARDED add_range_volume_efficiency (score: 53.83%) [2025-11-22T02:08:37.056687] [INFO ] [main ] SDRL: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:08:37.056721] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:08:37.056755] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:37.070691] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:37.071993] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:37.072057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:37.076789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:37.078581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:37.079072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:37.079453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:37.122917] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:37.127122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:37.128042] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 1.9s | Global ETA: 1h 25m 28s [2025-11-22T02:08:37.128974] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:37.129042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:37.130912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:37.131415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:37.131841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:37.132882] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:37.137571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:37.138086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:37.139221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:37.141082] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:37.142283] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:37.143064] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:37.144265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:37.221506] [DEBUG] [METRICS ] AEO: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.32% [2025-11-22T02:08:37.391011] [DEBUG] [METRICS ] AEO: 2025-11-18:2025-11-19: Predicted: 2.57%, Actual: 1.92% [2025-11-22T02:08:37.456560] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 3m 32s | Global ETA: 1h 25m 29s [2025-11-22T02:08:37.457503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:37.457565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:37.462368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:37.464181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:37.464671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:37.558750] [DEBUG] [METRICS ] AEO: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.82% [2025-11-22T02:08:37.725478] [DEBUG] [METRICS ] AEO: 2025-11-14:2025-11-17: Predicted: 0.77%, Actual: 0.75% [2025-11-22T02:08:37.736958] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.33% | Symbol ETA: 9.4s | Global ETA: 1h 25m 29s [2025-11-22T02:08:37.737868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:37.737935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:37.742847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:37.744567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:37.745052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:37.745431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:37.759158] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 1.3s | Global ETA: 1h 25m 29s [2025-11-22T02:08:37.788474] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:37.792372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:37.893819] [DEBUG] [METRICS ] AEO: 2025-11-13:2025-11-14: Predicted: 2.14%, Actual: 0.67% [2025-11-22T02:08:37.936181] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 2.26% [2025-11-22T02:08:38.063347] [DEBUG] [METRICS ] AEO: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 1.88% [2025-11-22T02:08:38.113424] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 2.39% [2025-11-22T02:08:38.117485] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 3m 31s | Global ETA: 1h 25m 30s [2025-11-22T02:08:38.118406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:38.118466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:38.123199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:38.124936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:38.125408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:38.230390] [DEBUG] [METRICS ] AEO: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 1.79% [2025-11-22T02:08:38.289482] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 1.30% [2025-11-22T02:08:38.397186] [DEBUG] [METRICS ] AEO: 2025-11-10:2025-11-11: Predicted: 3.79%, Actual: 3.67% [2025-11-22T02:08:38.399231] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.37% | Symbol ETA: 8.7s | Global ETA: 1h 25m 31s [2025-11-22T02:08:38.400123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:38.400186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:38.404934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:38.406676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:38.407138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:38.407782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:38.450766] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:38.454521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:38.466255] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 1.48% [2025-11-22T02:08:38.564069] [DEBUG] [METRICS ] AEO: 2025-11-07:2025-11-10: Predicted: -2.05%, Actual: 4.98% [2025-11-22T02:08:38.564636] [INFO ] [LOCAL ] Saved configuration for AEO: 6 features, 66.60% accuracy -> ./output/feature-sets/AEO.json [2025-11-22T02:08:38.565566] [INFO ] [main ] Progress: 18/57 symbols completed (31.6%). AEO finished in 7m 35s. ETA: 1h 18m 45s. Rate: 0.50 symbols/min [2025-11-22T02:08:38.569196] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:08:38.580409] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:38.580891] [INFO ] [main ] BEP: Testing with 53 available features [2025-11-22T02:08:38.580940] [INFO ] [main ] BEP: Establishing baseline with no features... [2025-11-22T02:08:38.580974] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:08:38.592177] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:38.593395] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:38.646279] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.35%, Actual: 0.63% [2025-11-22T02:08:38.777490] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 3m 31s | Global ETA: 1h 18m 46s [2025-11-22T02:08:38.778382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:38.778443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:38.783200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:38.784946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:38.785412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:38.816170] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.78% [2025-11-22T02:08:38.983471] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 0.51% [2025-11-22T02:08:39.065599] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.11% | Symbol ETA: 8.1s | Global ETA: 1h 18m 46s [2025-11-22T02:08:39.066476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:39.066539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:39.071344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:39.073080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:39.073540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:39.073940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:39.117727] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:39.121562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:39.150803] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.73% [2025-11-22T02:08:39.172077] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.62% [2025-11-22T02:08:39.172989] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:39.316914] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.10% [2025-11-22T02:08:39.438260] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 3m 30s | Global ETA: 1h 18m 47s [2025-11-22T02:08:39.439154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:39.439214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:39.443925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:39.445673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:39.446143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:39.487547] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.09% [2025-11-22T02:08:39.487774] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 37.6623% [2025-11-22T02:08:39.487886] [INFO ] [main ] ACR: DISCARDED add_vol_of_vol (score: 37.66%) [2025-11-22T02:08:39.487933] [INFO ] [main ] ACR: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:08:39.487967] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volatility_decay_ratio'] [2025-11-22T02:08:39.488003] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:39.501596] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:39.503057] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:39.503124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:39.504828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:39.505357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:39.505772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:39.506717] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:39.510909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:39.511383] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:39.512407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:39.514016] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:39.515073] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:39.515752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:39.516847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:39.736251] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.49% | Symbol ETA: 7.4s | Global ETA: 1h 18m 48s [2025-11-22T02:08:39.737149] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:39.737228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:39.741992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:39.743788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:39.744247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:39.744625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:39.759011] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.29% [2025-11-22T02:08:39.759971] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:39.788056] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:39.791871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.095500] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 4.09% | Symbol ETA: 3m 29s | Global ETA: 1h 18m 48s [2025-11-22T02:08:40.096393] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:40.096453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:40.101204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:40.102927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:40.103405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.111131] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 6.5s | Global ETA: 1h 18m 48s [2025-11-22T02:08:40.112116] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:40.112185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:40.113930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:40.114513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:40.114948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:40.115940] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:40.120416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:40.120995] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:40.122089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:40.123809] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:40.124957] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:40.125636] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:40.126795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.346795] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.35% [2025-11-22T02:08:40.347783] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:40.402321] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 6.8s | Global ETA: 1h 18m 49s [2025-11-22T02:08:40.403206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:40.403268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:40.407996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:40.409698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:40.410155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:40.410531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:40.454019] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:40.457853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.718876] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 5.9s | Global ETA: 1h 18m 50s [2025-11-22T02:08:40.719800] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:40.719867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:40.721534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:40.722053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:40.722454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:40.723468] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:40.727798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:40.728330] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:40.729403] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:40.731095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:40.732159] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:40.732901] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:40.734035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.747018] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 3.52% | Symbol ETA: 3m 29s | Global ETA: 1h 18m 50s [2025-11-22T02:08:40.747964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:40.748024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:40.752800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:40.754588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:40.755109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:40.931185] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.50% [2025-11-22T02:08:40.932119] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:41.060316] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.77% | Symbol ETA: 6.1s | Global ETA: 1h 18m 50s [2025-11-22T02:08:41.061210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:41.061272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:41.065993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:41.067754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:41.068209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:41.068586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:41.111048] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:41.114849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:41.347374] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 5.3s | Global ETA: 1h 18m 51s [2025-11-22T02:08:41.348259] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:41.348325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:41.349970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:41.350450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:41.350855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:41.351789] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:41.355938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:41.356403] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:41.357444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:41.359033] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:41.360049] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:41.360727] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:41.361833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:41.399255] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 3m 28s | Global ETA: 1h 18m 51s [2025-11-22T02:08:41.400354] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:41.400421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:41.406046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:41.407933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:41.408453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:41.512622] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.08% [2025-11-22T02:08:41.513549] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:41.718516] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.01% | Symbol ETA: 5.4s | Global ETA: 1h 18m 52s [2025-11-22T02:08:41.719460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:41.719524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:41.724453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:41.726252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:41.726744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:41.727152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:41.771090] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:41.775004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:41.951234] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 4.7s | Global ETA: 1h 18m 52s [2025-11-22T02:08:41.952479] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:41.952546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:41.954182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:41.954683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:41.955079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:41.956018] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:41.960304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:41.960794] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:41.961808] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:41.963358] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:41.964373] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:41.965045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:41.966140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:42.098609] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 16.09% | Symbol ETA: 3m 27s | Global ETA: 1h 18m 53s [2025-11-22T02:08:42.144122] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.21% [2025-11-22T02:08:42.145058] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:42.277683] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 2.28% [2025-11-22T02:08:42.390268] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 5.34% | Symbol ETA: 4.8s | Global ETA: 1h 18m 53s [2025-11-22T02:08:42.391193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:42.391591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:42.396963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:42.399113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:42.399607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:42.400034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:42.445496] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:42.449982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:42.465019] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -2.09%, Actual: 0.97% [2025-11-22T02:08:42.575941] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.30% | Symbol ETA: 4.1s | Global ETA: 1h 18m 54s [2025-11-22T02:08:42.576889] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:42.576955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:42.578698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:42.579239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:42.579626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:42.580571] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:42.584768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:42.585279] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:42.586308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:42.588080] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:42.589182] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:42.589864] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:42.590968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:42.644332] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.71% [2025-11-22T02:08:42.720025] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.17% [2025-11-22T02:08:42.720945] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:42.835906] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 2.08% [2025-11-22T02:08:43.011759] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 1.70% [2025-11-22T02:08:43.065393] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.77% | Symbol ETA: 4.1s | Global ETA: 1h 18m 55s [2025-11-22T02:08:43.066327] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:43.066391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:43.071295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:43.073260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:43.073772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:43.074225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:43.119205] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:08:43.123143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:43.188394] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.99%, Actual: 1.06% [2025-11-22T02:08:43.197502] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 3.5s | Global ETA: 1h 18m 55s [2025-11-22T02:08:43.198397] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:43.198464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:43.200120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:43.200606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:43.201017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:43.201959] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:43.206100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:43.206567] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:43.207612] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:43.209236] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:43.210275] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:43.211015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:43.212142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:43.292694] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.31% [2025-11-22T02:08:43.293631] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:43.366066] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 4.09%, Actual: 1.14% [2025-11-22T02:08:43.545452] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 3.52%, Actual: 1.31% [2025-11-22T02:08:43.720850] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 3.34% [2025-11-22T02:08:43.739768] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.51% | Symbol ETA: 3.4s | Global ETA: 1h 18m 56s [2025-11-22T02:08:43.795471] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.61% | Symbol ETA: 2.9s | Global ETA: 1h 18m 56s [2025-11-22T02:08:43.796424] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:43.796492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:43.798269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:43.798786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:43.799231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:43.800213] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:43.804686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:43.805207] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:43.806269] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:43.807949] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:43.809017] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:43.809717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:43.810974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:43.866306] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: 1.63% [2025-11-22T02:08:43.867272] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:08:43.897269] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 16.09%, Actual: 1.17% [2025-11-22T02:08:43.897500] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 39.4883% [2025-11-22T02:08:43.897611] [INFO ] [main ] PEN: DISCARDED add_atr_10 (score: 39.49%) [2025-11-22T02:08:43.897698] [INFO ] [main ] PEN: Testing feature 4/53: add_atr_5 [2025-11-22T02:08:43.897740] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:08:43.897777] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:43.911814] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:43.913170] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:43.913234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:43.914385] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.33%, Actual: 7.53% [2025-11-22T02:08:43.918410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:43.920351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:43.920868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:44.088775] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.37%, Actual: 2.40% [2025-11-22T02:08:44.263605] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.11%, Actual: 0.80% [2025-11-22T02:08:44.401749] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 2.3s | Global ETA: 1h 18m 58s [2025-11-22T02:08:44.402683] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:44.402761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:44.404591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:44.405104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:44.405492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:44.406435] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:44.410794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:44.411271] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:44.412293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:44.414251] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:44.415309] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:44.416001] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:44.417141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:44.433489] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.49%, Actual: 1.02% [2025-11-22T02:08:44.441270] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.81% [2025-11-22T02:08:44.595816] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 2m 25s | Global ETA: 1h 18m 58s [2025-11-22T02:08:44.596708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:44.596770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:44.601658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:44.603501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:44.604009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:44.605304] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 4.31% [2025-11-22T02:08:44.606908] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.62%, Actual: 1.97% [2025-11-22T02:08:44.771765] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.66% [2025-11-22T02:08:44.781623] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.77%, Actual: 3.35% [2025-11-22T02:08:44.935921] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.35%, Actual: 0.06% [2025-11-22T02:08:44.970432] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.01%, Actual: 1.64% [2025-11-22T02:08:45.008276] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 1.6s | Global ETA: 1h 18m 59s [2025-11-22T02:08:45.009546] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:45.009613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:45.011298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:45.011805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:45.012195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:45.013154] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:45.017677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:45.018151] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:45.019175] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:45.020781] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:45.021812] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:45.022470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:08:45.023574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:45.104902] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 1.56% [2025-11-22T02:08:45.143610] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 5.34%, Actual: 1.27% [2025-11-22T02:08:45.269611] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.07% [2025-11-22T02:08:45.293435] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 2m 25s | Global ETA: 1h 18m 60s [2025-11-22T02:08:45.294334] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:45.294396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:45.299177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:45.300926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:45.301391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:45.315688] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.77%, Actual: 6.65% [2025-11-22T02:08:45.435954] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.01% [2025-11-22T02:08:45.484782] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.51%, Actual: 1.38% [2025-11-22T02:08:45.485017] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 57.8627% [2025-11-22T02:08:45.485125] [INFO ] [main ] SDRL: DISCARDED add_range_volume_efficiency_refinements (score: 57.86%) [2025-11-22T02:08:45.485174] [INFO ] [main ] SDRL: Testing feature 39/53: add_regime [2025-11-22T02:08:45.485215] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_regime'] [2025-11-22T02:08:45.485257] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:45.500741] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:45.502271] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:45.502335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:45.507268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:45.509118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:45.509583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:45.509983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:45.560138] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:45.582400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:45.606156] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.01% [2025-11-22T02:08:45.637346] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1.0s | Global ETA: 1h 19m 0s [2025-11-22T02:08:45.771992] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.31%, Actual: 0.04% [2025-11-22T02:08:45.806344] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 2.26% [2025-11-22T02:08:45.937695] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: 1.63%, Actual: 6.45% [2025-11-22T02:08:45.973409] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.39% [2025-11-22T02:08:45.975044] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -3.28% | Symbol ETA: 2m 24s | Global ETA: 1h 19m 1s [2025-11-22T02:08:45.975992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:45.976054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:45.981588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:45.983533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:45.984138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.104167] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.81%, Actual: 1.13% [2025-11-22T02:08:46.104375] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 34.5901% [2025-11-22T02:08:46.104422] [INFO ] [main ] BEP: Baseline score (no features): 34.5901% [2025-11-22T02:08:46.104458] [INFO ] [main ] BEP: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.104488] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:08:46.104521] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:08:46.115758] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:46.117150] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:46.117224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.122002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.140535] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.30% [2025-11-22T02:08:46.210086] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.30% | Symbol ETA: 9.5s | Global ETA: 1h 19m 2s [2025-11-22T02:08:46.210984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:46.211046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.215734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:46.217453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:46.217932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:46.218320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:46.261628] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:46.281743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.308551] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.48% [2025-11-22T02:08:46.476494] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.30%, Actual: 0.63% [2025-11-22T02:08:46.644847] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 0.78% [2025-11-22T02:08:46.686503] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 2m 23s | Global ETA: 1h 19m 3s [2025-11-22T02:08:46.687457] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:46.687520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.692874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:46.695122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:46.695770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.698382] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.87% | Symbol ETA: 5m 8s | Global ETA: 1h 19m 3s [2025-11-22T02:08:46.699292] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:46.699351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.704559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.811675] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.61%, Actual: 0.51% [2025-11-22T02:08:46.901363] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.39% | Symbol ETA: 8.7s | Global ETA: 1h 19m 3s [2025-11-22T02:08:46.902272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:46.902338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:46.907029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:46.908848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:46.909313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:46.909711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:46.952426] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:46.971887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:46.978331] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 0.73% [2025-11-22T02:08:47.145446] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 0.10% [2025-11-22T02:08:47.283045] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.25% | Symbol ETA: 5m 8s | Global ETA: 1h 19m 4s [2025-11-22T02:08:47.283929] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:47.283989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:47.288733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:47.312435] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 0.09% [2025-11-22T02:08:47.312633] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 26.5929% [2025-11-22T02:08:47.312737] [INFO ] [main ] ACR: DISCARDED add_volatility_decay_ratio (score: 26.59%) [2025-11-22T02:08:47.312782] [INFO ] [main ] ACR: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:08:47.312816] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:08:47.312853] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:47.325947] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:47.327394] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:47.327460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:47.329181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:47.329707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:47.330091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:47.331056] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:47.335303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:47.335804] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:47.336868] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:47.338513] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:47.339549] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:47.340222] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:47.341278] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:47.343258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:47.390105] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.38% | Symbol ETA: 2m 22s | Global ETA: 1h 19m 4s [2025-11-22T02:08:47.391150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:47.391214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:47.396092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:47.397946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:47.398447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:47.583675] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.46% | Symbol ETA: 8.0s | Global ETA: 1h 19m 5s [2025-11-22T02:08:47.584895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:47.584958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:47.589716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:47.591435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:47.591924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:47.592302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:47.635085] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:47.654744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:47.871289] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 5m 8s | Global ETA: 1h 19m 5s [2025-11-22T02:08:47.872186] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:47.872245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:47.876998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:47.937632] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 6.3s | Global ETA: 1h 19m 5s [2025-11-22T02:08:47.938562] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:47.938629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:47.940282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:47.940781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:47.941166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:47.942114] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:47.946297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:47.946785] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:47.947829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:47.949425] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:47.950435] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:47.951104] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:47.952151] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:47.954145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.060343] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 2m 22s | Global ETA: 1h 19m 6s [2025-11-22T02:08:48.064100] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:48.064161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:48.069091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:48.070917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:48.071396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.270505] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -3.13% | Symbol ETA: 7.3s | Global ETA: 1h 19m 6s [2025-11-22T02:08:48.271437] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:48.271503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:48.276518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:48.278462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:48.278973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:48.279422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:48.326909] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:48.348149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.457497] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.60% | Symbol ETA: 5m 8s | Global ETA: 1h 19m 7s [2025-11-22T02:08:48.458403] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:48.458462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:48.463249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.550340] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 5.7s | Global ETA: 1h 19m 7s [2025-11-22T02:08:48.551264] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:48.551332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:48.553022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:48.553519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:48.553940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:48.554929] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:48.559287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:48.559805] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:48.560848] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:48.562465] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:48.563514] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:48.564205] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:48.565279] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:48.567328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.730776] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 2m 21s | Global ETA: 1h 19m 7s [2025-11-22T02:08:48.731700] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:48.731763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:48.736788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:48.738591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:48.739109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:48.983751] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 2.75% | Symbol ETA: 6.6s | Global ETA: 1h 19m 8s [2025-11-22T02:08:48.984756] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:48.984822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:48.990013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:48.991839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:48.992349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:48.992774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:49.038815] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:49.039239] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 5m 7s | Global ETA: 1h 19m 8s [2025-11-22T02:08:49.040173] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:49.040235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:49.045157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.059521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.157861] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 5.1s | Global ETA: 1h 19m 8s [2025-11-22T02:08:49.158745] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:49.158812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:49.160443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:49.160948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:49.161340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:49.162279] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:49.166451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:49.166940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:49.167967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:49.169539] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:49.170558] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:49.171226] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:49.172286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:49.174266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.412059] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 2m 20s | Global ETA: 1h 19m 9s [2025-11-22T02:08:49.412963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:49.413024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:49.417962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:49.419844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:49.420341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.629139] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 2.34% | Symbol ETA: 5m 7s | Global ETA: 1h 19m 9s [2025-11-22T02:08:49.630057] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:49.630116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:49.634860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.681771] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 5.9s | Global ETA: 1h 19m 9s [2025-11-22T02:08:49.682734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:49.682816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:49.687919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:49.689770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:49.690258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:49.690672] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:49.737232] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:49.758379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:49.775207] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 4.5s | Global ETA: 1h 19m 9s [2025-11-22T02:08:49.776153] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:49.776223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:49.777977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:49.778494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:49.778923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:49.779899] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:49.784278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:49.784817] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:49.785873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:49.787569] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:49.788668] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:49.789368] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:49.790459] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:49.792514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.101374] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 2m 20s | Global ETA: 1h 19m 10s [2025-11-22T02:08:50.102348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:08:50.102424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:50.107874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:50.109816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:50.110324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.220338] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 5m 7s | Global ETA: 1h 19m 10s [2025-11-22T02:08:50.221232] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:50.221296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:50.226016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.384810] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.74% | Symbol ETA: 3.9s | Global ETA: 1h 19m 11s [2025-11-22T02:08:50.385729] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:50.385796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:50.386624] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.95% | Symbol ETA: 5.2s | Global ETA: 1h 19m 11s [2025-11-22T02:08:50.387441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:50.387545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:50.387609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:50.387970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:50.388359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:50.389292] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:50.392410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:50.393456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:50.393941] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:50.394228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:50.394750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:50.394995] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:50.395133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:50.396592] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:50.397660] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:50.398315] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:50.399377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:50.401428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.438298] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:50.459352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.796572] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.76% | Symbol ETA: 2m 19s | Global ETA: 1h 19m 12s [2025-11-22T02:08:50.808662] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.26% | Symbol ETA: 5m 6s | Global ETA: 1h 19m 12s [2025-11-22T02:08:50.809534] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:50.809594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:50.814249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:50.975044] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 2.28% [2025-11-22T02:08:51.000193] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 3.3s | Global ETA: 1h 19m 12s [2025-11-22T02:08:51.001138] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:51.001538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:51.003258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:51.003800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:51.004199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:51.005183] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:51.009480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:51.009978] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:51.011042] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:51.012728] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:51.013789] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:51.014468] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:51.015572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:51.017667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:51.078793] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 4.5s | Global ETA: 1h 19m 12s [2025-11-22T02:08:51.079676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:51.079739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:51.084663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:51.086403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:51.086887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:51.087313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:51.130261] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:51.149554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:51.157787] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.97% [2025-11-22T02:08:51.333954] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -3.28%, Actual: 0.71% [2025-11-22T02:08:51.390859] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.44% | Symbol ETA: 5m 5s | Global ETA: 1h 19m 13s [2025-11-22T02:08:51.391750] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:08:51.391810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:51.396516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:51.510726] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.08% [2025-11-22T02:08:51.626190] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 1.99% | Symbol ETA: 2.7s | Global ETA: 1h 19m 13s [2025-11-22T02:08:51.627085] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:51.627152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:51.628820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:51.629294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:51.629697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:51.630614] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:51.634768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:51.635231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:51.636262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:51.637886] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:51.638895] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:51.639570] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:51.640621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:51.642695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:51.689714] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.38%, Actual: 1.70% [2025-11-22T02:08:51.758790] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.92% | Symbol ETA: 3.8s | Global ETA: 1h 19m 14s [2025-11-22T02:08:51.759915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:51.759977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:51.764902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:51.766609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:51.767085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:51.767487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:51.810809] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:08:51.830219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:51.875009] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.06% [2025-11-22T02:08:51.976477] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -1.32% | Symbol ETA: 5m 5s | Global ETA: 1h 19m 14s [2025-11-22T02:08:52.042843] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.14% [2025-11-22T02:08:52.143123] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.87%, Actual: 1.97% [2025-11-22T02:08:52.208224] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 1.31% [2025-11-22T02:08:52.266535] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 2.1s | Global ETA: 1h 19m 15s [2025-11-22T02:08:52.267491] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:52.267560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:52.269297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:52.269822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:52.270218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:52.271215] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:52.275839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:52.276559] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:52.277710] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:52.279391] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:52.280493] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:52.281204] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:52.282320] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:52.284388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:52.308389] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.25%, Actual: 1.66% [2025-11-22T02:08:52.373797] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 3.34% [2025-11-22T02:08:52.472662] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -1.48% | Symbol ETA: 3.1s | Global ETA: 1h 19m 15s [2025-11-22T02:08:52.476047] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.06% [2025-11-22T02:08:52.539906] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.76%, Actual: 1.17% [2025-11-22T02:08:52.540129] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 32.5836% [2025-11-22T02:08:52.540217] [INFO ] [main ] PEN: DISCARDED add_atr_5 (score: 32.58%) [2025-11-22T02:08:52.540263] [INFO ] [main ] PEN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:08:52.540295] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:08:52.540354] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:08:52.553114] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:52.554386] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:52.554447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:52.559243] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:52.560064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:52.642157] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.56% [2025-11-22T02:08:52.642577] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.30%, Actual: 7.53% [2025-11-22T02:08:52.807344] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.07% [2025-11-22T02:08:52.813617] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 2.40% [2025-11-22T02:08:52.890350] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 1.5s | Global ETA: 1h 19m 16s [2025-11-22T02:08:52.891263] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:08:52.891332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:52.893032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:52.893523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:52.893938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:52.894908] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:52.899213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:52.899712] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:52.900765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:52.902395] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:52.903450] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:52.904147] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:08:52.905248] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:08:52.907294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:52.972884] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 2.34%, Actual: 0.01% [2025-11-22T02:08:52.982731] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.46%, Actual: 0.80% [2025-11-22T02:08:53.141768] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 1.01% [2025-11-22T02:08:53.151374] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -3.13%, Actual: 1.02% [2025-11-22T02:08:53.225076] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 1m 50s | Global ETA: 1h 19m 17s [2025-11-22T02:08:53.225981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:53.226042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:53.231035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:53.231885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:53.307073] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 0.04% [2025-11-22T02:08:53.319255] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 2.75%, Actual: 4.31% [2025-11-22T02:08:53.472333] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.44%, Actual: 6.45% [2025-11-22T02:08:53.488419] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 3.35% [2025-11-22T02:08:53.508513] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -1.79% | Symbol ETA: 0.8s | Global ETA: 1h 19m 17s [2025-11-22T02:08:53.639007] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -1.32%, Actual: 1.13% [2025-11-22T02:08:53.639193] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.4358% [2025-11-22T02:08:53.639242] [INFO ] [main ] BEP: DISCARDED add_afternoon_v_morning_volatility_mix (score: 29.44%) [2025-11-22T02:08:53.639280] [INFO ] [main ] BEP: Testing feature 2/53: add_atr [2025-11-22T02:08:53.639314] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:08:53.639355] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:08:53.650634] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:53.652035] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:53.652094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:53.653788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:53.654290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:53.662080] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 1.64% [2025-11-22T02:08:53.676260] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.26% [2025-11-22T02:08:53.828979] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.27% [2025-11-22T02:08:53.847275] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 2.39% [2025-11-22T02:08:53.884284] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 1m 49s | Global ETA: 1h 19m 18s [2025-11-22T02:08:53.885183] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:53.885243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:53.890032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:53.890865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:53.995233] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.92%, Actual: 6.65% [2025-11-22T02:08:54.015312] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 1.30% [2025-11-22T02:08:54.160961] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.48%, Actual: 1.38% [2025-11-22T02:08:54.161162] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 57.5640% [2025-11-22T02:08:54.161253] [INFO ] [main ] SDRL: DISCARDED add_regime (score: 57.56%) [2025-11-22T02:08:54.161296] [INFO ] [main ] SDRL: Testing feature 40/53: add_regime_flags [2025-11-22T02:08:54.161328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_regime_flags'] [2025-11-22T02:08:54.161363] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:08:54.175028] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:54.176263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:54.176325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:54.181055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:54.182832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:54.183294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:54.183694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:54.184193] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 1.48% [2025-11-22T02:08:54.228003] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:54.229091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:54.234045] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.99% | Symbol ETA: 6m 30s | Global ETA: 1h 19m 19s [2025-11-22T02:08:54.234955] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:54.235013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:54.236654] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:54.237132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:54.353248] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.74%, Actual: 0.63% [2025-11-22T02:08:54.543486] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 1m 48s | Global ETA: 1h 19m 20s [2025-11-22T02:08:54.544381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:54.544442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:54.549253] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:54.550067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:54.580498] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 0.78% [2025-11-22T02:08:54.752271] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 1.99%, Actual: 0.51% [2025-11-22T02:08:54.816436] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.09% | Symbol ETA: 6m 29s | Global ETA: 1h 19m 20s [2025-11-22T02:08:54.817326] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:54.817388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:54.819026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:54.819512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:54.833510] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.33% | Symbol ETA: 8.8s | Global ETA: 1h 19m 20s [2025-11-22T02:08:54.834400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:54.834463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:54.839225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:54.840972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:54.841435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:54.841833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:54.885063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:54.886182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:54.920348] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.73% [2025-11-22T02:08:55.088768] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.78%, Actual: 0.10% [2025-11-22T02:08:55.207830] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.18% | Symbol ETA: 1m 48s | Global ETA: 1h 19m 21s [2025-11-22T02:08:55.208735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:55.208797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:55.213567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:55.214377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.257343] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -1.79%, Actual: 0.09% [2025-11-22T02:08:55.257566] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 32.2538% [2025-11-22T02:08:55.257675] [INFO ] [main ] ACR: DISCARDED add_volatility_state_percentiles (score: 32.25%) [2025-11-22T02:08:55.257725] [INFO ] [main ] ACR: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:08:55.257761] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volume_dispersion'] [2025-11-22T02:08:55.257822] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:08:55.271067] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:08:55.272552] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:55.272622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:55.274400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:55.274945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:55.275342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:55.276312] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:55.280740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:55.281220] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:55.282297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:55.283979] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:55.285106] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:55.285795] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:55.287163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.397663] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 6m 28s | Global ETA: 1h 19m 22s [2025-11-22T02:08:55.398526] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:55.398585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:55.400218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:55.400715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.492105] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.53% | Symbol ETA: 8.2s | Global ETA: 1h 19m 22s [2025-11-22T02:08:55.493001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:55.493063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:55.497776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:55.499559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:55.500038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:55.500420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:55.543215] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:55.544300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.871355] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.86% | Symbol ETA: 1m 47s | Global ETA: 1h 19m 23s [2025-11-22T02:08:55.872271] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:55.872332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:55.875225] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 6.1s | Global ETA: 1h 19m 23s [2025-11-22T02:08:55.876116] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:55.876183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:55.877050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:55.877864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:55.877910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.878353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:55.878763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:55.879694] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:55.883885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:55.884365] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:55.885385] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:55.886989] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:55.888038] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:55.888703] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:55.890026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:55.985101] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 6m 28s | Global ETA: 1h 19m 23s [2025-11-22T02:08:55.985987] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:55.986045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:55.987703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:55.988182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:56.154563] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.85% | Symbol ETA: 7.5s | Global ETA: 1h 19m 23s [2025-11-22T02:08:56.155442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:56.155504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:56.160261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:56.162014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:56.162478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:56.162877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:56.206892] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:56.207979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:56.485218] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 5.5s | Global ETA: 1h 19m 24s [2025-11-22T02:08:56.486143] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:56.486215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:56.487932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:56.488434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:56.488857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:56.489812] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:56.494101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:56.494581] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:56.495634] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:56.497317] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:56.498378] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:56.499076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:56.500433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:56.532253] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 1m 46s | Global ETA: 1h 19m 24s [2025-11-22T02:08:56.533159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:56.533221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:56.538020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:56.538839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:56.563872] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 6m 27s | Global ETA: 1h 19m 24s [2025-11-22T02:08:56.564785] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:56.564843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:56.566453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:56.566953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:56.814046] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.08% | Symbol ETA: 6.8s | Global ETA: 1h 19m 25s [2025-11-22T02:08:56.814941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:56.815003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:56.819717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:56.821430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:56.821922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:56.822694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:56.865277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:56.866447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.101233] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 4.9s | Global ETA: 1h 19m 25s [2025-11-22T02:08:57.102265] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:57.102334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:57.104124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:57.104665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:57.105079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:57.106072] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:57.110444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:57.110945] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:57.112004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:57.113734] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:57.114864] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:57.115599] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:57.117026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.143212] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 6m 27s | Global ETA: 1h 19m 25s [2025-11-22T02:08:57.144099] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:57.144166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:57.145804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:57.146281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.198850] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 1m 46s | Global ETA: 1h 19m 25s [2025-11-22T02:08:57.199787] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:57.199848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:57.204621] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:57.205434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.478962] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 6.2s | Global ETA: 1h 19m 26s [2025-11-22T02:08:57.479843] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:57.479905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:57.484635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:57.486373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:57.486868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:57.487264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:57.530411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:57.531511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.723827] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 6m 26s | Global ETA: 1h 19m 27s [2025-11-22T02:08:57.724708] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:57.724766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:57.726409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:57.726911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.745917] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 4.4s | Global ETA: 1h 19m 27s [2025-11-22T02:08:57.746869] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:57.746940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:57.748679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:57.749176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:57.749615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:57.750750] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:57.755169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:57.755671] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:57.756708] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:57.758456] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:57.759544] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:57.760231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:57.761726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:57.855025] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 1m 45s | Global ETA: 1h 19m 27s [2025-11-22T02:08:57.855985] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:57.856047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:57.861169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:57.862013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.140208] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.51% | Symbol ETA: 5.5s | Global ETA: 1h 19m 27s [2025-11-22T02:08:58.141115] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:58.141176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:58.145923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:58.147689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:58.148164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:58.148548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:58.193327] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:58.194637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.305274] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 4.85% | Symbol ETA: 6m 25s | Global ETA: 1h 19m 28s [2025-11-22T02:08:58.306220] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:58.306300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:58.307964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:58.308443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.389712] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -3.60% | Symbol ETA: 3.8s | Global ETA: 1h 19m 28s [2025-11-22T02:08:58.390633] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:58.390722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:58.392424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:58.392950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:58.393344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:58.394315] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:58.398710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:58.399208] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:58.400369] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:58.402128] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:58.403259] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:58.403951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:58.405408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.519208] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 1m 44s | Global ETA: 1h 19m 28s [2025-11-22T02:08:58.520156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:58.520220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:58.525373] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:08:58.526245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.834985] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.03% | Symbol ETA: 4.9s | Global ETA: 1h 19m 29s [2025-11-22T02:08:58.835976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:58.836041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:58.841094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:58.842981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:58.843480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:58.843902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:58.890398] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:58.891326] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.37% | Symbol ETA: 6m 25s | Global ETA: 1h 19m 29s [2025-11-22T02:08:58.891727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:58.892213] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:08:58.892273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:58.893908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:58.894383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:59.035847] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.20% | Symbol ETA: 3.2s | Global ETA: 1h 19m 29s [2025-11-22T02:08:59.036803] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:59.036873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:59.038746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:59.039321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:59.039814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:59.040816] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:59.045330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:59.045854] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:59.046886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:59.048618] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:59.049699] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:59.050363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:59.051910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:59.188450] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 16.93% | Symbol ETA: 1m 44s | Global ETA: 1h 19m 30s [2025-11-22T02:08:59.360297] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 2.28% [2025-11-22T02:08:59.472907] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 6m 24s | Global ETA: 1h 19m 30s [2025-11-22T02:08:59.530796] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.97% [2025-11-22T02:08:59.548791] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 5.97% | Symbol ETA: 4.2s | Global ETA: 1h 19m 31s [2025-11-22T02:08:59.549809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:08:59.549885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:08:59.555021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:59.556995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:59.557521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:59.557941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:08:59.604347] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:59.605483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:59.638539] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.99%, Actual: 1.97% [2025-11-22T02:08:59.659817] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 2.5s | Global ETA: 1h 19m 31s [2025-11-22T02:08:59.660703] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:08:59.660771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:08:59.662389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:08:59.662900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:08:59.663283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:08:59.664222] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:08:59.668410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:08:59.668893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:08:59.669904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:08:59.671464] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:08:59.672474] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:08:59.673147] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:08:59.674468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:08:59.699263] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 0.71% [2025-11-22T02:08:59.804096] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 1.66% [2025-11-22T02:08:59.865618] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.18%, Actual: 2.08% [2025-11-22T02:08:59.968859] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 0.06% [2025-11-22T02:09:00.031210] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 1.70% [2025-11-22T02:09:00.134344] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.56% [2025-11-22T02:09:00.201892] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.06% [2025-11-22T02:09:00.240285] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -7.11% | Symbol ETA: 3.6s | Global ETA: 1h 19m 32s [2025-11-22T02:09:00.241424] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:00.241750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:00.250057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:00.253834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:00.254410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:00.254831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:00.287750] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 1.9s | Global ETA: 1h 19m 32s [2025-11-22T02:09:00.288997] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:00.289081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:00.291350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:00.292024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:00.292543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:00.294335] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:00.300303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:00.300977] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:00.302375] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:00.303743] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:00.303921] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 0.07% [2025-11-22T02:09:00.304583] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:00.304831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:00.306044] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:00.306965] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:09:00.308851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:00.476712] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 0.01% [2025-11-22T02:09:00.502750] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 1.14% [2025-11-22T02:09:00.693791] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 1.01% [2025-11-22T02:09:00.765250] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 1.31% [2025-11-22T02:09:00.864089] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 4.85%, Actual: 0.04% [2025-11-22T02:09:01.036728] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 3.34% [2025-11-22T02:09:01.038542] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 6.45% [2025-11-22T02:09:01.095870] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.44% | Symbol ETA: 2.9s | Global ETA: 1h 19m 34s [2025-11-22T02:09:01.171014] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 2.92% | Symbol ETA: 1.3s | Global ETA: 1h 19m 34s [2025-11-22T02:09:01.171944] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:01.172013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:01.173821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:01.174396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:01.174830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:01.175809] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:01.180085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:01.180562] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:01.181590] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:01.183206] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:01.184306] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:01.184997] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:09:01.186798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:01.212569] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 16.93%, Actual: 1.17% [2025-11-22T02:09:01.215778] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 38.7379% [2025-11-22T02:09:01.215860] [INFO ] [main ] PEN: DISCARDED add_close_to_open_alignment (score: 38.74%) [2025-11-22T02:09:01.215901] [INFO ] [main ] PEN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:09:01.215932] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:09:01.215996] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:01.238892] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:01.243246] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:01.243309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:01.251181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:01.252143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:01.283033] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 1.13% [2025-11-22T02:09:01.283196] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.2225% [2025-11-22T02:09:01.283271] [INFO ] [main ] BEP: KEPT add_atr (score: 35.22%) [2025-11-22T02:09:01.283311] [INFO ] [main ] BEP: Testing feature 3/53: add_atr_10 [2025-11-22T02:09:01.283343] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:09:01.283376] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:01.292281] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.33%, Actual: 7.53% [2025-11-22T02:09:01.294400] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:01.295586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:01.295665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:01.297342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:01.297866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:01.298319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:01.466379] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.53%, Actual: 2.40% [2025-11-22T02:09:01.652345] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.85%, Actual: 0.80% [2025-11-22T02:09:01.792284] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 0.7s | Global ETA: 1h 19m 35s [2025-11-22T02:09:01.839100] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.08%, Actual: 1.02% [2025-11-22T02:09:01.890595] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.59% | Symbol ETA: 3m 16s | Global ETA: 1h 19m 36s [2025-11-22T02:09:01.891529] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:01.891609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:01.893309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:01.893836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:01.894286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:01.957092] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 2.26% [2025-11-22T02:09:01.968331] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 1m 28s | Global ETA: 1h 19m 36s [2025-11-22T02:09:01.969623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:01.969787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:01.975543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:01.976680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:02.025846] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 4.31% [2025-11-22T02:09:02.122364] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 2.39% [2025-11-22T02:09:02.204451] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.51%, Actual: 3.35% [2025-11-22T02:09:02.292354] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.88%, Actual: 1.30% [2025-11-22T02:09:02.374080] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.03%, Actual: 1.64% [2025-11-22T02:09:02.460585] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 1.48% [2025-11-22T02:09:02.478256] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.93% | Symbol ETA: 3m 16s | Global ETA: 1h 19m 37s [2025-11-22T02:09:02.479157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:02.479217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:02.480868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:02.481344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:02.481804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:02.540885] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 5.97%, Actual: 1.27% [2025-11-22T02:09:02.628600] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -3.60%, Actual: 0.63% [2025-11-22T02:09:02.647071] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 1m 27s | Global ETA: 1h 19m 37s [2025-11-22T02:09:02.647989] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:02.648050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:02.652778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:02.653704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:02.707114] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -7.11%, Actual: 6.65% [2025-11-22T02:09:02.796991] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 0.78% [2025-11-22T02:09:02.879341] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.44%, Actual: 1.38% [2025-11-22T02:09:02.879954] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 48.5897% [2025-11-22T02:09:02.880054] [INFO ] [main ] SDRL: DISCARDED add_regime_flags (score: 48.59%) [2025-11-22T02:09:02.880096] [INFO ] [main ] SDRL: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:09:02.880133] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:09:02.880170] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:02.894847] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:02.896129] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:02.896196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:02.901033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:02.902802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:02.903275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:02.903680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:02.947192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:02.947775] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:02.948776] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:02.950397] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:02.951466] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:02.952141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:02.964747] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 0.51% [2025-11-22T02:09:03.058774] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.48% | Symbol ETA: 3m 15s | Global ETA: 1h 19m 38s [2025-11-22T02:09:03.059660] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:03.059721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:03.061341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:03.061843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:03.062275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:03.128359] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 0.73% [2025-11-22T02:09:03.293132] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 2.92%, Actual: 0.10% [2025-11-22T02:09:03.306836] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -2.96% | Symbol ETA: 1m 26s | Global ETA: 1h 19m 39s [2025-11-22T02:09:03.307811] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:03.307874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:03.312679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:03.313614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:03.458206] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.09% [2025-11-22T02:09:03.458399] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 39.9998% [2025-11-22T02:09:03.458486] [INFO ] [main ] ACR: DISCARDED add_volume_dispersion (score: 40.00%) [2025-11-22T02:09:03.458528] [INFO ] [main ] ACR: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:09:03.458559] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volume_flow_differentials'] [2025-11-22T02:09:03.458595] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:09:03.471587] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:03.472998] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:03.473064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:03.474789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:03.475292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:03.475744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:03.476697] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:03.480961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:03.481435] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:03.482476] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:03.484119] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:03.485144] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:03.485861] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:03.488557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:03.576510] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.14% | Symbol ETA: 8.7s | Global ETA: 1h 19m 39s [2025-11-22T02:09:03.577438] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:03.577504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:03.582546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:03.584390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:03.584901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:03.585299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:03.631528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:03.632168] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:03.633257] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:03.634986] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:03.636074] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:03.636798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:03.648890] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 3m 15s | Global ETA: 1h 19m 39s [2025-11-22T02:09:03.649803] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:03.649873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:03.651587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:03.652100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:03.652552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:03.972008] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 1m 26s | Global ETA: 1h 19m 40s [2025-11-22T02:09:03.972893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:03.972954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:03.977829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:03.978820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.082391] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 6.0s | Global ETA: 1h 19m 40s [2025-11-22T02:09:04.083267] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:04.083333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.084985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.085476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:04.085879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:04.086817] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:04.091032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:04.091496] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:04.092543] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:04.094167] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:04.095188] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:04.096232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:04.099083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.253194] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -2.46% | Symbol ETA: 3m 14s | Global ETA: 1h 19m 41s [2025-11-22T02:09:04.254125] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:04.254186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.255871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.256750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:04.257195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.279398] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.81% | Symbol ETA: 8.2s | Global ETA: 1h 19m 41s [2025-11-22T02:09:04.280288] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:04.280354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:04.285122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.286891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.287389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:04.287835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:04.332882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:04.333409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:04.334477] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:04.336167] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:04.337249] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:04.337980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.632679] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 1m 25s | Global ETA: 1h 19m 42s [2025-11-22T02:09:04.633552] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:04.633626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:04.638491] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:04.639420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.705940] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 5.4s | Global ETA: 1h 19m 42s [2025-11-22T02:09:04.706830] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:04.706896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.708569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.709073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:04.709455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:04.710412] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:04.714527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:04.715021] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:04.716030] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:04.717639] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:04.718677] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:04.719340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:04.722023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.843907] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 3m 13s | Global ETA: 1h 19m 42s [2025-11-22T02:09:04.844801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:04.844861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.846541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.847053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:04.847513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:04.966843] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 6.24% | Symbol ETA: 7.4s | Global ETA: 1h 19m 42s [2025-11-22T02:09:04.967812] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:04.967877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:04.972673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:04.974417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:04.974935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:04.975316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:05.019320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:05.020105] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:05.021214] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:05.023176] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:05.024245] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:05.025001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.288306] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 1m 24s | Global ETA: 1h 19m 43s [2025-11-22T02:09:05.289198] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:05.289259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:05.294076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:05.295006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.323936] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 4.8s | Global ETA: 1h 19m 43s [2025-11-22T02:09:05.324897] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:05.324967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:05.326708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:05.327230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:05.327686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:05.328668] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:05.332994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:05.333474] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:05.334548] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:05.336278] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:05.337550] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:05.338261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:05.340962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.437049] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 3m 13s | Global ETA: 1h 19m 43s [2025-11-22T02:09:05.437994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:05.438055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:05.439732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:05.440211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:05.440662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.677543] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.35% | Symbol ETA: 6.8s | Global ETA: 1h 19m 44s [2025-11-22T02:09:05.678546] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:05.678624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:05.683618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:05.685462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:05.688343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:05.688770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:05.735416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:05.736086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:05.737243] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:05.738977] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:05.740065] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:05.740834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.935121] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 4.2s | Global ETA: 1h 19m 44s [2025-11-22T02:09:05.936035] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:05.936102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:05.937827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:05.938306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:05.938742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:05.939674] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:05.943834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:05.944297] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:05.945303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:05.946920] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:05.948036] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:05.948701] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:05.948891] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 1m 24s | Global ETA: 1h 19m 44s [2025-11-22T02:09:05.949818] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:05.949879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:05.951362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:05.954635] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:05.955616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:06.025208] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.38% | Symbol ETA: 3m 12s | Global ETA: 1h 19m 45s [2025-11-22T02:09:06.026101] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:06.026161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:06.027855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:06.028336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:06.028819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:06.376618] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 6.1s | Global ETA: 1h 19m 45s [2025-11-22T02:09:06.377545] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:06.377610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:06.382392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:06.384132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:06.384608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:06.385018] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:06.428353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:06.428915] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:06.429930] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:06.431723] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:06.433068] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:06.433764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:06.541404] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 3.6s | Global ETA: 1h 19m 46s [2025-11-22T02:09:06.542288] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:06.542354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:06.544013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:06.544496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:06.544907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:06.545858] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:06.550027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:06.550489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:06.551491] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:06.553082] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:06.554114] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:06.554785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:06.557478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:06.612292] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 3.30% | Symbol ETA: 1m 23s | Global ETA: 1h 19m 46s [2025-11-22T02:09:06.613207] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:06.613277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:06.615879] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.65% | Symbol ETA: 3m 12s | Global ETA: 1h 19m 46s [2025-11-22T02:09:06.616766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:06.616826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:06.618098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:06.618519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:06.619064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:06.619064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:06.619498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.050600] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 5.4s | Global ETA: 1h 19m 47s [2025-11-22T02:09:07.051477] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:07.051542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:07.056345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:07.058113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:07.058578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:07.059015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:07.102591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:07.103165] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:07.104200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:07.105787] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:07.106832] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:07.107497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.138563] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 2.9s | Global ETA: 1h 19m 47s [2025-11-22T02:09:07.140037] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:07.140103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:07.141796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:07.142628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:07.143038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:07.144002] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:07.148104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:07.148567] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:07.149596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:07.151178] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:07.152202] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:07.152872] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:07.155566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.203187] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 3m 11s | Global ETA: 1h 19m 47s [2025-11-22T02:09:07.265615] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -1.21% | Symbol ETA: 1m 22s | Global ETA: 1h 19m 47s [2025-11-22T02:09:07.266553] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:07.266614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:07.271429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:07.272390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.373478] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.59%, Actual: 1.97% [2025-11-22T02:09:07.541589] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.93%, Actual: 1.66% [2025-11-22T02:09:07.709294] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 0.06% [2025-11-22T02:09:07.732254] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 4.7s | Global ETA: 1h 19m 48s [2025-11-22T02:09:07.733162] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:07.733227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:07.738056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:07.739841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:07.740319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:07.740725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:07.741005] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 2.3s | Global ETA: 1h 19m 48s [2025-11-22T02:09:07.742439] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:07.742506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:07.744162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:07.744658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:07.745045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:07.746025] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:07.750256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:07.750737] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:07.751731] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:07.753358] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:07.754389] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:07.755062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:07.757891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.783903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:07.784409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:07.785417] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:07.787065] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:07.788154] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:07.788825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:07.877380] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 1.56% [2025-11-22T02:09:07.924559] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.92% | Symbol ETA: 1m 22s | Global ETA: 1h 19m 49s [2025-11-22T02:09:08.045233] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -2.46%, Actual: 0.07% [2025-11-22T02:09:08.093262] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 2.28% [2025-11-22T02:09:08.213868] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 0.01% [2025-11-22T02:09:08.261658] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.97% [2025-11-22T02:09:08.349604] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.65% | Symbol ETA: 1.7s | Global ETA: 1h 19m 50s [2025-11-22T02:09:08.350487] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:08.350554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:08.352213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:08.352718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:08.353109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:08.354053] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:08.358304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:08.358825] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:08.359881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:08.361466] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:08.362528] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:08.363250] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:08.365983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:08.382461] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 1.01% [2025-11-22T02:09:08.411772] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 4.0s | Global ETA: 1h 19m 50s [2025-11-22T02:09:08.412628] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:08.412725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:08.417639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:08.419363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:08.419891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:08.420283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:08.430932] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -2.96%, Actual: 0.71% [2025-11-22T02:09:08.463444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:08.464001] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:08.465006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:08.466631] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:08.467709] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:08.468382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:08.553566] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.38%, Actual: 0.04% [2025-11-22T02:09:08.601215] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 2.08% [2025-11-22T02:09:08.722858] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.65%, Actual: 6.45% [2025-11-22T02:09:08.769906] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 1.70% [2025-11-22T02:09:08.891202] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 1.13% [2025-11-22T02:09:08.891392] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.5041% [2025-11-22T02:09:08.891444] [INFO ] [main ] BEP: DISCARDED add_atr_10 (score: 29.50%) [2025-11-22T02:09:08.891481] [INFO ] [main ] BEP: Testing feature 4/53: add_atr_5 [2025-11-22T02:09:08.891513] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:09:08.891547] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:08.902734] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:08.903946] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:08.904006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:08.905679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:08.906177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:08.906566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:08.949212] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 1.06% [2025-11-22T02:09:08.952235] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 1.1s | Global ETA: 1h 19m 51s [2025-11-22T02:09:08.953122] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:08.953187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:08.954849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:08.955313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:08.955714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:08.956628] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:08.960860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:08.961313] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:08.962348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:08.963997] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:08.965026] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:08.965691] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:09:08.968406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:09.092078] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.92% | Symbol ETA: 3.3s | Global ETA: 1h 19m 51s [2025-11-22T02:09:09.096820] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:09:09.096890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:09.101885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:09.103705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:09.104199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:09.104611] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:09.130901] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 1.14% [2025-11-22T02:09:09.148786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:09.149411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:09.150500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:09.152417] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:09.153777] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:09.154466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:09.303470] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 3.30%, Actual: 1.31% [2025-11-22T02:09:09.471327] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -1.21%, Actual: 3.34% [2025-11-22T02:09:09.491864] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.99% | Symbol ETA: 2m 10s | Global ETA: 1h 19m 52s [2025-11-22T02:09:09.492787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:09.492856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:09.494499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:09.495013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:09.495412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:09.556669] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 0.5s | Global ETA: 1h 19m 52s [2025-11-22T02:09:09.695116] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.92%, Actual: 1.17% [2025-11-22T02:09:09.695323] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 34.1177% [2025-11-22T02:09:09.695397] [INFO ] [main ] PEN: DISCARDED add_composite_volatility_context (score: 34.12%) [2025-11-22T02:09:09.695440] [INFO ] [main ] PEN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:09:09.695472] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T02:09:09.695506] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:09.708261] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:09.709784] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:09.709850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:09.714701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:09.717255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:09.723525] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 2.26% [2025-11-22T02:09:09.770244] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.55% | Symbol ETA: 2.6s | Global ETA: 1h 19m 53s [2025-11-22T02:09:09.892970] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.39% [2025-11-22T02:09:09.937247] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.14%, Actual: 7.53% [2025-11-22T02:09:10.063828] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.30% [2025-11-22T02:09:10.082853] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.09% | Symbol ETA: 2m 9s | Global ETA: 1h 19m 53s [2025-11-22T02:09:10.084078] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:10.084138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:10.085821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:10.086296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:10.086698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:10.109628] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.81%, Actual: 2.40% [2025-11-22T02:09:10.235098] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 1.48% [2025-11-22T02:09:10.277600] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 6.24%, Actual: 0.80% [2025-11-22T02:09:10.383425] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 1m 11s | Global ETA: 1h 19m 54s [2025-11-22T02:09:10.384310] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:10.384370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:10.389219] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:10.391752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:10.403486] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.52%, Actual: 0.63% [2025-11-22T02:09:10.444815] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.35%, Actual: 1.02% [2025-11-22T02:09:10.572437] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 0.78% [2025-11-22T02:09:10.612962] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 4.31% [2025-11-22T02:09:10.699940] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 2m 8s | Global ETA: 1h 19m 55s [2025-11-22T02:09:10.700825] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:10.700885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:10.702499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:10.703002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:10.703387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:10.745193] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.51% [2025-11-22T02:09:10.779665] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 3.35% [2025-11-22T02:09:10.913906] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.65%, Actual: 0.73% [2025-11-22T02:09:10.946044] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.45%, Actual: 1.64% [2025-11-22T02:09:11.072208] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -2.00% | Symbol ETA: 1m 10s | Global ETA: 1h 19m 56s [2025-11-22T02:09:11.073094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:11.073154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:11.077875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:11.080248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.084721] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 0.10% [2025-11-22T02:09:11.111472] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 1.27% [2025-11-22T02:09:11.255592] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.09% [2025-11-22T02:09:11.255837] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 41.3931% [2025-11-22T02:09:11.255969] [INFO ] [main ] ACR: DISCARDED add_volume_flow_differentials (score: 41.39%) [2025-11-22T02:09:11.256016] [INFO ] [main ] ACR: Testing feature 52/53: add_volume_zscore [2025-11-22T02:09:11.256051] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volume_zscore'] [2025-11-22T02:09:11.256088] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:09:11.270060] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:11.271611] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:11.271702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:11.273449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:11.274023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:11.274435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:11.275418] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:11.279743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:11.280026] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.92%, Actual: 6.65% [2025-11-22T02:09:11.280233] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:11.281083] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 2m 8s | Global ETA: 1h 19m 56s [2025-11-22T02:09:11.281292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:11.281962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:11.282023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:11.282934] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:11.283655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:11.283962] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:11.284135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:11.284528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.284611] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:11.286251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.445522] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.55%, Actual: 1.38% [2025-11-22T02:09:11.445747] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 42.6449% [2025-11-22T02:09:11.445844] [INFO ] [main ] SDRL: DISCARDED add_return_volume_nonlinearity_proxies (score: 42.64%) [2025-11-22T02:09:11.445887] [INFO ] [main ] SDRL: Testing feature 42/53: add_shelf_lag [2025-11-22T02:09:11.445919] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_shelf_lag'] [2025-11-22T02:09:11.445953] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:11.459688] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:11.461159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:11.461236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:11.466094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:11.467893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:11.468375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:11.468782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:11.512377] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:11.513658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.735519] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.80% | Symbol ETA: 1m 10s | Global ETA: 1h 19m 57s [2025-11-22T02:09:11.736403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:11.736463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:11.741294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:11.743778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.868198] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 2m 7s | Global ETA: 1h 19m 57s [2025-11-22T02:09:11.869123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:11.869184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:11.870821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:11.871296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:11.871703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:11.897527] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -2.80% | Symbol ETA: 5.8s | Global ETA: 1h 19m 57s [2025-11-22T02:09:11.898465] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:11.898532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:11.900238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:11.900765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:11.901205] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:11.902209] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:11.906605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:11.907110] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:11.908281] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:11.910001] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:11.911039] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:11.911777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:11.913489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:12.244529] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 9.4s | Global ETA: 1h 19m 58s [2025-11-22T02:09:12.245459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:12.245522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:12.250484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:12.252279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:12.252793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:12.253182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:12.297441] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:12.298950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:12.401533] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.89% | Symbol ETA: 1m 9s | Global ETA: 1h 19m 58s [2025-11-22T02:09:12.402461] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:12.402521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:12.407354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:12.409841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:12.453824] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 2m 7s | Global ETA: 1h 19m 59s [2025-11-22T02:09:12.454802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:12.454869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:12.456609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:12.457208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:12.457605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:12.515078] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 1.88% | Symbol ETA: 5.1s | Global ETA: 1h 19m 59s [2025-11-22T02:09:12.516006] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:12.516075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:12.517864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:12.518386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:12.518820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:12.519871] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:12.524344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:12.524867] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:12.526016] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:12.527739] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:12.528852] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:12.529547] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:12.531249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.030110] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 1.18% | Symbol ETA: 8.6s | Global ETA: 1h 19m 60s [2025-11-22T02:09:13.031001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:13.031063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:13.035818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.037553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.038046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.038432] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:13.048408] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 2m 6s | Global ETA: 1h 19m 60s [2025-11-22T02:09:13.049302] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:13.049363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.051007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.051484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.051892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.067568] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 1m 8s | Global ETA: 1h 19m 60s [2025-11-22T02:09:13.068463] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:13.068524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:13.073234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:13.075595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.081823] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:13.083134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.136053] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 4.5s | Global ETA: 1h 19m 60s [2025-11-22T02:09:13.136975] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:13.137043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.138840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.139342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.139774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:13.140752] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:13.145112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:13.145627] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:13.146682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:13.148354] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:13.149422] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:13.150123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:13.151789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.630354] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 4.85% | Symbol ETA: 2m 5s | Global ETA: 1h 20m 1s [2025-11-22T02:09:13.631241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:13.631301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.632996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.633482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.633885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.728227] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.87% | Symbol ETA: 1m 8s | Global ETA: 1h 20m 1s [2025-11-22T02:09:13.729203] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:13.729268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:13.734180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:13.736632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.745074] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 3.9s | Global ETA: 1h 20m 1s [2025-11-22T02:09:13.746518] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:13.746951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.748722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.749212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.749607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:13.750609] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:13.754961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:13.755468] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:13.756516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:13.758203] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:13.759274] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:13.759977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:13.761616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:13.811363] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.10% | Symbol ETA: 7.8s | Global ETA: 1h 20m 1s [2025-11-22T02:09:13.812305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:13.812368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:13.817156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:13.818935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:13.819412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:13.819817] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:13.863585] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:13.864950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:14.236796] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.37% | Symbol ETA: 2m 5s | Global ETA: 1h 20m 2s [2025-11-22T02:09:14.237874] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:14.237940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:14.239898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:14.240372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:14.240775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:14.367266] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 3.3s | Global ETA: 1h 20m 3s [2025-11-22T02:09:14.368158] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:14.368224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:14.369895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:14.370370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:14.370769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:14.371704] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:14.375887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:14.376349] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:14.377394] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:14.379078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:14.380107] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:14.380771] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:14.382345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:14.391528] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.87% | Symbol ETA: 1m 7s | Global ETA: 1h 20m 3s [2025-11-22T02:09:14.392574] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:14.392656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:14.397464] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:14.399843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:14.613422] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 7.0s | Global ETA: 1h 20m 3s [2025-11-22T02:09:14.614329] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:14.614391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:14.619196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:14.620902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:14.621375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:14.621820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:14.665909] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:14.667139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:14.831938] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 2m 4s | Global ETA: 1h 20m 4s [2025-11-22T02:09:14.971415] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 3.18% | Symbol ETA: 2.6s | Global ETA: 1h 20m 4s [2025-11-22T02:09:14.972306] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:14.972385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:14.974035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:14.974507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:14.974918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:14.975852] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:14.980019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:14.980475] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:14.981484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:14.983075] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:14.984109] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:14.984782] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:14.986368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:15.002887] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.99%, Actual: 1.97% [2025-11-22T02:09:15.065044] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 1m 6s | Global ETA: 1h 20m 4s [2025-11-22T02:09:15.065957] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:15.066023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:15.070828] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:15.073199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:15.170609] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 1.66% [2025-11-22T02:09:15.339137] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 0.06% [2025-11-22T02:09:15.417437] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -2.87% | Symbol ETA: 6.3s | Global ETA: 1h 20m 5s [2025-11-22T02:09:15.418621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:15.418706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:15.424631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:15.426592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:15.427435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:15.427909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:15.493332] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:15.495174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:15.559597] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.56% [2025-11-22T02:09:15.588807] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 2.0s | Global ETA: 1h 20m 5s [2025-11-22T02:09:15.589766] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:15.589835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:15.591485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:15.592010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:15.592417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:15.593363] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:15.599475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:15.600260] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:15.601504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:15.605190] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:15.607750] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:15.608906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:15.612059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:15.795816] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -2.27% | Symbol ETA: 1m 6s | Global ETA: 1h 20m 6s [2025-11-22T02:09:15.797084] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:15.797201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:15.804272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:15.808297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:15.854690] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 0.07% [2025-11-22T02:09:16.118323] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 0.01% [2025-11-22T02:09:16.364382] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 1.01% [2025-11-22T02:09:16.453799] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.78% | Symbol ETA: 5.6s | Global ETA: 1h 20m 7s [2025-11-22T02:09:16.454935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:16.455007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:16.460776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:16.463320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:16.463947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:16.464378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:16.473200] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 1.5s | Global ETA: 1h 20m 7s [2025-11-22T02:09:16.474141] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:16.474209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:16.475891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:16.476402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:16.476822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:16.477822] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:16.482105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:16.482597] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:16.483623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:16.485232] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:16.486269] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:16.487353] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:16.488983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:16.512101] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:16.513929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:16.554272] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 4.85%, Actual: 0.04% [2025-11-22T02:09:16.664394] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.55% | Symbol ETA: 1m 5s | Global ETA: 1h 20m 8s [2025-11-22T02:09:16.727982] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 6.45% [2025-11-22T02:09:16.834308] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 2.28% [2025-11-22T02:09:16.898119] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 1.13% [2025-11-22T02:09:16.898355] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.2225% [2025-11-22T02:09:16.898466] [INFO ] [main ] BEP: KEPT add_atr_5 (score: 35.22%) [2025-11-22T02:09:16.898510] [INFO ] [main ] BEP: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:09:16.898543] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:09:16.898578] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:16.910047] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:16.911490] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:16.911551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:16.913252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:16.913767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:16.914154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:16.914936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:17.003513] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 0.97% [2025-11-22T02:09:17.077671] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 0.8s | Global ETA: 1h 20m 9s [2025-11-22T02:09:17.078565] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:09:17.078631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:17.080301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:17.080811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:17.081264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:17.082321] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:17.086849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:17.087382] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:17.088417] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:17.090028] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:17.091123] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:17.091949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:17.093774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:17.174041] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.80%, Actual: 0.71% [2025-11-22T02:09:17.256912] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.43% | Symbol ETA: 4.8s | Global ETA: 1h 20m 9s [2025-11-22T02:09:17.257972] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:17.258038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:17.264814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:17.266546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:17.267043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:17.267448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:17.309439] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:17.310744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:17.347339] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 2.08% [2025-11-22T02:09:17.506692] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.01% | Symbol ETA: 1m 41s | Global ETA: 1h 20m 9s [2025-11-22T02:09:17.507606] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:17.507688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:17.509330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:17.509844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:17.510261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:17.511009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:17.530984] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 1.70% [2025-11-22T02:09:17.688347] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 0.2s | Global ETA: 1h 20m 10s [2025-11-22T02:09:17.701005] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.87%, Actual: 1.06% [2025-11-22T02:09:17.856998] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 2.26% [2025-11-22T02:09:17.871513] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 1.14% [2025-11-22T02:09:18.025526] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 2.39% [2025-11-22T02:09:18.042929] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.31% [2025-11-22T02:09:18.054421] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.07% | Symbol ETA: 3.9s | Global ETA: 1h 20m 11s [2025-11-22T02:09:18.055382] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:18.055457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:18.061393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:18.063263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:18.063778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:18.064177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:18.100972] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.62% | Symbol ETA: 1m 41s | Global ETA: 1h 20m 11s [2025-11-22T02:09:18.101898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:18.101960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:18.103672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:18.104187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:18.104584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:18.105357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:18.110374] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:18.111864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:18.190966] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 1.30% [2025-11-22T02:09:18.215531] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -2.27%, Actual: 3.34% [2025-11-22T02:09:18.357293] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 1.48% [2025-11-22T02:09:18.388876] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.55%, Actual: 1.17% [2025-11-22T02:09:18.389077] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 48.8426% [2025-11-22T02:09:18.389189] [INFO ] [main ] PEN: KEPT add_day_shape_ratios (score: 48.84%) [2025-11-22T02:09:18.389234] [INFO ] [main ] PEN: Testing feature 8/53: add_directional_consistency [2025-11-22T02:09:18.389265] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:09:18.389321] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:18.401773] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:18.403182] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:18.403243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:18.408035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:18.410450] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:18.524040] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.63% [2025-11-22T02:09:18.537207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:18.688795] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.18%, Actual: 0.78% [2025-11-22T02:09:18.704484] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 1m 40s | Global ETA: 1h 20m 12s [2025-11-22T02:09:18.705432] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:18.705500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:18.707288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:18.707841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:18.708247] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:18.709069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:18.854341] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.51% [2025-11-22T02:09:18.882916] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -3.69% | Symbol ETA: 3.1s | Global ETA: 1h 20m 12s [2025-11-22T02:09:18.883887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:18.883965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:18.889208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:18.891035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:18.891566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:18.891988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:18.939360] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:09:18.940950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:19.022779] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.73% [2025-11-22T02:09:19.188173] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 0.10% [2025-11-22T02:09:19.193724] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -2.85% | Symbol ETA: 1m 3s | Global ETA: 1h 20m 13s [2025-11-22T02:09:19.194587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:19.194666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:19.199364] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:19.201760] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:19.302034] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 1m 40s | Global ETA: 1h 20m 13s [2025-11-22T02:09:19.302926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:19.302988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:19.304606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:19.305119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:19.305499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:19.306243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:19.326229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:19.353448] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.09% [2025-11-22T02:09:19.353666] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 59.0334% [2025-11-22T02:09:19.353774] [INFO ] [main ] ACR: KEPT add_volume_zscore (score: 59.03%) [2025-11-22T02:09:19.353817] [INFO ] [main ] ACR: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:09:19.353851] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volume_zscore', 'add_vwap_deviations'] [2025-11-22T02:09:19.353929] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T02:09:19.366981] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:19.368377] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:19.368444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:19.370165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:19.370728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:19.371124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:19.372066] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:19.376301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:19.376794] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:19.377846] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:19.379490] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:19.380536] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:19.381205] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:19.382792] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:19.388483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:19.703985] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.49% | Symbol ETA: 2.3s | Global ETA: 1h 20m 14s [2025-11-22T02:09:19.884334] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -1.34%, Actual: 7.53% [2025-11-22T02:09:19.895385] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 1m 39s | Global ETA: 1h 20m 15s [2025-11-22T02:09:19.896359] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:19.896422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:19.898287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:19.898813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:19.899232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:19.899991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:19.987029] [INFO ] [main ] ACR: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 5.6s | Global ETA: 1h 20m 15s [2025-11-22T02:09:19.987970] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:19.988040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:19.989815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:19.990312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:19.990734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:19.991717] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:19.996083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:19.996669] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:19.997026] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.75% | Symbol ETA: 1m 2s | Global ETA: 1h 20m 15s [2025-11-22T02:09:19.997749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:19.997951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:19.998026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:19.999499] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:20.000578] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:20.001262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:20.002839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:20.002950] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:20.005272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:20.008996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:20.072420] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 1.18%, Actual: 2.40% [2025-11-22T02:09:20.131708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:20.246837] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.10%, Actual: 0.80% [2025-11-22T02:09:20.417016] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 1.02% [2025-11-22T02:09:20.499213] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 1m 38s | Global ETA: 1h 20m 16s [2025-11-22T02:09:20.500169] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:20.500231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:20.501911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:20.502416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:20.502834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:20.503605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:20.591711] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 4.31% [2025-11-22T02:09:20.613967] [INFO ] [main ] ACR: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 5.0s | Global ETA: 1h 20m 16s [2025-11-22T02:09:20.614923] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:20.614992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:20.617040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:20.617572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:20.618041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:20.619041] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:20.623385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:20.623988] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:20.625037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:20.626727] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:20.627781] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:20.628483] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:20.630155] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:20.635934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:20.766213] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.78%, Actual: 3.35% [2025-11-22T02:09:20.802210] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 1m 1s | Global ETA: 1h 20m 17s [2025-11-22T02:09:20.803158] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:20.803220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:20.808064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:20.810557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:20.940545] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.43%, Actual: 1.64% [2025-11-22T02:09:20.941694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.108189] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.07%, Actual: 1.27% [2025-11-22T02:09:21.109128] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 1m 38s | Global ETA: 1h 20m 17s [2025-11-22T02:09:21.110154] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:21.110218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:21.112015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:21.112520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:21.112922] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:21.113670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.223466] [INFO ] [main ] ACR: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 4.3s | Global ETA: 1h 20m 18s [2025-11-22T02:09:21.224360] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:21.224427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:21.226100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:21.226583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:21.226989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:21.227948] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:21.232102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:21.232570] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:21.233586] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:21.235162] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:21.236172] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:21.236841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:21.238434] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:21.244180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.282885] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 6.65% [2025-11-22T02:09:21.459525] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.49%, Actual: 1.38% [2025-11-22T02:09:21.459764] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 43.4182% [2025-11-22T02:09:21.459892] [INFO ] [main ] SDRL: DISCARDED add_shelf_lag (score: 43.42%) [2025-11-22T02:09:21.459935] [INFO ] [main ] SDRL: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:09:21.459969] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_signed_carry_history_11'] [2025-11-22T02:09:21.460003] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:21.473951] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:21.475272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:21.475334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:21.480233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:21.482000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:21.482474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:21.482879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:21.526162] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:21.527578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.611935] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 1m 1s | Global ETA: 1h 20m 18s [2025-11-22T02:09:21.612843] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:21.612903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:21.617730] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:21.620212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:21.701959] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.66% | Symbol ETA: 1m 37s | Global ETA: 1h 20m 19s [2025-11-22T02:09:21.702871] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:21.702933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:21.704580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:21.705095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:21.705474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:21.706244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.749713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:21.843887] [INFO ] [main ] ACR: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 3.7s | Global ETA: 1h 20m 19s [2025-11-22T02:09:21.844780] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:21.844847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:21.846468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:21.846966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:21.847376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:21.848308] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:21.852431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:21.852914] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:21.853915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:21.855474] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:21.856487] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:21.857252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:21.858842] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:21.864423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.139924] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.56% | Symbol ETA: 8.4s | Global ETA: 1h 20m 19s [2025-11-22T02:09:22.140834] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:22.140896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:22.145571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:22.147309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:22.147878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:22.148259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:22.191268] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:22.192838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.295395] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.87% | Symbol ETA: 1m 37s | Global ETA: 1h 20m 20s [2025-11-22T02:09:22.296309] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:09:22.296372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:22.298093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:22.298592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:22.298997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:22.299749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.409470] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.60% | Symbol ETA: 59.9s | Global ETA: 1h 20m 20s [2025-11-22T02:09:22.410348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:22.410409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:22.415117] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:22.417532] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:22.455713] [INFO ] [main ] ACR: Lookback Days: 6, Magnitude: -2.69% | Symbol ETA: 3.1s | Global ETA: 1h 20m 20s [2025-11-22T02:09:22.456613] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:22.456706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:22.458397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:22.458906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:22.459330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:22.460323] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:22.464623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:22.465122] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:22.466184] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:22.467911] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:22.469041] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:22.469755] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:22.471400] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:22.477343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.541942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.813694] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.19% | Symbol ETA: 7.7s | Global ETA: 1h 20m 21s [2025-11-22T02:09:22.814621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:22.814716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:22.820011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:22.821923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:22.822471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:22.822900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:22.871444] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:22.873107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:22.891660] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -1.73% | Symbol ETA: 1m 36s | Global ETA: 1h 20m 21s [2025-11-22T02:09:23.061698] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.01%, Actual: 1.97% [2025-11-22T02:09:23.098413] [INFO ] [main ] ACR: Lookback Days: 7, Magnitude: 2.10% | Symbol ETA: 2.5s | Global ETA: 1h 20m 22s [2025-11-22T02:09:23.099333] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:23.099402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:23.101147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:23.101637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:23.102058] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:23.103365] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:23.107727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:23.108211] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:23.109251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:23.110884] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:23.111956] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:23.112630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:23.114279] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:23.120304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:23.193748] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.81% | Symbol ETA: 59.1s | Global ETA: 1h 20m 22s [2025-11-22T02:09:23.194653] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:23.194715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:23.199454] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:23.201916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:23.231606] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.62%, Actual: 1.66% [2025-11-22T02:09:23.325591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:23.401887] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 0.06% [2025-11-22T02:09:23.531019] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 6.72% | Symbol ETA: 7.2s | Global ETA: 1h 20m 23s [2025-11-22T02:09:23.531963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:23.532041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:23.537337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:23.539347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:23.539853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:23.540287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:23.571435] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 1.56% [2025-11-22T02:09:23.589854] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:23.591732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:23.718450] [INFO ] [main ] ACR: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 1.9s | Global ETA: 1h 20m 23s [2025-11-22T02:09:23.719425] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:23.719495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:23.721257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:23.721772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:23.722173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:23.723184] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:23.727557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:23.728094] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:23.729153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:23.730820] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:23.731880] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:23.732582] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:23.734298] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:23.739519] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.07% [2025-11-22T02:09:23.740169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:23.907873] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.66%, Actual: 0.01% [2025-11-22T02:09:23.996282] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.48% | Symbol ETA: 58.3s | Global ETA: 1h 20m 24s [2025-11-22T02:09:23.997230] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:23.997291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:24.003101] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:24.005698] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:24.075440] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 1.01% [2025-11-22T02:09:24.139328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:24.242022] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 0.04% [2025-11-22T02:09:24.295809] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -4.01% | Symbol ETA: 6.6s | Global ETA: 1h 20m 24s [2025-11-22T02:09:24.296721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:24.296783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:24.301511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:24.303225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:24.303706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:24.304096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:24.342532] [INFO ] [main ] ACR: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 1.2s | Global ETA: 1h 20m 24s [2025-11-22T02:09:24.343453] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:24.343522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:24.345221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:24.345734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:24.346136] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:24.346468] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:24.347101] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:24.347912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:24.351532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:24.352034] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:24.353190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:24.354877] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:24.355948] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:24.356657] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:24.358393] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:24.364421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:24.407277] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.87%, Actual: 6.45% [2025-11-22T02:09:24.573480] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -1.73%, Actual: 1.13% [2025-11-22T02:09:24.573704] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 39.8271% [2025-11-22T02:09:24.573785] [INFO ] [main ] BEP: KEPT add_close_to_open_alignment (score: 39.83%) [2025-11-22T02:09:24.573829] [INFO ] [main ] BEP: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:09:24.573862] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:09:24.573895] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:24.585072] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:24.586394] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:24.586456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:24.588164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:24.588673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:24.589060] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:24.589817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:24.590626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:24.829619] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 57.5s | Global ETA: 1h 20m 25s [2025-11-22T02:09:24.830637] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:24.830721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:24.835728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:24.838320] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:24.959133] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.60% | Symbol ETA: 5.9s | Global ETA: 1h 20m 26s [2025-11-22T02:09:24.963501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:24.963564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:24.968318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:24.969155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:24.970118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:24.970593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:24.970998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:24.972447] [INFO ] [main ] ACR: Lookback Days: 10, Magnitude: 1.75% | Symbol ETA: 0.6s | Global ETA: 1h 20m 26s [2025-11-22T02:09:24.973453] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:09:24.973524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:24.975248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:24.975794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:24.976190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:24.977200] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:09:24.981502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:24.982076] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:09:24.983124] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:09:24.984794] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:09:24.985891] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:09:24.986583] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:09:24.988312] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:09:24.994301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.014761] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:25.016375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.174966] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.64% | Symbol ETA: 1m 17s | Global ETA: 1h 20m 26s [2025-11-22T02:09:25.175885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:25.175948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:25.177600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:25.178100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:25.178508] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:25.179298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:25.180120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.610802] [INFO ] [main ] ACR: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 0.0s | Global ETA: 1h 20m 27s [2025-11-22T02:09:25.637156] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 56.7s | Global ETA: 1h 20m 27s [2025-11-22T02:09:25.638106] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:25.638170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:25.642977] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:25.645370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:25.656875] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.62% | Symbol ETA: 5.2s | Global ETA: 1h 20m 27s [2025-11-22T02:09:25.657815] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:25.657880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:25.662791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:25.664564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:25.665060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:25.665448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:25.710445] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:25.711947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.769773] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 1m 17s | Global ETA: 1h 20m 27s [2025-11-22T02:09:25.770694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:25.770757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:25.772387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:25.773246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:25.773630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:25.774382] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:25.774619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.775206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:25.786833] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 2.26% [2025-11-22T02:09:25.960157] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 2.39% [2025-11-22T02:09:26.132327] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 1.30% [2025-11-22T02:09:26.305292] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 1.48% [2025-11-22T02:09:26.329212] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.71% | Symbol ETA: 4.5s | Global ETA: 1h 20m 29s [2025-11-22T02:09:26.330127] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:26.330192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:26.335190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:26.337101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:26.337639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:26.338039] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:26.359750] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.67% | Symbol ETA: 1m 16s | Global ETA: 1h 20m 29s [2025-11-22T02:09:26.360617] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:26.360700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:26.362329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:26.362820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:26.363240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:26.363992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:26.364817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:26.381120] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:26.382566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:26.459239] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.90% | Symbol ETA: 55.9s | Global ETA: 1h 20m 29s [2025-11-22T02:09:26.475095] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -2.69%, Actual: 0.63% [2025-11-22T02:09:26.633512] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -2.85%, Actual: 2.28% [2025-11-22T02:09:26.661600] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 2.10%, Actual: 0.78% [2025-11-22T02:09:26.811788] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.75%, Actual: 0.97% [2025-11-22T02:09:26.829156] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.51% [2025-11-22T02:09:26.945395] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.76% | Symbol ETA: 1m 16s | Global ETA: 1h 20m 30s [2025-11-22T02:09:26.946276] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:26.946339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:26.948004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:26.948467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:26.948872] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:26.949610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:26.950429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:26.987571] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 0.71% [2025-11-22T02:09:26.999101] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 3.8s | Global ETA: 1h 20m 30s [2025-11-22T02:09:27.000106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:27.000171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:27.001933] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -1.31%, Actual: 0.73% [2025-11-22T02:09:27.005283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:27.007070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:27.007579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:27.008082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:27.054574] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:27.056236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:27.173041] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 2.08% [2025-11-22T02:09:27.177732] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: 1.75%, Actual: 0.10% [2025-11-22T02:09:27.352748] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 1.70% [2025-11-22T02:09:27.354104] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.09% [2025-11-22T02:09:27.354360] [INFO ] [main ] ACR: Magnitude Forecast Confidence: 40.4937% [2025-11-22T02:09:27.354414] [INFO ] [main ] ACR: DISCARDED add_vwap_deviations (score: 40.49%) [2025-11-22T02:09:27.354453] [INFO ] [main ] ACR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:09:27.354485] [INFO ] [main ] ACR: Best accuracy: 59.03% [2025-11-22T02:09:27.354521] [INFO ] [main ] ACR: Best feature set (11 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_volume_zscore'] [2025-11-22T02:09:27.354553] [INFO ] [main ] ACR: Improvement over baseline: 15.52% [2025-11-22T02:09:27.354582] [INFO ] [main ] ACR: Total time: 6.7 minutes [2025-11-22T02:09:27.354610] [INFO ] [main ] ACR: Average time per feature: 7.8 seconds [2025-11-22T02:09:27.354639] [INFO ] [main ] ACR: Average speed: 0.13 features/sec [2025-11-22T02:09:27.528206] [DEBUG] [METRICS ] ACR: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 2.26% [2025-11-22T02:09:27.534343] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.81%, Actual: 1.06% [2025-11-22T02:09:27.540759] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 1m 15s | Global ETA: 1h 20m 31s [2025-11-22T02:09:27.541635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:27.541717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:27.543388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:27.543877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:27.544258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:27.545004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:27.545822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:27.675121] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -1.69% | Symbol ETA: 3.1s | Global ETA: 1h 20m 31s [2025-11-22T02:09:27.676035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:27.676096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:27.680926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:27.682685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:27.683170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:27.683571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:27.696366] [DEBUG] [METRICS ] ACR: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 2.39% [2025-11-22T02:09:27.725785] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.48%, Actual: 1.14% [2025-11-22T02:09:27.726458] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:09:27.727851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:27.864046] [DEBUG] [METRICS ] ACR: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 1.30% [2025-11-22T02:09:27.897703] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 1.31% [2025-11-22T02:09:28.034019] [DEBUG] [METRICS ] ACR: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 1.48% [2025-11-22T02:09:28.072802] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 3.34% [2025-11-22T02:09:28.132242] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 1m 15s | Global ETA: 1h 20m 32s [2025-11-22T02:09:28.133145] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:28.133221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:28.134883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:28.135383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:28.135785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:28.136512] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:28.137354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:28.204315] [DEBUG] [METRICS ] ACR: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.63% [2025-11-22T02:09:28.243608] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.90%, Actual: 1.17% [2025-11-22T02:09:28.243832] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 46.6618% [2025-11-22T02:09:28.243886] [INFO ] [main ] PEN: DISCARDED add_directional_consistency (score: 46.66%) [2025-11-22T02:09:28.243925] [INFO ] [main ] PEN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:09:28.243957] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:09:28.243993] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:28.256701] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:28.258248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:28.258321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:28.263205] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:28.265658] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:28.267357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:28.338935] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -3.68% | Symbol ETA: 2.4s | Global ETA: 1h 20m 33s [2025-11-22T02:09:28.377823] [DEBUG] [METRICS ] ACR: 2025-11-13:2025-11-14: Predicted: 3.18%, Actual: 0.78% [2025-11-22T02:09:28.507940] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.56%, Actual: 7.53% [2025-11-22T02:09:28.547799] [DEBUG] [METRICS ] ACR: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.51% [2025-11-22T02:09:28.681446] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.19%, Actual: 2.40% [2025-11-22T02:09:28.718351] [DEBUG] [METRICS ] ACR: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.73% [2025-11-22T02:09:28.723516] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 1m 14s | Global ETA: 1h 20m 34s [2025-11-22T02:09:28.724414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:28.724476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:28.726152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:28.726620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:28.727019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:28.727775] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:28.728570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:28.847110] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 6.72%, Actual: 0.80% [2025-11-22T02:09:28.893588] [DEBUG] [METRICS ] ACR: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 0.10% [2025-11-22T02:09:28.943846] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 1m 0s | Global ETA: 1h 20m 34s [2025-11-22T02:09:28.944963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:28.945028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:28.950381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:28.953195] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:28.955428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:29.013674] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -4.01%, Actual: 1.02% [2025-11-22T02:09:29.066678] [DEBUG] [METRICS ] ACR: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.09% [2025-11-22T02:09:29.067315] [INFO ] [LOCAL ] Saved configuration for ACR: 11 features, 59.03% accuracy -> ./output/feature-sets/ACR.json [2025-11-22T02:09:29.069024] [INFO ] [main ] Progress: 19/57 symbols completed (33.3%). ACR finished in 6m 49s. ETA: 1h 14m 23s. Rate: 0.51 symbols/min [2025-11-22T02:09:29.072167] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:29.086946] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:29.087575] [INFO ] [main ] PEB: Testing with 53 available features [2025-11-22T02:09:29.087626] [INFO ] [main ] PEB: Establishing baseline with no features... [2025-11-22T02:09:29.087680] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:29.101520] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:29.103007] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:29.180263] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.60%, Actual: 4.31% [2025-11-22T02:09:29.311411] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 1m 13s | Global ETA: 1h 14m 23s [2025-11-22T02:09:29.312327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:29.312390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:29.314038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:29.314507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:29.314909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:29.315637] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:29.316455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:29.345209] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.62%, Actual: 3.35% [2025-11-22T02:09:29.512538] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.71%, Actual: 1.64% [2025-11-22T02:09:29.628196] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 59.7s | Global ETA: 1h 14m 24s [2025-11-22T02:09:29.629095] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:29.629158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:29.633961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:29.636381] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:29.638034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:29.680438] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.87%, Actual: 1.27% [2025-11-22T02:09:29.692946] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.73% [2025-11-22T02:09:29.693910] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:29.850938] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -1.69%, Actual: 6.65% [2025-11-22T02:09:29.901194] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.47% | Symbol ETA: 1m 13s | Global ETA: 1h 14m 24s [2025-11-22T02:09:29.902093] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:29.902156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:29.904178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:29.904688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:29.905072] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:29.905822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:09:29.906626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:30.023717] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -3.68%, Actual: 1.38% [2025-11-22T02:09:30.023958] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 41.8275% [2025-11-22T02:09:30.024077] [INFO ] [main ] SDRL: DISCARDED add_signed_carry_history_11 (score: 41.83%) [2025-11-22T02:09:30.024119] [INFO ] [main ] SDRL: Testing feature 44/53: add_sma_ratio [2025-11-22T02:09:30.024152] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_sma_ratio'] [2025-11-22T02:09:30.024460] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:30.041993] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:30.043326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:30.043390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:30.048271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:30.050147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:30.050618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:30.051065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:30.095448] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:30.096456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:30.268759] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.92% [2025-11-22T02:09:30.269719] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:30.296258] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.30% | Symbol ETA: 59.0s | Global ETA: 1h 14m 25s [2025-11-22T02:09:30.297147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:30.297228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:30.301980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:30.304415] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:30.306076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:30.492062] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 1m 12s | Global ETA: 1h 14m 25s [2025-11-22T02:09:30.661426] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.64%, Actual: 1.97% [2025-11-22T02:09:30.720677] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.34% | Symbol ETA: 7.9s | Global ETA: 1h 14m 26s [2025-11-22T02:09:30.721630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:30.721719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:30.726546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:30.728355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:30.728843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:30.729250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:30.773290] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:30.774277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:30.831916] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 1.66% [2025-11-22T02:09:30.848490] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.90% [2025-11-22T02:09:30.849452] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:30.973233] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 58.3s | Global ETA: 1h 14m 26s [2025-11-22T02:09:30.974134] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:30.974195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:30.979007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:30.981413] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:30.983045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:30.999346] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 0.06% [2025-11-22T02:09:31.166349] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.76%, Actual: 1.56% [2025-11-22T02:09:31.332029] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.07% [2025-11-22T02:09:31.400160] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.64% | Symbol ETA: 7.2s | Global ETA: 1h 14m 27s [2025-11-22T02:09:31.401061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:31.401124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:31.405902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:31.407628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:31.408105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:31.408523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:31.421793] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.21% [2025-11-22T02:09:31.422770] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:31.451896] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:31.452706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:31.498919] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.01% [2025-11-22T02:09:31.649979] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 57.6s | Global ETA: 1h 14m 28s [2025-11-22T02:09:31.650937] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:31.651001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:31.656474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:31.659193] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:31.661017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:31.666518] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.73%, Actual: 1.01% [2025-11-22T02:09:31.834360] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 0.04% [2025-11-22T02:09:31.994413] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -7.15% [2025-11-22T02:09:31.995389] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:32.001279] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.47%, Actual: 6.45% [2025-11-22T02:09:32.063961] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 3.24% | Symbol ETA: 6.5s | Global ETA: 1h 14m 29s [2025-11-22T02:09:32.064869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:32.064931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:32.069635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:32.071361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:32.071842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:32.072223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:32.115376] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:32.116450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:32.167672] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 1.13% [2025-11-22T02:09:32.167878] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.8596% [2025-11-22T02:09:32.167929] [INFO ] [main ] BEP: DISCARDED add_composite_volatility_context (score: 32.86%) [2025-11-22T02:09:32.167967] [INFO ] [main ] BEP: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:09:32.167998] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T02:09:32.168032] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:32.179254] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:32.180659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:32.180722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:32.182387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:32.182898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:32.183279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:32.184030] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:32.186346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:32.324043] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 56.9s | Global ETA: 1h 14m 29s [2025-11-22T02:09:32.324936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:32.324996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:32.329973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:32.332480] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:32.334164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:32.562030] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.45% [2025-11-22T02:09:32.562972] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:32.720193] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -2.38% | Symbol ETA: 5.8s | Global ETA: 1h 14m 30s [2025-11-22T02:09:32.721104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:32.721167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:32.725949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:32.727685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:32.728146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:32.728563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:32.771619] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:32.772386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:32.828292] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.01% | Symbol ETA: 1m 4s | Global ETA: 1h 14m 30s [2025-11-22T02:09:32.829231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:32.829307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:32.830985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:32.831465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:32.831875] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:32.832640] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:32.835021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:33.003280] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 56.2s | Global ETA: 1h 14m 30s [2025-11-22T02:09:33.004524] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:33.004586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:33.009541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:33.011982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:33.013638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:33.144157] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.94% [2025-11-22T02:09:33.145168] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:33.381252] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.71% | Symbol ETA: 5.1s | Global ETA: 1h 14m 31s [2025-11-22T02:09:33.382135] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:33.382198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:33.386961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:33.390861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:33.391362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:33.391766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:33.419875] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.26% | Symbol ETA: 1m 3s | Global ETA: 1h 14m 31s [2025-11-22T02:09:33.420768] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:33.420832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:33.422465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:33.422983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:33.423394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:33.424140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:33.426406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:33.434812] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:33.435544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:33.668539] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 55.6s | Global ETA: 1h 14m 32s [2025-11-22T02:09:33.669468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:33.669529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:33.674292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:33.676694] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:33.678341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:33.713574] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.64% [2025-11-22T02:09:33.714482] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:34.016687] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 1m 3s | Global ETA: 1h 14m 33s [2025-11-22T02:09:34.017615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:34.017697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:34.019317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:34.019804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:34.020186] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:34.020934] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:34.023197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:34.041161] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 4.5s | Global ETA: 1h 14m 33s [2025-11-22T02:09:34.042056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:34.042119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:34.050626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:34.052390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:34.052873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:34.053262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:34.095490] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:34.096254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:34.295442] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.68% [2025-11-22T02:09:34.296756] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:09:34.326090] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 54.9s | Global ETA: 1h 14m 33s [2025-11-22T02:09:34.326982] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:34.327042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:34.331860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:34.334296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:34.335960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:34.611488] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 1m 2s | Global ETA: 1h 14m 34s [2025-11-22T02:09:34.612365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:34.612427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:34.614091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:34.614566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:34.614963] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:34.615732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:34.618011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:34.711046] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.84% | Symbol ETA: 3.8s | Global ETA: 1h 14m 34s [2025-11-22T02:09:34.711982] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:34.712044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:34.716768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:34.718523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:34.719004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:34.719416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:34.761925] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:34.762698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:34.873567] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.11% [2025-11-22T02:09:34.995395] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.00% | Symbol ETA: 54.2s | Global ETA: 1h 14m 34s [2025-11-22T02:09:35.044575] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.73%, Actual: 0.56% [2025-11-22T02:09:35.164127] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 2.28% [2025-11-22T02:09:35.208014] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 1m 1s | Global ETA: 1h 14m 35s [2025-11-22T02:09:35.208942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:35.209005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:35.210674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:35.211147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:35.211526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:35.212262] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:35.213814] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 2.13% [2025-11-22T02:09:35.214584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:35.330956] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 0.97% [2025-11-22T02:09:35.371554] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.31% | Symbol ETA: 3.1s | Global ETA: 1h 14m 35s [2025-11-22T02:09:35.372467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:35.372533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:35.377274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:35.379038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:35.379533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:35.379928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:35.384036] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 1.04% [2025-11-22T02:09:35.423619] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:35.424379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:35.496912] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.30%, Actual: 0.71% [2025-11-22T02:09:35.551236] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 2.43% [2025-11-22T02:09:35.662790] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.08% [2025-11-22T02:09:35.718073] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -7.15%, Actual: 0.09% [2025-11-22T02:09:35.803223] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 1m 1s | Global ETA: 1h 14m 36s [2025-11-22T02:09:35.804143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:35.804205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:35.805869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:35.806344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:35.806757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:35.807498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:35.809863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:35.830883] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 1.70% [2025-11-22T02:09:35.900876] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.45%, Actual: 2.34% [2025-11-22T02:09:35.998612] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 1.06% [2025-11-22T02:09:36.032355] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.72% | Symbol ETA: 2.5s | Global ETA: 1h 14m 37s [2025-11-22T02:09:36.033257] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:36.033320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:36.038076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:36.039817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:36.040325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:36.040721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:36.069090] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.94%, Actual: 1.82% [2025-11-22T02:09:36.086823] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:09:36.087593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:36.168514] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 1.14% [2025-11-22T02:09:36.243245] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.64%, Actual: 1.09% [2025-11-22T02:09:36.336352] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 1.31% [2025-11-22T02:09:36.398993] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 1m 0s | Global ETA: 1h 14m 37s [2025-11-22T02:09:36.399934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:36.399997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:36.401617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:36.402114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:36.402493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:36.403277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:36.405561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:36.413120] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.68%, Actual: 0.21% [2025-11-22T02:09:36.506202] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.20%, Actual: 3.34% [2025-11-22T02:09:36.580481] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.11%, Actual: 3.28% [2025-11-22T02:09:36.580702] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 40.0948% [2025-11-22T02:09:36.580750] [INFO ] [main ] PEB: Baseline score (no features): 40.0948% [2025-11-22T02:09:36.580789] [INFO ] [main ] PEB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:36.580820] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:09:36.580852] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:36.594320] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:36.595779] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:36.595840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:36.600673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:36.672425] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.00%, Actual: 1.17% [2025-11-22T02:09:36.672639] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 42.1660% [2025-11-22T02:09:36.672742] [INFO ] [main ] PEN: DISCARDED add_fullday_parkinson_range (score: 42.17%) [2025-11-22T02:09:36.672784] [INFO ] [main ] PEN: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:09:36.672817] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:09:36.672851] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:36.685101] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:36.686460] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:36.686535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:36.691355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:36.693387] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -5.13% | Symbol ETA: 1.8s | Global ETA: 1h 14m 38s [2025-11-22T02:09:36.693827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:36.737928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:36.859071] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.34%, Actual: 7.53% [2025-11-22T02:09:36.988914] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.72% | Symbol ETA: 59.4s | Global ETA: 1h 14m 38s [2025-11-22T02:09:36.989803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:36.989866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:36.991479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:36.991964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:36.992345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:36.993089] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:36.995372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:37.023770] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.64%, Actual: 2.40% [2025-11-22T02:09:37.173140] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 5m 6s | Global ETA: 1h 14m 39s [2025-11-22T02:09:37.174060] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:37.174119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:37.178919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:37.189762] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 3.24%, Actual: 0.80% [2025-11-22T02:09:37.356626] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 1.02% [2025-11-22T02:09:37.414714] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 46.8s | Global ETA: 1h 14m 39s [2025-11-22T02:09:37.415802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:37.415869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:37.420814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:37.423255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:37.467017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:37.522566] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 4.31% [2025-11-22T02:09:37.584782] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.45% | Symbol ETA: 58.8s | Global ETA: 1h 14m 40s [2025-11-22T02:09:37.585822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:37.585885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:37.587571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:37.588063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:37.588439] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:37.589178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:37.591435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:37.689576] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 3.35% [2025-11-22T02:09:37.756181] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 5m 6s | Global ETA: 1h 14m 40s [2025-11-22T02:09:37.757264] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:37.757357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:37.762457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:37.855933] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.84%, Actual: 1.64% [2025-11-22T02:09:38.022554] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 1.27% [2025-11-22T02:09:38.141500] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 46.1s | Global ETA: 1h 14m 41s [2025-11-22T02:09:38.142507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:38.142571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:38.147662] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:38.150201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:38.179128] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 58.2s | Global ETA: 1h 14m 41s [2025-11-22T02:09:38.190435] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.72%, Actual: 6.65% [2025-11-22T02:09:38.196033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:38.343287] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.26% | Symbol ETA: 5m 7s | Global ETA: 1h 14m 41s [2025-11-22T02:09:38.344234] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:38.344294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:38.347708] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.01%, Actual: 1.97% [2025-11-22T02:09:38.349267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:38.357968] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -5.13%, Actual: 1.38% [2025-11-22T02:09:38.358174] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 46.5508% [2025-11-22T02:09:38.358276] [INFO ] [main ] SDRL: DISCARDED add_sma_ratio (score: 46.55%) [2025-11-22T02:09:38.358318] [INFO ] [main ] SDRL: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:09:38.358355] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_vol_of_vol'] [2025-11-22T02:09:38.358397] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:38.372352] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:38.373858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:38.373921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:38.378656] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:38.380451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:38.380949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:38.381353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:38.425107] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:38.426408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:38.516563] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.26%, Actual: 1.66% [2025-11-22T02:09:38.683725] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 0.06% [2025-11-22T02:09:38.856733] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.56% [2025-11-22T02:09:38.860699] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.11% | Symbol ETA: 45.3s | Global ETA: 1h 14m 42s [2025-11-22T02:09:38.861599] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:38.861679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:38.866900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:38.869346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:38.913797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:38.930924] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 5m 7s | Global ETA: 1h 14m 42s [2025-11-22T02:09:38.931833] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:38.931893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:38.936688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:39.025624] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.07% [2025-11-22T02:09:39.043583] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -3.97% | Symbol ETA: 7.4s | Global ETA: 1h 14m 43s [2025-11-22T02:09:39.044534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:39.047889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:39.052685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:39.054411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:39.054894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:39.055279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:39.098729] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:39.099894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:39.190792] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 0.01% [2025-11-22T02:09:39.362022] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 1.01% [2025-11-22T02:09:39.508454] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -6.18% | Symbol ETA: 5m 6s | Global ETA: 1h 14m 44s [2025-11-22T02:09:39.509382] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:39.509454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:39.514197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:39.530409] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.72%, Actual: 0.04% [2025-11-22T02:09:39.586982] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 44.6s | Global ETA: 1h 14m 44s [2025-11-22T02:09:39.587943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:39.588006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:39.593281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:39.596211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:39.645336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:39.701084] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.45%, Actual: 6.45% [2025-11-22T02:09:39.703236] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 4.32% | Symbol ETA: 6.6s | Global ETA: 1h 14m 44s [2025-11-22T02:09:39.704177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:39.704239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:39.709027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:39.710761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:39.711223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:39.711602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:39.755005] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:39.756234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:39.874358] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 1.13% [2025-11-22T02:09:39.874573] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.3882% [2025-11-22T02:09:39.874687] [INFO ] [main ] BEP: DISCARDED add_day_shape_ratios (score: 32.39%) [2025-11-22T02:09:39.874736] [INFO ] [main ] BEP: Testing feature 8/53: add_directional_consistency [2025-11-22T02:09:39.874769] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T02:09:39.874804] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:39.886727] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:39.888583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:39.888678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:39.890464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:39.891003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:39.891400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:39.892182] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:40.023496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:40.087704] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 5m 5s | Global ETA: 1h 14m 45s [2025-11-22T02:09:40.088611] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:40.088690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:40.093374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:40.337989] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 2.13% | Symbol ETA: 43.9s | Global ETA: 1h 14m 45s [2025-11-22T02:09:40.338949] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:40.339011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:40.343817] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:40.346228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:40.366946] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.91% | Symbol ETA: 6.0s | Global ETA: 1h 14m 45s [2025-11-22T02:09:40.367887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:40.367949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:40.372707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:40.374449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:40.374932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:40.375313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:40.391987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:40.418408] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:40.419688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:40.642757] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.03% | Symbol ETA: 56.3s | Global ETA: 1h 14m 46s [2025-11-22T02:09:40.643742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:40.643805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:40.645426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:40.646003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:40.646436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:40.647240] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:40.670080] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 5m 4s | Global ETA: 1h 14m 46s [2025-11-22T02:09:40.670969] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:40.671028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:40.676108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:40.779957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.031172] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 5.3s | Global ETA: 1h 14m 47s [2025-11-22T02:09:41.032082] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:41.032144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.036862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:41.038584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:41.039063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:41.039441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:41.081628] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:41.082072] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.81% | Symbol ETA: 43.2s | Global ETA: 1h 14m 47s [2025-11-22T02:09:41.082839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.083184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:41.083265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.088778] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:41.091603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:41.141085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.248916] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 5m 4s | Global ETA: 1h 14m 47s [2025-11-22T02:09:41.249806] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:41.249865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.254618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.368618] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.68% | Symbol ETA: 55.5s | Global ETA: 1h 14m 47s [2025-11-22T02:09:41.369514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:41.369577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:41.371223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:41.371728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:41.372107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:41.372847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:41.498240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.692953] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -3.07% | Symbol ETA: 4.6s | Global ETA: 1h 14m 48s [2025-11-22T02:09:41.693906] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:41.693972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.699039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:41.700867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:41.701347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:41.701764] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:41.747450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:41.748757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.828975] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.87% | Symbol ETA: 5m 3s | Global ETA: 1h 14m 48s [2025-11-22T02:09:41.829908] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:09:41.829967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.834693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:41.857350] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 42.5s | Global ETA: 1h 14m 48s [2025-11-22T02:09:41.858332] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:41.858396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:41.863537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:41.866072] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:41.912843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:42.086623] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.08% | Symbol ETA: 54.7s | Global ETA: 1h 14m 49s [2025-11-22T02:09:42.087540] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:42.087604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:42.089245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:42.089740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:42.090120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:42.090873] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:42.216137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:42.368763] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.77% | Symbol ETA: 4.0s | Global ETA: 1h 14m 49s [2025-11-22T02:09:42.369706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:42.369768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:42.374544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:42.376322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:42.376837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:42.377238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:42.404430] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.83% | Symbol ETA: 5m 2s | Global ETA: 1h 14m 49s [2025-11-22T02:09:42.420968] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:42.422102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:42.573746] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 0.56% [2025-11-22T02:09:42.621923] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 41.8s | Global ETA: 1h 14m 50s [2025-11-22T02:09:42.622860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:42.622922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:42.627837] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:42.630415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:42.675162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:42.741518] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 2.13% [2025-11-22T02:09:42.811102] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.77% | Symbol ETA: 53.9s | Global ETA: 1h 14m 50s [2025-11-22T02:09:42.812043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:42.812127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:42.813854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:42.814334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:42.814751] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:42.815516] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:42.944562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:42.963934] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.26%, Actual: 1.04% [2025-11-22T02:09:43.038579] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.14% | Symbol ETA: 3.3s | Global ETA: 1h 14m 51s [2025-11-22T02:09:43.039498] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:43.039562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:43.044311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:43.046065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:43.046524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:43.046925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:43.089114] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:43.094070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:43.132335] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 2.43% [2025-11-22T02:09:43.298587] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -6.18%, Actual: 0.09% [2025-11-22T02:09:43.344164] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 41.0s | Global ETA: 1h 14m 51s [2025-11-22T02:09:43.345073] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:43.345133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:43.350002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:43.352367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:43.395256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:43.465414] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 2.34% [2025-11-22T02:09:43.525740] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 53.2s | Global ETA: 1h 14m 52s [2025-11-22T02:09:43.526625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:43.526707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:43.528338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:43.528860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:43.529235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:43.530007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:43.632970] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 1.82% [2025-11-22T02:09:43.655407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:43.723295] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 2.7s | Global ETA: 1h 14m 52s [2025-11-22T02:09:43.724262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:43.724333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:43.729219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:43.731019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:43.731486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:43.731887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:43.775391] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:43.776872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:43.798194] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 1.09% [2025-11-22T02:09:43.962090] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.87%, Actual: 0.21% [2025-11-22T02:09:44.044665] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.71% | Symbol ETA: 40.3s | Global ETA: 1h 14m 53s [2025-11-22T02:09:44.125901] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.83%, Actual: 3.28% [2025-11-22T02:09:44.126098] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 28.6660% [2025-11-22T02:09:44.126152] [INFO ] [main ] PEB: DISCARDED add_afternoon_v_morning_volatility_mix (score: 28.67%) [2025-11-22T02:09:44.126188] [INFO ] [main ] PEB: Testing feature 2/53: add_atr [2025-11-22T02:09:44.126217] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:09:44.126251] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:44.140031] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:44.141456] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:44.141514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:44.143201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:44.143732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:44.215611] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 2.28% [2025-11-22T02:09:44.235572] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 52.4s | Global ETA: 1h 14m 53s [2025-11-22T02:09:44.236466] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:44.236528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:44.238193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:44.238688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:44.239067] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:44.239813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:44.361606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:44.379608] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.17% | Symbol ETA: 2.0s | Global ETA: 1h 14m 53s [2025-11-22T02:09:44.380505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:44.380568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:44.382249] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.97% [2025-11-22T02:09:44.385417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:44.387163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:44.387663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:44.388046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:44.431122] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:44.432209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:44.547572] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.11%, Actual: 0.71% [2025-11-22T02:09:44.705764] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 6m 30s | Global ETA: 1h 14m 54s [2025-11-22T02:09:44.706636] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:44.706713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:44.708347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:44.708846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:44.714946] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 2.08% [2025-11-22T02:09:44.881700] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 2.13%, Actual: 1.70% [2025-11-22T02:09:44.938134] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 51.7s | Global ETA: 1h 14m 54s [2025-11-22T02:09:44.939360] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:44.939421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:44.941123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:44.941604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:44.942025] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:44.942779] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:45.039917] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -10.11% | Symbol ETA: 1.3s | Global ETA: 1h 14m 55s [2025-11-22T02:09:45.050661] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.81%, Actual: 1.06% [2025-11-22T02:09:45.064523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:45.206156] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -3.97%, Actual: 7.53% [2025-11-22T02:09:45.219794] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 1.14% [2025-11-22T02:09:45.288705] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 6m 29s | Global ETA: 1h 14m 55s [2025-11-22T02:09:45.289593] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:45.289672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:45.291297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:45.291800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:45.371546] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 4.32%, Actual: 2.40% [2025-11-22T02:09:45.388738] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 1.31% [2025-11-22T02:09:45.537595] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.91%, Actual: 0.80% [2025-11-22T02:09:45.557574] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 3.34% [2025-11-22T02:09:45.647215] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.19% | Symbol ETA: 51.0s | Global ETA: 1h 14m 56s [2025-11-22T02:09:45.648124] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:45.648187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:45.649842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:45.650310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:45.650713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:45.651441] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:45.707532] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.02% [2025-11-22T02:09:45.748223] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.71%, Actual: 1.17% [2025-11-22T02:09:45.748415] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 36.0603% [2025-11-22T02:09:45.748495] [INFO ] [main ] PEN: DISCARDED add_gap_fill_state (score: 36.06%) [2025-11-22T02:09:45.748537] [INFO ] [main ] PEN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:09:45.748931] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:09:45.748972] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:45.761481] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:45.762917] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:45.762991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:45.767800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:45.770262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:45.771216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:45.784016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:45.870720] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 6m 29s | Global ETA: 1h 14m 56s [2025-11-22T02:09:45.871611] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:45.871689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:45.873340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:45.873850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:45.875420] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -3.07%, Actual: 4.31% [2025-11-22T02:09:46.040963] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.77%, Actual: 3.35% [2025-11-22T02:09:46.207487] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.14%, Actual: 1.64% [2025-11-22T02:09:46.373760] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 1.27% [2025-11-22T02:09:46.375842] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.72% | Symbol ETA: 50.3s | Global ETA: 1h 14m 57s [2025-11-22T02:09:46.376782] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:46.376847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:46.378527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:46.379041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:46.379429] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:46.380210] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:09:46.422186] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 44.1s | Global ETA: 1h 14m 57s [2025-11-22T02:09:46.423089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:46.423150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:46.427983] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:46.430365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:46.431312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:46.443573] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 6m 28s | Global ETA: 1h 14m 57s [2025-11-22T02:09:46.444442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:46.444501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:46.446132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:46.446615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:46.520226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:46.540191] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.17%, Actual: 6.65% [2025-11-22T02:09:46.709407] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -10.11%, Actual: 1.38% [2025-11-22T02:09:46.709621] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 46.9960% [2025-11-22T02:09:46.709751] [INFO ] [main ] SDRL: DISCARDED add_vol_of_vol (score: 47.00%) [2025-11-22T02:09:46.709793] [INFO ] [main ] SDRL: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:09:46.709825] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volatility_decay_ratio'] [2025-11-22T02:09:46.709880] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:46.723531] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:46.725008] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:46.725071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:46.729842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:46.731580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:46.732094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:46.732475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:46.776769] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:46.778143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.016794] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.69% | Symbol ETA: 6m 28s | Global ETA: 1h 14m 59s [2025-11-22T02:09:47.017717] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:47.017776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:47.019728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:47.020209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.088595] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.52% | Symbol ETA: 43.4s | Global ETA: 1h 14m 59s [2025-11-22T02:09:47.089495] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:47.089557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:47.094320] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:47.096788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:47.097786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.114469] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 49.5s | Global ETA: 1h 14m 59s [2025-11-22T02:09:47.286386] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.03%, Actual: 1.97% [2025-11-22T02:09:47.406214] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.72% | Symbol ETA: 7.2s | Global ETA: 1h 14m 59s [2025-11-22T02:09:47.407157] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:47.407239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:47.412018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:47.413782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:47.414250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:47.414630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:47.458153] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.68%, Actual: 1.66% [2025-11-22T02:09:47.458680] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:47.459901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.609150] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 6m 27s | Global ETA: 1h 14m 60s [2025-11-22T02:09:47.610157] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:47.610232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:47.612049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:47.612556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.626205] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.08%, Actual: 0.06% [2025-11-22T02:09:47.758924] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 42.8s | Global ETA: 1h 15m 0s [2025-11-22T02:09:47.759857] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:47.759922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:47.764585] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:47.767036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:47.768028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:47.794518] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.77%, Actual: 1.56% [2025-11-22T02:09:47.963888] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 0.07% [2025-11-22T02:09:48.069332] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 7.09% | Symbol ETA: 6.5s | Global ETA: 1h 15m 1s [2025-11-22T02:09:48.070227] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:48.070290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:48.075040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:48.076823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:48.077308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:48.077744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:48.125381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:48.126568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:48.139969] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.10%, Actual: 0.01% [2025-11-22T02:09:48.197362] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 6m 27s | Global ETA: 1h 15m 1s [2025-11-22T02:09:48.198309] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:48.198370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:48.200091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:48.200595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:48.319992] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 1.01% [2025-11-22T02:09:48.427502] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 42.1s | Global ETA: 1h 15m 1s [2025-11-22T02:09:48.428422] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:48.428483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:48.433272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:48.435679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:48.436626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:48.496596] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.19%, Actual: 0.04% [2025-11-22T02:09:48.665674] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.72%, Actual: 6.45% [2025-11-22T02:09:48.737658] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.66% | Symbol ETA: 5.8s | Global ETA: 1h 15m 2s [2025-11-22T02:09:48.738534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:48.738598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:48.743394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:48.745161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:48.745639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:48.746076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:48.778317] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 6m 26s | Global ETA: 1h 15m 2s [2025-11-22T02:09:48.779297] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:48.779381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:48.781055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:48.781632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:48.790223] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:48.791446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:48.833784] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 1.13% [2025-11-22T02:09:48.833984] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 33.3248% [2025-11-22T02:09:48.834064] [INFO ] [main ] BEP: DISCARDED add_directional_consistency (score: 33.32%) [2025-11-22T02:09:48.834106] [INFO ] [main ] BEP: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:09:48.834137] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T02:09:48.834171] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:48.845483] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:48.846742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:48.846803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:48.848527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:48.849060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:48.849448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:48.850230] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:48.851771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.098166] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -3.79% | Symbol ETA: 41.5s | Global ETA: 1h 15m 3s [2025-11-22T02:09:49.099060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:49.099121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:49.104008] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:49.106465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:49.107426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.359302] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.05% | Symbol ETA: 6m 25s | Global ETA: 1h 15m 3s [2025-11-22T02:09:49.360225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:49.360284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:49.361924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:49.362396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.404388] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 5.1s | Global ETA: 1h 15m 3s [2025-11-22T02:09:49.405287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:49.405349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:49.410190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:49.411900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:49.412368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:49.412777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:49.456422] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:49.457726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.461749] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.07% | Symbol ETA: 54.8s | Global ETA: 1h 15m 3s [2025-11-22T02:09:49.462722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:49.462786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:49.464504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:49.465046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:49.465444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:49.466218] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:49.467922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.769129] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 40.8s | Global ETA: 1h 15m 4s [2025-11-22T02:09:49.770027] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:49.770088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:49.774888] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:49.777383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:49.778418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:49.936893] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 6m 25s | Global ETA: 1h 15m 4s [2025-11-22T02:09:50.072073] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 54.2s | Global ETA: 1h 15m 5s [2025-11-22T02:09:50.073062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:50.073126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:50.074889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:50.075393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:50.075618] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 4.4s | Global ETA: 1h 15m 5s [2025-11-22T02:09:50.075838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:50.077012] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:50.078906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:50.076505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:50.079033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:50.083838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:50.085550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:50.086043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:50.086428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:50.109612] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 0.56% [2025-11-22T02:09:50.130518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:50.131694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:50.277316] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 2.13% [2025-11-22T02:09:50.438424] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.11% | Symbol ETA: 40.1s | Global ETA: 1h 15m 5s [2025-11-22T02:09:50.439410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:50.439475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:50.444361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:50.446576] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 1.04% [2025-11-22T02:09:50.446880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:50.447850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:50.617216] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 2.43% [2025-11-22T02:09:50.671082] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 53.5s | Global ETA: 1h 15m 6s [2025-11-22T02:09:50.671973] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:50.672035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:50.673695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:50.674192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:50.674574] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:50.675323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:50.676912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:50.742322] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.33% | Symbol ETA: 3.8s | Global ETA: 1h 15m 6s [2025-11-22T02:09:50.743924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:50.743987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:50.748734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:50.750452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:50.750947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:50.751330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:50.790280] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.69%, Actual: 0.09% [2025-11-22T02:09:50.797418] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:50.798588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:50.958991] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 2.34% [2025-11-22T02:09:51.116274] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 39.5s | Global ETA: 1h 15m 7s [2025-11-22T02:09:51.117185] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:51.117256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:51.122024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:51.124420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:51.125378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:51.126506] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 1.82% [2025-11-22T02:09:51.260035] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 52.9s | Global ETA: 1h 15m 7s [2025-11-22T02:09:51.260928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:51.260990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:51.262611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:51.263110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:51.263490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:51.264235] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:51.265787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:51.293059] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.47%, Actual: 1.09% [2025-11-22T02:09:51.409601] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 3.34% | Symbol ETA: 3.1s | Global ETA: 1h 15m 7s [2025-11-22T02:09:51.410491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:51.410555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:51.415318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:51.417145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:51.417627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:51.418032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:51.459585] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.05%, Actual: 0.21% [2025-11-22T02:09:51.461401] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:51.462560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:51.629160] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 3.28% [2025-11-22T02:09:51.629384] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 32.5631% [2025-11-22T02:09:51.629472] [INFO ] [main ] PEB: DISCARDED add_atr (score: 32.56%) [2025-11-22T02:09:51.629514] [INFO ] [main ] PEB: Testing feature 3/53: add_atr_10 [2025-11-22T02:09:51.629545] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:09:51.629581] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:51.643761] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:51.645277] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:51.645337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:51.647066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:51.647595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:51.786365] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 38.8s | Global ETA: 1h 15m 8s [2025-11-22T02:09:51.787305] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:51.787368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:51.792208] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:51.794673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:09:51.795600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:51.859228] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 52.3s | Global ETA: 1h 15m 8s [2025-11-22T02:09:51.860153] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:51.860218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:51.862073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:51.862568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:51.862984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:51.863783] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:51.865394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.075494] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 2.4s | Global ETA: 1h 15m 9s [2025-11-22T02:09:52.076385] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:52.076448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:52.081355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:52.083258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:52.083753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:52.084140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:52.126615] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:52.127803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.231418] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.03% | Symbol ETA: 3m 13s | Global ETA: 1h 15m 9s [2025-11-22T02:09:52.232360] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:52.232422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:52.234135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:52.234680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.453081] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 51.7s | Global ETA: 1h 15m 9s [2025-11-22T02:09:52.454029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:52.454094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:52.455774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:52.456252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:52.456691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:52.457463] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:52.459093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.459598] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.43% | Symbol ETA: 38.1s | Global ETA: 1h 15m 9s [2025-11-22T02:09:52.636770] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.28% [2025-11-22T02:09:52.757770] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.50% | Symbol ETA: 1.8s | Global ETA: 1h 15m 10s [2025-11-22T02:09:52.761741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:09:52.761812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:52.767140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:52.769052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:52.769544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:52.770016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:52.805451] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.52%, Actual: 0.97% [2025-11-22T02:09:52.816580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:09:52.818112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.839851] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 3m 12s | Global ETA: 1h 15m 10s [2025-11-22T02:09:52.840746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:52.840807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:52.842426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:52.843314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:52.973932] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 0.71% [2025-11-22T02:09:53.051910] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 51.1s | Global ETA: 1h 15m 11s [2025-11-22T02:09:53.052808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:53.052870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:53.054534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:53.055041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:53.055421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:53.056160] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:53.057717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:53.138087] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 2.08% [2025-11-22T02:09:53.303772] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -3.79%, Actual: 1.70% [2025-11-22T02:09:53.421768] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 3m 12s | Global ETA: 1h 15m 11s [2025-11-22T02:09:53.422704] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:53.422764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:53.424380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:53.424915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:53.437601] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.96% | Symbol ETA: 1.1s | Global ETA: 1h 15m 11s [2025-11-22T02:09:53.470412] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.06% [2025-11-22T02:09:53.607067] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.72%, Actual: 7.53% [2025-11-22T02:09:53.638232] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.11%, Actual: 1.14% [2025-11-22T02:09:53.638765] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.14% | Symbol ETA: 50.5s | Global ETA: 1h 15m 12s [2025-11-22T02:09:53.639662] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:53.639726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:53.641377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:53.641882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:53.642338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:53.643109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:53.644701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:53.780098] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 7.09%, Actual: 2.40% [2025-11-22T02:09:53.805804] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.84%, Actual: 1.31% [2025-11-22T02:09:53.951634] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.66%, Actual: 0.80% [2025-11-22T02:09:53.972907] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 3.34% [2025-11-22T02:09:54.001474] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 3m 11s | Global ETA: 1h 15m 12s [2025-11-22T02:09:54.002356] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:54.002416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:54.004097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:54.004578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:54.123729] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 1.02% [2025-11-22T02:09:54.140803] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.43%, Actual: 1.17% [2025-11-22T02:09:54.141014] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 36.0585% [2025-11-22T02:09:54.141112] [INFO ] [main ] PEN: DISCARDED add_gap_morning_composite (score: 36.06%) [2025-11-22T02:09:54.141155] [INFO ] [main ] PEN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:09:54.141187] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:09:54.141220] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:09:54.153753] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:54.155045] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:54.155106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:54.159909] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:54.162402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:54.217850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:54.233508] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.42% | Symbol ETA: 49.9s | Global ETA: 1h 15m 13s [2025-11-22T02:09:54.234496] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:54.234561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:54.236241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:54.236751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:54.237163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:54.238313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:09:54.239892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:54.297490] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 4.31% [2025-11-22T02:09:54.471080] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.33%, Actual: 3.35% [2025-11-22T02:09:54.579485] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.68% | Symbol ETA: 3m 11s | Global ETA: 1h 15m 14s [2025-11-22T02:09:54.580402] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:54.580461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:54.582119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:54.582625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:54.642190] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 3.34%, Actual: 1.64% [2025-11-22T02:09:54.815819] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 2.00%, Actual: 1.27% [2025-11-22T02:09:54.825138] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 49.3s | Global ETA: 1h 15m 14s [2025-11-22T02:09:54.878339] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 37.8s | Global ETA: 1h 15m 14s [2025-11-22T02:09:54.879248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:54.879310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:54.884019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:54.886417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:54.939668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:54.988630] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.50%, Actual: 6.65% [2025-11-22T02:09:54.993220] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.07%, Actual: 1.97% [2025-11-22T02:09:55.151492] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 3m 10s | Global ETA: 1h 15m 15s [2025-11-22T02:09:55.152401] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:55.152460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:55.154109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:55.154592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:55.159428] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.96%, Actual: 1.38% [2025-11-22T02:09:55.159631] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 53.0436% [2025-11-22T02:09:55.159578] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 1.66% [2025-11-22T02:09:55.159746] [INFO ] [main ] SDRL: DISCARDED add_volatility_decay_ratio (score: 53.04%) [2025-11-22T02:09:55.159793] [INFO ] [main ] SDRL: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:09:55.159836] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:09:55.159884] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:09:55.174068] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:55.175678] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:55.175750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:55.180854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:55.182852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:55.183391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:55.183819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:55.230197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:55.230952] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:55.232119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:55.234244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:55.326898] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.06% [2025-11-22T02:09:55.494807] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.56% [2025-11-22T02:09:55.592229] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 3.07% | Symbol ETA: 37.0s | Global ETA: 1h 15m 16s [2025-11-22T02:09:55.593126] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:55.593188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:55.597927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:55.600321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:55.654592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:55.663089] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 0.07% [2025-11-22T02:09:55.722578] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 2.27% | Symbol ETA: 3m 9s | Global ETA: 1h 15m 16s [2025-11-22T02:09:55.723473] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:55.723533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:55.725196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:55.725676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:55.829415] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 0.01% [2025-11-22T02:09:55.857445] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -6.08% | Symbol ETA: 7.0s | Global ETA: 1h 15m 16s [2025-11-22T02:09:55.858383] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:55.858448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:55.863263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:55.865102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:55.865585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:55.865996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:55.910084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:55.910820] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:55.911951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:55.914011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:55.995867] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 1.01% [2025-11-22T02:09:56.161808] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.14%, Actual: 0.04% [2025-11-22T02:09:56.295581] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 3m 9s | Global ETA: 1h 15m 17s [2025-11-22T02:09:56.296470] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:56.296551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:56.298234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:56.298717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:56.310600] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 36.3s | Global ETA: 1h 15m 17s [2025-11-22T02:09:56.311491] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:56.311552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:56.316251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:56.318639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:56.327876] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.42%, Actual: 6.45% [2025-11-22T02:09:56.371785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:56.493337] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 1.13% [2025-11-22T02:09:56.493537] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 34.0063% [2025-11-22T02:09:56.493618] [INFO ] [main ] BEP: DISCARDED add_fullday_parkinson_range (score: 34.01%) [2025-11-22T02:09:56.493681] [INFO ] [main ] BEP: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:09:56.493715] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T02:09:56.493750] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:09:56.505089] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:56.506313] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:56.506375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:56.508100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:56.508594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:56.509002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:56.509752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:56.549705] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.93% | Symbol ETA: 6.4s | Global ETA: 1h 15m 18s [2025-11-22T02:09:56.550620] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:56.550707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:56.555402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:56.555403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:56.557138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:56.557632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:56.558044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:56.600708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:56.601223] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:56.602289] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:56.604306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:56.895958] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.67% | Symbol ETA: 3m 8s | Global ETA: 1h 15m 18s [2025-11-22T02:09:56.896849] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:56.896911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:56.898548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:56.899035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.030293] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 35.6s | Global ETA: 1h 15m 19s [2025-11-22T02:09:57.031565] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:57.031626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:57.036415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:57.038851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:57.092128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.141216] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.10% | Symbol ETA: 42.3s | Global ETA: 1h 15m 19s [2025-11-22T02:09:57.142137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:57.142200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:57.143861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:57.144330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:57.144731] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:57.145456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:57.188906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.236942] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.82% | Symbol ETA: 5.7s | Global ETA: 1h 15m 19s [2025-11-22T02:09:57.237862] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:57.237925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:57.242632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:57.244350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:57.246101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:57.246492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:57.292345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:57.293089] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:57.294230] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:57.296247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.474654] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 3m 8s | Global ETA: 1h 15m 19s [2025-11-22T02:09:57.645533] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.03%, Actual: 0.56% [2025-11-22T02:09:57.740033] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 34.9s | Global ETA: 1h 15m 20s [2025-11-22T02:09:57.740954] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:57.741016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:57.745725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:57.748155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:57.774379] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 4.11% | Symbol ETA: 41.7s | Global ETA: 1h 15m 20s [2025-11-22T02:09:57.775262] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:57.775325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:57.776979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:57.777489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:57.777932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:57.778687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:57.801001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.819495] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 2.13% [2025-11-22T02:09:57.824208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.918517] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: 1.92% | Symbol ETA: 5.0s | Global ETA: 1h 15m 20s [2025-11-22T02:09:57.919428] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:57.919492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:57.924280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:57.926074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:57.926546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:57.926953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:57.970954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:57.971691] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:57.972840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:57.974849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:57.994192] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 1.04% [2025-11-22T02:09:58.165026] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 2.43% [2025-11-22T02:09:58.331312] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.68%, Actual: 0.09% [2025-11-22T02:09:58.415036] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.69% | Symbol ETA: 41.1s | Global ETA: 1h 15m 21s [2025-11-22T02:09:58.415934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:58.415996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:58.417660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:58.418141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:58.418518] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:58.419266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:58.443666] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.15% | Symbol ETA: 34.1s | Global ETA: 1h 15m 21s [2025-11-22T02:09:58.444533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:58.444594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:58.449428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:58.451805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:58.463631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:58.503944] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 2.34% [2025-11-22T02:09:58.504973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:58.600901] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 4.3s | Global ETA: 1h 15m 22s [2025-11-22T02:09:58.601803] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:58.601867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:58.606552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:58.608303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:58.608788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:58.609176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:58.651969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:58.652442] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:58.653482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:58.655505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:58.669610] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 1.82% [2025-11-22T02:09:58.836462] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 1.09% [2025-11-22T02:09:59.001633] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.67%, Actual: 0.21% [2025-11-22T02:09:59.050031] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 40.4s | Global ETA: 1h 15m 23s [2025-11-22T02:09:59.050994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:59.051058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.052738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:59.053225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.053620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:59.054400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:59.098236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.158419] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 33.4s | Global ETA: 1h 15m 23s [2025-11-22T02:09:59.159316] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:59.159377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:59.164105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:59.166493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:59.166729] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 3.28% [2025-11-22T02:09:59.166954] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 34.8339% [2025-11-22T02:09:59.167032] [INFO ] [main ] PEB: DISCARDED add_atr_10 (score: 34.83%) [2025-11-22T02:09:59.167074] [INFO ] [main ] PEB: Testing feature 4/53: add_atr_5 [2025-11-22T02:09:59.167106] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:09:59.167141] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:09:59.182093] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:09:59.183427] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:59.183488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.185176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.185696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.220014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.268776] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -2.11% | Symbol ETA: 3.6s | Global ETA: 1h 15m 23s [2025-11-22T02:09:59.269726] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:59.269791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:59.274544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.276373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:59.276867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.277270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:59.319778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:59.320287] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:59.321344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:59.323325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.698086] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 39.8s | Global ETA: 1h 15m 24s [2025-11-22T02:09:59.699319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:09:59.699397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.701055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:59.701544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.701951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:09:59.702701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:59.745811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.751271] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 2m 8s | Global ETA: 1h 15m 24s [2025-11-22T02:09:59.752173] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:09:59.752233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.753876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.754344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.870982] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 32.7s | Global ETA: 1h 15m 24s [2025-11-22T02:09:59.871884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:09:59.871945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:59.876724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:09:59.879139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:09:59.931993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:09:59.934791] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 2.9s | Global ETA: 1h 15m 24s [2025-11-22T02:09:59.935681] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:09:59.935744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:09:59.940493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:09:59.942236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:09:59.942728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:09:59.943117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:09:59.986311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:09:59.986953] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:09:59.988068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:09:59.990055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:00.335635] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 39.1s | Global ETA: 1h 15m 25s [2025-11-22T02:10:00.336517] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:00.336579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:00.338253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:00.338746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:00.339130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:00.339878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:00.343955] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 2m 8s | Global ETA: 1h 15m 25s [2025-11-22T02:10:00.344832] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:00.344892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:00.346506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:00.350023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:00.383052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:00.644864] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 32.0s | Global ETA: 1h 15m 26s [2025-11-22T02:10:00.645754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:00.645815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:00.650591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:00.653021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:00.706358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:00.762344] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 2.3s | Global ETA: 1h 15m 26s [2025-11-22T02:10:00.763243] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:10:00.763307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:00.771272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:00.773030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:00.773504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:00.773918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:00.816472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:10:00.817156] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:10:00.818376] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:10:00.820457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.241801] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 38.6s | Global ETA: 1h 15m 27s [2025-11-22T02:10:01.242687] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:01.242750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:01.244363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:01.244898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:01.245281] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:01.246035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:01.289068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.305812] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 2m 8s | Global ETA: 1h 15m 27s [2025-11-22T02:10:01.307803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:01.307946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:01.310607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:01.311479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.386830] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 18.17% | Symbol ETA: 31.3s | Global ETA: 1h 15m 27s [2025-11-22T02:10:01.464861] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.63% | Symbol ETA: 1.6s | Global ETA: 1h 15m 27s [2025-11-22T02:10:01.465869] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:10:01.465936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:01.470950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:01.472840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:01.473344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:01.473777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:01.517398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:10:01.517936] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:10:01.519044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:10:01.521139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.574239] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 2.28% [2025-11-22T02:10:01.770358] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 3.07%, Actual: 0.97% [2025-11-22T02:10:01.878353] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.56% | Symbol ETA: 37.9s | Global ETA: 1h 15m 28s [2025-11-22T02:10:01.879235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:01.879299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:01.881022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:01.881489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:01.881889] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:01.882603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:01.916751] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 2m 7s | Global ETA: 1h 15m 28s [2025-11-22T02:10:01.917663] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:01.917723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:01.919338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:01.919831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.925524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:01.957937] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 0.71% [2025-11-22T02:10:02.140534] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 2.08% [2025-11-22T02:10:02.160710] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.70% | Symbol ETA: 0.9s | Global ETA: 1h 15m 29s [2025-11-22T02:10:02.321587] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 1.70% [2025-11-22T02:10:02.332400] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -6.08%, Actual: 7.53% [2025-11-22T02:10:02.489486] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.15%, Actual: 1.06% [2025-11-22T02:10:02.500945] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.69% | Symbol ETA: 2m 6s | Global ETA: 1h 15m 29s [2025-11-22T02:10:02.501852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:02.501913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:02.503547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:02.504049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:02.506939] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.93%, Actual: 2.40% [2025-11-22T02:10:02.523244] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.24% | Symbol ETA: 37.3s | Global ETA: 1h 15m 30s [2025-11-22T02:10:02.524160] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:02.524243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:02.525892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:02.526389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:02.526793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:02.527757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:02.570596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:02.656731] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 1.14% [2025-11-22T02:10:02.680305] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.82%, Actual: 0.80% [2025-11-22T02:10:02.853404] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 1.31% [2025-11-22T02:10:02.870703] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 1.92%, Actual: 1.02% [2025-11-22T02:10:03.095581] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 3.34% [2025-11-22T02:10:03.145509] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -2.16%, Actual: 4.31% [2025-11-22T02:10:03.211806] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 2m 6s | Global ETA: 1h 15m 31s [2025-11-22T02:10:03.213263] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:03.213353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:03.215999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:03.216767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:03.348547] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 36.6s | Global ETA: 1h 15m 31s [2025-11-22T02:10:03.373729] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 18.17%, Actual: 1.17% [2025-11-22T02:10:03.374010] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 37.8624% [2025-11-22T02:10:03.374153] [INFO ] [main ] PEN: DISCARDED add_gap_resolution_state (score: 37.86%) [2025-11-22T02:10:03.374228] [INFO ] [main ] PEN: Testing feature 13/53: add_gaps [2025-11-22T02:10:03.374286] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:10:03.374347] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:03.394041] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:03.396356] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:03.396447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:03.404418] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.11%, Actual: 3.35% [2025-11-22T02:10:03.404810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:03.408442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:03.409794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:03.609744] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.10%, Actual: 1.97% [2025-11-22T02:10:03.659249] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 1.64% [2025-11-22T02:10:03.809565] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 4.11%, Actual: 1.66% [2025-11-22T02:10:03.858990] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 1.27% [2025-11-22T02:10:03.982307] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.69%, Actual: 0.06% [2025-11-22T02:10:04.037239] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.63%, Actual: 6.65% [2025-11-22T02:10:04.070593] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 2m 5s | Global ETA: 1h 15m 33s [2025-11-22T02:10:04.071552] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:04.071616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:04.073327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:04.073846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:04.147785] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 1.56% [2025-11-22T02:10:04.163833] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 37.7s | Global ETA: 1h 15m 33s [2025-11-22T02:10:04.164732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:04.164793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:04.169557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:04.171953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:04.172730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:04.213281] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.70%, Actual: 1.38% [2025-11-22T02:10:04.213497] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 52.7542% [2025-11-22T02:10:04.213593] [INFO ] [main ] SDRL: DISCARDED add_volatility_state_percentiles (score: 52.75%) [2025-11-22T02:10:04.213637] [INFO ] [main ] SDRL: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:10:04.213691] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_dispersion'] [2025-11-22T02:10:04.213726] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:10:04.227630] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:04.229098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:04.229168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:04.234239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:04.235991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:04.236669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:04.237059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:04.280435] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:04.281837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:04.317330] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.07% [2025-11-22T02:10:04.488886] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 0.01% [2025-11-22T02:10:04.661418] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 1.01% [2025-11-22T02:10:04.674760] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 2m 4s | Global ETA: 1h 15m 34s [2025-11-22T02:10:04.675770] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:04.675834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:04.677596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:04.678134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:04.837871] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.56%, Actual: 0.04% [2025-11-22T02:10:04.844386] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 36.6s | Global ETA: 1h 15m 34s [2025-11-22T02:10:04.845305] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:04.845366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:04.850261] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:04.852708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:04.853486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:04.934691] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.97% | Symbol ETA: 7.1s | Global ETA: 1h 15m 34s [2025-11-22T02:10:04.935544] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:04.935607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:04.940345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:04.942062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:04.942532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:04.942931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:04.988368] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:04.990293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.008554] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.24%, Actual: 6.45% [2025-11-22T02:10:05.181638] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 1.13% [2025-11-22T02:10:05.181892] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 37.1191% [2025-11-22T02:10:05.181980] [INFO ] [main ] BEP: DISCARDED add_gap_fill_state (score: 37.12%) [2025-11-22T02:10:05.182028] [INFO ] [main ] BEP: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:10:05.182062] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T02:10:05.182096] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:05.193505] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:05.194786] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:05.194848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:05.196515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:05.197058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:05.197514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:05.198605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:05.199506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.264264] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.05% | Symbol ETA: 2m 4s | Global ETA: 1h 15m 35s [2025-11-22T02:10:05.265175] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:05.265236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:05.268193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:05.271065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.556858] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.45% | Symbol ETA: 35.8s | Global ETA: 1h 15m 36s [2025-11-22T02:10:05.557777] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:05.557838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:05.562561] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:05.564943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:05.565717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.616875] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 5.57% | Symbol ETA: 6.3s | Global ETA: 1h 15m 36s [2025-11-22T02:10:05.617826] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:05.617891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:05.622770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:05.624522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:05.625012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:05.625402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:05.669445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:05.670972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.804363] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.61% | Symbol ETA: 42.0s | Global ETA: 1h 15m 36s [2025-11-22T02:10:05.805269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:05.805332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:05.806987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:05.807486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:05.807890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:05.808636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:05.809513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:05.848195] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 2m 3s | Global ETA: 1h 15m 36s [2025-11-22T02:10:06.029784] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 0.56% [2025-11-22T02:10:06.195162] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 2.13% [2025-11-22T02:10:06.210273] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 35.0s | Global ETA: 1h 15m 37s [2025-11-22T02:10:06.211173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:06.211234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:06.215969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:06.218382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:06.219194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:06.284056] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 1.97% | Symbol ETA: 5.6s | Global ETA: 1h 15m 37s [2025-11-22T02:10:06.284948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:06.285010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:06.289831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:06.291523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:06.291995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:06.292368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:06.335959] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:06.337688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:06.364614] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 1.04% [2025-11-22T02:10:06.392435] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 41.3s | Global ETA: 1h 15m 37s [2025-11-22T02:10:06.393330] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:06.393393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:06.395028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:06.395497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:06.395900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:06.396631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:06.397614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:06.531205] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 2.43% [2025-11-22T02:10:06.695760] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.69%, Actual: 0.09% [2025-11-22T02:10:06.863006] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 2.34% [2025-11-22T02:10:06.894215] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 34.3s | Global ETA: 1h 15m 38s [2025-11-22T02:10:06.895261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:06.895324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:06.900621] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:06.903188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:06.903991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:06.947850] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 4.8s | Global ETA: 1h 15m 38s [2025-11-22T02:10:06.948767] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:06.948831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:06.953595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:06.955349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:06.955828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:06.956209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:06.994072] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 40.7s | Global ETA: 1h 15m 38s [2025-11-22T02:10:06.994995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:06.995059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:06.997193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:06.997831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:06.998269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:06.999069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:07.000010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:07.002331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:07.003943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:07.029483] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 1.82% [2025-11-22T02:10:07.195190] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.47%, Actual: 1.09% [2025-11-22T02:10:07.362198] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.05%, Actual: 0.21% [2025-11-22T02:10:07.527785] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 3.28% [2025-11-22T02:10:07.527970] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 32.5631% [2025-11-22T02:10:07.528057] [INFO ] [main ] PEB: DISCARDED add_atr_5 (score: 32.56%) [2025-11-22T02:10:07.528099] [INFO ] [main ] PEB: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:10:07.528130] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:10:07.528163] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:07.540832] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:07.542130] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:07.542191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:07.542906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:07.569347] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.35% | Symbol ETA: 33.6s | Global ETA: 1h 15m 40s [2025-11-22T02:10:07.570236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:07.570298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:07.575011] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:07.577416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:07.578198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:07.598240] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 40.1s | Global ETA: 1h 15m 40s [2025-11-22T02:10:07.599155] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:07.599227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:07.600876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:07.601345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:07.601746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:07.602503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:07.603416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:07.639324] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 4.2s | Global ETA: 1h 15m 40s [2025-11-22T02:10:07.640410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:07.640479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:07.645696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:07.647746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:07.648234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:07.648705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:07.697428] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:07.699291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.117777] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 1m 46s | Global ETA: 1h 15m 41s [2025-11-22T02:10:08.118691] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:08.118752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:08.119418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.197546] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 39.5s | Global ETA: 1h 15m 41s [2025-11-22T02:10:08.198488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:08.198552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:08.200275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:08.200790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:08.201183] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:08.201957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:08.202883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.236875] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 32.9s | Global ETA: 1h 15m 41s [2025-11-22T02:10:08.237798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:08.237859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:08.242752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:08.245126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:08.245911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.344613] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.09% | Symbol ETA: 3.5s | Global ETA: 1h 15m 41s [2025-11-22T02:10:08.345514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:08.345579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:08.350473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:08.352253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:08.352738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:08.353161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:08.396721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:08.398376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.708523] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 1m 45s | Global ETA: 1h 15m 42s [2025-11-22T02:10:08.709610] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:08.709700] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:08.710435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.810720] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 38.9s | Global ETA: 1h 15m 42s [2025-11-22T02:10:08.811713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:08.811777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:08.813503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:08.814011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:08.814442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:08.815219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:08.816206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:08.896395] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 32.2s | Global ETA: 1h 15m 42s [2025-11-22T02:10:08.897305] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:08.897365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:08.902066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:08.904422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:08.905200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.025198] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.70% | Symbol ETA: 2.8s | Global ETA: 1h 15m 43s [2025-11-22T02:10:09.026138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:09.026203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:09.031223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:09.033122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:09.033601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:09.034016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:09.077749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:09.079276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.297814] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.23% | Symbol ETA: 1m 44s | Global ETA: 1h 15m 43s [2025-11-22T02:10:09.298793] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:09.298864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:09.299762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.424052] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 38.3s | Global ETA: 1h 15m 43s [2025-11-22T02:10:09.424986] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:09.425052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:09.426824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:09.427364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:09.428258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:09.429132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:09.430076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.571016] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 3.24% | Symbol ETA: 31.5s | Global ETA: 1h 15m 44s [2025-11-22T02:10:09.571930] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:10:09.571991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:09.576783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:09.579433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:09.580216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.698040] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 5.75% | Symbol ETA: 2.1s | Global ETA: 1h 15m 44s [2025-11-22T02:10:09.698925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:09.698988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:09.703926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:09.705745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:09.706245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:09.706631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:09.751557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:09.753240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:09.884846] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 1m 44s | Global ETA: 1h 15m 44s [2025-11-22T02:10:09.885761] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:09.885823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:09.886510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:10.040426] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.18% | Symbol ETA: 37.7s | Global ETA: 1h 15m 45s [2025-11-22T02:10:10.041349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:10.041413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:10.043180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:10.043736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:10.044152] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:10.045011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:10.046025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:10.242469] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.41% | Symbol ETA: 30.8s | Global ETA: 1h 15m 45s [2025-11-22T02:10:10.389213] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.42% | Symbol ETA: 1.4s | Global ETA: 1h 15m 45s [2025-11-22T02:10:10.390117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:10.390194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:10.395212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:10.397088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:10.397598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:10.398008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:10.415686] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 2.28% [2025-11-22T02:10:10.442431] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:10:10.444034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:10.473764] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.96% | Symbol ETA: 1m 43s | Global ETA: 1h 15m 45s [2025-11-22T02:10:10.474662] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:10.474722] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:10.475392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:10.598216] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.97% [2025-11-22T02:10:10.646066] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.73% | Symbol ETA: 37.1s | Global ETA: 1h 15m 46s [2025-11-22T02:10:10.647051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:10.647116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:10.648858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:10.649386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:10.649793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:10.650525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:10.651459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:10.777579] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 0.71% [2025-11-22T02:10:10.955277] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 2.08% [2025-11-22T02:10:11.049949] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 1m 43s | Global ETA: 1h 15m 47s [2025-11-22T02:10:11.050863] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:11.050927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:11.051603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:11.077252] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.74% | Symbol ETA: 0.8s | Global ETA: 1h 15m 47s [2025-11-22T02:10:11.128458] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 1.70% [2025-11-22T02:10:11.243715] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 36.5s | Global ETA: 1h 15m 47s [2025-11-22T02:10:11.248233] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.97%, Actual: 7.53% [2025-11-22T02:10:11.298084] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.35%, Actual: 1.06% [2025-11-22T02:10:11.415007] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 1.97% [2025-11-22T02:10:11.422882] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 5.57%, Actual: 2.40% [2025-11-22T02:10:11.470908] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 1.14% [2025-11-22T02:10:11.582900] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 1.66% [2025-11-22T02:10:11.592265] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 0.80% [2025-11-22T02:10:11.626440] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 3.11% | Symbol ETA: 1m 42s | Global ETA: 1h 15m 48s [2025-11-22T02:10:11.627354] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:11.627413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:11.628133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:11.645810] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.97%, Actual: 1.31% [2025-11-22T02:10:11.753556] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.06% [2025-11-22T02:10:11.765275] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 1.02% [2025-11-22T02:10:11.831287] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 3.24%, Actual: 3.34% [2025-11-22T02:10:11.922307] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 1.56% [2025-11-22T02:10:11.946421] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 4.31% [2025-11-22T02:10:11.997632] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.41%, Actual: 1.17% [2025-11-22T02:10:11.997869] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 51.3241% [2025-11-22T02:10:11.997980] [INFO ] [main ] PEN: KEPT add_gaps (score: 51.32%) [2025-11-22T02:10:11.998024] [INFO ] [main ] PEN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:10:11.998058] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_intraday_skewness_proxies'] [2025-11-22T02:10:11.998113] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:12.011302] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:12.012608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:12.012694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:12.017697] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:12.020181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:12.020964] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:12.022148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:12.090463] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 0.07% [2025-11-22T02:10:12.128342] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.09%, Actual: 3.35% [2025-11-22T02:10:12.202685] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 1m 41s | Global ETA: 1h 15m 49s [2025-11-22T02:10:12.203548] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:12.203609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:12.204295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:12.257545] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 0.01% [2025-11-22T02:10:12.309107] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.70%, Actual: 1.64% [2025-11-22T02:10:12.427874] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 1.01% [2025-11-22T02:10:12.499236] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 5.75%, Actual: 1.27% [2025-11-22T02:10:12.601038] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.18%, Actual: 0.04% [2025-11-22T02:10:12.674050] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.42%, Actual: 6.65% [2025-11-22T02:10:12.710868] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 32.2s | Global ETA: 1h 15m 50s [2025-11-22T02:10:12.711796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:12.711857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:12.716588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:12.719047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:12.719879] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:12.721088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:12.772447] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.73%, Actual: 6.45% [2025-11-22T02:10:12.783105] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.90% | Symbol ETA: 1m 41s | Global ETA: 1h 15m 50s [2025-11-22T02:10:12.783990] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:12.784050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:12.784731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:12.840985] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.74%, Actual: 1.38% [2025-11-22T02:10:12.841230] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 50.8761% [2025-11-22T02:10:12.841343] [INFO ] [main ] SDRL: DISCARDED add_volume_dispersion (score: 50.88%) [2025-11-22T02:10:12.841386] [INFO ] [main ] SDRL: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:10:12.841423] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_flow_differentials'] [2025-11-22T02:10:12.841479] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:10:12.856023] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:12.857501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:12.857574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:12.862618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:12.864602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:12.865137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:12.865560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:12.914143] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:12.917150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:12.941173] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.24%, Actual: 1.13% [2025-11-22T02:10:12.941395] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 33.8304% [2025-11-22T02:10:12.941489] [INFO ] [main ] BEP: DISCARDED add_gap_morning_composite (score: 33.83%) [2025-11-22T02:10:12.941531] [INFO ] [main ] BEP: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:10:12.941563] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T02:10:12.941597] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:12.952823] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:12.954301] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:12.954365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:12.956051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:12.956548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:12.956951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:12.957721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:13.014776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:13.353292] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 1m 40s | Global ETA: 1h 15m 51s [2025-11-22T02:10:13.400074] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 31.4s | Global ETA: 1h 15m 51s [2025-11-22T02:10:13.401018] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:13.401082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:13.406049] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:13.408533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:13.409370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:13.410578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:13.521391] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.56% [2025-11-22T02:10:13.583682] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.71% | Symbol ETA: 7.1s | Global ETA: 1h 15m 52s [2025-11-22T02:10:13.584742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:13.584818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:13.590430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:13.592385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:13.592935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:13.593385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:13.599673] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.83% | Symbol ETA: 34.7s | Global ETA: 1h 15m 52s [2025-11-22T02:10:13.600568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:13.600630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:13.602299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:13.602793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:13.603171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:13.603947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:13.638388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:13.641421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:13.661701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:13.690300] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 2.13% [2025-11-22T02:10:13.857272] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.23%, Actual: 1.04% [2025-11-22T02:10:14.024631] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 2.43% [2025-11-22T02:10:14.082234] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 30.7s | Global ETA: 1h 15m 53s [2025-11-22T02:10:14.083219] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:14.083282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:14.088249] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:14.090717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:14.091556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:14.092829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:14.192530] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.96%, Actual: 0.09% [2025-11-22T02:10:14.249261] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.32% | Symbol ETA: 34.1s | Global ETA: 1h 15m 53s [2025-11-22T02:10:14.250159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:14.250225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:14.251879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:14.252354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:14.252756] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:14.253512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:14.297699] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.54% | Symbol ETA: 6.3s | Global ETA: 1h 15m 53s [2025-11-22T02:10:14.298580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:14.298665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:14.303367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:14.305104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:14.305594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:14.305997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:14.310321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:14.349040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:14.351886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:14.361049] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 2.34% [2025-11-22T02:10:14.527774] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 3.11%, Actual: 1.82% [2025-11-22T02:10:14.697825] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -2.07%, Actual: 1.09% [2025-11-22T02:10:14.760232] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 2.11% | Symbol ETA: 30.0s | Global ETA: 1h 15m 54s [2025-11-22T02:10:14.761122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:14.761184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:14.765928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:14.768398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:14.769585] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:14.770822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:14.868125] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.90%, Actual: 0.21% [2025-11-22T02:10:14.897944] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 33.5s | Global ETA: 1h 15m 54s [2025-11-22T02:10:14.898817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:14.898880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:14.900614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:14.901106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:14.901484] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:14.902225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:14.958204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:14.972605] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 2.70% | Symbol ETA: 5.5s | Global ETA: 1h 15m 54s [2025-11-22T02:10:14.973605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:14.973689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:14.978976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:14.980884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:14.981363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:14.981789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:15.030994] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:15.034328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:15.034495] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.82%, Actual: 3.28% [2025-11-22T02:10:15.034705] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 36.8750% [2025-11-22T02:10:15.034786] [INFO ] [main ] PEB: DISCARDED add_close_to_open_alignment (score: 36.88%) [2025-11-22T02:10:15.034829] [INFO ] [main ] PEB: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:10:15.034860] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T02:10:15.034894] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:15.047589] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:15.048891] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:15.048951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:15.049854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:15.441193] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 2.37% | Symbol ETA: 29.3s | Global ETA: 1h 15m 55s [2025-11-22T02:10:15.442081] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:15.442143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:15.446885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:15.449449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:15.450364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:15.451635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:15.549464] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 32.8s | Global ETA: 1h 15m 56s [2025-11-22T02:10:15.550342] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:15.550405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:15.552049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:15.552532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:15.552952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:15.553740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:15.610878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:15.626545] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -4.05% | Symbol ETA: 1m 16s | Global ETA: 1h 15m 56s [2025-11-22T02:10:15.627444] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:15.627504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:15.628372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:15.657942] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 4.7s | Global ETA: 1h 15m 56s [2025-11-22T02:10:15.658826] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:15.658888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:15.663675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:15.665374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:15.665859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:15.666235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:15.712689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:15.715734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.135469] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 28.6s | Global ETA: 1h 15m 57s [2025-11-22T02:10:16.136383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:16.136447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:16.141459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:16.143950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:16.144807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:16.146067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.203895] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 32.2s | Global ETA: 1h 15m 57s [2025-11-22T02:10:16.204786] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:16.204849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:16.206498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:16.206995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:16.207406] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:16.208147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:16.215265] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.94% | Symbol ETA: 1m 15s | Global ETA: 1h 15m 57s [2025-11-22T02:10:16.216106] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:16.216165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:16.216985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.263668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.348459] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 4.0s | Global ETA: 1h 15m 57s [2025-11-22T02:10:16.349732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:16.349795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:16.354542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:16.356291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:16.356775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:16.357156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:16.400713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:16.403517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.790899] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 3.71% | Symbol ETA: 1m 15s | Global ETA: 1h 15m 58s [2025-11-22T02:10:16.791771] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:16.791830] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:16.792639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.816207] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.70% | Symbol ETA: 27.9s | Global ETA: 1h 15m 58s [2025-11-22T02:10:16.817139] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:16.817232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:16.822193] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:16.824704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:16.825492] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:16.826729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:16.857678] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 31.5s | Global ETA: 1h 15m 58s [2025-11-22T02:10:16.858567] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:16.858633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:16.860318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:16.860824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:16.861218] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:16.861987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:16.917135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.016516] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 3.3s | Global ETA: 1h 15m 59s [2025-11-22T02:10:17.017449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:17.017512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:17.022413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:17.024399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:17.024889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:17.025274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:17.069071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:17.072152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.365061] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 1m 14s | Global ETA: 1h 15m 59s [2025-11-22T02:10:17.365969] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:17.366049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:17.366913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.507024] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 30.9s | Global ETA: 1h 15m 59s [2025-11-22T02:10:17.507965] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:17.508030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:17.509764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:17.510257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:17.510667] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:17.511437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:17.511562] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.97% | Symbol ETA: 27.2s | Global ETA: 1h 15m 60s [2025-11-22T02:10:17.512529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:17.512596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:17.517782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:17.520459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:17.521313] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:17.522562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.568299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.743660] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 1.31% | Symbol ETA: 2.6s | Global ETA: 1h 15m 60s [2025-11-22T02:10:17.744515] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:17.744578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:17.749413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:17.751172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:17.751681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:17.752067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:17.796034] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:17.799085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:17.945013] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.31% | Symbol ETA: 1m 13s | Global ETA: 1h 16m 0s [2025-11-22T02:10:17.945941] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:17.946001] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:17.949880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:18.194780] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 30.2s | Global ETA: 1h 16m 1s [2025-11-22T02:10:18.195671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:18.195734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:18.197386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:18.197875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:18.198256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:18.199002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:18.204888] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 26.6s | Global ETA: 1h 16m 1s [2025-11-22T02:10:18.205785] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:18.205846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:18.210623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:18.212992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:18.213774] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:18.214951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:18.254415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:18.412755] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 4.78% | Symbol ETA: 1.9s | Global ETA: 1h 16m 1s [2025-11-22T02:10:18.413623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:18.413710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:18.418393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:18.420116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:18.420573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:18.420970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:18.464041] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:18.466837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:18.543067] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 1m 13s | Global ETA: 1h 16m 2s [2025-11-22T02:10:18.543992] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:18.544051] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:18.544899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:18.840577] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.48% | Symbol ETA: 29.6s | Global ETA: 1h 16m 2s [2025-11-22T02:10:18.841484] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:18.841547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:18.843194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:18.843682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:18.844063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:18.844811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:10:18.879516] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.05% | Symbol ETA: 25.9s | Global ETA: 1h 16m 2s [2025-11-22T02:10:18.900804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:19.048846] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 2.28% [2025-11-22T02:10:19.079251] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -4.35% | Symbol ETA: 1.2s | Global ETA: 1h 16m 3s [2025-11-22T02:10:19.080159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:19.080221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:19.085054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:19.086769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:19.087237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:19.087621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:19.130363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:10:19.133119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:19.133288] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.49% | Symbol ETA: 1m 12s | Global ETA: 1h 16m 3s [2025-11-22T02:10:19.134175] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:19.134236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:19.135109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:19.215975] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.97% [2025-11-22T02:10:19.386287] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 0.71% [2025-11-22T02:10:19.494846] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 28.9s | Global ETA: 1h 16m 3s [2025-11-22T02:10:19.561055] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 2.08% [2025-11-22T02:10:19.663235] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.83%, Actual: 1.97% [2025-11-22T02:10:19.709352] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 1m 12s | Global ETA: 1h 16m 4s [2025-11-22T02:10:19.710242] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:19.710302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:19.711153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:19.736799] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 2.37%, Actual: 1.70% [2025-11-22T02:10:19.742248] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -3.23% | Symbol ETA: 0.5s | Global ETA: 1h 16m 4s [2025-11-22T02:10:19.830222] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.32%, Actual: 1.66% [2025-11-22T02:10:19.907881] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 1.06% [2025-11-22T02:10:19.910668] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.71%, Actual: 7.53% [2025-11-22T02:10:19.996965] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 0.06% [2025-11-22T02:10:20.078175] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.54%, Actual: 2.40% [2025-11-22T02:10:20.086953] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.70%, Actual: 1.14% [2025-11-22T02:10:20.164618] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 1.56% [2025-11-22T02:10:20.245708] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 2.70%, Actual: 0.80% [2025-11-22T02:10:20.266206] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 1.31% [2025-11-22T02:10:20.278056] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.83% | Symbol ETA: 1m 11s | Global ETA: 1h 16m 5s [2025-11-22T02:10:20.278944] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:20.279003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:20.279866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:20.332792] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.07% [2025-11-22T02:10:20.412318] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.02% [2025-11-22T02:10:20.435702] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 3.34% [2025-11-22T02:10:20.498356] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.01% [2025-11-22T02:10:20.579094] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 4.31% [2025-11-22T02:10:20.614684] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.05%, Actual: 1.17% [2025-11-22T02:10:20.614881] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 38.0544% [2025-11-22T02:10:20.614936] [INFO ] [main ] PEN: DISCARDED add_intraday_skewness_proxies (score: 38.05%) [2025-11-22T02:10:20.614976] [INFO ] [main ] PEN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:10:20.615008] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_intraday_volatility_percentile'] [2025-11-22T02:10:20.615045] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:20.628889] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:20.630421] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:20.630857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:20.635831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:20.638398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:20.639226] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:20.666128] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 1.01% [2025-11-22T02:10:20.729789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:20.746870] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 3.35% [2025-11-22T02:10:20.834553] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 0.04% [2025-11-22T02:10:20.851088] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.28% | Symbol ETA: 1m 11s | Global ETA: 1h 16m 6s [2025-11-22T02:10:20.914366] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 1.31%, Actual: 1.64% [2025-11-22T02:10:21.002208] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.48%, Actual: 6.45% [2025-11-22T02:10:21.018228] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -4.05%, Actual: 0.56% [2025-11-22T02:10:21.082199] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 4.78%, Actual: 1.27% [2025-11-22T02:10:21.167311] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.31%, Actual: 1.13% [2025-11-22T02:10:21.167536] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.1764% [2025-11-22T02:10:21.167621] [INFO ] [main ] BEP: DISCARDED add_gap_resolution_state (score: 35.18%) [2025-11-22T02:10:21.167682] [INFO ] [main ] BEP: Testing feature 13/53: add_gaps [2025-11-22T02:10:21.167717] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gaps'] [2025-11-22T02:10:21.167751] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:21.178901] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:21.180316] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:21.180379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:21.182080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:21.182570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:21.182975] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:21.182996] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.94%, Actual: 2.13% [2025-11-22T02:10:21.183734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:21.184425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:21.248323] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -4.35%, Actual: 6.65% [2025-11-22T02:10:21.346989] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 3.71%, Actual: 1.04% [2025-11-22T02:10:21.397277] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -3.27% | Symbol ETA: 30.3s | Global ETA: 1h 16m 7s [2025-11-22T02:10:21.398229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:21.398293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:21.403329] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:21.406409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:21.407733] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:21.415073] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -3.23%, Actual: 1.38% [2025-11-22T02:10:21.415267] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.4935% [2025-11-22T02:10:21.415390] [INFO ] [main ] SDRL: DISCARDED add_volume_flow_differentials (score: 45.49%) [2025-11-22T02:10:21.415435] [INFO ] [main ] SDRL: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:10:21.415468] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_pressure_into_close'] [2025-11-22T02:10:21.415886] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:10:21.429948] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:21.431324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:21.431386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:21.436152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:21.437987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:21.438449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:21.438853] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:21.483050] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:21.484747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:21.498777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:21.518598] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 2.43% [2025-11-22T02:10:21.684611] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.31%, Actual: 0.09% [2025-11-22T02:10:21.772204] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.55% | Symbol ETA: 32.8s | Global ETA: 1h 16m 8s [2025-11-22T02:10:21.773114] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:21.773175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:21.774804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:21.775275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:21.775718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:21.776446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:21.777151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:21.854098] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 2.34% [2025-11-22T02:10:22.021747] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.49%, Actual: 1.82% [2025-11-22T02:10:22.103362] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -2.79% | Symbol ETA: 6.4s | Global ETA: 1h 16m 9s [2025-11-22T02:10:22.104248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:22.104310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:22.109056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:22.110797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:22.111254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:22.111634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:22.155185] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:22.156841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:22.165803] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 29.5s | Global ETA: 1h 16m 9s [2025-11-22T02:10:22.166706] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:22.166767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:22.171539] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:22.173974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:22.174763] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:22.187550] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 1.09% [2025-11-22T02:10:22.258796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:22.353161] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.83%, Actual: 0.21% [2025-11-22T02:10:22.369346] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 32.2s | Global ETA: 1h 16m 9s [2025-11-22T02:10:22.370277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:22.370340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:22.372020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:22.372503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:22.372903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:22.373687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:22.374372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:22.521104] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.28%, Actual: 3.28% [2025-11-22T02:10:22.521314] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 40.3498% [2025-11-22T02:10:22.521396] [INFO ] [main ] PEB: KEPT add_composite_volatility_context (score: 40.35%) [2025-11-22T02:10:22.521437] [INFO ] [main ] PEB: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:10:22.521468] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:10:22.521504] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:22.534783] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:22.536145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:22.536207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:22.537072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:22.539625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:22.767278] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 3.31% | Symbol ETA: 5.7s | Global ETA: 1h 16m 10s [2025-11-22T02:10:22.768156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:22.768218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:22.773006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:22.774762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:22.775220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:22.775636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:22.819682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:22.821456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:22.929685] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 28.8s | Global ETA: 1h 16m 10s [2025-11-22T02:10:22.930584] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:22.930670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:22.935587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:22.938179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:22.939032] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:23.028353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.037111] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 31.8s | Global ETA: 1h 16m 11s [2025-11-22T02:10:23.038148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:23.038213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:23.039954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:23.040454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:23.040871] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:23.041619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:23.042372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.120712] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -3.98% | Symbol ETA: 1m 3s | Global ETA: 1h 16m 11s [2025-11-22T02:10:23.121604] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:23.121683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:23.122517] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:23.124936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.437774] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 4.60% | Symbol ETA: 5.0s | Global ETA: 1h 16m 11s [2025-11-22T02:10:23.438706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:23.438768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:23.443537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:23.445311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:23.445790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:23.446169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:23.490490] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:23.492716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.641093] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.57% | Symbol ETA: 31.1s | Global ETA: 1h 16m 12s [2025-11-22T02:10:23.642002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:23.642088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:23.643724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:23.644193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:23.644580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:23.645317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:23.646027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.698350] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 28.0s | Global ETA: 1h 16m 12s [2025-11-22T02:10:23.699255] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:23.699319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:23.704155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:23.706566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:23.707394] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:23.720752] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.26% | Symbol ETA: 1m 2s | Global ETA: 1h 16m 12s [2025-11-22T02:10:23.721612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:23.721693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:23.722511] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:23.724924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:23.791185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.103664] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.85% | Symbol ETA: 4.4s | Global ETA: 1h 16m 13s [2025-11-22T02:10:24.104520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:24.104582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:24.109330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:24.111067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:24.111535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:24.111932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:24.157672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:24.159689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.234485] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 30.5s | Global ETA: 1h 16m 13s [2025-11-22T02:10:24.235385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:24.235446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:24.237497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:24.238010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:24.238389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:24.239139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:24.239853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.318602] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.38% | Symbol ETA: 1m 2s | Global ETA: 1h 16m 13s [2025-11-22T02:10:24.322525] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:24.322586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:24.323427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:24.325897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.469699] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 27.2s | Global ETA: 1h 16m 13s [2025-11-22T02:10:24.470564] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:24.470627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:24.475533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:24.478191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:24.479040] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:24.564491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.833272] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 3.7s | Global ETA: 1h 16m 14s [2025-11-22T02:10:24.834284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:24.834352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:24.839698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:24.841576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:24.842122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:24.842525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:24.866957] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 29.9s | Global ETA: 1h 16m 14s [2025-11-22T02:10:24.867901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:24.867988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:24.869867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:24.870397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:24.870903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:24.871689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:24.872370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.890197] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:24.892246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:24.904486] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 1m 1s | Global ETA: 1h 16m 14s [2025-11-22T02:10:24.905370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:24.905431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:24.906268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:24.908734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:25.225282] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.19% | Symbol ETA: 26.5s | Global ETA: 1h 16m 15s [2025-11-22T02:10:25.226210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:25.226275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:25.231285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:25.233729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:25.234496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:25.321760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:25.460166] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 29.3s | Global ETA: 1h 16m 15s [2025-11-22T02:10:25.461091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:25.461155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:25.462880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:25.463369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:25.463796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:25.464550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:25.465278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:25.477694] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.14% | Symbol ETA: 1m 0s | Global ETA: 1h 16m 15s [2025-11-22T02:10:25.478560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:25.478621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:25.479463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:25.481878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:25.559165] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 3.1s | Global ETA: 1h 16m 16s [2025-11-22T02:10:25.560096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:25.560159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:25.565894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:25.567680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:25.568142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:25.568521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:25.611545] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:25.613465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:25.982403] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.49% | Symbol ETA: 25.7s | Global ETA: 1h 16m 16s [2025-11-22T02:10:25.983307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:25.983369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:25.991442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:25.993915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:25.994783] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:26.041199] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 28.6s | Global ETA: 1h 16m 17s [2025-11-22T02:10:26.042090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:26.042152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:26.043784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:26.044248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:26.044621] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:26.045358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:26.046066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.055226] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 59.7s | Global ETA: 1h 16m 17s [2025-11-22T02:10:26.056109] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:26.056170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:26.057001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:26.059423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.077819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.243123] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 4.55% | Symbol ETA: 2.4s | Global ETA: 1h 16m 17s [2025-11-22T02:10:26.244130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:26.244203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:26.250442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:26.252726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:26.253236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:26.253670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:26.300137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:26.302072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.620984] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.03% | Symbol ETA: 28.0s | Global ETA: 1h 16m 18s [2025-11-22T02:10:26.621871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:26.621933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:26.623549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:26.623601] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 59.1s | Global ETA: 1h 16m 18s [2025-11-22T02:10:26.624036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:26.624416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:26.624476] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:26.624537] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:26.625162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:26.625378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:26.625870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.627848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.733589] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.45% | Symbol ETA: 24.9s | Global ETA: 1h 16m 18s [2025-11-22T02:10:26.734473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:26.734535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:26.739426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:26.741865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:26.742738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:26.827450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:26.948055] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 1.7s | Global ETA: 1h 16m 18s [2025-11-22T02:10:26.948995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:26.949060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:26.954083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:26.956160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:26.956639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:26.957060] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:27.002377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:27.004163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:27.194024] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 58.6s | Global ETA: 1h 16m 19s [2025-11-22T02:10:27.194910] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:27.194972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:27.195847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:27.198350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:27.202950] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 27.4s | Global ETA: 1h 16m 19s [2025-11-22T02:10:27.369517] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.55%, Actual: 1.97% [2025-11-22T02:10:27.489366] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -1.00% | Symbol ETA: 24.2s | Global ETA: 1h 16m 19s [2025-11-22T02:10:27.490300] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:27.490369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:27.495131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:27.497561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:27.498364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:27.536741] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 1.66% [2025-11-22T02:10:27.582473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:27.642635] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -5.94% | Symbol ETA: 1.0s | Global ETA: 1h 16m 20s [2025-11-22T02:10:27.643562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:27.643639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:27.649180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:27.651203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:27.651743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:27.652166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:27.700207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:10:27.702321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:27.703152] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 0.06% [2025-11-22T02:10:27.780254] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.65% | Symbol ETA: 58.0s | Global ETA: 1h 16m 20s [2025-11-22T02:10:27.781321] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:27.781385] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:27.782323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:27.784816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:27.869074] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 1.56% [2025-11-22T02:10:28.034265] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 0.07% [2025-11-22T02:10:28.199902] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 0.01% [2025-11-22T02:10:28.249382] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.97% | Symbol ETA: 23.4s | Global ETA: 1h 16m 21s [2025-11-22T02:10:28.321780] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -4.81% | Symbol ETA: 0.3s | Global ETA: 1h 16m 21s [2025-11-22T02:10:28.365123] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 1.01% [2025-11-22T02:10:28.381219] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 57.4s | Global ETA: 1h 16m 21s [2025-11-22T02:10:28.417932] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -3.27%, Actual: 2.28% [2025-11-22T02:10:28.491374] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -2.79%, Actual: 7.53% [2025-11-22T02:10:28.530469] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.06%, Actual: 0.04% [2025-11-22T02:10:28.550332] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -3.98%, Actual: 0.56% [2025-11-22T02:10:28.583864] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.97% [2025-11-22T02:10:28.657746] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.31%, Actual: 2.40% [2025-11-22T02:10:28.694105] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.03%, Actual: 6.45% [2025-11-22T02:10:28.720408] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 2.13% [2025-11-22T02:10:28.751282] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.43%, Actual: 0.71% [2025-11-22T02:10:28.829307] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 4.60%, Actual: 0.80% [2025-11-22T02:10:28.859771] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 1.13% [2025-11-22T02:10:28.859925] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.0775% [2025-11-22T02:10:28.860006] [INFO ] [main ] BEP: DISCARDED add_gaps (score: 32.08%) [2025-11-22T02:10:28.860049] [INFO ] [main ] BEP: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:10:28.860081] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_intraday_skewness_proxies'] [2025-11-22T02:10:28.860116] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:28.871715] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:28.873149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:28.873211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:28.874889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:28.875378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:28.875778] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:28.876500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:28.877674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:28.890025] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 1.04% [2025-11-22T02:10:28.922399] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 2.08% [2025-11-22T02:10:28.997611] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.85%, Actual: 1.02% [2025-11-22T02:10:29.056957] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 2.43% [2025-11-22T02:10:29.088624] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 1.70% [2025-11-22T02:10:29.164429] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 4.31% [2025-11-22T02:10:29.222439] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.14%, Actual: 0.09% [2025-11-22T02:10:29.257284] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 1.06% [2025-11-22T02:10:29.329302] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 3.35% [2025-11-22T02:10:29.387937] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 2.34% [2025-11-22T02:10:29.423324] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.49%, Actual: 1.14% [2025-11-22T02:10:29.451921] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 28.3s | Global ETA: 1h 16m 23s [2025-11-22T02:10:29.452849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:29.452910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:29.454518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:29.455004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:29.455384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:29.456166] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:29.457288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:29.496529] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 4.55%, Actual: 1.64% [2025-11-22T02:10:29.553576] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.88%, Actual: 1.82% [2025-11-22T02:10:29.590680] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 1.31% [2025-11-22T02:10:29.665184] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 1.27% [2025-11-22T02:10:29.720085] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 1.09% [2025-11-22T02:10:29.756447] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 3.34% [2025-11-22T02:10:29.831422] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -5.94%, Actual: 6.65% [2025-11-22T02:10:29.886225] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.65%, Actual: 0.21% [2025-11-22T02:10:29.926691] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.97%, Actual: 1.17% [2025-11-22T02:10:29.926916] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 40.6270% [2025-11-22T02:10:29.927007] [INFO ] [main ] PEN: DISCARDED add_intraday_volatility_percentile (score: 40.63%) [2025-11-22T02:10:29.927051] [INFO ] [main ] PEN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:10:29.927085] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_last_hour_momentum_mag'] [2025-11-22T02:10:29.927122] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:29.941629] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:29.943099] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:29.943165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:29.948411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:29.951042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:29.951858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:29.952474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.006465] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -4.81%, Actual: 1.38% [2025-11-22T02:10:30.006687] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 45.3764% [2025-11-22T02:10:30.006789] [INFO ] [main ] SDRL: DISCARDED add_volume_pressure_into_close (score: 45.38%) [2025-11-22T02:10:30.006830] [INFO ] [main ] SDRL: Testing feature 52/53: add_volume_zscore [2025-11-22T02:10:30.006861] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_volume_zscore'] [2025-11-22T02:10:30.006895] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:10:30.021108] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:30.022551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:30.022626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:30.027402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:30.029236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:30.029718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:30.030097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:30.037934] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.51% | Symbol ETA: 27.7s | Global ETA: 1h 16m 25s [2025-11-22T02:10:30.038848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:30.038910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:30.040513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:30.041002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:30.041378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:30.042128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:30.043257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.052830] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 3.28% [2025-11-22T02:10:30.053032] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 32.7862% [2025-11-22T02:10:30.053085] [INFO ] [main ] PEB: DISCARDED add_day_shape_ratios (score: 32.79%) [2025-11-22T02:10:30.053124] [INFO ] [main ] PEB: Testing feature 8/53: add_directional_consistency [2025-11-22T02:10:30.053155] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:10:30.053188] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:30.066074] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:30.070104] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:30.070164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:30.071037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:30.074065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:30.075806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.197098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.623125] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.82% | Symbol ETA: 27.2s | Global ETA: 1h 16m 26s [2025-11-22T02:10:30.624214] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:30.624279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:30.626101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:30.626612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:30.627012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:30.627818] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:30.628986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.638282] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -2.47% | Symbol ETA: 29.2s | Global ETA: 1h 16m 26s [2025-11-22T02:10:30.639255] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:30.639318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:30.644272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:30.646901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:30.647813] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:30.648463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.703609] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -5.24% | Symbol ETA: 6.3s | Global ETA: 1h 16m 26s [2025-11-22T02:10:30.704868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:30.704930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:30.709722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:30.711413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:30.711896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:30.712276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:30.756428] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:30.758095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:30.782239] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -3.07% | Symbol ETA: 54.9s | Global ETA: 1h 16m 26s [2025-11-22T02:10:30.783181] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:30.783242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:30.784086] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:30.914957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:31.207771] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 26.6s | Global ETA: 1h 16m 27s [2025-11-22T02:10:31.208656] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:31.208720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:31.210324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:31.210818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:31.211197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:31.211943] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:31.213052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:31.312696] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.29% | Symbol ETA: 28.5s | Global ETA: 1h 16m 27s [2025-11-22T02:10:31.314141] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:31.314203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:31.319132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:31.321584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:31.322378] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:31.323024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:31.372863] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.73% | Symbol ETA: 5.6s | Global ETA: 1h 16m 27s [2025-11-22T02:10:31.373751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:31.373814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:31.378588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:31.380371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:31.380862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:31.381244] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:31.424770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:31.426400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:31.549726] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 54.3s | Global ETA: 1h 16m 28s [2025-11-22T02:10:31.550710] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:31.550774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:31.551620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:31.681728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:31.795597] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 26.0s | Global ETA: 1h 16m 28s [2025-11-22T02:10:31.796465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:31.796527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:31.798174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:31.798674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:31.799063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:31.799792] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:31.800943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.016301] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 27.8s | Global ETA: 1h 16m 29s [2025-11-22T02:10:32.017274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:32.017336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:32.023048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:32.025779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:32.026629] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:32.027357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.032524] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.65% | Symbol ETA: 4.9s | Global ETA: 1h 16m 29s [2025-11-22T02:10:32.033400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:32.033461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:32.038201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:32.039911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:32.040376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:32.040777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:32.082996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:32.084553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.286379] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 53.6s | Global ETA: 1h 16m 29s [2025-11-22T02:10:32.287366] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:32.287452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:32.288343] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:32.388907] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 25.4s | Global ETA: 1h 16m 29s [2025-11-22T02:10:32.389803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:32.389865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:32.391485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:32.391977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:32.392359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:32.393113] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:32.394213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.417701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.687004] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.84% | Symbol ETA: 27.1s | Global ETA: 1h 16m 30s [2025-11-22T02:10:32.687947] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:32.688008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:32.692201] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -4.60% | Symbol ETA: 4.2s | Global ETA: 1h 16m 30s [2025-11-22T02:10:32.692778] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:32.693093] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:32.693156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:32.695145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:32.695932] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:32.696541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.697898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:32.699670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:32.700137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:32.700518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:32.743597] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:32.745309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:32.995912] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 24.8s | Global ETA: 1h 16m 30s [2025-11-22T02:10:32.996825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:32.996887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:32.998530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:32.999030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:32.999411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:33.000158] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:33.001293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:33.012147] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 52.8s | Global ETA: 1h 16m 31s [2025-11-22T02:10:33.013029] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:33.013091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:33.013944] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:33.142067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:33.352403] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -1.27% | Symbol ETA: 3.5s | Global ETA: 1h 16m 31s [2025-11-22T02:10:33.353295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:33.353357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:33.358104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:33.359818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:33.360288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:33.360687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:33.366999] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.63% | Symbol ETA: 26.4s | Global ETA: 1h 16m 31s [2025-11-22T02:10:33.367977] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:33.368040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:33.372890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:33.375401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:33.376197] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:33.376831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:33.403307] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:33.404887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:33.591964] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 24.3s | Global ETA: 1h 16m 32s [2025-11-22T02:10:33.592889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:33.592952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:33.594635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:33.595144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:33.595527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:33.596281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:33.597424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:33.717597] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.96% | Symbol ETA: 52.1s | Global ETA: 1h 16m 32s [2025-11-22T02:10:33.718509] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:33.718571] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:33.719409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:33.842735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.002836] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -4.04% | Symbol ETA: 2.8s | Global ETA: 1h 16m 32s [2025-11-22T02:10:34.003734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:34.003795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:34.008485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:34.010219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:34.010706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:34.011089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:34.020459] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.25% | Symbol ETA: 25.7s | Global ETA: 1h 16m 33s [2025-11-22T02:10:34.021363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:34.021424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:34.026181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:34.028628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:34.029456] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:34.030106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.053476] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:34.055121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.187789] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.55% | Symbol ETA: 23.7s | Global ETA: 1h 16m 33s [2025-11-22T02:10:34.188714] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:34.188790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:34.190429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:34.190928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:34.191306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:34.192054] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:10:34.193208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.421809] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 51.3s | Global ETA: 1h 16m 33s [2025-11-22T02:10:34.422918] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:34.422990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:34.423967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:34.556657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.668906] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.09% | Symbol ETA: 2.2s | Global ETA: 1h 16m 34s [2025-11-22T02:10:34.669797] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:34.669870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:34.674555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:34.676318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:34.676804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:34.677193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:34.689748] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 5.37% | Symbol ETA: 25.0s | Global ETA: 1h 16m 34s [2025-11-22T02:10:34.690620] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:34.690700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:34.695433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:34.697890] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:34.698672] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:34.699328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.720137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:34.721726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:34.780735] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 23.1s | Global ETA: 1h 16m 34s [2025-11-22T02:10:34.948896] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 1.97% [2025-11-22T02:10:35.112919] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.51%, Actual: 1.66% [2025-11-22T02:10:35.158575] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 3.25% | Symbol ETA: 50.6s | Global ETA: 1h 16m 35s [2025-11-22T02:10:35.159540] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:35.159603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:35.160477] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:35.279786] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.82%, Actual: 0.06% [2025-11-22T02:10:35.290694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:35.327896] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 3.25% | Symbol ETA: 1.5s | Global ETA: 1h 16m 35s [2025-11-22T02:10:35.328783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:35.328845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:35.333584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:35.335341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:35.335829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:35.336208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:35.357787] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 24.3s | Global ETA: 1h 16m 35s [2025-11-22T02:10:35.358702] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:35.358775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:35.363552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:35.365981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:35.366769] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:35.367411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:35.378183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:35.379754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:35.443829] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 1.56% [2025-11-22T02:10:35.607595] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 0.07% [2025-11-22T02:10:35.771266] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.01% [2025-11-22T02:10:35.868309] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.48% | Symbol ETA: 49.9s | Global ETA: 1h 16m 36s [2025-11-22T02:10:35.869223] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:35.869286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:35.870149] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:35.936475] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 1.01% [2025-11-22T02:10:35.982242] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -7.12% | Symbol ETA: 0.8s | Global ETA: 1h 16m 36s [2025-11-22T02:10:35.983138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:35.983200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:35.987897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:35.989585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:35.990087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:35.990469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:35.996986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:36.016997] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 2.39% | Symbol ETA: 23.6s | Global ETA: 1h 16m 37s [2025-11-22T02:10:36.017942] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:36.018003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:36.022799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:36.025196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:36.025987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:36.026620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:36.032481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:10:36.034071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:36.099538] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 0.04% [2025-11-22T02:10:36.263541] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.55%, Actual: 6.45% [2025-11-22T02:10:36.428028] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.54%, Actual: 1.13% [2025-11-22T02:10:36.428170] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 39.7383% [2025-11-22T02:10:36.428248] [INFO ] [main ] BEP: DISCARDED add_intraday_skewness_proxies (score: 39.74%) [2025-11-22T02:10:36.428290] [INFO ] [main ] BEP: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:10:36.428322] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_intraday_volatility_percentile'] [2025-11-22T02:10:36.428355] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:36.439631] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:36.441017] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:36.441079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:36.442761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:36.443250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:36.443632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:36.444383] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:36.529386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:36.590939] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.66% | Symbol ETA: 49.1s | Global ETA: 1h 16m 38s [2025-11-22T02:10:36.591873] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:36.591962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:36.592808] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:10:36.635585] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.47% | Symbol ETA: 0.2s | Global ETA: 1h 16m 38s [2025-11-22T02:10:36.684886] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.87% | Symbol ETA: 23.0s | Global ETA: 1h 16m 38s [2025-11-22T02:10:36.722390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:36.807103] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -5.24%, Actual: 7.53% [2025-11-22T02:10:36.851370] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -2.47%, Actual: 2.28% [2025-11-22T02:10:36.972967] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.73%, Actual: 2.40% [2025-11-22T02:10:37.017538] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 0.97% [2025-11-22T02:10:37.105011] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 26.5s | Global ETA: 1h 16m 39s [2025-11-22T02:10:37.105910] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:37.105973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:37.107617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:37.108107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:37.108488] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:37.109238] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:37.150367] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.65%, Actual: 0.80% [2025-11-22T02:10:37.182544] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.29%, Actual: 0.71% [2025-11-22T02:10:37.195251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:37.303462] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 48.4s | Global ETA: 1h 16m 39s [2025-11-22T02:10:37.324374] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -4.60%, Actual: 1.02% [2025-11-22T02:10:37.352452] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.84%, Actual: 2.08% [2025-11-22T02:10:37.474909] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -3.07%, Actual: 0.56% [2025-11-22T02:10:37.488092] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -1.27%, Actual: 4.31% [2025-11-22T02:10:37.519759] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.63%, Actual: 1.70% [2025-11-22T02:10:37.646096] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 2.13% [2025-11-22T02:10:37.653070] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -4.04%, Actual: 3.35% [2025-11-22T02:10:37.685573] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.25%, Actual: 1.06% [2025-11-22T02:10:37.776713] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 25.9s | Global ETA: 1h 16m 40s [2025-11-22T02:10:37.777613] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:37.777694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:37.779346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:37.779831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:37.780210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:37.780947] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:37.816912] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.09%, Actual: 1.64% [2025-11-22T02:10:37.821474] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.87%, Actual: 1.04% [2025-11-22T02:10:37.851321] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 5.37%, Actual: 1.14% [2025-11-22T02:10:37.866052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:37.982977] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 3.25%, Actual: 1.27% [2025-11-22T02:10:37.997267] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.43% [2025-11-22T02:10:38.016623] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 1.31% [2025-11-22T02:10:38.150725] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -7.12%, Actual: 6.65% [2025-11-22T02:10:38.170060] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.96%, Actual: 0.09% [2025-11-22T02:10:38.182208] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 2.39%, Actual: 3.34% [2025-11-22T02:10:38.318824] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.47%, Actual: 1.38% [2025-11-22T02:10:38.319007] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 53.2555% [2025-11-22T02:10:38.319103] [INFO ] [main ] SDRL: DISCARDED add_volume_zscore (score: 53.26%) [2025-11-22T02:10:38.319144] [INFO ] [main ] SDRL: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:10:38.319175] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state', 'add_vwap_deviations'] [2025-11-22T02:10:38.319208] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T02:10:38.332987] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:38.334370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:38.334432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:38.339290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:38.340468] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 2.34% [2025-11-22T02:10:38.341091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:38.341559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:38.341958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:38.348494] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.87%, Actual: 1.17% [2025-11-22T02:10:38.348703] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 50.2261% [2025-11-22T02:10:38.348796] [INFO ] [main ] PEN: DISCARDED add_last_hour_momentum_mag (score: 50.23%) [2025-11-22T02:10:38.348841] [INFO ] [main ] PEN: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:10:38.348872] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_day_volatility'] [2025-11-22T02:10:38.348908] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:38.362059] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:38.363321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:38.363382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:38.368226] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:38.370695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:38.371456] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:38.373228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:38.386207] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:38.391870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:38.447545] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -3.54% | Symbol ETA: 25.2s | Global ETA: 1h 16m 41s [2025-11-22T02:10:38.448838] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:38.448913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:38.450542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:38.451034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:38.451410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:38.452171] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:38.509919] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 3.25%, Actual: 1.82% [2025-11-22T02:10:38.537130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:38.677704] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.48%, Actual: 1.09% [2025-11-22T02:10:38.847103] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.66%, Actual: 0.21% [2025-11-22T02:10:38.996518] [INFO ] [main ] SDRL: Lookback Days: 2, Magnitude: -4.58% | Symbol ETA: 6.0s | Global ETA: 1h 16m 42s [2025-11-22T02:10:38.997455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:38.997517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:39.002259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:39.003988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:39.004636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:39.005240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:39.021893] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.11%, Actual: 3.28% [2025-11-22T02:10:39.022112] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 32.4773% [2025-11-22T02:10:39.022210] [INFO ] [main ] PEB: DISCARDED add_directional_consistency (score: 32.48%) [2025-11-22T02:10:39.022275] [INFO ] [main ] PEB: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:10:39.022308] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:10:39.022343] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:39.033707] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 25.0s | Global ETA: 1h 16m 43s [2025-11-22T02:10:39.034589] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:39.034669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:39.035900] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:39.037563] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:39.037623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:39.038701] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:39.040496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:39.040556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.042907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:39.043689] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:39.045468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.051488] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:39.057533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.118400] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 24.6s | Global ETA: 1h 16m 43s [2025-11-22T02:10:39.119336] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:39.119399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:39.121048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:39.121515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:39.121915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:39.122639] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:39.207066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.616926] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -4.10% | Symbol ETA: 54.6s | Global ETA: 1h 16m 44s [2025-11-22T02:10:39.617877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:39.617940] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:39.618870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:39.620567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.661318] [INFO ] [main ] SDRL: Lookback Days: 3, Magnitude: 2.75% | Symbol ETA: 5.3s | Global ETA: 1h 16m 44s [2025-11-22T02:10:39.662205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:39.662266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:39.667011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:39.668815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:39.669306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:39.670044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:39.704911] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 24.3s | Global ETA: 1h 16m 44s [2025-11-22T02:10:39.705794] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:39.705854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:39.710664] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:39.713087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:39.713862] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:39.713882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:39.715661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.719426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:39.782088] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 23.9s | Global ETA: 1h 16m 44s [2025-11-22T02:10:39.782988] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:39.783052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:39.784689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:39.785162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:39.785538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:39.786281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:39.870053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.215896] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 54.0s | Global ETA: 1h 16m 45s [2025-11-22T02:10:40.216786] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:40.216855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:40.217728] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:40.219469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.329126] [INFO ] [main ] SDRL: Lookback Days: 4, Magnitude: 5.25% | Symbol ETA: 4.7s | Global ETA: 1h 16m 45s [2025-11-22T02:10:40.330022] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:40.330085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:40.334802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:40.336498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:40.336986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:40.337399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:40.371145] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.24% | Symbol ETA: 23.6s | Global ETA: 1h 16m 45s [2025-11-22T02:10:40.372514] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:40.372576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:40.377403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:40.379912] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:40.380711] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:40.380866] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:40.382454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.386435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.450728] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.84% | Symbol ETA: 23.2s | Global ETA: 1h 16m 45s [2025-11-22T02:10:40.451596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:40.451678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:40.453303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:40.453788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:40.454166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:40.454965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:40.538187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.789421] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 53.4s | Global ETA: 1h 16m 46s [2025-11-22T02:10:40.790310] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:40.790371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:40.791210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:40.792922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:40.990959] [INFO ] [main ] SDRL: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 4.0s | Global ETA: 1h 16m 46s [2025-11-22T02:10:40.991864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:40.991927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:40.996603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:40.998357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:40.998845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:40.999231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:41.040295] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 23.0s | Global ETA: 1h 16m 47s [2025-11-22T02:10:41.041327] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:41.041389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:41.041810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:41.046175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:41.047411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.048608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:41.049392] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:41.051172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.111727] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 22.5s | Global ETA: 1h 16m 47s [2025-11-22T02:10:41.112596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:41.112679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:41.114323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:41.114819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:41.115196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:41.115936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:41.199463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.361450] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 52.8s | Global ETA: 1h 16m 47s [2025-11-22T02:10:41.362327] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:41.362395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:41.363237] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:41.364912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.665420] [INFO ] [main ] SDRL: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 3.3s | Global ETA: 1h 16m 48s [2025-11-22T02:10:41.666299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:41.666361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:41.671138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:41.672885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:41.673356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:41.673768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:41.709223] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.76% | Symbol ETA: 22.3s | Global ETA: 1h 16m 48s [2025-11-22T02:10:41.710122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:41.710183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:41.714929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:41.716956] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:41.717413] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:41.718207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:41.719996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.722726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.778517] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 21.9s | Global ETA: 1h 16m 48s [2025-11-22T02:10:41.779406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:41.779467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:41.781115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:41.781582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:41.781978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:41.782718] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:41.867360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:41.938134] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.95% | Symbol ETA: 52.2s | Global ETA: 1h 16m 48s [2025-11-22T02:10:41.939056] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:41.939118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:41.939952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:41.941589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:42.331689] [INFO ] [main ] SDRL: Lookback Days: 7, Magnitude: -3.66% | Symbol ETA: 2.7s | Global ETA: 1h 16m 49s [2025-11-22T02:10:42.332567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:42.332630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:42.337454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:42.339355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:42.339854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:42.340238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:42.371049] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.52% | Symbol ETA: 21.6s | Global ETA: 1h 16m 49s [2025-11-22T02:10:42.371939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:42.372000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:42.376707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:42.379135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:42.380247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:42.381998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:42.383315] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:42.389314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:42.447123] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.62% | Symbol ETA: 21.2s | Global ETA: 1h 16m 49s [2025-11-22T02:10:42.448064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:42.448126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:42.449780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:42.450282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:42.450681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:42.451413] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:10:42.510452] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 51.6s | Global ETA: 1h 16m 50s [2025-11-22T02:10:42.511333] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:42.511605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:42.512456] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:42.514108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:42.535587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:42.996084] [INFO ] [main ] SDRL: Lookback Days: 8, Magnitude: 2.21% | Symbol ETA: 2.0s | Global ETA: 1h 16m 50s [2025-11-22T02:10:42.996974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:42.997035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:43.001995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:43.003722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:43.004368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:43.004773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:43.039347] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.30% | Symbol ETA: 21.0s | Global ETA: 1h 16m 51s [2025-11-22T02:10:43.040243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:43.040304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:43.045064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:43.047503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:43.048285] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:43.048291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:43.050067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.053867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.114843] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 2.47% | Symbol ETA: 51.1s | Global ETA: 1h 16m 51s [2025-11-22T02:10:43.115734] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:43.115796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:43.116610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:43.117020] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 20.5s | Global ETA: 1h 16m 51s [2025-11-22T02:10:43.120343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.284254] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 1.97% [2025-11-22T02:10:43.452089] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 1.66% [2025-11-22T02:10:43.616933] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -3.54%, Actual: 0.06% [2025-11-22T02:10:43.660752] [INFO ] [main ] SDRL: Lookback Days: 9, Magnitude: 1.89% | Symbol ETA: 1.3s | Global ETA: 1h 16m 52s [2025-11-22T02:10:43.661638] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:43.661721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:43.666378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:43.668130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:43.668598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:43.669000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:43.691144] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 50.5s | Global ETA: 1h 16m 52s [2025-11-22T02:10:43.692095] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:43.692157] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:43.693085] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:43.694912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.706501] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.94% | Symbol ETA: 20.3s | Global ETA: 1h 16m 52s [2025-11-22T02:10:43.707426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:43.707488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:43.711488] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:43.712225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:43.714619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:43.715436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:43.717095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.717246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:43.782939] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.56% [2025-11-22T02:10:43.949813] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 0.07% [2025-11-22T02:10:44.117032] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.84%, Actual: 0.01% [2025-11-22T02:10:44.283768] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 1.01% [2025-11-22T02:10:44.316653] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.23% | Symbol ETA: 49.9s | Global ETA: 1h 16m 53s [2025-11-22T02:10:44.317559] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:44.317620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:44.318459] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:10:44.320014] [INFO ] [main ] SDRL: Lookback Days: 10, Magnitude: -6.85% | Symbol ETA: 0.7s | Global ETA: 1h 16m 53s [2025-11-22T02:10:44.320140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:44.320930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:10:44.320993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:44.325734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:44.327503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:44.327993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:44.328379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:44.372453] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 4.17% | Symbol ETA: 19.6s | Global ETA: 1h 16m 53s [2025-11-22T02:10:44.372564] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:10:44.373387] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:44.373480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:44.378276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:44.378542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:44.380702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:44.381469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:44.383234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:44.449674] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.04% [2025-11-22T02:10:44.613291] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.62%, Actual: 6.45% [2025-11-22T02:10:44.777332] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 1.13% [2025-11-22T02:10:44.777489] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.4574% [2025-11-22T02:10:44.777565] [INFO ] [main ] BEP: DISCARDED add_intraday_volatility_percentile (score: 36.46%) [2025-11-22T02:10:44.777607] [INFO ] [main ] BEP: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:10:44.777638] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_last_hour_momentum_mag'] [2025-11-22T02:10:44.777693] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:44.788917] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:44.790134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:44.790196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:44.791876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:44.792366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:44.792779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:44.793505] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:44.794087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:44.887561] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 49.3s | Global ETA: 1h 16m 54s [2025-11-22T02:10:44.996179] [INFO ] [main ] SDRL: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 0.0s | Global ETA: 1h 16m 54s [2025-11-22T02:10:45.031127] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.40% | Symbol ETA: 18.9s | Global ETA: 1h 16m 55s [2025-11-22T02:10:45.057509] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -4.10%, Actual: 0.56% [2025-11-22T02:10:45.166235] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.58%, Actual: 7.53% [2025-11-22T02:10:45.200296] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 2.28% [2025-11-22T02:10:45.223777] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 2.13% [2025-11-22T02:10:45.337463] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 2.40% [2025-11-22T02:10:45.369987] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 25.8s | Global ETA: 1h 16m 55s [2025-11-22T02:10:45.370882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:45.370944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:45.372075] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 0.97% [2025-11-22T02:10:45.372564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:45.373052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:45.373433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:45.374179] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:45.374757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:45.389849] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 1.04% [2025-11-22T02:10:45.509684] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 5.25%, Actual: 0.80% [2025-11-22T02:10:45.546404] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.24%, Actual: 0.71% [2025-11-22T02:10:45.556004] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 1.27%, Actual: 2.43% [2025-11-22T02:10:45.683616] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 1.02% [2025-11-22T02:10:45.715090] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 2.08% [2025-11-22T02:10:45.724869] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.95%, Actual: 0.09% [2025-11-22T02:10:45.859566] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 4.31% [2025-11-22T02:10:45.891855] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.76%, Actual: 1.70% [2025-11-22T02:10:45.899746] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 2.34% [2025-11-22T02:10:45.981540] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 25.4s | Global ETA: 1h 16m 56s [2025-11-22T02:10:45.982438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:45.982500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:45.984137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:45.984606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:45.985007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:45.985758] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:45.986317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:46.032762] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -3.66%, Actual: 3.35% [2025-11-22T02:10:46.060620] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.52%, Actual: 1.06% [2025-11-22T02:10:46.066718] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 2.47%, Actual: 1.82% [2025-11-22T02:10:46.200395] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 2.21%, Actual: 1.64% [2025-11-22T02:10:46.229609] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.30%, Actual: 1.14% [2025-11-22T02:10:46.235319] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 1.09% [2025-11-22T02:10:46.363895] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 1.89%, Actual: 1.27% [2025-11-22T02:10:46.401882] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.23%, Actual: 0.21% [2025-11-22T02:10:46.410103] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.94%, Actual: 1.31% [2025-11-22T02:10:46.527168] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.85%, Actual: 6.65% [2025-11-22T02:10:46.563790] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 24.7s | Global ETA: 1h 16m 58s [2025-11-22T02:10:46.564698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:46.564759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:46.565922] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 3.28% [2025-11-22T02:10:46.566113] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 30.5362% [2025-11-22T02:10:46.566197] [INFO ] [main ] PEB: DISCARDED add_fullday_parkinson_range (score: 30.54%) [2025-11-22T02:10:46.566238] [INFO ] [main ] PEB: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:10:46.566269] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_fill_state'] [2025-11-22T02:10:46.566302] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:46.566367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:46.566855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:46.567281] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:46.568027] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:46.568577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:46.578920] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:46.579426] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.17%, Actual: 3.34% [2025-11-22T02:10:46.580198] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:46.580259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:46.581125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:46.624858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:46.691191] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -2.43%, Actual: 1.38% [2025-11-22T02:10:46.691384] [INFO ] [main ] SDRL: Magnitude Forecast Confidence: 58.1746% [2025-11-22T02:10:46.691476] [INFO ] [main ] SDRL: DISCARDED add_vwap_deviations (score: 58.17%) [2025-11-22T02:10:46.691515] [INFO ] [main ] SDRL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:10:46.691544] [INFO ] [main ] SDRL: Best accuracy: 60.53% [2025-11-22T02:10:46.691574] [INFO ] [main ] SDRL: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:10:46.691603] [INFO ] [main ] SDRL: Improvement over baseline: 21.69% [2025-11-22T02:10:46.691631] [INFO ] [main ] SDRL: Total time: 7.4 minutes [2025-11-22T02:10:46.691678] [INFO ] [main ] SDRL: Average time per feature: 8.5 seconds [2025-11-22T02:10:46.691706] [INFO ] [main ] SDRL: Average speed: 0.12 features/sec [2025-11-22T02:10:46.752064] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.40%, Actual: 1.17% [2025-11-22T02:10:46.752305] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 43.7365% [2025-11-22T02:10:46.752390] [INFO ] [main ] PEN: DISCARDED add_late_day_volatility (score: 43.74%) [2025-11-22T02:10:46.752435] [INFO ] [main ] PEN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:10:46.752467] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:10:46.752501] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:46.765822] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:46.767289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:46.767351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:46.772105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:46.774509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:46.775295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:46.777965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:46.856108] [DEBUG] [METRICS ] SDRL: 2025-11-20:2025-11-21: Predicted: -4.43%, Actual: 7.53% [2025-11-22T02:10:47.021579] [DEBUG] [METRICS ] SDRL: 2025-11-19:2025-11-20: Predicted: 3.81%, Actual: 2.40% [2025-11-22T02:10:47.145526] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.69% | Symbol ETA: 24.1s | Global ETA: 1h 16m 59s [2025-11-22T02:10:47.146411] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:47.146473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:47.148185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:47.148671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:47.149077] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:47.149846] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:47.150403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:47.188199] [DEBUG] [METRICS ] SDRL: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 0.80% [2025-11-22T02:10:47.196403] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.59% | Symbol ETA: 41.6s | Global ETA: 1h 16m 59s [2025-11-22T02:10:47.197826] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:47.197887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:47.198742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:47.242730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:47.352237] [DEBUG] [METRICS ] SDRL: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 1.02% [2025-11-22T02:10:47.449399] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 23.4s | Global ETA: 1h 16m 59s [2025-11-22T02:10:47.450301] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:47.450363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:47.455114] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:47.457601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:47.458457] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:47.461076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:47.515866] [DEBUG] [METRICS ] SDRL: 2025-11-14:2025-11-17: Predicted: 1.87%, Actual: 4.31% [2025-11-22T02:10:47.680265] [DEBUG] [METRICS ] SDRL: 2025-11-13:2025-11-14: Predicted: -2.73%, Actual: 3.35% [2025-11-22T02:10:47.729902] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 23.5s | Global ETA: 1h 16m 60s [2025-11-22T02:10:47.730793] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:47.730854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:47.732470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:47.733312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:47.733717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:47.734450] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:47.735030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:47.819186] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.53% | Symbol ETA: 41.0s | Global ETA: 1h 17m 0s [2025-11-22T02:10:47.820075] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:47.820136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:47.820975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:47.844693] [DEBUG] [METRICS ] SDRL: 2025-11-12:2025-11-13: Predicted: 6.04%, Actual: 1.64% [2025-11-22T02:10:47.864762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:48.009284] [DEBUG] [METRICS ] SDRL: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 1.27% [2025-11-22T02:10:48.126306] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 22.7s | Global ETA: 1h 17m 1s [2025-11-22T02:10:48.127311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:48.127736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:48.133037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:48.135779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:48.136623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:48.139553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:48.173197] [DEBUG] [METRICS ] SDRL: 2025-11-10:2025-11-11: Predicted: -6.90%, Actual: 6.65% [2025-11-22T02:10:48.311717] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.26% | Symbol ETA: 22.9s | Global ETA: 1h 17m 1s [2025-11-22T02:10:48.312585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:48.312666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:48.314280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:48.314762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:48.315143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:48.315881] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:48.316451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:48.337481] [DEBUG] [METRICS ] SDRL: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 1.38% [2025-11-22T02:10:48.338104] [INFO ] [LOCAL ] Saved configuration for SDRL: 5 features, 60.53% accuracy -> ./output/feature-sets/SDRL.json [2025-11-22T02:10:48.339784] [INFO ] [main ] Progress: 20/57 symbols completed (35.1%). SDRL finished in 7m 34s. ETA: 1h 11m 15s. Rate: 0.52 symbols/min [2025-11-22T02:10:48.347263] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:10:48.360696] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:48.361333] [INFO ] [main ] ALX: Testing with 53 available features [2025-11-22T02:10:48.361385] [INFO ] [main ] ALX: Establishing baseline with no features... [2025-11-22T02:10:48.361420] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:10:48.373735] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:48.375237] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:48.439582] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 40.4s | Global ETA: 1h 11m 15s [2025-11-22T02:10:48.440470] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:48.440532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:48.444600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:48.488408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:48.802424] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 3.38% | Symbol ETA: 22.1s | Global ETA: 1h 11m 15s [2025-11-22T02:10:48.803325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:48.803386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:48.808162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:48.810543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:48.811351] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:48.814025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:48.894512] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 22.4s | Global ETA: 1h 11m 16s [2025-11-22T02:10:48.895405] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:48.895468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:48.897405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:48.897900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:48.898287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:48.899039] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:48.899617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:49.015394] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.53% [2025-11-22T02:10:49.016573] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:49.065337] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 39.8s | Global ETA: 1h 11m 16s [2025-11-22T02:10:49.066219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:49.066281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:49.067115] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:49.110374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:49.477493] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.33% | Symbol ETA: 21.8s | Global ETA: 1h 11m 17s [2025-11-22T02:10:49.478389] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:49.478449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:49.480131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:49.480598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:49.480998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:49.481751] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:49.482308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:49.492762] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 21.4s | Global ETA: 1h 11m 17s [2025-11-22T02:10:49.493627] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:49.493709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:49.498578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:49.501059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:49.501877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:49.504570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:49.659760] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.98% [2025-11-22T02:10:49.660801] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:49.681700] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.87% | Symbol ETA: 39.1s | Global ETA: 1h 11m 17s [2025-11-22T02:10:49.682563] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:49.682625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:49.683474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:49.726539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.061678] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.79% | Symbol ETA: 21.2s | Global ETA: 1h 11m 18s [2025-11-22T02:10:50.062544] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:50.062606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:50.064243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:50.064728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:50.065107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:50.065850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:10:50.066410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.182951] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 20.7s | Global ETA: 1h 11m 18s [2025-11-22T02:10:50.183860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:50.183959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:50.188728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:50.191110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:50.191891] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:50.194497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.296031] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.54% [2025-11-22T02:10:50.297174] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:50.300521] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 38.5s | Global ETA: 1h 11m 18s [2025-11-22T02:10:50.301449] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:50.301509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:50.302341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:50.346009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.651237] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 20.6s | Global ETA: 1h 11m 19s [2025-11-22T02:10:50.820732] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 1.97% [2025-11-22T02:10:50.859607] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 20.0s | Global ETA: 1h 11m 19s [2025-11-22T02:10:50.860541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:50.860604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:50.865724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:50.868307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:50.869124] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:50.871852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.922483] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.58% | Symbol ETA: 37.9s | Global ETA: 1h 11m 19s [2025-11-22T02:10:50.923377] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:50.923438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:50.924261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:50.941272] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.84% [2025-11-22T02:10:50.942360] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:50.967658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:50.988213] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.01%, Actual: 1.66% [2025-11-22T02:10:51.153950] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 0.06% [2025-11-22T02:10:51.320229] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.69%, Actual: 1.56% [2025-11-22T02:10:51.493340] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 0.07% [2025-11-22T02:10:51.548539] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -2.49% | Symbol ETA: 37.3s | Global ETA: 1h 11m 21s [2025-11-22T02:10:51.549442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:51.549503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:51.550331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:51.575872] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 19.4s | Global ETA: 1h 11m 21s [2025-11-22T02:10:51.576899] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:51.576979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:51.582241] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:51.584839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:51.585771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:51.588838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:51.592980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:51.598091] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.83% [2025-11-22T02:10:51.599198] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:51.660871] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 0.01% [2025-11-22T02:10:51.827597] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 1.01% [2025-11-22T02:10:51.994363] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.33%, Actual: 0.04% [2025-11-22T02:10:52.160013] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.79%, Actual: 6.45% [2025-11-22T02:10:52.171489] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.91% | Symbol ETA: 36.7s | Global ETA: 1h 11m 22s [2025-11-22T02:10:52.172450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:52.172513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:52.173444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:10:52.218854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:52.236400] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.07% [2025-11-22T02:10:52.237423] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:52.305000] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.63% | Symbol ETA: 18.7s | Global ETA: 1h 11m 22s [2025-11-22T02:10:52.305971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:52.306034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:52.311235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:52.313718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:52.314499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:52.317456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:52.326414] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.27%, Actual: 1.13% [2025-11-22T02:10:52.326607] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.2525% [2025-11-22T02:10:52.326720] [INFO ] [main ] BEP: DISCARDED add_last_hour_momentum_mag (score: 35.25%) [2025-11-22T02:10:52.326763] [INFO ] [main ] BEP: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:10:52.326796] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility'] [2025-11-22T02:10:52.326829] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:10:52.338038] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:52.339303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:52.339366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:52.341059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:52.341552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:52.341953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:52.342716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:52.344430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:52.796899] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 36.0s | Global ETA: 1h 11m 23s [2025-11-22T02:10:52.869942] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.80% [2025-11-22T02:10:52.871062] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:52.934022] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 22.3s | Global ETA: 1h 11m 23s [2025-11-22T02:10:52.934998] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:52.935071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:52.936801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:52.937308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:52.937733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:52.938497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:52.940342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:52.974095] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.59%, Actual: 0.56% [2025-11-22T02:10:53.000684] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 4.58% | Symbol ETA: 18.0s | Global ETA: 1h 11m 23s [2025-11-22T02:10:53.001718] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:53.001783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:53.007375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:53.010687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:53.011606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:10:53.014854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:53.144574] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.53%, Actual: 2.13% [2025-11-22T02:10:53.310762] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 1.04% [2025-11-22T02:10:53.489075] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 2.43% [2025-11-22T02:10:53.503528] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.25% [2025-11-22T02:10:53.504655] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:53.543860] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.43% | Symbol ETA: 21.8s | Global ETA: 1h 11m 24s [2025-11-22T02:10:53.544759] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:53.544822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:53.546582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:53.547092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:53.547525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:53.548332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:53.550421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:53.669613] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.87%, Actual: 0.09% [2025-11-22T02:10:53.684425] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 11.25% | Symbol ETA: 17.3s | Global ETA: 1h 11m 24s [2025-11-22T02:10:53.848920] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 2.34% [2025-11-22T02:10:53.853676] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.28% [2025-11-22T02:10:54.022417] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.97% [2025-11-22T02:10:54.032328] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.58%, Actual: 1.82% [2025-11-22T02:10:54.145109] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.45% [2025-11-22T02:10:54.146115] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:10:54.146464] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 21.2s | Global ETA: 1h 11m 25s [2025-11-22T02:10:54.147409] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:54.147474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:54.149234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:54.149813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:54.150208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:54.150972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:54.152797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:54.191200] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 3.38%, Actual: 0.71% [2025-11-22T02:10:54.212616] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -2.49%, Actual: 1.09% [2025-11-22T02:10:54.362012] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 2.08% [2025-11-22T02:10:54.384057] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.91%, Actual: 0.21% [2025-11-22T02:10:54.529191] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 1.70% [2025-11-22T02:10:54.550103] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.42%, Actual: 3.28% [2025-11-22T02:10:54.550303] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.9384% [2025-11-22T02:10:54.550390] [INFO ] [main ] PEB: DISCARDED add_gap_fill_state (score: 33.94%) [2025-11-22T02:10:54.550430] [INFO ] [main ] PEB: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:10:54.550460] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_morning_composite'] [2025-11-22T02:10:54.550494] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:10:54.563517] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:54.564817] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:54.564877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:54.565749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:54.567066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:54.697837] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 1.06% [2025-11-22T02:10:54.738071] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 20.6s | Global ETA: 1h 11m 26s [2025-11-22T02:10:54.738993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:54.739078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:54.740836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:54.741326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:54.741758] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:54.742531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:54.744338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:54.776503] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 1.72% [2025-11-22T02:10:54.864441] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 1.14% [2025-11-22T02:10:54.941247] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 0.84% [2025-11-22T02:10:55.031544] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.63%, Actual: 1.31% [2025-11-22T02:10:55.106801] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 1.34% [2025-11-22T02:10:55.139753] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -3.24% | Symbol ETA: 38.7s | Global ETA: 1h 11m 27s [2025-11-22T02:10:55.140617] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:55.140698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:55.141508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:55.142466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:55.200267] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.58%, Actual: 3.34% [2025-11-22T02:10:55.271230] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.54%, Actual: 0.35% [2025-11-22T02:10:55.333161] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 20.0s | Global ETA: 1h 11m 28s [2025-11-22T02:10:55.334134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:55.334198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:55.335928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:55.336415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:55.336832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:55.337618] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:55.339416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:55.367493] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 11.25%, Actual: 1.17% [2025-11-22T02:10:55.367757] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 43.1033% [2025-11-22T02:10:55.367840] [INFO ] [main ] PEN: DISCARDED add_late_hour_microstructure (score: 43.10%) [2025-11-22T02:10:55.367882] [INFO ] [main ] PEN: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:10:55.367915] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_session_pressure'] [2025-11-22T02:10:55.367949] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:10:55.381071] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:55.382489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:55.382550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:55.387363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:55.389883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:55.390668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:55.391663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:55.434760] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 1.54% [2025-11-22T02:10:55.600738] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.83%, Actual: 0.88% [2025-11-22T02:10:55.716697] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 38.1s | Global ETA: 1h 11m 28s [2025-11-22T02:10:55.717590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:55.717671] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:55.718492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:55.719459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:55.765605] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 1.29% [2025-11-22T02:10:55.926130] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.26% | Symbol ETA: 19.4s | Global ETA: 1h 11m 29s [2025-11-22T02:10:55.927028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:55.927089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:55.928769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:55.929237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:55.929616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:55.930326] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 1.42% [2025-11-22T02:10:55.930371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:55.932079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.044948] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 22.2s | Global ETA: 1h 11m 29s [2025-11-22T02:10:56.045859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:56.045920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:56.050753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:56.053168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:56.053959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:56.054956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.095405] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 1.10% [2025-11-22T02:10:56.262634] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.45%, Actual: 0.21% [2025-11-22T02:10:56.288110] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.33% | Symbol ETA: 37.6s | Global ETA: 1h 11m 29s [2025-11-22T02:10:56.288996] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:56.289058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:56.289902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:56.290897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.427971] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 1.72%, Actual: 0.48% [2025-11-22T02:10:56.428185] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 46.5907% [2025-11-22T02:10:56.428233] [INFO ] [main ] ALX: Baseline score (no features): 46.5907% [2025-11-22T02:10:56.428272] [INFO ] [main ] ALX: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:56.428303] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:10:56.428336] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:10:56.441630] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:10:56.443070] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:56.443130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:56.447865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.509176] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 18.8s | Global ETA: 1h 11m 30s [2025-11-22T02:10:56.510077] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:56.510139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:56.511776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:56.512252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:56.512636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:56.513406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:56.515138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.710094] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 21.6s | Global ETA: 1h 11m 30s [2025-11-22T02:10:56.710976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:56.711052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:56.715800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:56.718254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:56.719038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:56.720022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:56.860031] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 37.0s | Global ETA: 1h 11m 30s [2025-11-22T02:10:56.860919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:56.860979] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:56.861803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:56.862779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.096859] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 18.2s | Global ETA: 1h 11m 31s [2025-11-22T02:10:57.097791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:57.097854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:57.099518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:57.100022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:57.100403] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:57.101140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:57.102861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.103371] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 5m 49s | Global ETA: 1h 11m 31s [2025-11-22T02:10:57.104542] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:57.104604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:57.109774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.372795] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 20.9s | Global ETA: 1h 11m 31s [2025-11-22T02:10:57.373678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:57.373740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:57.378488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:57.380935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:57.381720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:57.382715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.431078] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.20% | Symbol ETA: 36.4s | Global ETA: 1h 11m 31s [2025-11-22T02:10:57.431968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:57.432030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:57.432867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:57.433849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.711771] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.80% | Symbol ETA: 17.6s | Global ETA: 1h 11m 32s [2025-11-22T02:10:57.712671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:10:57.712734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:10:57.714357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:10:57.714851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:10:57.715252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:10:57.715999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:10:57.717838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:57.759076] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 5m 48s | Global ETA: 1h 11m 32s [2025-11-22T02:10:57.760153] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:57.760214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:57.765192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.001952] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 35.8s | Global ETA: 1h 11m 32s [2025-11-22T02:10:58.002848] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:58.002909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:58.003743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:58.004711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.030436] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 20.2s | Global ETA: 1h 11m 33s [2025-11-22T02:10:58.031319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:58.031380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:58.036167] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:58.038591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:58.039411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:58.040401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.308632] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -1.20% | Symbol ETA: 17.0s | Global ETA: 1h 11m 33s [2025-11-22T02:10:58.402353] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 5m 44s | Global ETA: 1h 11m 33s [2025-11-22T02:10:58.403348] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:58.403413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:58.408160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.476785] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 1.97% [2025-11-22T02:10:58.576463] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 2.41% | Symbol ETA: 35.3s | Global ETA: 1h 11m 34s [2025-11-22T02:10:58.577363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:58.577425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:58.578260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:58.579248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.642951] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.43%, Actual: 1.66% [2025-11-22T02:10:58.723498] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 19.6s | Global ETA: 1h 11m 34s [2025-11-22T02:10:58.724415] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:58.724478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:58.729596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:58.732512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:58.733337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:58.734406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:58.814298] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.06% [2025-11-22T02:10:58.994036] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.56% [2025-11-22T02:10:59.044909] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 5m 42s | Global ETA: 1h 11m 34s [2025-11-22T02:10:59.045915] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:59.045976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:59.051143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:59.148388] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 34.7s | Global ETA: 1h 11m 35s [2025-11-22T02:10:59.149501] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:59.149596] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:59.150517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:59.151524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:59.162899] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.07% [2025-11-22T02:10:59.328221] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 0.01% [2025-11-22T02:10:59.401594] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 19.0s | Global ETA: 1h 11m 35s [2025-11-22T02:10:59.402484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:10:59.402548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:59.407318] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:10:59.409715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:10:59.410483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:10:59.411476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:59.494619] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 1.01% [2025-11-22T02:10:59.660784] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 0.04% [2025-11-22T02:10:59.725426] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 5m 45s | Global ETA: 1h 11m 36s [2025-11-22T02:10:59.726428] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:10:59.726488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:10:59.731235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:59.755805] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.99% | Symbol ETA: 34.1s | Global ETA: 1h 11m 36s [2025-11-22T02:10:59.756766] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:10:59.756839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:10:59.757846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:10:59.759122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:10:59.830581] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.80%, Actual: 6.45% [2025-11-22T02:10:59.998226] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -1.20%, Actual: 1.13% [2025-11-22T02:10:59.998446] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 43.1255% [2025-11-22T02:10:59.998555] [INFO ] [main ] BEP: KEPT add_late_day_volatility (score: 43.13%) [2025-11-22T02:10:59.998600] [INFO ] [main ] BEP: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:10:59.998634] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_late_hour_microstructure'] [2025-11-22T02:10:59.998690] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:00.010766] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:00.012185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:00.012246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:00.013951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:00.014435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:00.014835] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:00.015555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:00.017299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:00.019917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:00.116943] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 4.34% | Symbol ETA: 18.3s | Global ETA: 1h 11m 36s [2025-11-22T02:11:00.117869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:00.117931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:00.122681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:00.125076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:00.125858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:00.126849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:00.438798] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.35% | Symbol ETA: 5m 49s | Global ETA: 1h 11m 37s [2025-11-22T02:11:00.439809] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:11:00.439869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:00.450763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:00.505808] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 33.5s | Global ETA: 1h 11m 37s [2025-11-22T02:11:00.669936] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 21.7s | Global ETA: 1h 11m 37s [2025-11-22T02:11:00.670876] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:00.670941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:00.672609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:00.673113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:00.673504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:00.674297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:00.676113] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:00.678900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:00.842728] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -3.24%, Actual: 0.56% [2025-11-22T02:11:00.882090] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 17.6s | Global ETA: 1h 11m 38s [2025-11-22T02:11:00.882988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:00.883050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:00.893875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:00.896274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:00.900090] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:00.901089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:01.117993] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 2.13% [2025-11-22T02:11:01.272114] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 20.8s | Global ETA: 1h 11m 39s [2025-11-22T02:11:01.273030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:01.273092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:01.274767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:01.275243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:01.275626] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:01.276373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:01.278152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:01.280820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:01.285591] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.47% | Symbol ETA: 6m 2s | Global ETA: 1h 11m 39s [2025-11-22T02:11:01.286662] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:11:01.286724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:01.290088] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.33%, Actual: 1.04% [2025-11-22T02:11:01.291978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:01.458414] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 2.43% [2025-11-22T02:11:01.644167] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.20%, Actual: 0.09% [2025-11-22T02:11:01.733152] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 17.0s | Global ETA: 1h 11m 39s [2025-11-22T02:11:01.734051] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:01.734114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:01.738962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:01.741368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:01.742152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:01.743148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:01.826776] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 2.34% [2025-11-22T02:11:01.880500] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.07% | Symbol ETA: 20.2s | Global ETA: 1h 11m 40s [2025-11-22T02:11:01.881406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:01.881469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:01.883102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:01.883582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:01.883978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:01.884727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:01.886418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:01.889183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:02.005952] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 6m 3s | Global ETA: 1h 11m 40s [2025-11-22T02:11:02.006978] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:11:02.007039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:02.011966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:02.013139] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 2.41%, Actual: 1.82% [2025-11-22T02:11:02.183844] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.09% [2025-11-22T02:11:02.352087] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.99%, Actual: 0.21% [2025-11-22T02:11:02.413840] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.89% | Symbol ETA: 16.3s | Global ETA: 1h 11m 41s [2025-11-22T02:11:02.486353] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 19.5s | Global ETA: 1h 11m 41s [2025-11-22T02:11:02.487266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:02.487330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:02.488962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:02.489439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:02.489841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:02.490637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:02.492398] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:02.495129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:02.533454] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 3.28% [2025-11-22T02:11:02.533720] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.0256% [2025-11-22T02:11:02.533855] [INFO ] [main ] PEB: DISCARDED add_gap_morning_composite (score: 33.03%) [2025-11-22T02:11:02.533916] [INFO ] [main ] PEB: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:11:02.533954] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_resolution_state'] [2025-11-22T02:11:02.533992] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:02.547871] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:02.549455] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:02.549527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:02.550475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:02.586199] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 2.28% [2025-11-22T02:11:02.610437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:02.670549] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 6m 1s | Global ETA: 1h 11m 41s [2025-11-22T02:11:02.671535] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:11:02.671596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:02.676359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:02.751715] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 0.97% [2025-11-22T02:11:02.919014] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.29%, Actual: 0.71% [2025-11-22T02:11:03.083203] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 2.08% [2025-11-22T02:11:03.095293] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 18.9s | Global ETA: 1h 11m 42s [2025-11-22T02:11:03.096210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:03.096276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:03.097977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:03.098491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:03.098893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:03.099630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:03.101369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:03.104077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:03.206311] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.91% | Symbol ETA: 35.7s | Global ETA: 1h 11m 42s [2025-11-22T02:11:03.207295] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:03.207357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:03.208305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:03.246860] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 1.70% [2025-11-22T02:11:03.268957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:03.322602] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 5m 58s | Global ETA: 1h 11m 42s [2025-11-22T02:11:03.411076] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 1.06% [2025-11-22T02:11:03.488482] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.84% [2025-11-22T02:11:03.574695] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 4.34%, Actual: 1.14% [2025-11-22T02:11:03.654055] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 1.34% [2025-11-22T02:11:03.704179] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 18.3s | Global ETA: 1h 11m 43s [2025-11-22T02:11:03.705100] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:03.705165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:03.706897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:03.707441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:03.707894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:03.708682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:03.710544] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:03.713324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:03.738904] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 1.31% [2025-11-22T02:11:03.819336] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.35% [2025-11-22T02:11:03.868556] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.46% | Symbol ETA: 35.0s | Global ETA: 1h 11m 43s [2025-11-22T02:11:03.869456] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:03.869516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:03.870346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:03.904858] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 3.34% [2025-11-22T02:11:03.924956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:03.983850] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.54% [2025-11-22T02:11:04.068935] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.89%, Actual: 1.17% [2025-11-22T02:11:04.069126] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 31.2456% [2025-11-22T02:11:04.069211] [INFO ] [main ] PEN: DISCARDED add_late_session_pressure (score: 31.25%) [2025-11-22T02:11:04.069254] [INFO ] [main ] PEN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:11:04.069286] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_micro_gap_fill_velocity'] [2025-11-22T02:11:04.069321] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:04.082520] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:04.083783] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:04.083846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:04.088689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:04.091100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:04.091903] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:04.093855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:04.148971] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 0.88% [2025-11-22T02:11:04.308381] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.67% | Symbol ETA: 17.6s | Global ETA: 1h 11m 44s [2025-11-22T02:11:04.309282] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:04.309345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:04.310982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:04.311474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:04.311881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:04.312612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:04.314332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:04.316958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:04.319575] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.35%, Actual: 1.29% [2025-11-22T02:11:04.488678] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.47%, Actual: 1.42% [2025-11-22T02:11:04.508063] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 3.13% | Symbol ETA: 34.3s | Global ETA: 1h 11m 44s [2025-11-22T02:11:04.508979] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:04.509040] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:04.509896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:04.569007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:04.657690] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 1.10% [2025-11-22T02:11:04.758179] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.59% | Symbol ETA: 21.2s | Global ETA: 1h 11m 45s [2025-11-22T02:11:04.759430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:04.759493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:04.764274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:04.766627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:04.767485] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:04.769919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:04.828485] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 0.21% [2025-11-22T02:11:04.900756] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 17.0s | Global ETA: 1h 11m 45s [2025-11-22T02:11:04.901628] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:04.901710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:04.903307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:04.903805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:04.904187] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:04.904930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:04.906696] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:04.909448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:04.997220] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.48% [2025-11-22T02:11:04.997437] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 41.7152% [2025-11-22T02:11:04.997489] [INFO ] [main ] ALX: DISCARDED add_afternoon_v_morning_volatility_mix (score: 41.72%) [2025-11-22T02:11:04.997547] [INFO ] [main ] ALX: Testing feature 2/53: add_atr [2025-11-22T02:11:04.997579] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:11:04.997613] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:05.010799] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:05.012228] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:05.012288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:05.013986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:05.014499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:05.178965] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 2.87% | Symbol ETA: 33.7s | Global ETA: 1h 11m 46s [2025-11-22T02:11:05.179972] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:05.180035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:05.180914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:05.239053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:05.450996] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 20.6s | Global ETA: 1h 11m 46s [2025-11-22T02:11:05.451892] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:05.451954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:05.456635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:05.459033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:05.459810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:05.461817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:05.493539] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.54% | Symbol ETA: 16.4s | Global ETA: 1h 11m 46s [2025-11-22T02:11:05.494424] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:05.494487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:05.496477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:05.496978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:05.497381] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:05.498141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:05.499885] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:05.502477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:05.684300] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.94% | Symbol ETA: 7m 23s | Global ETA: 1h 11m 47s [2025-11-22T02:11:05.685459] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:05.685529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:05.687309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:05.687879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:05.814358] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.49% | Symbol ETA: 33.0s | Global ETA: 1h 11m 47s [2025-11-22T02:11:05.815254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:05.815315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:05.816158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:05.873737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:06.087767] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 15.8s | Global ETA: 1h 11m 47s [2025-11-22T02:11:06.122948] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 19.9s | Global ETA: 1h 11m 47s [2025-11-22T02:11:06.123830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:06.123893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:06.128585] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:06.130964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:06.131741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:06.133706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:06.254450] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 1.97% [2025-11-22T02:11:06.342305] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 7m 22s | Global ETA: 1h 11m 48s [2025-11-22T02:11:06.343352] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:06.346921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:06.348686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:06.349195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:06.420888] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 1.66% [2025-11-22T02:11:06.476801] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 32.4s | Global ETA: 1h 11m 48s [2025-11-22T02:11:06.477755] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:06.477817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:06.478666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:06.534937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:06.587319] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 0.06% [2025-11-22T02:11:06.753506] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.56% [2025-11-22T02:11:06.796908] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.52% | Symbol ETA: 19.2s | Global ETA: 1h 11m 49s [2025-11-22T02:11:06.797843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:06.797906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:06.802780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:06.805246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:06.806051] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:06.808063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:06.919543] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.25%, Actual: 0.07% [2025-11-22T02:11:06.993599] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 7m 22s | Global ETA: 1h 11m 49s [2025-11-22T02:11:06.994582] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:06.994661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:06.996283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:06.996791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:07.088382] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 0.01% [2025-11-22T02:11:07.140993] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 31.7s | Global ETA: 1h 11m 49s [2025-11-22T02:11:07.141916] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:07.141978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:07.142874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:07.203856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:07.258577] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.67%, Actual: 1.01% [2025-11-22T02:11:07.428230] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 0.04% [2025-11-22T02:11:07.491448] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 18.5s | Global ETA: 1h 11m 50s [2025-11-22T02:11:07.492350] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:07.492413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:07.497215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:07.499583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:07.500363] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:07.502306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:07.596420] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.54%, Actual: 6.45% [2025-11-22T02:11:07.651680] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.22% | Symbol ETA: 7m 21s | Global ETA: 1h 11m 50s [2025-11-22T02:11:07.652689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:07.652748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:07.654366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:07.654870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:07.763019] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 1.13% [2025-11-22T02:11:07.763250] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.2026% [2025-11-22T02:11:07.763303] [INFO ] [main ] BEP: DISCARDED add_late_hour_microstructure (score: 36.20%) [2025-11-22T02:11:07.763361] [INFO ] [main ] BEP: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:11:07.763395] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_late_session_pressure'] [2025-11-22T02:11:07.763432] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:07.774905] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:07.776384] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:07.776447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:07.778163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:07.778697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:07.779087] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:07.779848] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:07.781577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:07.782599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:07.789014] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.41% | Symbol ETA: 31.1s | Global ETA: 1h 11m 51s [2025-11-22T02:11:07.789928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:07.789994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:07.790825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:07.846145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.164664] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.55% | Symbol ETA: 17.8s | Global ETA: 1h 11m 51s [2025-11-22T02:11:08.165536] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:08.165599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:08.170359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:08.172741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:08.173500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:08.175434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.309064] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.60% | Symbol ETA: 7m 20s | Global ETA: 1h 11m 52s [2025-11-22T02:11:08.310094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:08.310155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:08.311857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:08.312356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.365270] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 20.0s | Global ETA: 1h 11m 52s [2025-11-22T02:11:08.366169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:08.366233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:08.367895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:08.368375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:08.368824] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:08.369732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:08.371510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:08.372537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.415683] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.83% | Symbol ETA: 30.4s | Global ETA: 1h 11m 52s [2025-11-22T02:11:08.416562] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:08.416623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:08.417491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:11:08.471006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.842221] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.32% | Symbol ETA: 17.2s | Global ETA: 1h 11m 53s [2025-11-22T02:11:08.843173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:08.843236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:08.848054] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:08.850429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:08.851223] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:08.853166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.961707] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.91% | Symbol ETA: 7m 20s | Global ETA: 1h 11m 53s [2025-11-22T02:11:08.962659] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 19.4s | Global ETA: 1h 11m 53s [2025-11-22T02:11:08.962761] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:08.962824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:08.963549] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:08.963613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:08.964682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:08.965259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:08.965304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:08.965785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:08.966181] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:08.966932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:08.968698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:08.969861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:09.042818] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 29.8s | Global ETA: 1h 11m 53s [2025-11-22T02:11:09.209579] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.91%, Actual: 0.56% [2025-11-22T02:11:09.375262] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 2.13% [2025-11-22T02:11:09.513665] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -2.44% | Symbol ETA: 16.5s | Global ETA: 1h 11m 54s [2025-11-22T02:11:09.514550] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:09.514612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:09.519383] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:09.521952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:09.522757] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:09.525137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:09.540533] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 3.13%, Actual: 1.04% [2025-11-22T02:11:09.555379] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 18.8s | Global ETA: 1h 11m 54s [2025-11-22T02:11:09.556265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:09.556327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:09.557988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:09.558474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:09.558883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:09.559608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:09.561311] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:09.562320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:09.618342] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 7m 19s | Global ETA: 1h 11m 54s [2025-11-22T02:11:09.619363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:09.619425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:09.621142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:09.621728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:09.706591] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 2.87%, Actual: 2.43% [2025-11-22T02:11:09.874326] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.49%, Actual: 0.09% [2025-11-22T02:11:10.041790] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 2.34% [2025-11-22T02:11:10.157295] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 18.2s | Global ETA: 1h 11m 55s [2025-11-22T02:11:10.158328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:10.158882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:10.160604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:10.161132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:10.161540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:10.162369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:10.164128] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:10.165188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:10.188317] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 15.8s | Global ETA: 1h 11m 55s [2025-11-22T02:11:10.189236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:10.189298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:10.194029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:10.196427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:10.197222] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:10.199196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:10.213408] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 1.82% [2025-11-22T02:11:10.360193] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 7m 18s | Global ETA: 1h 11m 55s [2025-11-22T02:11:10.361232] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:10.361294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:10.363047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:10.363555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:10.382487] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.41%, Actual: 1.09% [2025-11-22T02:11:10.560213] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.83%, Actual: 0.21% [2025-11-22T02:11:10.751746] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 3.28% [2025-11-22T02:11:10.752012] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 31.1843% [2025-11-22T02:11:10.752137] [INFO ] [main ] PEB: DISCARDED add_gap_resolution_state (score: 31.18%) [2025-11-22T02:11:10.752188] [INFO ] [main ] PEB: Testing feature 13/53: add_gaps [2025-11-22T02:11:10.752226] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gaps'] [2025-11-22T02:11:10.752266] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:10.769183] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:10.771254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:10.771337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:10.772373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:10.773324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:10.858013] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 17.7s | Global ETA: 1h 11m 56s [2025-11-22T02:11:10.859372] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:10.859455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:10.862031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:10.862793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:10.863371] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:10.864517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:10.867324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:10.868823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:10.969510] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.13% | Symbol ETA: 15.1s | Global ETA: 1h 11m 56s [2025-11-22T02:11:11.205667] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.59%, Actual: 2.28% [2025-11-22T02:11:11.210491] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.66% | Symbol ETA: 7m 18s | Global ETA: 1h 11m 57s [2025-11-22T02:11:11.212036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:11.212147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:11.214632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:11.215380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:11.470925] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 0.97% [2025-11-22T02:11:11.517596] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.43% | Symbol ETA: 34.1s | Global ETA: 1h 11m 57s [2025-11-22T02:11:11.518611] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:11.518695] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:11.519659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:11.520566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:11.633128] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 17.2s | Global ETA: 1h 11m 58s [2025-11-22T02:11:11.634057] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:11.634121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:11.636021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:11.636628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:11.637267] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:11.638041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:11.639996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:11.641175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:11.674669] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 0.71% [2025-11-22T02:11:11.858462] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 2.08% [2025-11-22T02:11:11.922096] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 7m 17s | Global ETA: 1h 11m 58s [2025-11-22T02:11:12.038833] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 1.70% [2025-11-22T02:11:12.092252] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.94%, Actual: 0.84% [2025-11-22T02:11:12.147350] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 32.9s | Global ETA: 1h 11m 59s [2025-11-22T02:11:12.148354] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:12.148429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:12.149385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:12.150296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:12.217946] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 1.06% [2025-11-22T02:11:12.258445] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 1.34% [2025-11-22T02:11:12.303850] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 16.6s | Global ETA: 1h 11m 59s [2025-11-22T02:11:12.304797] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:12.304862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:12.306580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:12.307100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:12.307529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:12.308306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:12.310073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:12.311101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:12.396535] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.32%, Actual: 1.14% [2025-11-22T02:11:12.424930] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 0.35% [2025-11-22T02:11:12.580521] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 1.31% [2025-11-22T02:11:12.591138] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.22%, Actual: 1.54% [2025-11-22T02:11:12.758355] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.60%, Actual: 0.88% [2025-11-22T02:11:12.763612] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 3.34% [2025-11-22T02:11:12.763674] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.68% | Symbol ETA: 32.0s | Global ETA: 1h 11m 60s [2025-11-22T02:11:12.764555] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:12.764617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:12.765463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:12.766317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:12.913800] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 4.24% | Symbol ETA: 16.0s | Global ETA: 1h 12m 0s [2025-11-22T02:11:12.914712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:12.914776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:12.916515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:12.917070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:12.917509] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:12.918318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:12.920096] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:12.921114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:12.925991] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.91%, Actual: 1.29% [2025-11-22T02:11:12.937158] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.13%, Actual: 1.17% [2025-11-22T02:11:12.937435] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 39.8772% [2025-11-22T02:11:12.937530] [INFO ] [main ] PEN: DISCARDED add_micro_gap_fill_velocity (score: 39.88%) [2025-11-22T02:11:12.937575] [INFO ] [main ] PEN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:11:12.937608] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:11:12.937661] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:12.951331] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:12.952623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:12.952706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:12.957616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:12.960079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:12.960880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:12.961627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:13.092736] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 1.42% [2025-11-22T02:11:13.264404] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 1.10% [2025-11-22T02:11:13.343221] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 31.3s | Global ETA: 1h 12m 1s [2025-11-22T02:11:13.344449] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:13.344511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:13.345345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:13.346171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:13.434712] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.66%, Actual: 0.21% [2025-11-22T02:11:13.525244] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.43% | Symbol ETA: 15.3s | Global ETA: 1h 12m 1s [2025-11-22T02:11:13.526131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:13.526194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:13.527853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:13.528332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:13.528739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:13.529462] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:13.531178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:13.532168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:13.604548] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 0.48% [2025-11-22T02:11:13.604805] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 47.3892% [2025-11-22T02:11:13.604886] [INFO ] [main ] ALX: KEPT add_atr (score: 47.39%) [2025-11-22T02:11:13.604930] [INFO ] [main ] ALX: Testing feature 3/53: add_atr_10 [2025-11-22T02:11:13.605272] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:11:13.605314] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:13.621765] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:13.623183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:13.623246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:13.624334] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 20.2s | Global ETA: 1h 12m 1s [2025-11-22T02:11:13.624966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:13.625227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:13.625289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:13.625486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:13.625966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:13.630121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:13.632545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:13.633340] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:13.634034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:13.924957] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 30.5s | Global ETA: 1h 12m 2s [2025-11-22T02:11:13.925845] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:13.925905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:13.926734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:13.927588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:14.121885] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.64% | Symbol ETA: 14.7s | Global ETA: 1h 12m 2s [2025-11-22T02:11:14.281993] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 3m 41s | Global ETA: 1h 12m 3s [2025-11-22T02:11:14.283439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:14.283500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:14.285192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:14.285716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:14.286183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:14.296042] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 1.97% [2025-11-22T02:11:14.312389] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 2.91% | Symbol ETA: 19.6s | Global ETA: 1h 12m 3s [2025-11-22T02:11:14.313342] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:14.313405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:14.318448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:14.320921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:14.321713] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:14.322387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:14.470747] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 1.66% [2025-11-22T02:11:14.514770] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 29.9s | Global ETA: 1h 12m 3s [2025-11-22T02:11:14.515674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:14.515747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:14.516555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:14.517405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:14.645951] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.06% [2025-11-22T02:11:14.822220] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 1.56% [2025-11-22T02:11:14.935677] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 3m 40s | Global ETA: 1h 12m 4s [2025-11-22T02:11:14.936688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:14.936751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:14.938403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:14.938951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:14.939382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:14.988028] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.97% | Symbol ETA: 18.9s | Global ETA: 1h 12m 4s [2025-11-22T02:11:14.988946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:14.989007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:14.993824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:14.996239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:14.997024] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:14.997577] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.07% [2025-11-22T02:11:14.997730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:15.089474] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 29.2s | Global ETA: 1h 12m 4s [2025-11-22T02:11:15.090359] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:15.090420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:15.091248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:15.092037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:15.170934] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.01% [2025-11-22T02:11:15.348468] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 1.01% [2025-11-22T02:11:15.522046] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 4.24%, Actual: 0.04% [2025-11-22T02:11:15.613020] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 3m 40s | Global ETA: 1h 12m 5s [2025-11-22T02:11:15.614049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:15.614111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:15.615884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:15.616381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:15.616916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:15.659843] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 18.3s | Global ETA: 1h 12m 5s [2025-11-22T02:11:15.660739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:15.660799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:15.665922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:15.668322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:15.668601] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 28.6s | Global ETA: 1h 12m 5s [2025-11-22T02:11:15.669116] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:15.669491] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:15.669552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:15.669803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:15.670375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:15.671166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:15.696026] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 6.45% [2025-11-22T02:11:15.869320] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.64%, Actual: 1.13% [2025-11-22T02:11:15.869534] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 31.3649% [2025-11-22T02:11:15.869661] [INFO ] [main ] BEP: DISCARDED add_late_session_pressure (score: 31.36%) [2025-11-22T02:11:15.869725] [INFO ] [main ] BEP: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:11:15.869760] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_micro_gap_fill_velocity'] [2025-11-22T02:11:15.869797] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:15.882450] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:15.883807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:15.883876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:15.885912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:15.886498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:15.886987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:15.887974] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:15.889951] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:15.892156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:16.266469] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.10% | Symbol ETA: 28.0s | Global ETA: 1h 12m 6s [2025-11-22T02:11:16.267376] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:16.267437] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:16.268295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:16.269101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:16.277498] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 3m 39s | Global ETA: 1h 12m 6s [2025-11-22T02:11:16.278519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:16.278580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:16.280223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:16.280729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:16.281154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:16.349845] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 17.6s | Global ETA: 1h 12m 6s [2025-11-22T02:11:16.350773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:16.350835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:16.355763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:16.358435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:16.359262] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:16.359973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:16.527925] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 19.9s | Global ETA: 1h 12m 7s [2025-11-22T02:11:16.528899] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:16.528969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:16.530950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:16.531451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:16.531873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:16.532707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:16.534620] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:16.536806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:16.839815] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 27.4s | Global ETA: 1h 12m 7s [2025-11-22T02:11:16.916805] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.28% | Symbol ETA: 3m 38s | Global ETA: 1h 12m 7s [2025-11-22T02:11:16.917855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:16.917916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:16.919541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:16.920030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:16.920456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.009334] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.43%, Actual: 0.56% [2025-11-22T02:11:17.011600] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 16.9s | Global ETA: 1h 12m 8s [2025-11-22T02:11:17.012705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:17.012767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:17.017731] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:17.020143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:17.020935] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:17.021602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.172611] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 19.2s | Global ETA: 1h 12m 8s [2025-11-22T02:11:17.173540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:17.173605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:17.175362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:17.175907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:17.176356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:17.177151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:17.178954] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:17.181164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.183988] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 2.13% [2025-11-22T02:11:17.355206] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.68%, Actual: 1.04% [2025-11-22T02:11:17.532971] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 2.43% [2025-11-22T02:11:17.559811] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 3m 38s | Global ETA: 1h 12m 9s [2025-11-22T02:11:17.560793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:17.560853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:17.562466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:17.562954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:17.563380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.681024] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.56% | Symbol ETA: 16.2s | Global ETA: 1h 12m 9s [2025-11-22T02:11:17.681958] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:17.682019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:17.686744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:17.689209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:17.689994] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:17.690674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.699123] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.68%, Actual: 0.09% [2025-11-22T02:11:17.809134] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.81% | Symbol ETA: 18.6s | Global ETA: 1h 12m 9s [2025-11-22T02:11:17.810028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:17.810091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:17.812111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:17.812590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:17.813143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:17.813888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:17.815562] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:17.817521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:17.865410] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 2.34% [2025-11-22T02:11:18.031393] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 1.82% [2025-11-22T02:11:18.199258] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.09% [2025-11-22T02:11:18.206114] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 3m 37s | Global ETA: 1h 12m 10s [2025-11-22T02:11:18.207140] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:18.207228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:18.208896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:18.209380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:18.209847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:18.346764] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.08% | Symbol ETA: 15.5s | Global ETA: 1h 12m 10s [2025-11-22T02:11:18.347694] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:18.347756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:18.352482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:18.354892] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:18.355674] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:18.356343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:18.373403] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.10%, Actual: 0.21% [2025-11-22T02:11:18.409759] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 17.9s | Global ETA: 1h 12m 10s [2025-11-22T02:11:18.410726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:18.410792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:18.412465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:18.412983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:18.413428] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:18.414249] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:18.416382] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:18.418608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:18.547811] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.74%, Actual: 3.28% [2025-11-22T02:11:18.548035] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 36.7169% [2025-11-22T02:11:18.548118] [INFO ] [main ] PEB: DISCARDED add_gaps (score: 36.72%) [2025-11-22T02:11:18.548162] [INFO ] [main ] PEB: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:11:18.548195] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies'] [2025-11-22T02:11:18.548230] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:18.561260] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:18.562829] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:18.562892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:18.563783] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:18.565069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:18.849595] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 3m 36s | Global ETA: 1h 12m 11s [2025-11-22T02:11:18.850607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:18.854223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:18.855934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:18.856431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:18.856877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.004136] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 14.9s | Global ETA: 1h 12m 11s [2025-11-22T02:11:19.005019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:19.005080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:19.010027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:19.012414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:19.013209] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:19.013920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.044679] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 17.2s | Global ETA: 1h 12m 11s [2025-11-22T02:11:19.045629] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:19.045715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:19.047426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:19.047955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:19.048348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:19.049554] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:19.051338] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:19.053370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.144669] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 28.6s | Global ETA: 1h 12m 12s [2025-11-22T02:11:19.145540] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:19.145954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:19.146790] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:19.148031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.495484] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 3m 36s | Global ETA: 1h 12m 12s [2025-11-22T02:11:19.496486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:19.496547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:19.498221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:19.498720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:19.499175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.657448] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 16.6s | Global ETA: 1h 12m 13s [2025-11-22T02:11:19.658341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:19.658404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:19.660032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:19.660522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:19.660933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:19.661676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:19.663401] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:19.665064] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.56% | Symbol ETA: 14.2s | Global ETA: 1h 12m 13s [2025-11-22T02:11:19.665367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.721907] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 28.0s | Global ETA: 1h 12m 13s [2025-11-22T02:11:19.722803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:19.722865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:19.723699] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:19.724916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:19.832328] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 2.28% [2025-11-22T02:11:20.001501] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.91%, Actual: 0.97% [2025-11-22T02:11:20.134522] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 3m 35s | Global ETA: 1h 12m 13s [2025-11-22T02:11:20.170712] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 0.71% [2025-11-22T02:11:20.292049] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 16.0s | Global ETA: 1h 12m 14s [2025-11-22T02:11:20.292996] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:20.293061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:20.294801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:20.295303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:20.295730] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:20.296539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:20.298579] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:20.300640] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:20.302244] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.86%, Actual: 0.84% [2025-11-22T02:11:20.340169] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 2.08% [2025-11-22T02:11:20.352165] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.27% | Symbol ETA: 27.6s | Global ETA: 1h 12m 14s [2025-11-22T02:11:20.353051] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:20.353114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:20.353955] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:20.355167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:20.466383] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 1.34% [2025-11-22T02:11:20.503859] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 1.70% [2025-11-22T02:11:20.631467] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.35% [2025-11-22T02:11:20.669016] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 1.06% [2025-11-22T02:11:20.797215] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 1.54% [2025-11-22T02:11:20.852661] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.56%, Actual: 1.14% [2025-11-22T02:11:20.925956] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 2.08% | Symbol ETA: 26.9s | Global ETA: 1h 12m 15s [2025-11-22T02:11:20.926850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:20.926911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:20.927756] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:20.928990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:20.932348] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.98% | Symbol ETA: 15.3s | Global ETA: 1h 12m 15s [2025-11-22T02:11:20.933298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:20.933364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:20.935236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:20.935762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:20.936171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:20.936980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:20.938905] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:20.941069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:20.964163] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.28%, Actual: 0.88% [2025-11-22T02:11:21.019293] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.08%, Actual: 1.31% [2025-11-22T02:11:21.131028] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 1.29% [2025-11-22T02:11:21.184593] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 3.34% [2025-11-22T02:11:21.298295] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.61%, Actual: 1.42% [2025-11-22T02:11:21.348957] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.56%, Actual: 1.17% [2025-11-22T02:11:21.349133] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 44.6574% [2025-11-22T02:11:21.349208] [INFO ] [main ] PEN: DISCARDED add_morning_followthrough_mag_T0 (score: 44.66%) [2025-11-22T02:11:21.349250] [INFO ] [main ] PEN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:11:21.349282] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_morning_range_expansion'] [2025-11-22T02:11:21.349316] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:21.362681] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:21.364254] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:21.364315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:21.369181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:21.371609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:21.372398] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:21.376564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:21.467160] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.10% [2025-11-22T02:11:21.497788] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.45% | Symbol ETA: 26.3s | Global ETA: 1h 12m 16s [2025-11-22T02:11:21.498727] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:21.498789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:21.499593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:21.500817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:21.579790] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.48% | Symbol ETA: 14.7s | Global ETA: 1h 12m 16s [2025-11-22T02:11:21.580806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:21.580872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:21.582759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:21.583275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:21.583756] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:21.584546] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:21.586349] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:11:21.588630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:21.632370] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 0.21% [2025-11-22T02:11:21.798267] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.02%, Actual: 0.48% [2025-11-22T02:11:21.798458] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 57.2841% [2025-11-22T02:11:21.798533] [INFO ] [main ] ALX: KEPT add_atr_10 (score: 57.28%) [2025-11-22T02:11:21.798575] [INFO ] [main ] ALX: Testing feature 4/53: add_atr_5 [2025-11-22T02:11:21.798605] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:11:21.798639] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:21.811513] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:21.812930] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:21.813006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:21.814719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:21.815220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:21.815690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:21.816090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.035174] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 18.5s | Global ETA: 1h 12m 17s [2025-11-22T02:11:22.036060] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:22.036122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:22.040921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:22.043317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:22.044104] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:22.048273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.074313] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.26% | Symbol ETA: 25.7s | Global ETA: 1h 12m 17s [2025-11-22T02:11:22.075194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:22.075255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:22.076077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:22.077336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.227043] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 14.1s | Global ETA: 1h 12m 17s [2025-11-22T02:11:22.407428] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 1.97% [2025-11-22T02:11:22.457563] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 2m 20s | Global ETA: 1h 12m 18s [2025-11-22T02:11:22.458586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:22.458666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:22.460299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:22.460789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:22.461219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:22.461598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.586936] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 1.66% [2025-11-22T02:11:22.645720] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 25.1s | Global ETA: 1h 12m 18s [2025-11-22T02:11:22.646583] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:22.646663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:22.647490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:22.648713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.710922] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 17.8s | Global ETA: 1h 12m 18s [2025-11-22T02:11:22.711822] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:22.711884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:22.716602] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:22.719067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:22.719837] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:22.723963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:22.767910] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.81%, Actual: 0.06% [2025-11-22T02:11:22.949618] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.56% [2025-11-22T02:11:23.098375] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 2m 19s | Global ETA: 1h 12m 19s [2025-11-22T02:11:23.099399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:23.099464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:23.101194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:23.101701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:23.102149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:23.102539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:23.134095] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.07% [2025-11-22T02:11:23.215504] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 24.6s | Global ETA: 1h 12m 19s [2025-11-22T02:11:23.216392] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:23.216452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:23.217334] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:23.218535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:23.311904] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 0.01% [2025-11-22T02:11:23.396281] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 17.2s | Global ETA: 1h 12m 19s [2025-11-22T02:11:23.397243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:23.397307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:23.402425] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:23.404988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:23.405820] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:23.410285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:23.492193] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 1.01% [2025-11-22T02:11:23.657521] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.98%, Actual: 0.04% [2025-11-22T02:11:23.742707] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 2m 18s | Global ETA: 1h 12m 20s [2025-11-22T02:11:23.743695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:23.743756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:23.745386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:23.745881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:23.746313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:23.746714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:23.788109] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.46% | Symbol ETA: 24.0s | Global ETA: 1h 12m 20s [2025-11-22T02:11:23.789014] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:23.789076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:23.789931] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:11:23.791146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:23.823704] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.48%, Actual: 6.45% [2025-11-22T02:11:23.990240] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 1.13% [2025-11-22T02:11:23.990475] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 31.2216% [2025-11-22T02:11:23.990554] [INFO ] [main ] BEP: DISCARDED add_micro_gap_fill_velocity (score: 31.22%) [2025-11-22T02:11:23.990656] [INFO ] [main ] BEP: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:11:23.990696] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:11:23.990731] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:24.002124] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:24.003369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:24.003431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:24.005111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:24.005615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:24.006361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:24.007114] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:24.008936] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:24.009608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:24.083273] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 16.5s | Global ETA: 1h 12m 21s [2025-11-22T02:11:24.084209] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:24.084274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:24.089392] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:24.091925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:24.092743] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:24.097085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:24.361772] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 23.4s | Global ETA: 1h 12m 21s [2025-11-22T02:11:24.383906] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 2m 18s | Global ETA: 1h 12m 21s [2025-11-22T02:11:24.384894] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:24.384955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:24.386559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:24.387053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:24.387537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:24.390869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:24.529384] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 0.56% [2025-11-22T02:11:24.602775] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 18.4s | Global ETA: 1h 12m 22s [2025-11-22T02:11:24.603694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:24.603757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:24.605373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:24.605873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:24.606258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:24.607011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:24.608839] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:24.609528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:24.696587] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 2.13% [2025-11-22T02:11:24.796773] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -3.18% | Symbol ETA: 15.9s | Global ETA: 1h 12m 22s [2025-11-22T02:11:24.798222] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:24.798286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:24.803510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:24.806113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:24.806960] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:24.811388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:24.864748] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.27%, Actual: 1.04% [2025-11-22T02:11:25.030443] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.28% | Symbol ETA: 2m 17s | Global ETA: 1h 12m 22s [2025-11-22T02:11:25.031431] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:25.031493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:25.033145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:25.033608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:25.033630] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 2.08%, Actual: 2.43% [2025-11-22T02:11:25.034063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:25.034442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:25.198610] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.62% | Symbol ETA: 17.8s | Global ETA: 1h 12m 23s [2025-11-22T02:11:25.199526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:25.199588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:25.201226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:25.201721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:25.202109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:25.202849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:25.203140] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.45%, Actual: 0.09% [2025-11-22T02:11:25.204597] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:25.205327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:25.371814] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.26%, Actual: 2.34% [2025-11-22T02:11:25.481412] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 15.2s | Global ETA: 1h 12m 23s [2025-11-22T02:11:25.482313] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:25.482375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:25.487338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:25.489834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:25.490598] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:25.494807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:25.541140] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 1.82% [2025-11-22T02:11:25.674376] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 2m 16s | Global ETA: 1h 12m 24s [2025-11-22T02:11:25.675370] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:25.675431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:25.677096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:25.677599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:25.678087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:25.678466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:25.709699] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.09% [2025-11-22T02:11:25.791795] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 17.2s | Global ETA: 1h 12m 24s [2025-11-22T02:11:25.792673] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:25.792735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:25.794419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:25.794925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:25.795303] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:25.796058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:25.797802] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:25.798476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:25.876902] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.46%, Actual: 0.21% [2025-11-22T02:11:26.047545] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.69%, Actual: 3.28% [2025-11-22T02:11:26.047794] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 36.7585% [2025-11-22T02:11:26.047877] [INFO ] [main ] PEB: DISCARDED add_intraday_skewness_proxies (score: 36.76%) [2025-11-22T02:11:26.047929] [INFO ] [main ] PEB: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:11:26.047968] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_intraday_volatility_percentile'] [2025-11-22T02:11:26.048011] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:26.061082] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:26.062348] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:26.062409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:26.063310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:26.152357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.199005] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.93% | Symbol ETA: 14.5s | Global ETA: 1h 12m 25s [2025-11-22T02:11:26.199901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:26.199963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:26.204726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:26.207133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:26.208496] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:26.212627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.320430] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 2m 16s | Global ETA: 1h 12m 25s [2025-11-22T02:11:26.321435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:26.321496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:26.323169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:26.323658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:26.324093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:26.324471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.386705] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 16.6s | Global ETA: 1h 12m 25s [2025-11-22T02:11:26.387596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:26.387677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:26.389280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:26.389790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:26.390177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:26.390919] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:26.392632] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:26.393322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.729214] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.44% | Symbol ETA: 26.4s | Global ETA: 1h 12m 26s [2025-11-22T02:11:26.730118] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:26.730179] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:26.731001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:26.819247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.878079] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 13.8s | Global ETA: 1h 12m 26s [2025-11-22T02:11:26.879089] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:26.879151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:26.884212] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:26.886939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:26.887894] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:26.892440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.959968] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 2m 15s | Global ETA: 1h 12m 26s [2025-11-22T02:11:26.960961] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:26.961022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:26.962633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:26.963124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:26.963551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:26.963954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:26.977435] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 16.0s | Global ETA: 1h 12m 26s [2025-11-22T02:11:26.978311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:26.978373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:26.980001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:26.980468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:26.980867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:26.981585] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:26.983312] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:26.984010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:27.395785] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 25.7s | Global ETA: 1h 12m 27s [2025-11-22T02:11:27.396666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:27.396727] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:27.397550] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:27.483133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:27.584897] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 13.1s | Global ETA: 1h 12m 27s [2025-11-22T02:11:27.585823] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:27.585901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:27.588702] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 15.4s | Global ETA: 1h 12m 27s [2025-11-22T02:11:27.589510] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:27.589572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:27.590787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:27.591205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:27.591698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:27.592075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:27.592812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:27.593213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:27.594027] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:27.594533] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:27.595237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:27.598200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:27.604836] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 2m 14s | Global ETA: 1h 12m 27s [2025-11-22T02:11:27.605846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:27.605907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:27.607565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:27.608066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:27.608505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:27.608910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:28.057328] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.90% | Symbol ETA: 25.0s | Global ETA: 1h 12m 28s [2025-11-22T02:11:28.058217] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:28.058278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:28.059107] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:28.145312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:28.176593] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 14.8s | Global ETA: 1h 12m 28s [2025-11-22T02:11:28.177500] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:28.177562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:28.179238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:28.179730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:28.180116] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:28.180855] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:28.182572] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:28.183261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:28.245486] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 2m 14s | Global ETA: 1h 12m 28s [2025-11-22T02:11:28.258132] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.55% | Symbol ETA: 12.4s | Global ETA: 1h 12m 28s [2025-11-22T02:11:28.412992] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.86%, Actual: 0.84% [2025-11-22T02:11:28.426133] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 2.28% [2025-11-22T02:11:28.580001] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 1.34% [2025-11-22T02:11:28.594071] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.97% [2025-11-22T02:11:28.719964] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.29% | Symbol ETA: 24.3s | Global ETA: 1h 12m 29s [2025-11-22T02:11:28.720865] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:28.720927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:28.721756] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:28.746801] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.35% [2025-11-22T02:11:28.761473] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.43%, Actual: 0.71% [2025-11-22T02:11:28.770789] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.39% | Symbol ETA: 14.2s | Global ETA: 1h 12m 29s [2025-11-22T02:11:28.771684] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:28.771746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:28.773348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:28.773837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:28.774264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:28.775104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:28.776860] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:28.777574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:28.807473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:28.913246] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 1.54% [2025-11-22T02:11:28.928738] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 2.08% [2025-11-22T02:11:29.079501] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.28%, Actual: 0.88% [2025-11-22T02:11:29.096086] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -3.18%, Actual: 1.70% [2025-11-22T02:11:29.245552] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 1.29% [2025-11-22T02:11:29.262696] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 1.06% [2025-11-22T02:11:29.370776] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -4.13% | Symbol ETA: 13.6s | Global ETA: 1h 12m 30s [2025-11-22T02:11:29.371675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:29.371738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:29.373387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:29.373901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:29.374279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:29.375036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:29.376773] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:11:29.377473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:29.379055] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.68% | Symbol ETA: 23.7s | Global ETA: 1h 12m 30s [2025-11-22T02:11:29.379945] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:29.380006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:29.380829] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:29.412428] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.61%, Actual: 1.42% [2025-11-22T02:11:29.428706] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.93%, Actual: 1.14% [2025-11-22T02:11:29.466066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:29.580339] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.10% [2025-11-22T02:11:29.594828] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 1.31% [2025-11-22T02:11:29.747279] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 0.21% [2025-11-22T02:11:29.761189] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 3.34% [2025-11-22T02:11:29.913509] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.02%, Actual: 0.48% [2025-11-22T02:11:29.913727] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 57.2841% [2025-11-22T02:11:29.913812] [INFO ] [main ] ALX: KEPT add_atr_5 (score: 57.28%) [2025-11-22T02:11:29.913854] [INFO ] [main ] ALX: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:11:29.913888] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:11:29.913922] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:29.926490] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:29.927319] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.55%, Actual: 1.17% [2025-11-22T02:11:29.927522] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 39.8447% [2025-11-22T02:11:29.927604] [INFO ] [main ] PEN: DISCARDED add_morning_range_expansion (score: 39.84%) [2025-11-22T02:11:29.927666] [INFO ] [main ] PEN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:11:29.927716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_open_11_elasticity'] [2025-11-22T02:11:29.927752] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:29.927897] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:29.927961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:29.929620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:29.930151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:29.930605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:29.932580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:29.933527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:29.942224] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:29.943721] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:29.943784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:29.948575] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:29.951006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:29.951787] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:29.952913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:29.984272] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 13.0s | Global ETA: 1h 12m 32s [2025-11-22T02:11:30.039119] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 23.0s | Global ETA: 1h 12m 32s [2025-11-22T02:11:30.040024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:30.040087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:30.040914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:30.127333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:30.162995] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 1.97% [2025-11-22T02:11:30.342400] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.62%, Actual: 1.66% [2025-11-22T02:11:30.517071] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 0.06% [2025-11-22T02:11:30.578298] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.05% | Symbol ETA: 1m 43s | Global ETA: 1h 12m 33s [2025-11-22T02:11:30.579303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:30.579373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:30.581011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:30.581500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:30.581952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:30.582335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:30.583104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:30.610274] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -3.96% | Symbol ETA: 17.7s | Global ETA: 1h 12m 33s [2025-11-22T02:11:30.611158] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:30.611220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:30.615997] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:30.618395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:30.619200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:30.620294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:30.700659] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 3.58% | Symbol ETA: 22.3s | Global ETA: 1h 12m 33s [2025-11-22T02:11:30.701528] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:30.701588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:30.702449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:30.703311] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 1.56% [2025-11-22T02:11:30.787689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:30.878145] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.07% [2025-11-22T02:11:31.046836] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 0.01% [2025-11-22T02:11:31.214836] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 1.01% [2025-11-22T02:11:31.287853] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 1m 43s | Global ETA: 1h 12m 34s [2025-11-22T02:11:31.288599] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 17.1s | Global ETA: 1h 12m 34s [2025-11-22T02:11:31.288941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:31.289009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:31.289500] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:31.289562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:31.290869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:31.291416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:31.291900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:31.292301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:31.293113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:31.294273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:31.296718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:31.297504] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:31.298603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:31.373904] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 21.7s | Global ETA: 1h 12m 34s [2025-11-22T02:11:31.374799] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:31.374861] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:31.375679] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:31.380986] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.39%, Actual: 0.04% [2025-11-22T02:11:31.459577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:31.547108] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -4.13%, Actual: 6.45% [2025-11-22T02:11:31.712620] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 1.13% [2025-11-22T02:11:31.712910] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.0770% [2025-11-22T02:11:31.712991] [INFO ] [main ] BEP: DISCARDED add_morning_followthrough_mag_T0 (score: 29.08%) [2025-11-22T02:11:31.713035] [INFO ] [main ] BEP: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:11:31.713067] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_morning_range_expansion'] [2025-11-22T02:11:31.713101] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:31.724424] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:31.725884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:31.725946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:31.727632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:31.728154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:31.728535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:31.729323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:31.731060] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:31.735216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:31.949881] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.69% | Symbol ETA: 16.4s | Global ETA: 1h 12m 35s [2025-11-22T02:11:31.950775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:31.951156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:31.955908] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:31.958337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:31.959145] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:31.960241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:31.973572] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 1m 42s | Global ETA: 1h 12m 35s [2025-11-22T02:11:31.974625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:31.974712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:31.976451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:31.977036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:31.978314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:31.979032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:31.979884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:32.040075] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.22% | Symbol ETA: 21.0s | Global ETA: 1h 12m 35s [2025-11-22T02:11:32.040976] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:32.041038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:32.041893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:11:32.124842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:32.323541] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.62% | Symbol ETA: 16.8s | Global ETA: 1h 12m 36s [2025-11-22T02:11:32.324448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:32.324512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:32.326160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:32.326659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:32.327043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:32.327803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:32.329489] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:32.333731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:32.611309] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 15.7s | Global ETA: 1h 12m 36s [2025-11-22T02:11:32.612227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:32.612288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:32.612316] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 1m 41s | Global ETA: 1h 12m 36s [2025-11-22T02:11:32.613328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:32.613391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:32.615021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:32.615510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:32.615959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:32.616338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:32.617070] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:32.617091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:32.619480] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:32.620267] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:32.621378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:32.688442] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.09% | Symbol ETA: 20.4s | Global ETA: 1h 12m 37s [2025-11-22T02:11:32.854537] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 0.56% [2025-11-22T02:11:32.923540] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.92% | Symbol ETA: 16.2s | Global ETA: 1h 12m 37s [2025-11-22T02:11:32.924426] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:32.924489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:32.926130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:32.926600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:32.927002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:32.927763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:32.929603] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:32.933795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:33.020994] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 2.13% [2025-11-22T02:11:33.185688] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.90%, Actual: 1.04% [2025-11-22T02:11:33.248961] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.40% | Symbol ETA: 1m 41s | Global ETA: 1h 12m 38s [2025-11-22T02:11:33.249971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:33.250033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:33.251665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:33.252150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:33.252576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:33.252976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:33.253741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:33.277843] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 15.0s | Global ETA: 1h 12m 38s [2025-11-22T02:11:33.278728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:33.278790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:33.283498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:33.285927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:33.286726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:33.287857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:33.351087] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 2.43% [2025-11-22T02:11:33.515873] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 15.6s | Global ETA: 1h 12m 38s [2025-11-22T02:11:33.516771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:33.516834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:33.516814] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.68%, Actual: 0.09% [2025-11-22T02:11:33.518518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:33.519021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:33.519446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:33.520193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:33.521936] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:33.526077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:33.684730] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 2.34% [2025-11-22T02:11:33.856900] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 3.58%, Actual: 1.82% [2025-11-22T02:11:33.891894] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.10% | Symbol ETA: 1m 40s | Global ETA: 1h 12m 39s [2025-11-22T02:11:33.892933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:33.893001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:33.894900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:33.895414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:33.895876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:33.896270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:33.897047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:33.934279] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.92% | Symbol ETA: 14.4s | Global ETA: 1h 12m 39s [2025-11-22T02:11:33.935179] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:33.935240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:33.940031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:33.942383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:33.943164] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:33.944276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:34.033722] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 1.09% [2025-11-22T02:11:34.109059] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 15.0s | Global ETA: 1h 12m 39s [2025-11-22T02:11:34.109957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:34.110020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:34.111624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:34.112109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:34.112489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:34.113247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:34.114972] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:34.119106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:34.211739] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.22%, Actual: 0.21% [2025-11-22T02:11:34.393002] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.09%, Actual: 3.28% [2025-11-22T02:11:34.393237] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 34.3499% [2025-11-22T02:11:34.393339] [INFO ] [main ] PEB: DISCARDED add_intraday_volatility_percentile (score: 34.35%) [2025-11-22T02:11:34.393392] [INFO ] [main ] PEB: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:11:34.393442] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_last_hour_momentum_mag'] [2025-11-22T02:11:34.393496] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:34.406982] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:34.408569] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:34.408632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:34.409531] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:34.410306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:34.529899] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -3.10% | Symbol ETA: 1m 39s | Global ETA: 1h 12m 40s [2025-11-22T02:11:34.530921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:34.530983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:34.532599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:34.533112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:34.533550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:34.534749] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:34.535507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:34.646618] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.52% | Symbol ETA: 13.7s | Global ETA: 1h 12m 40s [2025-11-22T02:11:34.647693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:34.647763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:34.653172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:34.655846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:34.656680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:34.657890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:34.707026] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 14.4s | Global ETA: 1h 12m 40s [2025-11-22T02:11:34.707976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:34.708062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:34.709739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:34.710233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:34.710623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:34.711403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:34.713208] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:34.717567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.024014] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -4.68% | Symbol ETA: 26.1s | Global ETA: 1h 12m 41s [2025-11-22T02:11:35.025041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:35.025106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:35.026196] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:35.027061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.175756] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 1m 39s | Global ETA: 1h 12m 41s [2025-11-22T02:11:35.176752] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:35.176814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:35.178523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:35.179046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:35.179490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:35.179904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:35.180686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.314217] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -2.80% | Symbol ETA: 13.8s | Global ETA: 1h 12m 41s [2025-11-22T02:11:35.315135] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:35.315203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:35.316877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:35.317383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:35.317797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:35.318553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:35.320317] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:35.324527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.354345] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 13.1s | Global ETA: 1h 12m 42s [2025-11-22T02:11:35.355345] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:35.355409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:35.360436] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:35.362933] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:35.363814] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:35.364975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.635685] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.45% | Symbol ETA: 25.5s | Global ETA: 1h 12m 42s [2025-11-22T02:11:35.636601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:35.636684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:35.637672] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:35.638539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.824350] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1m 38s | Global ETA: 1h 12m 42s [2025-11-22T02:11:35.825347] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:35.825409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:35.827069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:35.827582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:35.828030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:35.828415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:35.829172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:35.908369] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.62% | Symbol ETA: 13.2s | Global ETA: 1h 12m 43s [2025-11-22T02:11:35.909258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:35.909320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:35.910955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:35.911425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:35.911828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:35.912561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:35.914334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:35.918513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:36.054490] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 12.4s | Global ETA: 1h 12m 43s [2025-11-22T02:11:36.055499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:36.055567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:36.060930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:36.063565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:36.064397] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:36.065553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:36.232018] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.91% | Symbol ETA: 24.8s | Global ETA: 1h 12m 43s [2025-11-22T02:11:36.232992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:36.233080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:36.233951] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:36.234625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:36.464608] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 1m 37s | Global ETA: 1h 12m 44s [2025-11-22T02:11:36.498875] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 0.89% | Symbol ETA: 12.6s | Global ETA: 1h 12m 44s [2025-11-22T02:11:36.499805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:36.500244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:36.501884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:36.502356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:36.502762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:36.503493] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:36.505224] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:36.509474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:36.641368] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.05%, Actual: 0.84% [2025-11-22T02:11:36.764377] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.86% | Symbol ETA: 11.7s | Global ETA: 1h 12m 44s [2025-11-22T02:11:36.809909] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 1.34% [2025-11-22T02:11:36.837364] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 24.2s | Global ETA: 1h 12m 44s [2025-11-22T02:11:36.838268] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:36.838329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:36.839520] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:36.840197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:36.942998] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -3.96%, Actual: 2.28% [2025-11-22T02:11:36.980178] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 0.35% [2025-11-22T02:11:37.093817] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.61% | Symbol ETA: 12.0s | Global ETA: 1h 12m 45s [2025-11-22T02:11:37.094856] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:37.094935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:37.096765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:37.097391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:37.097827] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:37.098626] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:37.100521] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:11:37.105304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:37.122097] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 0.97% [2025-11-22T02:11:37.147638] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 1.54% [2025-11-22T02:11:37.303541] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 0.71% [2025-11-22T02:11:37.313940] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.40%, Actual: 0.88% [2025-11-22T02:11:37.422058] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.53% | Symbol ETA: 23.6s | Global ETA: 1h 12m 45s [2025-11-22T02:11:37.422944] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:37.423005] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:37.423829] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:37.424466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:37.483631] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 2.08% [2025-11-22T02:11:37.484251] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.10%, Actual: 1.29% [2025-11-22T02:11:37.650432] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -3.10%, Actual: 1.42% [2025-11-22T02:11:37.664058] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 1.70% [2025-11-22T02:11:37.691869] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.71% | Symbol ETA: 11.4s | Global ETA: 1h 12m 46s [2025-11-22T02:11:37.817658] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.10% [2025-11-22T02:11:37.836362] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.92%, Actual: 1.06% [2025-11-22T02:11:37.859823] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.62%, Actual: 1.97% [2025-11-22T02:11:37.988575] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.21% [2025-11-22T02:11:37.997859] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 23.0s | Global ETA: 1h 12m 46s [2025-11-22T02:11:37.998797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:37.998877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:37.999756] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:38.000414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:38.010382] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.52%, Actual: 1.14% [2025-11-22T02:11:38.028230] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.92%, Actual: 1.66% [2025-11-22T02:11:38.155264] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.38%, Actual: 0.48% [2025-11-22T02:11:38.155474] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 42.7944% [2025-11-22T02:11:38.155527] [INFO ] [main ] ALX: DISCARDED add_close_to_open_alignment (score: 42.79%) [2025-11-22T02:11:38.155565] [INFO ] [main ] ALX: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:11:38.155597] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:11:38.155631] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:38.168705] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:38.170152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:38.170215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:38.171901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:38.172397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:38.172851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:38.173242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:38.174147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:38.192792] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 1.31% [2025-11-22T02:11:38.197035] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.44%, Actual: 0.06% [2025-11-22T02:11:38.368815] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.56% [2025-11-22T02:11:38.378902] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.01%, Actual: 3.34% [2025-11-22T02:11:38.539804] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.07% [2025-11-22T02:11:38.562996] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.86%, Actual: 1.17% [2025-11-22T02:11:38.563228] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 32.5782% [2025-11-22T02:11:38.563347] [INFO ] [main ] PEN: DISCARDED add_open_11_elasticity (score: 32.58%) [2025-11-22T02:11:38.563392] [INFO ] [main ] PEN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:11:38.563425] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_open_reversal_intensity'] [2025-11-22T02:11:38.563461] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:38.577326] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:38.578798] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:38.578863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:38.584075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:38.584586] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 2.82% | Symbol ETA: 22.4s | Global ETA: 1h 12m 48s [2025-11-22T02:11:38.585498] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:38.585560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:38.586487] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:38.586829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:38.587356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:38.587756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:38.589206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:38.715231] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -2.80%, Actual: 0.01% [2025-11-22T02:11:38.815971] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 1m 23s | Global ETA: 1h 12m 48s [2025-11-22T02:11:38.816994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:38.817057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:38.818896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:38.819378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:38.819830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:38.820215] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:38.821108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:38.886778] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.62%, Actual: 1.01% [2025-11-22T02:11:39.053801] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 0.89%, Actual: 0.04% [2025-11-22T02:11:39.165428] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 21.8s | Global ETA: 1h 12m 49s [2025-11-22T02:11:39.166329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:39.166391] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:39.167299] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:39.167971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:39.220853] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 6.45% [2025-11-22T02:11:39.295160] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 17.3s | Global ETA: 1h 12m 49s [2025-11-22T02:11:39.296073] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:39.296135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:39.300879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:39.303270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:39.304045] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:39.305315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:39.390581] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.71%, Actual: 1.13% [2025-11-22T02:11:39.390828] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 30.2656% [2025-11-22T02:11:39.390910] [INFO ] [main ] BEP: DISCARDED add_morning_range_expansion (score: 30.27%) [2025-11-22T02:11:39.390953] [INFO ] [main ] BEP: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:11:39.390985] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_open_11_elasticity'] [2025-11-22T02:11:39.391020] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:39.402332] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:39.403624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:39.403708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:39.405386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:39.405900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:39.406300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:39.407074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:39.408828] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:39.410058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:39.455105] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 1m 23s | Global ETA: 1h 12m 49s [2025-11-22T02:11:39.456112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:39.456175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:39.457884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:39.458406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:39.458861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:39.459248] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:39.460142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:39.750424] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.59% | Symbol ETA: 21.2s | Global ETA: 1h 12m 50s [2025-11-22T02:11:39.751311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:39.751371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:39.752197] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:11:39.752862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:39.987151] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 16.5s | Global ETA: 1h 12m 50s [2025-11-22T02:11:39.988134] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:39.988200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:39.993273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:39.995957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:39.996892] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:39.998259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.001103] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.57% | Symbol ETA: 15.9s | Global ETA: 1h 12m 50s [2025-11-22T02:11:40.001947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:40.002009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:40.003623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:40.004117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:40.004496] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:40.005248] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:40.006985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:40.008144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.106094] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.27% | Symbol ETA: 1m 22s | Global ETA: 1h 12m 50s [2025-11-22T02:11:40.110456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:40.110520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:40.113290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:40.113821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:40.114271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:40.114684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:40.115639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.335688] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 20.6s | Global ETA: 1h 12m 51s [2025-11-22T02:11:40.504284] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -4.68%, Actual: 0.56% [2025-11-22T02:11:40.599290] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.11% | Symbol ETA: 15.3s | Global ETA: 1h 12m 51s [2025-11-22T02:11:40.600193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:40.600257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:40.601881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:40.602375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:40.602780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:40.603528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:40.605308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:40.606476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.672774] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 2.13% [2025-11-22T02:11:40.705396] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.77% | Symbol ETA: 15.9s | Global ETA: 1h 12m 51s [2025-11-22T02:11:40.706478] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:40.706544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:40.711684] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:40.714268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:40.715084] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:40.716398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.764714] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -2.14% | Symbol ETA: 1m 21s | Global ETA: 1h 12m 52s [2025-11-22T02:11:40.765753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:40.765818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:40.767638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:40.768157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:40.768596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:40.769008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:40.769933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:40.839180] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.91%, Actual: 1.04% [2025-11-22T02:11:41.004257] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 2.43% [2025-11-22T02:11:41.170106] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.53%, Actual: 0.09% [2025-11-22T02:11:41.199893] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 14.7s | Global ETA: 1h 12m 52s [2025-11-22T02:11:41.201181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:41.201254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:41.203019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:41.203516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:41.203931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:41.204741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:41.206549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:41.207850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:41.335475] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 2.34% [2025-11-22T02:11:41.377756] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 15.1s | Global ETA: 1h 12m 53s [2025-11-22T02:11:41.378658] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:41.378720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:41.383459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:41.385856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:41.386620] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:41.387946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:41.409819] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.22% | Symbol ETA: 1m 21s | Global ETA: 1h 12m 53s [2025-11-22T02:11:41.410874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:41.410939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:41.412623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:41.413162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:41.413602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:41.414063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:41.414993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:41.501553] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 2.82%, Actual: 1.82% [2025-11-22T02:11:41.674256] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 1.09% [2025-11-22T02:11:41.809129] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 14.1s | Global ETA: 1h 12m 53s [2025-11-22T02:11:41.810069] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:41.810133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:41.811851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:41.812349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:41.812761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:41.813515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:41.815345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:41.816592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:41.841792] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.59%, Actual: 0.21% [2025-11-22T02:11:42.007232] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 3.28% [2025-11-22T02:11:42.007440] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 36.2366% [2025-11-22T02:11:42.007524] [INFO ] [main ] PEB: DISCARDED add_last_hour_momentum_mag (score: 36.24%) [2025-11-22T02:11:42.007565] [INFO ] [main ] PEB: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:11:42.007596] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility'] [2025-11-22T02:11:42.007629] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:42.020808] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:42.022071] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:42.022132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:42.022984] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:42.024840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.053524] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 1m 20s | Global ETA: 1h 12m 54s [2025-11-22T02:11:42.054516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:42.054578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:42.056226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:42.056713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:42.057167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:42.057582] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:42.058506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.064757] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 14.4s | Global ETA: 1h 12m 54s [2025-11-22T02:11:42.065631] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:42.065718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:42.070539] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:42.073045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:42.073833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:42.075094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.413934] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 13.5s | Global ETA: 1h 12m 55s [2025-11-22T02:11:42.414832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:42.414893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:42.416570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:42.417059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:42.417460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:42.418204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:42.419944] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:42.421090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.590841] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -4.07% | Symbol ETA: 22.3s | Global ETA: 1h 12m 55s [2025-11-22T02:11:42.591741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:42.591802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:42.592608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:42.594793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.690518] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 1m 19s | Global ETA: 1h 12m 55s [2025-11-22T02:11:42.691585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:42.691676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:42.693418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:42.693945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:42.694382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:42.694789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:42.695706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.749203] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.74% | Symbol ETA: 13.7s | Global ETA: 1h 12m 55s [2025-11-22T02:11:42.750126] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:42.750190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:42.755112] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:42.758042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:42.758848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:42.760133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:42.996233] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.73% | Symbol ETA: 12.9s | Global ETA: 1h 12m 56s [2025-11-22T02:11:42.997126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:42.997208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:42.998851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:42.999319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:42.999725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:43.000446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:43.002175] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:43.003301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.162766] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 21.7s | Global ETA: 1h 12m 56s [2025-11-22T02:11:43.163629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:43.163709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:43.164511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:43.166371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.342818] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 1m 19s | Global ETA: 1h 12m 56s [2025-11-22T02:11:43.343824] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:43.343886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:43.345505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:43.345995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:43.346422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:43.346822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:43.347754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.426693] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.62% | Symbol ETA: 13.0s | Global ETA: 1h 12m 56s [2025-11-22T02:11:43.427585] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:43.427665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:43.432491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:43.434919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:43.435745] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:43.437042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.583481] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 12.3s | Global ETA: 1h 12m 57s [2025-11-22T02:11:43.584362] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:43.584424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:43.586056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:43.586552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:43.586951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:43.587729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:43.589479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:43.590628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.741622] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.37% | Symbol ETA: 21.1s | Global ETA: 1h 12m 57s [2025-11-22T02:11:43.742515] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:43.742575] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:43.743423] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:43.745240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:43.982990] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 1m 18s | Global ETA: 1h 12m 58s [2025-11-22T02:11:43.983993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:43.984056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:43.985702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:43.986174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:43.986606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:43.987007] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:43.987953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.109796] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.59% | Symbol ETA: 12.3s | Global ETA: 1h 12m 58s [2025-11-22T02:11:44.110701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:44.110763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:44.115542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:44.117994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:44.118838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:44.120083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.172946] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 11.7s | Global ETA: 1h 12m 58s [2025-11-22T02:11:44.173860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:44.173922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:44.175569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:44.176060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:44.176440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:44.177205] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:44.178976] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:44.180142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.311445] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 20.6s | Global ETA: 1h 12m 58s [2025-11-22T02:11:44.312330] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:44.312392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:44.313210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:44.315072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.630280] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.18% | Symbol ETA: 1m 17s | Global ETA: 1h 12m 59s [2025-11-22T02:11:44.765127] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.98% | Symbol ETA: 11.1s | Global ETA: 1h 12m 59s [2025-11-22T02:11:44.766053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:44.766115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:44.767763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:44.768231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:44.768665] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:44.769408] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:44.771492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:11:44.772625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.785983] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 11.6s | Global ETA: 1h 12m 59s [2025-11-22T02:11:44.786876] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:44.786949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:44.791790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:44.794263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:44.795060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:44.796361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.800842] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.84% [2025-11-22T02:11:44.887910] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.44% | Symbol ETA: 20.0s | Global ETA: 1h 12m 59s [2025-11-22T02:11:44.888812] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:44.888872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:44.889724] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:44.891561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:44.971423] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 1.34% [2025-11-22T02:11:45.137716] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 0.35% [2025-11-22T02:11:45.306989] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -2.14%, Actual: 1.54% [2025-11-22T02:11:45.355948] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 10.5s | Global ETA: 1h 13m 0s [2025-11-22T02:11:45.450943] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.30% | Symbol ETA: 10.9s | Global ETA: 1h 13m 0s [2025-11-22T02:11:45.457775] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.73% | Symbol ETA: 19.4s | Global ETA: 1h 13m 0s [2025-11-22T02:11:45.458664] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:45.458725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:45.459567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:45.461399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:45.475290] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 0.88% [2025-11-22T02:11:45.525349] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.57%, Actual: 1.97% [2025-11-22T02:11:45.621028] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 2.28% [2025-11-22T02:11:45.644166] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 1.29% [2025-11-22T02:11:45.692791] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.11%, Actual: 1.66% [2025-11-22T02:11:45.790351] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.97% [2025-11-22T02:11:45.811549] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 1.42% [2025-11-22T02:11:45.859591] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 0.06% [2025-11-22T02:11:45.958929] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.77%, Actual: 0.71% [2025-11-22T02:11:45.979329] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 1.10% [2025-11-22T02:11:46.029569] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 1.56% [2025-11-22T02:11:46.058190] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 18.9s | Global ETA: 1h 13m 1s [2025-11-22T02:11:46.059074] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:46.059135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:46.059980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:46.061810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:46.129232] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 2.08% [2025-11-22T02:11:46.146524] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 0.21% [2025-11-22T02:11:46.210470] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.07% [2025-11-22T02:11:46.297546] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 1.70% [2025-11-22T02:11:46.314468] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.18%, Actual: 0.48% [2025-11-22T02:11:46.314683] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 50.2782% [2025-11-22T02:11:46.314762] [INFO ] [main ] ALX: DISCARDED add_composite_volatility_context (score: 50.28%) [2025-11-22T02:11:46.314803] [INFO ] [main ] ALX: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:11:46.314836] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:11:46.314870] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:46.328165] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:46.329713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:46.329775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:46.331423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:46.331946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:46.332378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:46.332779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:46.335168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:46.395459] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 0.01% [2025-11-22T02:11:46.464456] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.74%, Actual: 1.06% [2025-11-22T02:11:46.570749] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 1.01% [2025-11-22T02:11:46.631951] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.62%, Actual: 1.14% [2025-11-22T02:11:46.644114] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 18.3s | Global ETA: 1h 13m 2s [2025-11-22T02:11:46.645031] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:46.645094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:46.646042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:46.648190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:46.735834] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.63%, Actual: 0.04% [2025-11-22T02:11:46.798712] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.59%, Actual: 1.31% [2025-11-22T02:11:46.900095] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.98%, Actual: 6.45% [2025-11-22T02:11:46.965836] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 3.34% [2025-11-22T02:11:46.992212] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 1m 9s | Global ETA: 1h 13m 3s [2025-11-22T02:11:46.993217] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:46.993279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:46.994922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:46.995394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:46.995857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:46.996254] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:46.998809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.066442] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 1.13% [2025-11-22T02:11:47.066658] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 30.1985% [2025-11-22T02:11:47.066748] [INFO ] [main ] BEP: DISCARDED add_open_11_elasticity (score: 30.20%) [2025-11-22T02:11:47.066790] [INFO ] [main ] BEP: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:11:47.066821] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_open_reversal_intensity'] [2025-11-22T02:11:47.066857] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:47.078060] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:47.079326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:47.079388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:47.081089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:47.081578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:47.081984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:47.082736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:47.084475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:47.085804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.135258] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.30%, Actual: 1.17% [2025-11-22T02:11:47.135453] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 42.4337% [2025-11-22T02:11:47.135526] [INFO ] [main ] PEN: DISCARDED add_open_reversal_intensity (score: 42.43%) [2025-11-22T02:11:47.135569] [INFO ] [main ] PEN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:11:47.135601] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:11:47.135634] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:47.148930] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:47.150401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:47.150463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:47.155258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:47.157721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:47.158529] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:47.160072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.225385] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.13% | Symbol ETA: 17.7s | Global ETA: 1h 13m 4s [2025-11-22T02:11:47.226297] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:11:47.226359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:47.227221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:47.229132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.646581] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -2.88% | Symbol ETA: 1m 8s | Global ETA: 1h 13m 4s [2025-11-22T02:11:47.647662] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:47.647725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:47.649352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:47.649852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:47.650299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:47.650747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:47.653129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.669151] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.08% | Symbol ETA: 15.0s | Global ETA: 1h 13m 4s [2025-11-22T02:11:47.670071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:47.670133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:47.671808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:47.672277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:47.672708] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:47.673482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:47.675224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:47.676563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.810248] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -3.08% | Symbol ETA: 17.1s | Global ETA: 1h 13m 5s [2025-11-22T02:11:47.823893] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 16.1s | Global ETA: 1h 13m 5s [2025-11-22T02:11:47.824791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:47.824854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:47.829596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:47.831990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:47.832784] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:47.834262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:47.978514] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -4.07%, Actual: 0.56% [2025-11-22T02:11:48.144586] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 2.13% [2025-11-22T02:11:48.260559] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 14.4s | Global ETA: 1h 13m 5s [2025-11-22T02:11:48.261445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:48.261513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:48.263154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:48.263626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:48.264030] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:48.264775] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:48.266488] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:48.267815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:48.295610] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 1m 7s | Global ETA: 1h 13m 5s [2025-11-22T02:11:48.296588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:48.296669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:48.298349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:48.298881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:48.299310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:48.299784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:48.302156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:48.311108] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.37%, Actual: 1.04% [2025-11-22T02:11:48.479360] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 2.43% [2025-11-22T02:11:48.494248] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 2.81% | Symbol ETA: 15.4s | Global ETA: 1h 13m 6s [2025-11-22T02:11:48.495171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:48.495233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:48.500518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:48.503080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:48.503900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:48.505435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:48.646817] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.44%, Actual: 0.09% [2025-11-22T02:11:48.816007] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.73%, Actual: 2.34% [2025-11-22T02:11:48.847757] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.31% | Symbol ETA: 13.8s | Global ETA: 1h 13m 7s [2025-11-22T02:11:48.848628] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:48.848709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:48.850341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:48.850841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:48.851225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:48.851975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:48.853728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:48.855027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:48.944222] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 1m 6s | Global ETA: 1h 13m 7s [2025-11-22T02:11:48.945212] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:48.945282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:48.946929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:48.947440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:48.947901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:48.948286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:48.950670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:48.987768] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 1.82% [2025-11-22T02:11:49.157108] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.09% [2025-11-22T02:11:49.177596] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.83% | Symbol ETA: 14.7s | Global ETA: 1h 13m 7s [2025-11-22T02:11:49.178506] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:49.178569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:49.183473] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:49.185994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:49.186800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:49.188367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:49.325587] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.13%, Actual: 0.21% [2025-11-22T02:11:49.442202] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 13.2s | Global ETA: 1h 13m 8s [2025-11-22T02:11:49.443088] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:49.443150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:49.444793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:49.445285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:49.445691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:49.446768] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:49.448692] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:49.449978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:49.494074] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -3.08%, Actual: 3.28% [2025-11-22T02:11:49.494273] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 43.9043% [2025-11-22T02:11:49.494380] [INFO ] [main ] PEB: KEPT add_late_day_volatility (score: 43.90%) [2025-11-22T02:11:49.494429] [INFO ] [main ] PEB: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:11:49.494463] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure'] [2025-11-22T02:11:49.494504] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:49.507419] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:49.508764] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:49.508827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:49.509709] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:49.511592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:49.514383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:49.591848] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.40% | Symbol ETA: 1m 6s | Global ETA: 1h 13m 8s [2025-11-22T02:11:49.592855] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:49.592917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:49.594534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:49.595030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:49.595461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:49.595867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:49.601934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:49.860010] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 14.1s | Global ETA: 1h 13m 8s [2025-11-22T02:11:49.860924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:49.860988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:49.865895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:49.868394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:49.869203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:49.870713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.028741] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 12.6s | Global ETA: 1h 13m 9s [2025-11-22T02:11:50.029606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:50.029691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:50.031319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:50.031816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:50.032195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:50.032941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:50.034661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:50.035963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.113967] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 20.9s | Global ETA: 1h 13m 9s [2025-11-22T02:11:50.114948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:50.115013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:50.115988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:50.118476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:50.122581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.238908] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 1m 5s | Global ETA: 1h 13m 9s [2025-11-22T02:11:50.239906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:50.239968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:50.241601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:50.242103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:50.242529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:50.242932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:50.245321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.576268] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 13.4s | Global ETA: 1h 13m 10s [2025-11-22T02:11:50.577224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:50.577287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:50.582362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:50.584885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:50.585720] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:50.587268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.615017] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 12.0s | Global ETA: 1h 13m 10s [2025-11-22T02:11:50.615930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:50.615993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:50.617701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:50.618197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:50.618595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:50.619363] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:50.621178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:50.622521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.708137] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.51% | Symbol ETA: 20.2s | Global ETA: 1h 13m 10s [2025-11-22T02:11:50.709097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:50.709165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:50.710051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:50.711932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:50.714567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:50.904045] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 1m 5s | Global ETA: 1h 13m 10s [2025-11-22T02:11:50.905045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:50.905107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:50.906751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:50.907270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:50.907727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:50.908119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:50.910504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.206835] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 11.4s | Global ETA: 1h 13m 11s [2025-11-22T02:11:51.207748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:51.207811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:51.209427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:51.209922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:51.210321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:51.211073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:51.212813] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:51.214115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.259070] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 12.7s | Global ETA: 1h 13m 11s [2025-11-22T02:11:51.260009] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:51.260073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:51.265014] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:51.267497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:51.268297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:51.269851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.313883] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.59% | Symbol ETA: 19.6s | Global ETA: 1h 13m 11s [2025-11-22T02:11:51.314846] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:51.314910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:51.315834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:51.317760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:51.320463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.552506] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 1m 4s | Global ETA: 1h 13m 12s [2025-11-22T02:11:51.553488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:51.553563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:51.555229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:51.555747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:51.556173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:51.556548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:51.558996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.796294] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.96% | Symbol ETA: 10.9s | Global ETA: 1h 13m 12s [2025-11-22T02:11:51.797194] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:51.797259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:51.798933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:51.799402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:51.799812] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:51.800534] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:51.802303] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:51.803623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.912571] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -2.63% | Symbol ETA: 19.0s | Global ETA: 1h 13m 12s [2025-11-22T02:11:51.913487] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:51.913550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:51.914378] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:51.916241] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:51.918926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:51.938189] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.18% | Symbol ETA: 12.1s | Global ETA: 1h 13m 12s [2025-11-22T02:11:51.939190] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:51.939253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:51.944327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:51.946888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:51.947739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:51.949279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:52.209093] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.01% | Symbol ETA: 1m 3s | Global ETA: 1h 13m 13s [2025-11-22T02:11:52.210102] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:52.210166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:52.211807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:52.212271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:52.212720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:52.213103] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:52.215481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:52.387874] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.62% | Symbol ETA: 10.3s | Global ETA: 1h 13m 13s [2025-11-22T02:11:52.388791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:52.388854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:52.390504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:52.390998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:52.391378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:52.392120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:52.393888] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:11:52.395177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:52.491811] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.05% | Symbol ETA: 18.4s | Global ETA: 1h 13m 13s [2025-11-22T02:11:52.492707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:52.492769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:52.493599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:52.495422] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:52.498104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:52.621433] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 11.4s | Global ETA: 1h 13m 13s [2025-11-22T02:11:52.622323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:52.622401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:52.627325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:52.629802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:52.630575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:52.632071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:52.895499] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 1m 3s | Global ETA: 1h 13m 14s [2025-11-22T02:11:52.981315] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 9.7s | Global ETA: 1h 13m 14s [2025-11-22T02:11:53.066354] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.84% [2025-11-22T02:11:53.075123] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -3.05% | Symbol ETA: 17.8s | Global ETA: 1h 13m 14s [2025-11-22T02:11:53.076036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:53.076097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:53.076929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:53.078813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:53.081392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:53.147601] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.08%, Actual: 1.97% [2025-11-22T02:11:53.235134] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 1.34% [2025-11-22T02:11:53.298457] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 10.7s | Global ETA: 1h 13m 15s [2025-11-22T02:11:53.299361] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:53.299433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:53.304509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:53.307069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:53.307904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:53.309808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:53.321739] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 1.66% [2025-11-22T02:11:53.408863] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 0.35% [2025-11-22T02:11:53.494330] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.31%, Actual: 0.06% [2025-11-22T02:11:53.578366] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 2.19%, Actual: 1.54% [2025-11-22T02:11:53.654265] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 17.2s | Global ETA: 1h 13m 15s [2025-11-22T02:11:53.655150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:53.655212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:53.656036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:53.657942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:53.660549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:53.662661] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 1.56% [2025-11-22T02:11:53.763303] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.40%, Actual: 0.88% [2025-11-22T02:11:53.832002] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 0.07% [2025-11-22T02:11:53.944057] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 1.29% [2025-11-22T02:11:53.968989] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.40% | Symbol ETA: 10.0s | Global ETA: 1h 13m 16s [2025-11-22T02:11:53.998045] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.01% [2025-11-22T02:11:54.112182] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.42% [2025-11-22T02:11:54.141192] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 2.28% [2025-11-22T02:11:54.165330] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 1.01% [2025-11-22T02:11:54.231709] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 16.6s | Global ETA: 1h 13m 16s [2025-11-22T02:11:54.232931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:54.232993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:54.233824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:54.235990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:54.238617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:54.279770] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 1.10% [2025-11-22T02:11:54.315422] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.81%, Actual: 0.97% [2025-11-22T02:11:54.331286] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.96%, Actual: 0.04% [2025-11-22T02:11:54.447828] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.01%, Actual: 0.21% [2025-11-22T02:11:54.496166] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.62%, Actual: 6.45% [2025-11-22T02:11:54.544726] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.83%, Actual: 0.71% [2025-11-22T02:11:54.617060] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.48% [2025-11-22T02:11:54.617295] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 40.7145% [2025-11-22T02:11:54.617377] [INFO ] [main ] ALX: DISCARDED add_day_shape_ratios (score: 40.71%) [2025-11-22T02:11:54.617423] [INFO ] [main ] ALX: Testing feature 8/53: add_directional_consistency [2025-11-22T02:11:54.617458] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T02:11:54.617494] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:11:54.631436] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:54.632893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:54.632957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:54.634593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:54.635115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:54.635545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:54.635954] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:54.661102] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 1.13% [2025-11-22T02:11:54.661634] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 34.2513% [2025-11-22T02:11:54.661733] [INFO ] [main ] BEP: DISCARDED add_open_reversal_intensity (score: 34.25%) [2025-11-22T02:11:54.661774] [INFO ] [main ] BEP: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:11:54.661806] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:11:54.661841] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:11:54.674401] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:54.675771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:54.675835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:54.677577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:54.678125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:54.678529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:54.679320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:54.681111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:54.682682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:54.720556] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 2.08% [2025-11-22T02:11:54.762512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:54.812121] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.85% | Symbol ETA: 16.0s | Global ETA: 1h 13m 18s [2025-11-22T02:11:54.813040] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:11:54.813102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:54.813953] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:54.815819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:54.818449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:54.891923] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 1.70% [2025-11-22T02:11:55.061849] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 1.06% [2025-11-22T02:11:55.232809] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.18%, Actual: 1.14% [2025-11-22T02:11:55.298061] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 14.5s | Global ETA: 1h 13m 18s [2025-11-22T02:11:55.299019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:55.299084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:55.300844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:55.301357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:55.301803] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:55.302663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:55.304451] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:55.306201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:55.391137] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 15.4s | Global ETA: 1h 13m 19s [2025-11-22T02:11:55.402029] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.31% [2025-11-22T02:11:55.402344] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.61% | Symbol ETA: 1m 0s | Global ETA: 1h 13m 19s [2025-11-22T02:11:55.403358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:55.403421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:55.405386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:55.405884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:55.406314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:55.406718] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:55.530780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:55.557350] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.85%, Actual: 0.56% [2025-11-22T02:11:55.573476] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 3.34% [2025-11-22T02:11:55.723398] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.51%, Actual: 2.13% [2025-11-22T02:11:55.745794] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.40%, Actual: 1.17% [2025-11-22T02:11:55.746014] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 48.4853% [2025-11-22T02:11:55.746102] [INFO ] [main ] PEN: DISCARDED add_open_vs_close_liquidity_ratio (score: 48.49%) [2025-11-22T02:11:55.746146] [INFO ] [main ] PEN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:11:55.746179] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_open_vs_prev_range_position'] [2025-11-22T02:11:55.746215] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:11:55.759743] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:55.761030] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:55.761093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:55.766097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:55.768696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:55.769495] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:55.772458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:55.889726] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.59%, Actual: 1.04% [2025-11-22T02:11:55.932086] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.78% | Symbol ETA: 13.9s | Global ETA: 1h 13m 20s [2025-11-22T02:11:55.933078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:55.933144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:55.935028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:55.935512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:55.935965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:55.936793] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:55.938720] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:55.940259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:56.056783] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -2.63%, Actual: 2.43% [2025-11-22T02:11:56.165544] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 59.5s | Global ETA: 1h 13m 20s [2025-11-22T02:11:56.166532] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:56.166594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:56.168269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:56.168769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:56.169201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:56.169582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:56.223955] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.05%, Actual: 0.09% [2025-11-22T02:11:56.292312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:56.389949] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -3.05%, Actual: 2.34% [2025-11-22T02:11:56.458068] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 15.6s | Global ETA: 1h 13m 21s [2025-11-22T02:11:56.458957] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:56.459019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:56.463740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:56.466147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:56.466932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:56.469861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:56.556029] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.82% [2025-11-22T02:11:56.562203] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.70% | Symbol ETA: 13.3s | Global ETA: 1h 13m 21s [2025-11-22T02:11:56.563209] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:56.563276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:56.564995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:56.565491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:56.565998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:56.566766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:56.568748] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:56.570431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:56.721515] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.09% [2025-11-22T02:11:56.887567] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.85%, Actual: 0.21% [2025-11-22T02:11:56.928716] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -3.18% | Symbol ETA: 58.7s | Global ETA: 1h 13m 21s [2025-11-22T02:11:56.929708] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:56.929794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:56.931405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:56.931901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:56.932330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:56.932736] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:57.053998] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.34%, Actual: 3.28% [2025-11-22T02:11:57.054227] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 45.2192% [2025-11-22T02:11:57.054304] [INFO ] [main ] PEB: KEPT add_late_hour_microstructure (score: 45.22%) [2025-11-22T02:11:57.054347] [INFO ] [main ] PEB: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:11:57.054378] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_late_session_pressure'] [2025-11-22T02:11:57.054412] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:11:57.058341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.067050] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:11:57.068376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:57.068438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:57.069298] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:57.071157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:57.073795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:57.074817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.149434] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 14.9s | Global ETA: 1h 13m 22s [2025-11-22T02:11:57.150356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:57.150420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:57.155352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:57.157916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:57.158766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:57.161664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.185250] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 12.6s | Global ETA: 1h 13m 22s [2025-11-22T02:11:57.186223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:57.186288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:57.188155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:57.188661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:57.189080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:57.189929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:57.191955] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:57.193627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.656818] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -4.23% | Symbol ETA: 19.6s | Global ETA: 1h 13m 23s [2025-11-22T02:11:57.657768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:57.657854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:57.658712] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:57.660524] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:57.663149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:57.664203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.718302] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 58.0s | Global ETA: 1h 13m 23s [2025-11-22T02:11:57.719444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:57.719516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:57.721302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:57.721868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:57.722319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:57.722754] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:57.867479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.891291] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 14.3s | Global ETA: 1h 13m 23s [2025-11-22T02:11:57.892788] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:57.892887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:57.900377] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:57.903700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:57.904821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:57.908950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:57.936172] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 12.1s | Global ETA: 1h 13m 23s [2025-11-22T02:11:57.937879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:57.937984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:57.940697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:57.941496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:57.942099] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:57.943255] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:57.946026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:57.949630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:58.449512] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 19.8s | Global ETA: 1h 13m 24s [2025-11-22T02:11:58.450747] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:58.450819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:58.451804] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:58.453770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:58.456739] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:58.458048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:58.723051] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.67% | Symbol ETA: 57.5s | Global ETA: 1h 13m 25s [2025-11-22T02:11:58.724108] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:58.724174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:58.725890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:58.726416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:58.726936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:58.727388] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:58.754233] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 13.8s | Global ETA: 1h 13m 25s [2025-11-22T02:11:58.755147] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:58.755209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:58.759975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:58.762366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:58.763144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:58.765963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:58.817879] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.54% | Symbol ETA: 11.6s | Global ETA: 1h 13m 25s [2025-11-22T02:11:58.818959] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:58.819033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:58.820996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:58.821565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:58.822137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:58.823005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:58.825125] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:58.827046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:58.858233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:59.061670] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.93% | Symbol ETA: 18.9s | Global ETA: 1h 13m 25s [2025-11-22T02:11:59.062723] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:59.062793] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:59.063738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:59.065693] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:59.068675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:59.069853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:59.430152] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 13.0s | Global ETA: 1h 13m 26s [2025-11-22T02:11:59.431048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:59.431127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:11:59.436326] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:11:59.438870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:11:59.439665] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:11:59.440975] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 10.9s | Global ETA: 1h 13m 26s [2025-11-22T02:11:59.441876] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:11:59.441940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:59.442497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:59.443554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:59.444093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:59.444474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:11:59.445223] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:59.446963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:11:59.448538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:59.515248] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 56.6s | Global ETA: 1h 13m 26s [2025-11-22T02:11:59.516353] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:11:59.516419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:11:59.518197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:11:59.518755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:11:59.519209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:11:59.519618] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:11:59.652270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:11:59.691905] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 18.2s | Global ETA: 1h 13m 27s [2025-11-22T02:11:59.692974] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:11:59.693040] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:11:59.693980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:11:59.696034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:11:59.699078] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:11:59.700204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.040656] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.60% | Symbol ETA: 10.2s | Global ETA: 1h 13m 27s [2025-11-22T02:12:00.041541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:00.041604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:00.043331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:00.043834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:00.044218] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:00.045148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:00.046899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:00.048672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.108063] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.09% | Symbol ETA: 12.2s | Global ETA: 1h 13m 27s [2025-11-22T02:12:00.108974] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:00.109037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:00.114162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:00.116591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:00.117435] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:00.120270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.320064] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 55.8s | Global ETA: 1h 13m 28s [2025-11-22T02:12:00.321115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:00.321180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:00.321204] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -6.00% | Symbol ETA: 17.5s | Global ETA: 1h 13m 28s [2025-11-22T02:12:00.322146] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:00.322208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:00.323025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:00.323065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:00.323515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:00.323981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:00.324377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:12:00.324872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:00.327510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:12:00.328565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.457046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.714402] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.74% | Symbol ETA: 9.5s | Global ETA: 1h 13m 28s [2025-11-22T02:12:00.715459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:00.715524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:00.717285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:00.717805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:00.718190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:00.718954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:00.720709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:00.722255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:00.993987] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 11.5s | Global ETA: 1h 13m 29s [2025-11-22T02:12:00.994906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:00.994982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:00.999938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:01.002324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:01.003233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:01.006042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:01.189486] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 17.0s | Global ETA: 1h 13m 29s [2025-11-22T02:12:01.190374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:01.190438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:01.191273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:01.193116] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:01.195750] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:12:01.196751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:01.314294] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 8.9s | Global ETA: 1h 13m 30s [2025-11-22T02:12:01.406462] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 55.1s | Global ETA: 1h 13m 30s [2025-11-22T02:12:01.407506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:01.409807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:01.411477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:01.413539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:01.414003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:01.414396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:12:01.482820] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 1.97% [2025-11-22T02:12:01.538026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:01.651224] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.66% [2025-11-22T02:12:01.669634] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 10.8s | Global ETA: 1h 13m 30s [2025-11-22T02:12:01.670588] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:01.670682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:01.675497] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:01.678040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:01.678890] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:01.681792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:01.818263] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 0.06% [2025-11-22T02:12:01.884109] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 16.3s | Global ETA: 1h 13m 31s [2025-11-22T02:12:01.885015] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:01.885077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:01.885910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:01.887777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:01.890359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:12:01.891364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:02.040618] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 1.56% [2025-11-22T02:12:02.207510] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 0.07% [2025-11-22T02:12:02.221058] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 54.2s | Global ETA: 1h 13m 31s [2025-11-22T02:12:02.222070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:02.222133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:02.223797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:02.224276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:02.224729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:02.225118] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:12:02.347038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:02.353780] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 4.98% | Symbol ETA: 10.0s | Global ETA: 1h 13m 32s [2025-11-22T02:12:02.354732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:02.354794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:02.359599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:02.362065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:02.362867] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:02.365703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:02.373285] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.54%, Actual: 0.01% [2025-11-22T02:12:02.481140] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 15.6s | Global ETA: 1h 13m 32s [2025-11-22T02:12:02.482162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:02.482228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:02.483112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:02.485045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:02.487859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:12:02.489003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:02.538728] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.01% [2025-11-22T02:12:02.703682] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 0.04% [2025-11-22T02:12:02.870774] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.74%, Actual: 6.45% [2025-11-22T02:12:02.984925] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 53.4s | Global ETA: 1h 13m 33s [2025-11-22T02:12:03.025209] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 9.49% | Symbol ETA: 9.3s | Global ETA: 1h 13m 33s [2025-11-22T02:12:03.039602] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.68%, Actual: 1.13% [2025-11-22T02:12:03.039839] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.8978% [2025-11-22T02:12:03.039937] [INFO ] [main ] BEP: DISCARDED add_open_vs_close_liquidity_ratio (score: 35.90%) [2025-11-22T02:12:03.039982] [INFO ] [main ] BEP: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:12:03.040015] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_open_vs_prev_range_position'] [2025-11-22T02:12:03.040053] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:03.051352] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:03.052689] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:03.052752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:03.054442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:03.054971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:03.055353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:03.056117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:03.057892] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:03.060719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:03.101922] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.61% | Symbol ETA: 15.0s | Global ETA: 1h 13m 33s [2025-11-22T02:12:03.102891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:03.102962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:03.103853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:03.105814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:03.108680] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:12:03.109774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:03.155032] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 0.84% [2025-11-22T02:12:03.194802] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 2.28% [2025-11-22T02:12:03.321166] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 1.34% [2025-11-22T02:12:03.361943] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.97% [2025-11-22T02:12:03.486678] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -3.18%, Actual: 0.35% [2025-11-22T02:12:03.530295] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.71% [2025-11-22T02:12:03.640809] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.44% | Symbol ETA: 14.3s | Global ETA: 1h 13m 34s [2025-11-22T02:12:03.641687] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:03.641749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:03.643365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:03.643856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:03.644235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:03.644982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:03.646689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:03.649661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:03.653894] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 1.54% [2025-11-22T02:12:03.695597] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 14.3s | Global ETA: 1h 13m 34s [2025-11-22T02:12:03.697918] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.08% [2025-11-22T02:12:03.823535] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.67%, Actual: 0.88% [2025-11-22T02:12:03.864502] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -4.23%, Actual: 0.56% [2025-11-22T02:12:03.866571] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 1.70% [2025-11-22T02:12:03.995982] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 1.29% [2025-11-22T02:12:04.034290] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 2.13% [2025-11-22T02:12:04.048846] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.09%, Actual: 1.06% [2025-11-22T02:12:04.164202] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 1.42% [2025-11-22T02:12:04.204487] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 1.04% [2025-11-22T02:12:04.216693] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.62%, Actual: 1.14% [2025-11-22T02:12:04.233471] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.50% | Symbol ETA: 13.8s | Global ETA: 1h 13m 35s [2025-11-22T02:12:04.234547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:04.234611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:04.236559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:04.237271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:04.237672] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:04.238402] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:04.240137] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:04.243324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:04.336578] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 1.10% [2025-11-22T02:12:04.373956] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 2.43% [2025-11-22T02:12:04.386887] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 1.31% [2025-11-22T02:12:04.505435] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.64%, Actual: 0.21% [2025-11-22T02:12:04.542900] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -6.00%, Actual: 0.09% [2025-11-22T02:12:04.553146] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.98%, Actual: 3.34% [2025-11-22T02:12:04.672834] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 0.48% [2025-11-22T02:12:04.673034] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.8453% [2025-11-22T02:12:04.673107] [INFO ] [main ] ALX: DISCARDED add_directional_consistency (score: 45.85%) [2025-11-22T02:12:04.673149] [INFO ] [main ] ALX: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:12:04.673181] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T02:12:04.673215] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:04.685921] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:04.687507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:04.687572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:04.689297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:04.689831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:04.690286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:04.690700] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:04.692371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:04.711913] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 2.34% [2025-11-22T02:12:04.718620] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 9.49%, Actual: 1.17% [2025-11-22T02:12:04.718839] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 49.0492% [2025-11-22T02:12:04.718924] [INFO ] [main ] PEN: DISCARDED add_open_vs_prev_range_position (score: 49.05%) [2025-11-22T02:12:04.718971] [INFO ] [main ] PEN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:12:04.719003] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_overnight_gap_amplitude'] [2025-11-22T02:12:04.719037] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:04.732197] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:04.733396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:04.733458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:04.738217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:04.740626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:04.741407] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:04.742031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:04.826557] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 13.2s | Global ETA: 1h 13m 36s [2025-11-22T02:12:04.827481] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:04.827545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:04.829216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:04.829740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:04.830129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:04.830909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:04.832628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:04.835710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:04.880311] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 1.82% [2025-11-22T02:12:05.049054] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.09% [2025-11-22T02:12:05.218055] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.61%, Actual: 0.21% [2025-11-22T02:12:05.388317] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 3.28% [2025-11-22T02:12:05.388526] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 28.2925% [2025-11-22T02:12:05.388581] [INFO ] [main ] PEB: DISCARDED add_late_session_pressure (score: 28.29%) [2025-11-22T02:12:05.388622] [INFO ] [main ] PEB: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:12:05.388676] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity'] [2025-11-22T02:12:05.388715] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:05.397544] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 15.0s | Global ETA: 1h 13m 37s [2025-11-22T02:12:05.398795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:05.398858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:05.402857] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:05.403018] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 1m 2s | Global ETA: 1h 13m 37s [2025-11-22T02:12:05.403577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:05.404028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:05.404091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:05.404367] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:05.404439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:05.405343] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:05.405788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:05.405996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:05.406277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:05.406726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:05.406799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:05.407109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:05.407306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:05.407428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:05.408797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:05.410090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:05.412101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:05.420803] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 12.6s | Global ETA: 1h 13m 37s [2025-11-22T02:12:05.421680] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:05.421743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:05.423413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:05.423905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:05.424284] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:05.425049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:05.426772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:05.429604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.012103] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 12.0s | Global ETA: 1h 13m 38s [2025-11-22T02:12:06.012980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:06.013042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:06.014660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:06.015127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:06.015502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:06.016242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:06.017982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:06.020809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.021380] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 20.0s | Global ETA: 1h 13m 38s [2025-11-22T02:12:06.022276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:06.022339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:06.023162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:06.024990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:06.027624] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:06.029541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.060123] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 1m 1s | Global ETA: 1h 13m 38s [2025-11-22T02:12:06.061172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:06.061241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:06.062953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:06.063447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:06.063915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:06.064313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:06.065956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.075323] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 14.3s | Global ETA: 1h 13m 38s [2025-11-22T02:12:06.076214] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:06.076276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:06.081096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:06.083516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:06.084306] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:06.084932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.630539] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 11.4s | Global ETA: 1h 13m 39s [2025-11-22T02:12:06.631496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:06.631562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:06.633317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:06.633875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:06.634319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:06.635099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:06.636888] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:06.640281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.654583] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.35% | Symbol ETA: 19.5s | Global ETA: 1h 13m 39s [2025-11-22T02:12:06.655601] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:06.655697] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:06.656631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:06.658670] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:06.661604] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:06.663736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.722533] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 1m 0s | Global ETA: 1h 13m 40s [2025-11-22T02:12:06.723940] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:06.724019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:06.726207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:06.726860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:06.727361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:06.727786] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:06.729464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:06.741658] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 3.12% | Symbol ETA: 13.7s | Global ETA: 1h 13m 40s [2025-11-22T02:12:06.742533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:06.742596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:06.747327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:06.749798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:06.750555] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:06.751174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.251913] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.34% | Symbol ETA: 10.8s | Global ETA: 1h 13m 41s [2025-11-22T02:12:07.252872] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:07.253279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:07.255023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:07.255527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:07.255950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:07.256880] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:07.258818] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:07.260662] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 18.8s | Global ETA: 1h 13m 41s [2025-11-22T02:12:07.261536] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:07.261598] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:07.261784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.262426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:07.264246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:07.266842] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:07.268822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.389688] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 59.4s | Global ETA: 1h 13m 41s [2025-11-22T02:12:07.390722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:07.390786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:07.392457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:07.392967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:07.393410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:07.393825] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:07.395544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.406980] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 13.0s | Global ETA: 1h 13m 41s [2025-11-22T02:12:07.407934] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:07.408008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:07.412840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:07.415230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:07.416012] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:07.416610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.849371] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 18.1s | Global ETA: 1h 13m 42s [2025-11-22T02:12:07.850257] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:07.850343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:07.851169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:07.852962] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:07.855595] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:07.857548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:07.875246] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.81% | Symbol ETA: 10.3s | Global ETA: 1h 13m 42s [2025-11-22T02:12:07.876176] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:07.876239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:07.877983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:07.878507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:07.878932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:07.879741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:07.881540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:07.884745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.045305] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 58.7s | Global ETA: 1h 13m 42s [2025-11-22T02:12:08.046342] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:08.046406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:08.048146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:08.048712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:08.049167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:08.049566] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:08.051251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.075800] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 12.3s | Global ETA: 1h 13m 42s [2025-11-22T02:12:08.076724] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:08.076785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:08.081562] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:08.083963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:08.084753] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:08.085358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.437469] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.20% | Symbol ETA: 17.5s | Global ETA: 1h 13m 43s [2025-11-22T02:12:08.438358] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:08.438420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:08.439273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:08.441113] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:08.443752] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:08.445711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.502399] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.71% | Symbol ETA: 9.7s | Global ETA: 1h 13m 43s [2025-11-22T02:12:08.503348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:08.503413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:08.505143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:08.505675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:08.506078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:08.506976] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:08.508880] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:08.511862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.705393] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 58.0s | Global ETA: 1h 13m 43s [2025-11-22T02:12:08.706385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:08.706447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:08.708107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:08.708572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:08.709061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:08.709439] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:08.711059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:08.735597] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.31% | Symbol ETA: 11.6s | Global ETA: 1h 13m 43s [2025-11-22T02:12:08.736954] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:08.737016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:08.741796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:08.744179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:08.744958] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:08.745687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:09.028847] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 16.9s | Global ETA: 1h 13m 44s [2025-11-22T02:12:09.029730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:09.029792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:09.030588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:09.032433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:09.035029] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:09.036964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:09.127918] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 9.0s | Global ETA: 1h 13m 44s [2025-11-22T02:12:09.303957] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 1.97% [2025-11-22T02:12:09.353617] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 57.3s | Global ETA: 1h 13m 44s [2025-11-22T02:12:09.354612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:09.354694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:09.356328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:09.356820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:09.357269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:09.357701] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:09.359304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:09.400800] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 11.0s | Global ETA: 1h 13m 45s [2025-11-22T02:12:09.401695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:09.401758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:09.406497] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:09.409004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:09.409818] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:09.410414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:09.482097] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 1.66% [2025-11-22T02:12:09.658359] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.00%, Actual: 0.06% [2025-11-22T02:12:09.672530] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 16.3s | Global ETA: 1h 13m 45s [2025-11-22T02:12:09.673405] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:09.673467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:09.674294] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:09.676157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:09.678858] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:09.680835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:09.832094] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 1.56% [2025-11-22T02:12:10.007480] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.07% [2025-11-22T02:12:10.011046] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 56.6s | Global ETA: 1h 13m 46s [2025-11-22T02:12:10.012079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:10.012144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:10.013819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:10.014312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:10.014762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:10.015148] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:10.016788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.071407] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 10.3s | Global ETA: 1h 13m 46s [2025-11-22T02:12:10.072326] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:10.072387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:10.077181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:10.079567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:10.080725] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:10.081327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.183578] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 0.01% [2025-11-22T02:12:10.266356] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 15.7s | Global ETA: 1h 13m 46s [2025-11-22T02:12:10.267275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:10.267338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:10.268167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:10.270009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:10.272600] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:10.274567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.363542] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 1.01% [2025-11-22T02:12:10.547263] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.81%, Actual: 0.04% [2025-11-22T02:12:10.662495] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 56.0s | Global ETA: 1h 13m 47s [2025-11-22T02:12:10.663472] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:10.663532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:10.665172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:10.665658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:10.666092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:10.666470] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:12:10.668116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.727581] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.71%, Actual: 6.45% [2025-11-22T02:12:10.741004] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 9.6s | Global ETA: 1h 13m 47s [2025-11-22T02:12:10.741900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:10.741964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:10.746769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:10.749196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:10.749972] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:10.750566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.853229] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.13% | Symbol ETA: 15.1s | Global ETA: 1h 13m 47s [2025-11-22T02:12:10.854109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:10.854171] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:10.854994] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:10.856798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:10.859510] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:10.861447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:10.908662] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 1.13% [2025-11-22T02:12:10.908878] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 33.6736% [2025-11-22T02:12:10.908963] [INFO ] [main ] BEP: DISCARDED add_open_vs_prev_range_position (score: 33.67%) [2025-11-22T02:12:10.909008] [INFO ] [main ] BEP: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:12:10.909043] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_overnight_gap_amplitude'] [2025-11-22T02:12:10.909079] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:10.921207] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:10.922796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:10.922861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:10.924717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:10.925242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:10.925694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:10.926438] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:10.928396] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:10.929109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:11.303679] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 55.3s | Global ETA: 1h 13m 48s [2025-11-22T02:12:11.403901] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.23% | Symbol ETA: 9.0s | Global ETA: 1h 13m 48s [2025-11-22T02:12:11.435957] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 14.5s | Global ETA: 1h 13m 48s [2025-11-22T02:12:11.470491] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 0.84% [2025-11-22T02:12:11.548512] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.52% | Symbol ETA: 13.5s | Global ETA: 1h 13m 49s [2025-11-22T02:12:11.549402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:11.549465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:11.551111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:11.551582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:11.551981] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:11.552728] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:11.554440] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:11.555118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:11.571203] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 2.28% [2025-11-22T02:12:11.603738] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.56% [2025-11-22T02:12:11.637510] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 1.34% [2025-11-22T02:12:11.738235] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.97% [2025-11-22T02:12:11.769521] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.35%, Actual: 2.13% [2025-11-22T02:12:11.805932] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.35% [2025-11-22T02:12:11.904411] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 3.12%, Actual: 0.71% [2025-11-22T02:12:11.937244] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 1.04% [2025-11-22T02:12:11.975864] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 1.54% [2025-11-22T02:12:12.070209] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 2.08% [2025-11-22T02:12:12.107140] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 2.43% [2025-11-22T02:12:12.145046] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 0.88% [2025-11-22T02:12:12.169157] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.15% | Symbol ETA: 12.9s | Global ETA: 1h 13m 50s [2025-11-22T02:12:12.170105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:12.170169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:12.172268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:12.172798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:12.173197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:12.173989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:12.175817] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:12.176450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:12.237118] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 1.70% [2025-11-22T02:12:12.287694] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.20%, Actual: 0.09% [2025-11-22T02:12:12.314696] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 1.29% [2025-11-22T02:12:12.402317] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.31%, Actual: 1.06% [2025-11-22T02:12:12.453422] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.42%, Actual: 2.34% [2025-11-22T02:12:12.483136] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.59%, Actual: 1.42% [2025-11-22T02:12:12.567982] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 1.14% [2025-11-22T02:12:12.619572] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 1.82% [2025-11-22T02:12:12.648369] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 1.10% [2025-11-22T02:12:12.733772] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 1.31% [2025-11-22T02:12:12.786593] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 1.09% [2025-11-22T02:12:12.794924] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.37% | Symbol ETA: 12.2s | Global ETA: 1h 13m 51s [2025-11-22T02:12:12.795813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:12.795875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:12.797531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:12.798020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:12.798402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:12.799142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:12.800856] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:12.801471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:12.817494] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.29%, Actual: 0.21% [2025-11-22T02:12:12.899235] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 3.34% [2025-11-22T02:12:12.954051] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.13%, Actual: 0.21% [2025-11-22T02:12:12.981837] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.48% [2025-11-22T02:12:12.982013] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.4204% [2025-11-22T02:12:12.982093] [INFO ] [main ] ALX: DISCARDED add_fullday_parkinson_range (score: 45.42%) [2025-11-22T02:12:12.982136] [INFO ] [main ] ALX: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:12:12.982167] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:12:12.982220] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:12.995382] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:12.996912] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:12.996973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:12.998634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:12.999151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:12.999581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:12.999985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:13.043694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.063963] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.23%, Actual: 1.17% [2025-11-22T02:12:13.064160] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 38.8449% [2025-11-22T02:12:13.064237] [INFO ] [main ] PEN: DISCARDED add_overnight_gap_amplitude (score: 38.84%) [2025-11-22T02:12:13.064278] [INFO ] [main ] PEN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:12:13.064311] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_overnight_gap_mag'] [2025-11-22T02:12:13.064346] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:13.077720] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:13.079206] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:13.079267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:13.084049] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:13.086456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:13.087267] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:13.087966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.128531] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 3.28% [2025-11-22T02:12:13.128767] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 46.4907% [2025-11-22T02:12:13.128891] [INFO ] [main ] PEB: KEPT add_micro_gap_fill_velocity (score: 46.49%) [2025-11-22T02:12:13.128935] [INFO ] [main ] PEB: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:12:13.128973] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:12:13.129008] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:13.142947] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:13.144239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:13.144304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:13.145215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:13.147326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:13.150192] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:13.152272] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:13.153087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.385264] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 11.6s | Global ETA: 1h 13m 52s [2025-11-22T02:12:13.386156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:13.386218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:13.387885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:13.388408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:13.388806] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:13.389524] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:13.391269] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:13.391910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.687816] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 45.9s | Global ETA: 1h 13m 52s [2025-11-22T02:12:13.688833] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:13.688894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:13.690519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:13.691016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:13.691444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:13.691846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:13.735156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.743544] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 13.7s | Global ETA: 1h 13m 53s [2025-11-22T02:12:13.744447] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:13.744507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:13.749270] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:13.751680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:13.752448] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:13.753132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.757807] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 17.9s | Global ETA: 1h 13m 53s [2025-11-22T02:12:13.758795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:13.758857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:13.760068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:13.761984] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:13.764782] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:13.766913] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:13.767731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:13.971823] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 10.9s | Global ETA: 1h 13m 53s [2025-11-22T02:12:13.972702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:13.972764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:13.974394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:13.974887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:13.975271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:13.976027] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:13.977778] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:13.978382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:14.369617] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.40% | Symbol ETA: 17.3s | Global ETA: 1h 13m 54s [2025-11-22T02:12:14.370518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:14.370581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:14.371412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:14.373227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:14.375810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:14.377788] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:14.378360] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 45.2s | Global ETA: 1h 13m 54s [2025-11-22T02:12:14.378502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:14.379358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:14.379422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:14.381045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:14.381507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:14.381957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:14.382337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:14.414506] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 13.1s | Global ETA: 1h 13m 54s [2025-11-22T02:12:14.415401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:14.415463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:14.420199] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:14.422570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:14.423357] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:14.424042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:14.425042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:14.558364] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.39% | Symbol ETA: 10.3s | Global ETA: 1h 13m 54s [2025-11-22T02:12:14.559257] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:14.559319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:14.560967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:14.561442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:14.561845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:14.562574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:14.564307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:14.564940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:14.963482] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 16.6s | Global ETA: 1h 13m 55s [2025-11-22T02:12:14.964366] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:14.964428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:14.965260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:14.967076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:14.969732] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:14.971634] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:14.972356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.060331] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -3.28% | Symbol ETA: 44.5s | Global ETA: 1h 13m 55s [2025-11-22T02:12:15.061322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:15.061384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:15.063020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:15.063508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:15.063957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:15.064338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:15.081487] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.78% | Symbol ETA: 12.4s | Global ETA: 1h 13m 55s [2025-11-22T02:12:15.082385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:15.082446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:15.087237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:15.089663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:15.090424] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:15.091103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.107567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.147310] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 9.7s | Global ETA: 1h 13m 55s [2025-11-22T02:12:15.148239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:15.148302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:15.149945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:15.150417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:15.150821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:15.151542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:15.153253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:15.153884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.556778] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 16.0s | Global ETA: 1h 13m 56s [2025-11-22T02:12:15.557724] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:15.557787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:15.558629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:15.560480] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:15.563070] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:15.565019] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:15.565758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.731897] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.67% | Symbol ETA: 9.1s | Global ETA: 1h 13m 56s [2025-11-22T02:12:15.732786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:15.732848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:15.734464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:15.734955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:15.735342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:15.736116] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:15.738213] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:15.738853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.746149] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 11.7s | Global ETA: 1h 13m 56s [2025-11-22T02:12:15.747044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:15.747111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:15.752272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:15.754704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:15.755469] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:15.755954] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 43.8s | Global ETA: 1h 13m 56s [2025-11-22T02:12:15.756153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:15.756926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:15.756990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:15.758704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:15.759219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:15.759671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:15.760054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:15.803013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.161530] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.53% | Symbol ETA: 15.4s | Global ETA: 1h 13m 57s [2025-11-22T02:12:16.162422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:16.162484] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:16.163319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:16.165156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:16.167770] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:16.169708] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:16.170434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.363396] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.27% | Symbol ETA: 8.5s | Global ETA: 1h 13m 57s [2025-11-22T02:12:16.364745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:16.364832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:16.367458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:16.367975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:16.368397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:16.369184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:16.370939] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:16.371590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.416702] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.68% | Symbol ETA: 11.1s | Global ETA: 1h 13m 58s [2025-11-22T02:12:16.418044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:16.418110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:16.422871] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:16.425256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:16.426041] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:16.426723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.444628] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.14% | Symbol ETA: 43.1s | Global ETA: 1h 13m 58s [2025-11-22T02:12:16.445612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:16.445704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:16.447363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:16.447855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:16.448284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:16.448761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:16.491844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.757314] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 14.8s | Global ETA: 1h 13m 58s [2025-11-22T02:12:16.758201] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:16.758265] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:16.759088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:16.760919] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:16.763509] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:16.765471] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:16.766200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:16.953880] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 7.9s | Global ETA: 1h 13m 59s [2025-11-22T02:12:17.080033] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.20% | Symbol ETA: 10.4s | Global ETA: 1h 13m 59s [2025-11-22T02:12:17.080925] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:17.080986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:17.085745] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:17.088199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:17.088990] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:17.089679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:17.122368] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 1.97% [2025-11-22T02:12:17.127214] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 42.5s | Global ETA: 1h 13m 59s [2025-11-22T02:12:17.128207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:17.128268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:17.129904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:17.132338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:17.132798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:17.133184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:17.177662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:17.297027] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 1.66% [2025-11-22T02:12:17.405620] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 14.2s | Global ETA: 1h 13m 59s [2025-11-22T02:12:17.406526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:17.406589] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:17.407454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:17.409277] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:17.411885] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:17.413870] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:17.414581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:17.474197] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.37%, Actual: 0.06% [2025-11-22T02:12:17.649720] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.56% [2025-11-22T02:12:17.751473] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 9.7s | Global ETA: 1h 13m 60s [2025-11-22T02:12:17.752421] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:17.752493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:17.757577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:17.760168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:17.760984] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:17.761712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:17.810009] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 41.8s | Global ETA: 1h 14m 0s [2025-11-22T02:12:17.810997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:17.811058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:17.812684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:17.813152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:17.813577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:17.813975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:17.821259] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.07% [2025-11-22T02:12:17.856311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:17.995750] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.39%, Actual: 0.01% [2025-11-22T02:12:17.998094] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 13.6s | Global ETA: 1h 14m 0s [2025-11-22T02:12:17.999322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:17.999385] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:18.000210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:18.001997] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:18.004635] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:18.006585] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:18.007330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:18.172467] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 1.01% [2025-11-22T02:12:18.356521] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 0.04% [2025-11-22T02:12:18.442555] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 9.1s | Global ETA: 1h 14m 1s [2025-11-22T02:12:18.443507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:18.443570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:18.448763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:18.451330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:18.452171] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:18.452892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:18.498681] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.80% | Symbol ETA: 41.1s | Global ETA: 1h 14m 1s [2025-11-22T02:12:18.499669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:18.499733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:18.501343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:18.501835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:18.502260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:18.502637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:18.544620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:18.547923] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.27%, Actual: 6.45% [2025-11-22T02:12:18.586205] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.68% | Symbol ETA: 13.0s | Global ETA: 1h 14m 2s [2025-11-22T02:12:18.587083] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:18.587150] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:18.588009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:18.589826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:18.592418] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:18.594361] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:12:18.595078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:18.722036] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.13% [2025-11-22T02:12:18.722269] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 30.8417% [2025-11-22T02:12:18.722363] [INFO ] [main ] BEP: DISCARDED add_overnight_gap_amplitude (score: 30.84%) [2025-11-22T02:12:18.722406] [INFO ] [main ] BEP: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:12:18.722441] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_overnight_gap_mag'] [2025-11-22T02:12:18.722477] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:18.734420] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:18.735999] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:18.736064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:18.737840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:18.738367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:18.738792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:18.739554] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:18.741411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:18.742169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:19.133995] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 8.4s | Global ETA: 1h 14m 3s [2025-11-22T02:12:19.134894] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:19.134955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:19.139757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:19.142168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:19.142964] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:19.143627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:19.180478] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 12.4s | Global ETA: 1h 14m 3s [2025-11-22T02:12:19.180855] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.00% | Symbol ETA: 40.4s | Global ETA: 1h 14m 3s [2025-11-22T02:12:19.181839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:19.181901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:19.183516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:19.184004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:19.184429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:19.184828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:12:19.226622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:19.341303] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.42% | Symbol ETA: 12.7s | Global ETA: 1h 14m 3s [2025-11-22T02:12:19.342234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:19.342297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:19.344001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:19.344492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:19.344905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:19.345729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:19.346435] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 0.56% [2025-11-22T02:12:19.347549] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:19.348258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:19.512886] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.40%, Actual: 2.13% [2025-11-22T02:12:19.678745] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 1.04% [2025-11-22T02:12:19.798032] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.27% | Symbol ETA: 7.7s | Global ETA: 1h 14m 4s [2025-11-22T02:12:19.844465] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 2.43% [2025-11-22T02:12:19.860160] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -2.93% | Symbol ETA: 39.7s | Global ETA: 1h 14m 4s [2025-11-22T02:12:19.962151] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 12.1s | Global ETA: 1h 14m 4s [2025-11-22T02:12:19.963066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:19.963131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:19.964873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:19.965372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:19.965826] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:19.966577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:19.966868] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 2.28% [2025-11-22T02:12:19.968506] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:19.969252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:20.012905] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.53%, Actual: 0.09% [2025-11-22T02:12:20.033833] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 0.84% [2025-11-22T02:12:20.132743] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 0.97% [2025-11-22T02:12:20.178080] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 2.34% [2025-11-22T02:12:20.209033] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 1.34% [2025-11-22T02:12:20.299807] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.78%, Actual: 0.71% [2025-11-22T02:12:20.342988] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 1.82% [2025-11-22T02:12:20.380728] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -3.28%, Actual: 0.35% [2025-11-22T02:12:20.468185] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.55%, Actual: 2.08% [2025-11-22T02:12:20.508638] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.09% [2025-11-22T02:12:20.551473] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.54% [2025-11-22T02:12:20.594926] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 11.6s | Global ETA: 1h 14m 5s [2025-11-22T02:12:20.595858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:20.595921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:20.597842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:20.598390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:20.598854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:20.600058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:20.602056] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:20.602797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:20.634895] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.68%, Actual: 1.70% [2025-11-22T02:12:20.674375] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.68%, Actual: 0.21% [2025-11-22T02:12:20.721855] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.88% [2025-11-22T02:12:20.810765] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 1.06% [2025-11-22T02:12:20.838977] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 3.28% [2025-11-22T02:12:20.839151] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.0510% [2025-11-22T02:12:20.839210] [INFO ] [main ] PEB: DISCARDED add_morning_followthrough_mag_T0 (score: 33.05%) [2025-11-22T02:12:20.839256] [INFO ] [main ] PEB: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:12:20.839293] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_morning_range_expansion'] [2025-11-22T02:12:20.839332] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:20.852759] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:20.854182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:20.854244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:20.855088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:20.857079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:20.859747] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:20.861657] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:20.865929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:20.887977] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.29% [2025-11-22T02:12:20.999806] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 1.14% [2025-11-22T02:12:21.054455] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 1.42% [2025-11-22T02:12:21.190291] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.53%, Actual: 1.31% [2025-11-22T02:12:21.205136] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 10.9s | Global ETA: 1h 14m 6s [2025-11-22T02:12:21.206026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:21.206089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:21.207751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:21.208221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:21.208601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:21.209341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:21.211035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:21.211724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:21.221206] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.80%, Actual: 1.10% [2025-11-22T02:12:21.376348] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 3.34% [2025-11-22T02:12:21.388566] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.00%, Actual: 0.21% [2025-11-22T02:12:21.452109] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 16.8s | Global ETA: 1h 14m 7s [2025-11-22T02:12:21.453008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:21.453071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:21.453905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:21.455796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:21.458566] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:21.460587] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:21.465066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:21.552031] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.27%, Actual: 1.17% [2025-11-22T02:12:21.552233] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 42.7299% [2025-11-22T02:12:21.552319] [INFO ] [main ] PEN: DISCARDED add_overnight_gap_mag (score: 42.73%) [2025-11-22T02:12:21.552361] [INFO ] [main ] PEN: Testing feature 29/53: add_pct_change [2025-11-22T02:12:21.552393] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_pct_change'] [2025-11-22T02:12:21.552427] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:21.558800] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -2.93%, Actual: 0.48% [2025-11-22T02:12:21.559020] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 33.2342% [2025-11-22T02:12:21.559099] [INFO ] [main ] ALX: DISCARDED add_gap_fill_state (score: 33.23%) [2025-11-22T02:12:21.559142] [INFO ] [main ] ALX: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:12:21.559175] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite'] [2025-11-22T02:12:21.559214] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:21.566049] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:21.567682] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:21.567743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:21.572674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:21.575097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:21.575952] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:21.576118] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:21.577509] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:21.577573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:21.578314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:21.579295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:21.579821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:21.580267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:21.580685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:21.581625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:21.790461] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 10.3s | Global ETA: 1h 14m 7s [2025-11-22T02:12:21.791343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:21.791406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:21.793046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:21.793546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:21.793950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:21.794696] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:21.796383] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:21.797072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.054355] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.36% | Symbol ETA: 16.2s | Global ETA: 1h 14m 8s [2025-11-22T02:12:22.055272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:22.055337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:22.056200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:22.058095] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:22.060795] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:22.062834] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:22.067284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.250269] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 13.4s | Global ETA: 1h 14m 8s [2025-11-22T02:12:22.251159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:22.251219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:22.255843] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 42.1s | Global ETA: 1h 14m 8s [2025-11-22T02:12:22.256014] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:22.256882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:22.256946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:22.258426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:22.258632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:22.259146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:22.259213] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:22.259599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:22.260017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:22.261030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.261179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.411225] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 9.7s | Global ETA: 1h 14m 9s [2025-11-22T02:12:22.412140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:22.412205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:22.413984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:22.414481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:22.414896] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:22.415726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:22.417607] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:22.418392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.667628] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.75% | Symbol ETA: 15.6s | Global ETA: 1h 14m 9s [2025-11-22T02:12:22.668858] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:22.668922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:22.669752] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:22.671609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:22.674218] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:22.676168] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:22.680499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.933877] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 12.7s | Global ETA: 1h 14m 10s [2025-11-22T02:12:22.934775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:22.934836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:22.939676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:22.942073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:22.942847] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:22.944802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:22.959890] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 41.6s | Global ETA: 1h 14m 10s [2025-11-22T02:12:22.960987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:22.961053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:22.963001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:22.963536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:22.964055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:22.964484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:22.965494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.036278] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 9.1s | Global ETA: 1h 14m 10s [2025-11-22T02:12:23.037174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:23.037250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:23.038882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:23.039353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:23.039757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:23.040482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:23.042232] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:23.042935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.272117] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 15.0s | Global ETA: 1h 14m 10s [2025-11-22T02:12:23.273007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:23.273070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:23.273890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:23.275701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:23.278302] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:23.280231] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:23.284457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.618508] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -1.76% | Symbol ETA: 12.1s | Global ETA: 1h 14m 11s [2025-11-22T02:12:23.619441] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:23.619507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:23.624548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:23.627136] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:23.627986] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:23.630035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.638861] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.83% | Symbol ETA: 8.5s | Global ETA: 1h 14m 11s [2025-11-22T02:12:23.639780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:23.639844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:23.641593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:23.642108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:23.642501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:23.643115] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 40.8s | Global ETA: 1h 14m 11s [2025-11-22T02:12:23.643342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:23.644277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:23.644344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:23.645552] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:23.646157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:23.646348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.646690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:23.647139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:23.647666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:23.648950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:23.873100] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.38% | Symbol ETA: 14.4s | Global ETA: 1h 14m 11s [2025-11-22T02:12:23.874016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:23.874079] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:23.874921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:23.876744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:23.879411] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:23.881372] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:23.885683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:24.257539] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.77% | Symbol ETA: 7.8s | Global ETA: 1h 14m 12s [2025-11-22T02:12:24.258496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:24.258561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:24.260424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:24.260970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:24.261369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:24.262158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:24.263990] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:12:24.264782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:24.324594] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -2.68% | Symbol ETA: 40.1s | Global ETA: 1h 14m 12s [2025-11-22T02:12:24.325627] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:24.325710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:24.327448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:24.327952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:24.328407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:24.328822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:24.329832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:24.329969] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 11.4s | Global ETA: 1h 14m 12s [2025-11-22T02:12:24.330868] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:24.330929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:24.335710] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:24.338127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:24.338919] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:24.340886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:24.475432] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 13.8s | Global ETA: 1h 14m 12s [2025-11-22T02:12:24.476354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:24.476418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:24.477293] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:24.479142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:24.481774] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:24.483732] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:24.488021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:24.882075] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 7.2s | Global ETA: 1h 14m 13s [2025-11-22T02:12:24.981234] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 39.4s | Global ETA: 1h 14m 13s [2025-11-22T02:12:24.982233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:24.982298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:24.983921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:24.984385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:24.984831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:24.985208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:24.986149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.005694] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 10.7s | Global ETA: 1h 14m 13s [2025-11-22T02:12:25.006563] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:25.006624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:25.011757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:25.014309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:25.015137] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:25.017397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.060291] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 1.97% [2025-11-22T02:12:25.070961] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.83% | Symbol ETA: 13.2s | Global ETA: 1h 14m 14s [2025-11-22T02:12:25.071856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:25.071918] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:25.072745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:25.074547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:25.077169] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:25.079142] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:25.083394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.235524] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 1.66% [2025-11-22T02:12:25.413346] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 0.06% [2025-11-22T02:12:25.586481] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 1.56% [2025-11-22T02:12:25.633341] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 38.7s | Global ETA: 1h 14m 15s [2025-11-22T02:12:25.634324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:25.634385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:25.636016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:25.636482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:25.636927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:25.637329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:25.638287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.661268] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -3.03% | Symbol ETA: 12.6s | Global ETA: 1h 14m 15s [2025-11-22T02:12:25.662162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:25.662224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:25.663052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:25.664897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:25.667518] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:25.669468] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:25.673672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.690072] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 10.0s | Global ETA: 1h 14m 15s [2025-11-22T02:12:25.691024] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:25.691088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:25.696076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:25.698632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:25.699445] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:25.701484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:25.762980] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.07% [2025-11-22T02:12:25.938322] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 0.01% [2025-11-22T02:12:26.115003] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 1.01% [2025-11-22T02:12:26.256302] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.65% | Symbol ETA: 12.0s | Global ETA: 1h 14m 16s [2025-11-22T02:12:26.257215] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:26.257283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:26.258116] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:26.260033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:26.262620] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:26.264537] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:12:26.268948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:26.274952] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.55% | Symbol ETA: 38.0s | Global ETA: 1h 14m 16s [2025-11-22T02:12:26.275944] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:26.276005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:26.277633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:26.278164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:26.278617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:26.279051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:26.280078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:26.291165] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.83%, Actual: 0.04% [2025-11-22T02:12:26.381166] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 9.3s | Global ETA: 1h 14m 16s [2025-11-22T02:12:26.382094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:26.382157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:26.387069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:26.389571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:26.390387] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:26.392411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:26.466604] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.77%, Actual: 6.45% [2025-11-22T02:12:26.645109] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.74%, Actual: 1.13% [2025-11-22T02:12:26.645344] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 37.4504% [2025-11-22T02:12:26.645451] [INFO ] [main ] BEP: DISCARDED add_overnight_gap_mag (score: 37.45%) [2025-11-22T02:12:26.645499] [INFO ] [main ] BEP: Testing feature 29/53: add_pct_change [2025-11-22T02:12:26.645534] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_pct_change'] [2025-11-22T02:12:26.645569] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:26.657755] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:26.659201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:26.659266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:26.661015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:26.661570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:26.662028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:26.662902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:26.664694] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:26.666749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:26.846857] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.68% | Symbol ETA: 11.4s | Global ETA: 1h 14m 17s [2025-11-22T02:12:26.918217] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 37.4s | Global ETA: 1h 14m 17s [2025-11-22T02:12:26.919211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:26.919276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:26.920915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:26.921380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:26.921825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:26.922203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:26.923185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:27.013464] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.56% [2025-11-22T02:12:27.071955] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 8.7s | Global ETA: 1h 14m 17s [2025-11-22T02:12:27.072913] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:27.072976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:27.078019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:27.080511] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:27.081337] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:27.083367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:27.179230] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.36%, Actual: 2.13% [2025-11-22T02:12:27.285621] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.44% | Symbol ETA: 12.4s | Global ETA: 1h 14m 18s [2025-11-22T02:12:27.286580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:27.286665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:27.288442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:27.288978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:27.289437] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:27.290299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:27.292087] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:27.294214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:27.349906] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.75%, Actual: 1.04% [2025-11-22T02:12:27.514332] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 2.43% [2025-11-22T02:12:27.570953] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 36.7s | Global ETA: 1h 14m 18s [2025-11-22T02:12:27.572058] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:27.572122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:27.577701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:27.578206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:27.578703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:27.579096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:27.580131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:27.679098] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.38%, Actual: 0.09% [2025-11-22T02:12:27.753415] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 2.32% | Symbol ETA: 8.0s | Global ETA: 1h 14m 18s [2025-11-22T02:12:27.754311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:27.754384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:27.759238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:27.761714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:27.762492] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:27.764519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:27.843731] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 2.34% [2025-11-22T02:12:27.896306] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.78% | Symbol ETA: 11.7s | Global ETA: 1h 14m 19s [2025-11-22T02:12:27.897258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:27.897339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:27.899053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:27.899576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:27.899995] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:27.900813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:27.902759] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:27.904854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:28.010285] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.83%, Actual: 1.82% [2025-11-22T02:12:28.177009] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -3.03%, Actual: 1.09% [2025-11-22T02:12:28.221019] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 36.0s | Global ETA: 1h 14m 19s [2025-11-22T02:12:28.343093] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.65%, Actual: 0.21% [2025-11-22T02:12:28.391795] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 0.84% [2025-11-22T02:12:28.431965] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.40% | Symbol ETA: 7.3s | Global ETA: 1h 14m 20s [2025-11-22T02:12:28.508584] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.68%, Actual: 3.28% [2025-11-22T02:12:28.508781] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 42.0981% [2025-11-22T02:12:28.508861] [INFO ] [main ] PEB: DISCARDED add_morning_range_expansion (score: 42.10%) [2025-11-22T02:12:28.508903] [INFO ] [main ] PEB: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:12:28.508933] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_open_11_elasticity'] [2025-11-22T02:12:28.508967] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:28.522503] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:28.523786] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:28.523848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:28.524697] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:28.526539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:28.529224] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:28.531194] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:28.532352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:28.558110] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 1.34% [2025-11-22T02:12:28.567608] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.81% | Symbol ETA: 11.2s | Global ETA: 1h 14m 20s [2025-11-22T02:12:28.568614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:28.568707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:28.570563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:28.571109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:28.571504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:28.572273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:28.574056] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:28.576096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:28.600325] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 2.28% [2025-11-22T02:12:28.728812] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 0.35% [2025-11-22T02:12:28.772228] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.97% [2025-11-22T02:12:28.902951] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 1.54% [2025-11-22T02:12:28.945598] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -1.76%, Actual: 0.71% [2025-11-22T02:12:29.089989] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.88% [2025-11-22T02:12:29.113754] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 2.08% [2025-11-22T02:12:29.114304] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 15.8s | Global ETA: 1h 14m 21s [2025-11-22T02:12:29.115199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:29.115261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:29.116091] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:29.117961] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:29.120522] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:29.122468] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:29.123621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:29.182213] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 10.6s | Global ETA: 1h 14m 21s [2025-11-22T02:12:29.183105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:29.183169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:29.184851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:29.185337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:29.185737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:29.186463] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:29.188201] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:29.190144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:29.254316] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 1.29% [2025-11-22T02:12:29.284114] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 1.70% [2025-11-22T02:12:29.420453] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 1.42% [2025-11-22T02:12:29.453789] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 1.06% [2025-11-22T02:12:29.585588] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 1.10% [2025-11-22T02:12:29.624020] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 1.14% [2025-11-22T02:12:29.704013] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.11% | Symbol ETA: 15.2s | Global ETA: 1h 14m 22s [2025-11-22T02:12:29.704915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:29.704978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:29.705817] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:29.707676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:29.710247] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:29.712163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:29.713315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:29.753175] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.21% [2025-11-22T02:12:29.795395] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 1.31% [2025-11-22T02:12:29.807792] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 9.9s | Global ETA: 1h 14m 22s [2025-11-22T02:12:29.808793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:29.808858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:29.810684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:29.811197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:29.811589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:29.812346] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:29.814182] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:29.816245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:29.917988] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 0.48% [2025-11-22T02:12:29.918192] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 58.4177% [2025-11-22T02:12:29.918288] [INFO ] [main ] ALX: KEPT add_gap_morning_composite (score: 58.42%) [2025-11-22T02:12:29.918328] [INFO ] [main ] ALX: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:12:29.918363] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_gap_resolution_state'] [2025-11-22T02:12:29.918396] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:29.930986] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:29.932331] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:29.932393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:29.934072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:29.934566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:29.935017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:29.935408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:29.936365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:29.968056] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 3.34% [2025-11-22T02:12:29.990805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.142775] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.40%, Actual: 1.17% [2025-11-22T02:12:30.142979] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 44.7260% [2025-11-22T02:12:30.143059] [INFO ] [main ] PEN: DISCARDED add_pct_change (score: 44.73%) [2025-11-22T02:12:30.143099] [INFO ] [main ] PEN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:12:30.143132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag'] [2025-11-22T02:12:30.143166] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:30.156915] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:30.158291] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:30.158355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:30.163368] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:30.165919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:30.166789] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:30.167864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.309560] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 14.6s | Global ETA: 1h 14m 23s [2025-11-22T02:12:30.310439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:30.310501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:30.311346] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:30.313209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:30.315841] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:30.317796] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:30.318958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.446524] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 9.3s | Global ETA: 1h 14m 23s [2025-11-22T02:12:30.447785] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:30.447864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:30.449814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:30.450433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:30.450949] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:30.451928] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:30.454294] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:30.457044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.625633] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 37.4s | Global ETA: 1h 14m 24s [2025-11-22T02:12:30.626609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:30.626690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:30.628342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:30.628865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:30.629294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:30.629698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:30.630632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:30.684429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.848330] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.84% | Symbol ETA: 13.0s | Global ETA: 1h 14m 24s [2025-11-22T02:12:30.849288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:30.849350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:30.854177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:30.856681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:30.857539] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:30.858689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:30.902295] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 14.0s | Global ETA: 1h 14m 24s [2025-11-22T02:12:30.903216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:30.903279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:30.904118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:30.905961] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:30.908622] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:30.910579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:30.911761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:31.088303] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 8.7s | Global ETA: 1h 14m 25s [2025-11-22T02:12:31.089277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:31.089345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:31.091134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:31.091634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:31.092053] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:31.092827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:31.094691] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:31.096802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:31.317453] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 36.7s | Global ETA: 1h 14m 25s [2025-11-22T02:12:31.318475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:31.318539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:31.320173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:31.320669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:31.321102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:31.321483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:31.322434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:31.375382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:31.503496] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.10% | Symbol ETA: 13.4s | Global ETA: 1h 14m 25s [2025-11-22T02:12:31.504388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:31.504454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:31.505311] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:31.507156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:31.509814] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:31.512173] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:31.513607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:31.539833] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 12.3s | Global ETA: 1h 14m 25s [2025-11-22T02:12:31.540727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:31.540789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:31.545676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:31.548332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:31.549193] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:31.550272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:31.701489] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 8.1s | Global ETA: 1h 14m 26s [2025-11-22T02:12:31.702434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:31.702498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:31.704169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:31.704693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:31.705081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:31.705834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:31.707540] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:31.709493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.016443] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.43% | Symbol ETA: 36.0s | Global ETA: 1h 14m 26s [2025-11-22T02:12:32.017498] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:32.017608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:32.019235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:32.019728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:32.020154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:32.020531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:32.021471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:32.073965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.112867] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 12.9s | Global ETA: 1h 14m 27s [2025-11-22T02:12:32.113780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:32.113845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:32.114690] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:32.116599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:32.119331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:32.121355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:32.122542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.217765] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 11.6s | Global ETA: 1h 14m 27s [2025-11-22T02:12:32.218630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:32.218716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:32.223439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:32.226268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:32.227060] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:32.228108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.307214] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.49% | Symbol ETA: 7.4s | Global ETA: 1h 14m 27s [2025-11-22T02:12:32.308167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:32.308231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:32.310164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:32.310694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:32.311086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:32.311867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:32.313622] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:12:32.315708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.713887] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 35.3s | Global ETA: 1h 14m 28s [2025-11-22T02:12:32.717427] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:32.717491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:32.718851] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 12.3s | Global ETA: 1h 14m 28s [2025-11-22T02:12:32.719160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:32.719672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:32.719735] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:32.719799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:32.720105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:32.720488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:32.720608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:32.721444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:32.722437] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:32.725024] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:32.726941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:32.728107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.774099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.883758] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 10.9s | Global ETA: 1h 14m 28s [2025-11-22T02:12:32.884632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:32.884711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:32.889482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:32.891863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:32.892622] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:32.893663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:32.940276] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 6.8s | Global ETA: 1h 14m 28s [2025-11-22T02:12:33.119073] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.44%, Actual: 1.97% [2025-11-22T02:12:33.296086] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.66% [2025-11-22T02:12:33.315115] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 11.7s | Global ETA: 1h 14m 29s [2025-11-22T02:12:33.316038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:33.316103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:33.316955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:33.318863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:33.321559] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:33.323578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:33.324811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:33.406812] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 34.6s | Global ETA: 1h 14m 29s [2025-11-22T02:12:33.407844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:33.407905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:33.409625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:33.410166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:33.410684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:33.411067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:33.412022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:33.464881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:33.474423] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.81%, Actual: 0.06% [2025-11-22T02:12:33.542721] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 10.2s | Global ETA: 1h 14m 29s [2025-11-22T02:12:33.543593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:33.543678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:33.548404] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:33.550790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:33.551562] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:33.552562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:33.644897] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.56% [2025-11-22T02:12:33.809910] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.07% [2025-11-22T02:12:33.906735] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.03% | Symbol ETA: 11.1s | Global ETA: 1h 14m 30s [2025-11-22T02:12:33.907634] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:33.907732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:33.908533] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:33.910358] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:33.912954] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:33.914902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:12:33.916078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:33.976007] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 0.01% [2025-11-22T02:12:34.099262] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.21% | Symbol ETA: 33.9s | Global ETA: 1h 14m 30s [2025-11-22T02:12:34.100262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:34.100323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:34.101960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:34.102432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:34.102880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:34.103260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:34.104205] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:34.151544] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 1.01% [2025-11-22T02:12:34.156726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:34.197656] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -1.70% | Symbol ETA: 9.5s | Global ETA: 1h 14m 30s [2025-11-22T02:12:34.198562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:34.198657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:34.203382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:34.205757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:34.206531] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:34.207557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:34.328528] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 0.04% [2025-11-22T02:12:34.499719] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 10.5s | Global ETA: 1h 14m 31s [2025-11-22T02:12:34.505285] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.49%, Actual: 6.45% [2025-11-22T02:12:34.667229] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 0.56% [2025-11-22T02:12:34.684697] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.09%, Actual: 1.13% [2025-11-22T02:12:34.684927] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.7550% [2025-11-22T02:12:34.685543] [INFO ] [main ] BEP: DISCARDED add_pct_change (score: 36.76%) [2025-11-22T02:12:34.685623] [INFO ] [main ] BEP: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:12:34.685737] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_preclose_acceleration_mag'] [2025-11-22T02:12:34.686183] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:34.701736] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:34.703231] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:34.703296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:34.705053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:34.705579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:34.706039] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:34.706814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:34.708670] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:34.709718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:34.803519] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.77% | Symbol ETA: 33.2s | Global ETA: 1h 14m 32s [2025-11-22T02:12:34.804511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:34.804573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:34.806210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:34.806703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:34.807136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:34.807551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:34.808490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:34.837303] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.11%, Actual: 2.13% [2025-11-22T02:12:34.857089] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.73% | Symbol ETA: 8.8s | Global ETA: 1h 14m 32s [2025-11-22T02:12:34.858009] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:34.858070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:34.861152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:34.862831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:34.865209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:34.865987] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:34.866995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:35.003992] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 1.04% [2025-11-22T02:12:35.169923] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 2.43% [2025-11-22T02:12:35.330518] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.12% | Symbol ETA: 12.0s | Global ETA: 1h 14m 33s [2025-11-22T02:12:35.331469] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:35.331535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:35.333267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:35.333806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:35.334224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:35.335078] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:35.335638] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.10%, Actual: 0.09% [2025-11-22T02:12:35.336913] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:35.337993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:35.501030] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 2.34% [2025-11-22T02:12:35.502054] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 32.5s | Global ETA: 1h 14m 33s [2025-11-22T02:12:35.503070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:35.503131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:35.504751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:35.505222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:35.505667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:35.506044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:35.507004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:35.522194] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 8.2s | Global ETA: 1h 14m 33s [2025-11-22T02:12:35.523095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:35.523155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:35.527969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:35.530397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:35.531185] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:35.532201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:35.559931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:35.668838] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.64%, Actual: 1.82% [2025-11-22T02:12:35.835432] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.09% [2025-11-22T02:12:35.958444] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 11.4s | Global ETA: 1h 14m 34s [2025-11-22T02:12:35.959431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:35.959497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:35.961305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:35.961864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:35.962256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:35.963022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:35.964951] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:35.965998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.001107] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.03%, Actual: 0.21% [2025-11-22T02:12:36.172605] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 3.28% [2025-11-22T02:12:36.172814] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 38.1126% [2025-11-22T02:12:36.172892] [INFO ] [main ] PEB: DISCARDED add_open_11_elasticity (score: 38.11%) [2025-11-22T02:12:36.172934] [INFO ] [main ] PEB: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:12:36.172965] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_open_reversal_intensity'] [2025-11-22T02:12:36.172999] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:36.176392] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 2.22% | Symbol ETA: 7.5s | Global ETA: 1h 14m 34s [2025-11-22T02:12:36.177307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:12:36.177368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:36.182167] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:36.184531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:36.185306] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:36.186356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.186352] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:36.188011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:36.188074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:36.188927] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:36.190793] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:36.193402] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:36.195349] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:36.196668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.200787] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 31.9s | Global ETA: 1h 14m 34s [2025-11-22T02:12:36.201773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:36.201835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:36.203443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:36.203963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:36.204394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:36.204797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:36.205742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:12:36.258759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.589460] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.64% | Symbol ETA: 10.8s | Global ETA: 1h 14m 35s [2025-11-22T02:12:36.590560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:36.590634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:36.592623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:36.593209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:36.593713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:36.594587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:36.596493] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:36.597665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.777247] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.77% | Symbol ETA: 15.0s | Global ETA: 1h 14m 35s [2025-11-22T02:12:36.778132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:36.778195] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:36.779015] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:36.780836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:36.783407] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:36.785349] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:36.786636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:36.837855] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.01% | Symbol ETA: 6.8s | Global ETA: 1h 14m 35s [2025-11-22T02:12:36.894263] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 31.2s | Global ETA: 1h 14m 35s [2025-11-22T02:12:37.005119] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.84%, Actual: 2.28% [2025-11-22T02:12:37.060774] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 0.84% [2025-11-22T02:12:37.172762] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.97% [2025-11-22T02:12:37.213258] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 10.1s | Global ETA: 1h 14m 36s [2025-11-22T02:12:37.214342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:37.214408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:37.216162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:37.216687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:37.217114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:37.217991] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:37.220101] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:37.221237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:37.227906] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 1.34% [2025-11-22T02:12:37.339292] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.05%, Actual: 0.71% [2025-11-22T02:12:37.364176] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 14.4s | Global ETA: 1h 14m 36s [2025-11-22T02:12:37.365053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:37.365115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:37.365940] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:37.367790] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:37.370382] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:37.372319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:37.373618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:37.393383] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 0.35% [2025-11-22T02:12:37.507925] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 2.08% [2025-11-22T02:12:37.561014] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.54% [2025-11-22T02:12:37.678545] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 1.70% [2025-11-22T02:12:37.730701] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.88% [2025-11-22T02:12:37.840654] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 9.5s | Global ETA: 1h 14m 37s [2025-11-22T02:12:37.841612] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:37.841704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:37.843469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:37.843988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:37.844133] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -1.70%, Actual: 1.06% [2025-11-22T02:12:37.844409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:37.845248] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:37.847181] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:37.848283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:37.899634] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.21%, Actual: 1.29% [2025-11-22T02:12:37.960493] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 13.8s | Global ETA: 1h 14m 37s [2025-11-22T02:12:37.961369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:37.961431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:37.962253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:37.964101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:37.966713] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:37.968903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:37.970191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:38.009401] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.73%, Actual: 1.14% [2025-11-22T02:12:38.071769] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.77%, Actual: 1.42% [2025-11-22T02:12:38.175218] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 1.31% [2025-11-22T02:12:38.242435] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 1.10% [2025-11-22T02:12:38.340904] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 2.22%, Actual: 3.34% [2025-11-22T02:12:38.413923] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.21% [2025-11-22T02:12:38.459287] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 8.9s | Global ETA: 1h 14m 38s [2025-11-22T02:12:38.460221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:38.460286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:38.462542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:38.463064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:38.463466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:38.464250] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:38.466072] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:38.467302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:38.506939] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.01%, Actual: 1.17% [2025-11-22T02:12:38.507132] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 59.5183% [2025-11-22T02:12:38.507252] [INFO ] [main ] PEN: KEPT add_preclose_acceleration_mag (score: 59.52%) [2025-11-22T02:12:38.507298] [INFO ] [main ] PEN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:12:38.507331] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_prev_1100_to_open'] [2025-11-22T02:12:38.507365] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:38.521424] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:38.522931] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:38.522996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:38.527919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:38.530382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:38.531201] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:38.532233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:38.532914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:38.555138] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 13.2s | Global ETA: 1h 14m 38s [2025-11-22T02:12:38.556026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:38.556088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:38.556926] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:38.558794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:38.561369] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:38.563325] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:38.564621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:38.584982] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 0.48% [2025-11-22T02:12:38.585177] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 38.7319% [2025-11-22T02:12:38.585228] [INFO ] [main ] ALX: DISCARDED add_gap_resolution_state (score: 38.73%) [2025-11-22T02:12:38.585265] [INFO ] [main ] ALX: Testing feature 13/53: add_gaps [2025-11-22T02:12:38.585296] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_gaps'] [2025-11-22T02:12:38.585331] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:38.598516] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:38.599916] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:38.599980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:38.601874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:38.602367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:38.602841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:38.603224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:38.604178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:38.604938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.085368] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 8.3s | Global ETA: 1h 14m 39s [2025-11-22T02:12:39.086255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:39.086317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:39.087975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:39.088446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:39.088858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:39.089576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:39.091281] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:39.092294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.143850] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.50% | Symbol ETA: 12.6s | Global ETA: 1h 14m 40s [2025-11-22T02:12:39.144757] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:39.144821] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:39.145636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:39.147482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:39.150083] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:39.152047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:39.153339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.199594] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 12.2s | Global ETA: 1h 14m 40s [2025-11-22T02:12:39.200492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:39.200554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:39.205338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:39.207795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:39.208565] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:39.209590] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:39.210280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.254574] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 34.8s | Global ETA: 1h 14m 40s [2025-11-22T02:12:39.255574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:39.255671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:39.257335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:39.257854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:39.258281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:39.258682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:39.259607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:39.260362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.671698] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.97% | Symbol ETA: 7.6s | Global ETA: 1h 14m 41s [2025-11-22T02:12:39.672565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:39.672627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:39.674268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:39.674787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:39.675163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:39.675911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:39.677615] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:39.678603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.732539] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.31% | Symbol ETA: 12.0s | Global ETA: 1h 14m 41s [2025-11-22T02:12:39.733438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:39.733501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:39.734326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:39.736158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:39.738896] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:39.740851] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:39.742142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.866351] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 11.5s | Global ETA: 1h 14m 41s [2025-11-22T02:12:39.867267] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:39.867329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:39.872099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:39.874488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:39.875270] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:39.876292] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:39.876968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:39.923118] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 34.2s | Global ETA: 1h 14m 41s [2025-11-22T02:12:39.924148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:39.924212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:39.925870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:39.926349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:39.926808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:39.927238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:39.928215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:39.928964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:40.257368] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.96% | Symbol ETA: 7.0s | Global ETA: 1h 14m 42s [2025-11-22T02:12:40.258249] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:40.258312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:40.259946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:40.260418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:40.260823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:40.261550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:40.263287] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:40.264289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:40.319566] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 11.4s | Global ETA: 1h 14m 42s [2025-11-22T02:12:40.320445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:40.320507] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:40.321356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:40.323174] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:40.325770] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:40.327723] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:40.329019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:40.531796] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.92% | Symbol ETA: 10.8s | Global ETA: 1h 14m 42s [2025-11-22T02:12:40.532686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:40.532747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:40.537549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:40.539954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:40.540733] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:40.541754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:40.542449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:40.601365] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.43% | Symbol ETA: 33.6s | Global ETA: 1h 14m 42s [2025-11-22T02:12:40.602379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:40.602442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:40.604106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:40.604584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:40.605041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:40.605424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:40.606383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:40.607146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:40.866153] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 6.4s | Global ETA: 1h 14m 43s [2025-11-22T02:12:40.904249] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 10.8s | Global ETA: 1h 14m 43s [2025-11-22T02:12:40.905133] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:40.905210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:40.906032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:40.907898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:40.910493] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:40.912450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:40.913766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:41.037056] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 1.97% [2025-11-22T02:12:41.204344] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.04%, Actual: 1.66% [2025-11-22T02:12:41.205482] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 10.2s | Global ETA: 1h 14m 43s [2025-11-22T02:12:41.206367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:41.206429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:41.211242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:41.213619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:41.214406] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:41.215427] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:41.216100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:41.257040] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 32.9s | Global ETA: 1h 14m 43s [2025-11-22T02:12:41.258061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:41.258124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:41.259780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:41.260253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:41.260712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:41.261097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:41.262040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:41.262796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:41.378305] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.64%, Actual: 0.06% [2025-11-22T02:12:41.487294] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.22% | Symbol ETA: 10.3s | Global ETA: 1h 14m 44s [2025-11-22T02:12:41.488181] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:41.488244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:41.489064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:41.490876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:41.493446] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:41.495446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:12:41.496754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:41.553952] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.56% [2025-11-22T02:12:41.728323] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.07% [2025-11-22T02:12:41.871231] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 9.5s | Global ETA: 1h 14m 45s [2025-11-22T02:12:41.872134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:41.872197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:41.876961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:41.879391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:41.880171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:41.881195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:41.881876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:41.904920] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 0.01% [2025-11-22T02:12:41.923856] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 32.2s | Global ETA: 1h 14m 45s [2025-11-22T02:12:41.924871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:41.924933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:41.926666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:41.927156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:41.927621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:41.928024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:41.928975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:41.933293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:42.071595] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 9.7s | Global ETA: 1h 14m 45s [2025-11-22T02:12:42.079324] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 1.01% [2025-11-22T02:12:42.237445] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.77%, Actual: 0.56% [2025-11-22T02:12:42.245558] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 0.04% [2025-11-22T02:12:42.402289] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 2.13% [2025-11-22T02:12:42.410899] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.96%, Actual: 6.45% [2025-11-22T02:12:42.543197] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 8.8s | Global ETA: 1h 14m 46s [2025-11-22T02:12:42.544324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:42.544399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:42.550699] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:42.553639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:42.554597] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:42.555864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:42.556667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:42.568875] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 1.04% [2025-11-22T02:12:42.584530] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 1.13% [2025-11-22T02:12:42.584770] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.5610% [2025-11-22T02:12:42.584860] [INFO ] [main ] BEP: DISCARDED add_preclose_acceleration_mag (score: 29.56%) [2025-11-22T02:12:42.584907] [INFO ] [main ] BEP: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:12:42.584940] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_prev_1100_to_open'] [2025-11-22T02:12:42.584975] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:42.589599] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 31.5s | Global ETA: 1h 14m 46s [2025-11-22T02:12:42.590633] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:42.590723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:42.592399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:42.592901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:42.593356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:42.593756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:42.594707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:42.595441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:42.596839] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:42.598240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:42.598308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:42.600065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:42.600583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:42.601013] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:42.601798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:42.603615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:42.604382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:42.735815] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 2.43% [2025-11-22T02:12:42.902936] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.50%, Actual: 0.09% [2025-11-22T02:12:43.071026] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.31%, Actual: 2.34% [2025-11-22T02:12:43.201059] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.44% | Symbol ETA: 11.2s | Global ETA: 1h 14m 47s [2025-11-22T02:12:43.201980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:43.202384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:43.204140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:43.204631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:43.205070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:43.205850] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:43.207693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:43.208401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.220165] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 8.1s | Global ETA: 1h 14m 47s [2025-11-22T02:12:43.221071] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:43.221134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:43.225882] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:43.228288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:43.229073] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:43.230101] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:43.230785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.234373] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.77% | Symbol ETA: 30.9s | Global ETA: 1h 14m 47s [2025-11-22T02:12:43.235352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:43.235414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:43.237050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:43.237549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:43.238014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:43.238393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:43.239336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:43.240098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.252499] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 1.82% [2025-11-22T02:12:43.422602] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 1.09% [2025-11-22T02:12:43.595475] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.22%, Actual: 0.21% [2025-11-22T02:12:43.761421] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 3.28% [2025-11-22T02:12:43.761622] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 39.7729% [2025-11-22T02:12:43.761719] [INFO ] [main ] PEB: DISCARDED add_open_reversal_intensity (score: 39.77%) [2025-11-22T02:12:43.761762] [INFO ] [main ] PEB: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:12:43.761795] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:12:43.761831] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:43.775366] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:43.776637] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:43.776724] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:43.777576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:43.779432] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:43.782086] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:43.784054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:43.785574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.803232] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.09% | Symbol ETA: 10.6s | Global ETA: 1h 14m 48s [2025-11-22T02:12:43.804145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:43.804209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:43.805881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:43.806362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:43.806766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:43.807525] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:43.809244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:43.809942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.892471] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.72% | Symbol ETA: 30.2s | Global ETA: 1h 14m 48s [2025-11-22T02:12:43.893509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:43.893575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:43.895245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:43.895802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:43.896270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:43.896688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:43.897800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:43.897911] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -2.46% | Symbol ETA: 7.5s | Global ETA: 1h 14m 48s [2025-11-22T02:12:43.898555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:43.898836] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:43.898899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:43.903697] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:43.906178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:43.906964] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:43.908014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:43.908692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:44.368448] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 14.2s | Global ETA: 1h 14m 49s [2025-11-22T02:12:44.369353] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:44.369416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:44.370259] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:44.372074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:44.374683] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:44.376618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:44.378245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:44.403448] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 10.0s | Global ETA: 1h 14m 49s [2025-11-22T02:12:44.404325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:44.404388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:44.406044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:44.406517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:44.406923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:44.407692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:44.409404] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:44.410109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:44.542306] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 29.6s | Global ETA: 1h 14m 50s [2025-11-22T02:12:44.543295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:44.543357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:44.545145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:44.545618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:44.546081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:44.546466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:44.547466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:44.548218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:44.564002] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 6.8s | Global ETA: 1h 14m 50s [2025-11-22T02:12:44.564914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:44.564975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:44.569861] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:44.572254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:44.573053] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:44.574081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:44.574754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:44.961699] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.09% | Symbol ETA: 13.6s | Global ETA: 1h 14m 50s [2025-11-22T02:12:44.962558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:44.962622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:44.963469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:44.965281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:44.967880] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:44.969810] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:44.971327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:45.013292] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 9.4s | Global ETA: 1h 14m 50s [2025-11-22T02:12:45.014230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:45.014293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:45.015941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:45.016416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:45.016816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:45.017552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:45.019275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:45.019958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:45.199030] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 28.9s | Global ETA: 1h 14m 51s [2025-11-22T02:12:45.240564] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.90% | Symbol ETA: 6.1s | Global ETA: 1h 14m 51s [2025-11-22T02:12:45.364678] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.84% [2025-11-22T02:12:45.412461] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.28% [2025-11-22T02:12:45.529728] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.34% [2025-11-22T02:12:45.553782] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 13.0s | Global ETA: 1h 14m 51s [2025-11-22T02:12:45.554669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:45.554732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:45.555537] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:45.557368] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:45.559961] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:45.561896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:45.563410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:45.578753] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.97% [2025-11-22T02:12:45.621878] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 8.8s | Global ETA: 1h 14m 52s [2025-11-22T02:12:45.622780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:45.622844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:45.624459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:45.624953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:45.625336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:45.626084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:45.627867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:45.628548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:45.699076] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.43%, Actual: 0.35% [2025-11-22T02:12:45.745301] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.92%, Actual: 0.71% [2025-11-22T02:12:45.874173] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 1.54% [2025-11-22T02:12:45.911273] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 2.08% [2025-11-22T02:12:46.045416] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.88% [2025-11-22T02:12:46.077681] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 1.70% [2025-11-22T02:12:46.151280] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 12.4s | Global ETA: 1h 14m 53s [2025-11-22T02:12:46.152154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:46.152216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:46.153041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:46.154872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:46.157467] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:46.159477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:46.161026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:46.215548] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 8.2s | Global ETA: 1h 14m 53s [2025-11-22T02:12:46.216432] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:46.216496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:46.218163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:46.218635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:46.219074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:46.219819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:46.221582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:46.222325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:46.245931] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 1.29% [2025-11-22T02:12:46.249703] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 1.06% [2025-11-22T02:12:46.415576] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 1.14% [2025-11-22T02:12:46.425689] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.77%, Actual: 1.42% [2025-11-22T02:12:46.584202] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -2.46%, Actual: 1.31% [2025-11-22T02:12:46.598210] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.72%, Actual: 1.10% [2025-11-22T02:12:46.739542] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.71% | Symbol ETA: 11.8s | Global ETA: 1h 14m 54s [2025-11-22T02:12:46.740432] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:46.740495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:46.741326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:46.743149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:46.745750] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:46.747735] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:46.749284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:46.751324] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 3.34% [2025-11-22T02:12:46.767510] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.21% [2025-11-22T02:12:46.807048] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 7.6s | Global ETA: 1h 14m 54s [2025-11-22T02:12:46.807984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:46.808067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:46.809709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:46.810190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:46.810570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:46.811317] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:46.813043] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:46.814103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:46.916390] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.90%, Actual: 1.17% [2025-11-22T02:12:46.916568] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 46.7233% [2025-11-22T02:12:46.916620] [INFO ] [main ] PEN: DISCARDED add_prev_1100_to_open (score: 46.72%) [2025-11-22T02:12:46.916676] [INFO ] [main ] PEN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:12:46.916710] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_prev_close_to_1100'] [2025-11-22T02:12:46.916744] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:46.929975] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:46.931226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:46.931287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:46.936045] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:46.938466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:46.939250] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:46.939762] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 0.48% [2025-11-22T02:12:46.939956] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 55.2906% [2025-11-22T02:12:46.940033] [INFO ] [main ] ALX: DISCARDED add_gaps (score: 55.29%) [2025-11-22T02:12:46.940074] [INFO ] [main ] ALX: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:12:46.940106] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_intraday_skewness_proxies'] [2025-11-22T02:12:46.940141] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:46.940262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:46.940935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:46.953527] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:46.955253] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:46.955332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:46.957211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:46.957760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:46.958225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:46.958628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:46.959670] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:46.960967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.327001] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.42% | Symbol ETA: 11.2s | Global ETA: 1h 14m 55s [2025-11-22T02:12:47.327914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:47.327977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:47.328803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:47.330682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:47.333258] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:47.335200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:47.336785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.404146] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 7.0s | Global ETA: 1h 14m 55s [2025-11-22T02:12:47.405046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:47.405108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:47.406756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:47.407256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:47.407693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:47.408452] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:47.410180] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:47.410870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.596735] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 1.18% | Symbol ETA: 11.7s | Global ETA: 1h 14m 55s [2025-11-22T02:12:47.597631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:47.598081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:47.602835] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:47.605238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:47.606025] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:47.607038] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:47.607731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.637131] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 31.2s | Global ETA: 1h 14m 55s [2025-11-22T02:12:47.638208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:47.638272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:47.639936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:47.640419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:47.640875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:47.641261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:47.642233] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:47.643438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.913363] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.54% | Symbol ETA: 10.6s | Global ETA: 1h 14m 56s [2025-11-22T02:12:47.914242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:47.914305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:47.915128] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:47.916969] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:47.919591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:47.921549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:47.923098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:47.999791] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.18% | Symbol ETA: 6.4s | Global ETA: 1h 14m 56s [2025-11-22T02:12:48.000697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:48.000780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:48.002408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:48.002906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:48.003287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:48.004036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:48.005936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:12:48.006681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:48.288170] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 30.4s | Global ETA: 1h 14m 56s [2025-11-22T02:12:48.289165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:48.289228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:48.290872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:48.291345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:48.291798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:48.292193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:48.293142] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:48.294332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:48.340789] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -2.74% | Symbol ETA: 11.3s | Global ETA: 1h 14m 57s [2025-11-22T02:12:48.341742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:48.341804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:48.346541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:48.348994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:48.349778] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:48.350791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:48.351437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:48.493872] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 10.0s | Global ETA: 1h 14m 57s [2025-11-22T02:12:48.494759] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:48.494822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:48.495622] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:48.497474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:48.500385] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:48.502357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:48.503961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:48.619656] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 5.8s | Global ETA: 1h 14m 57s [2025-11-22T02:12:48.797571] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 1.97% [2025-11-22T02:12:48.933851] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 29.7s | Global ETA: 1h 14m 58s [2025-11-22T02:12:48.934857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:48.934920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:48.936533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:48.937023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:48.937485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:48.937885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:48.938852] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:48.940065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:48.966722] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.09%, Actual: 1.66% [2025-11-22T02:12:49.006769] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 10.5s | Global ETA: 1h 14m 58s [2025-11-22T02:12:49.007689] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:49.007751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:49.012437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:49.014857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:49.015615] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:49.016617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:49.017306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:49.083006] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.89% | Symbol ETA: 9.4s | Global ETA: 1h 14m 58s [2025-11-22T02:12:49.083904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:49.083968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:49.084795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:49.086594] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:49.089287] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:49.091234] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:12:49.092785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:49.134533] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.06% [2025-11-22T02:12:49.302438] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 1.56% [2025-11-22T02:12:49.474700] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.07% [2025-11-22T02:12:49.582771] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 29.0s | Global ETA: 1h 14m 59s [2025-11-22T02:12:49.583764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:49.583827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:49.585457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:49.585971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:49.586402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:49.586805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:49.587778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:49.588954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:49.646508] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 0.01% [2025-11-22T02:12:49.677606] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 9.8s | Global ETA: 1h 14m 59s [2025-11-22T02:12:49.678501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:49.678562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:49.680477] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.56% | Symbol ETA: 8.9s | Global ETA: 1h 14m 59s [2025-11-22T02:12:49.683333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:49.685748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:49.686514] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:49.687581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:49.688279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:49.819081] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.64%, Actual: 1.01% [2025-11-22T02:12:49.863695] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 0.56% [2025-11-22T02:12:49.998687] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.04% [2025-11-22T02:12:50.040479] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.09%, Actual: 2.13% [2025-11-22T02:12:50.201029] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.18%, Actual: 6.45% [2025-11-22T02:12:50.260008] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 28.4s | Global ETA: 1h 15m 0s [2025-11-22T02:12:50.261510] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:50.261606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:50.263792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:50.264414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:50.264918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:50.265332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:50.266377] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:50.267716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:50.275599] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 1.04% [2025-11-22T02:12:50.407636] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.42% | Symbol ETA: 9.2s | Global ETA: 1h 15m 0s [2025-11-22T02:12:50.408736] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:50.408805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:50.414724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:50.417628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:50.418693] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:50.420054] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:50.420976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:50.445466] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 1.13% [2025-11-22T02:12:50.445721] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 31.1217% [2025-11-22T02:12:50.445837] [INFO ] [main ] BEP: DISCARDED add_prev_1100_to_open (score: 31.12%) [2025-11-22T02:12:50.445889] [INFO ] [main ] BEP: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:12:50.445926] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_prev_close_to_1100'] [2025-11-22T02:12:50.445963] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:50.459151] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:50.460666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:50.460734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:50.462788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:50.463442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:50.464016] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:50.465158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:50.468007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:50.469187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:50.513010] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 2.43% [2025-11-22T02:12:50.738588] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 0.09% [2025-11-22T02:12:50.932251] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.42%, Actual: 2.34% [2025-11-22T02:12:51.108798] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.54%, Actual: 1.82% [2025-11-22T02:12:51.123107] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.09% | Symbol ETA: 27.8s | Global ETA: 1h 15m 2s [2025-11-22T02:12:51.124312] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:51.124384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:51.126266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:51.126788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:51.127293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:51.127731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:51.129001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:51.130313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.192081] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 8.5s | Global ETA: 1h 15m 2s [2025-11-22T02:12:51.192993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:51.193056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:51.198057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:51.200684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:51.201508] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:51.202589] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:51.203290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.257292] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.50% | Symbol ETA: 12.5s | Global ETA: 1h 15m 2s [2025-11-22T02:12:51.258273] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:51.258342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:51.260206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:51.260760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:51.261144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:51.261911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:51.263630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:51.264360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.278304] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 1.09% [2025-11-22T02:12:51.467262] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.89%, Actual: 0.21% [2025-11-22T02:12:51.637156] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.56%, Actual: 3.28% [2025-11-22T02:12:51.637433] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 41.5625% [2025-11-22T02:12:51.637525] [INFO ] [main ] PEB: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.56%) [2025-11-22T02:12:51.637570] [INFO ] [main ] PEB: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:12:51.637601] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_open_vs_prev_range_position'] [2025-11-22T02:12:51.637637] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:51.651548] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:51.652926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:51.652993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:51.653906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:51.655799] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:51.658539] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:51.660627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:51.663601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.789796] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 27.1s | Global ETA: 1h 15m 3s [2025-11-22T02:12:51.790904] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:51.790981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:51.794138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:51.794634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:51.797708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:51.798145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:51.799125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:51.800324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.860935] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 10.9s | Global ETA: 1h 15m 3s [2025-11-22T02:12:51.861839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:51.861902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:51.863554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:51.864103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:51.864485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:51.865237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:51.867465] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:51.868241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:51.885318] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.42% | Symbol ETA: 7.8s | Global ETA: 1h 15m 3s [2025-11-22T02:12:51.886277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:51.886341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:51.891413] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:51.894039] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:51.894854] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:51.895930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:51.896603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:52.261080] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 14.0s | Global ETA: 1h 15m 4s [2025-11-22T02:12:52.262004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:52.262070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:52.262922] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:52.264821] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:52.267570] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:52.269574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:52.272529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:52.474662] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 26.4s | Global ETA: 1h 15m 4s [2025-11-22T02:12:52.475676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:52.475740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:52.477436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:52.477934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:52.478364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:52.478765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:52.479753] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:52.480954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:52.517008] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.96% | Symbol ETA: 10.1s | Global ETA: 1h 15m 4s [2025-11-22T02:12:52.517910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:52.517972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:52.519569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:52.520094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:52.520473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:52.521223] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:52.522957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:52.523629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:52.585539] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 7.1s | Global ETA: 1h 15m 4s [2025-11-22T02:12:52.586884] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:52.586946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:52.591732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:52.594141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:52.594937] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:52.595954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:52.596605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:52.877919] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.45% | Symbol ETA: 13.4s | Global ETA: 1h 15m 5s [2025-11-22T02:12:52.878850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:52.878923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:52.879785] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:52.881558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:52.884213] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:52.886187] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:52.889079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.109370] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 9.3s | Global ETA: 1h 15m 5s [2025-11-22T02:12:53.110288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:53.110350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:53.112023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:53.112489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:53.112887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:53.113609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:53.115362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:53.116059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.125415] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 25.7s | Global ETA: 1h 15m 5s [2025-11-22T02:12:53.126427] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:53.126490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:53.128211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:53.128722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:53.129154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:53.129549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:53.130491] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:12:53.131683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.267332] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 6.4s | Global ETA: 1h 15m 6s [2025-11-22T02:12:53.268287] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:53.268350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:53.273245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:53.275750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:53.276599] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:53.277719] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:53.278397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.484374] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.94% | Symbol ETA: 12.8s | Global ETA: 1h 15m 6s [2025-11-22T02:12:53.485316] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:53.485388] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:53.486386] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:53.488681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:53.491661] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:53.494108] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:53.497304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.703551] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 8.6s | Global ETA: 1h 15m 6s [2025-11-22T02:12:53.704447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:53.704509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:53.706203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:53.706704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:53.707084] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:53.707857] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:53.709665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:53.710355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:53.772060] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -2.46% | Symbol ETA: 25.1s | Global ETA: 1h 15m 7s [2025-11-22T02:12:53.939048] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 0.84% [2025-11-22T02:12:53.942722] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.67% | Symbol ETA: 5.7s | Global ETA: 1h 15m 7s [2025-11-22T02:12:54.106590] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 1.34% [2025-11-22T02:12:54.109660] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 12.2s | Global ETA: 1h 15m 7s [2025-11-22T02:12:54.110526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:54.110589] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:54.111404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:54.113300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:54.114022] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 1.18%, Actual: 2.28% [2025-11-22T02:12:54.115900] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:54.117864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:54.120723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:54.274851] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.35% [2025-11-22T02:12:54.284792] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -2.74%, Actual: 0.97% [2025-11-22T02:12:54.303012] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 7.9s | Global ETA: 1h 15m 8s [2025-11-22T02:12:54.303945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:54.304009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:54.305718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:54.306255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:54.306707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:54.307514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:54.309225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:54.309919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:54.441590] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.54% [2025-11-22T02:12:54.454252] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.71% [2025-11-22T02:12:54.608472] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.88% [2025-11-22T02:12:54.622749] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 2.08% [2025-11-22T02:12:54.703197] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -1.96% | Symbol ETA: 11.6s | Global ETA: 1h 15m 8s [2025-11-22T02:12:54.704081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:54.704143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:54.704981] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:54.706808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:54.709388] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:54.711314] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:54.714273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:54.774526] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.09%, Actual: 1.29% [2025-11-22T02:12:54.791241] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.42%, Actual: 1.70% [2025-11-22T02:12:54.925004] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.83% | Symbol ETA: 7.2s | Global ETA: 1h 15m 9s [2025-11-22T02:12:54.925897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:54.925959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:54.927609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:54.928105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:54.928504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:54.929243] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:54.930978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:54.931676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:54.942079] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.42% [2025-11-22T02:12:54.960972] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 1.06% [2025-11-22T02:12:55.108786] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 1.10% [2025-11-22T02:12:55.128540] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.42%, Actual: 1.14% [2025-11-22T02:12:55.275266] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 0.21% [2025-11-22T02:12:55.297016] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 10.9s | Global ETA: 1h 15m 9s [2025-11-22T02:12:55.297932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:55.297994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:55.298817] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:55.299074] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 1.31% [2025-11-22T02:12:55.300619] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:55.303209] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:55.305167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:55.308075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:55.442438] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -2.46%, Actual: 0.48% [2025-11-22T02:12:55.442662] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 48.8194% [2025-11-22T02:12:55.442737] [INFO ] [main ] ALX: DISCARDED add_intraday_skewness_proxies (score: 48.82%) [2025-11-22T02:12:55.442780] [INFO ] [main ] ALX: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:12:55.442813] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_intraday_volatility_percentile'] [2025-11-22T02:12:55.442846] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:12:55.455481] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:55.457026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:55.457087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:55.458769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:55.459260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:55.459715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:55.460100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:55.461048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:55.467524] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 3.34% [2025-11-22T02:12:55.518978] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.82% | Symbol ETA: 6.6s | Global ETA: 1h 15m 10s [2025-11-22T02:12:55.519874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:55.519936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:55.521542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:55.522034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:55.522415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:55.523162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:55.524912] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:55.525581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:55.545851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:55.634240] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.67%, Actual: 1.17% [2025-11-22T02:12:55.634439] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 38.4036% [2025-11-22T02:12:55.634531] [INFO ] [main ] PEN: DISCARDED add_prev_close_to_1100 (score: 38.40%) [2025-11-22T02:12:55.634575] [INFO ] [main ] PEN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:12:55.634606] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_prev_close_to_open'] [2025-11-22T02:12:55.634659] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:12:55.648379] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:55.649720] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:55.649780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:55.654602] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:55.657037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:55.657901] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:55.658940] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:55.659659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:55.887830] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 10.3s | Global ETA: 1h 15m 11s [2025-11-22T02:12:55.888755] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:55.888818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:55.889620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:55.891441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:55.894035] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:55.895975] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:55.898892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:56.112453] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 6.0s | Global ETA: 1h 15m 11s [2025-11-22T02:12:56.113741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:56.113819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:56.115465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:56.115969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:56.116355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:56.117098] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:56.118889] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:12:56.119577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:56.192562] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 29.7s | Global ETA: 1h 15m 11s [2025-11-22T02:12:56.193575] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:56.193660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:56.195329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:56.195840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:56.196289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:56.196721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:56.197736] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:56.285313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:56.320351] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 11.5s | Global ETA: 1h 15m 11s [2025-11-22T02:12:56.321283] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:56.321347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:56.326296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:56.328845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:56.329631] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:56.330694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:56.331375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:56.483821] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.72% | Symbol ETA: 9.7s | Global ETA: 1h 15m 12s [2025-11-22T02:12:56.485046] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:56.485123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:56.486323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:56.489092] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:56.492873] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:56.495576] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:56.499024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:56.704812] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 5.3s | Global ETA: 1h 15m 12s [2025-11-22T02:12:56.871566] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.50%, Actual: 1.97% [2025-11-22T02:12:56.938245] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 29.0s | Global ETA: 1h 15m 12s [2025-11-22T02:12:56.939234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:56.940673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:56.942307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:56.942803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:56.943239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:56.943626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:56.946585] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:56.993713] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 10.8s | Global ETA: 1h 15m 13s [2025-11-22T02:12:56.994583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:56.994678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:56.999426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:57.001842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:57.002600] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:57.003615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:57.004296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:57.034507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:57.036553] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 1.66% [2025-11-22T02:12:57.076287] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.06% | Symbol ETA: 9.1s | Global ETA: 1h 15m 13s [2025-11-22T02:12:57.077243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:57.077308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:57.078157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:57.080084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:57.082762] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:57.084772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:12:57.087769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:57.202135] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.96%, Actual: 0.06% [2025-11-22T02:12:57.368481] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.56% [2025-11-22T02:12:57.533574] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 0.07% [2025-11-22T02:12:57.660511] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.18% | Symbol ETA: 10.1s | Global ETA: 1h 15m 14s [2025-11-22T02:12:57.661436] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:57.661856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:57.666783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:57.669260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:57.670046] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:57.670659] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 8.5s | Global ETA: 1h 15m 14s [2025-11-22T02:12:57.671066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:57.671750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:57.698985] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 0.01% [2025-11-22T02:12:57.739980] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 28.4s | Global ETA: 1h 15m 14s [2025-11-22T02:12:57.740987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:57.741052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:57.742752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:57.743252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:57.743721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:57.744127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:57.745110] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:57.831890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:57.837766] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.63%, Actual: 0.56% [2025-11-22T02:12:57.865637] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 1.01% [2025-11-22T02:12:58.003207] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 2.13% [2025-11-22T02:12:58.033134] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.82%, Actual: 0.04% [2025-11-22T02:12:58.198540] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 6.45% [2025-11-22T02:12:58.226748] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.94%, Actual: 1.04% [2025-11-22T02:12:58.338955] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 9.5s | Global ETA: 1h 15m 15s [2025-11-22T02:12:58.339868] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:58.339928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:58.344694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:58.347064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:58.347859] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:58.348874] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:58.349529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:58.364560] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 1.13% [2025-11-22T02:12:58.364776] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 30.5203% [2025-11-22T02:12:58.364857] [INFO ] [main ] BEP: DISCARDED add_prev_close_to_1100 (score: 30.52%) [2025-11-22T02:12:58.364898] [INFO ] [main ] BEP: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:12:58.364930] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_prev_close_to_open'] [2025-11-22T02:12:58.364965] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:12:58.376186] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:58.377591] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:58.377673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:58.379417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:58.379924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:58.380313] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:58.381060] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:58.382796] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:58.383474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:58.393504] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 2.43% [2025-11-22T02:12:58.478794] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 27.6s | Global ETA: 1h 15m 15s [2025-11-22T02:12:58.479846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:58.479911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:58.481604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:58.482125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:58.482570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:58.482982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:58.483961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:58.559422] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 0.09% [2025-11-22T02:12:58.571167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:58.726577] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 2.34% [2025-11-22T02:12:58.892853] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.82% [2025-11-22T02:12:58.962653] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.42% | Symbol ETA: 10.2s | Global ETA: 1h 15m 16s [2025-11-22T02:12:58.963545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:58.963608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:58.965249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:58.965740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:58.966122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:58.966867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:58.968605] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:58.969320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.015034] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 8.8s | Global ETA: 1h 15m 16s [2025-11-22T02:12:59.015959] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:59.016021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:59.020909] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:59.023402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:59.024200] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:59.025222] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:59.025905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.059556] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.72%, Actual: 1.09% [2025-11-22T02:12:59.225320] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.06% | Symbol ETA: 26.8s | Global ETA: 1h 15m 17s [2025-11-22T02:12:59.225427] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.06%, Actual: 0.21% [2025-11-22T02:12:59.226331] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:59.226396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:59.228099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:59.228587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:59.229067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:59.229459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:59.230445] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:59.315143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.391402] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 3.28% [2025-11-22T02:12:59.391574] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 31.8461% [2025-11-22T02:12:59.391673] [INFO ] [main ] PEB: DISCARDED add_open_vs_prev_range_position (score: 31.85%) [2025-11-22T02:12:59.391719] [INFO ] [main ] PEB: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:12:59.391752] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_overnight_gap_amplitude'] [2025-11-22T02:12:59.391786] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:12:59.405121] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:12:59.406496] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:59.406559] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:59.407418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:59.409264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:12:59.411877] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:12:59.413805] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:12:59.414466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.547233] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 9.6s | Global ETA: 1h 15m 17s [2025-11-22T02:12:59.548132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:59.548201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:59.549869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:59.550337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:59.550759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:12:59.551482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:59.553216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:59.553906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.678455] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 8.1s | Global ETA: 1h 15m 18s [2025-11-22T02:12:59.679374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:59.679435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:12:59.684216] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:12:59.686589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:12:59.687391] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:12:59.688405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:12:59.689079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:12:59.970703] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 26.1s | Global ETA: 1h 15m 18s [2025-11-22T02:12:59.971741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:12:59.971807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:12:59.973506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:12:59.974032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:12:59.974479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:12:59.974895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:12:59.975888] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:12:59.995368] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 13.1s | Global ETA: 1h 15m 18s [2025-11-22T02:12:59.996266] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:12:59.996329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:12:59.997152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:12:59.998990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:00.001614] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:00.003659] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:00.004313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.069736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.133525] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 9.0s | Global ETA: 1h 15m 18s [2025-11-22T02:13:00.134406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:00.134469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:00.136105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:00.136582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:00.136982] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:00.137744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:00.139433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:00.140126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.345127] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.22% | Symbol ETA: 7.5s | Global ETA: 1h 15m 19s [2025-11-22T02:13:00.346013] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:00.346075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:00.350914] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:00.353326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:00.354121] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:00.355145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:00.355824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.612076] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.37% | Symbol ETA: 12.6s | Global ETA: 1h 15m 19s [2025-11-22T02:13:00.612996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:00.613060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:00.613971] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:00.615807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:00.618473] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:00.620440] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:00.621101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.770325] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 8.5s | Global ETA: 1h 15m 20s [2025-11-22T02:13:00.771581] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:00.771670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:00.773318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:00.773837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:00.774223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:00.778006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:00.779745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:00.780429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:00.932985] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 25.4s | Global ETA: 1h 15m 20s [2025-11-22T02:13:00.933972] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:00.934036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:00.935668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:00.936141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:00.936570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:00.936970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:00.937938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:13:01.030868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.263968] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.46% | Symbol ETA: 6.9s | Global ETA: 1h 15m 20s [2025-11-22T02:13:01.264908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:01.264971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:01.269873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:01.272312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:01.273094] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:01.274126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:01.274809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.302988] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 12.2s | Global ETA: 1h 15m 21s [2025-11-22T02:13:01.303911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:01.303974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:01.304819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:01.306671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:01.309285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:01.311221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:01.311894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.520397] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 8.1s | Global ETA: 1h 15m 21s [2025-11-22T02:13:01.521396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:01.521459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:01.523126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:01.523610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:01.524023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:01.524946] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:01.526816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:01.527660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.854763] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 24.7s | Global ETA: 1h 15m 22s [2025-11-22T02:13:01.855761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:01.855823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:01.857458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:01.857957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:01.858383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:01.858787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:01.859731] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:13:01.923549] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 11.5s | Global ETA: 1h 15m 22s [2025-11-22T02:13:01.924490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:01.924555] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:01.925419] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:01.927325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:01.930101] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:01.932247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:01.933000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.942498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:01.974096] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 6.2s | Global ETA: 1h 15m 22s [2025-11-22T02:13:01.975008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:01.975071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:01.979903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:01.982340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:01.983156] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:01.984194] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:01.984883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:02.123493] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 7.4s | Global ETA: 1h 15m 22s [2025-11-22T02:13:02.124396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:02.124460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:02.126118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:02.126605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:02.127009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:02.127780] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:02.129489] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:02.130192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:02.537577] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.67% | Symbol ETA: 10.9s | Global ETA: 1h 15m 23s [2025-11-22T02:13:02.538470] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:02.538534] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:02.539716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:02.541532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:02.544140] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:02.546177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:02.546870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:02.578398] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 23.9s | Global ETA: 1h 15m 23s [2025-11-22T02:13:02.579381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:02.579445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:02.581076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:02.581558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:02.582010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:02.582400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:02.583353] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:13:02.647771] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.56% | Symbol ETA: 5.4s | Global ETA: 1h 15m 23s [2025-11-22T02:13:02.666315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:02.720433] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 6.8s | Global ETA: 1h 15m 23s [2025-11-22T02:13:02.721395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:02.721461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:02.723204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:02.723718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:02.724103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:02.724859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:02.726585] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:02.727298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:02.820962] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 2.28% [2025-11-22T02:13:02.995104] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 0.97% [2025-11-22T02:13:03.128183] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 10.2s | Global ETA: 1h 15m 24s [2025-11-22T02:13:03.129070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:03.129198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:03.130032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:03.131841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:03.134483] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:03.136422] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:03.137086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:03.167469] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.18%, Actual: 0.71% [2025-11-22T02:13:03.296625] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 23.1s | Global ETA: 1h 15m 24s [2025-11-22T02:13:03.319520] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.83% | Symbol ETA: 6.2s | Global ETA: 1h 15m 24s [2025-11-22T02:13:03.320415] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:03.320477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:03.322122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:03.322597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:03.322997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:03.323806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:03.325518] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:03.326218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:03.337155] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 2.08% [2025-11-22T02:13:03.462375] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 0.84% [2025-11-22T02:13:03.506761] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 1.70% [2025-11-22T02:13:03.630236] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 1.34% [2025-11-22T02:13:03.678610] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 1.06% [2025-11-22T02:13:03.714364] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.82% | Symbol ETA: 9.6s | Global ETA: 1h 15m 25s [2025-11-22T02:13:03.715237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:03.715299] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:03.716113] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:03.717983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:03.720568] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:03.722488] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:03.723147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:03.795733] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 0.35% [2025-11-22T02:13:03.848378] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 1.14% [2025-11-22T02:13:03.917860] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.77% | Symbol ETA: 5.6s | Global ETA: 1h 15m 25s [2025-11-22T02:13:03.918757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:03.918819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:03.920472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:03.920970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:03.921348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:03.922091] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:03.923817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:03.924579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:03.960972] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 1.54% [2025-11-22T02:13:04.023070] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.46%, Actual: 1.31% [2025-11-22T02:13:04.128091] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.88% [2025-11-22T02:13:04.193729] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 3.34% [2025-11-22T02:13:04.293762] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.29% [2025-11-22T02:13:04.304239] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 9.0s | Global ETA: 1h 15m 26s [2025-11-22T02:13:04.305119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:04.305182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:04.306002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:04.307869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:04.310465] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:04.312523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:04.313219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:04.359527] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.56%, Actual: 1.17% [2025-11-22T02:13:04.359724] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 43.2168% [2025-11-22T02:13:04.359817] [INFO ] [main ] PEN: DISCARDED add_prev_close_to_open (score: 43.22%) [2025-11-22T02:13:04.359860] [INFO ] [main ] PEN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:13:04.359891] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_prior_day_tail_pressure'] [2025-11-22T02:13:04.359925] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:04.373360] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:04.374824] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:04.374886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:04.379844] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:04.382276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:04.383072] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:04.384103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:04.386757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:04.460079] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 1.42% [2025-11-22T02:13:04.529021] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 4.9s | Global ETA: 1h 15m 27s [2025-11-22T02:13:04.625869] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 1.10% [2025-11-22T02:13:04.699242] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 1.97% [2025-11-22T02:13:04.790864] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 0.21% [2025-11-22T02:13:04.866233] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 1.66% [2025-11-22T02:13:04.891429] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.44% | Symbol ETA: 8.4s | Global ETA: 1h 15m 27s [2025-11-22T02:13:04.892321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:04.892384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:04.893226] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:04.895049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:04.897635] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:04.899567] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:13:04.900244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:04.956175] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.48% [2025-11-22T02:13:04.956371] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 42.9643% [2025-11-22T02:13:04.956447] [INFO ] [main ] ALX: DISCARDED add_intraday_volatility_percentile (score: 42.96%) [2025-11-22T02:13:04.956488] [INFO ] [main ] ALX: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:13:04.956522] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_last_hour_momentum_mag'] [2025-11-22T02:13:04.956556] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:04.969442] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:04.970827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:04.970889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:04.972549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:04.973068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:04.973507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:04.973912] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:04.974850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:04.975446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:05.029974] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 0.06% [2025-11-22T02:13:05.046890] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 11.1s | Global ETA: 1h 15m 27s [2025-11-22T02:13:05.047797] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:05.047859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:05.052617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:05.055047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:05.055839] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:05.056863] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:05.059538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:05.197465] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 1.56% [2025-11-22T02:13:05.363259] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.07% [2025-11-22T02:13:05.484612] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -3.10% | Symbol ETA: 7.8s | Global ETA: 1h 15m 28s [2025-11-22T02:13:05.531106] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 0.01% [2025-11-22T02:13:05.616225] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 29.3s | Global ETA: 1h 15m 29s [2025-11-22T02:13:05.617818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:05.617880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:05.619535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:05.620029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:05.620460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:05.620867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:05.621866] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:05.622476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:05.653906] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.56% [2025-11-22T02:13:05.698548] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 1.01% [2025-11-22T02:13:05.733959] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 2.31% | Symbol ETA: 10.5s | Global ETA: 1h 15m 29s [2025-11-22T02:13:05.734861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:05.734924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:05.739752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:05.742137] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:05.742919] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:05.743944] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:05.746607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:05.820221] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.37%, Actual: 2.13% [2025-11-22T02:13:05.865669] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.83%, Actual: 0.04% [2025-11-22T02:13:05.985938] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.04% [2025-11-22T02:13:06.032281] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.77%, Actual: 6.45% [2025-11-22T02:13:06.152679] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 2.43% [2025-11-22T02:13:06.198681] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.74%, Actual: 1.13% [2025-11-22T02:13:06.198889] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 37.4504% [2025-11-22T02:13:06.198967] [INFO ] [main ] BEP: DISCARDED add_prev_close_to_open (score: 37.45%) [2025-11-22T02:13:06.199010] [INFO ] [main ] BEP: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:13:06.199043] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_prior_day_tail_pressure'] [2025-11-22T02:13:06.199077] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:06.210590] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:06.212007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:06.212069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:06.213755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:06.214266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:06.214669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:06.215397] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:06.217137] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:06.219860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:06.255525] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 28.6s | Global ETA: 1h 15m 30s [2025-11-22T02:13:06.256511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:06.256572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:06.258243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:06.258759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:06.259200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:06.259581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:06.260526] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:06.261172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:06.319260] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.67%, Actual: 0.09% [2025-11-22T02:13:06.409488] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.24% | Symbol ETA: 9.8s | Global ETA: 1h 15m 30s [2025-11-22T02:13:06.410375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:06.410437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:06.415186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:06.417604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:06.418396] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:06.419396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:06.422014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:06.484337] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 2.34% [2025-11-22T02:13:06.649909] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.82%, Actual: 1.82% [2025-11-22T02:13:06.807842] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 9.9s | Global ETA: 1h 15m 31s [2025-11-22T02:13:06.808771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:06.808836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:06.810599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:06.811112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:06.811500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:06.812260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:06.813984] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:06.815435] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 1.09% [2025-11-22T02:13:06.817202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:06.901953] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 28.0s | Global ETA: 1h 15m 31s [2025-11-22T02:13:06.902951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:06.903016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:06.904735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:06.905219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:06.905785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:06.906168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:06.907135] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:06.908116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:06.981432] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.44%, Actual: 0.21% [2025-11-22T02:13:07.091091] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 9.1s | Global ETA: 1h 15m 31s [2025-11-22T02:13:07.091993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:07.092055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:07.096849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:07.099265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:07.100059] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:07.101066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:07.103678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:07.148240] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -3.10%, Actual: 3.28% [2025-11-22T02:13:07.148440] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 44.2429% [2025-11-22T02:13:07.148519] [INFO ] [main ] PEB: DISCARDED add_overnight_gap_amplitude (score: 44.24%) [2025-11-22T02:13:07.148563] [INFO ] [main ] PEB: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:13:07.148597] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_overnight_gap_mag'] [2025-11-22T02:13:07.148632] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:07.162390] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:07.163841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:07.163903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:07.164757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:07.166942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:07.169766] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:07.171794] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:07.172519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:07.418540] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.51% | Symbol ETA: 9.3s | Global ETA: 1h 15m 32s [2025-11-22T02:13:07.419439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:07.419504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:07.421229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:07.421732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:07.422113] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:07.422859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:07.424551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:07.427253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:07.547414] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 27.3s | Global ETA: 1h 15m 32s [2025-11-22T02:13:07.548402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:07.548464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:07.550137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:07.550607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:07.551055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:07.551438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:07.552410] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:07.553036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:07.755362] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 12.5s | Global ETA: 1h 15m 32s [2025-11-22T02:13:07.756263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:07.756329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:07.757154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:07.759114] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:07.761787] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:07.763776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:07.764437] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.11% | Symbol ETA: 8.4s | Global ETA: 1h 15m 33s [2025-11-22T02:13:07.764500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:07.765980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:07.768659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:07.774136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:07.776589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:07.777403] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:07.778412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:07.781153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.033882] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 8.8s | Global ETA: 1h 15m 33s [2025-11-22T02:13:08.034769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:08.034832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:08.036461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:08.036957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:08.037372] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:08.038130] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:08.039875] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:08.042585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.187886] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.71% | Symbol ETA: 26.7s | Global ETA: 1h 15m 33s [2025-11-22T02:13:08.188907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:08.188968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:08.190660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:08.191133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:08.191568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:08.191978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:08.192940] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:08.193552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.348819] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.19% | Symbol ETA: 11.9s | Global ETA: 1h 15m 34s [2025-11-22T02:13:08.349704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:08.349766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:08.350565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:08.352395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:08.355090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:08.357053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:08.357801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.444739] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 7.7s | Global ETA: 1h 15m 34s [2025-11-22T02:13:08.446292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:08.446362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:08.451388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:08.453911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:08.454725] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:08.455804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:08.458566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.630452] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 8.1s | Global ETA: 1h 15m 34s [2025-11-22T02:13:08.631416] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:08.631479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:08.633112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:08.633591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:08.633994] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:08.634731] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:08.636419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:08.639095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.827170] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.50% | Symbol ETA: 26.0s | Global ETA: 1h 15m 34s [2025-11-22T02:13:08.828185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:08.828247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:08.829910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:08.830385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:08.830840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:08.831219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:08.832167] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:08.832790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:08.934816] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 11.3s | Global ETA: 1h 15m 35s [2025-11-22T02:13:08.935699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:08.935762] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:08.936561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:08.938486] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:08.941107] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:08.943069] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:08.943811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.132832] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.47% | Symbol ETA: 7.1s | Global ETA: 1h 15m 35s [2025-11-22T02:13:09.133719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:09.133782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:09.138493] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:09.140891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:09.141674] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:09.142694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:09.145308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.225411] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 7.5s | Global ETA: 1h 15m 35s [2025-11-22T02:13:09.226304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:09.226367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:09.228036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:09.228510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:09.229274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:09.230030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:09.231764] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:09.234492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.475412] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 25.4s | Global ETA: 1h 15m 36s [2025-11-22T02:13:09.476407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:09.476469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:09.478141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:09.478627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:09.479081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:09.479467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:09.480423] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:09.481059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.521771] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 10.7s | Global ETA: 1h 15m 36s [2025-11-22T02:13:09.522633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:09.522715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:09.523510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:09.525420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:09.528030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:09.529944] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:09.530638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.817657] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.72% | Symbol ETA: 6.9s | Global ETA: 1h 15m 36s [2025-11-22T02:13:09.818549] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:09.818547] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 6.4s | Global ETA: 1h 15m 36s [2025-11-22T02:13:09.818615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:09.819442] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:09.819505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:09.820297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:09.820807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:09.821200] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:09.821992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:09.823806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:09.824325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:09.826524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:09.826788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:09.827587] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:09.828598] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:09.831265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.113088] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.99% | Symbol ETA: 10.1s | Global ETA: 1h 15m 37s [2025-11-22T02:13:10.114018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:10.114082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:10.114960] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:10.116862] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:10.119628] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:10.121667] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:10.122404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.125906] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 24.8s | Global ETA: 1h 15m 37s [2025-11-22T02:13:10.126924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:10.126988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:10.128696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:10.129184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:10.129620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:10.130022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:10.130973] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:10.131592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.413928] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 6.3s | Global ETA: 1h 15m 37s [2025-11-22T02:13:10.414848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:10.414934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:10.416668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:10.417178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:10.417597] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:10.418400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:10.420263] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:10.423034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.501907] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 5.7s | Global ETA: 1h 15m 38s [2025-11-22T02:13:10.502805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:10.502868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:10.507770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:10.510274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:10.511095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:10.512150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:10.514920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.703039] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 9.5s | Global ETA: 1h 15m 38s [2025-11-22T02:13:10.703927] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:10.703990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:10.704809] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:10.706601] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:10.709205] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:10.711147] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:10.711875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:10.767081] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 24.1s | Global ETA: 1h 15m 38s [2025-11-22T02:13:10.768122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:10.768183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:10.769799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:10.770289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:10.770739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:10.771118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:10.772063] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:13:10.772681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:11.020106] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.54% | Symbol ETA: 5.7s | Global ETA: 1h 15m 39s [2025-11-22T02:13:11.020997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:11.021060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:11.022691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:11.023160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:11.023539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:11.024286] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:11.025986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:11.028623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:11.179274] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 10.51% | Symbol ETA: 5.0s | Global ETA: 1h 15m 39s [2025-11-22T02:13:11.297534] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 9.0s | Global ETA: 1h 15m 39s [2025-11-22T02:13:11.298764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:11.298827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:11.299669] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:11.301499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:11.304124] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:11.306060] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:11.306787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:11.348467] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.28% [2025-11-22T02:13:11.408871] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 1.30% | Symbol ETA: 23.5s | Global ETA: 1h 15m 39s [2025-11-22T02:13:11.521715] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 0.97% [2025-11-22T02:13:11.575804] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.86%, Actual: 0.84% [2025-11-22T02:13:11.619374] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.26% | Symbol ETA: 5.1s | Global ETA: 1h 15m 40s [2025-11-22T02:13:11.620298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:11.620366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:11.622255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:11.622779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:11.623174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:11.623952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:11.625750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:11.628729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:11.692478] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.24%, Actual: 0.71% [2025-11-22T02:13:11.742812] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 1.34% [2025-11-22T02:13:11.869139] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 2.08% [2025-11-22T02:13:11.890588] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 8.4s | Global ETA: 1h 15m 40s [2025-11-22T02:13:11.891520] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:11.891583] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:11.892596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:11.894701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:11.897611] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:11.899534] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:11.900493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:11.911529] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.35% [2025-11-22T02:13:12.037380] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 1.70% [2025-11-22T02:13:12.077385] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.54% [2025-11-22T02:13:12.202131] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 1.06% [2025-11-22T02:13:12.235483] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 4.5s | Global ETA: 1h 15m 41s [2025-11-22T02:13:12.242368] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 0.88% [2025-11-22T02:13:12.367678] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 1.14% [2025-11-22T02:13:12.405593] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 1.97% [2025-11-22T02:13:12.408327] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.50%, Actual: 1.29% [2025-11-22T02:13:12.477319] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.64% | Symbol ETA: 7.8s | Global ETA: 1h 15m 41s [2025-11-22T02:13:12.478216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:12.478278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:12.479113] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:12.480951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:12.483500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:12.485435] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:13:12.486164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:12.533443] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 1.31% [2025-11-22T02:13:12.574931] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 1.42% [2025-11-22T02:13:12.582319] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.51%, Actual: 1.66% [2025-11-22T02:13:12.697570] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 3.34% [2025-11-22T02:13:12.740494] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.10% [2025-11-22T02:13:12.755065] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 0.06% [2025-11-22T02:13:12.866290] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 10.51%, Actual: 1.17% [2025-11-22T02:13:12.866470] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 33.7604% [2025-11-22T02:13:12.866552] [INFO ] [main ] PEN: DISCARDED add_prior_day_tail_pressure (score: 33.76%) [2025-11-22T02:13:12.866594] [INFO ] [main ] PEN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:13:12.866625] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_prior_mag_lag'] [2025-11-22T02:13:12.866701] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:12.879887] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:12.881284] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:12.881345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:12.886133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:12.892674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:12.893458] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:12.894488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:12.896041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:12.906505] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 0.21% [2025-11-22T02:13:12.925885] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.56% [2025-11-22T02:13:13.065382] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.71% | Symbol ETA: 7.2s | Global ETA: 1h 15m 42s [2025-11-22T02:13:13.072975] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 1.30%, Actual: 0.48% [2025-11-22T02:13:13.073172] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 41.9596% [2025-11-22T02:13:13.073245] [INFO ] [main ] ALX: DISCARDED add_last_hour_momentum_mag (score: 41.96%) [2025-11-22T02:13:13.073287] [INFO ] [main ] ALX: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:13:13.073321] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_late_day_volatility'] [2025-11-22T02:13:13.073355] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:13.085879] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:13.087387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:13.087454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:13.089149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:13.089663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:13.090106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:13.090492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:13.091445] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:13.093257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:13.098940] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.07% [2025-11-22T02:13:13.231890] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 0.56% [2025-11-22T02:13:13.268909] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 0.01% [2025-11-22T02:13:13.397577] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.19%, Actual: 2.13% [2025-11-22T02:13:13.436848] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 1.01% [2025-11-22T02:13:13.554609] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 10.6s | Global ETA: 1h 15m 43s [2025-11-22T02:13:13.555507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:13.555568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:13.560385] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:13.562830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:13.563222] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 1.04% [2025-11-22T02:13:13.563602] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:13.564662] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:13.566186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:13.605090] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.54%, Actual: 0.04% [2025-11-22T02:13:13.730258] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 2.43% [2025-11-22T02:13:13.736463] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.54% | Symbol ETA: 24.1s | Global ETA: 1h 15m 44s [2025-11-22T02:13:13.737479] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:13.737542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:13.739161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:13.739632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:13.740092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:13.740473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:13.741428] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:13.743213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:13.771621] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.26%, Actual: 6.45% [2025-11-22T02:13:13.897802] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.99%, Actual: 0.09% [2025-11-22T02:13:13.938832] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 1.13% [2025-11-22T02:13:13.939027] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.6161% [2025-11-22T02:13:13.939104] [INFO ] [main ] BEP: DISCARDED add_prior_day_tail_pressure (score: 32.62%) [2025-11-22T02:13:13.939145] [INFO ] [main ] BEP: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:13:13.939177] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_prior_mag_lag'] [2025-11-22T02:13:13.939210] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:13.950483] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:13.951885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:13.951956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:13.953606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:13.954552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:13.954966] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:13.955716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:13.957472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:13.959030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:14.065859] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.60%, Actual: 2.34% [2025-11-22T02:13:14.227972] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 9.9s | Global ETA: 1h 15m 44s [2025-11-22T02:13:14.228908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:14.228971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:14.233478] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.50%, Actual: 1.82% [2025-11-22T02:13:14.233986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:14.236588] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:14.237401] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:14.238411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:14.239946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:14.376538] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 23.4s | Global ETA: 1h 15m 45s [2025-11-22T02:13:14.377548] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:14.377610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:14.379294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:14.379786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:14.380217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:14.380601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:14.381555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:14.383328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:14.400536] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -2.33%, Actual: 1.09% [2025-11-22T02:13:14.549689] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.24% | Symbol ETA: 9.5s | Global ETA: 1h 15m 45s [2025-11-22T02:13:14.550569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:14.550630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:14.552273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:14.552762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:14.553141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:14.553885] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:14.555591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:14.557147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:14.567993] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.64%, Actual: 0.21% [2025-11-22T02:13:14.736414] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.71%, Actual: 3.28% [2025-11-22T02:13:14.736610] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 37.0702% [2025-11-22T02:13:14.736711] [INFO ] [main ] PEB: DISCARDED add_overnight_gap_mag (score: 37.07%) [2025-11-22T02:13:14.736753] [INFO ] [main ] PEB: Testing feature 29/53: add_pct_change [2025-11-22T02:13:14.736785] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_pct_change'] [2025-11-22T02:13:14.736820] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:14.750237] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:14.751503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:14.751565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:14.752420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:14.754263] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:14.756899] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:14.758884] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:14.760856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:14.907974] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.35% | Symbol ETA: 9.2s | Global ETA: 1h 15m 46s [2025-11-22T02:13:14.908901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:14.908964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:14.913732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:14.916202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:14.917022] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:14.918116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:14.919686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.020059] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 22.8s | Global ETA: 1h 15m 46s [2025-11-22T02:13:15.021049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:15.021111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:15.022753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:15.023224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:15.023687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:15.024068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:15.025018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.026809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.147471] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.21% | Symbol ETA: 8.9s | Global ETA: 1h 15m 46s [2025-11-22T02:13:15.148352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:15.148414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:15.150055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:15.150522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:15.150922] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:15.151663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.153376] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:15.154931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.382628] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 12.2s | Global ETA: 1h 15m 47s [2025-11-22T02:13:15.383558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:15.383622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:15.384487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.386344] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:15.389092] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:15.391109] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:15.393119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.572221] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 8.5s | Global ETA: 1h 15m 47s [2025-11-22T02:13:15.573116] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:15.573178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:15.577957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:15.580349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:15.581134] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:15.582159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:15.583698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.664280] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 22.1s | Global ETA: 1h 15m 47s [2025-11-22T02:13:15.665281] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:15.665343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:15.666978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:15.667483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:15.667937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:15.668336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:15.669281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.671043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.754770] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 8.3s | Global ETA: 1h 15m 47s [2025-11-22T02:13:15.755663] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:15.755726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:15.757369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:15.757891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:15.758272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:15.759033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.760772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:15.762321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:15.980854] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 11.4s | Global ETA: 1h 15m 48s [2025-11-22T02:13:15.981743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:15.981805] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:15.982975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:15.984792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:15.987399] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:15.989366] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:15.991371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.264243] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 7.9s | Global ETA: 1h 15m 48s [2025-11-22T02:13:16.265129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:16.265191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:16.269974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:16.272365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:16.273154] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:16.274184] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:16.275734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.309507] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 21.5s | Global ETA: 1h 15m 48s [2025-11-22T02:13:16.313178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:16.313241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:16.315839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:16.316317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:16.316770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:16.317153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:16.318198] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:16.319997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.355240] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 7.7s | Global ETA: 1h 15m 48s [2025-11-22T02:13:16.356138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:16.356200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:16.357875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:16.358368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:16.358773] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:16.359500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:16.361228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:16.362816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.604188] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 10.8s | Global ETA: 1h 15m 49s [2025-11-22T02:13:16.605324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:16.605399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:16.606516] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:16.609159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:16.612524] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:16.615026] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:16.617560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.930715] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 7.2s | Global ETA: 1h 15m 49s [2025-11-22T02:13:16.931576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:16.931673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:16.936384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:16.938805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:16.939569] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:16.940579] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:16.942114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.946680] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.58% | Symbol ETA: 7.1s | Global ETA: 1h 15m 49s [2025-11-22T02:13:16.947608] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:16.947694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:16.949400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:16.950020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:16.950410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:16.951172] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:16.952910] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:16.953413] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 20.8s | Global ETA: 1h 15m 50s [2025-11-22T02:13:16.954397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:16.954459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:16.954509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:16.956107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:16.956579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:16.957028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:16.957433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:16.958391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:16.960157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:17.207575] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 10.2s | Global ETA: 1h 15m 50s [2025-11-22T02:13:17.208473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:17.208558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:17.209387] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:17.211239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:17.213859] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:17.215810] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:17.217829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:17.537330] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.94% | Symbol ETA: 6.5s | Global ETA: 1h 15m 51s [2025-11-22T02:13:17.538217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:17.538279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:17.539921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:17.540397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:17.540798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:17.541520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:17.543246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:17.544882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:17.597373] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.02% | Symbol ETA: 6.5s | Global ETA: 1h 15m 51s [2025-11-22T02:13:17.598265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:17.598699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:17.601898] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 20.2s | Global ETA: 1h 15m 51s [2025-11-22T02:13:17.602877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:17.602938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:17.603442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:17.604561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:17.605058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:17.605494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:17.605875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:17.605905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:17.606658] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:17.606864] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:17.607698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:17.608675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:17.609235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:17.809504] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 9.6s | Global ETA: 1h 15m 51s [2025-11-22T02:13:17.810389] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:17.810451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:17.811274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:17.813136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:17.815741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:17.817730] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:17.819861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.129363] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 5.9s | Global ETA: 1h 15m 52s [2025-11-22T02:13:18.130269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:18.130332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:18.131999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:18.132485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:18.132888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:18.133614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:18.135337] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:18.136917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.250894] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 19.6s | Global ETA: 1h 15m 52s [2025-11-22T02:13:18.251890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:18.251952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:18.253571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:18.254071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:18.254501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:18.254905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:18.255861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:18.257667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.268959] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 5.9s | Global ETA: 1h 15m 52s [2025-11-22T02:13:18.269879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:18.269940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:18.274662] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:18.277054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:18.277853] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:18.278915] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:18.280494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.408846] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 1.83% | Symbol ETA: 8.9s | Global ETA: 1h 15m 52s [2025-11-22T02:13:18.409739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:18.409802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:18.410598] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:18.412434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:18.415038] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:18.416977] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:18.419010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.728424] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.47% | Symbol ETA: 5.3s | Global ETA: 1h 15m 53s [2025-11-22T02:13:18.729394] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:18.729456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:18.731112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:18.731593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:18.731992] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:18.732750] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:18.734456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:18.736092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.894085] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.81% | Symbol ETA: 18.9s | Global ETA: 1h 15m 53s [2025-11-22T02:13:18.895071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:18.895134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:18.896768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:18.897265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:18.897717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:18.898100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:18.899063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:18.900863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:18.948074] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 5.2s | Global ETA: 1h 15m 53s [2025-11-22T02:13:18.948979] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:18.949040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:18.953823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:18.956216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:18.957006] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:18.958046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:18.959559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:19.010528] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.26% | Symbol ETA: 8.3s | Global ETA: 1h 15m 53s [2025-11-22T02:13:19.011415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:19.011478] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:19.012304] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:19.014143] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:19.016735] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:19.018698] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:19.020688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:19.320607] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 4.7s | Global ETA: 1h 15m 54s [2025-11-22T02:13:19.321507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:19.321572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:19.323246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:19.323785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:19.324183] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:19.324945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:19.326735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:13:19.328371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:19.541907] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 18.3s | Global ETA: 1h 15m 54s [2025-11-22T02:13:19.612575] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 3.81% | Symbol ETA: 7.7s | Global ETA: 1h 15m 54s [2025-11-22T02:13:19.613499] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:19.613561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:19.614402] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:19.616282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:19.619036] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:19.621021] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:19.621873] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.40% | Symbol ETA: 4.5s | Global ETA: 1h 15m 54s [2025-11-22T02:13:19.623074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:19.710906] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.54%, Actual: 0.84% [2025-11-22T02:13:19.792692] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 2.28% [2025-11-22T02:13:19.879073] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 1.34% [2025-11-22T02:13:19.923541] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.04% | Symbol ETA: 4.1s | Global ETA: 1h 15m 55s [2025-11-22T02:13:19.962249] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.97% [2025-11-22T02:13:20.045896] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.35% [2025-11-22T02:13:20.093601] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.24%, Actual: 1.97% [2025-11-22T02:13:20.135075] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 0.71% [2025-11-22T02:13:20.213011] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 1.54% [2025-11-22T02:13:20.217051] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.54% | Symbol ETA: 7.1s | Global ETA: 1h 15m 56s [2025-11-22T02:13:20.218411] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:20.218473] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:20.219295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:20.221158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:20.223821] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:20.225795] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:13:20.227840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:20.264244] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.21%, Actual: 1.66% [2025-11-22T02:13:20.306207] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 2.08% [2025-11-22T02:13:20.382455] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.88% [2025-11-22T02:13:20.449153] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.06% [2025-11-22T02:13:20.478319] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.10%, Actual: 1.70% [2025-11-22T02:13:20.550062] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 1.29% [2025-11-22T02:13:20.635408] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 1.56% [2025-11-22T02:13:20.646221] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 1.06% [2025-11-22T02:13:20.717789] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 1.42% [2025-11-22T02:13:20.804111] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.58%, Actual: 0.07% [2025-11-22T02:13:20.813061] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.02%, Actual: 1.14% [2025-11-22T02:13:20.816701] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 1.86% | Symbol ETA: 6.5s | Global ETA: 1h 15m 57s [2025-11-22T02:13:20.884198] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.10% [2025-11-22T02:13:20.973333] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.94%, Actual: 0.01% [2025-11-22T02:13:20.982074] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 1.31% [2025-11-22T02:13:20.984788] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 0.56% [2025-11-22T02:13:21.050013] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 0.21% [2025-11-22T02:13:21.143818] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.01% [2025-11-22T02:13:21.149835] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 3.34% [2025-11-22T02:13:21.152907] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 2.13% [2025-11-22T02:13:21.215445] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 0.48% [2025-11-22T02:13:21.215663] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 40.9037% [2025-11-22T02:13:21.215737] [INFO ] [main ] ALX: DISCARDED add_late_day_volatility (score: 40.90%) [2025-11-22T02:13:21.215778] [INFO ] [main ] ALX: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:13:21.215811] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_late_hour_microstructure'] [2025-11-22T02:13:21.215844] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:21.229180] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:21.234289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:21.234353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:21.236046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:21.236536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:21.237012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:21.237422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:21.238376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:21.240979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:21.315781] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.47%, Actual: 0.04% [2025-11-22T02:13:21.318261] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 1.04% [2025-11-22T02:13:21.322854] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.40%, Actual: 1.17% [2025-11-22T02:13:21.323049] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 36.5495% [2025-11-22T02:13:21.323127] [INFO ] [main ] PEN: DISCARDED add_prior_mag_lag (score: 36.55%) [2025-11-22T02:13:21.323169] [INFO ] [main ] PEN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:13:21.323201] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_range_overlap_v_prior_day'] [2025-11-22T02:13:21.323235] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:21.336738] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:21.338023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:21.338086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:21.342894] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:21.345382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:21.346184] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:21.347230] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:21.349536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:21.484710] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 6.45% [2025-11-22T02:13:21.485536] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 2.43% [2025-11-22T02:13:21.653698] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.09% [2025-11-22T02:13:21.672198] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.04%, Actual: 1.13% [2025-11-22T02:13:21.672418] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.2405% [2025-11-22T02:13:21.672514] [INFO ] [main ] BEP: DISCARDED add_prior_mag_lag (score: 32.24%) [2025-11-22T02:13:21.672558] [INFO ] [main ] BEP: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:13:21.672592] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_range_overlap_v_prior_day'] [2025-11-22T02:13:21.672632] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:21.685293] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:21.686695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:21.686760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:21.688571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:21.689117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:21.689540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:21.690379] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:21.692232] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:21.694760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:21.821692] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 2.34% [2025-11-22T02:13:21.895724] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.78% | Symbol ETA: 22.8s | Global ETA: 1h 15m 59s [2025-11-22T02:13:21.896720] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:21.896807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:21.898454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:21.898970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:21.899403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:21.899813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:21.900774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:21.903392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:21.989446] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 1.82% [2025-11-22T02:13:22.036846] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 10.4s | Global ETA: 1h 15m 59s [2025-11-22T02:13:22.037813] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:22.037877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:22.042859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:22.045385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:22.046229] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:22.047299] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:22.049741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:22.157344] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 3.81%, Actual: 1.09% [2025-11-22T02:13:22.310088] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.96% | Symbol ETA: 9.4s | Global ETA: 1h 15m 59s [2025-11-22T02:13:22.310986] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:22.311049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:22.312735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:22.313239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:22.313623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:22.314409] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:22.316179] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:22.318553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:22.323753] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.54%, Actual: 0.21% [2025-11-22T02:13:22.491492] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 1.86%, Actual: 3.28% [2025-11-22T02:13:22.491706] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 43.8021% [2025-11-22T02:13:22.491784] [INFO ] [main ] PEB: DISCARDED add_pct_change (score: 43.80%) [2025-11-22T02:13:22.491828] [INFO ] [main ] PEB: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:13:22.491860] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_preclose_acceleration_mag'] [2025-11-22T02:13:22.491901] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:22.505737] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:22.507003] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:22.507065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:22.507970] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:22.509861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:22.512457] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:22.514434] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:22.515493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:22.547288] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 22.0s | Global ETA: 1h 15m 60s [2025-11-22T02:13:22.548353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:22.548417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:22.550149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:22.550637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:22.551095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:22.551485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:22.552458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:22.555176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:22.731065] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 9.7s | Global ETA: 1h 16m 0s [2025-11-22T02:13:22.732008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:22.732070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:22.737316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:22.740204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:22.740989] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:22.742046] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:22.744349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:22.928525] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.36% | Symbol ETA: 8.7s | Global ETA: 1h 16m 1s [2025-11-22T02:13:22.929501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:22.929565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:22.931314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:22.931883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:22.932272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:22.933082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:22.934915] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:22.937348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.107952] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 11.6s | Global ETA: 1h 16m 1s [2025-11-22T02:13:23.108852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:23.108914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:23.109738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:23.111548] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:23.114164] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:23.116095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:23.117163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.207061] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.61% | Symbol ETA: 21.4s | Global ETA: 1h 16m 1s [2025-11-22T02:13:23.208104] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:23.208167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:23.209796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:23.210268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:23.210730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:23.211114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:23.212062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:23.214665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.408434] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 8.9s | Global ETA: 1h 16m 1s [2025-11-22T02:13:23.409395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:23.409460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:23.414460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:23.416959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:23.417832] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:23.418916] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:23.421266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.547104] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 8.1s | Global ETA: 1h 16m 2s [2025-11-22T02:13:23.548101] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:23.548166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:23.549914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:23.550415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:23.550834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:23.551663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:23.553570] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:23.556062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.711286] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.88% | Symbol ETA: 11.0s | Global ETA: 1h 16m 2s [2025-11-22T02:13:23.712175] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:23.712252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:23.713111] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:23.714941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:23.717601] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:23.719697] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:23.720821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:23.865781] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 20.7s | Global ETA: 1h 16m 2s [2025-11-22T02:13:23.866763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:23.866826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:23.868465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:23.868959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:23.869385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:23.869787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:23.870733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:23.873325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.081352] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 8.2s | Global ETA: 1h 16m 3s [2025-11-22T02:13:24.082263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:24.082325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:24.087069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:24.089595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:24.090380] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:24.091387] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:24.093692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.173226] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 7.5s | Global ETA: 1h 16m 3s [2025-11-22T02:13:24.174143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:24.174208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:24.175939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:24.176423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:24.176853] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:24.177664] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:24.179424] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:24.181803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.313616] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 10.4s | Global ETA: 1h 16m 3s [2025-11-22T02:13:24.314507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:24.314570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:24.315395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:24.317254] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:24.319839] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:24.321757] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:24.322799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.509100] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 20.0s | Global ETA: 1h 16m 3s [2025-11-22T02:13:24.510079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:24.510141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:24.511783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:24.512253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:24.512702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:24.513081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:24.514026] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:24.516605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.752701] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.50% | Symbol ETA: 7.5s | Global ETA: 1h 16m 4s [2025-11-22T02:13:24.753578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:24.753677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:24.758404] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:24.760822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:24.761580] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:24.762593] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:24.764888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.789706] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -2.06% | Symbol ETA: 6.9s | Global ETA: 1h 16m 4s [2025-11-22T02:13:24.790605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:24.790688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:24.792378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:24.792883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:24.793277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:24.794055] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:24.795884] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:24.798311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:24.938709] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 9.8s | Global ETA: 1h 16m 4s [2025-11-22T02:13:24.939685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:24.939771] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:24.940676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:24.943086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:24.945947] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:24.948184] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:24.949338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:25.159486] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.46% | Symbol ETA: 19.4s | Global ETA: 1h 16m 5s [2025-11-22T02:13:25.160464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:25.160527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:25.162166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:25.162633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:25.163080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:25.163458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:25.167955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:25.170521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:25.406402] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 6.2s | Global ETA: 1h 16m 5s [2025-11-22T02:13:25.407312] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:25.407377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:25.409076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:25.409563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:25.409982] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:25.410763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:25.412591] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:25.415024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:25.417185] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.14% | Symbol ETA: 6.8s | Global ETA: 1h 16m 5s [2025-11-22T02:13:25.418168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:25.418232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:25.423226] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:25.425764] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:25.426611] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:25.427736] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:25.430153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:25.555094] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.35% | Symbol ETA: 9.2s | Global ETA: 1h 16m 5s [2025-11-22T02:13:25.556014] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:25.556077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:25.556920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:25.558744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:25.561397] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:25.563377] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:25.564453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:25.809916] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 18.7s | Global ETA: 1h 16m 6s [2025-11-22T02:13:25.810898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:25.810960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:25.812559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:25.813092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:25.813523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:25.813934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:25.814886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:25.817533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.024039] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 5.6s | Global ETA: 1h 16m 6s [2025-11-22T02:13:26.024929] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:26.025180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:26.026808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:26.027294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:26.027730] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:26.028672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:26.030365] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:26.032682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.104235] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 6.2s | Global ETA: 1h 16m 6s [2025-11-22T02:13:26.105167] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:26.105229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:26.110179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:26.112798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:26.113608] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:26.114675] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:26.117100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.173526] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.01% | Symbol ETA: 8.6s | Global ETA: 1h 16m 7s [2025-11-22T02:13:26.174485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:26.174552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:26.175420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:26.177380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:26.180147] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:26.182171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:26.183308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.471486] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 18.1s | Global ETA: 1h 16m 7s [2025-11-22T02:13:26.472464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:26.472526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:26.474167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:26.474705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:26.475146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:26.475540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:26.476501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:26.479119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.617933] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.20% | Symbol ETA: 5.0s | Global ETA: 1h 16m 7s [2025-11-22T02:13:26.618852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:26.619276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:26.620949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:26.621428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:26.621832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:26.622548] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:26.624268] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:26.626615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.781947] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 8.0s | Global ETA: 1h 16m 8s [2025-11-22T02:13:26.783140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:26.783247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:26.784370] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:26.787022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:26.790966] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:26.793867] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:26.795400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:26.823595] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.38% | Symbol ETA: 5.5s | Global ETA: 1h 16m 8s [2025-11-22T02:13:26.824580] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:26.824670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:26.829616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:26.832089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:26.832923] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:26.834032] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:26.836433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:27.121540] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.47% | Symbol ETA: 17.4s | Global ETA: 1h 16m 8s [2025-11-22T02:13:27.122528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:27.122589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:27.124214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:27.124716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:27.125146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:27.125525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:27.126474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:27.129066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:27.240846] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 4.4s | Global ETA: 1h 16m 9s [2025-11-22T02:13:27.241771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:27.241835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:27.243512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:27.244022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:27.244416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:27.245225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:27.247065] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:27.249584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:27.378243] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.51% | Symbol ETA: 7.4s | Global ETA: 1h 16m 9s [2025-11-22T02:13:27.379128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:27.379190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:27.380014] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:27.381849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:27.384440] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:27.386392] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:27.387463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:27.502108] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 6.57% | Symbol ETA: 4.8s | Global ETA: 1h 16m 9s [2025-11-22T02:13:27.503111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:27.503552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:27.508588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:27.511097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:27.511915] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:27.513027] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:13:27.515554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:27.764378] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 16.8s | Global ETA: 1h 16m 10s [2025-11-22T02:13:27.866154] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 3.8s | Global ETA: 1h 16m 10s [2025-11-22T02:13:27.929722] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.78%, Actual: 0.84% [2025-11-22T02:13:27.973321] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.96% | Symbol ETA: 6.8s | Global ETA: 1h 16m 10s [2025-11-22T02:13:27.974198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:27.974261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:27.975080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:27.976909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:27.979500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:27.981440] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:27.982496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:28.042153] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.96%, Actual: 1.97% [2025-11-22T02:13:28.094228] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.96%, Actual: 1.34% [2025-11-22T02:13:28.187989] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.37% | Symbol ETA: 4.1s | Global ETA: 1h 16m 10s [2025-11-22T02:13:28.217316] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.36%, Actual: 1.66% [2025-11-22T02:13:28.260793] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.61%, Actual: 0.35% [2025-11-22T02:13:28.365265] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 2.28% [2025-11-22T02:13:28.400409] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 0.06% [2025-11-22T02:13:28.426591] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.54% [2025-11-22T02:13:28.546293] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.97% [2025-11-22T02:13:28.567918] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 6.2s | Global ETA: 1h 16m 11s [2025-11-22T02:13:28.578678] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.56% [2025-11-22T02:13:28.593588] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.88% [2025-11-22T02:13:28.724182] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 0.71% [2025-11-22T02:13:28.737211] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 0.56% [2025-11-22T02:13:28.756706] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.07% [2025-11-22T02:13:28.759159] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.46%, Actual: 1.29% [2025-11-22T02:13:28.904633] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 2.13% [2025-11-22T02:13:28.904663] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.31%, Actual: 2.08% [2025-11-22T02:13:28.923505] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 1.42% [2025-11-22T02:13:28.933171] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 0.01% [2025-11-22T02:13:29.071164] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 1.04% [2025-11-22T02:13:29.083683] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.50%, Actual: 1.70% [2025-11-22T02:13:29.089043] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 1.10% [2025-11-22T02:13:29.109666] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 1.01% [2025-11-22T02:13:29.252911] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.47%, Actual: 0.21% [2025-11-22T02:13:29.254507] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 2.43% [2025-11-22T02:13:29.257229] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.14%, Actual: 1.06% [2025-11-22T02:13:29.284557] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.20%, Actual: 0.04% [2025-11-22T02:13:29.416913] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 0.48% [2025-11-22T02:13:29.417089] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 42.8035% [2025-11-22T02:13:29.417171] [INFO ] [main ] ALX: DISCARDED add_late_hour_microstructure (score: 42.80%) [2025-11-22T02:13:29.417238] [INFO ] [main ] ALX: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:13:29.417279] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_late_session_pressure'] [2025-11-22T02:13:29.417320] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:29.423535] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.35%, Actual: 0.09% [2025-11-22T02:13:29.426611] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 1.14% [2025-11-22T02:13:29.431179] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:29.432572] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:29.432635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:29.434303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:29.434822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:29.435311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:29.435729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:29.436685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:29.437749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:29.462358] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 6.45% [2025-11-22T02:13:29.594679] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 2.34% [2025-11-22T02:13:29.596053] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.38%, Actual: 1.31% [2025-11-22T02:13:29.633391] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 1.13% [2025-11-22T02:13:29.633595] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 28.3040% [2025-11-22T02:13:29.633698] [INFO ] [main ] BEP: DISCARDED add_range_overlap_v_prior_day (score: 28.30%) [2025-11-22T02:13:29.633743] [INFO ] [main ] BEP: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:13:29.633779] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_range_volume_efficiency'] [2025-11-22T02:13:29.633816] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:29.645027] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:29.646257] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:29.646319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:29.648209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:29.648747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:29.649171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:29.649980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:29.651825] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:29.654073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:29.768739] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.18%, Actual: 1.82% [2025-11-22T02:13:29.771766] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 6.57%, Actual: 3.34% [2025-11-22T02:13:29.939449] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.37%, Actual: 1.17% [2025-11-22T02:13:29.939662] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 47.2760% [2025-11-22T02:13:29.939746] [INFO ] [main ] PEN: DISCARDED add_range_overlap_v_prior_day (score: 47.28%) [2025-11-22T02:13:29.939788] [INFO ] [main ] PEN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:13:29.939822] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_range_volume_efficiency'] [2025-11-22T02:13:29.939856] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:29.943689] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.51%, Actual: 1.09% [2025-11-22T02:13:29.953296] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:29.954781] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:29.954843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:29.959678] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:29.962118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:29.962910] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:29.963921] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:29.966004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.070247] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 21.2s | Global ETA: 1h 16m 14s [2025-11-22T02:13:30.071230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:30.071293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:30.072962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:30.073442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:30.073907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:30.074295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:30.079045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:30.080053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.118622] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.96%, Actual: 0.21% [2025-11-22T02:13:30.267817] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.11% | Symbol ETA: 9.1s | Global ETA: 1h 16m 14s [2025-11-22T02:13:30.268722] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:30.268784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:30.270423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:30.270947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:30.271343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:30.272093] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:30.273864] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:30.275979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.295434] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 3.28% [2025-11-22T02:13:30.295634] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 43.0224% [2025-11-22T02:13:30.295733] [INFO ] [main ] PEB: DISCARDED add_preclose_acceleration_mag (score: 43.02%) [2025-11-22T02:13:30.295778] [INFO ] [main ] PEB: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:13:30.295811] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_1100_to_open'] [2025-11-22T02:13:30.295845] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:30.309243] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:30.310704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:30.310766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:30.311596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:30.313441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:30.316105] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:30.318076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:30.318808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.642810] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.09% | Symbol ETA: 10.0s | Global ETA: 1h 16m 15s [2025-11-22T02:13:30.643708] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:30.643771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:30.648632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:30.651071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:30.651896] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:30.652946] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:30.655126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.713394] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 20.6s | Global ETA: 1h 16m 15s [2025-11-22T02:13:30.714379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:30.714442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:30.716084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:30.716555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:30.717006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:30.717420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:30.718371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:30.719348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.884341] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 8.5s | Global ETA: 1h 16m 15s [2025-11-22T02:13:30.885234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:30.885297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:30.886936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:30.887423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:30.887833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:30.888579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:30.890324] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:30.892391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:30.917218] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 11.2s | Global ETA: 1h 16m 15s [2025-11-22T02:13:30.918113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:30.918176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:30.919038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:30.920854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:30.923444] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:30.925396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:30.926121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:31.335033] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 9.4s | Global ETA: 1h 16m 16s [2025-11-22T02:13:31.335990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:31.336056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:31.341086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:31.343636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:31.344444] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:31.345403] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 20.0s | Global ETA: 1h 16m 16s [2025-11-22T02:13:31.345508] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:31.346919] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:31.346984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:31.348481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:31.348701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:31.349184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:31.349615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:31.350026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:31.350978] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:31.351963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:31.491793] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 7.8s | Global ETA: 1h 16m 16s [2025-11-22T02:13:31.493093] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:31.493157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:31.494887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:31.495392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:31.495814] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:31.496571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:31.498403] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:31.500540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:31.528110] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.65% | Symbol ETA: 10.6s | Global ETA: 1h 16m 16s [2025-11-22T02:13:31.529108] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:31.529186] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:31.530089] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:31.532220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:31.535019] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:31.537397] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:31.538227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:31.995227] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 19.3s | Global ETA: 1h 16m 17s [2025-11-22T02:13:31.996213] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:31.996275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:31.998000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:31.998481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:31.998946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:31.999355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:32.000301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:32.001282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.025306] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 8.7s | Global ETA: 1h 16m 17s [2025-11-22T02:13:32.026248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:32.026310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:32.031108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:32.033560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:32.034379] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:32.035410] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:32.037533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.094139] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: 1h 16m 18s [2025-11-22T02:13:32.095036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:32.095098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:32.096753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:32.097253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:32.097666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:32.098412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:32.100137] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:32.102204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.157819] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 10.0s | Global ETA: 1h 16m 18s [2025-11-22T02:13:32.158802] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:32.158868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:32.159924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:32.161866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:32.164712] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:32.166881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:32.167724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.641362] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.21% | Symbol ETA: 18.7s | Global ETA: 1h 16m 19s [2025-11-22T02:13:32.642350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:32.642412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:32.644057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:32.644533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:32.644988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:32.645452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:32.646666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:32.647708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.692518] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 6.6s | Global ETA: 1h 16m 19s [2025-11-22T02:13:32.693455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:32.693518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:32.695214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:32.695728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:32.696124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:32.696896] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:32.698726] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:32.700883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.709492] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.81% | Symbol ETA: 8.0s | Global ETA: 1h 16m 19s [2025-11-22T02:13:32.710388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:32.710450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:32.715252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:32.718103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:32.718906] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:32.719947] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:32.721984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:32.779797] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 9.4s | Global ETA: 1h 16m 19s [2025-11-22T02:13:32.780688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:32.780751] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:32.781555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:32.783409] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:32.786022] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:32.787987] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:32.788706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.284725] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.60% | Symbol ETA: 18.1s | Global ETA: 1h 16m 20s [2025-11-22T02:13:33.285725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:33.285790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:33.287466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:33.287974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:33.288405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:33.288810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:33.289795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:33.290783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.291243] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 6.0s | Global ETA: 1h 16m 20s [2025-11-22T02:13:33.292182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:33.292245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:33.293930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:33.294450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:33.294868] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:33.295616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:33.297457] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:33.301583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.380399] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 7.3s | Global ETA: 1h 16m 20s [2025-11-22T02:13:33.381303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:33.381363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:33.386148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:33.388562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:33.389338] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:33.390347] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:33.392429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.392594] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -2.69% | Symbol ETA: 8.8s | Global ETA: 1h 16m 20s [2025-11-22T02:13:33.393515] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:33.393581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:33.394427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:33.396327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:33.399137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:33.401161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:33.401911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.890718] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 5.4s | Global ETA: 1h 16m 21s [2025-11-22T02:13:33.891592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:33.891674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:33.893312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:33.893806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:33.894181] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:33.894926] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:33.896810] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:33.898987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:33.923289] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.10% | Symbol ETA: 17.4s | Global ETA: 1h 16m 21s [2025-11-22T02:13:33.924290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:33.924353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:33.926023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:33.926500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:33.926952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:33.927353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:33.928303] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:33.929354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.001398] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 8.2s | Global ETA: 1h 16m 21s [2025-11-22T02:13:34.002632] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:34.002719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:34.003549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:34.005474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:34.008253] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:34.010307] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:34.011061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.045318] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 6.6s | Global ETA: 1h 16m 21s [2025-11-22T02:13:34.046212] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:34.046273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:34.051097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:34.053511] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:34.054296] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:34.055322] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:34.057398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.489355] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.33% | Symbol ETA: 4.7s | Global ETA: 1h 16m 22s [2025-11-22T02:13:34.490258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:34.490321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:34.491972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:34.492446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:34.492847] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:34.493576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:34.495342] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:34.497432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.601394] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 16.8s | Global ETA: 1h 16m 22s [2025-11-22T02:13:34.602446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:34.602515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:34.603606] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 7.6s | Global ETA: 1h 16m 22s [2025-11-22T02:13:34.604504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:34.604568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:34.605406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:34.607274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:34.607341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:34.607923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:34.608388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:34.608816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:34.609816] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:34.609905] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:34.610880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.611862] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:34.612569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:34.709471] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.87% | Symbol ETA: 5.9s | Global ETA: 1h 16m 22s [2025-11-22T02:13:34.710390] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:34.710452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:34.715235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:34.717626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:34.718443] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:34.719490] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:34.721527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.082731] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.36% | Symbol ETA: 4.1s | Global ETA: 1h 16m 23s [2025-11-22T02:13:35.083705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:35.083770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:35.085470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:35.086037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:35.086433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:35.087406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:35.089767] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:35.091894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.211864] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 6.9s | Global ETA: 1h 16m 23s [2025-11-22T02:13:35.212746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:35.212809] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:35.213611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:35.215441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:35.218067] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:35.220023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:35.220752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.264451] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.22% | Symbol ETA: 16.1s | Global ETA: 1h 16m 23s [2025-11-22T02:13:35.265441] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:35.265504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:35.267150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:35.267681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:35.268120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:35.268501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:35.269447] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:13:35.270435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.395410] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 5.2s | Global ETA: 1h 16m 24s [2025-11-22T02:13:35.396331] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:35.396393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:35.401259] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:35.403740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:35.404520] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:35.405543] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:35.407669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.685790] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 3.5s | Global ETA: 1h 16m 24s [2025-11-22T02:13:35.801979] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.15% | Symbol ETA: 6.3s | Global ETA: 1h 16m 24s [2025-11-22T02:13:35.802856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:35.802919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:35.803753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:35.805574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:35.808198] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:35.810254] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:13:35.810991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:35.852758] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 1.97% [2025-11-22T02:13:35.899041] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 15.5s | Global ETA: 1h 16m 25s [2025-11-22T02:13:36.018045] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 1.66% [2025-11-22T02:13:36.060732] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 4.5s | Global ETA: 1h 16m 25s [2025-11-22T02:13:36.061844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:36.061905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:36.065371] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 0.84% [2025-11-22T02:13:36.067372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:36.069993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:36.070792] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:36.071999] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:13:36.074090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:36.186832] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 0.06% [2025-11-22T02:13:36.234681] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 1.34% [2025-11-22T02:13:36.353569] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.56% [2025-11-22T02:13:36.395381] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 5.7s | Global ETA: 1h 16m 25s [2025-11-22T02:13:36.400441] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.98%, Actual: 0.35% [2025-11-22T02:13:36.519021] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.07% [2025-11-22T02:13:36.563692] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.56% [2025-11-22T02:13:36.566431] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 1.54% [2025-11-22T02:13:36.683571] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 0.01% [2025-11-22T02:13:36.733437] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.65%, Actual: 2.13% [2025-11-22T02:13:36.735447] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.21%, Actual: 0.88% [2025-11-22T02:13:36.747975] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.99% | Symbol ETA: 3.8s | Global ETA: 1h 16m 26s [2025-11-22T02:13:36.850121] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 1.01% [2025-11-22T02:13:36.903044] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.60%, Actual: 1.29% [2025-11-22T02:13:36.903421] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.04% [2025-11-22T02:13:36.925904] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.09%, Actual: 2.28% [2025-11-22T02:13:37.014838] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.33%, Actual: 0.04% [2025-11-22T02:13:37.069979] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 1.42% [2025-11-22T02:13:37.072308] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 2.43% [2025-11-22T02:13:37.105293] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.97% [2025-11-22T02:13:37.181308] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.36%, Actual: 6.45% [2025-11-22T02:13:37.239477] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.10% [2025-11-22T02:13:37.246190] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -2.69%, Actual: 0.09% [2025-11-22T02:13:37.285029] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.71% [2025-11-22T02:13:37.348121] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 1.13% [2025-11-22T02:13:37.348337] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.1914% [2025-11-22T02:13:37.348422] [INFO ] [main ] BEP: DISCARDED add_range_volume_efficiency (score: 29.19%) [2025-11-22T02:13:37.348465] [INFO ] [main ] BEP: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:13:37.348498] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:13:37.348533] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:37.360483] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:37.361980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:37.362042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:37.363923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:37.364615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:37.365021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:37.365769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:37.367497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:37.371443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:37.415956] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.22%, Actual: 0.21% [2025-11-22T02:13:37.465480] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.03%, Actual: 2.34% [2025-11-22T02:13:37.473519] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.81%, Actual: 2.08% [2025-11-22T02:13:37.619189] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.48% [2025-11-22T02:13:37.619405] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 38.0738% [2025-11-22T02:13:37.619491] [INFO ] [main ] ALX: DISCARDED add_late_session_pressure (score: 38.07%) [2025-11-22T02:13:37.619536] [INFO ] [main ] ALX: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:13:37.619573] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_micro_gap_fill_velocity'] [2025-11-22T02:13:37.619608] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:37.637957] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:37.640289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:37.640400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:37.642967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:37.643718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:37.644376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:37.644965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:37.646343] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:37.649322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:37.674630] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 1.70% [2025-11-22T02:13:37.705238] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.07%, Actual: 1.82% [2025-11-22T02:13:37.894015] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.06% [2025-11-22T02:13:37.962213] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 1.09% [2025-11-22T02:13:38.160503] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.87%, Actual: 1.14% [2025-11-22T02:13:38.172868] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.03% | Symbol ETA: 10.4s | Global ETA: 1h 16m 29s [2025-11-22T02:13:38.174173] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:38.174254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:38.176735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:38.177440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:38.178003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:38.179066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:38.181493] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:38.187458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:38.200733] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.15%, Actual: 0.21% [2025-11-22T02:13:38.376535] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 1.31% [2025-11-22T02:13:38.431739] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 3.28% [2025-11-22T02:13:38.431946] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 39.8232% [2025-11-22T02:13:38.432032] [INFO ] [main ] PEB: DISCARDED add_prev_1100_to_open (score: 39.82%) [2025-11-22T02:13:38.432074] [INFO ] [main ] PEB: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:13:38.432106] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100'] [2025-11-22T02:13:38.432142] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:38.445970] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:38.447513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:38.447577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:38.448466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:38.450361] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:38.453050] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:38.455022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:38.455772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:38.546120] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 22.4s | Global ETA: 1h 16m 29s [2025-11-22T02:13:38.547851] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:38.548012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:38.551120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:38.551993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:38.552836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:38.553393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:38.555229] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:38.558842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:38.562316] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 3.34% [2025-11-22T02:13:38.738516] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.99%, Actual: 1.17% [2025-11-22T02:13:38.738758] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 34.0136% [2025-11-22T02:13:38.738855] [INFO ] [main ] PEN: DISCARDED add_range_volume_efficiency (score: 34.01%) [2025-11-22T02:13:38.739273] [INFO ] [main ] PEN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:13:38.739322] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:13:38.739364] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:38.754746] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:38.756029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:38.756092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:38.761016] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:38.763441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:38.764226] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:38.765240] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:38.769106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:38.838914] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.88% | Symbol ETA: 9.0s | Global ETA: 1h 16m 30s [2025-11-22T02:13:38.839805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:38.839868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:38.841528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:38.842041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:38.842444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:38.843188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:38.844913] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:38.848759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.113242] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 11.5s | Global ETA: 1h 16m 31s [2025-11-22T02:13:39.114197] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:39.114573] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:39.115433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:39.117290] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:39.119968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:39.121923] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:39.122687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.263910] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 20.7s | Global ETA: 1h 16m 31s [2025-11-22T02:13:39.265026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:39.265092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:39.266905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:39.267539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:39.268119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:39.268562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:39.269564] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:39.271698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.444295] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 9.8s | Global ETA: 1h 16m 31s [2025-11-22T02:13:39.445200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:39.445263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:39.448240] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.61% | Symbol ETA: 8.0s | Global ETA: 1h 16m 31s [2025-11-22T02:13:39.449205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:39.449272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:39.450227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:39.450940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:39.451426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:39.451828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:39.452551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:39.452602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:39.453400] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:39.454287] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:39.454454] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:39.458204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.458406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.707278] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.71% | Symbol ETA: 10.6s | Global ETA: 1h 16m 32s [2025-11-22T02:13:39.708198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:39.708260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:39.709112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:39.710958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:39.713585] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:39.715569] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:39.716293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:39.938005] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 19.6s | Global ETA: 1h 16m 32s [2025-11-22T02:13:39.939430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:39.939495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:39.941209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:39.941726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:39.942180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:39.942576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:39.943626] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:39.945726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.060453] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 7.2s | Global ETA: 1h 16m 32s [2025-11-22T02:13:40.061353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:40.061417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:40.063099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:40.063591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:40.064332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:40.065079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:40.066834] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:40.070722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.138348] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 9.1s | Global ETA: 1h 16m 32s [2025-11-22T02:13:40.139290] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:40.139352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:40.144186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:40.146678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:40.147518] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:40.148552] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:40.152469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.304099] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 9.8s | Global ETA: 1h 16m 33s [2025-11-22T02:13:40.304992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:40.305067] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:40.305901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:40.307818] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:40.310442] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:40.312390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:40.313122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.604014] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 18.7s | Global ETA: 1h 16m 33s [2025-11-22T02:13:40.605042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:40.605111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:40.606786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:40.607327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:40.607813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:40.608238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:40.609215] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:40.611251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.728029] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 6.5s | Global ETA: 1h 16m 33s [2025-11-22T02:13:40.729087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:40.729165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:40.731124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:40.731723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:40.732140] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:40.732949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:40.734935] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:40.739184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.836443] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.08% | Symbol ETA: 8.4s | Global ETA: 1h 16m 34s [2025-11-22T02:13:40.837355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:40.837418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:40.842331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:40.844768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:40.845568] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:40.846593] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:40.850661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:40.899280] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 9.2s | Global ETA: 1h 16m 34s [2025-11-22T02:13:40.900199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:40.900262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:40.901122] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:40.902988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:40.905735] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:40.907767] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:40.908472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.274721] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 17.9s | Global ETA: 1h 16m 35s [2025-11-22T02:13:41.275846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:41.275913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:41.277710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:41.278218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:41.278676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:41.279062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:41.280028] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:41.282007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.328428] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.58% | Symbol ETA: 5.8s | Global ETA: 1h 16m 35s [2025-11-22T02:13:41.329313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:41.329376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:41.330996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:41.331475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:41.331875] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:41.332672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:41.334427] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:41.338455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.492325] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.00% | Symbol ETA: 8.6s | Global ETA: 1h 16m 35s [2025-11-22T02:13:41.493240] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:41.493302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:41.494145] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:41.495989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:41.498619] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:41.500589] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:41.501313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.514230] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.75% | Symbol ETA: 7.7s | Global ETA: 1h 16m 35s [2025-11-22T02:13:41.515217] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:41.515286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:41.520775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:41.523510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:41.524430] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:41.525506] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:41.529556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.944429] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 5.1s | Global ETA: 1h 16m 36s [2025-11-22T02:13:41.945308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:41.945370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:41.946995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:41.947525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:41.947930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:41.948676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:41.950395] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:41.954213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:41.957457] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 17.1s | Global ETA: 1h 16m 36s [2025-11-22T02:13:41.958449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:41.958512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:41.960166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:41.960637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:41.961095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:41.961484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:41.962446] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:41.964428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.099065] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -2.65% | Symbol ETA: 7.9s | Global ETA: 1h 16m 36s [2025-11-22T02:13:42.099956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:42.100019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:42.100863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:42.102694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:42.105284] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:42.107304] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:42.108030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.266442] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 7.1s | Global ETA: 1h 16m 36s [2025-11-22T02:13:42.267584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:42.267673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:42.272734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:42.275438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:42.276219] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:42.277254] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:42.281164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.581838] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.34% | Symbol ETA: 4.4s | Global ETA: 1h 16m 37s [2025-11-22T02:13:42.582715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:42.582778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:42.584382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:42.584864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:42.585250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:42.585989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:42.587775] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:42.591598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.627615] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -3.89% | Symbol ETA: 16.4s | Global ETA: 1h 16m 37s [2025-11-22T02:13:42.628701] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:42.628764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:42.630463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:42.630957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:42.631419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:42.631822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:42.632783] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:42.634801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.707985] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 7.3s | Global ETA: 1h 16m 37s [2025-11-22T02:13:42.709182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:42.709260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:42.710375] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:42.713025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:42.716753] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:42.719606] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:42.720697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:42.950944] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.78% | Symbol ETA: 6.4s | Global ETA: 1h 16m 38s [2025-11-22T02:13:42.951848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:42.951910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:42.960931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:42.963476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:42.964285] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:42.965316] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:42.969253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.170680] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.53% | Symbol ETA: 3.8s | Global ETA: 1h 16m 38s [2025-11-22T02:13:43.171542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:43.171604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:43.173248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:43.173735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:43.174115] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:43.174858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:43.176562] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:43.180468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.281619] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 15.7s | Global ETA: 1h 16m 38s [2025-11-22T02:13:43.282703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:43.282767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:43.284388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:43.284889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:43.285323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:43.285725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:43.286680] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:43.288673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.329325] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 2.22% | Symbol ETA: 6.7s | Global ETA: 1h 16m 38s [2025-11-22T02:13:43.330275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:43.330340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:43.331195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:43.333141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:43.335897] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:43.338069] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:43.338863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.628240] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 5.7s | Global ETA: 1h 16m 39s [2025-11-22T02:13:43.629220] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:43.629284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:43.634147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:43.636689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:43.637531] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:43.638554] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:43.642476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.761558] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 3.1s | Global ETA: 1h 16m 39s [2025-11-22T02:13:43.929275] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.03%, Actual: 1.97% [2025-11-22T02:13:43.941304] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.94% | Symbol ETA: 6.1s | Global ETA: 1h 16m 39s [2025-11-22T02:13:43.942237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:43.942303] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:43.943214] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:43.945033] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 14.9s | Global ETA: 1h 16m 39s [2025-11-22T02:13:43.945167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:43.946018] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:43.946082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:43.947775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:43.947979] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:43.948286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:43.948741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:43.949119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:43.950012] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:43.950585] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:43.950938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:43.952808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:44.097855] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.88%, Actual: 1.66% [2025-11-22T02:13:44.266372] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.61%, Actual: 0.06% [2025-11-22T02:13:44.326737] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.72% | Symbol ETA: 5.0s | Global ETA: 1h 16m 40s [2025-11-22T02:13:44.327683] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:44.327744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:44.332521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:44.335016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:44.335836] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:44.336898] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:44.340839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:44.431813] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 1.56% [2025-11-22T02:13:44.550581] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.97% | Symbol ETA: 5.5s | Global ETA: 1h 16m 41s [2025-11-22T02:13:44.598576] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.07% [2025-11-22T02:13:44.635949] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 14.2s | Global ETA: 1h 16m 41s [2025-11-22T02:13:44.736448] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.56% [2025-11-22T02:13:44.763666] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.58%, Actual: 0.01% [2025-11-22T02:13:44.802469] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 0.84% [2025-11-22T02:13:44.924479] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.71%, Actual: 2.13% [2025-11-22T02:13:44.929639] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 1.01% [2025-11-22T02:13:44.968209] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 1.34% [2025-11-22T02:13:45.001077] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 4.50% | Symbol ETA: 4.3s | Global ETA: 1h 16m 41s [2025-11-22T02:13:45.002001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:45.002064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:45.006919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:45.009451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:45.010248] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:45.011298] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:13:45.015314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:45.095855] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 1.04% [2025-11-22T02:13:45.097657] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.34%, Actual: 0.04% [2025-11-22T02:13:45.137668] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.35% [2025-11-22T02:13:45.262812] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.53%, Actual: 6.45% [2025-11-22T02:13:45.264981] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 2.43% [2025-11-22T02:13:45.304312] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.54% [2025-11-22T02:13:45.429413] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.71%, Actual: 1.13% [2025-11-22T02:13:45.429594] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 32.6391% [2025-11-22T02:13:45.429694] [INFO ] [main ] BEP: DISCARDED add_range_volume_efficiency_refinements (score: 32.64%) [2025-11-22T02:13:45.429740] [INFO ] [main ] BEP: Testing feature 39/53: add_regime [2025-11-22T02:13:45.429773] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_regime'] [2025-11-22T02:13:45.429807] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:45.435051] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.00%, Actual: 0.09% [2025-11-22T02:13:45.440961] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:45.442305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:45.442367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:45.444034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:45.444522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:45.444927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:45.445668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:45.447410] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:45.467383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:45.473565] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.88% [2025-11-22T02:13:45.606423] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.65%, Actual: 2.34% [2025-11-22T02:13:45.641160] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.18%, Actual: 1.29% [2025-11-22T02:13:45.696112] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.65% | Symbol ETA: 3.6s | Global ETA: 1h 16m 43s [2025-11-22T02:13:45.778684] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.40%, Actual: 1.82% [2025-11-22T02:13:45.806992] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -3.89%, Actual: 1.42% [2025-11-22T02:13:45.868198] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 2.28% [2025-11-22T02:13:45.949153] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.09% [2025-11-22T02:13:45.974365] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 1.10% [2025-11-22T02:13:46.043137] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 0.97% [2025-11-22T02:13:46.051816] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 8.5s | Global ETA: 1h 16m 43s [2025-11-22T02:13:46.052701] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.052765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:46.054404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:46.054895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:46.055279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:46.056029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:46.057804] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:46.077079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:46.121067] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.94%, Actual: 0.21% [2025-11-22T02:13:46.143079] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 0.21% [2025-11-22T02:13:46.213428] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.08%, Actual: 0.71% [2025-11-22T02:13:46.314063] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.97%, Actual: 3.28% [2025-11-22T02:13:46.314233] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 47.6917% [2025-11-22T02:13:46.314359] [INFO ] [main ] PEB: KEPT add_prev_close_to_1100 (score: 47.69%) [2025-11-22T02:13:46.314406] [INFO ] [main ] PEB: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:13:46.314440] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_prev_close_to_open'] [2025-11-22T02:13:46.314475] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:46.316118] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.51%, Actual: 0.48% [2025-11-22T02:13:46.316352] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 52.3402% [2025-11-22T02:13:46.316435] [INFO ] [main ] ALX: DISCARDED add_micro_gap_fill_velocity (score: 52.34%) [2025-11-22T02:13:46.316476] [INFO ] [main ] ALX: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:13:46.316511] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:13:46.316545] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:46.327983] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:46.329227] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.329305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:46.330165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:46.330809] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:46.332030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:46.332254] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.332329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:46.334097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:46.334597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:46.334732] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:46.335068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:46.335487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:46.336445] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:46.336735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:46.337124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:46.337469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:46.338168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:46.388432] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 2.08% [2025-11-22T02:13:46.563469] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 1.70% [2025-11-22T02:13:46.671373] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 7.9s | Global ETA: 1h 16m 44s [2025-11-22T02:13:46.672278] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.672343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:46.673987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:46.674461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:46.674863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:46.675584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:46.677319] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:46.696579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:46.729039] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.78%, Actual: 1.06% [2025-11-22T02:13:46.894727] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 1.14% [2025-11-22T02:13:46.940222] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 10.4s | Global ETA: 1h 16m 45s [2025-11-22T02:13:46.941148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.941213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:46.942098] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:46.943973] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:46.946813] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:46.948865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:46.949601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:46.950318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:46.988317] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 19.8s | Global ETA: 1h 16m 45s [2025-11-22T02:13:46.989358] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:46.989422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:46.991197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:46.991740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:46.992187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:46.992573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:46.993527] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:46.994212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:47.060429] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.72%, Actual: 1.31% [2025-11-22T02:13:47.227999] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.50%, Actual: 3.34% [2025-11-22T02:13:47.281374] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 7.3s | Global ETA: 1h 16m 46s [2025-11-22T02:13:47.282250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:47.282317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:47.284032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:47.284506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:47.284908] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:47.285635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:47.287386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:47.306760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:47.399561] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.65%, Actual: 1.17% [2025-11-22T02:13:47.399784] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 46.0451% [2025-11-22T02:13:47.399874] [INFO ] [main ] PEN: DISCARDED add_range_volume_efficiency_refinements (score: 46.05%) [2025-11-22T02:13:47.399920] [INFO ] [main ] PEN: Testing feature 39/53: add_regime [2025-11-22T02:13:47.399954] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_regime'] [2025-11-22T02:13:47.399989] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:47.413951] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:47.415358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:47.415423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:47.420479] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:47.423049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:47.423904] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:47.424945] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:47.441868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:47.604297] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.76% | Symbol ETA: 10.0s | Global ETA: 1h 16m 46s [2025-11-22T02:13:47.605224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:47.605289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:47.606155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:47.608090] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:47.610954] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:47.612955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:47.613739] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:47.614436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:47.646771] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.92% | Symbol ETA: 19.2s | Global ETA: 1h 16m 46s [2025-11-22T02:13:47.647887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:47.647959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:47.650135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:47.650703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:47.651175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:47.651615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:47.652676] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:47.653525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:47.899016] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 6.7s | Global ETA: 1h 16m 47s [2025-11-22T02:13:47.899932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:47.899996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:47.901596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:47.902089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:47.902469] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:47.903202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:47.904923] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:47.924536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.104049] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 9.4s | Global ETA: 1h 16m 47s [2025-11-22T02:13:48.104954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:48.105039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:48.109790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:48.112271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:48.113080] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:48.116810] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:48.133027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.223780] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.15% | Symbol ETA: 9.3s | Global ETA: 1h 16m 47s [2025-11-22T02:13:48.225051] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:48.225127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:48.226033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:48.227980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:48.230693] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:48.232722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:48.233472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:48.234209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.310852] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.32% | Symbol ETA: 18.5s | Global ETA: 1h 16m 48s [2025-11-22T02:13:48.311849] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:48.311912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:48.313530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:48.314023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:48.314481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:48.314887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:48.315848] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:48.316506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.518069] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 6.1s | Global ETA: 1h 16m 48s [2025-11-22T02:13:48.519321] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:48.519411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:48.522001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:48.522882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:48.523451] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:48.524613] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:48.527485] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:48.551433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.793367] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 8.7s | Global ETA: 1h 16m 48s [2025-11-22T02:13:48.794264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:48.794327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:48.799077] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:48.801563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:48.802348] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:48.803376] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:48.819717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.836148] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 8.7s | Global ETA: 1h 16m 48s [2025-11-22T02:13:48.837050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:48.837113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:48.838007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:48.839902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:48.842584] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:48.844614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:48.845400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:48.846124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:48.958863] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 17.9s | Global ETA: 1h 16m 49s [2025-11-22T02:13:48.959883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:48.959946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:48.961615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:48.962128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:48.962578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:48.963349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:48.964334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:48.965023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:49.162809] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 5.5s | Global ETA: 1h 16m 49s [2025-11-22T02:13:49.163726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:49.163789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:49.165442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:49.165946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:49.166329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:49.167079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:49.168840] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:49.188537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:49.448887] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.25% | Symbol ETA: 8.0s | Global ETA: 1h 16m 50s [2025-11-22T02:13:49.449855] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:49.449921] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:49.450769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:49.452695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:49.455451] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:49.457562] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:49.458313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:49.459063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:49.481667] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 8.0s | Global ETA: 1h 16m 50s [2025-11-22T02:13:49.482548] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:49.482611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:49.487474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:49.489958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:49.490744] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:49.491760] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:49.508125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:49.615503] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.65% | Symbol ETA: 17.2s | Global ETA: 1h 16m 50s [2025-11-22T02:13:49.616534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:49.616597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:49.618362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:49.618879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:49.619328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:49.619749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:49.620752] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:49.621475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:49.784110] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 4.8s | Global ETA: 1h 16m 50s [2025-11-22T02:13:49.785007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:49.785069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:49.786792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:49.787283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:49.787760] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:49.788479] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:49.790180] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:49.809300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.051714] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.64% | Symbol ETA: 7.4s | Global ETA: 1h 16m 51s [2025-11-22T02:13:50.052605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:50.052708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:50.053538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:50.055412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:50.058147] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:50.060133] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:50.060882] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:50.061584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.167400] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.62% | Symbol ETA: 7.3s | Global ETA: 1h 16m 51s [2025-11-22T02:13:50.168299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:50.168362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:50.173662] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:50.176332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:50.177120] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:50.178138] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:50.194191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.260075] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 16.5s | Global ETA: 1h 16m 51s [2025-11-22T02:13:50.261071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:50.261134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:50.262764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:50.263235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:50.263681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:50.264063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:50.265009] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:50.265680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.411831] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 2.43% | Symbol ETA: 4.2s | Global ETA: 1h 16m 51s [2025-11-22T02:13:50.412727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:50.412790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:50.414405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:50.414905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:50.415290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:50.416039] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:50.417790] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:50.436966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.660114] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 6.8s | Global ETA: 1h 16m 52s [2025-11-22T02:13:50.661044] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:50.661109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:50.661955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:50.663923] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:50.666589] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:50.668732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:50.669456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:50.670174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.853889] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 6.6s | Global ETA: 1h 16m 52s [2025-11-22T02:13:50.854780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:50.854842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:50.859598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:50.862031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:50.862824] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:50.863834] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:50.882080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:50.971258] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 15.9s | Global ETA: 1h 16m 52s [2025-11-22T02:13:50.972260] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:50.972322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:50.973965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:50.974432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:50.974882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:50.975276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:50.976231] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:50.976918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.036257] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.76% | Symbol ETA: 3.6s | Global ETA: 1h 16m 53s [2025-11-22T02:13:51.037223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:51.037289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:51.038947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:51.039471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:51.039885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:51.040621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:51.042405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:51.061566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.290267] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 6.2s | Global ETA: 1h 16m 53s [2025-11-22T02:13:51.291197] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:51.291261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:51.292254] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:51.294168] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:51.297075] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:51.299338] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:51.300200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:51.301031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.534570] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.11% | Symbol ETA: 5.9s | Global ETA: 1h 16m 53s [2025-11-22T02:13:51.535465] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:51.535527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:51.540301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:51.542697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:51.543479] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:51.544488] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:51.560265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.636923] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 15.2s | Global ETA: 1h 16m 54s [2025-11-22T02:13:51.638149] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:51.638219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:51.640271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:51.640892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:51.641422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:51.641921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:51.643195] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:51.643961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.659521] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 3.0s | Global ETA: 1h 16m 54s [2025-11-22T02:13:51.827080] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 1.97% [2025-11-22T02:13:51.906684] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.21% | Symbol ETA: 5.5s | Global ETA: 1h 16m 54s [2025-11-22T02:13:51.907956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:51.908021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:51.908872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:51.910794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:51.913504] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:51.915617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:51.916383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:13:51.917147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:51.992881] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 1.66% [2025-11-22T02:13:52.160344] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.06% [2025-11-22T02:13:52.213889] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 5.2s | Global ETA: 1h 16m 55s [2025-11-22T02:13:52.214782] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:52.214844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:52.219616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:52.221985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:52.222762] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:52.223773] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:52.239945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:52.274944] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 14.6s | Global ETA: 1h 16m 55s [2025-11-22T02:13:52.275928] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:52.275991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:52.277625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:52.278114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:52.278573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:52.278974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:52.279925] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:13:52.280582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:52.329001] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 1.56% [2025-11-22T02:13:52.497863] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.07% [2025-11-22T02:13:52.510480] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 4.9s | Global ETA: 1h 16m 55s [2025-11-22T02:13:52.663439] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 0.01% [2025-11-22T02:13:52.683729] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 0.56% [2025-11-22T02:13:52.830627] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 1.01% [2025-11-22T02:13:52.857298] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.76%, Actual: 2.13% [2025-11-22T02:13:52.900681] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 4.6s | Global ETA: 1h 16m 56s [2025-11-22T02:13:52.901560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:52.901622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:52.906394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:52.912579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:52.913392] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:52.914420] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:52.923859] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 13.9s | Global ETA: 1h 16m 56s [2025-11-22T02:13:52.930601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:53.015973] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.43%, Actual: 0.04% [2025-11-22T02:13:53.037685] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.15%, Actual: 1.04% [2025-11-22T02:13:53.090430] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.84% [2025-11-22T02:13:53.184788] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.76%, Actual: 6.45% [2025-11-22T02:13:53.220294] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 2.43% [2025-11-22T02:13:53.257359] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 1.34% [2025-11-22T02:13:53.354948] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 1.13% [2025-11-22T02:13:53.355183] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.1529% [2025-11-22T02:13:53.355276] [INFO ] [main ] BEP: DISCARDED add_regime (score: 29.15%) [2025-11-22T02:13:53.355318] [INFO ] [main ] BEP: Testing feature 40/53: add_regime_flags [2025-11-22T02:13:53.355351] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_regime_flags'] [2025-11-22T02:13:53.355385] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:13:53.367365] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:53.368931] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:53.368996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:53.370802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:53.371345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:53.371759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:53.372543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:53.374269] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:53.375330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:53.396952] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.25%, Actual: 0.09% [2025-11-22T02:13:53.423183] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.32%, Actual: 0.35% [2025-11-22T02:13:53.577554] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 2.34% [2025-11-22T02:13:53.585882] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 3.9s | Global ETA: 1h 16m 57s [2025-11-22T02:13:53.586784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:53.586846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:53.591738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:53.592440] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.54% [2025-11-22T02:13:53.594145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:53.594948] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:53.595975] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:13:53.611618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:53.754030] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.16%, Actual: 1.82% [2025-11-22T02:13:53.762822] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.65%, Actual: 0.88% [2025-11-22T02:13:53.934994] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.68%, Actual: 1.29% [2025-11-22T02:13:53.946303] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.09% [2025-11-22T02:13:53.982155] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.34% | Symbol ETA: 8.2s | Global ETA: 1h 16m 58s [2025-11-22T02:13:53.983121] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:53.983187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:53.984972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:53.985486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:53.985904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:53.986675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:53.988459] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:53.989539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:54.103492] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 1.42% [2025-11-22T02:13:54.118749] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.21%, Actual: 0.21% [2025-11-22T02:13:54.279199] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.25% | Symbol ETA: 3.2s | Global ETA: 1h 16m 59s [2025-11-22T02:13:54.281480] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 1.10% [2025-11-22T02:13:54.285040] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 3.28% [2025-11-22T02:13:54.285236] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 38.3479% [2025-11-22T02:13:54.285287] [INFO ] [main ] PEB: DISCARDED add_prev_close_to_open (score: 38.35%) [2025-11-22T02:13:54.285326] [INFO ] [main ] PEB: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:13:54.285358] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure'] [2025-11-22T02:13:54.285393] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:13:54.298897] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:54.300216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:54.300280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:54.301131] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:54.302985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:54.305711] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:54.307673] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:54.308385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:54.311063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:54.448381] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 2.28% [2025-11-22T02:13:54.449295] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 0.21% [2025-11-22T02:13:54.615015] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 0.97% [2025-11-22T02:13:54.615411] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 0.48% [2025-11-22T02:13:54.615933] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 44.4228% [2025-11-22T02:13:54.616010] [INFO ] [main ] ALX: DISCARDED add_morning_followthrough_mag_T0 (score: 44.42%) [2025-11-22T02:13:54.616051] [INFO ] [main ] ALX: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:13:54.616087] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_morning_range_expansion'] [2025-11-22T02:13:54.616151] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:13:54.622510] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.65% | Symbol ETA: 7.7s | Global ETA: 1h 16m 59s [2025-11-22T02:13:54.623397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:54.623466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:54.625545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:54.626061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:54.626455] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:54.627425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:54.629361] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:54.630407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:54.630498] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:54.632058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:54.632120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:54.633982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:54.634475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:54.635124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:54.635510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:54.636836] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:54.641131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:54.784776] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 0.71% [2025-11-22T02:13:54.902479] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.47% | Symbol ETA: 10.0s | Global ETA: 1h 16m 60s [2025-11-22T02:13:54.903473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:54.903539] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:54.904401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:54.906464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:54.909231] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:54.911382] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:54.912155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:54.915026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:54.952260] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 2.08% [2025-11-22T02:13:55.120863] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 1.70% [2025-11-22T02:13:55.227010] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 7.0s | Global ETA: 1h 17m 0s [2025-11-22T02:13:55.227967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:55.228030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:55.229664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:55.230146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:55.230532] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:55.231281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:55.233011] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:55.234036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:55.289969] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 1.06% [2025-11-22T02:13:55.302358] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.09% | Symbol ETA: 18.3s | Global ETA: 1h 17m 0s [2025-11-22T02:13:55.303325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:55.303388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:55.305050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:55.305525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:55.305974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:55.306355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:55.307320] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:55.311446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:55.456270] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 1.14% [2025-11-22T02:13:55.541949] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 9.6s | Global ETA: 1h 17m 1s [2025-11-22T02:13:55.542834] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:55.542899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:55.543720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:55.545507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:55.548157] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:55.550107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:55.550833] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:55.553476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:55.624772] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 1.31% [2025-11-22T02:13:55.790971] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.47%, Actual: 3.34% [2025-11-22T02:13:55.833399] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 6.3s | Global ETA: 1h 17m 1s [2025-11-22T02:13:55.834293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:55.834356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:55.836013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:55.836507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:55.836916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:55.837703] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:55.839411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:55.840464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:55.959408] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 1.80% | Symbol ETA: 17.6s | Global ETA: 1h 17m 2s [2025-11-22T02:13:55.960761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:55.960846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:55.960891] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.25%, Actual: 1.17% [2025-11-22T02:13:55.961040] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 29.9316% [2025-11-22T02:13:55.961129] [INFO ] [main ] PEN: DISCARDED add_regime (score: 29.93%) [2025-11-22T02:13:55.961172] [INFO ] [main ] PEN: Testing feature 40/53: add_regime_flags [2025-11-22T02:13:55.961204] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_regime_flags'] [2025-11-22T02:13:55.961240] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:13:55.962943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:55.963516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:55.964015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:55.964427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:55.965472] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:55.970867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:55.974857] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:13:55.976372] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:55.976435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:55.981468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:55.984134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:55.985008] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:55.986019] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:55.987046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:56.144900] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.97% | Symbol ETA: 8.9s | Global ETA: 1h 17m 2s [2025-11-22T02:13:56.145792] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:56.145856] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:56.146674] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:56.148483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:56.151053] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:56.152965] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:56.153684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:56.156371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:56.443541] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 5.7s | Global ETA: 1h 17m 3s [2025-11-22T02:13:56.444428] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:56.444491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:56.446124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:56.446602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:56.447008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:56.447794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:56.449778] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:56.450831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:56.616922] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -3.45% | Symbol ETA: 16.9s | Global ETA: 1h 17m 3s [2025-11-22T02:13:56.618171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:56.618248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:56.620216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:56.620790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:56.621281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:56.621744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:56.622899] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:56.628024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:56.642056] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 1.20% | Symbol ETA: 8.9s | Global ETA: 1h 17m 3s [2025-11-22T02:13:56.642967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:56.643029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:56.647784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:56.650210] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:56.650993] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:56.652046] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:56.653105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:56.769812] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 8.3s | Global ETA: 1h 17m 3s [2025-11-22T02:13:56.770745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:56.770811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:56.771663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:56.773691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:56.776746] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:56.779265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:56.780138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:56.782945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.051516] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 5.1s | Global ETA: 1h 17m 4s [2025-11-22T02:13:57.052446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:57.052509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:57.054233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:57.054754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:57.055157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:57.055910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:57.057738] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:57.058825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.287621] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 16.2s | Global ETA: 1h 17m 4s [2025-11-22T02:13:57.288695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:57.288760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:57.290465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:57.291044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:57.291586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:57.292060] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:57.293121] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:57.297456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.309833] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 8.2s | Global ETA: 1h 17m 4s [2025-11-22T02:13:57.310730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:57.310792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:57.315678] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:57.318112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:57.318925] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:57.319931] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:57.321009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.380226] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 7.7s | Global ETA: 1h 17m 4s [2025-11-22T02:13:57.381117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:57.381180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:57.382005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:57.383982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:57.387156] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:57.389505] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:57.390459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:57.393319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.664949] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 4.5s | Global ETA: 1h 17m 5s [2025-11-22T02:13:57.665862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:57.665924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:57.668090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:57.668621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:57.672402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:57.673207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:57.675028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:57.676130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.968249] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.05% | Symbol ETA: 15.6s | Global ETA: 1h 17m 5s [2025-11-22T02:13:57.969279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:57.969341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:57.971003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:57.971164] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 7.5s | Global ETA: 1h 17m 5s [2025-11-22T02:13:57.971471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:57.971928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:57.972069] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:57.972131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:57.972308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:57.973261] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:57.976976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:57.977478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:57.979418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:57.980224] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:57.981229] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:57.982574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.026946] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 7.1s | Global ETA: 1h 17m 5s [2025-11-22T02:13:58.027881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:58.027957] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:58.028813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:58.030640] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:58.033226] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:58.035157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:58.035884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:58.038624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.267476] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.58% | Symbol ETA: 3.9s | Global ETA: 1h 17m 6s [2025-11-22T02:13:58.268368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:58.268431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:58.270087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:58.270596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:58.271002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:58.271756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:58.273525] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:58.274551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.638438] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 6.8s | Global ETA: 1h 17m 7s [2025-11-22T02:13:58.639354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:58.639416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:58.641429] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.97% | Symbol ETA: 14.9s | Global ETA: 1h 17m 7s [2025-11-22T02:13:58.641541] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 6.5s | Global ETA: 1h 17m 7s [2025-11-22T02:13:58.642407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:58.642472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:58.642481] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:58.642548] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:58.643401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:58.644112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:58.644154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:58.644580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:58.645034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:58.645302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:58.645416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:58.646421] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:58.646531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:58.647338] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:58.648071] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:58.648364] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:58.649391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.650096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:58.650577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.650844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:58.653674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:58.877389] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.93% | Symbol ETA: 3.3s | Global ETA: 1h 17m 7s [2025-11-22T02:13:58.878377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:58.878445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:58.880183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:58.880698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:58.881093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:13:58.881845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:58.883736] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:58.884845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.244342] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -2.56% | Symbol ETA: 5.8s | Global ETA: 1h 17m 8s [2025-11-22T02:13:59.245249] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:59.245313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:59.246175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:59.248365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:59.251381] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:59.253470] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:59.254235] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:59.256998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.299000] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.00% | Symbol ETA: 14.3s | Global ETA: 1h 17m 8s [2025-11-22T02:13:59.300025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:59.300089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:59.301754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:59.302224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:59.302678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:59.303063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:59.304053] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:59.308247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.331608] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 6.2s | Global ETA: 1h 17m 8s [2025-11-22T02:13:59.332670] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:13:59.332738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:13:59.338373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:13:59.341093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:13:59.341960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:13:59.343108] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:13:59.344180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.474610] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 2.6s | Global ETA: 1h 17m 8s [2025-11-22T02:13:59.649813] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 1.97% [2025-11-22T02:13:59.826636] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.65%, Actual: 1.66% [2025-11-22T02:13:59.866817] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 3.74% | Symbol ETA: 5.2s | Global ETA: 1h 17m 9s [2025-11-22T02:13:59.867846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:59.867912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:13:59.868773] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:13:59.870671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:13:59.873360] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:13:59.875335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:13:59.876092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:13:59.878850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.957829] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 13.6s | Global ETA: 1h 17m 9s [2025-11-22T02:13:59.958812] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:13:59.958876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:13:59.960479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:13:59.960967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:13:59.961395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:13:59.961798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:13:59.962772] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:13:59.966877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:13:59.996713] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 0.06% [2025-11-22T02:14:00.053005] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 5.6s | Global ETA: 1h 17m 9s [2025-11-22T02:14:00.054038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:00.054106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:00.059345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:00.061923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:00.062803] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:00.063867] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:00.064949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:00.204848] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.56% [2025-11-22T02:14:00.372123] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.07% [2025-11-22T02:14:00.487277] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -3.21% | Symbol ETA: 4.6s | Global ETA: 1h 17m 10s [2025-11-22T02:14:00.547924] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.01% [2025-11-22T02:14:00.643294] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.63% | Symbol ETA: 12.9s | Global ETA: 1h 17m 10s [2025-11-22T02:14:00.644294] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:00.644358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:00.645993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:00.646462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:00.646914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:00.647310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:00.648266] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:14:00.652529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:00.657286] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.47%, Actual: 0.56% [2025-11-22T02:14:00.809027] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 1.01% [2025-11-22T02:14:00.881144] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 2.13% [2025-11-22T02:14:00.997967] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.58%, Actual: 0.04% [2025-11-22T02:14:01.085814] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 5.0s | Global ETA: 1h 17m 11s [2025-11-22T02:14:01.086739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:01.086802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:01.097423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:01.102940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:01.103777] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:01.104790] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:01.106859] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.97%, Actual: 1.04% [2025-11-22T02:14:01.108841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:01.168533] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.93%, Actual: 6.45% [2025-11-22T02:14:01.345746] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 2.43% [2025-11-22T02:14:01.345920] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 1.13% [2025-11-22T02:14:01.346130] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 33.8658% [2025-11-22T02:14:01.346226] [INFO ] [main ] BEP: DISCARDED add_regime_flags (score: 33.87%) [2025-11-22T02:14:01.346269] [INFO ] [main ] BEP: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:14:01.346304] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:14:01.346339] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:01.357911] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:01.359432] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:01.359497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:01.361274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:01.361841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:01.362251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:01.363005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:01.364756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:01.365216] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:01.366255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:01.367917] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:01.368935] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:01.369611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:01.438139] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 12.3s | Global ETA: 1h 17m 12s [2025-11-22T02:14:01.614170] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.09%, Actual: 0.84% [2025-11-22T02:14:01.634139] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 0.09% [2025-11-22T02:14:01.779793] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 1.80%, Actual: 1.34% [2025-11-22T02:14:01.814750] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 2.34% [2025-11-22T02:14:01.938902] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 4.3s | Global ETA: 1h 17m 13s [2025-11-22T02:14:01.939845] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:01.939910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:01.945102] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -3.45%, Actual: 0.35% [2025-11-22T02:14:01.945165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:01.948006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:01.948844] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:01.949910] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:01.950970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:01.971154] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 7.9s | Global ETA: 1h 17m 13s [2025-11-22T02:14:01.972170] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:01.972238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:01.974018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:01.974560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:01.975041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:01.975834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:01.977755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:01.978225] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:01.979327] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:01.981584] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:01.982821] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:01.983504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:01.997291] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 1.82% [2025-11-22T02:14:02.112163] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 1.54% [2025-11-22T02:14:02.175438] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -2.56%, Actual: 1.09% [2025-11-22T02:14:02.293014] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.05%, Actual: 0.88% [2025-11-22T02:14:02.344353] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 3.74%, Actual: 0.21% [2025-11-22T02:14:02.462241] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.97%, Actual: 1.29% [2025-11-22T02:14:02.515553] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -3.21%, Actual: 3.28% [2025-11-22T02:14:02.515777] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 30.5253% [2025-11-22T02:14:02.515861] [INFO ] [main ] PEB: DISCARDED add_prior_day_tail_pressure (score: 30.53%) [2025-11-22T02:14:02.515903] [INFO ] [main ] PEB: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:14:02.515935] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_prior_mag_lag'] [2025-11-22T02:14:02.515969] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:02.529430] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:02.530969] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:02.531035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:02.531910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:02.533807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:02.536568] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:02.538621] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:02.539362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:02.540970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:02.604763] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.51% | Symbol ETA: 7.4s | Global ETA: 1h 17m 14s [2025-11-22T02:14:02.605727] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:02.605793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:02.607476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:02.607996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:02.608380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:02.609125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:02.610854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:02.611311] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:02.612336] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:02.613969] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:02.615013] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:02.615706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:02.630520] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 3.6s | Global ETA: 1h 17m 14s [2025-11-22T02:14:02.631456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:02.631518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:02.634722] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 1.42% [2025-11-22T02:14:02.636564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:02.639083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:02.639959] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:02.641039] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:02.642113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:02.802160] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.10% [2025-11-22T02:14:02.972235] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.63%, Actual: 0.21% [2025-11-22T02:14:03.135825] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 9.8s | Global ETA: 1h 17m 15s [2025-11-22T02:14:03.136719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:03.136783] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:03.136820] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 0.48% [2025-11-22T02:14:03.136993] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 44.8998% [2025-11-22T02:14:03.137062] [INFO ] [main ] ALX: DISCARDED add_morning_range_expansion (score: 44.90%) [2025-11-22T02:14:03.137103] [INFO ] [main ] ALX: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:14:03.137136] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_open_11_elasticity'] [2025-11-22T02:14:03.137171] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:03.137634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:03.139477] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:03.142245] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:03.144306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:03.145052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:03.146601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.150329] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:03.151828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:03.151891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:03.153610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:03.154129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:03.154563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:03.154964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:03.155914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:03.157043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.227687] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 6.8s | Global ETA: 1h 17m 15s [2025-11-22T02:14:03.228566] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:03.228631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:03.230291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:03.230804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:03.231191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:03.231942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:03.233672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:03.234129] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:03.235154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:03.236818] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:03.237853] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:03.238513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.312385] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.26% | Symbol ETA: 2.9s | Global ETA: 1h 17m 15s [2025-11-22T02:14:03.480550] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 1.20%, Actual: 2.28% [2025-11-22T02:14:03.647846] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 0.97% [2025-11-22T02:14:03.740070] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 9.2s | Global ETA: 1h 17m 16s [2025-11-22T02:14:03.740948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:03.741012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:03.741852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:03.743700] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:03.746272] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:03.748198] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:03.748916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:03.750405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.797946] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 17.4s | Global ETA: 1h 17m 16s [2025-11-22T02:14:03.798940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:03.799003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:03.800631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:03.801144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:03.801577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:03.802007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:03.802974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:03.804100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.814382] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 0.71% [2025-11-22T02:14:03.832050] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 6.1s | Global ETA: 1h 17m 16s [2025-11-22T02:14:03.832936] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:03.833001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:03.834621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:03.835121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:03.835502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:03.836250] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:03.838012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:03.838470] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:03.839495] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:03.841178] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:03.842205] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:03.842888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:03.981478] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 2.08% [2025-11-22T02:14:04.149117] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 1.70% [2025-11-22T02:14:04.318234] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 1.06% [2025-11-22T02:14:04.342000] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 8.6s | Global ETA: 1h 17m 17s [2025-11-22T02:14:04.342896] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:04.342959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:04.343786] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:04.345608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:04.348263] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:04.350248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:04.350990] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:04.352510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:04.443478] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 5.5s | Global ETA: 1h 17m 17s [2025-11-22T02:14:04.443515] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 16.8s | Global ETA: 1h 17m 17s [2025-11-22T02:14:04.444411] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:04.444479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:04.444492] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:04.444555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:04.446195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:04.446206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:04.446692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:04.446753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:04.447123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:04.447150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:04.447548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:04.447977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:04.448544] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:04.449724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:04.449749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:04.450206] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:04.451221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:04.452835] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:04.453876] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:04.454548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:04.486990] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 1.14% [2025-11-22T02:14:04.663179] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 1.31% [2025-11-22T02:14:04.833258] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 3.34% [2025-11-22T02:14:04.943866] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 8.0s | Global ETA: 1h 17m 18s [2025-11-22T02:14:04.944757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:04.944820] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:04.945632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:04.947525] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:04.950283] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:04.952344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:04.953141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:04.955118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.001895] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.26%, Actual: 1.17% [2025-11-22T02:14:05.002097] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 44.6934% [2025-11-22T02:14:05.002179] [INFO ] [main ] PEN: DISCARDED add_regime_flags (score: 44.69%) [2025-11-22T02:14:05.002221] [INFO ] [main ] PEN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:14:05.002256] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:14:05.002292] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:05.015903] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:05.017236] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:05.017302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:05.022129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:05.024558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:05.025340] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:05.026354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.028062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.028530] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:05.029540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:05.031132] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:05.031812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.068870] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 4.9s | Global ETA: 1h 17m 19s [2025-11-22T02:14:05.069775] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:05.069841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.071463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:05.071993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:05.072377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:05.073126] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:05.075235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.075724] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:05.076762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:05.078379] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:05.079392] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:05.080108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.104472] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.90% | Symbol ETA: 16.2s | Global ETA: 1h 17m 19s [2025-11-22T02:14:05.105435] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:05.105497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.107157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:05.107684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.108127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:05.108506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:05.109487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:05.110604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.562099] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 7.4s | Global ETA: 1h 17m 19s [2025-11-22T02:14:05.562974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:05.563037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:05.563905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:05.565763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:05.568409] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:05.570391] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:05.571111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:05.572622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.677068] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 3.09% | Symbol ETA: 4.2s | Global ETA: 1h 17m 20s [2025-11-22T02:14:05.678070] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:05.678138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.679926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:05.680431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:05.680841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:05.681591] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:05.683440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.683966] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:05.684988] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:05.686657] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:05.687718] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:05.688387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.699525] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 8.9s | Global ETA: 1h 17m 20s [2025-11-22T02:14:05.700427] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:05.700491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:05.705256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:05.707699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:05.708466] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:05.709476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.711168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.711661] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:05.712676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:05.714264] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:05.714968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:05.758892] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 15.5s | Global ETA: 1h 17m 20s [2025-11-22T02:14:05.759884] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:05.759946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:05.761584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:05.762074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:05.762500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:05.762905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:05.763847] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:05.764961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.160202] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 6.8s | Global ETA: 1h 17m 21s [2025-11-22T02:14:06.161107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:06.161173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:06.162002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:06.163864] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:06.166452] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:06.168415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:06.169137] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:06.170680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.293839] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 3.6s | Global ETA: 1h 17m 21s [2025-11-22T02:14:06.294737] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:06.294801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:06.296425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:06.296923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:06.297332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:06.298088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:06.299842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:06.300315] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:06.301337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:06.302954] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:06.303970] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:06.304639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.390424] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 8.2s | Global ETA: 1h 17m 21s [2025-11-22T02:14:06.391380] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:06.391446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:06.396385] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:06.399140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:06.400107] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:06.400981] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.48% | Symbol ETA: 14.9s | Global ETA: 1h 17m 21s [2025-11-22T02:14:06.401154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:06.402009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:06.402072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:06.402885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:06.403366] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:06.403729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:06.404203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:06.404395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:06.404631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:06.405034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:06.405985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:06.406031] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:06.406751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.407113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.753923] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 6.2s | Global ETA: 1h 17m 22s [2025-11-22T02:14:06.754805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:06.754868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:06.755691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:06.757519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:06.760090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:06.762024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:06.762759] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:06.764349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:06.899051] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 3.0s | Global ETA: 1h 17m 22s [2025-11-22T02:14:06.899976] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:06.900043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:06.901721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:06.902227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:06.902626] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:06.903422] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:06.905237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:06.905722] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:06.906780] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:06.908453] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:06.909504] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:06.910215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.048560] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 14.2s | Global ETA: 1h 17m 22s [2025-11-22T02:14:07.049694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:07.049763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:07.051770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:07.052422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:07.052961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:07.053413] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:07.054462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:07.055821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.076918] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 7.5s | Global ETA: 1h 17m 22s [2025-11-22T02:14:07.077902] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:07.077968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:07.082855] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:07.085358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:07.086177] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:07.087293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:07.089076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:07.089564] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:07.090620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:07.092306] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:07.093023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.357543] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 5.6s | Global ETA: 1h 17m 23s [2025-11-22T02:14:07.358458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:07.358520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:07.359365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:07.361272] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:07.364055] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:07.366070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:07.366811] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:07.368454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.499247] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 2.4s | Global ETA: 1h 17m 23s [2025-11-22T02:14:07.667109] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 1.97% [2025-11-22T02:14:07.746066] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.75% | Symbol ETA: 13.6s | Global ETA: 1h 17m 23s [2025-11-22T02:14:07.747094] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:07.747157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:07.748848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:07.749334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:07.751406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:07.751858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:07.755245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:07.756533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.774305] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 6.8s | Global ETA: 1h 17m 24s [2025-11-22T02:14:07.775300] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:07.775369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:07.780597] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:07.783043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:07.783837] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:07.784861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:07.786531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:07.787020] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:07.788045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:07.789595] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:07.790270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.831261] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 1.66% [2025-11-22T02:14:07.979526] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.80% | Symbol ETA: 5.0s | Global ETA: 1h 17m 24s [2025-11-22T02:14:07.980426] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:07.980489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:07.981330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:07.983159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:07.985743] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:07.987761] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:07.988546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:14:07.990128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:07.996068] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.06% [2025-11-22T02:14:08.160946] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 1.56% [2025-11-22T02:14:08.326773] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.07% [2025-11-22T02:14:08.420971] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 12.9s | Global ETA: 1h 17m 25s [2025-11-22T02:14:08.421966] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:08.422028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:08.423637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:08.424122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:08.424545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:08.424942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:08.425890] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:08.426999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:08.465568] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 6.2s | Global ETA: 1h 17m 25s [2025-11-22T02:14:08.466573] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:08.466664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:08.472035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:08.474509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:08.475320] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:08.476370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:08.478130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:08.478633] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:08.479735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:08.481363] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:08.482086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:08.492887] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.01% [2025-11-22T02:14:08.630778] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.88% | Symbol ETA: 4.4s | Global ETA: 1h 17m 25s [2025-11-22T02:14:08.657520] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 3.09%, Actual: 1.01% [2025-11-22T02:14:08.815767] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 0.56% [2025-11-22T02:14:08.845029] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 0.04% [2025-11-22T02:14:08.992710] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 2.13% [2025-11-22T02:14:09.021738] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 6.45% [2025-11-22T02:14:09.084383] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.03% | Symbol ETA: 12.3s | Global ETA: 1h 17m 26s [2025-11-22T02:14:09.085402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:09.085466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:09.087136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:09.087662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:09.088105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:09.088493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:09.089471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:14:09.090681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:09.158943] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 1.04% [2025-11-22T02:14:09.171695] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 5.5s | Global ETA: 1h 17m 26s [2025-11-22T02:14:09.172570] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:09.172634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:09.177408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:09.179774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:09.180531] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:09.181540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:09.183228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:09.183717] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:09.184718] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:09.186277] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:09.187000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:09.209881] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 1.13% [2025-11-22T02:14:09.210086] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 34.7222% [2025-11-22T02:14:09.210170] [INFO ] [main ] BEP: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.72%) [2025-11-22T02:14:09.210215] [INFO ] [main ] BEP: Testing feature 42/53: add_shelf_lag [2025-11-22T02:14:09.210247] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_shelf_lag'] [2025-11-22T02:14:09.210280] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:09.222576] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:09.223995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:09.224373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:09.226079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:09.226578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:09.226991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:09.227759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:09.229480] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:09.230892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:09.325553] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 2.43% [2025-11-22T02:14:09.491679] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -2.48%, Actual: 0.09% [2025-11-22T02:14:09.657513] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 2.34% [2025-11-22T02:14:09.745944] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 11.6s | Global ETA: 1h 17m 27s [2025-11-22T02:14:09.823552] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 1.82% [2025-11-22T02:14:09.850359] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.45% | Symbol ETA: 4.8s | Global ETA: 1h 17m 27s [2025-11-22T02:14:09.851263] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:09.851327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:09.856076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:09.858527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:09.859310] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:09.860336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:09.862028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:09.862492] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:09.863494] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:09.865072] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:09.865751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:09.903376] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.45% | Symbol ETA: 8.2s | Global ETA: 1h 17m 27s [2025-11-22T02:14:09.904287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:09.904352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:09.906343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:09.906964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:09.907411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:09.908220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:09.909997] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:09.911421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:09.913054] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 0.84% [2025-11-22T02:14:09.990012] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.09% [2025-11-22T02:14:10.084822] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 1.34% [2025-11-22T02:14:10.156151] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.80%, Actual: 0.21% [2025-11-22T02:14:10.250057] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 0.35% [2025-11-22T02:14:10.323218] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.88%, Actual: 3.28% [2025-11-22T02:14:10.323776] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 23.6470% [2025-11-22T02:14:10.323858] [INFO ] [main ] PEB: DISCARDED add_prior_mag_lag (score: 23.65%) [2025-11-22T02:14:10.323900] [INFO ] [main ] PEB: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:14:10.323933] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_range_overlap_v_prior_day'] [2025-11-22T02:14:10.323969] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:10.337267] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:10.338735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:10.338812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:10.339671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:10.341504] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:10.344164] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:10.346132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:10.346868] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:10.349227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:10.417408] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 1.54% [2025-11-22T02:14:10.534867] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 4.1s | Global ETA: 1h 17m 29s [2025-11-22T02:14:10.535763] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:10.535826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:10.540572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:10.542966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:10.543751] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:10.544768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:10.546427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:10.546913] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:10.547975] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:10.549518] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:10.550196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:10.583156] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.48%, Actual: 0.88% [2025-11-22T02:14:10.602311] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.08% | Symbol ETA: 7.6s | Global ETA: 1h 17m 29s [2025-11-22T02:14:10.603294] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:10.603382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:10.605141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:10.605669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:10.606085] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:10.606884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:10.608684] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:10.610137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:10.754421] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 1.29% [2025-11-22T02:14:10.923712] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.75%, Actual: 1.42% [2025-11-22T02:14:10.938533] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.68% | Symbol ETA: 9.2s | Global ETA: 1h 17m 29s [2025-11-22T02:14:10.939448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:10.939512] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:10.940349] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:10.942199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:10.944854] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:10.946843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:10.947567] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:10.950033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:11.090217] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 1.10% [2025-11-22T02:14:11.205027] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 3.4s | Global ETA: 1h 17m 30s [2025-11-22T02:14:11.205930] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:11.206002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:11.210776] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:11.213476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:11.214268] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:11.215283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:11.216967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:11.217452] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:11.218461] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:11.220044] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:11.220728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:11.257940] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.03%, Actual: 0.21% [2025-11-22T02:14:11.297866] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 6.9s | Global ETA: 1h 17m 30s [2025-11-22T02:14:11.298762] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:11.298825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:11.300503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:11.301009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:11.301393] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:11.302133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:11.303896] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:11.305426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:11.427932] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.11%, Actual: 0.48% [2025-11-22T02:14:11.428148] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 44.0240% [2025-11-22T02:14:11.428223] [INFO ] [main ] ALX: DISCARDED add_open_11_elasticity (score: 44.02%) [2025-11-22T02:14:11.428265] [INFO ] [main ] ALX: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:14:11.428297] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_open_reversal_intensity'] [2025-11-22T02:14:11.428331] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:11.440906] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:11.442413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:11.442475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:11.444159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:11.444667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:11.445100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:11.445479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:11.446435] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:11.447790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:11.545502] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.14% | Symbol ETA: 8.6s | Global ETA: 1h 17m 31s [2025-11-22T02:14:11.546387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:11.546449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:11.547290] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:11.549168] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:11.551822] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:11.553804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:11.554510] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:11.556968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:11.889013] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 17.83% | Symbol ETA: 2.7s | Global ETA: 1h 17m 31s [2025-11-22T02:14:12.008445] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 6.3s | Global ETA: 1h 17m 31s [2025-11-22T02:14:12.009355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.009419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:12.011567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:12.012206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:12.012722] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:12.013763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:12.015540] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:12.017164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.058865] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 2.28% [2025-11-22T02:14:12.111081] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 16.5s | Global ETA: 1h 17m 32s [2025-11-22T02:14:12.112108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.112171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:12.113831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:12.114312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:12.114780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:12.115159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:12.116111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:12.117445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.151021] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 8.0s | Global ETA: 1h 17m 32s [2025-11-22T02:14:12.151909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.151972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:12.152798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:12.154628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:12.157320] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:12.159289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:12.160020] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:12.162465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.224634] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.97% [2025-11-22T02:14:12.390236] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.71% [2025-11-22T02:14:12.556860] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 2.08% [2025-11-22T02:14:12.702440] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 5.6s | Global ETA: 1h 17m 33s [2025-11-22T02:14:12.703328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.703390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:12.705040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:12.705512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:12.705954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:12.706700] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:12.708458] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:12.709829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.725087] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -1.48%, Actual: 1.70% [2025-11-22T02:14:12.755704] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 7.4s | Global ETA: 1h 17m 33s [2025-11-22T02:14:12.756571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.756633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:12.757483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:12.759374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:12.761998] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:12.763981] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:12.764727] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:12.766202] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -2.54% | Symbol ETA: 15.8s | Global ETA: 1h 17m 33s [2025-11-22T02:14:12.767163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.767183] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:12.767265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:12.769060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:12.769549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:12.770607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:12.771040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:12.775224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:12.776557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:12.892401] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 1.06% [2025-11-22T02:14:13.058020] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.45%, Actual: 1.14% [2025-11-22T02:14:13.223216] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 1.31% [2025-11-22T02:14:13.355139] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.55% | Symbol ETA: 6.8s | Global ETA: 1h 17m 34s [2025-11-22T02:14:13.356025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:13.356089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:13.356910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:13.358755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:13.361380] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:13.363329] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:13.364413] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:13.366907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:13.382124] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 4.9s | Global ETA: 1h 17m 34s [2025-11-22T02:14:13.383003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:13.383065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:13.384704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:13.385175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:13.385556] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:13.386327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:13.388130] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:13.389943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:13.390262] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 3.34% [2025-11-22T02:14:13.426887] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 15.1s | Global ETA: 1h 17m 34s [2025-11-22T02:14:13.427942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:13.428010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:13.429680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:13.430190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:13.430622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:13.431032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:13.431980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:13.433265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:13.558553] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 17.83%, Actual: 1.17% [2025-11-22T02:14:13.558735] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 27.3929% [2025-11-22T02:14:13.558819] [INFO ] [main ] PEN: DISCARDED add_return_volume_nonlinearity_proxies (score: 27.39%) [2025-11-22T02:14:13.558870] [INFO ] [main ] PEN: Testing feature 42/53: add_shelf_lag [2025-11-22T02:14:13.558910] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_shelf_lag'] [2025-11-22T02:14:13.558970] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:13.572138] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:13.573538] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:13.573600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:13.578418] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:13.580844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:13.581620] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:13.582658] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:13.583764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:13.965902] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 6.2s | Global ETA: 1h 17m 35s [2025-11-22T02:14:13.966854] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:13.966919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:13.967810] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:13.969633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:13.972277] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:13.974381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:13.975125] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:13.977475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.072562] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 2.04% | Symbol ETA: 4.2s | Global ETA: 1h 17m 35s [2025-11-22T02:14:14.073444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:14.073506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:14.075156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:14.075622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:14.076021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:14.076758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:14.078512] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:14.079433] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 14.4s | Global ETA: 1h 17m 35s [2025-11-22T02:14:14.079908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.080418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:14.080481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:14.082124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:14.082588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:14.083043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:14.083422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:14.084371] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:14.085637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.421182] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 9.9s | Global ETA: 1h 17m 36s [2025-11-22T02:14:14.422079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:14.422142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:14.426951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:14.429431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:14.430229] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:14.431267] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:14.432379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.580900] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 5.6s | Global ETA: 1h 17m 36s [2025-11-22T02:14:14.581781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:14.581844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:14.582663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:14.584509] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:14.587178] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:14.589105] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:14.589836] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:14.592191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.727512] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.81% | Symbol ETA: 13.7s | Global ETA: 1h 17m 36s [2025-11-22T02:14:14.728576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:14.728657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:14.730368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:14.730899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:14.731337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:14.731752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:14.732785] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:14.734158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:14.766844] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 3.5s | Global ETA: 1h 17m 36s [2025-11-22T02:14:14.767893] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:14.767972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:14.769749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:14.770247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:14.770668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:14.771441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:14.773407] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:14.774946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:15.180811] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 5.0s | Global ETA: 1h 17m 37s [2025-11-22T02:14:15.181693] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:15.181756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:15.182562] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:15.184427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:15.187011] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:15.189024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:15.189745] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:15.192179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:15.241310] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 9.0s | Global ETA: 1h 17m 37s [2025-11-22T02:14:15.242217] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:15.242289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:15.247055] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:15.249511] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:15.250312] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:15.251326] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:15.252420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:15.395407] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 13.1s | Global ETA: 1h 17m 38s [2025-11-22T02:14:15.396456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:15.396523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:15.398290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:15.398810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:15.399284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:15.399702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:15.400692] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:15.402036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:15.470335] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.45% | Symbol ETA: 2.8s | Global ETA: 1h 17m 38s [2025-11-22T02:14:15.471270] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:15.471336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:15.473113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:15.473605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:15.474029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:15.474819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:15.476673] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:15.478113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:15.777478] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 9.11% | Symbol ETA: 4.4s | Global ETA: 1h 17m 38s [2025-11-22T02:14:15.778392] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:15.778455] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:15.779310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:15.781133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:15.783758] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:15.785704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:15.786441] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:14:15.788899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:16.058515] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.40% | Symbol ETA: 12.4s | Global ETA: 1h 17m 39s [2025-11-22T02:14:16.059538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:16.059601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:16.059701] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 8.1s | Global ETA: 1h 17m 39s [2025-11-22T02:14:16.060587] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:16.060668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:16.061329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:16.061843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:16.062334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:16.062753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:16.063749] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:16.065126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:16.065401] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:16.067862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:16.068632] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:16.069672] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:16.070767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:16.174373] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -1.85% | Symbol ETA: 2.1s | Global ETA: 1h 17m 39s [2025-11-22T02:14:16.351335] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.45%, Actual: 1.97% [2025-11-22T02:14:16.399811] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -3.02% | Symbol ETA: 3.8s | Global ETA: 1h 17m 39s [2025-11-22T02:14:16.527548] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.08%, Actual: 1.66% [2025-11-22T02:14:16.567286] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 0.56% [2025-11-22T02:14:16.701023] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 0.06% [2025-11-22T02:14:16.722225] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 11.8s | Global ETA: 1h 17m 40s [2025-11-22T02:14:16.723259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:16.723324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:16.725076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:16.725571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:16.726040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:16.726439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:16.727476] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:16.728853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:16.733830] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.14%, Actual: 2.13% [2025-11-22T02:14:16.872780] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 1.56% [2025-11-22T02:14:16.888805] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 7.3s | Global ETA: 1h 17m 40s [2025-11-22T02:14:16.889702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:16.889764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:16.894944] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:16.897446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:16.898241] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:16.899250] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:16.899863] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 1.04% [2025-11-22T02:14:16.900360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:17.041721] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.07% [2025-11-22T02:14:17.067127] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 2.43% [2025-11-22T02:14:17.216940] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.62%, Actual: 0.01% [2025-11-22T02:14:17.235057] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.55%, Actual: 0.09% [2025-11-22T02:14:17.390528] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 11.1s | Global ETA: 1h 17m 41s [2025-11-22T02:14:17.391571] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 2.04%, Actual: 1.01% [2025-11-22T02:14:17.392120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:17.392204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:17.394555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:17.395286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:17.395889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:17.396425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:17.397839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:14:17.399681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:17.402425] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 2.34% [2025-11-22T02:14:17.562070] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.04% [2025-11-22T02:14:17.569770] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 1.82% [2025-11-22T02:14:17.707275] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 6.4s | Global ETA: 1h 17m 42s [2025-11-22T02:14:17.708172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:17.708234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:17.713027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:17.715423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:17.716221] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:17.717260] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:17.718360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:17.737837] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.45%, Actual: 6.45% [2025-11-22T02:14:17.748503] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 1.09% [2025-11-22T02:14:17.911880] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -1.85%, Actual: 1.13% [2025-11-22T02:14:17.912123] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.5741% [2025-11-22T02:14:17.912218] [INFO ] [main ] BEP: DISCARDED add_shelf_lag (score: 29.57%) [2025-11-22T02:14:17.912262] [INFO ] [main ] BEP: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:14:17.912296] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_signed_carry_history_11'] [2025-11-22T02:14:17.912334] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:17.916493] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 9.11%, Actual: 0.21% [2025-11-22T02:14:17.924076] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:17.925579] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:17.925664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:17.927512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:17.928044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:17.928450] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:17.929222] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:17.931004] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:17.932397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:18.071634] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 2.01% | Symbol ETA: 10.5s | Global ETA: 1h 17m 43s [2025-11-22T02:14:18.084236] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -3.02%, Actual: 3.28% [2025-11-22T02:14:18.084436] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.5248% [2025-11-22T02:14:18.084514] [INFO ] [main ] PEB: DISCARDED add_range_overlap_v_prior_day (score: 33.52%) [2025-11-22T02:14:18.084555] [INFO ] [main ] PEB: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:14:18.084587] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_range_volume_efficiency'] [2025-11-22T02:14:18.084624] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:18.097384] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:18.098710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:18.098772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:18.099967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:18.101889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:18.104508] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:18.106487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:18.107238] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:18.109414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:18.244893] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.84% [2025-11-22T02:14:18.414194] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -2.54%, Actual: 1.34% [2025-11-22T02:14:18.518004] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.24% | Symbol ETA: 7.4s | Global ETA: 1h 17m 43s [2025-11-22T02:14:18.518923] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:18.518987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:18.520022] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.19% | Symbol ETA: 5.6s | Global ETA: 1h 17m 43s [2025-11-22T02:14:18.520695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:18.520938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:18.521001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:18.521186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:18.521567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:18.522322] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:18.524432] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:18.525711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:18.525829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:18.528150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:18.528949] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:18.529981] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:18.531080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:18.585132] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 0.35% [2025-11-22T02:14:18.700445] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 8.9s | Global ETA: 1h 17m 44s [2025-11-22T02:14:18.701324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:18.701386] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:18.702259] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:18.704107] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:18.706718] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:18.708696] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:18.709413] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:18.711565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:18.755292] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 1.54% [2025-11-22T02:14:18.924738] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.81%, Actual: 0.88% [2025-11-22T02:14:19.095781] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 1.29% [2025-11-22T02:14:19.117850] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.93% | Symbol ETA: 6.8s | Global ETA: 1h 17m 45s [2025-11-22T02:14:19.118831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:19.118910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:19.120862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:19.121486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:19.121941] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:19.122721] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:19.124557] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:19.126047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:19.264158] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.40%, Actual: 1.42% [2025-11-22T02:14:19.299828] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.87% | Symbol ETA: 8.3s | Global ETA: 1h 17m 45s [2025-11-22T02:14:19.300716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:19.300778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:19.301578] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:19.303454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:19.306044] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:19.308031] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:19.308757] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:19.310890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:19.346757] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.71% | Symbol ETA: 4.8s | Global ETA: 1h 17m 45s [2025-11-22T02:14:19.347723] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:19.347789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:19.352770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:19.355262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:19.356130] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:19.357236] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:19.358376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:19.432761] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.86%, Actual: 1.10% [2025-11-22T02:14:19.603794] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.21% [2025-11-22T02:14:19.748504] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 6.3s | Global ETA: 1h 17m 46s [2025-11-22T02:14:19.749474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:19.749549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:19.751427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:19.751975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:19.752396] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:19.753266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:19.755251] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:19.756852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:19.776944] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 2.01%, Actual: 0.48% [2025-11-22T02:14:19.777168] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 46.0070% [2025-11-22T02:14:19.777268] [INFO ] [main ] ALX: DISCARDED add_open_reversal_intensity (score: 46.01%) [2025-11-22T02:14:19.777310] [INFO ] [main ] ALX: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:14:19.777343] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:14:19.777379] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:19.790399] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:19.791900] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:19.791966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:19.793691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:19.794192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:19.794625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:19.795042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:19.796025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:19.797594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:19.897109] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.60% | Symbol ETA: 7.6s | Global ETA: 1h 17m 46s [2025-11-22T02:14:19.898032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:19.898095] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:19.898922] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:19.900782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:19.903388] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:19.905405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:19.906150] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:19.908349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:20.201791] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 4.0s | Global ETA: 1h 17m 47s [2025-11-22T02:14:20.202711] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:20.202773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:20.207604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:20.210033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:20.210822] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:20.211835] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:20.212971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:20.377609] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 5.8s | Global ETA: 1h 17m 47s [2025-11-22T02:14:20.378509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:20.378588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:20.380262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:20.380777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:20.381184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:20.381931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:20.383660] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:20.385030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:20.466616] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 15.8s | Global ETA: 1h 17m 47s [2025-11-22T02:14:20.467688] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:20.467749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:20.469430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:20.469953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:20.470409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:20.470810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:20.471764] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:20.473276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:20.497454] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 7.0s | Global ETA: 1h 17m 47s [2025-11-22T02:14:20.498369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:20.498432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:20.499260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:20.501081] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:20.503685] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:20.505757] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:20.506498] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:20.508669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.002887] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 5.1s | Global ETA: 1h 17m 48s [2025-11-22T02:14:21.003788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.003851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:21.005527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:21.006026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:21.006406] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:21.007159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:21.008921] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:21.010288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.020563] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -3.36% | Symbol ETA: 3.1s | Global ETA: 1h 17m 48s [2025-11-22T02:14:21.021487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:21.021552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:21.026465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:21.029013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:21.029816] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:21.030874] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:21.032044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.115686] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.96% | Symbol ETA: 6.5s | Global ETA: 1h 17m 48s [2025-11-22T02:14:21.116544] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.116607] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:21.117441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:21.118791] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 15.1s | Global ETA: 1h 17m 48s [2025-11-22T02:14:21.119284] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:21.119827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.119893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:21.121663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:21.121956] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:21.122163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:21.122617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:21.123052] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:21.123903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:21.124061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:21.124611] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:21.125664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.126763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.599456] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.97% | Symbol ETA: 4.5s | Global ETA: 1h 17m 49s [2025-11-22T02:14:21.600377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.600440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:21.602092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:21.602564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:21.602965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:21.603743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:21.605484] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:21.606878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.710898] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 5.9s | Global ETA: 1h 17m 49s [2025-11-22T02:14:21.711783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.711846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:21.712666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:21.714510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:21.717496] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:21.719486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:21.720208] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:21.722321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.780165] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 14.4s | Global ETA: 1h 17m 49s [2025-11-22T02:14:21.781215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:21.781277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:21.782940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:21.783418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:21.783869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:21.784261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:21.785261] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:21.786769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:21.862116] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 18.21% | Symbol ETA: 2.3s | Global ETA: 1h 17m 50s [2025-11-22T02:14:22.034831] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 1.63%, Actual: 2.28% [2025-11-22T02:14:22.205000] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.97% [2025-11-22T02:14:22.205687] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 3.9s | Global ETA: 1h 17m 50s [2025-11-22T02:14:22.206595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:22.206681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:22.208433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:22.208969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:22.209370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:22.210161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:22.211982] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:22.213414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:22.311565] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 5.3s | Global ETA: 1h 17m 50s [2025-11-22T02:14:22.312448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:22.312511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:22.313350] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:22.315225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:22.317921] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:22.320000] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:22.320762] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:22.323071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:22.374043] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.71% [2025-11-22T02:14:22.440482] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 13.7s | Global ETA: 1h 17m 51s [2025-11-22T02:14:22.441463] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:22.441526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:22.443175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:22.443671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:22.444107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:22.444485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:22.445427] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:22.446974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:22.548980] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 2.08% [2025-11-22T02:14:22.720286] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 1.70% [2025-11-22T02:14:22.818807] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 3.19% | Symbol ETA: 3.3s | Global ETA: 1h 17m 51s [2025-11-22T02:14:22.820063] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:22.820160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:22.821959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:22.822447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:22.822867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:22.823675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:22.825465] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:22.826899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:22.891005] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.19%, Actual: 1.06% [2025-11-22T02:14:22.951782] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 4.7s | Global ETA: 1h 17m 52s [2025-11-22T02:14:22.952733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:22.952798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:22.953659] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:22.955567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:22.958314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:22.960382] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:22.961165] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:22.963438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:23.064223] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.71%, Actual: 1.14% [2025-11-22T02:14:23.102692] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 13.1s | Global ETA: 1h 17m 52s [2025-11-22T02:14:23.103751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:23.103818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:23.105506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:23.106050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:23.106507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:23.106929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:23.107962] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:23.109504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:23.233015] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 1.31% [2025-11-22T02:14:23.403947] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -3.36%, Actual: 3.34% [2025-11-22T02:14:23.423235] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.89% | Symbol ETA: 2.7s | Global ETA: 1h 17m 52s [2025-11-22T02:14:23.424130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:23.424193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:23.425954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:23.426426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:23.426829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:23.427587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:23.429436] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:23.430828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:23.569777] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.55% | Symbol ETA: 4.1s | Global ETA: 1h 17m 53s [2025-11-22T02:14:23.570664] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:23.570742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:23.571554] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:23.572688] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 18.21%, Actual: 1.17% [2025-11-22T02:14:23.572890] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 33.7965% [2025-11-22T02:14:23.572978] [INFO ] [main ] PEN: DISCARDED add_shelf_lag (score: 33.80%) [2025-11-22T02:14:23.573385] [INFO ] [main ] PEN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:14:23.573390] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:23.573422] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_signed_carry_history_11'] [2025-11-22T02:14:23.573459] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:23.576085] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:23.578073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:23.578807] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:14:23.580954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:23.588319] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:23.589900] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:23.589963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:23.594990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:23.597529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:23.598339] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:23.599413] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:23.600794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:23.771235] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 12.4s | Global ETA: 1h 17m 53s [2025-11-22T02:14:23.772279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:23.772343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:23.774056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:23.774561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:23.775027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:23.775417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:23.776409] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:23.778021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:24.035998] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 2.1s | Global ETA: 1h 17m 54s [2025-11-22T02:14:24.168185] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 3.4s | Global ETA: 1h 17m 54s [2025-11-22T02:14:24.217317] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.24%, Actual: 1.97% [2025-11-22T02:14:24.285823] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 8.7s | Global ETA: 1h 17m 54s [2025-11-22T02:14:24.286732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:24.286794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:24.291686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:24.294143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:24.294932] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:24.295977] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:24.297374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:24.337469] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 0.56% [2025-11-22T02:14:24.396591] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.93%, Actual: 1.66% [2025-11-22T02:14:24.445786] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.51% | Symbol ETA: 11.7s | Global ETA: 1h 17m 54s [2025-11-22T02:14:24.446786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:24.446848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:24.448556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:24.449066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:24.449531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:24.449955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:24.451006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:24.452835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:24.505160] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 2.13% [2025-11-22T02:14:24.577259] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 0.06% [2025-11-22T02:14:24.672569] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.60%, Actual: 1.04% [2025-11-22T02:14:24.752729] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.56% [2025-11-22T02:14:24.842467] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.43% [2025-11-22T02:14:24.933748] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.07% [2025-11-22T02:14:25.011951] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.96%, Actual: 0.09% [2025-11-22T02:14:25.026295] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.16% | Symbol ETA: 8.1s | Global ETA: 1h 17m 55s [2025-11-22T02:14:25.027227] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:25.027295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:25.032269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:25.034948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:25.035758] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:25.036832] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:25.038270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:25.108623] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.91% | Symbol ETA: 11.1s | Global ETA: 1h 17m 56s [2025-11-22T02:14:25.109690] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:25.109754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:25.111482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:25.112003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:25.112449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:25.112860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:25.113834] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:25.115243] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.97%, Actual: 0.01% [2025-11-22T02:14:25.115378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:25.180660] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 2.34% [2025-11-22T02:14:25.292561] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 1.01% [2025-11-22T02:14:25.348013] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 1.82% [2025-11-22T02:14:25.466995] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 3.19%, Actual: 0.04% [2025-11-22T02:14:25.516526] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 1.09% [2025-11-22T02:14:25.643807] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.89%, Actual: 6.45% [2025-11-22T02:14:25.684964] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.55%, Actual: 0.21% [2025-11-22T02:14:25.719152] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 7.4s | Global ETA: 1h 17m 57s [2025-11-22T02:14:25.720062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:25.720123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:25.724903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:25.727351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:25.728137] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:25.729168] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:25.730478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:25.765377] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 10.4s | Global ETA: 1h 17m 57s [2025-11-22T02:14:25.766374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:25.766437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:25.768126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:25.768617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:25.769065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:25.769443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:25.770427] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:14:25.771942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:25.823591] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.71%, Actual: 1.13% [2025-11-22T02:14:25.823827] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 35.2880% [2025-11-22T02:14:25.823925] [INFO ] [main ] BEP: DISCARDED add_signed_carry_history_11 (score: 35.29%) [2025-11-22T02:14:25.823970] [INFO ] [main ] BEP: Testing feature 44/53: add_sma_ratio [2025-11-22T02:14:25.824004] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_sma_ratio'] [2025-11-22T02:14:25.824041] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:25.835867] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:25.837511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:25.837578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:25.839328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:25.839862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:25.840277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:25.841047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:25.842819] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:25.843624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:25.853057] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 3.28% [2025-11-22T02:14:25.853265] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 34.9440% [2025-11-22T02:14:25.853343] [INFO ] [main ] PEB: DISCARDED add_range_volume_efficiency (score: 34.94%) [2025-11-22T02:14:25.853404] [INFO ] [main ] PEB: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:14:25.853437] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:14:25.853473] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:25.867022] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:25.868482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:25.868545] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:25.869434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:25.871311] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:25.873973] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:25.875960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:25.876695] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:25.880607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:26.402895] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 6.6s | Global ETA: 1h 17m 58s [2025-11-22T02:14:26.403880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:26.403944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:26.408923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:26.411355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:26.412172] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:26.413245] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:26.414629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:26.418548] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 9.7s | Global ETA: 1h 17m 58s [2025-11-22T02:14:26.468154] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 8.6s | Global ETA: 1h 17m 58s [2025-11-22T02:14:26.469348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:26.469411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:26.470231] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:26.472058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:26.474671] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:26.476593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:26.477343] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:26.481187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:26.527482] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.01% | Symbol ETA: 7.9s | Global ETA: 1h 17m 58s [2025-11-22T02:14:26.528379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:26.528443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:26.530092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:26.530563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:26.530966] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:26.531708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:26.533414] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:26.534129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:26.592805] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.84% [2025-11-22T02:14:26.772891] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.34% [2025-11-22T02:14:26.966005] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 0.35% [2025-11-22T02:14:27.065380] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.71% | Symbol ETA: 7.9s | Global ETA: 1h 17m 59s [2025-11-22T02:14:27.066255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:27.066318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:27.067139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:27.068990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:27.071557] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:27.073526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:27.074259] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:27.078107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.083008] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.33% | Symbol ETA: 5.9s | Global ETA: 1h 17m 59s [2025-11-22T02:14:27.083904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:27.083964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:27.088774] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:27.091155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:27.091957] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:27.092980] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:27.094320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.131913] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 1.54% [2025-11-22T02:14:27.145130] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 6.9s | Global ETA: 1h 17m 59s [2025-11-22T02:14:27.146052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:27.146117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:27.147856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:27.148349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:27.148767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:27.149530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:27.151342] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:27.152086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.297733] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.88% [2025-11-22T02:14:27.464171] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 1.29% [2025-11-22T02:14:27.630386] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 1.42% [2025-11-22T02:14:27.662162] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 7.3s | Global ETA: 1h 18m 0s [2025-11-22T02:14:27.663087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:27.663151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:27.663980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:27.665816] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:27.668501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:27.670475] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:27.671226] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:27.675122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.756004] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 6.1s | Global ETA: 1h 18m 0s [2025-11-22T02:14:27.757281] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:27.757349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:27.759070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:27.759554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:27.759989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:27.760766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:27.762180] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 5.2s | Global ETA: 1h 18m 1s [2025-11-22T02:14:27.762586] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:27.763106] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:27.763171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:27.763338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.768067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:27.772877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:27.773681] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:27.774727] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:27.776098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:27.796760] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.91%, Actual: 1.10% [2025-11-22T02:14:27.962713] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.23%, Actual: 0.21% [2025-11-22T02:14:28.128472] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.48% [2025-11-22T02:14:28.128691] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 51.0370% [2025-11-22T02:14:28.128768] [INFO ] [main ] ALX: DISCARDED add_open_vs_close_liquidity_ratio (score: 51.04%) [2025-11-22T02:14:28.128809] [INFO ] [main ] ALX: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:14:28.128844] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_open_vs_prev_range_position'] [2025-11-22T02:14:28.128877] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:28.141695] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:28.143055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.143118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:28.144825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:28.145348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:28.145802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:28.146193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:28.147156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:28.150050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.262092] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 6.7s | Global ETA: 1h 18m 1s [2025-11-22T02:14:28.262987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.263050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:28.263904] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:28.265753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:28.268434] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:28.270387] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:28.271106] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:28.274943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.373583] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 5.5s | Global ETA: 1h 18m 2s [2025-11-22T02:14:28.374470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.374532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:28.376177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:28.376672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:28.377055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:28.377826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:28.379548] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:28.380263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.439603] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 4.5s | Global ETA: 1h 18m 2s [2025-11-22T02:14:28.440494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:28.440557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:28.445345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:28.447813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:28.448586] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:28.449660] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:28.450994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.797285] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 14.9s | Global ETA: 1h 18m 2s [2025-11-22T02:14:28.798309] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.798371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:28.800026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:28.800503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:28.800954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:28.801338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:28.802315] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:28.805136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.874003] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.48% | Symbol ETA: 6.2s | Global ETA: 1h 18m 3s [2025-11-22T02:14:28.874945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.875011] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:28.875877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:28.877772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:28.880512] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:28.882556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:28.883311] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:28.887346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:28.980271] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 4.8s | Global ETA: 1h 18m 3s [2025-11-22T02:14:28.981172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:28.981238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:28.982868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:28.983335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:28.983739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:28.984467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:28.986222] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:28.986935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:29.125743] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 3.8s | Global ETA: 1h 18m 3s [2025-11-22T02:14:29.126619] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:29.126705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:29.131493] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:29.133930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:29.134741] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:29.135774] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:29.137134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:29.453606] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 14.3s | Global ETA: 1h 18m 4s [2025-11-22T02:14:29.454619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:29.454707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:29.456401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:29.456894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:29.457344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:29.457748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:29.458696] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:29.461498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:29.478479] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.45% | Symbol ETA: 5.6s | Global ETA: 1h 18m 4s [2025-11-22T02:14:29.479367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:29.479431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:29.480270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:29.482102] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:29.484748] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:29.486725] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:29.487451] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:29.491342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:29.585659] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.73% | Symbol ETA: 4.2s | Global ETA: 1h 18m 4s [2025-11-22T02:14:29.586565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:29.586628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:29.588282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:29.588770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:29.589177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:29.589917] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:29.591620] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:29.592371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:29.802782] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.71% | Symbol ETA: 3.1s | Global ETA: 1h 18m 4s [2025-11-22T02:14:29.803710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:29.803771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:29.808587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:29.811066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:29.811960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:29.812988] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:14:29.814338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.083197] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.58% | Symbol ETA: 5.0s | Global ETA: 1h 18m 5s [2025-11-22T02:14:30.084110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.084172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:30.085330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:30.087187] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:30.089806] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:30.091931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:30.092801] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:30.096629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.108884] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 13.6s | Global ETA: 1h 18m 5s [2025-11-22T02:14:30.109962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.110025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:30.111690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:30.112202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:30.112663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:30.113078] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:30.114076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:30.116980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.214977] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 3.5s | Global ETA: 1h 18m 5s [2025-11-22T02:14:30.215912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.215983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:30.217745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:30.218240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:30.218669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:30.219413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:30.221218] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:30.221991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.493363] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 16.29% | Symbol ETA: 2.4s | Global ETA: 1h 18m 6s [2025-11-22T02:14:30.669080] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 2.28% [2025-11-22T02:14:30.690955] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 4.4s | Global ETA: 1h 18m 6s [2025-11-22T02:14:30.691869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.691933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:30.692839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:30.694722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:30.697531] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:30.699559] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:30.700285] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:30.704308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.766817] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.96% | Symbol ETA: 13.0s | Global ETA: 1h 18m 6s [2025-11-22T02:14:30.767894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.767957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:30.769845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:30.770331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:30.770782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:30.771163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:30.772153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:30.774962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.833362] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 2.9s | Global ETA: 1h 18m 6s [2025-11-22T02:14:30.834287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:30.834349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:30.836051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:30.836559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:30.836974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:30.837783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:30.839612] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:30.840362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:30.846613] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.16%, Actual: 0.97% [2025-11-22T02:14:31.019179] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 0.71% [2025-11-22T02:14:31.184140] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 2.08% [2025-11-22T02:14:31.311956] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 10.12% | Symbol ETA: 3.8s | Global ETA: 1h 18m 7s [2025-11-22T02:14:31.312902] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:31.312966] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:31.313813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:31.315691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:31.318364] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:31.320283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:31.321013] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:14:31.324824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:31.348984] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 1.70% [2025-11-22T02:14:31.415348] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 12.3s | Global ETA: 1h 18m 7s [2025-11-22T02:14:31.416408] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:31.416472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:31.418541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:31.419058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:31.419493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:31.419920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:31.420890] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:31.423768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:31.447840] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.75% | Symbol ETA: 2.3s | Global ETA: 1h 18m 7s [2025-11-22T02:14:31.448749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:31.448811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:31.450442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:31.450931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:31.451315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:31.452410] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:31.454135] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:31.454855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:31.519742] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 1.06% [2025-11-22T02:14:31.684954] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 1.14% [2025-11-22T02:14:31.850830] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 1.31% [2025-11-22T02:14:31.925853] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 3.1s | Global ETA: 1h 18m 8s [2025-11-22T02:14:32.022411] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 3.34% [2025-11-22T02:14:32.058734] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 11.6s | Global ETA: 1h 18m 8s [2025-11-22T02:14:32.059726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:32.059789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:32.061403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:32.061891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:32.062319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:32.062738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:32.063698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:32.066521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:32.066471] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 1.7s | Global ETA: 1h 18m 8s [2025-11-22T02:14:32.099977] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 0.56% [2025-11-22T02:14:32.190440] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 16.29%, Actual: 1.17% [2025-11-22T02:14:32.190672] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 46.2353% [2025-11-22T02:14:32.190767] [INFO ] [main ] PEN: DISCARDED add_signed_carry_history_11 (score: 46.24%) [2025-11-22T02:14:32.190810] [INFO ] [main ] PEN: Testing feature 44/53: add_sma_ratio [2025-11-22T02:14:32.190842] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_sma_ratio'] [2025-11-22T02:14:32.190900] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:32.204240] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:32.205497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:32.205558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:32.210334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:32.212790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:32.213568] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:32.214586] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:32.215329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:32.243906] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.01%, Actual: 1.97% [2025-11-22T02:14:32.269416] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.71%, Actual: 2.13% [2025-11-22T02:14:32.421795] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 1.66% [2025-11-22T02:14:32.439461] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.43%, Actual: 1.04% [2025-11-22T02:14:32.600774] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 0.06% [2025-11-22T02:14:32.610816] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 2.43% [2025-11-22T02:14:32.702526] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.53% | Symbol ETA: 11.0s | Global ETA: 1h 18m 10s [2025-11-22T02:14:32.703548] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:32.703612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:32.705252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:32.705777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:32.706209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:32.706592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:32.707572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:32.710480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:32.781206] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.48%, Actual: 0.09% [2025-11-22T02:14:32.783229] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.56% [2025-11-22T02:14:32.873952] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 2.15% | Symbol ETA: 7.8s | Global ETA: 1h 18m 10s [2025-11-22T02:14:32.874846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:32.874907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:32.879681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:32.882096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:32.882880] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:32.883897] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:32.888480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:32.947436] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.45%, Actual: 2.34% [2025-11-22T02:14:32.957165] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.07% [2025-11-22T02:14:33.116630] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.58%, Actual: 1.82% [2025-11-22T02:14:33.132789] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 0.01% [2025-11-22T02:14:33.282029] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 1.09% [2025-11-22T02:14:33.308400] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 1.01% [2025-11-22T02:14:33.352710] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 10.3s | Global ETA: 1h 18m 11s [2025-11-22T02:14:33.353698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:33.353762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:33.355374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:33.355871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:33.356300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:33.356700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:33.357703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:33.360603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:33.449600] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 10.12%, Actual: 0.21% [2025-11-22T02:14:33.479553] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 0.04% [2025-11-22T02:14:33.546807] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.43% | Symbol ETA: 7.2s | Global ETA: 1h 18m 11s [2025-11-22T02:14:33.547719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:33.547780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:33.552610] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:33.555020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:33.555836] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:33.556855] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:33.557593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:33.617047] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 3.28% [2025-11-22T02:14:33.617258] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 37.1020% [2025-11-22T02:14:33.617355] [INFO ] [main ] PEB: DISCARDED add_range_volume_efficiency_refinements (score: 37.10%) [2025-11-22T02:14:33.617408] [INFO ] [main ] PEB: Testing feature 39/53: add_regime [2025-11-22T02:14:33.617445] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_regime'] [2025-11-22T02:14:33.617480] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:33.631118] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:33.632501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:33.632564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:33.633454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:33.635321] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:33.637992] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:33.640024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:33.640757] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:33.650071] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.75%, Actual: 6.45% [2025-11-22T02:14:33.657280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:33.819868] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 1.13% [2025-11-22T02:14:33.820079] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.1343% [2025-11-22T02:14:33.820171] [INFO ] [main ] BEP: DISCARDED add_sma_ratio (score: 36.13%) [2025-11-22T02:14:33.820213] [INFO ] [main ] BEP: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:14:33.820247] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_vol_of_vol'] [2025-11-22T02:14:33.820306] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:33.831832] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:33.833144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:33.833206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:33.834944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:33.835449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:33.835859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:33.836627] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:33.838431] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:33.839569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.016889] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.72% | Symbol ETA: 9.7s | Global ETA: 1h 18m 12s [2025-11-22T02:14:34.017950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:34.018013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:34.019692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:34.020162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:34.020593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:34.020997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:34.022006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:14:34.024873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.224933] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 3.30% | Symbol ETA: 6.5s | Global ETA: 1h 18m 12s [2025-11-22T02:14:34.225860] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:34.225924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:34.230775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:34.233175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:34.233952] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:34.234967] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:34.235742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.252077] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.63% | Symbol ETA: 8.4s | Global ETA: 1h 18m 13s [2025-11-22T02:14:34.253006] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:34.253071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:34.253907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:34.255757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:34.258489] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:34.260453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:34.261178] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:34.277427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.438117] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.36% | Symbol ETA: 6.7s | Global ETA: 1h 18m 13s [2025-11-22T02:14:34.439049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:34.439112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:34.440758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:34.441227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:34.441675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:34.442397] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:34.444127] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:34.445223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.678030] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 9.0s | Global ETA: 1h 18m 13s [2025-11-22T02:14:34.848174] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.84% [2025-11-22T02:14:34.866670] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 7.8s | Global ETA: 1h 18m 14s [2025-11-22T02:14:34.867924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:34.867988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:34.868851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:34.870777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:34.873375] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:34.875346] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:34.876109] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:34.892848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:34.895617] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 5.8s | Global ETA: 1h 18m 14s [2025-11-22T02:14:34.896551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:34.896613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:34.901361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:34.903772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:34.904536] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:34.905574] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:34.906324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:35.016213] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 1.34% [2025-11-22T02:14:35.041943] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 6.1s | Global ETA: 1h 18m 14s [2025-11-22T02:14:35.042844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:35.042906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:35.044578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:35.045079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:35.045497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:35.046246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:35.048039] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:35.049167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:35.183798] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 0.35% [2025-11-22T02:14:35.352105] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 1.54% [2025-11-22T02:14:35.488033] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 7.2s | Global ETA: 1h 18m 15s [2025-11-22T02:14:35.488944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:35.489008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:35.489865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:35.491673] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:35.494300] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:35.496243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:35.496977] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:35.513877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:35.523158] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.88% [2025-11-22T02:14:35.577124] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 2.13% | Symbol ETA: 5.2s | Global ETA: 1h 18m 15s [2025-11-22T02:14:35.578051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:35.578113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:35.582942] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:35.585407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:35.586207] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:35.587255] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:35.587989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:35.646376] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 5.5s | Global ETA: 1h 18m 15s [2025-11-22T02:14:35.647324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:35.647398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:35.649098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:35.649620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:35.650024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:35.650851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:35.652616] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:35.653752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:35.692888] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 1.29% [2025-11-22T02:14:35.862112] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.53%, Actual: 1.42% [2025-11-22T02:14:36.029737] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.10% [2025-11-22T02:14:36.114447] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 6.6s | Global ETA: 1h 18m 16s [2025-11-22T02:14:36.115330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:36.115398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:36.116218] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:36.118070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:36.120624] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:36.122569] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:36.123298] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:36.139533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.195374] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.72%, Actual: 0.21% [2025-11-22T02:14:36.248160] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 4.9s | Global ETA: 1h 18m 16s [2025-11-22T02:14:36.249126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:36.249190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:36.250878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:36.251442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:36.251864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:36.252961] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:36.254746] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:36.255912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.263888] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 3.15% | Symbol ETA: 4.5s | Global ETA: 1h 18m 16s [2025-11-22T02:14:36.264996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:36.265076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:36.270374] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:36.272936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:36.273824] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:36.274868] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:36.275621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.362473] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.48% [2025-11-22T02:14:36.362703] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 39.6247% [2025-11-22T02:14:36.362791] [INFO ] [main ] ALX: DISCARDED add_open_vs_prev_range_position (score: 39.62%) [2025-11-22T02:14:36.362832] [INFO ] [main ] ALX: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:14:36.362863] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_overnight_gap_amplitude'] [2025-11-22T02:14:36.362897] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:36.376551] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:36.378169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:36.378255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:36.380258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:36.380774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:36.381202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:36.381584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:36.382535] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:36.383152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.785058] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.36% | Symbol ETA: 6.0s | Global ETA: 1h 18m 17s [2025-11-22T02:14:36.785933] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:36.785997] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:36.786809] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:36.788619] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:36.791208] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:36.793135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:36.793861] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:36.809567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.847579] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.71% | Symbol ETA: 4.3s | Global ETA: 1h 18m 17s [2025-11-22T02:14:36.848490] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:36.848552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:36.850202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:36.850700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:36.851103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:36.851851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:36.853639] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:36.854768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:36.962817] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.53% | Symbol ETA: 3.8s | Global ETA: 1h 18m 18s [2025-11-22T02:14:36.963746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:36.963809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:36.968870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:36.971314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:36.972187] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:36.973227] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:36.974031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:37.022661] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.78% | Symbol ETA: 14.0s | Global ETA: 1h 18m 18s [2025-11-22T02:14:37.023632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:37.023729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:37.025361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:37.025859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:37.026292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:37.026692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:37.027666] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:37.028260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:37.400308] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 5.4s | Global ETA: 1h 18m 18s [2025-11-22T02:14:37.401203] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:37.401291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:37.402148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:37.404190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:37.406915] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:37.408868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:37.409575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:37.425410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:37.447047] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 3.7s | Global ETA: 1h 18m 18s [2025-11-22T02:14:37.447995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:37.448058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:37.449707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:37.450176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:37.450558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:37.451306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:37.453034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:37.454224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:37.689026] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 13.5s | Global ETA: 1h 18m 19s [2025-11-22T02:14:37.689936] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 3.2s | Global ETA: 1h 18m 19s [2025-11-22T02:14:37.690199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:37.690267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:37.690876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:37.690953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:37.691982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:37.692468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:37.692936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:37.693388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:37.694585] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:37.695267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:37.696335] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:37.699058] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:37.699921] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:37.704966] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:37.705853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.013212] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 4.7s | Global ETA: 1h 18m 19s [2025-11-22T02:14:38.014101] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:38.014165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:38.014982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:38.016838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:38.019488] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:38.021405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:38.022124] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:38.038355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.048837] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 3.1s | Global ETA: 1h 18m 20s [2025-11-22T02:14:38.049955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:38.050019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:38.051847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:38.052335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:38.052738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:38.053503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:38.055337] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:38.056498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.360076] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.63% | Symbol ETA: 12.9s | Global ETA: 1h 18m 20s [2025-11-22T02:14:38.361096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:38.361159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:38.362813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:38.363286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:38.363776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:38.364162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:38.365126] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:38.365784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.390535] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 2.5s | Global ETA: 1h 18m 20s [2025-11-22T02:14:38.391494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:38.391557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:38.396750] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:38.399560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:38.400378] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:38.401481] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:14:38.402241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.633333] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 4.1s | Global ETA: 1h 18m 21s [2025-11-22T02:14:38.634227] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:38.634291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:38.635465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:38.637347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:38.640029] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:38.641979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:38.642732] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:38.658733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:38.658815] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 2.5s | Global ETA: 1h 18m 21s [2025-11-22T02:14:38.659758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:38.659821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:38.661466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:38.661972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:38.662350] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:38.663100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:38.664830] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:38.665967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:39.009876] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 12.2s | Global ETA: 1h 18m 21s [2025-11-22T02:14:39.010864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:39.010926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:39.012597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:39.013087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:39.013519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:39.013925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:39.014879] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:39.015472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:39.107046] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.41% | Symbol ETA: 1.8s | Global ETA: 1h 18m 21s [2025-11-22T02:14:39.247447] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.86% | Symbol ETA: 3.5s | Global ETA: 1h 18m 22s [2025-11-22T02:14:39.248376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:39.248445] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:39.249268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:39.251154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:39.253733] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:39.255662] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:39.256365] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:14:39.259022] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -0.78% | Symbol ETA: 1.9s | Global ETA: 1h 18m 22s [2025-11-22T02:14:39.259919] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:39.259982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:39.261594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:39.262082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:39.262462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:39.263200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:39.264929] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:39.266024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:39.272263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:39.283203] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 2.15%, Actual: 2.28% [2025-11-22T02:14:39.473936] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.43%, Actual: 0.97% [2025-11-22T02:14:39.649587] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 3.30%, Actual: 0.71% [2025-11-22T02:14:39.652325] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.41% | Symbol ETA: 11.5s | Global ETA: 1h 18m 23s [2025-11-22T02:14:39.653322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:39.653388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:39.655062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:39.655571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:39.656024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:39.656428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:39.657457] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:39.658088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:39.826500] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 2.08% [2025-11-22T02:14:39.860248] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 2.9s | Global ETA: 1h 18m 23s [2025-11-22T02:14:39.863121] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 1.3s | Global ETA: 1h 18m 23s [2025-11-22T02:14:40.002332] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 2.13%, Actual: 1.70% [2025-11-22T02:14:40.031080] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.63%, Actual: 0.56% [2025-11-22T02:14:40.042265] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.36%, Actual: 1.97% [2025-11-22T02:14:40.179318] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 3.15%, Actual: 1.06% [2025-11-22T02:14:40.199630] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 2.13% [2025-11-22T02:14:40.215452] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 1.66% [2025-11-22T02:14:40.304619] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 10.9s | Global ETA: 1h 18m 24s [2025-11-22T02:14:40.305623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:40.305713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:40.307344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:40.307834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:40.308278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:40.308718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:40.309702] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:40.310639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:40.360359] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.53%, Actual: 1.14% [2025-11-22T02:14:40.368485] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.04% [2025-11-22T02:14:40.392804] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 0.06% [2025-11-22T02:14:40.538672] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.31% [2025-11-22T02:14:40.550098] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 2.43% [2025-11-22T02:14:40.571179] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.56% [2025-11-22T02:14:40.717709] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 3.34% [2025-11-22T02:14:40.718146] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.36%, Actual: 0.09% [2025-11-22T02:14:40.752367] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.71%, Actual: 0.07% [2025-11-22T02:14:40.885398] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 2.34% [2025-11-22T02:14:40.894952] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.41%, Actual: 1.17% [2025-11-22T02:14:40.895154] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 37.8828% [2025-11-22T02:14:40.895243] [INFO ] [main ] PEN: DISCARDED add_sma_ratio (score: 37.88%) [2025-11-22T02:14:40.895285] [INFO ] [main ] PEN: Testing feature 45/53: add_true_range [2025-11-22T02:14:40.895317] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_true_range'] [2025-11-22T02:14:40.895353] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:40.909081] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:40.910536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:40.910601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:40.916164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:40.918964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:40.919867] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:40.920928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:40.922760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:40.936277] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 0.01% [2025-11-22T02:14:40.961199] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.59% | Symbol ETA: 10.2s | Global ETA: 1h 18m 25s [2025-11-22T02:14:40.962240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:40.962305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:40.964012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:40.964510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:40.964971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:40.965364] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:40.966334] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:40.966953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:41.053365] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 1.82% [2025-11-22T02:14:41.115326] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 1.01% [2025-11-22T02:14:41.220983] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 1.09% [2025-11-22T02:14:41.297983] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 0.04% [2025-11-22T02:14:41.390787] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.86%, Actual: 0.21% [2025-11-22T02:14:41.479687] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 6.45% [2025-11-22T02:14:41.564360] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 3.28% [2025-11-22T02:14:41.564585] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 34.6652% [2025-11-22T02:14:41.564692] [INFO ] [main ] PEB: DISCARDED add_regime (score: 34.67%) [2025-11-22T02:14:41.564739] [INFO ] [main ] PEB: Testing feature 40/53: add_regime_flags [2025-11-22T02:14:41.564772] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_regime_flags'] [2025-11-22T02:14:41.564807] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:41.578868] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:41.580333] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:41.580397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:41.581284] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:41.583195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:41.586072] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:41.588219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:41.589009] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:41.590141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:41.617813] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 9.5s | Global ETA: 1h 18m 26s [2025-11-22T02:14:41.618860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:41.618924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:41.620705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:41.621224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:41.621692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:41.622086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:41.623093] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:41.623716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:41.655411] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.13% [2025-11-22T02:14:41.655978] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.4916% [2025-11-22T02:14:41.656066] [INFO ] [main ] BEP: DISCARDED add_vol_of_vol (score: 29.49%) [2025-11-22T02:14:41.656107] [INFO ] [main ] BEP: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:14:41.656139] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_volatility_decay_ratio'] [2025-11-22T02:14:41.656174] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:41.667394] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:41.667602] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 8.4s | Global ETA: 1h 18m 26s [2025-11-22T02:14:41.668504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:41.668570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:41.668827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:41.668890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:41.670549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:41.671061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:41.671445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:41.672193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:41.673769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:41.673950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:41.675199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:41.676340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:41.677186] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:41.678277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:41.680083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.195286] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 8.2s | Global ETA: 1h 18m 27s [2025-11-22T02:14:42.196205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:42.196269] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:42.197175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:42.199174] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:42.201865] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:42.203849] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:42.204561] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:42.205583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.261033] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 6.4s | Global ETA: 1h 18m 27s [2025-11-22T02:14:42.261976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:42.262040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:42.263897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:42.264415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:42.264881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:42.265682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:42.267536] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:42.268861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.273234] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 8.9s | Global ETA: 1h 18m 27s [2025-11-22T02:14:42.274292] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:42.274356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:42.276065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:42.276545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:42.277006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:42.277434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:42.278412] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:14:42.279103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.355521] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 7.4s | Global ETA: 1h 18m 28s [2025-11-22T02:14:42.356434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:42.356497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:42.361383] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:42.363804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:42.364565] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:42.365614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:42.367316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.809597] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 7.6s | Global ETA: 1h 18m 28s [2025-11-22T02:14:42.810480] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:42.810543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:42.811371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:42.813209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:42.815815] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:42.817746] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:42.818446] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:42.819437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.884820] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.45% | Symbol ETA: 5.9s | Global ETA: 1h 18m 28s [2025-11-22T02:14:42.885759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:42.885824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:42.887529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:42.888051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:42.888447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:42.889281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:42.891161] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:42.892365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:42.921435] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 8.2s | Global ETA: 1h 18m 29s [2025-11-22T02:14:43.036391] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 4.27% | Symbol ETA: 6.5s | Global ETA: 1h 18m 29s [2025-11-22T02:14:43.037302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:43.037363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:43.042108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:43.044502] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:43.045287] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:43.046313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:43.048016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:43.091306] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 0.84% [2025-11-22T02:14:43.256400] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 1.34% [2025-11-22T02:14:43.409072] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.19% | Symbol ETA: 6.9s | Global ETA: 1h 18m 29s [2025-11-22T02:14:43.410334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:43.410399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:43.411242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:43.413230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:43.416214] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:43.418534] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:43.419344] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:43.420440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:43.424954] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 0.35% [2025-11-22T02:14:43.514336] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 5.3s | Global ETA: 1h 18m 30s [2025-11-22T02:14:43.515231] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:43.515294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:43.517077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:43.517607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:43.518052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:43.519036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:43.520954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:43.522200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:43.650789] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 1.54% [2025-11-22T02:14:43.708444] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.90% | Symbol ETA: 5.8s | Global ETA: 1h 18m 30s [2025-11-22T02:14:43.709365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:43.709426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:43.714229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:43.716668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:43.717462] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:43.718471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:43.720162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:43.824522] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.41%, Actual: 0.88% [2025-11-22T02:14:43.997942] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 1.29% [2025-11-22T02:14:44.030456] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 6.3s | Global ETA: 1h 18m 31s [2025-11-22T02:14:44.031534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:44.031612] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:44.032564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:44.035034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:44.038255] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:44.040454] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:44.041253] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:44.042423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:44.144600] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.58% | Symbol ETA: 4.7s | Global ETA: 1h 18m 31s [2025-11-22T02:14:44.145562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:44.145627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:44.147407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:44.147946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:44.148343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:44.149152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:44.150977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:44.152219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:44.167844] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 1.42% [2025-11-22T02:14:44.336365] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 1.10% [2025-11-22T02:14:44.382197] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 5.1s | Global ETA: 1h 18m 31s [2025-11-22T02:14:44.383106] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:44.383169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:44.388043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:44.390477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:44.391294] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:44.392328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:44.394034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:44.504752] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 0.21% [2025-11-22T02:14:44.671490] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.48% [2025-11-22T02:14:44.671715] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 36.8325% [2025-11-22T02:14:44.671799] [INFO ] [main ] ALX: DISCARDED add_overnight_gap_amplitude (score: 36.83%) [2025-11-22T02:14:44.671840] [INFO ] [main ] ALX: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:14:44.671873] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_overnight_gap_mag'] [2025-11-22T02:14:44.671909] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:44.685321] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:44.686881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:44.686945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:44.688687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:44.689199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:44.689667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:44.690060] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:44.690577] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.95% | Symbol ETA: 5.8s | Global ETA: 1h 18m 32s [2025-11-22T02:14:44.691033] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:44.691512] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:44.691589] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:44.691717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:44.692488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:44.694465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:44.697167] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:44.699182] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:44.699925] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:44.700988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:44.759770] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 4.1s | Global ETA: 1h 18m 32s [2025-11-22T02:14:44.760714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:44.760797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:44.762495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:44.763022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:44.763489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:44.764266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:44.766170] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:44.767456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.057497] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 4.3s | Global ETA: 1h 18m 33s [2025-11-22T02:14:45.058386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:45.058448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:45.063207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:45.065585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:45.066377] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:45.067415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.069101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.308626] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 5.1s | Global ETA: 1h 18m 33s [2025-11-22T02:14:45.309558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.309629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:45.310486] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:45.312630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:45.315441] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:45.317687] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:45.318425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:45.319450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.338985] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.13% | Symbol ETA: 13.6s | Global ETA: 1h 18m 33s [2025-11-22T02:14:45.340030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.340094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.341804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:45.342290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:45.342743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:45.343126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:45.344081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:45.345107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.386235] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 3.5s | Global ETA: 1h 18m 33s [2025-11-22T02:14:45.387145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.387231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.388912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:45.389412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:45.389823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:45.390552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:45.392284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:45.393461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.730000] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.24% | Symbol ETA: 3.6s | Global ETA: 1h 18m 34s [2025-11-22T02:14:45.730955] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:45.731020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:45.735886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:45.738385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:45.739202] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:45.740234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.741946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.932435] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 4.5s | Global ETA: 1h 18m 34s [2025-11-22T02:14:45.933354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.933426] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:45.934299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:45.936442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:45.939289] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:45.941416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:45.942187] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:45.943858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.970953] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 2.9s | Global ETA: 1h 18m 34s [2025-11-22T02:14:45.971833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.971896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.973524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:45.974026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:45.974406] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:45.975190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:45.976908] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:45.978067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:45.992691] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 12.9s | Global ETA: 1h 18m 34s [2025-11-22T02:14:45.993878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:45.993941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:45.995736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:45.996229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:45.996692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:45.997075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:45.998043] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:45.998709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:46.471208] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 3.0s | Global ETA: 1h 18m 35s [2025-11-22T02:14:46.472223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:46.472294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:46.477353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:46.480022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:46.480928] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:46.481978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:46.483953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:46.627883] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.20% | Symbol ETA: 2.3s | Global ETA: 1h 18m 35s [2025-11-22T02:14:46.629059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:46.629133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:46.631155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:46.631746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:46.632250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:46.633261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:46.635295] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:46.636583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:46.754456] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 3.9s | Global ETA: 1h 18m 36s [2025-11-22T02:14:46.755870] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:46.755954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:46.757183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:46.760227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:46.764372] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:46.767460] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:46.768569] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:46.770085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:46.805775] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 12.6s | Global ETA: 1h 18m 36s [2025-11-22T02:14:46.807220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:46.807316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:46.809544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:46.810266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:46.810899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:46.811470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:46.813017] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:46.814072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:47.363089] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 2.3s | Global ETA: 1h 18m 37s [2025-11-22T02:14:47.364095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:47.364160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:47.369305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:47.372080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:47.372984] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:47.374027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:47.375824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:47.424004] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.12% | Symbol ETA: 1.7s | Global ETA: 1h 18m 37s [2025-11-22T02:14:47.424954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:47.425018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:47.426727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:47.427259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:47.427669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:47.428406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:47.430133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:47.431293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:47.527247] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.03% | Symbol ETA: 3.3s | Global ETA: 1h 18m 37s [2025-11-22T02:14:47.528238] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:47.528308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:47.529558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:47.531523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:47.534899] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:47.537740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:47.538764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:47.539988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:47.654496] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 12.1s | Global ETA: 1h 18m 37s [2025-11-22T02:14:47.655518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:47.655587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:47.657361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:47.657877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:47.658323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:47.658777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:47.659755] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:47.660441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:48.042711] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 1.0s | Global ETA: 1h 18m 38s [2025-11-22T02:14:48.051700] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 13.82% | Symbol ETA: 1.6s | Global ETA: 1h 18m 38s [2025-11-22T02:14:48.138740] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 1.82% | Symbol ETA: 2.6s | Global ETA: 1h 18m 38s [2025-11-22T02:14:48.219420] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 1.97% [2025-11-22T02:14:48.226360] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 2.28% [2025-11-22T02:14:48.318823] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.56% [2025-11-22T02:14:48.327845] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 11.3s | Global ETA: 1h 18m 39s [2025-11-22T02:14:48.328905] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:48.328969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:48.330716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:48.331235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:48.331719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:48.332118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:48.333116] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:48.333821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:48.396247] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.45%, Actual: 1.66% [2025-11-22T02:14:48.400631] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 0.97% [2025-11-22T02:14:48.489143] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.82%, Actual: 2.13% [2025-11-22T02:14:48.573155] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.06% [2025-11-22T02:14:48.577237] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 4.27%, Actual: 0.71% [2025-11-22T02:14:48.656585] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 1.04% [2025-11-22T02:14:48.746763] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 2.08% [2025-11-22T02:14:48.753235] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.58%, Actual: 1.56% [2025-11-22T02:14:48.825922] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 2.43% [2025-11-22T02:14:48.918129] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 1.70% [2025-11-22T02:14:48.945311] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 0.07% [2025-11-22T02:14:48.991591] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 10.6s | Global ETA: 1h 18m 40s [2025-11-22T02:14:48.992764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:48.992838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:48.994372] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.95%, Actual: 0.09% [2025-11-22T02:14:48.994579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:48.995115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:48.995587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:48.996020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:48.997073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:48.997838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:49.094185] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 1.06% [2025-11-22T02:14:49.140087] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 0.01% [2025-11-22T02:14:49.165928] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 2.34% [2025-11-22T02:14:49.261532] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.24%, Actual: 1.14% [2025-11-22T02:14:49.316676] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 1.01% [2025-11-22T02:14:49.337859] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 1.82% [2025-11-22T02:14:49.428204] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.31% [2025-11-22T02:14:49.489792] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.04% [2025-11-22T02:14:49.508677] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 1.09% [2025-11-22T02:14:49.601820] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 3.34% [2025-11-22T02:14:49.663098] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 9.8s | Global ETA: 1h 18m 41s [2025-11-22T02:14:49.664153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:49.664218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:49.665926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:49.666417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:49.666604] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.12%, Actual: 6.45% [2025-11-22T02:14:49.666886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:49.667305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:49.668347] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:49.669080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:49.682001] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.03%, Actual: 0.21% [2025-11-22T02:14:49.775246] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 13.82%, Actual: 1.17% [2025-11-22T02:14:49.775462] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 39.7317% [2025-11-22T02:14:49.775556] [INFO ] [main ] PEN: DISCARDED add_true_range (score: 39.73%) [2025-11-22T02:14:49.775600] [INFO ] [main ] PEN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:14:49.775632] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_vol_of_vol'] [2025-11-22T02:14:49.775691] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:49.789748] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:49.791100] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:49.791165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:49.796258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:49.798952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:49.799796] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:49.800862] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:49.802066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:49.840721] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 1.13% [2025-11-22T02:14:49.840944] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 34.8684% [2025-11-22T02:14:49.841032] [INFO ] [main ] BEP: DISCARDED add_volatility_decay_ratio (score: 34.87%) [2025-11-22T02:14:49.841077] [INFO ] [main ] BEP: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:14:49.841112] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:14:49.841150] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:49.849410] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 1.82%, Actual: 3.28% [2025-11-22T02:14:49.849630] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 37.8678% [2025-11-22T02:14:49.849759] [INFO ] [main ] PEB: DISCARDED add_regime_flags (score: 37.87%) [2025-11-22T02:14:49.849803] [INFO ] [main ] PEB: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:14:49.849837] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:14:49.849872] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:49.852595] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:49.854085] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:49.854151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:49.856089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:49.856598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:49.857019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:49.857842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:49.859721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:49.860220] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:49.864136] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:49.861433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:49.865502] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:49.865568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:49.866607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:49.867689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:49.868682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:49.871524] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:49.873630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:49.874534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:49.876442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:49.876949] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:49.877985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:49.879576] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:49.880594] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:49.881282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:50.322419] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 9.1s | Global ETA: 1h 18m 42s [2025-11-22T02:14:50.323411] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:50.323875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:50.325513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:50.326014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:50.326445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:50.326904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:50.327918] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:50.328578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:50.484543] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.39% | Symbol ETA: 8.1s | Global ETA: 1h 18m 43s [2025-11-22T02:14:50.485576] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:50.485675] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:50.486582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:50.488574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:50.489029] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 7.7s | Global ETA: 1h 18m 43s [2025-11-22T02:14:50.490049] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:50.490122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:50.491012] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -3.12% | Symbol ETA: 6.6s | Global ETA: 1h 18m 43s [2025-11-22T02:14:50.491610] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:50.491918] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:50.491983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:50.493691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:50.493752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:50.494172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:50.494552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:50.494567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:50.495217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:50.495323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:50.496539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:50.497058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:50.497060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:50.497537] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:50.497998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:50.498177] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:50.498685] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:50.498914] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:50.499978] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:50.499987] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:50.500746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:50.501163] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:50.501168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:50.501937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:50.965449] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 8.4s | Global ETA: 1h 18m 43s [2025-11-22T02:14:50.966432] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:50.966495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:50.968235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:50.968733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:50.969179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:50.969558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:50.970499] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:14:50.971167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.101867] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.49% | Symbol ETA: 5.9s | Global ETA: 1h 18m 44s [2025-11-22T02:14:51.102793] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:51.102859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:51.104561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:51.105072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:51.105550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:51.106347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:51.108304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:51.108827] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:51.110067] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:51.112132] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 7.5s | Global ETA: 1h 18m 44s [2025-11-22T02:14:51.112198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.113083] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:51.113151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:51.114006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:51.115858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:51.118590] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:51.120797] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:51.121512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:51.123358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:51.123867] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:51.124889] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:51.126515] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:51.127583] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:51.128664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.203789] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 7.0s | Global ETA: 1h 18m 44s [2025-11-22T02:14:51.204747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:51.204811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:51.209854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:51.212429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:51.213272] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:51.214347] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:51.215490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.611494] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 7.7s | Global ETA: 1h 18m 45s [2025-11-22T02:14:51.727312] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 6.8s | Global ETA: 1h 18m 45s [2025-11-22T02:14:51.728256] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:51.728323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:51.729209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:51.730853] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 5.3s | Global ETA: 1h 18m 45s [2025-11-22T02:14:51.731056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:51.731744] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:51.731808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:51.733431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:51.733712] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:51.733934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:51.734321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:51.735068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:51.735680] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:51.736406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:51.736819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:51.737301] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:51.738283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:51.738391] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:51.738789] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:51.739822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:51.740407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.741471] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:51.742560] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:51.743275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.780799] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 0.84% [2025-11-22T02:14:51.915046] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 6.3s | Global ETA: 1h 18m 45s [2025-11-22T02:14:51.916012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:51.916081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:51.921229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:51.923745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:51.924578] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:51.925671] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:51.926835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:51.947316] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 1.34% [2025-11-22T02:14:52.115953] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.63%, Actual: 0.35% [2025-11-22T02:14:52.282050] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 1.54% [2025-11-22T02:14:52.353728] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 6.2s | Global ETA: 1h 18m 46s [2025-11-22T02:14:52.354672] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:52.354739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:52.355594] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:52.357487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:52.358591] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 4.6s | Global ETA: 1h 18m 46s [2025-11-22T02:14:52.359509] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:52.359572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:52.360196] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:52.361227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:52.361730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:52.362110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:52.362212] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:52.362883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:52.362976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:52.364601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:52.364808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:52.365081] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:52.365292] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:52.366180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:52.366402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:52.368167] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:52.368245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:52.369266] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:52.370008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:52.449730] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.52%, Actual: 0.88% [2025-11-22T02:14:52.610263] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 5.6s | Global ETA: 1h 18m 46s [2025-11-22T02:14:52.611231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:52.611295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:52.616540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:52.618242] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 1.29% [2025-11-22T02:14:52.619202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:52.620072] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:52.621153] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:52.622347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:52.786059] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 1.42% [2025-11-22T02:14:52.953143] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.10% [2025-11-22T02:14:52.964755] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 4.0s | Global ETA: 1h 18m 47s [2025-11-22T02:14:52.965694] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:52.965761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:52.967550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:52.968082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:52.968480] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:52.969296] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:52.969855] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.89% | Symbol ETA: 5.6s | Global ETA: 1h 18m 47s [2025-11-22T02:14:52.970760] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:52.970826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:52.971228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:52.971637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:52.971759] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:52.972947] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:52.973464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:52.975126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:52.976059] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:52.978046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:52.978771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:52.980504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:52.980991] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:52.981985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:52.983553] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:52.984592] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:52.985270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:53.121285] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.02%, Actual: 0.21% [2025-11-22T02:14:53.285715] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.48% [2025-11-22T02:14:53.285890] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 38.9942% [2025-11-22T02:14:53.285961] [INFO ] [main ] ALX: DISCARDED add_overnight_gap_mag (score: 38.99%) [2025-11-22T02:14:53.286000] [INFO ] [main ] ALX: Testing feature 29/53: add_pct_change [2025-11-22T02:14:53.286053] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_pct_change'] [2025-11-22T02:14:53.286089] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:14:53.298615] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:53.299994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:53.300055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:53.301722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:53.302253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:53.302713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:53.303132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:53.304099] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:53.306057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:53.314762] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 0.40% | Symbol ETA: 4.9s | Global ETA: 1h 18m 48s [2025-11-22T02:14:53.315671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:53.315745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:53.320599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:53.323279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:53.324121] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:53.325145] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:53.326273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:53.585057] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.48% | Symbol ETA: 3.4s | Global ETA: 1h 18m 48s [2025-11-22T02:14:53.585949] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:53.586019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:53.587701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:53.589174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:53.589565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:53.590320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:53.595360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:53.595885] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:53.597081] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:53.599233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:53.604163] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 5.0s | Global ETA: 1h 18m 48s [2025-11-22T02:14:53.605165] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:53.605233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:53.606175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:53.608184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:53.611095] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:53.613262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:53.614070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:53.616071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:53.616595] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:53.617730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:53.619537] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:53.620707] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:53.621419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:53.953224] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.67% | Symbol ETA: 13.3s | Global ETA: 1h 18m 49s [2025-11-22T02:14:53.954222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:53.954284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:53.955923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:53.956390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:53.956847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:53.957252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:53.958195] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:53.960185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.004367] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.54% | Symbol ETA: 4.2s | Global ETA: 1h 18m 49s [2025-11-22T02:14:54.005687] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:54.005749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:54.010737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:54.013253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:54.014089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:54.015116] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:54.016365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.201090] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 2.7s | Global ETA: 1h 18m 49s [2025-11-22T02:14:54.201983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:54.202048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:54.203705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:54.204194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:54.204581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:54.205330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:54.207098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:54.207586] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:54.208750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:54.210757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.244786] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 4.4s | Global ETA: 1h 18m 50s [2025-11-22T02:14:54.245749] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:54.245823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:54.247273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:54.249264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:54.252114] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:54.254259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:54.255018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:54.256880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:54.258048] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:54.259542] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:54.261354] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:54.262464] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:54.263234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.610296] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 12.6s | Global ETA: 1h 18m 50s [2025-11-22T02:14:54.611290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:54.611352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:54.612997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:54.613467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:54.613927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:54.614309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:54.615269] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:54.617299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.695795] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 3.5s | Global ETA: 1h 18m 50s [2025-11-22T02:14:54.696753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:54.696818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:54.702034] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:54.704561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:54.705382] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:54.706440] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:54.707615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.810529] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 2.1s | Global ETA: 1h 18m 51s [2025-11-22T02:14:54.811419] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:54.811482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:54.813169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:54.813720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:54.814127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:54.814947] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:54.816774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:54.817275] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:54.818436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:54.820540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:54.888098] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 3.7s | Global ETA: 1h 18m 51s [2025-11-22T02:14:54.889084] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:54.889155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:54.890029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:54.891997] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:54.894829] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:54.896907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:54.897721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:54.899619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:54.900135] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:54.901214] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:54.902976] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:54.904127] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:54.904842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:55.264531] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 12.0s | Global ETA: 1h 18m 51s [2025-11-22T02:14:55.265518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:55.265962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:55.267626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:55.268115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:55.268544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:55.268985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:55.269937] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:55.271872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:55.394262] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.06% | Symbol ETA: 2.8s | Global ETA: 1h 18m 52s [2025-11-22T02:14:55.395211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:55.395274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:55.400346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:55.403260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:55.404091] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:55.405353] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:55.406565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:55.422297] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.49% | Symbol ETA: 1.5s | Global ETA: 1h 18m 52s [2025-11-22T02:14:55.423193] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:14:55.423258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:55.424926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:55.425404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:55.425812] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:55.426546] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:55.428346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:55.428823] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:55.429940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:14:55.431947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:55.528927] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.94% | Symbol ETA: 3.1s | Global ETA: 1h 18m 52s [2025-11-22T02:14:55.529907] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:14:55.529974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:55.530857] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:55.532777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:55.535519] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:55.537637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:55.538447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:55.540331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:55.540858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:14:55.541962] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:14:55.543670] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:55.544734] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:14:55.545418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:55.924023] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.73% | Symbol ETA: 11.3s | Global ETA: 1h 18m 53s [2025-11-22T02:14:55.925004] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:55.925066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:55.926712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:55.927177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:55.927630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:55.928030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:55.929006] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:55.930925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:56.029530] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 0.9s | Global ETA: 1h 18m 53s [2025-11-22T02:14:56.091060] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 3.82% | Symbol ETA: 2.1s | Global ETA: 1h 18m 53s [2025-11-22T02:14:56.091968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:56.092030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:56.096744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:56.099172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:56.099960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:56.100962] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:14:56.102063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:56.142433] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.83% | Symbol ETA: 2.5s | Global ETA: 1h 18m 53s [2025-11-22T02:14:56.204948] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -3.12%, Actual: 1.97% [2025-11-22T02:14:56.312489] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.39%, Actual: 0.56% [2025-11-22T02:14:56.382082] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.49%, Actual: 1.66% [2025-11-22T02:14:56.479503] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 2.13% [2025-11-22T02:14:56.554189] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 0.06% [2025-11-22T02:14:56.581004] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.49% | Symbol ETA: 10.7s | Global ETA: 1h 18m 54s [2025-11-22T02:14:56.581999] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:56.582061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:56.583705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:56.584191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:56.584622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:56.585025] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:56.585983] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:56.587975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:56.648271] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 1.04% [2025-11-22T02:14:56.728085] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 1.56% [2025-11-22T02:14:56.784893] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.63% | Symbol ETA: 1.4s | Global ETA: 1h 18m 54s [2025-11-22T02:14:56.814043] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 2.43% [2025-11-22T02:14:56.903460] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 0.07% [2025-11-22T02:14:56.957510] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 2.28% [2025-11-22T02:14:56.980268] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.89%, Actual: 0.09% [2025-11-22T02:14:57.079463] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 0.01% [2025-11-22T02:14:57.126171] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.97% [2025-11-22T02:14:57.153318] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 2.34% [2025-11-22T02:14:57.232894] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 10.0s | Global ETA: 1h 18m 55s [2025-11-22T02:14:57.233913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:57.233986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:57.235595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:57.236115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:57.236541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:57.236941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:57.237942] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:57.239921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:57.255819] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 1.01% [2025-11-22T02:14:57.295948] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.61%, Actual: 0.71% [2025-11-22T02:14:57.323447] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 1.82% [2025-11-22T02:14:57.434733] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 0.04% [2025-11-22T02:14:57.475569] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 2.08% [2025-11-22T02:14:57.492693] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 1.09% [2025-11-22T02:14:57.610973] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.49%, Actual: 6.45% [2025-11-22T02:14:57.644274] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 0.40%, Actual: 1.70% [2025-11-22T02:14:57.660805] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.94%, Actual: 0.21% [2025-11-22T02:14:57.785060] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 1.13% [2025-11-22T02:14:57.785301] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 26.2760% [2025-11-22T02:14:57.785402] [INFO ] [main ] BEP: DISCARDED add_volatility_state_percentiles (score: 26.28%) [2025-11-22T02:14:57.785455] [INFO ] [main ] BEP: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:14:57.785492] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_volume_dispersion'] [2025-11-22T02:14:57.785529] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:14:57.797777] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:57.799305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:57.799368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:57.801072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:57.801578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:57.801996] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:57.802746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:57.804478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:14:57.808744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:57.811329] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.54%, Actual: 1.06% [2025-11-22T02:14:57.827560] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.83%, Actual: 3.28% [2025-11-22T02:14:57.827785] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 39.4593% [2025-11-22T02:14:57.827874] [INFO ] [main ] PEB: DISCARDED add_return_volume_nonlinearity_proxies (score: 39.46%) [2025-11-22T02:14:57.827926] [INFO ] [main ] PEB: Testing feature 42/53: add_shelf_lag [2025-11-22T02:14:57.827965] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_shelf_lag'] [2025-11-22T02:14:57.828006] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:14:57.841407] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:57.842620] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:57.842707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:57.843540] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:57.845388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:57.848143] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:57.850151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:57.850893] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:57.852315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:57.891225] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 9.4s | Global ETA: 1h 18m 56s [2025-11-22T02:14:57.892203] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:57.892265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:57.893925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:57.894413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:57.894870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:57.895250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:57.896225] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:57.898213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:57.980972] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 1.14% [2025-11-22T02:14:58.148705] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.06%, Actual: 1.31% [2025-11-22T02:14:58.317377] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 3.82%, Actual: 3.34% [2025-11-22T02:14:58.474207] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.04% | Symbol ETA: 6.7s | Global ETA: 1h 18m 57s [2025-11-22T02:14:58.475259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:58.475326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:58.477679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:58.478383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:58.478951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:58.480009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:58.482540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:14:58.483177] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.63%, Actual: 1.17% [2025-11-22T02:14:58.483345] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 37.5035% [2025-11-22T02:14:58.483444] [INFO ] [main ] PEN: DISCARDED add_vol_of_vol (score: 37.50%) [2025-11-22T02:14:58.483487] [INFO ] [main ] PEN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:14:58.483518] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volatility_decay_ratio'] [2025-11-22T02:14:58.483554] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:14:58.484545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:58.496882] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:14:58.498305] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:58.498367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:58.503230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:58.505685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:58.506452] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:58.507489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:58.508691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:58.548092] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.76% | Symbol ETA: 8.5s | Global ETA: 1h 18m 57s [2025-11-22T02:14:58.549012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:58.549075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:58.549899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:58.551056] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 8.7s | Global ETA: 1h 18m 57s [2025-11-22T02:14:58.551727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:58.552062] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:58.552125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:58.553760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:58.554229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:58.554348] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:58.554673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:58.555094] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:58.556048] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:58.556373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:58.557098] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:58.558044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:58.558541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.112616] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 5.9s | Global ETA: 1h 18m 59s [2025-11-22T02:14:59.113499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:59.113562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:59.115199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:59.115724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:59.116142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:59.116917] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:59.118707] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:14:59.120123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.178440] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 7.3s | Global ETA: 1h 18m 59s [2025-11-22T02:14:59.179405] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:59.179471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:59.184951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:59.187498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:59.188312] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:59.189361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:59.190587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.208231] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 8.0s | Global ETA: 1h 18m 59s [2025-11-22T02:14:59.209221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:59.209282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:59.210910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:59.211373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:14:59.211818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:59.212198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:14:59.213146] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:14:59.215092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.240744] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 7.7s | Global ETA: 1h 18m 59s [2025-11-22T02:14:59.241662] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:59.241726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:59.242549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:59.244444] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:59.247090] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:59.249093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:59.249832] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:59.251287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.760379] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 5.2s | Global ETA: 1h 18m 60s [2025-11-22T02:14:59.761318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:59.761406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:14:59.763137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:14:59.763665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:14:59.764143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:14:59.764924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:59.766666] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:14:59.768166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.864474] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 1.39% | Symbol ETA: 7.4s | Global ETA: 1h 18m 60s [2025-11-22T02:14:59.879178] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 6.7s | Global ETA: 1h 18m 60s [2025-11-22T02:14:59.880101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:14:59.880165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:14:59.885340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:14:59.887984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:14:59.888871] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:14:59.890152] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:14:59.891352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:14:59.941768] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.41% | Symbol ETA: 7.0s | Global ETA: 1h 19m 0s [2025-11-22T02:14:59.942675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:14:59.942738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:14:59.943584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:14:59.945416] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:14:59.948091] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:14:59.950076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:14:59.950804] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:14:59.952182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:00.033549] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.67%, Actual: 0.84% [2025-11-22T02:15:00.203612] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 1.34% [2025-11-22T02:15:00.370947] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.63%, Actual: 0.35% [2025-11-22T02:15:00.386871] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 4.5s | Global ETA: 1h 19m 1s [2025-11-22T02:15:00.387798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:00.387861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:00.389536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:00.390042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:00.390431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:00.391183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:00.392906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:00.394271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:00.538183] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.73%, Actual: 1.54% [2025-11-22T02:15:00.599949] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.86% | Symbol ETA: 6.0s | Global ETA: 1h 19m 1s [2025-11-22T02:15:00.601080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:00.601146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:00.606373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:00.609131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:00.609946] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:00.611093] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:00.612270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:00.643970] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 6.3s | Global ETA: 1h 19m 1s [2025-11-22T02:15:00.644863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:00.644927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:00.645756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:00.647589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:00.650203] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:00.652178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:00.652931] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:00.654334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:00.720844] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.49%, Actual: 0.88% [2025-11-22T02:15:00.972025] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 1.29% [2025-11-22T02:15:01.038596] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 3.9s | Global ETA: 1h 19m 2s [2025-11-22T02:15:01.039486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:01.039550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:01.041194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:01.041703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:01.042091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:01.042844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:01.044575] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:01.045951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:01.313603] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 1.42% [2025-11-22T02:15:01.531276] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.10% [2025-11-22T02:15:01.539792] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.49% | Symbol ETA: 5.8s | Global ETA: 1h 19m 3s [2025-11-22T02:15:01.540679] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:01.540742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:01.541542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:01.543335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:01.545935] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:01.547902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:01.548609] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:01.550038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:01.556265] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 5.7s | Global ETA: 1h 19m 3s [2025-11-22T02:15:01.557125] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:01.557187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:01.561994] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:01.564408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:01.565205] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:01.566234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:01.567413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:01.653660] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 3.2s | Global ETA: 1h 19m 3s [2025-11-22T02:15:01.654582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:01.654667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:01.656389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:01.656923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:01.657348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:01.658125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:01.659905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:01.661354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:01.713993] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.21% [2025-11-22T02:15:01.941055] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 1.39%, Actual: 0.48% [2025-11-22T02:15:01.941318] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 39.1490% [2025-11-22T02:15:01.941437] [INFO ] [main ] ALX: DISCARDED add_pct_change (score: 39.15%) [2025-11-22T02:15:01.941503] [INFO ] [main ] ALX: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:15:01.941562] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_preclose_acceleration_mag'] [2025-11-22T02:15:01.941618] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:01.960272] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:01.961997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:01.962062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:01.964009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:01.964525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:01.965013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:01.965410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:01.966601] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:01.967691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:02.250112] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 5.1s | Global ETA: 1h 19m 4s [2025-11-22T02:15:02.251068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:02.251133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:02.251999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:02.253851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:02.256812] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:02.259151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:02.260047] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:02.261569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:02.413206] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 2.6s | Global ETA: 1h 19m 5s [2025-11-22T02:15:02.414563] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:02.414637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:02.416430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:02.416998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:02.417445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:02.418239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:02.420079] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:02.421538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:02.519752] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 4.61% | Symbol ETA: 5.2s | Global ETA: 1h 19m 5s [2025-11-22T02:15:02.520681] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:02.520745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:02.525677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:02.528263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:02.529136] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:02.530207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:02.531548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:02.673613] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.91% | Symbol ETA: 13.3s | Global ETA: 1h 19m 5s [2025-11-22T02:15:02.674763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:02.674827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:02.676549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:02.677107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:02.677578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:02.678012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:02.679030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:02.680090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:02.966814] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -3.10% | Symbol ETA: 4.3s | Global ETA: 1h 19m 6s [2025-11-22T02:15:02.967828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:02.967895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:02.968758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:02.970976] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:02.973672] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:02.975832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:02.976568] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:02.978056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.040764] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 2.0s | Global ETA: 1h 19m 6s [2025-11-22T02:15:03.041941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:03.042023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:03.044043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:03.044718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:03.045237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:03.046116] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:03.048207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:03.049944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.203877] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 4.3s | Global ETA: 1h 19m 6s [2025-11-22T02:15:03.204813] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:03.204877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:03.209709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:03.212200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:03.213013] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:03.214038] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:03.215180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.334532] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 12.4s | Global ETA: 1h 19m 6s [2025-11-22T02:15:03.335520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:03.335582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:03.337318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:03.337840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:03.338274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:03.338676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:03.339660] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:03.340664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.673162] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.64% | Symbol ETA: 1.3s | Global ETA: 1h 19m 7s [2025-11-22T02:15:03.674109] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:03.674174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:03.675997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:03.676499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:03.676919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:03.677727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:03.679560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:03.680986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.687996] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 2.84% | Symbol ETA: 3.6s | Global ETA: 1h 19m 7s [2025-11-22T02:15:03.689226] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:03.689306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:03.690411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:03.692887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:03.695828] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:03.697982] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:03.698759] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:03.700257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.892970] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 3.13% | Symbol ETA: 3.4s | Global ETA: 1h 19m 7s [2025-11-22T02:15:03.893896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:03.893958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:03.898853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:03.901464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:03.902302] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:03.903346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:03.904513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:03.988909] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 11.6s | Global ETA: 1h 19m 8s [2025-11-22T02:15:03.989933] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:03.989997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:03.991599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:03.992090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:03.992548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:03.992961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:03.993940] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:03.994936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:04.279590] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 1.75% | Symbol ETA: 0.7s | Global ETA: 1h 19m 8s [2025-11-22T02:15:04.447401] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.04%, Actual: 1.97% [2025-11-22T02:15:04.453928] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 5.48% | Symbol ETA: 2.9s | Global ETA: 1h 19m 8s [2025-11-22T02:15:04.454838] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:04.454902] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:04.455756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:04.457691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:04.460267] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:04.462204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:04.462990] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:15:04.464407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:04.587236] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 5.27% | Symbol ETA: 2.7s | Global ETA: 1h 19m 9s [2025-11-22T02:15:04.588543] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:04.588606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:04.593507] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:04.596072] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:04.596914] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:04.597976] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:04.599166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:04.614736] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 1.66% [2025-11-22T02:15:04.639058] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 10.9s | Global ETA: 1h 19m 9s [2025-11-22T02:15:04.640072] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:04.640133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:04.641809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:04.642292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:04.642750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:04.643138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:04.644086] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:04.645085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:04.782324] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.06% [2025-11-22T02:15:04.948779] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 1.56% [2025-11-22T02:15:05.118471] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.07% [2025-11-22T02:15:05.140058] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.65% | Symbol ETA: 2.1s | Global ETA: 1h 19m 10s [2025-11-22T02:15:05.273094] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 1.9s | Global ETA: 1h 19m 10s [2025-11-22T02:15:05.274031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:05.274095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:05.279028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:05.281513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:05.282325] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:05.283381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:05.284532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:05.285341] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.50%, Actual: 0.01% [2025-11-22T02:15:05.301591] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 10.2s | Global ETA: 1h 19m 10s [2025-11-22T02:15:05.302617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:05.302719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:05.304492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:05.305069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:05.305513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:05.305923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:05.306928] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:05.308030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:05.309452] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.76%, Actual: 0.56% [2025-11-22T02:15:05.453765] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 1.01% [2025-11-22T02:15:05.476755] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 2.13% [2025-11-22T02:15:05.621689] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.04% [2025-11-22T02:15:05.644823] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.41%, Actual: 1.04% [2025-11-22T02:15:05.789895] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.64%, Actual: 6.45% [2025-11-22T02:15:05.812344] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 2.43% [2025-11-22T02:15:05.956554] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.28% | Symbol ETA: 1.1s | Global ETA: 1h 19m 11s [2025-11-22T02:15:05.977185] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 1.75%, Actual: 1.13% [2025-11-22T02:15:05.977422] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.6156% [2025-11-22T02:15:05.977512] [INFO ] [main ] BEP: DISCARDED add_volume_dispersion (score: 36.62%) [2025-11-22T02:15:05.977557] [INFO ] [main ] BEP: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:15:05.977588] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_volume_flow_differentials'] [2025-11-22T02:15:05.977624] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:15:05.979160] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 9.5s | Global ETA: 1h 19m 11s [2025-11-22T02:15:05.980315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:05.980379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:05.982075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:05.982576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:05.983053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:05.983444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:05.984549] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:05.985699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:05.988895] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:05.990409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:05.990472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:05.992173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:05.992702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:05.993150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:05.993921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:05.995675] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:05.998403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:05.999069] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 0.09% [2025-11-22T02:15:06.130291] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 2.28% [2025-11-22T02:15:06.168103] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 2.34% [2025-11-22T02:15:06.300081] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.97% [2025-11-22T02:15:06.336432] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -3.10%, Actual: 1.82% [2025-11-22T02:15:06.473199] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.86%, Actual: 0.71% [2025-11-22T02:15:06.502734] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 2.84%, Actual: 1.09% [2025-11-22T02:15:06.598962] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.67% | Symbol ETA: 6.0s | Global ETA: 1h 19m 12s [2025-11-22T02:15:06.599881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:06.599952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:06.601637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:06.602154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:06.602550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:06.603316] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:06.605101] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:06.608023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:06.647162] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.01% | Symbol ETA: 8.9s | Global ETA: 1h 19m 12s [2025-11-22T02:15:06.648244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:06.648309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:06.650201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:06.650749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:06.651213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:06.651604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:06.652566] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:06.653605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:06.655119] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 2.08% [2025-11-22T02:15:06.670661] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 5.48%, Actual: 0.21% [2025-11-22T02:15:06.836793] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.65%, Actual: 3.28% [2025-11-22T02:15:06.837027] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 32.0565% [2025-11-22T02:15:06.837112] [INFO ] [main ] PEB: DISCARDED add_shelf_lag (score: 32.06%) [2025-11-22T02:15:06.837153] [INFO ] [main ] PEB: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:15:06.837187] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_signed_carry_history_11'] [2025-11-22T02:15:06.837242] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:06.837303] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 4.61%, Actual: 1.70% [2025-11-22T02:15:06.850724] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:06.852127] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:06.852204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:06.853052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:06.854893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:06.857529] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:06.859460] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:06.860195] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:06.861539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.012076] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.63%, Actual: 1.06% [2025-11-22T02:15:07.190564] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 3.13%, Actual: 1.14% [2025-11-22T02:15:07.215881] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 3.15% | Symbol ETA: 5.4s | Global ETA: 1h 19m 13s [2025-11-22T02:15:07.217126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:07.217189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:07.218886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:07.219394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:07.219813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:07.220544] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:07.222272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:07.224970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.314463] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 8.2s | Global ETA: 1h 19m 14s [2025-11-22T02:15:07.315510] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:07.315574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:07.317310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:07.317831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:07.318277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:07.318693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:07.319664] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:07.320687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.361819] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 5.27%, Actual: 1.31% [2025-11-22T02:15:07.463947] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 7.7s | Global ETA: 1h 19m 14s [2025-11-22T02:15:07.464832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:07.464896] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:07.465730] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:07.467673] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:07.470327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:07.472282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:07.473046] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:07.474402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.533155] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 3.34% [2025-11-22T02:15:07.706220] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.28%, Actual: 1.17% [2025-11-22T02:15:07.706435] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 40.1837% [2025-11-22T02:15:07.706523] [INFO ] [main ] PEN: DISCARDED add_volatility_decay_ratio (score: 40.18%) [2025-11-22T02:15:07.706591] [INFO ] [main ] PEN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:15:07.706629] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:15:07.706689] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:07.720535] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:07.722089] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:07.722155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:07.727245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:07.729883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:07.730734] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:07.731812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:07.733603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:07.734115] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:07.735254] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:07.737446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.825329] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 4.8s | Global ETA: 1h 19m 15s [2025-11-22T02:15:07.826206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:07.826269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:07.828007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:07.828534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:07.828948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:07.829777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:07.831541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:07.834437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:07.975813] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.23% | Symbol ETA: 7.5s | Global ETA: 1h 19m 15s [2025-11-22T02:15:07.976848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:07.976935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:07.978629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:07.979173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:07.979610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:07.980012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:07.980960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:07.982006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:08.071035] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 7.0s | Global ETA: 1h 19m 15s [2025-11-22T02:15:08.071978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:08.072043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:08.072905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:08.074803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:08.077541] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:08.079558] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:08.080383] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:08.081868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:08.438366] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 4.2s | Global ETA: 1h 19m 16s [2025-11-22T02:15:08.439247] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:08.439310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:08.440396] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 7.5s | Global ETA: 1h 19m 16s [2025-11-22T02:15:08.440950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:08.441301] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:08.441366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:08.441430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:08.441835] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:08.442567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:08.444306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:08.446189] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:08.447014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:08.448613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:08.449421] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:08.450448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:08.452188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:08.452670] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:08.453756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:08.455781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:08.632822] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 6.9s | Global ETA: 1h 19m 16s [2025-11-22T02:15:08.677159] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 3.26% | Symbol ETA: 6.4s | Global ETA: 1h 19m 16s [2025-11-22T02:15:08.678132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:08.678198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:08.679020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:08.680822] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:08.683409] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:08.685328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:08.686050] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:08.687430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:08.806594] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.91%, Actual: 0.84% [2025-11-22T02:15:08.978818] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 1.34% [2025-11-22T02:15:09.047255] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 3.6s | Global ETA: 1h 19m 17s [2025-11-22T02:15:09.048149] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:09.048212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:09.049877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:09.050358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:09.050761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:09.051487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:09.053258] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:09.055940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:09.149555] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 6.7s | Global ETA: 1h 19m 17s [2025-11-22T02:15:09.150482] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:09.150547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:09.154485] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 0.35% [2025-11-22T02:15:09.155533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:09.158393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:09.159233] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:09.160323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:09.162110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:09.162614] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:09.164116] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:09.166172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:09.281241] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 5.8s | Global ETA: 1h 19m 17s [2025-11-22T02:15:09.282120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:09.282183] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:09.282999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:09.284837] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:09.287433] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:09.289351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:09.290120] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:09.291440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:09.329103] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 1.54% [2025-11-22T02:15:09.502738] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 0.88% [2025-11-22T02:15:09.652890] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 2.9s | Global ETA: 1h 19m 18s [2025-11-22T02:15:09.653778] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:09.653841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:09.655456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:09.655948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:09.656326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:09.657068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:09.658813] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:09.661476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:09.675803] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.29% [2025-11-22T02:15:09.850994] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.01%, Actual: 1.42% [2025-11-22T02:15:09.859011] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 2.16% | Symbol ETA: 6.0s | Global ETA: 1h 19m 18s [2025-11-22T02:15:09.859965] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:09.860031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:09.865027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:09.867561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:09.868463] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:09.869891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:09.871791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:09.872313] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:09.873427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:09.875496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:09.881975] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 5.2s | Global ETA: 1h 19m 18s [2025-11-22T02:15:09.882915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:09.882978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:09.883810] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:09.885630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:09.888283] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:09.890246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:09.891033] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:09.892415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:10.037696] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 1.10% [2025-11-22T02:15:10.217310] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.23%, Actual: 0.21% [2025-11-22T02:15:10.265473] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 2.3s | Global ETA: 1h 19m 19s [2025-11-22T02:15:10.266351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:10.266439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:10.268123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:10.268617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:10.269048] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:10.269820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:10.271582] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:10.274431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:10.397393] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.48% [2025-11-22T02:15:10.397630] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 43.8092% [2025-11-22T02:15:10.397741] [INFO ] [main ] ALX: DISCARDED add_preclose_acceleration_mag (score: 43.81%) [2025-11-22T02:15:10.397787] [INFO ] [main ] ALX: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:15:10.400530] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prev_1100_to_open'] [2025-11-22T02:15:10.400587] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:10.416089] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:10.417922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:10.417986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:10.419821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:10.420337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:10.420806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:10.421203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:10.422226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:10.422930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:10.481798] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 4.6s | Global ETA: 1h 19m 20s [2025-11-22T02:15:10.482714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:10.482778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:10.483577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:10.485410] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:10.488086] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:10.490091] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:10.490825] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:10.492215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:10.551965] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 5.2s | Global ETA: 1h 19m 20s [2025-11-22T02:15:10.552910] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:10.552975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:10.558013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:10.560507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:10.561332] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:10.562403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:10.564253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:10.564772] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:10.565908] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:10.568053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:10.876154] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.53% | Symbol ETA: 1.7s | Global ETA: 1h 19m 20s [2025-11-22T02:15:10.877036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:10.877100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:10.878764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:10.879267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:10.879673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:10.880779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:10.882535] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:10.885272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.083392] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 4.0s | Global ETA: 1h 19m 21s [2025-11-22T02:15:11.084314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:11.084378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:11.085234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:11.087142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:11.089886] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:11.091883] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:11.092690] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:11.094061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.105693] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 12.4s | Global ETA: 1h 19m 21s [2025-11-22T02:15:11.106813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:11.106882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:11.108667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:11.109172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:11.109676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:11.110105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:11.111129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:11.111933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.246405] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.33% | Symbol ETA: 4.5s | Global ETA: 1h 19m 21s [2025-11-22T02:15:11.247387] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:11.247452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:11.252422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:11.255038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:11.255900] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:11.256976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:11.258883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:11.259397] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:11.260515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:11.262583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.485734] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -3.02% | Symbol ETA: 1.1s | Global ETA: 1h 19m 21s [2025-11-22T02:15:11.486671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:11.486734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:11.488451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:11.488972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:11.489355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:11.490145] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:11.491900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:11.494692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.687754] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 3.4s | Global ETA: 1h 19m 22s [2025-11-22T02:15:11.688726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:11.688797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:11.689677] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:11.691528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:11.694233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:11.696231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:11.696961] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:11.698356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.790765] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 11.7s | Global ETA: 1h 19m 22s [2025-11-22T02:15:11.791846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:11.791912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:11.793608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:11.794228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:11.794697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:11.795092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:11.796102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:11.796799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:11.929830] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 3.8s | Global ETA: 1h 19m 22s [2025-11-22T02:15:11.930815] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:11.930880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:11.935978] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:11.938628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:11.939448] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:11.940552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:11.942388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:11.942899] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:11.944016] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:11.946060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:12.118917] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 0.5s | Global ETA: 1h 19m 23s [2025-11-22T02:15:12.286498] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.67%, Actual: 1.97% [2025-11-22T02:15:12.293948] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.76% | Symbol ETA: 2.7s | Global ETA: 1h 19m 23s [2025-11-22T02:15:12.294842] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:12.294906] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:12.295744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:12.297815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:12.300480] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:12.302472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:12.303214] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:15:12.304582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:12.460217] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 1.66% [2025-11-22T02:15:12.471252] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 11.0s | Global ETA: 1h 19m 23s [2025-11-22T02:15:12.472365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:12.472431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:12.474157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:12.474665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:12.475123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:12.475556] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:12.476578] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:12.477312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:12.653199] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.06% [2025-11-22T02:15:12.655471] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 3.1s | Global ETA: 1h 19m 24s [2025-11-22T02:15:12.656377] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:12.656456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:12.661297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:12.663718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:12.664478] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:12.665535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:12.667214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:12.667705] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:12.668796] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:12.670789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:12.830739] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.56% [2025-11-22T02:15:12.900586] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -3.61% | Symbol ETA: 2.1s | Global ETA: 1h 19m 24s [2025-11-22T02:15:13.008418] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -1.54%, Actual: 0.07% [2025-11-22T02:15:13.073853] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 0.56% [2025-11-22T02:15:13.161778] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 10.3s | Global ETA: 1h 19m 24s [2025-11-22T02:15:13.162863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:13.162927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:13.164753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:13.165251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:13.165743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:13.166163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:13.167264] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:13.167968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:13.181449] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 0.01% [2025-11-22T02:15:13.240475] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 2.13% [2025-11-22T02:15:13.336691] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 2.4s | Global ETA: 1h 19m 25s [2025-11-22T02:15:13.337995] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:13.338058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:13.342883] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:13.345281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:13.346095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:13.347160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:13.348920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:13.349442] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:13.350515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:13.352507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:13.357565] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 1.01% [2025-11-22T02:15:13.406118] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 3.26%, Actual: 1.04% [2025-11-22T02:15:13.535146] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.53%, Actual: 0.04% [2025-11-22T02:15:13.573119] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 2.43% [2025-11-22T02:15:13.711308] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -3.02%, Actual: 6.45% [2025-11-22T02:15:13.740140] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.09% [2025-11-22T02:15:13.826155] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 9.6s | Global ETA: 1h 19m 26s [2025-11-22T02:15:13.827259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:13.827327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:13.829040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:13.829589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:13.830109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:13.830506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:13.831478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:13.832174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:13.890322] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 1.13% [2025-11-22T02:15:13.890534] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 30.3630% [2025-11-22T02:15:13.890628] [INFO ] [main ] BEP: DISCARDED add_volume_flow_differentials (score: 30.36%) [2025-11-22T02:15:13.890700] [INFO ] [main ] BEP: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:15:13.890736] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_volume_pressure_into_close'] [2025-11-22T02:15:13.890774] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:15:13.902431] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:13.903960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:13.904025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:13.905807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:13.906344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:13.906768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:13.907236] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 2.34% [2025-11-22T02:15:13.907557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:13.909398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:13.911161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:14.017225] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 1.7s | Global ETA: 1h 19m 26s [2025-11-22T02:15:14.018160] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:15:14.018238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:14.023081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:14.025523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:14.026316] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:14.027378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:14.029090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:14.029586] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:14.030681] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:14.032714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:14.077553] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 1.82% [2025-11-22T02:15:14.244292] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 1.09% [2025-11-22T02:15:14.432868] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.76%, Actual: 0.21% [2025-11-22T02:15:14.524413] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 8.9s | Global ETA: 1h 19m 27s [2025-11-22T02:15:14.525452] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:14.525516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:14.530260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:14.530787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:14.531239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:14.531636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:14.532632] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:14.533331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:14.549078] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.27% | Symbol ETA: 6.1s | Global ETA: 1h 19m 27s [2025-11-22T02:15:14.550028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:14.550094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:14.551859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:14.552367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:14.552780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:14.553564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:14.555395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:14.557109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:14.606367] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -3.61%, Actual: 3.28% [2025-11-22T02:15:14.606572] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 27.2307% [2025-11-22T02:15:14.606679] [INFO ] [main ] PEB: DISCARDED add_signed_carry_history_11 (score: 27.23%) [2025-11-22T02:15:14.606726] [INFO ] [main ] PEB: Testing feature 44/53: add_sma_ratio [2025-11-22T02:15:14.606761] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_sma_ratio'] [2025-11-22T02:15:14.606798] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:14.620765] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:14.622091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:14.622155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:14.623076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:14.625012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:14.627811] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:14.629834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:14.630572] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:14.631343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:14.700845] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.86% | Symbol ETA: 1.0s | Global ETA: 1h 19m 27s [2025-11-22T02:15:14.870219] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.28% [2025-11-22T02:15:15.040462] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.97% [2025-11-22T02:15:15.165011] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.68% | Symbol ETA: 5.4s | Global ETA: 1h 19m 28s [2025-11-22T02:15:15.165905] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.165968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:15.167616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:15.168131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:15.168518] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:15.169270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:15.170977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:15.172602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.178275] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 8.2s | Global ETA: 1h 19m 28s [2025-11-22T02:15:15.179286] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.179348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:15.180996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:15.181466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:15.181914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:15.182292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:15.183240] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:15.183916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.211633] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 2.16%, Actual: 0.71% [2025-11-22T02:15:15.234632] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.87% | Symbol ETA: 7.1s | Global ETA: 1h 19m 28s [2025-11-22T02:15:15.235531] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.235603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:15.236425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:15.238307] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:15.240953] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:15.242943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:15.243685] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:15.244411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.380114] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 2.08% [2025-11-22T02:15:15.547322] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 1.70% [2025-11-22T02:15:15.715155] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 1.06% [2025-11-22T02:15:15.755713] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.09% | Symbol ETA: 4.6s | Global ETA: 1h 19m 29s [2025-11-22T02:15:15.756613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.756694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:15.758426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:15.758915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:15.759726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:15.760495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:15.762189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:15.763883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.841740] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 7.6s | Global ETA: 1h 19m 29s [2025-11-22T02:15:15.842877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.842942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:15.844805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:15.845317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:15.845832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:15.846235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:15.847308] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:15.848021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.850435] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -3.31% | Symbol ETA: 6.5s | Global ETA: 1h 19m 29s [2025-11-22T02:15:15.851335] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:15.851411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:15.852235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:15.854050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:15.856637] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:15.858763] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:15.859503] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:15.860626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:15.882528] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.32%, Actual: 1.14% [2025-11-22T02:15:16.049530] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -2.52%, Actual: 1.31% [2025-11-22T02:15:16.214988] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 3.34% [2025-11-22T02:15:16.346860] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 4.0s | Global ETA: 1h 19m 30s [2025-11-22T02:15:16.347782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:16.347844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:16.349450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:16.349941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:16.350324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:16.351073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:16.352804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:16.354422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:16.380846] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.86%, Actual: 1.17% [2025-11-22T02:15:16.381016] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 36.6263% [2025-11-22T02:15:16.381104] [INFO ] [main ] PEN: DISCARDED add_volatility_state_percentiles (score: 36.63%) [2025-11-22T02:15:16.381148] [INFO ] [main ] PEN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:15:16.381180] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_dispersion'] [2025-11-22T02:15:16.381215] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:16.396329] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:16.397710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:16.397775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:16.402866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:16.405403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:16.406219] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:16.407300] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:16.408701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:16.467353] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 3.15% | Symbol ETA: 5.9s | Global ETA: 1h 19m 31s [2025-11-22T02:15:16.468505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:16.469018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:16.469930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:16.472467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:16.475636] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:16.477780] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:16.478509] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:16.479796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:16.529257] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 6.9s | Global ETA: 1h 19m 31s [2025-11-22T02:15:16.530465] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:16.530531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:16.532268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:16.532781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:16.533259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:16.533742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:16.534728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:15:16.535401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:16.935601] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 3.3s | Global ETA: 1h 19m 31s [2025-11-22T02:15:16.936474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:16.936537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:16.938190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:16.938685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:16.939071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:16.939821] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:16.941524] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:16.943163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.083821] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 6.9s | Global ETA: 1h 19m 32s [2025-11-22T02:15:17.084715] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:17.084777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:17.086187] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 5.3s | Global ETA: 1h 19m 32s [2025-11-22T02:15:17.087099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:17.087164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:17.088065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:17.089830] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:17.090074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:17.092303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:17.092799] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:17.093115] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:17.094195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:17.094818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:17.095583] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:17.095593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.096361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.215026] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 6.2s | Global ETA: 1h 19m 32s [2025-11-22T02:15:17.393799] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.84% [2025-11-22T02:15:17.526574] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 2.7s | Global ETA: 1h 19m 33s [2025-11-22T02:15:17.527489] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:17.527552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:17.529224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:17.529750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:17.530134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:17.530888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:17.532672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:17.534302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.564549] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 1.34% [2025-11-22T02:15:17.715330] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.41% | Symbol ETA: 4.7s | Global ETA: 1h 19m 33s [2025-11-22T02:15:17.716268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:17.716349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:17.717229] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:17.719086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:17.721873] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:17.723978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:17.724723] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:17.725469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.738963] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.35% [2025-11-22T02:15:17.760940] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -1.33% | Symbol ETA: 6.2s | Global ETA: 1h 19m 33s [2025-11-22T02:15:17.761822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:17.761883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:17.766613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:17.769074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:17.769897] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:17.770905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:17.772246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:17.912603] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -1.39%, Actual: 1.54% [2025-11-22T02:15:18.085776] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 0.88% [2025-11-22T02:15:18.115393] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 2.1s | Global ETA: 1h 19m 34s [2025-11-22T02:15:18.116285] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:18.116360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:18.118093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:18.118587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:18.118990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:18.119791] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:18.121515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:18.123164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:18.261095] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 1.29% [2025-11-22T02:15:18.326150] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 4.1s | Global ETA: 1h 19m 34s [2025-11-22T02:15:18.327040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:18.327104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:18.327939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:18.329903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:18.332479] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:18.334414] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:18.335130] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:18.335868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:18.424762] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 3.74% | Symbol ETA: 5.5s | Global ETA: 1h 19m 34s [2025-11-22T02:15:18.425693] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:18.425754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:18.430569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:18.431388] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 1.42% [2025-11-22T02:15:18.432959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:18.433778] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:18.434791] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:18.436138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:18.609048] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 1.10% [2025-11-22T02:15:18.710203] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 1.5s | Global ETA: 1h 19m 35s [2025-11-22T02:15:18.711097] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:18.711159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:18.712808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:18.713277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:18.713685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:18.714411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:18.716142] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:18.717812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:18.789626] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.21% [2025-11-22T02:15:18.939585] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.37% | Symbol ETA: 3.5s | Global ETA: 1h 19m 35s [2025-11-22T02:15:18.940509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:18.940575] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:18.941425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:18.943349] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:18.946350] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:18.948465] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:18.949263] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:18.950083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:18.965422] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 0.48% [2025-11-22T02:15:18.965639] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 41.7176% [2025-11-22T02:15:18.965741] [INFO ] [main ] ALX: DISCARDED add_prev_1100_to_open (score: 41.72%) [2025-11-22T02:15:18.965784] [INFO ] [main ] ALX: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:15:18.965816] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prev_close_to_1100'] [2025-11-22T02:15:18.965853] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:18.980187] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:18.981694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:18.981759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:18.983741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:18.984262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:18.984750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:18.985147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:18.986222] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:18.986938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.094262] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 4.8s | Global ETA: 1h 19m 35s [2025-11-22T02:15:19.095161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:19.095223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:19.100000] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:19.102409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:19.103186] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:19.104198] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:19.105537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.298672] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 0.9s | Global ETA: 1h 19m 36s [2025-11-22T02:15:19.299544] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:19.299606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:19.301249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:19.301765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:19.302148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:19.302893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:19.304600] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:19.306240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.540525] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 2.9s | Global ETA: 1h 19m 36s [2025-11-22T02:15:19.541415] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:19.541478] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:19.542303] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:19.544161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:19.546741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:19.548740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:19.549472] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:19.550203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.670438] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 12.0s | Global ETA: 1h 19m 37s [2025-11-22T02:15:19.671477] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:19.671544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:19.676796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:19.677354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:19.677878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:19.678285] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:19.679279] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:19.680007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.773498] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 4.1s | Global ETA: 1h 19m 37s [2025-11-22T02:15:19.774829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:19.774911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:19.780702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:19.783177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:19.783992] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:19.785037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:19.786393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:19.887221] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 0.3s | Global ETA: 1h 19m 37s [2025-11-22T02:15:20.053387] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.27%, Actual: 1.97% [2025-11-22T02:15:20.149701] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 3.14% | Symbol ETA: 2.2s | Global ETA: 1h 19m 37s [2025-11-22T02:15:20.150573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:20.150638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:20.151464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:20.153301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:20.155906] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:20.157897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:20.158599] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:15:20.159323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:20.274041] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.68%, Actual: 1.66% [2025-11-22T02:15:20.334590] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.85% | Symbol ETA: 11.2s | Global ETA: 1h 19m 38s [2025-11-22T02:15:20.335599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:20.335697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:20.337357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:20.337859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:20.338287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:20.338725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:20.339703] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:20.340355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:20.439586] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 2.09% | Symbol ETA: 3.4s | Global ETA: 1h 19m 38s [2025-11-22T02:15:20.440404] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 0.06% [2025-11-22T02:15:20.440464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:20.440528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:20.445230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:20.447687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:20.448447] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:20.449451] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:20.450780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:20.607215] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 1.56% [2025-11-22T02:15:20.743259] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 1.6s | Global ETA: 1h 19m 39s [2025-11-22T02:15:20.774050] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.07% [2025-11-22T02:15:20.911343] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.87%, Actual: 0.56% [2025-11-22T02:15:20.941085] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 0.01% [2025-11-22T02:15:20.988981] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.45% | Symbol ETA: 10.5s | Global ETA: 1h 19m 39s [2025-11-22T02:15:20.990022] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:20.990087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:20.991833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:20.992340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:20.992803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:20.993196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:20.994187] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:20.994882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:21.081816] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -3.31%, Actual: 2.13% [2025-11-22T02:15:21.108215] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 2.7s | Global ETA: 1h 19m 39s [2025-11-22T02:15:21.109116] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:21.109178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:21.109470] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 1.01% [2025-11-22T02:15:21.113885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:21.116247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:21.117034] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:21.118091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:21.119406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:21.250496] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 3.15%, Actual: 1.04% [2025-11-22T02:15:21.283069] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 0.04% [2025-11-22T02:15:21.417611] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.43% [2025-11-22T02:15:21.458434] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 6.45% [2025-11-22T02:15:21.590841] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.41%, Actual: 0.09% [2025-11-22T02:15:21.631228] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 1.13% [2025-11-22T02:15:21.631463] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.5133% [2025-11-22T02:15:21.631550] [INFO ] [main ] BEP: DISCARDED add_volume_pressure_into_close (score: 36.51%) [2025-11-22T02:15:21.631594] [INFO ] [main ] BEP: Testing feature 52/53: add_volume_zscore [2025-11-22T02:15:21.631627] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_volume_zscore'] [2025-11-22T02:15:21.631682] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:15:21.643228] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:21.644755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:21.644817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:21.646511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:21.647045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:21.647459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:21.648228] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:21.650047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:21.651779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:21.654319] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 9.8s | Global ETA: 1h 19m 40s [2025-11-22T02:15:21.655381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:21.655446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:21.657163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:21.657702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:21.658141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:21.658528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:21.659491] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:21.660171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:21.761264] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 2.34% [2025-11-22T02:15:21.780470] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 2.1s | Global ETA: 1h 19m 40s [2025-11-22T02:15:21.781353] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:21.781415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:21.786229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:21.788707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:21.789505] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:21.790538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:21.791886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:21.930519] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 1.82% [2025-11-22T02:15:22.098995] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.09% [2025-11-22T02:15:22.250872] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -2.90% | Symbol ETA: 5.6s | Global ETA: 1h 19m 41s [2025-11-22T02:15:22.251767] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:22.251830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:22.253455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:22.253953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:22.254337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:22.255085] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:22.256834] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:22.258476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:22.266268] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 3.14%, Actual: 0.21% [2025-11-22T02:15:22.304331] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.32% | Symbol ETA: 9.1s | Global ETA: 1h 19m 41s [2025-11-22T02:15:22.305338] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:22.305400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:22.307060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:22.307589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:22.308052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:22.308434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:22.309388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:22.310089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:22.432329] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 3.28% [2025-11-22T02:15:22.432536] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 30.5936% [2025-11-22T02:15:22.432620] [INFO ] [main ] PEB: DISCARDED add_sma_ratio (score: 30.59%) [2025-11-22T02:15:22.432762] [INFO ] [main ] PEB: Testing feature 45/53: add_true_range [2025-11-22T02:15:22.432823] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_true_range'] [2025-11-22T02:15:22.432880] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:22.446545] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:22.447888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:22.447954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:22.448867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:22.450657] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: -0.89% | Symbol ETA: 1.4s | Global ETA: 1h 19m 42s [2025-11-22T02:15:22.450804] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:22.451570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:22.451633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:22.453520] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:22.455518] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:22.456279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:22.456550] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:22.458145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:22.459231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:22.460071] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:22.461139] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:22.462924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:22.853229] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 5.0s | Global ETA: 1h 19m 42s [2025-11-22T02:15:22.854145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:22.854208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:22.855872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:22.856373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:22.856797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:22.857554] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:22.859282] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:22.860927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:22.978914] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 8.5s | Global ETA: 1h 19m 43s [2025-11-22T02:15:22.979964] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:22.980028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:22.981763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:22.982293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:22.982766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:22.983163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:22.984150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:22.984844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:23.072502] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 1.58% | Symbol ETA: 7.0s | Global ETA: 1h 19m 43s [2025-11-22T02:15:23.073478] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:23.073544] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:23.074401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:23.076316] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:23.079030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:23.081080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:23.081868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:23.083811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:23.154881] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 14.99% | Symbol ETA: 0.7s | Global ETA: 1h 19m 43s [2025-11-22T02:15:23.328132] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 2.28% [2025-11-22T02:15:23.453158] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 4.4s | Global ETA: 1h 19m 44s [2025-11-22T02:15:23.454080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:23.454146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:23.455804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:23.456287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:23.456714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:23.457472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:23.459182] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:23.460824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:23.493897] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -1.33%, Actual: 0.97% [2025-11-22T02:15:23.628146] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 7.8s | Global ETA: 1h 19m 44s [2025-11-22T02:15:23.629147] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:23.629210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:23.630866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:23.631341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:23.631795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:23.632184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:23.633172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:23.633856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:23.661890] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 3.74%, Actual: 0.71% [2025-11-22T02:15:23.675580] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.91% | Symbol ETA: 6.3s | Global ETA: 1h 19m 44s [2025-11-22T02:15:23.676460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:23.676523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:23.677370] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:23.679228] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:23.681904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:23.683962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:23.684751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:23.686490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:23.828354] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 2.08% [2025-11-22T02:15:23.994035] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: 1.02%, Actual: 1.70% [2025-11-22T02:15:24.056051] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 3.8s | Global ETA: 1h 19m 45s [2025-11-22T02:15:24.057016] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.057081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.058846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:24.059349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:24.059761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:24.060500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:24.062239] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:24.063963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.159928] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 2.09%, Actual: 1.06% [2025-11-22T02:15:24.270767] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 7.1s | Global ETA: 1h 19m 45s [2025-11-22T02:15:24.271762] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.271824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.273432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:24.273934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:24.274365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:24.274773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:24.275753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:24.276400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.282294] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.17% | Symbol ETA: 5.7s | Global ETA: 1h 19m 45s [2025-11-22T02:15:24.283382] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.283463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:24.284535] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:24.286478] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:24.289333] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:24.291425] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:24.292199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.294394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.328257] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 1.14% [2025-11-22T02:15:24.495423] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.31% [2025-11-22T02:15:24.662627] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: -0.89%, Actual: 3.34% [2025-11-22T02:15:24.677850] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 3.2s | Global ETA: 1h 19m 46s [2025-11-22T02:15:24.678748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.678810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.680433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:24.680930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:24.681310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:24.682059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:24.683910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:24.685524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.829758] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 14.99%, Actual: 1.17% [2025-11-22T02:15:24.829998] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 42.9102% [2025-11-22T02:15:24.830085] [INFO ] [main ] PEN: DISCARDED add_volume_dispersion (score: 42.91%) [2025-11-22T02:15:24.830131] [INFO ] [main ] PEN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:15:24.830163] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials'] [2025-11-22T02:15:24.830197] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:24.843575] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:24.845012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:24.845075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:24.849981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:24.852449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:24.853264] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:24.854282] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:24.857018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.892287] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 5.1s | Global ETA: 1h 19m 46s [2025-11-22T02:15:24.893255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.893321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:24.894191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:24.896084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:24.898801] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:24.900811] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:24.901545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.903386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:24.916073] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 6.5s | Global ETA: 1h 19m 46s [2025-11-22T02:15:24.917047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:24.917110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:24.918784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:24.919256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:24.919708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:24.920096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:24.921053] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:24.921728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:25.278544] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 2.6s | Global ETA: 1h 19m 47s [2025-11-22T02:15:25.279474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:25.279537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:25.281202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:25.281710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:25.282090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:25.282836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:25.284557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:25.286236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:25.517974] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 6.6s | Global ETA: 1h 19m 47s [2025-11-22T02:15:25.518907] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:25.518968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:25.523786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:25.526222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:25.527014] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:25.528104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:25.530839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:25.547800] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.42% | Symbol ETA: 4.5s | Global ETA: 1h 19m 47s [2025-11-22T02:15:25.548721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:25.548785] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:25.549614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:25.551509] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:25.554124] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:25.556143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:25.556907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:25.558699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:25.563620] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 1.54% | Symbol ETA: 5.8s | Global ETA: 1h 19m 47s [2025-11-22T02:15:25.730971] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 0.84% [2025-11-22T02:15:25.884584] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 2.0s | Global ETA: 1h 19m 48s [2025-11-22T02:15:25.885494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:25.885560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:25.887237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:25.887744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:25.888124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:25.888875] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:25.890629] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:25.892263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:25.897474] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.85%, Actual: 1.34% [2025-11-22T02:15:26.063474] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.45%, Actual: 0.35% [2025-11-22T02:15:26.141065] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 3.9s | Global ETA: 1h 19m 49s [2025-11-22T02:15:26.141950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:26.142014] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:26.142966] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:26.145147] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:26.147986] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:26.149980] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:26.150721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:26.152498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:26.204262] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 2.52% | Symbol ETA: 6.0s | Global ETA: 1h 19m 49s [2025-11-22T02:15:26.205149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:26.205212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:26.210044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:26.212460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:26.213257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:26.214281] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:26.216950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:26.230044] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.54% [2025-11-22T02:15:26.394776] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.32%, Actual: 0.88% [2025-11-22T02:15:26.483029] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.21% | Symbol ETA: 1.4s | Global ETA: 1h 19m 49s [2025-11-22T02:15:26.483913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:26.483974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:26.485592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:26.486089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:26.486472] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:26.487237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:26.488971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:26.490626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:26.560230] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 1.29% [2025-11-22T02:15:26.725611] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 1.42% [2025-11-22T02:15:26.731115] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 3.3s | Global ETA: 1h 19m 50s [2025-11-22T02:15:26.732005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:26.732067] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:26.732899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:26.734709] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:26.737294] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:26.739236] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:26.739963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:26.741721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:26.872033] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 5.2s | Global ETA: 1h 19m 50s [2025-11-22T02:15:26.872919] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:26.872981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:26.877785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:26.880176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:26.880972] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:26.882000] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:26.884679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:26.892109] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 1.10% [2025-11-22T02:15:27.056486] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.21% [2025-11-22T02:15:27.089524] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 0.8s | Global ETA: 1h 19m 50s [2025-11-22T02:15:27.090473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:27.090539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:27.092385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:27.092925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:27.093316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:27.094087] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:27.095868] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:27.097556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:27.220388] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 1.54%, Actual: 0.48% [2025-11-22T02:15:27.220556] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 36.0636% [2025-11-22T02:15:27.220636] [INFO ] [main ] ALX: DISCARDED add_prev_close_to_1100 (score: 36.06%) [2025-11-22T02:15:27.220699] [INFO ] [main ] ALX: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:15:27.220732] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prev_close_to_open'] [2025-11-22T02:15:27.220766] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:27.234091] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:27.235592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:27.235673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:27.237342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:27.237860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:27.238284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:27.238689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:27.239665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:27.240330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:27.322587] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 2.6s | Global ETA: 1h 19m 51s [2025-11-22T02:15:27.323487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:27.323553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:27.324415] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:27.326396] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:27.329121] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:27.331103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:27.331839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:27.333593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:27.542350] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 2.48% | Symbol ETA: 4.6s | Global ETA: 1h 19m 51s [2025-11-22T02:15:27.543242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:27.543303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:27.548129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:27.550561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:27.551350] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:27.552374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:27.555081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:27.714858] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 0.2s | Global ETA: 1h 19m 51s [2025-11-22T02:15:27.880881] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.13% | Symbol ETA: 11.0s | Global ETA: 1h 19m 52s [2025-11-22T02:15:27.881882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:27.881945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:27.883579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:27.884080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:27.884512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:27.884915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:27.885874] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:27.886553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:27.892408] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.90%, Actual: 1.97% [2025-11-22T02:15:27.917858] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.41% | Symbol ETA: 2.0s | Global ETA: 1h 19m 52s [2025-11-22T02:15:27.918766] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:27.918831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:27.919710] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:27.921602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:27.924352] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:27.926359] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:27.927104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:27.928922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:28.059765] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 1.66% [2025-11-22T02:15:28.215193] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 3.9s | Global ETA: 1h 19m 52s [2025-11-22T02:15:28.216070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:28.216133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:28.220920] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:28.223310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:28.224119] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:28.225137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:28.227837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:28.233415] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 0.06% [2025-11-22T02:15:28.409911] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.56% [2025-11-22T02:15:28.516225] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 1.4s | Global ETA: 1h 19m 53s [2025-11-22T02:15:28.533140] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 10.4s | Global ETA: 1h 19m 53s [2025-11-22T02:15:28.534142] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:28.534204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:28.535851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:28.536334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:28.536786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:28.537168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:28.538154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:28.538825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:28.584698] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.07% [2025-11-22T02:15:28.685084] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 1.58%, Actual: 0.56% [2025-11-22T02:15:28.756390] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 0.01% [2025-11-22T02:15:28.852456] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.91%, Actual: 2.13% [2025-11-22T02:15:28.891890] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 3.2s | Global ETA: 1h 19m 54s [2025-11-22T02:15:28.892762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:28.892823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:28.897591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:28.899972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:28.900760] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:28.901777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:28.904413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:28.924937] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: -0.78%, Actual: 1.01% [2025-11-22T02:15:29.019905] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.17%, Actual: 1.04% [2025-11-22T02:15:29.093341] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 0.04% [2025-11-22T02:15:29.183547] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.63% | Symbol ETA: 9.7s | Global ETA: 1h 19m 54s [2025-11-22T02:15:29.184536] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:29.184598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:29.186102] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 2.43% [2025-11-22T02:15:29.186239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:29.186729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:29.187161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:29.187564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:29.188507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:29.189181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:29.264604] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -1.86%, Actual: 6.45% [2025-11-22T02:15:29.352551] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.42%, Actual: 0.09% [2025-11-22T02:15:29.430801] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 1.13% [2025-11-22T02:15:29.431004] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 36.1527% [2025-11-22T02:15:29.431094] [INFO ] [main ] BEP: DISCARDED add_volume_zscore (score: 36.15%) [2025-11-22T02:15:29.431136] [INFO ] [main ] BEP: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:15:29.431168] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility', 'add_vwap_deviations'] [2025-11-22T02:15:29.431558] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T02:15:29.442887] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:29.444315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:29.444377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:29.446066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:29.446562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:29.446971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:29.447738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:29.449425] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:29.455121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:29.519904] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 2.34% [2025-11-22T02:15:29.561222] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.47% | Symbol ETA: 2.5s | Global ETA: 1h 19m 55s [2025-11-22T02:15:29.562111] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:29.562173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:29.566915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:29.569351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:29.570133] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:29.571138] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:29.573789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:29.686166] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.93%, Actual: 1.82% [2025-11-22T02:15:29.828700] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 9.0s | Global ETA: 1h 19m 55s [2025-11-22T02:15:29.829691] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:29.829752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:29.831408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:29.831903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:29.832341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:29.832745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:29.833697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:29.834352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:29.852708] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 1.09% [2025-11-22T02:15:30.020278] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.41%, Actual: 0.21% [2025-11-22T02:15:30.049216] [INFO ] [main ] BEP: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 5.4s | Global ETA: 1h 19m 56s [2025-11-22T02:15:30.050217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:30.050306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:30.052240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:30.052869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:30.053351] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:30.054337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:30.056282] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:30.062262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.188315] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.00%, Actual: 3.28% [2025-11-22T02:15:30.188512] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 35.0159% [2025-11-22T02:15:30.188599] [INFO ] [main ] PEB: DISCARDED add_true_range (score: 35.02%) [2025-11-22T02:15:30.188671] [INFO ] [main ] PEB: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:15:30.188715] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_vol_of_vol'] [2025-11-22T02:15:30.188756] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:30.202299] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:30.203772] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:30.203834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:30.204681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:30.206507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:30.209271] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:30.211241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:30.211983] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:30.213142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.240505] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 2.74% | Symbol ETA: 1.9s | Global ETA: 1h 19m 56s [2025-11-22T02:15:30.241388] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:30.241450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:30.246190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:30.248704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:30.249477] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:30.250478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:30.253162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.483610] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 8.4s | Global ETA: 1h 19m 57s [2025-11-22T02:15:30.484611] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:30.484704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:30.486354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:30.486844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:30.487306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:30.487759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:30.488754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:30.489423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.683110] [INFO ] [main ] BEP: Lookback Days: 3, Magnitude: 2.98% | Symbol ETA: 5.0s | Global ETA: 1h 19m 57s [2025-11-22T02:15:30.684024] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:30.684088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:30.685737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:30.686209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:30.686592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:30.687371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:30.689157] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:30.694739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.803359] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.82% | Symbol ETA: 6.6s | Global ETA: 1h 19m 57s [2025-11-22T02:15:30.804262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:30.804325] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:30.805146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:30.807032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:30.809798] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:30.811764] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:30.812481] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:30.813564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:30.915710] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 4.07% | Symbol ETA: 1.2s | Global ETA: 1h 19m 57s [2025-11-22T02:15:30.916565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:15:30.916633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:30.922514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:30.925916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:30.927002] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:30.928409] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:30.931788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.145809] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 7.8s | Global ETA: 1h 19m 58s [2025-11-22T02:15:31.146828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:31.146890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:31.148509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:31.149003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:31.149432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:31.149836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:31.150786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:31.151437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.276060] [INFO ] [main ] BEP: Lookback Days: 4, Magnitude: -2.73% | Symbol ETA: 4.3s | Global ETA: 1h 19m 58s [2025-11-22T02:15:31.276949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:31.277011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:31.278683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:31.279151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:31.279531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:31.280283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:31.282032] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:31.287720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.398391] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 6.0s | Global ETA: 1h 19m 58s [2025-11-22T02:15:31.399356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:31.399423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:31.400273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:31.402133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:31.404824] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:31.406796] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:31.407549] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:31.408636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.594218] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.39% | Symbol ETA: 0.5s | Global ETA: 1h 19m 59s [2025-11-22T02:15:31.763158] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 2.28% [2025-11-22T02:15:31.808138] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 7.1s | Global ETA: 1h 19m 59s [2025-11-22T02:15:31.809165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:31.809227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:31.811069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:31.811536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:31.812207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:31.812585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:31.813525] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:31.814197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.872890] [INFO ] [main ] BEP: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 3.6s | Global ETA: 1h 19m 59s [2025-11-22T02:15:31.873803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:31.873865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:31.875483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:31.875978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:31.876359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:31.877105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:31.878863] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:31.884525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:31.932593] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 0.97% [2025-11-22T02:15:32.003813] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.02% | Symbol ETA: 5.4s | Global ETA: 1h 19m 59s [2025-11-22T02:15:32.004753] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:32.004819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:32.005714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:32.007565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:32.010262] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:32.012341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:32.013084] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:32.014152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:32.098952] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.71% [2025-11-22T02:15:32.264997] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 2.48%, Actual: 2.08% [2025-11-22T02:15:32.431756] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 1.70% [2025-11-22T02:15:32.448808] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 6.5s | Global ETA: 1h 20m 0s [2025-11-22T02:15:32.449859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:32.449924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:32.451594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:32.452130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:32.452575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:32.452995] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:32.454018] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:32.454735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:32.466050] [INFO ] [main ] BEP: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 3.0s | Global ETA: 1h 20m 0s [2025-11-22T02:15:32.467003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:32.467069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:32.468773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:32.469271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:32.469688] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:32.470447] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:32.472265] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:32.478247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:32.597764] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 1.06% [2025-11-22T02:15:32.605105] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 4.8s | Global ETA: 1h 20m 0s [2025-11-22T02:15:32.606114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:32.606187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:32.607046] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:32.609401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:32.612289] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:32.614301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:32.615056] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:32.616500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:32.766432] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.47%, Actual: 1.14% [2025-11-22T02:15:32.933695] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.74%, Actual: 1.31% [2025-11-22T02:15:33.058667] [INFO ] [main ] BEP: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 2.4s | Global ETA: 1h 20m 1s [2025-11-22T02:15:33.059536] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.059598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:33.061237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:33.062065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:33.062446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:33.063187] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:33.064911] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:33.070616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.100573] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.07%, Actual: 3.34% [2025-11-22T02:15:33.101381] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 5.8s | Global ETA: 1h 20m 1s [2025-11-22T02:15:33.102369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.102431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:33.104083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:33.104579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:33.107944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:33.108335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:33.109292] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:15:33.109968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.213143] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.40% | Symbol ETA: 4.2s | Global ETA: 1h 20m 2s [2025-11-22T02:15:33.214068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.214133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:33.215054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:33.216938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:33.219673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:33.221659] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:33.222377] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:33.223465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.265823] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.39%, Actual: 1.17% [2025-11-22T02:15:33.266022] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 60.6254% [2025-11-22T02:15:33.266129] [INFO ] [main ] PEN: KEPT add_volume_flow_differentials (score: 60.63%) [2025-11-22T02:15:33.266172] [INFO ] [main ] PEN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:15:33.266204] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials', 'add_volume_pressure_into_close'] [2025-11-22T02:15:33.266239] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:33.279902] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:33.281158] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.281220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:33.286028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:33.288484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:33.289272] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:33.290283] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:33.292949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:33.294589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.656674] [INFO ] [main ] BEP: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 1.8s | Global ETA: 1h 20m 2s [2025-11-22T02:15:33.657576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.657656] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:33.659311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:33.659839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:33.660222] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:33.660967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:33.662678] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:33.668342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.790760] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 5.2s | Global ETA: 1h 20m 3s [2025-11-22T02:15:33.862901] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 3.6s | Global ETA: 1h 20m 3s [2025-11-22T02:15:33.863865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:33.863932] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:33.864828] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:33.866707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:33.869855] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:33.872501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:33.873352] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:33.874586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:33.999013] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 6.8s | Global ETA: 1h 20m 3s [2025-11-22T02:15:34.000318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:34.000399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:34.008015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:34.011955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:34.013099] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:34.014617] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:34.018713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:34.021260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:34.024827] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 0.84% [2025-11-22T02:15:34.274255] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 1.34% [2025-11-22T02:15:34.534287] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.63%, Actual: 0.35% [2025-11-22T02:15:34.549377] [INFO ] [main ] BEP: Lookback Days: 9, Magnitude: 1.68% | Symbol ETA: 1.3s | Global ETA: 1h 20m 4s [2025-11-22T02:15:34.550724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:34.550808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:34.553324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:34.554038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:34.554581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:34.555720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:34.558409] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:34.567737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:34.671452] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 3.1s | Global ETA: 1h 20m 4s [2025-11-22T02:15:34.672597] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:34.672683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:34.673533] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:34.675696] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:34.678676] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:34.680849] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:34.681632] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:34.682753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:34.714262] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 1.54% [2025-11-22T02:15:34.884107] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.52%, Actual: 0.88% [2025-11-22T02:15:34.884778] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 6.8s | Global ETA: 1h 20m 5s [2025-11-22T02:15:34.885697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:34.885760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:34.890627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:34.893164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:34.893989] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:34.895056] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:34.897868] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:34.899580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.051137] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 1.29% [2025-11-22T02:15:35.170080] [INFO ] [main ] BEP: Lookback Days: 10, Magnitude: -2.37% | Symbol ETA: 0.6s | Global ETA: 1h 20m 5s [2025-11-22T02:15:35.171009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:35.171075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:35.172861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:35.173357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:35.173779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:15:35.174535] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:35.176404] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:35.182471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.217170] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 1.42% [2025-11-22T02:15:35.273058] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.93% | Symbol ETA: 2.5s | Global ETA: 1h 20m 5s [2025-11-22T02:15:35.274008] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:35.274075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:35.274930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:35.276815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:35.279525] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:35.281501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:35.282245] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:35.283326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.383983] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 1.10% [2025-11-22T02:15:35.551340] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 3.02%, Actual: 0.21% [2025-11-22T02:15:35.571560] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 5.7s | Global ETA: 1h 20m 6s [2025-11-22T02:15:35.572456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:35.572535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:35.577282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:35.579630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:35.580411] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:35.581445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:35.584111] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:35.585782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.718171] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.48% [2025-11-22T02:15:35.718386] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 38.9942% [2025-11-22T02:15:35.718466] [INFO ] [main ] ALX: DISCARDED add_prev_close_to_open (score: 38.99%) [2025-11-22T02:15:35.718508] [INFO ] [main ] ALX: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:15:35.718540] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure'] [2025-11-22T02:15:35.718596] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:35.732007] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:35.733397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:35.733461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:35.735157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:35.735670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:35.736109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:35.736488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:35.737458] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:35.740113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.780915] [INFO ] [main ] BEP: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 0.0s | Global ETA: 1h 20m 6s [2025-11-22T02:15:35.866838] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 4.86% | Symbol ETA: 1.8s | Global ETA: 1h 20m 7s [2025-11-22T02:15:35.867754] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:35.867819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:35.868632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:35.870475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:35.873086] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:35.875030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:35.875770] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:35.876822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:35.947798] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 1.97% [2025-11-22T02:15:36.114312] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.98%, Actual: 1.66% [2025-11-22T02:15:36.246328] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.81% | Symbol ETA: 4.8s | Global ETA: 1h 20m 7s [2025-11-22T02:15:36.247265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:36.247329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:36.252159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:36.254550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:36.255342] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:36.256381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:36.259081] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:36.260928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:36.286549] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: -2.73%, Actual: 0.06% [2025-11-22T02:15:36.381169] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -2.42% | Symbol ETA: 10.7s | Global ETA: 1h 20m 7s [2025-11-22T02:15:36.382263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:36.382330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:36.384086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:36.384611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:36.385083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:36.385490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:36.386471] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:36.389252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:36.457265] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: 1.27%, Actual: 1.56% [2025-11-22T02:15:36.461574] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.94% | Symbol ETA: 1.2s | Global ETA: 1h 20m 8s [2025-11-22T02:15:36.630201] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.56% [2025-11-22T02:15:36.640777] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.07% [2025-11-22T02:15:36.798245] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 2.13% [2025-11-22T02:15:36.816357] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 0.01% [2025-11-22T02:15:36.927072] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 4.0s | Global ETA: 1h 20m 8s [2025-11-22T02:15:36.928025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:36.928089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:36.933002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:36.935468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:36.936278] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:36.937350] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:36.940103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:36.941785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:36.964355] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 1.04% [2025-11-22T02:15:36.980298] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 1.01% [2025-11-22T02:15:37.058526] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 10.2s | Global ETA: 1h 20m 9s [2025-11-22T02:15:37.059587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:37.059673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:37.061476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:37.062031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:37.062479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:37.062898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:37.063890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:37.066720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:37.129991] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 2.43% [2025-11-22T02:15:37.144850] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 1.68%, Actual: 0.04% [2025-11-22T02:15:37.305450] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.40%, Actual: 0.09% [2025-11-22T02:15:37.310579] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 6.45% [2025-11-22T02:15:37.470946] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 2.34% [2025-11-22T02:15:37.478167] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 1.13% [2025-11-22T02:15:37.478373] [INFO ] [main ] BEP: Magnitude Forecast Confidence: 29.6176% [2025-11-22T02:15:37.478453] [INFO ] [main ] BEP: DISCARDED add_vwap_deviations (score: 29.62%) [2025-11-22T02:15:37.478494] [INFO ] [main ] BEP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:15:37.478526] [INFO ] [main ] BEP: Best accuracy: 43.13% [2025-11-22T02:15:37.478558] [INFO ] [main ] BEP: Best feature set (5 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_late_day_volatility'] [2025-11-22T02:15:37.478587] [INFO ] [main ] BEP: Improvement over baseline: 8.54% [2025-11-22T02:15:37.478614] [INFO ] [main ] BEP: Total time: 6.9 minutes [2025-11-22T02:15:37.478658] [INFO ] [main ] BEP: Average time per feature: 7.9 seconds [2025-11-22T02:15:37.478690] [INFO ] [main ] BEP: Average speed: 0.13 features/sec [2025-11-22T02:15:37.609601] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 3.2s | Global ETA: 1h 20m 10s [2025-11-22T02:15:37.610495] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:37.610579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:37.615771] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:37.618232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:37.619122] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:37.620155] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:37.622863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:37.624542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:37.640520] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.82% [2025-11-22T02:15:37.642938] [DEBUG] [METRICS ] BEP: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 1.97% [2025-11-22T02:15:37.779452] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.09% | Symbol ETA: 9.7s | Global ETA: 1h 20m 10s [2025-11-22T02:15:37.780504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:37.780569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:37.782349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:37.782866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:37.783311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:37.783729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:37.784715] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:37.787502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:37.809439] [DEBUG] [METRICS ] BEP: 2025-11-19:2025-11-20: Predicted: 2.43%, Actual: 1.66% [2025-11-22T02:15:37.811098] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.93%, Actual: 1.09% [2025-11-22T02:15:37.975669] [DEBUG] [METRICS ] BEP: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 0.06% [2025-11-22T02:15:37.980670] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.86%, Actual: 0.21% [2025-11-22T02:15:38.143420] [DEBUG] [METRICS ] BEP: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.56% [2025-11-22T02:15:38.151536] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.94%, Actual: 3.28% [2025-11-22T02:15:38.152122] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 37.3878% [2025-11-22T02:15:38.152213] [INFO ] [main ] PEB: DISCARDED add_vol_of_vol (score: 37.39%) [2025-11-22T02:15:38.152259] [INFO ] [main ] PEB: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:15:38.152293] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_volatility_decay_ratio'] [2025-11-22T02:15:38.152330] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:38.167889] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:38.169241] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:38.169307] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:38.170197] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:38.172106] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:38.174781] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:38.176829] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:38.177580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:38.178710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:38.301023] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.06% | Symbol ETA: 2.5s | Global ETA: 1h 20m 11s [2025-11-22T02:15:38.302131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:38.302198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:38.307121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:38.309668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:38.310472] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:38.310915] [DEBUG] [METRICS ] BEP: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.07% [2025-11-22T02:15:38.311540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:38.314346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:38.316050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:38.447620] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 9.0s | Global ETA: 1h 20m 11s [2025-11-22T02:15:38.448674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:38.448791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:38.450508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:38.451456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:38.451933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:38.452367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:38.453381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:38.456161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:38.478362] [DEBUG] [METRICS ] BEP: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 0.01% [2025-11-22T02:15:38.646556] [DEBUG] [METRICS ] BEP: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 1.01% [2025-11-22T02:15:38.762517] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.58% | Symbol ETA: 6.4s | Global ETA: 1h 20m 12s [2025-11-22T02:15:38.763405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:38.763468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:38.764313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:38.766153] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:38.768795] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:38.770782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:38.771492] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:38.772602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:38.812767] [DEBUG] [METRICS ] BEP: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 0.04% [2025-11-22T02:15:38.979270] [DEBUG] [METRICS ] BEP: 2025-11-10:2025-11-11: Predicted: -2.80%, Actual: 6.45% [2025-11-22T02:15:39.002112] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 1.8s | Global ETA: 1h 20m 12s [2025-11-22T02:15:39.003260] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.003326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:39.008867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:39.011465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:39.012286] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:39.013337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:39.016226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:39.018101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:39.105305] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.48% | Symbol ETA: 8.3s | Global ETA: 1h 20m 12s [2025-11-22T02:15:39.106315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.106379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:39.108037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:39.108516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:39.108965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:39.109356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:39.110353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:39.112982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:39.145391] [DEBUG] [METRICS ] BEP: 2025-11-07:2025-11-10: Predicted: -1.20%, Actual: 1.13% [2025-11-22T02:15:39.145933] [INFO ] [LOCAL ] Saved configuration for BEP: 5 features, 43.13% accuracy -> ./output/feature-sets/BEP.json [2025-11-22T02:15:39.147140] [INFO ] [main ] Progress: 21/57 symbols completed (36.8%). BEP finished in 7m 1s. ETA: 1h 14m 20s. Rate: 0.48 symbols/min [2025-11-22T02:15:39.151462] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:15:39.163188] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:39.163702] [INFO ] [main ] BW: Testing with 53 available features [2025-11-22T02:15:39.163752] [INFO ] [main ] BW: Establishing baseline with no features... [2025-11-22T02:15:39.163787] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:15:39.174794] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:39.176063] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:39.361853] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.59% | Symbol ETA: 5.8s | Global ETA: 1h 14m 20s [2025-11-22T02:15:39.362725] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.362789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:39.363609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:39.365446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:39.368120] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:39.370040] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:39.370756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:39.371842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:39.695494] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 1.1s | Global ETA: 1h 14m 20s [2025-11-22T02:15:39.696433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.696497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:39.701487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:39.704082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:39.704896] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:39.705948] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:39.708776] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:15:39.710489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:39.748418] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -16.52% [2025-11-22T02:15:39.749343] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:39.767058] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 7.6s | Global ETA: 1h 14m 21s [2025-11-22T02:15:39.768078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.768141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:39.769811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:39.770275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:39.770723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:39.771109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:39.772060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:39.774674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:39.956341] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 5.2s | Global ETA: 1h 14m 21s [2025-11-22T02:15:39.957250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:39.957316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:39.958141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:39.959972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:39.962666] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:39.964594] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:39.965329] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:39.966461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:40.324463] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 11.36% [2025-11-22T02:15:40.325435] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:40.383547] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 12.65% | Symbol ETA: 0.3s | Global ETA: 1h 14m 22s [2025-11-22T02:15:40.414446] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.71% | Symbol ETA: 6.9s | Global ETA: 1h 14m 22s [2025-11-22T02:15:40.415433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:40.415512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:40.417180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:40.417688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:40.418124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:40.418501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:40.419488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:40.422184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:40.557123] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 2.28% [2025-11-22T02:15:40.562450] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 4.6s | Global ETA: 1h 14m 22s [2025-11-22T02:15:40.563334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:40.563404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:40.564233] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:40.566065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:40.568710] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:40.570673] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:40.571383] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:40.572471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:40.726991] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.97% [2025-11-22T02:15:40.899592] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 1.43%, Actual: 0.71% [2025-11-22T02:15:40.915844] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.84% [2025-11-22T02:15:40.916833] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:41.066615] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 6.2s | Global ETA: 1h 14m 23s [2025-11-22T02:15:41.067613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:41.067695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:41.069309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:41.069800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:41.070223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:41.070493] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 2.08% [2025-11-22T02:15:41.070598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:41.071543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:41.074167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:41.190670] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.08% | Symbol ETA: 4.1s | Global ETA: 1h 14m 23s [2025-11-22T02:15:41.191532] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:41.191596] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:41.192451] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:41.194351] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:41.197040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:41.199121] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:41.200235] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:41.201374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:41.236534] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 1.70% [2025-11-22T02:15:41.402535] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.06% [2025-11-22T02:15:41.523104] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.06% [2025-11-22T02:15:41.524064] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:41.569752] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.06%, Actual: 1.14% [2025-11-22T02:15:41.722039] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 5.6s | Global ETA: 1h 14m 24s [2025-11-22T02:15:41.723054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:41.723119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:41.724790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:41.725280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:41.725732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:41.726119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:41.727085] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:41.729811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:41.734504] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 1.31% [2025-11-22T02:15:41.808067] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 3.5s | Global ETA: 1h 14m 24s [2025-11-22T02:15:41.809370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:41.809436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:41.810300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:41.812352] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:41.815009] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:41.817010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:41.817794] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:41.818928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:41.899741] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 3.34% [2025-11-22T02:15:42.064204] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 12.65%, Actual: 1.17% [2025-11-22T02:15:42.064367] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 34.8994% [2025-11-22T02:15:42.064419] [INFO ] [main ] PEN: DISCARDED add_volume_pressure_into_close (score: 34.90%) [2025-11-22T02:15:42.064456] [INFO ] [main ] PEN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:15:42.064487] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials', 'add_volume_zscore'] [2025-11-22T02:15:42.064522] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:42.077710] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:42.078954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:42.079016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:42.083761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:42.086158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:42.086944] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:42.088007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:42.090686] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:42.092327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:42.093692] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.40% [2025-11-22T02:15:42.094620] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:42.382575] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 4.9s | Global ETA: 1h 14m 25s [2025-11-22T02:15:42.414429] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 2.9s | Global ETA: 1h 14m 25s [2025-11-22T02:15:42.415308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:42.415371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:42.416227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:42.418186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:42.420855] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:42.422800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:42.423509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:42.424618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:42.551564] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 0.84% [2025-11-22T02:15:42.685383] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -6.53% [2025-11-22T02:15:42.686387] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:42.721084] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.34% [2025-11-22T02:15:42.749293] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 6.2s | Global ETA: 1h 14m 26s [2025-11-22T02:15:42.750179] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:42.750242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:42.755063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:42.757508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:42.758329] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:42.759393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:42.762126] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:42.763775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:42.891211] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 0.35% [2025-11-22T02:15:43.027093] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 2.3s | Global ETA: 1h 14m 26s [2025-11-22T02:15:43.028046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:43.028110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:43.029127] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:43.031629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:43.035179] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:43.037755] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:43.038523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:43.039640] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:43.063899] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.54% [2025-11-22T02:15:43.233439] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.48%, Actual: 0.88% [2025-11-22T02:15:43.264859] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -1.34% [2025-11-22T02:15:43.265814] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:43.405261] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.29% [2025-11-22T02:15:43.436804] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 5.6s | Global ETA: 1h 14m 27s [2025-11-22T02:15:43.437807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:43.437870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:43.442882] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:43.445381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:43.446197] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:43.447272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:43.450125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:43.451803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:43.576577] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 1.42% [2025-11-22T02:15:43.643089] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 6.49% | Symbol ETA: 1.6s | Global ETA: 1h 14m 27s [2025-11-22T02:15:43.644009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:43.644088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:43.644921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:43.646772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:43.649546] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:43.651575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:43.652318] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:15:43.653459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:43.744608] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.10% [2025-11-22T02:15:43.835791] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 4.12% [2025-11-22T02:15:43.836731] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:43.915714] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.21% [2025-11-22T02:15:44.085671] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.48% [2025-11-22T02:15:44.085872] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 59.9288% [2025-11-22T02:15:44.085976] [INFO ] [main ] ALX: KEPT add_prior_day_tail_pressure (score: 59.93%) [2025-11-22T02:15:44.086018] [INFO ] [main ] ALX: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:15:44.086054] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_prior_mag_lag'] [2025-11-22T02:15:44.086089] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:44.099467] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:44.101005] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:44.101071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:44.102820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:44.103331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:44.103819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:44.104262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:44.105259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:44.108253] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:44.109935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:44.123506] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 4.9s | Global ETA: 1h 14m 28s [2025-11-22T02:15:44.124471] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:44.124533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:44.129414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:44.131822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:44.132593] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:44.133607] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:44.136305] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:44.137975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:44.243676] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: 2.27% | Symbol ETA: 1.0s | Global ETA: 1h 14m 28s [2025-11-22T02:15:44.402477] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.88% [2025-11-22T02:15:44.403448] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:15:44.411985] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.58%, Actual: 0.56% [2025-11-22T02:15:44.581424] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.59%, Actual: 2.13% [2025-11-22T02:15:44.753587] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 1.04% [2025-11-22T02:15:44.801781] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 10.7s | Global ETA: 1h 14m 29s [2025-11-22T02:15:44.802853] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:44.802919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:44.804615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:44.805142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:44.805600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:44.806030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:44.807026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:44.809844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:44.811453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:44.818201] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 0.81% | Symbol ETA: 4.3s | Global ETA: 1h 14m 29s [2025-11-22T02:15:44.819139] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:44.819202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:44.823917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:44.826381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:44.827171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:44.828194] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:44.830842] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:44.832429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:44.925439] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 2.43% [2025-11-22T02:15:44.966862] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.00% [2025-11-22T02:15:45.097878] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.08%, Actual: 0.09% [2025-11-22T02:15:45.133857] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -16.52%, Actual: 19.68% [2025-11-22T02:15:45.264250] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.60%, Actual: 2.34% [2025-11-22T02:15:45.300976] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 11.36%, Actual: 4.03% [2025-11-22T02:15:45.432422] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.34%, Actual: 1.82% [2025-11-22T02:15:45.468543] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.84%, Actual: 1.68% [2025-11-22T02:15:45.479922] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.46% | Symbol ETA: 9.9s | Global ETA: 1h 14m 30s [2025-11-22T02:15:45.480935] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:45.480999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:45.482637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:45.483169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:45.483602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:45.484008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:45.484961] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:45.487615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:45.489189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:45.516456] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 3.6s | Global ETA: 1h 14m 30s [2025-11-22T02:15:45.517446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:45.517512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:45.522862] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:45.525415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:45.526375] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:45.527561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:45.530635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:45.532447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:45.600092] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.09% [2025-11-22T02:15:45.635336] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.06%, Actual: 0.22% [2025-11-22T02:15:45.769432] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 6.49%, Actual: 0.21% [2025-11-22T02:15:45.805542] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.40%, Actual: 0.66% [2025-11-22T02:15:45.939360] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: 2.27%, Actual: 3.28% [2025-11-22T02:15:45.939615] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 42.6669% [2025-11-22T02:15:45.939729] [INFO ] [main ] PEB: DISCARDED add_volatility_decay_ratio (score: 42.67%) [2025-11-22T02:15:45.939778] [INFO ] [main ] PEB: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:15:45.939812] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:15:45.939848] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:45.953469] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:45.954885] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:45.954959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:45.956226] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:45.958179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:45.960970] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:45.963041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:45.963784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:45.965585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:45.966092] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:45.967173] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:45.969258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:45.974904] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -6.53%, Actual: 2.40% [2025-11-22T02:15:46.141494] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -1.34%, Actual: 4.99% [2025-11-22T02:15:46.168192] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 9.3s | Global ETA: 1h 14m 32s [2025-11-22T02:15:46.169259] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:46.169325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:46.171076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:46.171668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:46.172132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:46.172565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:46.173571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:46.176412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:46.178086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:46.220073] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 2.9s | Global ETA: 1h 14m 32s [2025-11-22T02:15:46.221013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:46.221077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:46.226281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:46.228951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:46.229786] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:46.230842] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:46.233875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:46.235712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:46.307013] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 4.12%, Actual: 0.08% [2025-11-22T02:15:46.473290] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 11.99% [2025-11-22T02:15:46.594260] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 6.6s | Global ETA: 1h 14m 32s [2025-11-22T02:15:46.595203] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:46.595270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:46.596166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:46.598160] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:46.600921] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:46.603017] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:46.603805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:46.605721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:46.606209] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:46.607363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:46.609517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:46.640986] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 28.93% [2025-11-22T02:15:46.641180] [INFO ] [main ] BW: Magnitude Forecast Confidence: 26.3298% [2025-11-22T02:15:46.641226] [INFO ] [main ] BW: Baseline score (no features): 26.3298% [2025-11-22T02:15:46.641263] [INFO ] [main ] BW: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:46.641292] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:15:46.641325] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:15:46.652556] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:46.653809] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:46.653870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:46.662061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:46.857833] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 8.6s | Global ETA: 1h 14m 33s [2025-11-22T02:15:46.858881] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:46.858946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:46.860666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:46.861181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:46.861671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:46.862080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:46.863087] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:46.865919] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:46.867570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:46.902081] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 2.2s | Global ETA: 1h 14m 33s [2025-11-22T02:15:46.902987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:46.903370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:46.908977] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:46.911838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:46.912619] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:46.913663] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:46.916335] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:46.917988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.206400] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.14% | Symbol ETA: 5.8s | Global ETA: 1h 14m 33s [2025-11-22T02:15:47.207308] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:47.207373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:47.208194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:47.210063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:47.212689] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:47.214619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:47.215347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:47.217122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:47.217605] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:47.218697] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:47.220708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.237222] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -21.52% | Symbol ETA: 5m 9s | Global ETA: 1h 14m 33s [2025-11-22T02:15:47.238150] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:47.238211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:47.242982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.517652] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.44% | Symbol ETA: 7.8s | Global ETA: 1h 14m 34s [2025-11-22T02:15:47.518626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:47.518715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:47.520382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:47.520885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:47.521365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:47.522145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:47.523114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:47.525754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:47.527309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.577388] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 1.5s | Global ETA: 1h 14m 34s [2025-11-22T02:15:47.578365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:47.578429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:47.583225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:47.585621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:47.586423] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:47.587507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:47.590265] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:47.591894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.819912] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 3.24% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 34s [2025-11-22T02:15:47.820808] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:47.820868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:47.825544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:47.831859] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 5.2s | Global ETA: 1h 14m 34s [2025-11-22T02:15:47.832773] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:47.832838] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:47.833676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:47.835482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:47.838137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:47.840100] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:47.840821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:47.842562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:47.843054] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:47.844108] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:47.846088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.185936] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 7.2s | Global ETA: 1h 14m 35s [2025-11-22T02:15:48.187006] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:48.187071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:48.188783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:48.189284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:48.189756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:48.190170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:48.191146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:48.193819] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:48.195366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.261629] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 0.9s | Global ETA: 1h 14m 35s [2025-11-22T02:15:48.262511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:48.262574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:48.267351] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:48.269745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:48.270499] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:48.271500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:48.274161] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:15:48.275770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.407952] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -19.11% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 35s [2025-11-22T02:15:48.408842] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:48.408901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:48.413606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.430945] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 4.5s | Global ETA: 1h 14m 35s [2025-11-22T02:15:48.431837] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:48.431902] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:48.432743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:48.434576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:48.437178] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:48.439157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:48.439984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:48.441732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:48.442211] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:48.443272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:48.445269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.830987] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 6.5s | Global ETA: 1h 14m 36s [2025-11-22T02:15:48.831995] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:48.832058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:48.833698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:48.834179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:48.834610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:48.835045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:48.836025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:48.838685] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:48.840300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:48.934079] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 15.41% | Symbol ETA: 0.2s | Global ETA: 1h 14m 36s [2025-11-22T02:15:49.022415] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.58% | Symbol ETA: 5m 12s | Global ETA: 1h 14m 36s [2025-11-22T02:15:49.023342] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:49.023404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:49.028378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:49.035852] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.38% | Symbol ETA: 3.9s | Global ETA: 1h 14m 36s [2025-11-22T02:15:49.036790] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:49.036857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:49.037750] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:49.039988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:49.042754] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:49.044805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:49.045532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:49.047419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:49.047926] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:49.049055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:49.051204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:49.100703] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 2.28% [2025-11-22T02:15:49.265110] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.97% [2025-11-22T02:15:49.435282] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 0.71% [2025-11-22T02:15:49.483215] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 5.8s | Global ETA: 1h 14m 37s [2025-11-22T02:15:49.484210] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:49.484273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:49.485908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:49.486388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:49.486844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:49.487247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:49.488196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:49.490812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:49.492337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:49.602380] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 2.08% [2025-11-22T02:15:49.625879] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 5m 12s | Global ETA: 1h 14m 37s [2025-11-22T02:15:49.626817] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:49.626877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:49.631832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:49.665250] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 0.74% | Symbol ETA: 3.3s | Global ETA: 1h 14m 38s [2025-11-22T02:15:49.666223] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:49.666292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:49.667154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:49.669130] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:49.672034] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:49.674216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:49.675036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:49.677127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:49.677722] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:49.678863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:49.681003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:49.772615] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.48%, Actual: 1.70% [2025-11-22T02:15:49.938532] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 1.06% [2025-11-22T02:15:50.104984] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.14% [2025-11-22T02:15:50.151368] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 5.1s | Global ETA: 1h 14m 38s [2025-11-22T02:15:50.152395] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:50.152460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:50.154227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:50.154744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:50.155196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:50.155597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:50.156703] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:50.159597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:15:50.161350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:50.215726] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -9.00% | Symbol ETA: 5m 11s | Global ETA: 1h 14m 38s [2025-11-22T02:15:50.216688] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:50.216748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:50.221500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:50.274938] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.31% [2025-11-22T02:15:50.312976] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 2.7s | Global ETA: 1h 14m 39s [2025-11-22T02:15:50.313985] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:50.314054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:50.314949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:50.316884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:50.319728] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:50.321797] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:50.322599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:50.324601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:50.325183] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:50.326334] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:50.328466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:50.440948] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 0.89%, Actual: 3.34% [2025-11-22T02:15:50.607798] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.41%, Actual: 1.17% [2025-11-22T02:15:50.607988] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 40.0351% [2025-11-22T02:15:50.608085] [INFO ] [main ] PEN: DISCARDED add_volume_zscore (score: 40.04%) [2025-11-22T02:15:50.608136] [INFO ] [main ] PEN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:15:50.608177] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials', 'add_vwap_deviations'] [2025-11-22T02:15:50.608219] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T02:15:50.621705] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:50.623138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:50.623201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:50.628020] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:50.630499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:50.631273] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:50.632290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:50.635019] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:50.640606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:50.821767] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -10.59% | Symbol ETA: 5m 11s | Global ETA: 1h 14m 40s [2025-11-22T02:15:50.822705] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:50.822764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:50.827583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:50.835953] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 4.4s | Global ETA: 1h 14m 40s [2025-11-22T02:15:50.933963] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 2.1s | Global ETA: 1h 14m 40s [2025-11-22T02:15:50.934854] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:50.934919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:50.935753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:50.937605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:50.940213] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:50.942158] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:50.942882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:50.944784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:50.945254] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:50.946313] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:50.948422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:51.004719] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.84% [2025-11-22T02:15:51.175561] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 1.34% [2025-11-22T02:15:51.300745] [INFO ] [main ] PEN: Lookback Days: 2, Magnitude: -1.98% | Symbol ETA: 6.1s | Global ETA: 1h 14m 40s [2025-11-22T02:15:51.301625] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:51.301728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:51.306422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:51.308951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:51.309730] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:51.310745] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:51.313374] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:51.318937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:51.346014] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.00%, Actual: 0.35% [2025-11-22T02:15:51.393483] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 5.78% | Symbol ETA: 5m 9s | Global ETA: 1h 14m 41s [2025-11-22T02:15:51.394388] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:51.394446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:51.399172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:51.512047] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.44%, Actual: 1.54% [2025-11-22T02:15:51.537228] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 3.55% | Symbol ETA: 1.4s | Global ETA: 1h 14m 41s [2025-11-22T02:15:51.538160] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:15:51.538245] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:51.539088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:51.540949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:51.543634] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:51.545620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:51.546382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:51.548299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:51.548899] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:15:51.550433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:15:51.552592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:51.684120] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.44%, Actual: 0.88% [2025-11-22T02:15:51.855431] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 1.29% [2025-11-22T02:15:51.967875] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 42s [2025-11-22T02:15:51.968892] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:15:51.968978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:51.974299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:52.006847] [INFO ] [main ] PEN: Lookback Days: 3, Magnitude: 2.11% | Symbol ETA: 5.5s | Global ETA: 1h 14m 42s [2025-11-22T02:15:52.007802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:52.007865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:52.012622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:52.015035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:52.015825] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:52.016847] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:52.019568] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:52.022477] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.11%, Actual: 1.42% [2025-11-22T02:15:52.025285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:52.165623] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 0.8s | Global ETA: 1h 14m 42s [2025-11-22T02:15:52.190212] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 1.10% [2025-11-22T02:15:52.334494] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.56% [2025-11-22T02:15:52.358341] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.21% [2025-11-22T02:15:52.527251] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 0.48% [2025-11-22T02:15:52.527466] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 54.5756% [2025-11-22T02:15:52.527517] [INFO ] [main ] ALX: DISCARDED add_prior_mag_lag (score: 54.58%) [2025-11-22T02:15:52.527554] [INFO ] [main ] ALX: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:15:52.527587] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:15:52.527692] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:15:52.532295] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.14%, Actual: 2.13% [2025-11-22T02:15:52.541413] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:52.543192] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:52.543255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:52.544976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:52.545482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:52.545947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:52.546333] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:52.547328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:52.549977] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:52.552333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:52.568256] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 5m 8s | Global ETA: 1h 14m 43s [2025-11-22T02:15:52.689117] [INFO ] [main ] PEN: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 4.8s | Global ETA: 1h 14m 43s [2025-11-22T02:15:52.690112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:52.690190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:52.695081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:52.697612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:52.698436] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:52.699486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:52.702180] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:52.708040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:52.721815] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 1.04% [2025-11-22T02:15:52.744229] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -21.52%, Actual: 19.68% [2025-11-22T02:15:52.892705] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 2.43% [2025-11-22T02:15:52.919494] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 3.24%, Actual: 4.03% [2025-11-22T02:15:53.059380] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.38%, Actual: 0.09% [2025-11-22T02:15:53.095172] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -19.11%, Actual: 1.68% [2025-11-22T02:15:53.213065] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 10.1s | Global ETA: 1h 14m 44s [2025-11-22T02:15:53.214084] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:53.214150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:53.215818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:53.216311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:53.216849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:53.217290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:53.218250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:53.220917] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:53.223253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:53.226065] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 0.74%, Actual: 2.34% [2025-11-22T02:15:53.260069] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.58%, Actual: 0.22% [2025-11-22T02:15:53.371599] [INFO ] [main ] PEN: Lookback Days: 5, Magnitude: 1.72% | Symbol ETA: 4.1s | Global ETA: 1h 14m 44s [2025-11-22T02:15:53.372499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:53.372562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:53.377384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:53.379846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:53.380607] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:53.381621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:53.384332] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:53.390228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:53.392901] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 1.82% [2025-11-22T02:15:53.425821] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.66% [2025-11-22T02:15:53.559836] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 1.09% [2025-11-22T02:15:53.595007] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -9.00%, Actual: 2.40% [2025-11-22T02:15:53.727517] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 3.55%, Actual: 0.21% [2025-11-22T02:15:53.762233] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -10.59%, Actual: 4.99% [2025-11-22T02:15:53.887331] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 9.5s | Global ETA: 1h 14m 45s [2025-11-22T02:15:53.888689] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:53.888760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:53.890766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:53.891298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:53.891965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:53.892367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:53.893363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:53.894753] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.54%, Actual: 3.28% [2025-11-22T02:15:53.894967] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.7323% [2025-11-22T02:15:53.895057] [INFO ] [main ] PEB: DISCARDED add_volatility_state_percentiles (score: 33.73%) [2025-11-22T02:15:53.895100] [INFO ] [main ] PEB: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:15:53.895133] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_volume_dispersion'] [2025-11-22T02:15:53.895192] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:15:53.896155] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:53.898689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:53.908777] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:53.910233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:53.910296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:53.911156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:53.913016] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:53.915614] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:53.917580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:53.918310] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:53.919680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:53.927180] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 5.78%, Actual: 0.08% [2025-11-22T02:15:54.071614] [INFO ] [main ] PEN: Lookback Days: 6, Magnitude: -2.90% | Symbol ETA: 3.4s | Global ETA: 1h 14m 45s [2025-11-22T02:15:54.072580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:54.072665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:54.077566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:54.080043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:54.080839] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:54.081915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:54.084716] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:54.090550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:54.103020] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 11.99% [2025-11-22T02:15:54.286924] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 28.93% [2025-11-22T02:15:54.287129] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.8174% [2025-11-22T02:15:54.287182] [INFO ] [main ] BW: KEPT add_afternoon_v_morning_volatility_mix (score: 27.82%) [2025-11-22T02:15:54.287246] [INFO ] [main ] BW: Testing feature 2/53: add_atr [2025-11-22T02:15:54.287281] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:15:54.287317] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:15:54.298858] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:15:54.300152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:54.300214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:54.305181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:54.307058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:54.307562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:54.535737] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 1.14% | Symbol ETA: 6.3s | Global ETA: 1h 14m 46s [2025-11-22T02:15:54.536607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:54.536691] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:54.537520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:54.539373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:54.542000] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:54.543922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:54.544623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:54.545996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:54.556072] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 8.8s | Global ETA: 1h 14m 46s [2025-11-22T02:15:54.557065] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:54.557129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:54.558840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:54.559360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:54.559817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:54.560202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:54.561245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:54.563913] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:54.566250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:54.760432] [INFO ] [main ] PEN: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 2.8s | Global ETA: 1h 14m 46s [2025-11-22T02:15:54.761335] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:54.761398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:54.766202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:54.768681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:54.769489] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:54.770492] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:54.773218] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:54.778878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:54.893318] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -22.28% | Symbol ETA: 6m 35s | Global ETA: 1h 14m 47s [2025-11-22T02:15:54.894251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:54.894314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:54.899157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:54.900977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:54.901443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.136149] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.70% | Symbol ETA: 5.6s | Global ETA: 1h 14m 47s [2025-11-22T02:15:55.137115] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:55.137179] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:55.138082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:55.139908] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:55.142613] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:55.144674] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:55.145446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:55.146882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.214982] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 3.98% | Symbol ETA: 8.1s | Global ETA: 1h 14m 47s [2025-11-22T02:15:55.216034] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:55.216099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:55.217806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:55.218380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:55.218980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:55.219471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:55.220628] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:55.223330] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:55.225711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.448189] [INFO ] [main ] PEN: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 2.1s | Global ETA: 1h 14m 47s [2025-11-22T02:15:55.449116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:55.449180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:55.453925] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:55.456331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:55.457117] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:55.458172] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:55.460887] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:55.466438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.488266] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 5.18% | Symbol ETA: 6m 35s | Global ETA: 1h 14m 48s [2025-11-22T02:15:55.489179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:55.489255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:55.494124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:55.496096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:55.496670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.742383] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.23% | Symbol ETA: 4.9s | Global ETA: 1h 14m 48s [2025-11-22T02:15:55.743322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:55.743389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:55.744214] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:55.746052] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:55.748719] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:55.750669] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:55.751377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:55.752748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:55.878394] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.11% | Symbol ETA: 7.4s | Global ETA: 1h 14m 48s [2025-11-22T02:15:55.879590] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:55.879703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:55.881415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:55.881942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:55.882399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:55.882836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:55.883941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:55.886831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:55.889429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.071321] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -21.31% | Symbol ETA: 6m 34s | Global ETA: 1h 14m 49s [2025-11-22T02:15:56.072209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:56.072274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:56.077034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:56.078800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:56.079271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.141392] [INFO ] [main ] PEN: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 1.4s | Global ETA: 1h 14m 49s [2025-11-22T02:15:56.142308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:56.142718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:56.147517] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:56.150020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:56.150832] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:56.151861] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:56.154674] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:56.160392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.341730] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.59% | Symbol ETA: 4.3s | Global ETA: 1h 14m 49s [2025-11-22T02:15:56.342618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:56.342701] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:56.343546] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:56.345380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:56.348024] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:56.349967] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:56.350694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:56.352050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.558090] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 6.8s | Global ETA: 1h 14m 49s [2025-11-22T02:15:56.559440] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:56.559506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:56.561204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:56.561732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:56.562168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:56.562562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:56.563626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:56.566328] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:56.568754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.670713] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.75% | Symbol ETA: 6m 33s | Global ETA: 1h 14m 50s [2025-11-22T02:15:56.671585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:56.671664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:56.676394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:56.678228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:56.678754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.837301] [INFO ] [main ] PEN: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 0.7s | Global ETA: 1h 14m 50s [2025-11-22T02:15:56.838243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:56.838305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:56.843091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:15:56.845507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:15:56.846296] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:15:56.847438] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:15:56.850273] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:15:56.856103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:56.928409] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.02% | Symbol ETA: 3.7s | Global ETA: 1h 14m 50s [2025-11-22T02:15:56.929371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:56.929782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:56.930595] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:56.932434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:56.935040] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:56.936963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:56.937719] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:56.939066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:57.245032] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.51% | Symbol ETA: 6.1s | Global ETA: 1h 14m 51s [2025-11-22T02:15:57.246096] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:57.246163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:57.248034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:57.248568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:57.249122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:57.249618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:57.250603] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:57.253422] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:57.255892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:57.259488] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 6m 33s | Global ETA: 1h 14m 51s [2025-11-22T02:15:57.260455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:57.260524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:57.265573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:57.267538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:57.268055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:57.517874] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 3.1s | Global ETA: 1h 14m 51s [2025-11-22T02:15:57.518770] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:57.518833] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:57.519631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:57.521473] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:57.524137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:57.526057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:57.526784] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:57.528197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:57.531019] [INFO ] [main ] PEN: Lookback Days: 11, Magnitude: 11.16% | Symbol ETA: 0.0s | Global ETA: 1h 14m 51s [2025-11-22T02:15:57.700023] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 2.28% [2025-11-22T02:15:57.841836] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -10.58% | Symbol ETA: 6m 32s | Global ETA: 1h 14m 52s [2025-11-22T02:15:57.842760] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:57.842822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:57.848361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:57.850563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:57.851155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:57.867724] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.11%, Actual: 0.97% [2025-11-22T02:15:57.907056] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 5.4s | Global ETA: 1h 14m 52s [2025-11-22T02:15:57.908145] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:57.908212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:57.909939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:57.910459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:57.910961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:57.911366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:57.912353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:57.915099] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:57.917545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:58.062413] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 0.71% [2025-11-22T02:15:58.108378] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 2.5s | Global ETA: 1h 14m 52s [2025-11-22T02:15:58.109262] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:58.109328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:58.110149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:58.112000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:58.114604] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:58.116556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:58.117303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:58.118665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:58.233943] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 2.08% [2025-11-22T02:15:58.402535] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.90%, Actual: 1.70% [2025-11-22T02:15:58.445128] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 6m 32s | Global ETA: 1h 14m 53s [2025-11-22T02:15:58.449863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:58.449938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:58.455050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:58.456920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:58.457454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:58.563731] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 4.8s | Global ETA: 1h 14m 53s [2025-11-22T02:15:58.564727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:15:58.564790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:58.566415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:58.566914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:15:58.567363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:15:58.567769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:15:58.568734] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:15:58.570184] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.68%, Actual: 1.06% [2025-11-22T02:15:58.571327] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:15:58.573630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:58.700895] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1.9s | Global ETA: 1h 14m 53s [2025-11-22T02:15:58.701778] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:58.701841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:58.702658] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:58.704471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:58.707070] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:58.709009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:58.709766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:58.711093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:58.742570] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 1.14% [2025-11-22T02:15:58.910419] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.31% [2025-11-22T02:15:59.057877] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.38% | Symbol ETA: 6m 31s | Global ETA: 1h 14m 54s [2025-11-22T02:15:59.058774] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:59.058833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:59.063561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:59.065284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:59.065780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:59.091099] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 3.34% [2025-11-22T02:15:59.219180] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.90% | Symbol ETA: 4.1s | Global ETA: 1h 14m 54s [2025-11-22T02:15:59.261636] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 11.16%, Actual: 1.17% [2025-11-22T02:15:59.261867] [INFO ] [main ] PEN: Magnitude Forecast Confidence: 50.4435% [2025-11-22T02:15:59.261952] [INFO ] [main ] PEN: DISCARDED add_vwap_deviations (score: 50.44%) [2025-11-22T02:15:59.261995] [INFO ] [main ] PEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:15:59.262030] [INFO ] [main ] PEN: Best accuracy: 60.63% [2025-11-22T02:15:59.262075] [INFO ] [main ] PEN: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_preclose_acceleration_mag', 'add_volume_flow_differentials'] [2025-11-22T02:15:59.262110] [INFO ] [main ] PEN: Improvement over baseline: 24.06% [2025-11-22T02:15:59.262138] [INFO ] [main ] PEN: Total time: 7.7 minutes [2025-11-22T02:15:59.262184] [INFO ] [main ] PEN: Average time per feature: 8.7 seconds [2025-11-22T02:15:59.262214] [INFO ] [main ] PEN: Average speed: 0.12 features/sec [2025-11-22T02:15:59.292025] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.14% | Symbol ETA: 1.3s | Global ETA: 1h 14m 54s [2025-11-22T02:15:59.292909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:15:59.292971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:15:59.293796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:15:59.295592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:15:59.298301] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:15:59.300244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:15:59.300972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:15:59.302321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:59.385330] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 0.84% [2025-11-22T02:15:59.427705] [DEBUG] [METRICS ] PEN: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 2.28% [2025-11-22T02:15:59.553877] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 1.34% [2025-11-22T02:15:59.594496] [DEBUG] [METRICS ] PEN: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 0.97% [2025-11-22T02:15:59.626533] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 6m 31s | Global ETA: 1h 14m 55s [2025-11-22T02:15:59.627437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:15:59.627498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:15:59.632186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:15:59.633927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:15:59.634392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:15:59.718684] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 0.35% [2025-11-22T02:15:59.761958] [DEBUG] [METRICS ] PEN: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.71% [2025-11-22T02:15:59.883925] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 3.98%, Actual: 1.54% [2025-11-22T02:15:59.889258] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 0.7s | Global ETA: 1h 14m 55s [2025-11-22T02:15:59.932282] [DEBUG] [METRICS ] PEN: 2025-11-17:2025-11-18: Predicted: 2.48%, Actual: 2.08% [2025-11-22T02:16:00.054850] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.11%, Actual: 0.88% [2025-11-22T02:16:00.068963] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 1.14%, Actual: 0.56% [2025-11-22T02:16:00.127472] [DEBUG] [METRICS ] PEN: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 1.70% [2025-11-22T02:16:00.220867] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 1.29% [2025-11-22T02:16:00.307817] [DEBUG] [METRICS ] PEN: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 1.06% [2025-11-22T02:16:00.315961] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.70%, Actual: 2.13% [2025-11-22T02:16:00.435795] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 6m 30s | Global ETA: 1h 14m 56s [2025-11-22T02:16:00.491243] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 1.42% [2025-11-22T02:16:00.514193] [DEBUG] [METRICS ] PEN: 2025-11-12:2025-11-13: Predicted: 2.47%, Actual: 1.14% [2025-11-22T02:16:00.519162] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.23%, Actual: 1.04% [2025-11-22T02:16:00.658692] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -22.28%, Actual: 19.68% [2025-11-22T02:16:00.684776] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.59%, Actual: 2.43% [2025-11-22T02:16:00.748704] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 1.10% [2025-11-22T02:16:00.798977] [DEBUG] [METRICS ] PEN: 2025-11-11:2025-11-12: Predicted: 2.74%, Actual: 1.31% [2025-11-22T02:16:00.857743] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.18%, Actual: 4.03% [2025-11-22T02:16:00.861660] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.02%, Actual: 0.09% [2025-11-22T02:16:00.918291] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.21% [2025-11-22T02:16:00.974185] [DEBUG] [METRICS ] PEN: 2025-11-10:2025-11-11: Predicted: 4.07%, Actual: 3.34% [2025-11-22T02:16:01.024235] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -21.31%, Actual: 1.68% [2025-11-22T02:16:01.114346] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.90%, Actual: 0.48% [2025-11-22T02:16:01.114551] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 44.2686% [2025-11-22T02:16:01.114627] [INFO ] [main ] ALX: DISCARDED add_range_overlap_v_prior_day (score: 44.27%) [2025-11-22T02:16:01.114690] [INFO ] [main ] ALX: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:16:01.114723] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency'] [2025-11-22T02:16:01.114757] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:01.128308] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:01.129718] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:01.129788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:01.130383] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 2.34% [2025-11-22T02:16:01.131462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:01.131988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:01.132423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:01.132830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:01.133782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:01.139942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:01.142064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:01.152317] [DEBUG] [METRICS ] PEN: 2025-11-07:2025-11-10: Predicted: 15.39%, Actual: 1.17% [2025-11-22T02:16:01.152881] [INFO ] [LOCAL ] Saved configuration for PEN: 5 features, 60.63% accuracy -> ./output/feature-sets/PEN.json [2025-11-22T02:16:01.153947] [INFO ] [main ] Progress: 22/57 symbols completed (38.6%). PEN finished in 7m 51s. ETA: 1h 9m 34s. Rate: 0.50 symbols/min [2025-11-22T02:16:01.166704] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:01.179866] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:01.180636] [INFO ] [main ] AIZN: Testing with 53 available features [2025-11-22T02:16:01.180718] [INFO ] [main ] AIZN: Establishing baseline with no features... [2025-11-22T02:16:01.180755] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:01.191126] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.75%, Actual: 0.22% [2025-11-22T02:16:01.193701] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:01.195062] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:01.295194] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 1.82% [2025-11-22T02:16:01.356841] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.66% [2025-11-22T02:16:01.464433] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: -1.40%, Actual: 1.09% [2025-11-22T02:16:01.523236] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -10.58%, Actual: 2.40% [2025-11-22T02:16:01.634352] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.14%, Actual: 0.21% [2025-11-22T02:16:01.689227] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 4.99% [2025-11-22T02:16:01.764534] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.67% [2025-11-22T02:16:01.765535] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:01.805823] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 3.28% [2025-11-22T02:16:01.806036] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 36.2590% [2025-11-22T02:16:01.806125] [INFO ] [main ] PEB: DISCARDED add_volume_dispersion (score: 36.26%) [2025-11-22T02:16:01.806168] [INFO ] [main ] PEB: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:16:01.806201] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_volume_flow_differentials'] [2025-11-22T02:16:01.806590] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:16:01.807940] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 9.9s | Global ETA: 1h 9m 35s [2025-11-22T02:16:01.808978] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:01.809045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:01.810827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:01.811318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:01.811794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:01.812207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:01.813209] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:01.816068] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:01.818258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:01.822442] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:01.824167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:01.824234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:01.825140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:01.827094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:01.830345] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:01.832743] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:01.833673] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:01.836734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:01.856769] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.38%, Actual: 0.08% [2025-11-22T02:16:02.028388] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 11.99% [2025-11-22T02:16:02.217365] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 28.93% [2025-11-22T02:16:02.217585] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.6188% [2025-11-22T02:16:02.217693] [INFO ] [main ] BW: KEPT add_atr (score: 29.62%) [2025-11-22T02:16:02.217742] [INFO ] [main ] BW: Testing feature 3/53: add_atr_10 [2025-11-22T02:16:02.217776] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:16:02.217813] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:02.230008] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:02.231350] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:02.231413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:02.236657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:02.238558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:02.239069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:02.239518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:02.344577] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.74% [2025-11-22T02:16:02.345520] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:02.474167] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 6.3s | Global ETA: 1h 9m 36s [2025-11-22T02:16:02.475269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:02.475334] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:02.476183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:02.478037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:02.480710] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:02.483103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:02.483862] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:02.486665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:02.595423] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 9.7s | Global ETA: 1h 9m 36s [2025-11-22T02:16:02.596413] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:02.596479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:02.598139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:02.598615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:02.599076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:02.599459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:02.600404] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:02.603065] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:02.605109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:02.829667] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -21.35% | Symbol ETA: 3m 24s | Global ETA: 1h 9m 36s [2025-11-22T02:16:02.830548] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:02.830610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:02.835387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:02.837176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:02.837719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:02.838162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:02.922142] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.08% [2025-11-22T02:16:02.923712] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:03.090997] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 5.6s | Global ETA: 1h 9m 37s [2025-11-22T02:16:03.091916] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:03.091982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:03.092838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:03.094698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:03.097340] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:03.099348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:03.100112] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:03.102822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:03.270218] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 8.8s | Global ETA: 1h 9m 37s [2025-11-22T02:16:03.271202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:03.271265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:03.272921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:03.273391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:03.273852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:03.274236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:03.275193] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:03.277914] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:03.280077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:03.412546] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 3.63% | Symbol ETA: 3m 23s | Global ETA: 1h 9m 37s [2025-11-22T02:16:03.413436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:03.413498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:03.418221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:03.419967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:03.420435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:03.420886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:03.511085] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.57% [2025-11-22T02:16:03.512057] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:03.701974] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.59% | Symbol ETA: 4.9s | Global ETA: 1h 9m 38s [2025-11-22T02:16:03.702975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:03.703053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:03.704025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:03.706076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:03.708851] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:03.711415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:03.712478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:03.715687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:03.933394] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.50% | Symbol ETA: 8.0s | Global ETA: 1h 9m 38s [2025-11-22T02:16:03.934504] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:03.934571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:03.936260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:03.936781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:03.937228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:03.937628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:03.938629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:03.941371] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:03.943443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:03.991858] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -19.39% | Symbol ETA: 3m 22s | Global ETA: 1h 9m 38s [2025-11-22T02:16:03.992756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:03.992819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:03.997937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:03.999776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:04.000291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:04.000760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:04.084889] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.11% [2025-11-22T02:16:04.085851] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:04.304937] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 4.2s | Global ETA: 1h 9m 39s [2025-11-22T02:16:04.305824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:04.305886] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:04.306758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:04.308623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:04.311228] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:04.313152] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:04.313886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:04.316561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:04.597532] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 3m 22s | Global ETA: 1h 9m 39s [2025-11-22T02:16:04.598433] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:04.598508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:04.602610] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.52% | Symbol ETA: 7.3s | Global ETA: 1h 9m 39s [2025-11-22T02:16:04.603277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:04.603606] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:04.603693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:04.605044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:04.605333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:04.605543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:04.605861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:04.605997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:04.606291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:04.606703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:04.607681] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:04.610420] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:04.612481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:04.672260] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.17% [2025-11-22T02:16:04.673193] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:04.901006] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -3.68% | Symbol ETA: 3.6s | Global ETA: 1h 9m 40s [2025-11-22T02:16:04.901939] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:04.902004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:04.902900] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:04.904830] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:04.907536] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:04.909533] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:04.910279] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:04.913033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:05.174949] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: 5.37% | Symbol ETA: 3m 21s | Global ETA: 1h 9m 40s [2025-11-22T02:16:05.175848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:05.175909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:05.180626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:05.182384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:05.182869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:05.183296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:05.246307] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.64% [2025-11-22T02:16:05.247263] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:05.261525] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 6.6s | Global ETA: 1h 9m 40s [2025-11-22T02:16:05.262521] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:05.262585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:05.264223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:05.264733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:05.265169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:05.265555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:05.266507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:05.269636] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:05.271749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:05.522985] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 3.0s | Global ETA: 1h 9m 41s [2025-11-22T02:16:05.524860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:05.524927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:05.528257] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:05.530228] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:05.532949] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:05.534983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:05.535760] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:05.538577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:05.767448] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -11.48% | Symbol ETA: 3m 21s | Global ETA: 1h 9m 41s [2025-11-22T02:16:05.768416] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:05.768489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:05.773402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:05.775277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:05.775799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:05.776257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:05.818679] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.10% [2025-11-22T02:16:05.819657] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:05.957259] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.63% | Symbol ETA: 5.9s | Global ETA: 1h 9m 41s [2025-11-22T02:16:05.958324] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:05.958393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:05.960126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:05.960627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:05.961092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:05.961487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:05.962468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:05.965205] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:05.967376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:06.147472] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 2.3s | Global ETA: 1h 9m 42s [2025-11-22T02:16:06.148343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:06.148406] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:06.149230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:06.151074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:06.153728] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:06.155733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:06.156439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:06.159146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:06.383977] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -9.83% | Symbol ETA: 3m 20s | Global ETA: 1h 9m 42s [2025-11-22T02:16:06.384976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:06.385042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:06.384981] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.02% [2025-11-22T02:16:06.385930] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:06.390020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:06.391904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:06.392439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:06.392931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:06.639447] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.85% | Symbol ETA: 5.2s | Global ETA: 1h 9m 42s [2025-11-22T02:16:06.640467] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:06.640534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:06.642181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:06.642692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:06.643122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:06.643505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:06.644468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:06.647169] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:06.649311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:06.778056] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 2.31% | Symbol ETA: 1.7s | Global ETA: 1h 9m 43s [2025-11-22T02:16:06.778987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:06.779054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:06.779953] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:06.781863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:06.784579] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:06.786600] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:06.787406] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:06.790492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:06.965728] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.07% [2025-11-22T02:16:06.972295] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 4.44% | Symbol ETA: 3m 19s | Global ETA: 1h 9m 43s [2025-11-22T02:16:06.973224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:06.973285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:06.978158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:06.980026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:06.980518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:06.980971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:07.132952] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 1.03% [2025-11-22T02:16:07.292264] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.37% | Symbol ETA: 4.5s | Global ETA: 1h 9m 43s [2025-11-22T02:16:07.293262] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:07.293326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:07.294964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:07.295431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:07.295889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:07.296269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:07.297237] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:07.299906] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:16:07.301957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:07.306321] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.69% [2025-11-22T02:16:07.392571] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 9.48% | Symbol ETA: 1.1s | Global ETA: 1h 9m 44s [2025-11-22T02:16:07.393499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:07.393569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:07.394416] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:07.396347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:07.399077] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:07.401101] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:07.401892] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:16:07.404755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:07.477777] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 2.52% [2025-11-22T02:16:07.545594] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 3m 19s | Global ETA: 1h 9m 44s [2025-11-22T02:16:07.546634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:07.546721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:07.552537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:07.555051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:07.555573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:07.556046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:07.646762] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 0.62% [2025-11-22T02:16:07.819884] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 0.19% [2025-11-22T02:16:07.938215] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 3.8s | Global ETA: 1h 9m 44s [2025-11-22T02:16:07.987031] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 1.14% [2025-11-22T02:16:08.012660] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 0.5s | Global ETA: 1h 9m 44s [2025-11-22T02:16:08.106603] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.84% [2025-11-22T02:16:08.154608] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 0.99% [2025-11-22T02:16:08.182820] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 0.56% [2025-11-22T02:16:08.203738] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 3m 18s | Global ETA: 1h 9m 45s [2025-11-22T02:16:08.273336] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 1.34% [2025-11-22T02:16:08.324593] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.61% [2025-11-22T02:16:08.355273] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 2.13% [2025-11-22T02:16:08.383274] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -21.35%, Actual: 19.68% [2025-11-22T02:16:08.442989] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 0.35% [2025-11-22T02:16:08.494740] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.03% [2025-11-22T02:16:08.528998] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.59%, Actual: 1.04% [2025-11-22T02:16:08.551274] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 3.63%, Actual: 4.03% [2025-11-22T02:16:08.615420] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 1.54% [2025-11-22T02:16:08.661425] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.07%, Actual: 0.43% [2025-11-22T02:16:08.661621] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.3975% [2025-11-22T02:16:08.661690] [INFO ] [main ] AIZN: Baseline score (no features): 43.3975% [2025-11-22T02:16:08.661729] [INFO ] [main ] AIZN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:08.661759] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:16:08.661793] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:08.674798] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:08.676232] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:08.676291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:08.681137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:08.701501] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 2.43% [2025-11-22T02:16:08.716827] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -19.39%, Actual: 1.68% [2025-11-22T02:16:08.782569] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.52%, Actual: 0.88% [2025-11-22T02:16:08.876949] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -3.68%, Actual: 0.09% [2025-11-22T02:16:08.884170] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 0.22% [2025-11-22T02:16:08.948930] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.17%, Actual: 1.29% [2025-11-22T02:16:09.049499] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: 5.37%, Actual: 0.66% [2025-11-22T02:16:09.052141] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 2.34% [2025-11-22T02:16:09.124983] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.63%, Actual: 1.42% [2025-11-22T02:16:09.214830] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -11.48%, Actual: 2.40% [2025-11-22T02:16:09.230506] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 1.82% [2025-11-22T02:16:09.258305] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 5m 8s | Global ETA: 1h 9m 46s [2025-11-22T02:16:09.259204] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:09.259263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:09.264049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:09.290748] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 1.10% [2025-11-22T02:16:09.379549] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -9.83%, Actual: 4.99% [2025-11-22T02:16:09.408344] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 1.09% [2025-11-22T02:16:09.458036] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.37%, Actual: 0.21% [2025-11-22T02:16:09.544748] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 4.44%, Actual: 0.08% [2025-11-22T02:16:09.584842] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 9.48%, Actual: 0.21% [2025-11-22T02:16:09.624515] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -2.26%, Actual: 0.48% [2025-11-22T02:16:09.624745] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 49.8190% [2025-11-22T02:16:09.624831] [INFO ] [main ] ALX: DISCARDED add_range_volume_efficiency (score: 49.82%) [2025-11-22T02:16:09.624883] [INFO ] [main ] ALX: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:16:09.624918] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:16:09.624953] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:09.638376] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:09.639807] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:09.639871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:09.641525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:09.642044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:09.642476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:09.642880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:09.643828] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:09.646474] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:09.650400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:09.710830] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 11.99% [2025-11-22T02:16:09.763413] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.45%, Actual: 3.28% [2025-11-22T02:16:09.763639] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 45.1075% [2025-11-22T02:16:09.763763] [INFO ] [main ] PEB: DISCARDED add_volume_flow_differentials (score: 45.11%) [2025-11-22T02:16:09.763806] [INFO ] [main ] PEB: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:16:09.763838] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_volume_pressure_into_close'] [2025-11-22T02:16:09.763873] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:16:09.777339] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:09.778808] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:09.778871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:09.779739] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:09.781564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:09.784225] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:09.786195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:09.786941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:09.792022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:09.837455] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 5m 7s | Global ETA: 1h 9m 47s [2025-11-22T02:16:09.838386] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:09.838448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:09.843354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:09.877692] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.84%, Actual: 28.93% [2025-11-22T02:16:09.877909] [INFO ] [main ] BW: Magnitude Forecast Confidence: 28.3401% [2025-11-22T02:16:09.877961] [INFO ] [main ] BW: DISCARDED add_atr_10 (score: 28.34%) [2025-11-22T02:16:09.877999] [INFO ] [main ] BW: Testing feature 4/53: add_atr_5 [2025-11-22T02:16:09.878031] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:16:09.878066] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:09.889553] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:09.891067] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:09.891128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:09.895874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:09.897708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:09.898181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:09.898571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:10.305851] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 9.5s | Global ETA: 1h 9m 48s [2025-11-22T02:16:10.307148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:10.307228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:10.308896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:10.309369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:10.309822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:10.310208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:10.311161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:10.313823] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:10.317729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:10.426964] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 5m 8s | Global ETA: 1h 9m 48s [2025-11-22T02:16:10.427194] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 6.2s | Global ETA: 1h 9m 48s [2025-11-22T02:16:10.427975] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:10.428039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:10.428107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:10.428172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:10.428999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:10.432960] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:10.433523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:10.435572] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:10.437540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:10.438277] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:10.439874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:10.486554] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -22.28% | Symbol ETA: 2m 10s | Global ETA: 1h 9m 48s [2025-11-22T02:16:10.487520] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:10.487587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:10.492745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:10.494635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:10.495158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:10.495568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:10.958715] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 8.7s | Global ETA: 1h 9m 49s [2025-11-22T02:16:10.959736] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:10.959799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:10.961420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:10.961917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:10.962350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:10.962760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:10.963717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:10.966345] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:10.970195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.029099] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.97% | Symbol ETA: 5.3s | Global ETA: 1h 9m 49s [2025-11-22T02:16:11.030007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:11.030071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:11.030912] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:11.032711] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:11.035267] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:11.037230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:11.037965] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:11.038028] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 5m 11s | Global ETA: 1h 9m 49s [2025-11-22T02:16:11.039027] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:11.039096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:11.039534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.044242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.073764] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 5.18% | Symbol ETA: 2m 10s | Global ETA: 1h 9m 49s [2025-11-22T02:16:11.074634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:11.074715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:11.079573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:11.081418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:11.081927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:11.082328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.617602] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -3.32% | Symbol ETA: 8.1s | Global ETA: 1h 9m 50s [2025-11-22T02:16:11.618600] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:11.618683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:11.620221] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 5m 9s | Global ETA: 1h 9m 50s [2025-11-22T02:16:11.620297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:11.620787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:11.621111] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:11.621171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:11.621217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:11.621603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:11.622555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:11.625223] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:11.625936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.629179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.632978] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 4.6s | Global ETA: 1h 9m 50s [2025-11-22T02:16:11.633897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:11.633961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:11.634807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:11.636698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:11.639390] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:11.641524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:11.642321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:11.643997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:11.661630] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -21.31% | Symbol ETA: 2m 9s | Global ETA: 1h 9m 50s [2025-11-22T02:16:11.662518] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:11.662579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:11.667310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:11.669111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:11.669580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:11.670009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.195969] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 5m 7s | Global ETA: 1h 9m 51s [2025-11-22T02:16:12.196897] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:12.196960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:12.202033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.239116] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.33% | Symbol ETA: 4.0s | Global ETA: 1h 9m 51s [2025-11-22T02:16:12.240031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:12.240096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:12.240955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:12.242913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:12.245627] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:12.247085] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.75% | Symbol ETA: 2m 9s | Global ETA: 1h 9m 51s [2025-11-22T02:16:12.247752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:12.248081] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:12.248150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:12.248508] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:12.250232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.253218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:12.255209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:12.255738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:12.256142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.282497] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 7.4s | Global ETA: 1h 9m 51s [2025-11-22T02:16:12.283480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:12.283543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:12.285185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:12.285677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:12.286105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:12.286486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:12.287461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:12.290098] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:12.293959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.788912] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 5m 7s | Global ETA: 1h 9m 52s [2025-11-22T02:16:12.789809] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:12.789869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:12.794851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.833832] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 2m 8s | Global ETA: 1h 9m 52s [2025-11-22T02:16:12.834791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:12.834856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:12.839841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:12.841722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:12.842245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:12.842671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.875391] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.42% | Symbol ETA: 3.4s | Global ETA: 1h 9m 52s [2025-11-22T02:16:12.876297] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:12.876362] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:12.877235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:12.879097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:12.881761] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:12.883809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:12.884529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:12.886147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:12.951680] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.81% | Symbol ETA: 6.8s | Global ETA: 1h 9m 52s [2025-11-22T02:16:12.952636] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:12.952720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:12.954334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:12.954822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:12.955262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:12.955663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:12.956581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:12.959302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:12.963243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.366484] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 5m 6s | Global ETA: 1h 9m 53s [2025-11-22T02:16:13.367407] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:13.367467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:13.372279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.411890] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -10.58% | Symbol ETA: 2m 7s | Global ETA: 1h 9m 53s [2025-11-22T02:16:13.412796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:13.412856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:13.417590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:13.419377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:13.419864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:13.420250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.485981] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -1.41% | Symbol ETA: 2.8s | Global ETA: 1h 9m 53s [2025-11-22T02:16:13.486908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:13.486973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:13.487860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:13.489839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:13.492519] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:13.494565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:13.495323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:13.497055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.616233] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 6.1s | Global ETA: 1h 9m 53s [2025-11-22T02:16:13.617283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:13.617349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:13.619103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:13.619604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:13.620072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:13.620468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:13.621455] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:13.624187] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:13.628214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.937424] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 5m 5s | Global ETA: 1h 9m 54s [2025-11-22T02:16:13.938328] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:13.938387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:13.943179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:13.990530] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 2m 7s | Global ETA: 1h 9m 54s [2025-11-22T02:16:13.991818] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:13.991878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:13.996624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:13.998369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:13.998886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:13.999273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:14.098610] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -2.12% | Symbol ETA: 2.2s | Global ETA: 1h 9m 54s [2025-11-22T02:16:14.099496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:14.099560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:14.100382] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:14.102185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:14.104777] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:14.106735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:14.107466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:14.109057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:14.276109] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 5.4s | Global ETA: 1h 9m 54s [2025-11-22T02:16:14.277543] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:14.277617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:14.279390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:14.279907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:14.280361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:14.280810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:14.281805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:14.284619] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:14.288810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:14.519214] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.53% | Symbol ETA: 5m 4s | Global ETA: 1h 9m 55s [2025-11-22T02:16:14.582136] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.38% | Symbol ETA: 2m 6s | Global ETA: 1h 9m 55s [2025-11-22T02:16:14.583119] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:14.583183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:14.588397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:14.590296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:14.590830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:14.591261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:14.688713] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 1.03% [2025-11-22T02:16:14.702606] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 1.5s | Global ETA: 1h 9m 55s [2025-11-22T02:16:14.703560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:14.703626] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:14.704479] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:14.706368] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:14.709137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:14.711196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:14.711937] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:14.713588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:14.855679] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.42%, Actual: 0.69% [2025-11-22T02:16:14.942699] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 4.8s | Global ETA: 1h 9m 56s [2025-11-22T02:16:14.943744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:14.943810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:14.945494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:14.946030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:14.946491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:14.946939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:14.947990] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:14.950831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:14.954984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:15.023813] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 2.52% [2025-11-22T02:16:15.188869] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 2m 6s | Global ETA: 1h 9m 56s [2025-11-22T02:16:15.189804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:16:15.189869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:15.194746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:15.194974] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 0.62% [2025-11-22T02:16:15.196512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:15.197011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:15.197443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:15.303849] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 7.12% | Symbol ETA: 0.9s | Global ETA: 1h 9m 56s [2025-11-22T02:16:15.304777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:15.304842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:15.305726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:15.307603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:15.310261] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:15.312223] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:15.312989] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:15.314607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:15.365846] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.19% [2025-11-22T02:16:15.535241] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 1.14% [2025-11-22T02:16:15.605848] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 4.1s | Global ETA: 1h 9m 57s [2025-11-22T02:16:15.606874] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:15.606938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:15.608713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:15.609205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:15.609685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:15.610111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:15.611089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:15.613834] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:16:15.617909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:15.707134] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.99% [2025-11-22T02:16:15.791353] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 2m 5s | Global ETA: 1h 9m 57s [2025-11-22T02:16:15.875183] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.61% [2025-11-22T02:16:15.905220] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.80% | Symbol ETA: 0.3s | Global ETA: 1h 9m 57s [2025-11-22T02:16:15.966070] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -22.28%, Actual: 19.68% [2025-11-22T02:16:16.051378] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.03% [2025-11-22T02:16:16.076094] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 0.56% [2025-11-22T02:16:16.132406] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.18%, Actual: 4.03% [2025-11-22T02:16:16.235157] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.53%, Actual: 0.43% [2025-11-22T02:16:16.235386] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 39.5885% [2025-11-22T02:16:16.235440] [INFO ] [main ] AIZN: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.59%) [2025-11-22T02:16:16.235478] [INFO ] [main ] AIZN: Testing feature 2/53: add_atr [2025-11-22T02:16:16.235510] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:16:16.235544] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:16.248685] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:16.250116] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:16.250174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:16.251850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:16.252360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:16.265195] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.56% | Symbol ETA: 3.5s | Global ETA: 1h 9m 58s [2025-11-22T02:16:16.297679] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -21.31%, Actual: 1.68% [2025-11-22T02:16:16.302687] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.97%, Actual: 2.13% [2025-11-22T02:16:16.431628] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 0.84% [2025-11-22T02:16:16.462005] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.75%, Actual: 0.22% [2025-11-22T02:16:16.478850] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 1.04% [2025-11-22T02:16:16.601842] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.34% [2025-11-22T02:16:16.650000] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.66% [2025-11-22T02:16:16.652567] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.33%, Actual: 2.43% [2025-11-22T02:16:16.781691] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -3.32%, Actual: 0.35% [2025-11-22T02:16:16.818738] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 6m 31s | Global ETA: 1h 9m 59s [2025-11-22T02:16:16.819631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:16.820004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:16.821667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:16.822154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:16.824636] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -10.58%, Actual: 2.40% [2025-11-22T02:16:16.825090] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.42%, Actual: 0.09% [2025-11-22T02:16:16.951810] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.52%, Actual: 1.54% [2025-11-22T02:16:16.993461] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 2.34% [2025-11-22T02:16:16.999469] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 4.99% [2025-11-22T02:16:17.121428] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.81%, Actual: 0.88% [2025-11-22T02:16:17.162277] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -2.12%, Actual: 1.82% [2025-11-22T02:16:17.169055] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.38%, Actual: 0.08% [2025-11-22T02:16:17.288948] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 1.29% [2025-11-22T02:16:17.334035] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 1.09% [2025-11-22T02:16:17.334614] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 11.99% [2025-11-22T02:16:17.404749] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 6m 31s | Global ETA: 1h 9m 59s [2025-11-22T02:16:17.405851] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:17.405924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:17.407797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:17.408380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:17.452979] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.42% [2025-11-22T02:16:17.500995] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 28.93% [2025-11-22T02:16:17.501199] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.6188% [2025-11-22T02:16:17.501311] [INFO ] [main ] BW: KEPT add_atr_5 (score: 29.62%) [2025-11-22T02:16:17.501357] [INFO ] [main ] BW: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:16:17.501389] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:16:17.501423] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:17.512774] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:17.514076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:17.514139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:17.518907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:17.520690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:17.521165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:17.521548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:17.522283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:17.523099] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 7.12%, Actual: 0.21% [2025-11-22T02:16:17.619133] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 1.10% [2025-11-22T02:16:17.694078] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.80%, Actual: 3.28% [2025-11-22T02:16:17.694280] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 40.8237% [2025-11-22T02:16:17.694368] [INFO ] [main ] PEB: DISCARDED add_volume_pressure_into_close (score: 40.82%) [2025-11-22T02:16:17.694411] [INFO ] [main ] PEB: Testing feature 52/53: add_volume_zscore [2025-11-22T02:16:17.694445] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_volume_zscore'] [2025-11-22T02:16:17.694482] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:16:17.708152] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:17.709633] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:17.709723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:17.710584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:17.712505] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:17.715219] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:17.717258] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:17.718014] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:17.719612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:17.784973] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 0.21% [2025-11-22T02:16:17.952809] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.56%, Actual: 0.48% [2025-11-22T02:16:17.953021] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 41.2412% [2025-11-22T02:16:17.953728] [INFO ] [main ] ALX: DISCARDED add_range_volume_efficiency_refinements (score: 41.24%) [2025-11-22T02:16:17.953780] [INFO ] [main ] ALX: Testing feature 39/53: add_regime [2025-11-22T02:16:17.953814] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_regime'] [2025-11-22T02:16:17.953849] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:17.967549] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:17.968939] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:17.969027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:17.970710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:17.971204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:17.971665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:17.972050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:17.973017] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:17.975668] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:17.981875] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 6m 30s | Global ETA: 1h 10m 0s [2025-11-22T02:16:17.982785] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:17.982849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:17.984515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:17.985088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:17.995109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.091926] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -23.26% | Symbol ETA: 1m 37s | Global ETA: 1h 10m 1s [2025-11-22T02:16:18.092821] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:18.092884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:18.097604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:18.099377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:18.099870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:18.100251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:18.100985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.314857] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 5.6s | Global ETA: 1h 10m 1s [2025-11-22T02:16:18.316436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:18.316499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:18.317358] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:18.319173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:18.321786] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:18.327234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:18.327996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:18.329577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.565418] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 6m 30s | Global ETA: 1h 10m 1s [2025-11-22T02:16:18.566316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:18.566378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:18.568129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:18.568619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.645004] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 9.2s | Global ETA: 1h 10m 1s [2025-11-22T02:16:18.646008] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:18.646073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:18.647781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:18.648286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:18.648762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:18.649162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:18.650157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:18.653324] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:18.673721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.691905] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 5.50% | Symbol ETA: 1m 36s | Global ETA: 1h 10m 1s [2025-11-22T02:16:18.692859] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:18.692945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:18.698352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:18.700488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:18.701027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:18.701441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:18.702791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:18.925602] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 5.0s | Global ETA: 1h 10m 2s [2025-11-22T02:16:18.926502] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:18.926567] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:18.927443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:18.929438] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:18.932184] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:18.934164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:18.934906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:18.936492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.151372] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 6m 29s | Global ETA: 1h 10m 2s [2025-11-22T02:16:19.152285] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:19.152347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:19.154051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:19.154554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.298032] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.44% | Symbol ETA: 1m 36s | Global ETA: 1h 10m 2s [2025-11-22T02:16:19.298922] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:19.298983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:19.303829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:19.305760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:19.306309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:19.306781] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:19.307515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.330825] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 8.5s | Global ETA: 1h 10m 3s [2025-11-22T02:16:19.331838] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:19.331902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:19.333532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:19.334047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:19.334481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:19.334886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:19.335843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:19.338503] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:19.358162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.528288] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 2.98% | Symbol ETA: 4.4s | Global ETA: 1h 10m 3s [2025-11-22T02:16:19.529210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:19.529291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:19.530142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:19.532049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:19.534734] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:19.536730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:19.537531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:19.539172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.734967] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 6m 29s | Global ETA: 1h 10m 3s [2025-11-22T02:16:19.735888] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:19.735949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:19.737709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:19.738243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.902490] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 1m 35s | Global ETA: 1h 10m 3s [2025-11-22T02:16:19.903385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:19.903446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:19.908328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:19.910204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:19.910716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:19.911122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:19.911895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:19.999229] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.28% | Symbol ETA: 7.8s | Global ETA: 1h 10m 4s [2025-11-22T02:16:20.000218] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:20.000282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:20.001927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:20.002415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:20.002875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:20.003276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:20.004230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:20.006858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:20.026636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.154561] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 3.8s | Global ETA: 1h 10m 4s [2025-11-22T02:16:20.155468] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:20.155533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:20.156395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:20.158401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:20.161286] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:20.163359] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:20.164127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:20.165731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.321068] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 6m 28s | Global ETA: 1h 10m 4s [2025-11-22T02:16:20.322015] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:20.322099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:20.323835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:20.324349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.485599] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: 6.78% | Symbol ETA: 1m 34s | Global ETA: 1h 10m 4s [2025-11-22T02:16:20.486476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:20.486538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:20.491548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:20.493373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:20.493868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:20.494257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:20.495028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.668354] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 7.1s | Global ETA: 1h 10m 5s [2025-11-22T02:16:20.669384] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:20.669448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:20.671114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:20.671593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:20.672045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:20.672431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:20.673524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:20.676207] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:20.695932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.765149] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -5.36% | Symbol ETA: 3.2s | Global ETA: 1h 10m 5s [2025-11-22T02:16:20.766074] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:20.766139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:20.767023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:20.769339] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:20.772079] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:20.774096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:20.774854] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:20.776442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:20.931525] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 6m 27s | Global ETA: 1h 10m 5s [2025-11-22T02:16:20.932554] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:20.932619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:20.934451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:20.934996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.076625] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -12.97% | Symbol ETA: 1m 34s | Global ETA: 1h 10m 5s [2025-11-22T02:16:21.077534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:21.077596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:21.082388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:21.084163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:21.084619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:21.085045] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:21.085756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.341380] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 6.4s | Global ETA: 1h 10m 6s [2025-11-22T02:16:21.342500] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:21.342569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:21.344359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:21.344923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:21.345388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:21.345823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:21.346822] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:21.349602] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:21.369962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.370770] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 2.6s | Global ETA: 1h 10m 6s [2025-11-22T02:16:21.371705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:21.371770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:21.372630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:21.374471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:21.377152] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:21.379149] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:21.379874] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:21.381415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.525659] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 6m 27s | Global ETA: 1h 10m 6s [2025-11-22T02:16:21.526538] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:21.526598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:21.528258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:21.528757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.665726] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -10.33% | Symbol ETA: 1m 33s | Global ETA: 1h 10m 6s [2025-11-22T02:16:21.666619] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:21.666704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:21.671684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:21.673507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:21.674047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:21.674513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:21.675279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:21.972734] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 2.0s | Global ETA: 1h 10m 7s [2025-11-22T02:16:21.973604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:21.973688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:21.974497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:21.976299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:21.978981] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:21.980967] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:21.981724] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:21.983470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:22.024285] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.20% | Symbol ETA: 5.8s | Global ETA: 1h 10m 7s [2025-11-22T02:16:22.025324] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:22.025389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:22.027335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:22.027878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:22.028340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:22.028760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:22.029773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:22.032490] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:22.053034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:22.102737] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 6m 26s | Global ETA: 1h 10m 7s [2025-11-22T02:16:22.258435] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.57% | Symbol ETA: 1m 33s | Global ETA: 1h 10m 7s [2025-11-22T02:16:22.259350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:22.259415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:22.264460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:22.266294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:22.266797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:22.267214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:22.268041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:22.269986] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 1.03% [2025-11-22T02:16:22.438790] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.69% [2025-11-22T02:16:22.594211] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 1.4s | Global ETA: 1h 10m 8s [2025-11-22T02:16:22.595261] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:22.595327] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:22.596178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:22.598097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:22.600751] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:22.602802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:22.603553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:22.605212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:22.610196] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 2.52% [2025-11-22T02:16:22.702563] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.09% | Symbol ETA: 5.1s | Global ETA: 1h 10m 8s [2025-11-22T02:16:22.703559] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:22.703624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:22.705268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:22.705774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:22.706209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:22.706591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:22.707597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:22.711054] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:22.731943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:22.775950] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 0.62% [2025-11-22T02:16:22.844896] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 1m 32s | Global ETA: 1h 10m 8s [2025-11-22T02:16:22.845780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:22.845843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:22.851933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:22.853940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:22.854435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:22.854841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:22.855617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:23.000456] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 0.19% [2025-11-22T02:16:23.166585] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 1.14% [2025-11-22T02:16:23.209850] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.23% | Symbol ETA: 0.8s | Global ETA: 1h 10m 9s [2025-11-22T02:16:23.210832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:23.210899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:23.211756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:23.213783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:23.216512] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:23.218549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:23.219290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:16:23.220935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:23.333220] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.99% [2025-11-22T02:16:23.387076] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 4.4s | Global ETA: 1h 10m 9s [2025-11-22T02:16:23.388617] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:23.388737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:23.391115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:23.391822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:23.392424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:23.392983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:23.394255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:23.397813] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:23.421341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:23.422552] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 1m 31s | Global ETA: 1h 10m 9s [2025-11-22T02:16:23.509882] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:16:23.590694] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -23.26%, Actual: 19.68% [2025-11-22T02:16:23.680894] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.03% [2025-11-22T02:16:23.757120] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.50%, Actual: 4.03% [2025-11-22T02:16:23.809151] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 0.2s | Global ETA: 1h 10m 10s [2025-11-22T02:16:23.851488] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.70%, Actual: 0.43% [2025-11-22T02:16:23.851729] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.1840% [2025-11-22T02:16:23.851809] [INFO ] [main ] AIZN: DISCARDED add_atr (score: 35.18%) [2025-11-22T02:16:23.851851] [INFO ] [main ] AIZN: Testing feature 3/53: add_atr_10 [2025-11-22T02:16:23.851887] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:16:23.851922] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:23.864804] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:23.866071] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:23.866131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:23.867855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:23.868395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:23.924515] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.44%, Actual: 1.68% [2025-11-22T02:16:23.986127] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 0.56% [2025-11-22T02:16:24.064964] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 3.7s | Global ETA: 1h 10m 10s [2025-11-22T02:16:24.065949] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:24.066012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:24.067668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:24.068146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:24.068630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:24.069048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:24.070021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:24.072613] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:16:24.092051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:24.092208] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.22% [2025-11-22T02:16:24.156907] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 2.13% [2025-11-22T02:16:24.262142] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: 6.78%, Actual: 0.66% [2025-11-22T02:16:24.325804] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 2.98%, Actual: 1.04% [2025-11-22T02:16:24.432038] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -12.97%, Actual: 2.40% [2025-11-22T02:16:24.434823] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 3m 16s | Global ETA: 1h 10m 11s [2025-11-22T02:16:24.435734] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:24.435794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:24.437443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:24.437977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:24.492774] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 2.43% [2025-11-22T02:16:24.606233] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -10.33%, Actual: 4.99% [2025-11-22T02:16:24.662502] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.36%, Actual: 0.09% [2025-11-22T02:16:24.763179] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.20% | Symbol ETA: 3.1s | Global ETA: 1h 10m 11s [2025-11-22T02:16:24.774415] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.57%, Actual: 0.08% [2025-11-22T02:16:24.829352] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 2.34% [2025-11-22T02:16:24.940455] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 0.84% [2025-11-22T02:16:24.946284] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 11.99% [2025-11-22T02:16:24.996353] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.50%, Actual: 1.82% [2025-11-22T02:16:25.002988] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 3m 15s | Global ETA: 1h 10m 12s [2025-11-22T02:16:25.003875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:25.003935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:25.005596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:25.006126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:25.109137] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 1.34% [2025-11-22T02:16:25.116301] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 28.93% [2025-11-22T02:16:25.116510] [INFO ] [main ] BW: Magnitude Forecast Confidence: 26.2400% [2025-11-22T02:16:25.116563] [INFO ] [main ] BW: DISCARDED add_close_to_open_alignment (score: 26.24%) [2025-11-22T02:16:25.116603] [INFO ] [main ] BW: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:16:25.116634] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:16:25.116689] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:25.128361] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:25.129764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:25.129831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:25.134959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:25.136823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:25.137340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:25.137759] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:25.138723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:25.163503] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 1.76%, Actual: 1.09% [2025-11-22T02:16:25.280125] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 0.35% [2025-11-22T02:16:25.330352] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.23%, Actual: 0.21% [2025-11-22T02:16:25.447862] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.54% [2025-11-22T02:16:25.498447] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.53%, Actual: 3.28% [2025-11-22T02:16:25.498676] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 33.5975% [2025-11-22T02:16:25.498765] [INFO ] [main ] PEB: DISCARDED add_volume_zscore (score: 33.60%) [2025-11-22T02:16:25.498808] [INFO ] [main ] PEB: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:16:25.498840] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100', 'add_vwap_deviations'] [2025-11-22T02:16:25.498879] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T02:16:25.512442] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:25.513757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:25.513823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:25.514692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:25.516607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:25.519481] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:25.521452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:25.522197] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:25.527876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:25.578173] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 3m 14s | Global ETA: 1h 10m 12s [2025-11-22T02:16:25.579108] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:25.579168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:25.580812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:25.581310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:25.616314] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.88% [2025-11-22T02:16:25.737116] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -18.06% | Symbol ETA: 1m 17s | Global ETA: 1h 10m 13s [2025-11-22T02:16:25.738118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:25.738184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:25.743255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:25.745094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:25.745575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:25.746004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:25.746942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:25.805087] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.20%, Actual: 1.29% [2025-11-22T02:16:25.973854] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.09%, Actual: 1.42% [2025-11-22T02:16:26.132623] [INFO ] [main ] PEB: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 5.6s | Global ETA: 1h 10m 13s [2025-11-22T02:16:26.133951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:26.134039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:26.135291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:26.138219] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:26.141309] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:26.142966] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 3m 14s | Global ETA: 1h 10m 13s [2025-11-22T02:16:26.143784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:26.143862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:26.143923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:26.144876] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:26.145538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:26.146049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:26.147766] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.10% [2025-11-22T02:16:26.154034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:26.337241] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 0.21% [2025-11-22T02:16:26.351231] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 1.68% | Symbol ETA: 1m 16s | Global ETA: 1h 10m 14s [2025-11-22T02:16:26.352243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:26.352322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:26.358884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:26.361621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:26.362307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:26.362876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:26.364019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:26.555246] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.20%, Actual: 0.48% [2025-11-22T02:16:26.555525] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 46.1699% [2025-11-22T02:16:26.555668] [INFO ] [main ] ALX: DISCARDED add_regime (score: 46.17%) [2025-11-22T02:16:26.555741] [INFO ] [main ] ALX: Testing feature 40/53: add_regime_flags [2025-11-22T02:16:26.555799] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_regime_flags'] [2025-11-22T02:16:26.555856] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:26.576223] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:26.578608] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:26.578717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:26.580898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:26.581589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:26.582201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:26.582747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:26.584045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:26.588212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:26.589744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:26.917826] [INFO ] [main ] PEB: Lookback Days: 3, Magnitude: -2.79% | Symbol ETA: 5.6s | Global ETA: 1h 10m 15s [2025-11-22T02:16:26.919567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:26.919672] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:26.920561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:26.922465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:26.925408] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:26.930178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:26.932258] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:26.938220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:26.945442] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 3m 13s | Global ETA: 1h 10m 15s [2025-11-22T02:16:26.946609] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:26.946715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:26.948692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:26.949347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:27.216063] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.66% | Symbol ETA: 1m 16s | Global ETA: 1h 10m 15s [2025-11-22T02:16:27.217007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:27.217071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:27.221984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:27.223796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:27.224473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:27.224890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:27.226002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:27.472056] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 10.9s | Global ETA: 1h 10m 15s [2025-11-22T02:16:27.473166] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:27.473247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:27.475107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:27.475613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:27.476098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:27.476572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:27.477591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:27.480337] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:27.481409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:27.546461] [INFO ] [main ] PEB: Lookback Days: 4, Magnitude: 1.45% | Symbol ETA: 4.7s | Global ETA: 1h 10m 16s [2025-11-22T02:16:27.547369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:27.547432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:27.548258] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:27.550077] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:27.552663] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:27.554575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:27.555303] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:27.561000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:27.626669] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 3m 13s | Global ETA: 1h 10m 16s [2025-11-22T02:16:27.627633] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:27.627716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:27.629407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:27.629937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:27.797526] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 1m 16s | Global ETA: 1h 10m 16s [2025-11-22T02:16:27.798443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:27.798507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:27.803263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:27.804995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:27.805460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:27.805868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:27.806729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.154076] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 9.2s | Global ETA: 1h 10m 17s [2025-11-22T02:16:28.155100] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:28.155167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.156285] [INFO ] [main ] PEB: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 4.0s | Global ETA: 1h 10m 17s [2025-11-22T02:16:28.156918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:28.157800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:28.158299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:28.158717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:28.157169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:28.159616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:28.159730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:28.160531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:28.162443] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:28.162440] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:28.163448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.165152] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:28.167154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:28.167911] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:28.173685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.188072] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 3m 12s | Global ETA: 1h 10m 17s [2025-11-22T02:16:28.188981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:28.189055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.190741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:28.191218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.379042] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: 4.80% | Symbol ETA: 1m 15s | Global ETA: 1h 10m 17s [2025-11-22T02:16:28.379930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:28.379995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:28.384732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.386449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:28.386936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:28.387340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:28.388198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.751540] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 3m 12s | Global ETA: 1h 10m 17s [2025-11-22T02:16:28.752782] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:28.752841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.754469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:28.754969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.774027] [INFO ] [main ] PEB: Lookback Days: 6, Magnitude: -4.81% | Symbol ETA: 3.3s | Global ETA: 1h 10m 18s [2025-11-22T02:16:28.774922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:28.774985] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:28.775813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:28.777629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:28.780188] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:28.782194] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:28.782920] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:28.788623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.905823] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 8.3s | Global ETA: 1h 10m 18s [2025-11-22T02:16:28.906891] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:28.906957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.908769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:28.909290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:28.909804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:28.910203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:28.911174] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:28.913958] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:28.915013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:28.957733] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -10.61% | Symbol ETA: 1m 14s | Global ETA: 1h 10m 18s [2025-11-22T02:16:28.958597] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:28.958680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:28.963436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:28.965172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:28.965660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:28.966058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:28.966918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:29.311912] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 3m 11s | Global ETA: 1h 10m 18s [2025-11-22T02:16:29.312810] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:29.312870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:29.314493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:29.314989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:29.376470] [INFO ] [main ] PEB: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 2.6s | Global ETA: 1h 10m 18s [2025-11-22T02:16:29.377442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:29.377505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:29.378331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:29.380142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:29.382781] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:29.384716] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:29.385421] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:29.391098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:29.538580] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -4.99% | Symbol ETA: 1m 13s | Global ETA: 1h 10m 19s [2025-11-22T02:16:29.539560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:29.539626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:29.544598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:29.546416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:29.546955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:29.547380] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:29.548293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:29.616392] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.81% | Symbol ETA: 7.4s | Global ETA: 1h 10m 19s [2025-11-22T02:16:29.617458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:29.617544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:29.619263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:29.619837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:29.620318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:29.620765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:29.621781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:29.624893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:29.625990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:29.872314] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.28% | Symbol ETA: 3m 10s | Global ETA: 1h 10m 19s [2025-11-22T02:16:29.969363] [INFO ] [main ] PEB: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 1.9s | Global ETA: 1h 10m 19s [2025-11-22T02:16:29.970260] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:29.970324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:29.971148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:29.972985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:29.975560] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:29.977499] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:29.978215] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:29.983899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:30.040608] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.83%, Actual: 1.03% [2025-11-22T02:16:30.119103] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.99% | Symbol ETA: 1m 13s | Global ETA: 1h 10m 20s [2025-11-22T02:16:30.120001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:30.120077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:30.124859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:30.126565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:30.127073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:30.127495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:30.128386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:30.207389] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.69% [2025-11-22T02:16:30.289621] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.91% | Symbol ETA: 6.6s | Global ETA: 1h 10m 20s [2025-11-22T02:16:30.290602] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:30.290702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:30.292315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:30.292812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:30.293245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:30.293628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:30.294579] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:30.297227] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:30.298223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:30.373890] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 2.52% [2025-11-22T02:16:30.538619] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.62% [2025-11-22T02:16:30.564817] [INFO ] [main ] PEB: Lookback Days: 9, Magnitude: 2.33% | Symbol ETA: 1.3s | Global ETA: 1h 10m 20s [2025-11-22T02:16:30.565712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:30.565792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:30.566607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:30.568488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:30.571122] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:30.573081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:30.573806] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:30.579330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:30.692480] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 1m 12s | Global ETA: 1h 10m 21s [2025-11-22T02:16:30.693365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:30.693428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:30.698186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:30.699939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:30.700412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:30.700815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:30.701668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:30.709722] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.77%, Actual: 0.19% [2025-11-22T02:16:30.880080] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 1.14% [2025-11-22T02:16:30.927399] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.50% | Symbol ETA: 5.8s | Global ETA: 1h 10m 21s [2025-11-22T02:16:30.928413] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:30.928477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:30.930152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:30.930628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:30.931081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:30.931467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:30.932414] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:30.935035] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:30.936033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:31.050195] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.99% [2025-11-22T02:16:31.165833] [INFO ] [main ] PEB: Lookback Days: 10, Magnitude: 8.32% | Symbol ETA: 0.6s | Global ETA: 1h 10m 21s [2025-11-22T02:16:31.166710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:31.166772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:31.167589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:16:31.169496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:16:31.172087] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:16:31.174023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:16:31.174743] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:16:31.180375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:31.224794] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.61% [2025-11-22T02:16:31.263288] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 1m 12s | Global ETA: 1h 10m 21s [2025-11-22T02:16:31.401439] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.03% [2025-11-22T02:16:31.429186] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -18.06%, Actual: 19.68% [2025-11-22T02:16:31.568333] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 5.0s | Global ETA: 1h 10m 22s [2025-11-22T02:16:31.569348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:31.569413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:31.571049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:31.571527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:31.571982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:31.572365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:31.573306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:31.575917] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:31.576913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:31.577597] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.28%, Actual: 0.43% [2025-11-22T02:16:31.577839] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 37.9615% [2025-11-22T02:16:31.577932] [INFO ] [main ] AIZN: DISCARDED add_atr_10 (score: 37.96%) [2025-11-22T02:16:31.577976] [INFO ] [main ] AIZN: Testing feature 4/53: add_atr_5 [2025-11-22T02:16:31.578008] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:16:31.578044] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:31.592680] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:31.594251] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:31.594351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:31.596052] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 1.68%, Actual: 4.03% [2025-11-22T02:16:31.596200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:31.596785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:31.760831] [INFO ] [main ] PEB: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 0.0s | Global ETA: 1h 10m 22s [2025-11-22T02:16:31.762135] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.66%, Actual: 1.68% [2025-11-22T02:16:31.926900] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -1.68%, Actual: 0.56% [2025-11-22T02:16:31.927313] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 0.22% [2025-11-22T02:16:32.092949] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.79%, Actual: 2.13% [2025-11-22T02:16:32.094202] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: 4.80%, Actual: 0.66% [2025-11-22T02:16:32.193685] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 2m 12s | Global ETA: 1h 10m 23s [2025-11-22T02:16:32.194582] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:32.194664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:32.196386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:32.196932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:32.206804] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 4.3s | Global ETA: 1h 10m 23s [2025-11-22T02:16:32.207804] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:32.207868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:32.209477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:32.210357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:32.210810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:32.211234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:32.212185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:32.214830] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:32.215840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:32.260822] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 1.04% [2025-11-22T02:16:32.265215] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -10.61%, Actual: 2.40% [2025-11-22T02:16:32.427027] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 2.43% [2025-11-22T02:16:32.431203] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -4.99%, Actual: 4.99% [2025-11-22T02:16:32.595386] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -4.81%, Actual: 0.09% [2025-11-22T02:16:32.597252] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.99%, Actual: 0.08% [2025-11-22T02:16:32.762111] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 2.34% [2025-11-22T02:16:32.762128] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.47%, Actual: 11.99% [2025-11-22T02:16:32.787386] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 2m 11s | Global ETA: 1h 10m 24s [2025-11-22T02:16:32.788368] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:32.788431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:32.790156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:32.790741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:32.847878] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 3.6s | Global ETA: 1h 10m 24s [2025-11-22T02:16:32.848908] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:32.848971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:32.850675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:32.851185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:32.851621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:32.852036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:32.853023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:32.855672] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:32.856733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:32.929508] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.24%, Actual: 28.93% [2025-11-22T02:16:32.929808] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.1327% [2025-11-22T02:16:32.929898] [INFO ] [main ] BW: DISCARDED add_composite_volatility_context (score: 29.13%) [2025-11-22T02:16:32.929940] [INFO ] [main ] BW: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:16:32.929975] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:16:32.930009] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:32.930103] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -0.88%, Actual: 1.82% [2025-11-22T02:16:32.941421] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:32.942704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:32.943089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:32.947923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:32.949758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:32.950236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:32.950619] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:32.952988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:33.097787] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 2.33%, Actual: 1.09% [2025-11-22T02:16:33.269578] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 8.32%, Actual: 0.21% [2025-11-22T02:16:33.379205] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 2m 10s | Global ETA: 1h 10m 25s [2025-11-22T02:16:33.380143] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:33.380206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:33.382015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:33.382598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:33.435481] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 3.28% [2025-11-22T02:16:33.435704] [INFO ] [main ] PEB: Magnitude Forecast Confidence: 37.0140% [2025-11-22T02:16:33.435785] [INFO ] [main ] PEB: DISCARDED add_vwap_deviations (score: 37.01%) [2025-11-22T02:16:33.435826] [INFO ] [main ] PEB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:16:33.435857] [INFO ] [main ] PEB: Best accuracy: 47.69% [2025-11-22T02:16:33.435888] [INFO ] [main ] PEB: Best feature set (5 features): ['add_composite_volatility_context', 'add_late_day_volatility', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity', 'add_prev_close_to_1100'] [2025-11-22T02:16:33.435918] [INFO ] [main ] PEB: Improvement over baseline: 7.60% [2025-11-22T02:16:33.435945] [INFO ] [main ] PEB: Total time: 6.9 minutes [2025-11-22T02:16:33.435972] [INFO ] [main ] PEB: Average time per feature: 7.9 seconds [2025-11-22T02:16:33.435998] [INFO ] [main ] PEB: Average speed: 0.13 features/sec [2025-11-22T02:16:33.488964] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 2.9s | Global ETA: 1h 10m 25s [2025-11-22T02:16:33.539359] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -21.89% | Symbol ETA: 1m 5s | Global ETA: 1h 10m 25s [2025-11-22T02:16:33.540292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:33.540355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:33.545096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:33.546847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:33.547376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:33.547781] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:33.550179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:33.602947] [DEBUG] [METRICS ] PEB: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.56% [2025-11-22T02:16:33.657382] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.84% [2025-11-22T02:16:33.774090] [DEBUG] [METRICS ] PEB: 2025-11-19:2025-11-20: Predicted: -2.71%, Actual: 2.13% [2025-11-22T02:16:33.826612] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 1.34% [2025-11-22T02:16:33.941978] [DEBUG] [METRICS ] PEB: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 1.04% [2025-11-22T02:16:33.970932] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 2m 10s | Global ETA: 1h 10m 26s [2025-11-22T02:16:33.971879] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:33.971942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:33.973718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:33.974250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:33.994768] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 0.35% [2025-11-22T02:16:34.110119] [DEBUG] [METRICS ] PEB: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 2.43% [2025-11-22T02:16:34.128670] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.36% | Symbol ETA: 1m 5s | Global ETA: 1h 10m 26s [2025-11-22T02:16:34.129537] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:34.129598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:34.134329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:34.136066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:34.136551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:34.136953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:34.139267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:34.162865] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.81%, Actual: 1.54% [2025-11-22T02:16:34.278548] [DEBUG] [METRICS ] PEB: 2025-11-14:2025-11-17: Predicted: -5.00%, Actual: 0.09% [2025-11-22T02:16:34.329019] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.91%, Actual: 0.88% [2025-11-22T02:16:34.446192] [DEBUG] [METRICS ] PEB: 2025-11-13:2025-11-14: Predicted: -2.65%, Actual: 2.34% [2025-11-22T02:16:34.496269] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.50%, Actual: 1.29% [2025-11-22T02:16:34.565059] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 2m 9s | Global ETA: 1h 10m 27s [2025-11-22T02:16:34.566059] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:34.566127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:34.568251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:34.568771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:34.619844] [DEBUG] [METRICS ] PEB: 2025-11-12:2025-11-13: Predicted: -1.40%, Actual: 1.82% [2025-11-22T02:16:34.664184] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 1.42% [2025-11-22T02:16:34.714764] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.54% | Symbol ETA: 1m 4s | Global ETA: 1h 10m 27s [2025-11-22T02:16:34.715672] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:34.715733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:34.720484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:34.722227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:34.722713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:34.723103] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:34.725418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:34.801234] [DEBUG] [METRICS ] PEB: 2025-11-11:2025-11-12: Predicted: 2.22%, Actual: 1.09% [2025-11-22T02:16:34.829310] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.10% [2025-11-22T02:16:34.976814] [DEBUG] [METRICS ] PEB: 2025-11-10:2025-11-11: Predicted: 4.94%, Actual: 0.21% [2025-11-22T02:16:34.994984] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 0.21% [2025-11-22T02:16:35.144085] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 2m 9s | Global ETA: 1h 10m 28s [2025-11-22T02:16:35.144985] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:35.145045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.146700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.147191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:35.161197] [DEBUG] [METRICS ] PEB: 2025-11-07:2025-11-10: Predicted: -2.97%, Actual: 3.28% [2025-11-22T02:16:35.161419] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.48% [2025-11-22T02:16:35.161621] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 51.1012% [2025-11-22T02:16:35.161818] [INFO ] [LOCAL ] Saved configuration for PEB: 5 features, 47.69% accuracy -> ./output/feature-sets/PEB.json [2025-11-22T02:16:35.162303] [INFO ] [main ] ALX: DISCARDED add_regime_flags (score: 51.10%) [2025-11-22T02:16:35.162354] [INFO ] [main ] ALX: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:16:35.162389] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:16:35.162428] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:35.162721] [INFO ] [main ] Progress: 23/57 symbols completed (40.4%). PEB finished in 7m 6s. ETA: 1h 5m 28s. Rate: 0.52 symbols/min [2025-11-22T02:16:35.169081] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:16:35.175853] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:35.177222] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:35.177288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.178951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:35.179458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:35.179914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.180298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:35.181261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:35.183520] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:35.183921] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:35.184289] [INFO ] [main ] AHH: Testing with 53 available features [2025-11-22T02:16:35.184350] [INFO ] [main ] AHH: Establishing baseline with no features... [2025-11-22T02:16:35.184386] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:16:35.184936] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:35.186532] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:35.187561] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:35.188224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:35.198389] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:35.200042] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:35.302081] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 1m 3s | Global ETA: 1h 5m 29s [2025-11-22T02:16:35.302965] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:35.303027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:35.307791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.309497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:35.309987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.310371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:35.312680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:35.739370] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 2m 8s | Global ETA: 1h 5m 29s [2025-11-22T02:16:35.740287] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:35.740349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.742072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.742582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:35.787245] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.78% [2025-11-22T02:16:35.788166] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:35.833700] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -3.16% | Symbol ETA: 8.5s | Global ETA: 1h 5m 29s [2025-11-22T02:16:35.834689] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:35.834755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.836365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:35.836863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:35.837322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.837723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:35.838668] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:35.841277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:35.842288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:35.843882] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:35.844885] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:35.845527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:35.883723] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.90% | Symbol ETA: 1m 3s | Global ETA: 1h 5m 29s [2025-11-22T02:16:35.884606] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:35.884687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:35.889441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:35.891187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:35.891675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:35.892070] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:35.894345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:36.336867] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 2m 7s | Global ETA: 1h 5m 30s [2025-11-22T02:16:36.337887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:36.337955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:36.339940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:36.340439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:36.345275] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.04% [2025-11-22T02:16:36.346192] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:36.483772] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 7.8s | Global ETA: 1h 5m 30s [2025-11-22T02:16:36.484753] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:36.484818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:36.486436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:36.487290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:36.487750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:36.488133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:36.489212] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:36.491871] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:36.492897] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:36.493851] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -5.03% | Symbol ETA: 1m 2s | Global ETA: 1h 5m 30s [2025-11-22T02:16:36.494477] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:36.494808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:36.494873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:36.495482] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:36.496148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:36.500046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:36.501859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:36.502346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:36.502770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:36.505198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:36.898304] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 2m 7s | Global ETA: 1h 5m 31s [2025-11-22T02:16:36.899208] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:36.899268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:36.900895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:36.901370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:36.901991] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.32% [2025-11-22T02:16:36.902906] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:37.112354] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.60% | Symbol ETA: 1m 2s | Global ETA: 1h 5m 31s [2025-11-22T02:16:37.113326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:37.113744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:37.119043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:37.120895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:37.121410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:37.121828] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:37.124324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:37.135389] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: 1.02% | Symbol ETA: 7.2s | Global ETA: 1h 5m 31s [2025-11-22T02:16:37.136387] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:37.136453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:37.138104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:37.138575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:37.139027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:37.139410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:37.140361] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:37.142999] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:37.144007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:37.145589] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:37.146591] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:37.147280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:37.463370] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.72% [2025-11-22T02:16:37.464585] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:37.480029] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 2m 6s | Global ETA: 1h 5m 32s [2025-11-22T02:16:37.647521] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 1.03% [2025-11-22T02:16:37.730744] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.20% | Symbol ETA: 1m 1s | Global ETA: 1h 5m 32s [2025-11-22T02:16:37.731719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:37.731784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:37.737003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:37.738916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:37.739408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:37.739827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:37.742377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:37.793812] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 6.5s | Global ETA: 1h 5m 32s [2025-11-22T02:16:37.794827] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:37.794896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:37.796554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:37.797075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:37.797525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:37.797925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:37.798880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:37.801562] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:37.802605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:37.804251] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:37.805268] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:37.805937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:37.815216] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.69% [2025-11-22T02:16:37.981902] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 2.52% [2025-11-22T02:16:38.045173] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.59% [2025-11-22T02:16:38.046198] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:38.148749] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 0.62% [2025-11-22T02:16:38.317291] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 0.19% [2025-11-22T02:16:38.348455] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.89% | Symbol ETA: 1m 1s | Global ETA: 1h 5m 33s [2025-11-22T02:16:38.349400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:16:38.349468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:38.354487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:38.356298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:38.356824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:38.357248] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:38.359934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:38.448078] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.64% | Symbol ETA: 5.9s | Global ETA: 1h 5m 33s [2025-11-22T02:16:38.449093] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:38.449159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:38.450805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:38.451276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:38.451724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:38.452106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:38.453060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:38.455727] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:38.456733] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:38.458328] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:38.459400] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:38.460064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:38.484749] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 1.14% [2025-11-22T02:16:38.620027] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: 0.53% [2025-11-22T02:16:38.620924] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:38.656548] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.99% [2025-11-22T02:16:38.834199] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:16:38.974285] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 59.9s | Global ETA: 1h 5m 34s [2025-11-22T02:16:39.008581] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.03% [2025-11-22T02:16:39.109030] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 5.2s | Global ETA: 1h 5m 34s [2025-11-22T02:16:39.110025] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:39.110091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:39.111726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:39.112195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:39.112623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:39.113025] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:39.113971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:39.116595] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:39.117623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:39.119249] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:39.120313] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:39.120985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:39.154530] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -21.89%, Actual: 19.68% [2025-11-22T02:16:39.183448] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.70%, Actual: 0.43% [2025-11-22T02:16:39.183683] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.1840% [2025-11-22T02:16:39.183791] [INFO ] [main ] AIZN: DISCARDED add_atr_5 (score: 35.18%) [2025-11-22T02:16:39.183838] [INFO ] [main ] AIZN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:16:39.183869] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:16:39.183903] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:39.197007] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.67% [2025-11-22T02:16:39.197359] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:39.197965] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:39.198902] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:39.198978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:39.199708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:39.332332] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.36%, Actual: 4.03% [2025-11-22T02:16:39.507910] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.54%, Actual: 1.68% [2025-11-22T02:16:39.683184] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.22% [2025-11-22T02:16:39.757913] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.29% [2025-11-22T02:16:39.758843] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:39.762901] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 4.5s | Global ETA: 1h 5m 35s [2025-11-22T02:16:39.764257] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:39.764322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:39.766013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:39.766508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:39.766957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:39.767353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:39.768325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:39.771014] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:39.772028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:39.773617] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:39.774375] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 1m 36s | Global ETA: 1h 5m 35s [2025-11-22T02:16:39.774683] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:39.775293] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:39.775367] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:39.775366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:39.776061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:39.861690] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.90%, Actual: 0.66% [2025-11-22T02:16:40.036147] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -5.03%, Actual: 2.40% [2025-11-22T02:16:40.208471] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.60%, Actual: 4.99% [2025-11-22T02:16:40.333333] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 1m 36s | Global ETA: 1h 5m 36s [2025-11-22T02:16:40.334233] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:40.334297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:40.334990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:40.355739] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 0.94% [2025-11-22T02:16:40.356665] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:16:40.375882] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.20%, Actual: 0.08% [2025-11-22T02:16:40.419956] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.82% | Symbol ETA: 3.9s | Global ETA: 1h 5m 36s [2025-11-22T02:16:40.420941] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:40.421007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:40.422609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:40.423098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:40.423545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:40.423943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:40.424892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:40.427541] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:40.428551] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:40.430167] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:40.431178] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:40.431836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:40.541182] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.89%, Actual: 11.99% [2025-11-22T02:16:40.706558] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 28.93% [2025-11-22T02:16:40.706779] [INFO ] [main ] BW: Magnitude Forecast Confidence: 36.2155% [2025-11-22T02:16:40.706894] [INFO ] [main ] BW: KEPT add_day_shape_ratios (score: 36.22%) [2025-11-22T02:16:40.706939] [INFO ] [main ] BW: Testing feature 8/53: add_directional_consistency [2025-11-22T02:16:40.706971] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:16:40.707005] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:40.718511] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:40.719845] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:40.719907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:40.724731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:40.726477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:40.726966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:40.727362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:40.729678] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:40.854766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:40.927271] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.99% [2025-11-22T02:16:40.934493] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 1m 35s | Global ETA: 1h 5m 37s [2025-11-22T02:16:40.935798] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:40.935874] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:40.936558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:41.088760] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 3.2s | Global ETA: 1h 5m 37s [2025-11-22T02:16:41.089843] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:16:41.089912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:41.091564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:41.092089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:41.092527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:41.092932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:41.093890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:41.096526] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:16:41.097597] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:16:41.099243] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:16:41.100290] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:16:41.100964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:41.104028] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.38% [2025-11-22T02:16:41.277348] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.34% [2025-11-22T02:16:41.430903] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -18.15% | Symbol ETA: 56.4s | Global ETA: 1h 5m 38s [2025-11-22T02:16:41.431798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:41.431860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:41.436582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:41.438317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:41.438798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:41.439175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:41.441448] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:41.444288] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.56% [2025-11-22T02:16:41.500695] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 1m 35s | Global ETA: 1h 5m 38s [2025-11-22T02:16:41.501547] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:41.501607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:41.502288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:41.566299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:41.610433] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.89% [2025-11-22T02:16:41.753397] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 2.6s | Global ETA: 1h 5m 38s [2025-11-22T02:16:41.776638] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.14% [2025-11-22T02:16:41.920473] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -3.16%, Actual: 0.84% [2025-11-22T02:16:41.943876] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.89% [2025-11-22T02:16:42.065819] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 1m 34s | Global ETA: 1h 5m 39s [2025-11-22T02:16:42.066632] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:42.066713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:42.067415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:42.086963] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 1.34% [2025-11-22T02:16:42.113685] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.76% [2025-11-22T02:16:42.142415] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 4.30% | Symbol ETA: 55.7s | Global ETA: 1h 5m 39s [2025-11-22T02:16:42.143330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:42.143393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:42.148413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:42.150724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:42.151213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:42.151622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:42.154103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:42.254443] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 0.35% [2025-11-22T02:16:42.282347] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 1.57% [2025-11-22T02:16:42.282426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:42.420136] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.54% [2025-11-22T02:16:42.447715] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 1.46% [2025-11-22T02:16:42.592703] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.64%, Actual: 0.88% [2025-11-22T02:16:42.616732] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.99%, Actual: 0.32% [2025-11-22T02:16:42.616945] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.2312% [2025-11-22T02:16:42.616993] [INFO ] [main ] AHH: Baseline score (no features): 46.2312% [2025-11-22T02:16:42.617031] [INFO ] [main ] AHH: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:42.617061] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:16:42.617095] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:16:42.625044] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 1m 34s | Global ETA: 1h 5m 39s [2025-11-22T02:16:42.626028] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:42.626099] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:42.626870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:42.630424] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:42.631887] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:42.631947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:42.636756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:42.764290] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 1.29% [2025-11-22T02:16:42.852663] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.23% | Symbol ETA: 55.0s | Global ETA: 1h 5m 40s [2025-11-22T02:16:42.853539] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:42.853604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:42.858360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:42.860074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:42.860540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:42.860940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:42.863219] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:42.928266] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.42% [2025-11-22T02:16:42.985323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.091958] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 1.10% [2025-11-22T02:16:43.184611] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.89% | Symbol ETA: 1m 33s | Global ETA: 1h 5m 40s [2025-11-22T02:16:43.185512] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:43.185572] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:43.186257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.202973] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 5m 2s | Global ETA: 1h 5m 40s [2025-11-22T02:16:43.203860] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:43.203919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:43.208725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.257102] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.21% [2025-11-22T02:16:43.424970] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 0.48% [2025-11-22T02:16:43.425173] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.5934% [2025-11-22T02:16:43.425246] [INFO ] [main ] ALX: DISCARDED add_return_volume_nonlinearity_proxies (score: 45.59%) [2025-11-22T02:16:43.425291] [INFO ] [main ] ALX: Testing feature 42/53: add_shelf_lag [2025-11-22T02:16:43.425325] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_shelf_lag'] [2025-11-22T02:16:43.425359] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:43.439003] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:43.440493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:43.440557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:43.442226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:43.442745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:43.443181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:43.443572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:43.444528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:43.447141] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:43.448287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.553734] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.00% | Symbol ETA: 54.2s | Global ETA: 1h 5m 41s [2025-11-22T02:16:43.554816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:43.554879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:43.559754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:43.561463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:43.561944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:43.562324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:43.564627] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:43.686730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.759784] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 1m 32s | Global ETA: 1h 5m 41s [2025-11-22T02:16:43.760731] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:43.760794] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:43.761490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:43.774992] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 5m 2s | Global ETA: 1h 5m 41s [2025-11-22T02:16:43.776035] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:43.776093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:43.780813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.236233] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 9.4s | Global ETA: 1h 5m 42s [2025-11-22T02:16:44.237223] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:44.237290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:44.238933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:44.239414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:44.239874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:44.240267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:44.241244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:44.243868] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:44.244989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.262252] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.10% | Symbol ETA: 53.5s | Global ETA: 1h 5m 42s [2025-11-22T02:16:44.263327] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:44.263401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:44.268700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:44.270465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:44.270961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:44.271355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:44.273751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:44.334581] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1m 32s | Global ETA: 1h 5m 42s [2025-11-22T02:16:44.335503] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:44.335564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:16:44.336291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.379322] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 5m 7s | Global ETA: 1h 5m 42s [2025-11-22T02:16:44.380200] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:44.380259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:44.385161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.400717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.941616] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.10% | Symbol ETA: 1m 31s | Global ETA: 1h 5m 43s [2025-11-22T02:16:44.952120] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 5m 5s | Global ETA: 1h 5m 43s [2025-11-22T02:16:44.956801] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:44.956865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:44.962015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:44.981450] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -6.01% | Symbol ETA: 52.8s | Global ETA: 1h 5m 43s [2025-11-22T02:16:44.982341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:44.982405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:44.987167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:44.989070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:44.989564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:44.989962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:44.992271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:45.032154] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -3.01% | Symbol ETA: 8.6s | Global ETA: 1h 5m 43s [2025-11-22T02:16:45.033137] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:45.033202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:45.034837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:45.035317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:45.035769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:45.036153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:45.037122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:45.039750] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:45.040859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:45.115418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:45.123034] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 1.03% [2025-11-22T02:16:45.305434] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.69% [2025-11-22T02:16:45.476053] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 2.52% [2025-11-22T02:16:45.578121] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 5m 9s | Global ETA: 1h 5m 44s [2025-11-22T02:16:45.579025] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:45.579087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:45.584033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:45.653038] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.62% [2025-11-22T02:16:45.689128] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 52.1s | Global ETA: 1h 5m 44s [2025-11-22T02:16:45.690032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:45.690119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:45.694879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:45.696587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:45.697068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:45.697471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:45.699859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:45.810346] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 7.7s | Global ETA: 1h 5m 44s [2025-11-22T02:16:45.811319] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:45.811383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:45.813014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:45.813494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:45.813947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:45.814331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:45.815289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:45.817923] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:45.819067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:45.821763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:45.824823] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.19% [2025-11-22T02:16:45.994745] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.14% [2025-11-22T02:16:46.162173] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 5m 8s | Global ETA: 1h 5m 45s [2025-11-22T02:16:46.163087] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:46.163149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:46.164791] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.89%, Actual: 0.99% [2025-11-22T02:16:46.168143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:46.333272] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 0.61% [2025-11-22T02:16:46.387957] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 51.4s | Global ETA: 1h 5m 45s [2025-11-22T02:16:46.388867] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:46.388930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:46.393679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:46.395404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:46.395890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:46.396273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:46.398574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:46.511773] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.03% [2025-11-22T02:16:46.518975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:46.600854] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 7.0s | Global ETA: 1h 5m 45s [2025-11-22T02:16:46.601812] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:46.601887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:46.603502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:46.604177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:46.604619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:46.605037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:46.605988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:46.608662] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:46.609775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:46.707559] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.10%, Actual: 0.43% [2025-11-22T02:16:46.707845] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 41.2588% [2025-11-22T02:16:46.707962] [INFO ] [main ] AIZN: DISCARDED add_close_to_open_alignment (score: 41.26%) [2025-11-22T02:16:46.708025] [INFO ] [main ] AIZN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:16:46.708078] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T02:16:46.708125] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:46.722479] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:46.723835] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:46.723897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:46.724811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:46.765923] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 5m 9s | Global ETA: 1h 5m 45s [2025-11-22T02:16:46.766834] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:46.766895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:46.771877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.091014] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 50.7s | Global ETA: 1h 5m 46s [2025-11-22T02:16:47.091908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:47.091971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:47.096663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:47.098406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:47.098890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:47.099269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:47.101639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:16:47.222164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.308426] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 1m 16s | Global ETA: 1h 5m 46s [2025-11-22T02:16:47.310089] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:47.310151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:47.311007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.374800] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 6.2s | Global ETA: 1h 5m 46s [2025-11-22T02:16:47.375787] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:47.375850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:47.377482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:47.377989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:47.377964] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 5m 10s | Global ETA: 1h 5m 46s [2025-11-22T02:16:47.378423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:47.378826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:47.378901] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:47.378965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:47.379777] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:47.382397] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:47.383514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.383883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.791361] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.90% | Symbol ETA: 50.0s | Global ETA: 1h 5m 47s [2025-11-22T02:16:47.944503] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.82% | Symbol ETA: 1m 16s | Global ETA: 1h 5m 47s [2025-11-22T02:16:47.945432] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:47.945493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:47.946346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:47.958743] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -18.15%, Actual: 19.68% [2025-11-22T02:16:48.007886] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 5m 11s | Global ETA: 1h 5m 47s [2025-11-22T02:16:48.008789] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:48.008850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:48.013592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:48.128257] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 4.30%, Actual: 4.03% [2025-11-22T02:16:48.159810] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.73% | Symbol ETA: 5.4s | Global ETA: 1h 5m 48s [2025-11-22T02:16:48.160794] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:48.160857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:48.162476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:48.162978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:48.163413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:48.163826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:48.164778] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:48.167397] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:48.168537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:48.299220] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.23%, Actual: 1.68% [2025-11-22T02:16:48.466210] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.00%, Actual: 0.22% [2025-11-22T02:16:48.517001] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 1m 15s | Global ETA: 1h 5m 48s [2025-11-22T02:16:48.517961] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:48.518023] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:48.518923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:48.577041] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 5m 9s | Global ETA: 1h 5m 48s [2025-11-22T02:16:48.634448] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.10%, Actual: 0.66% [2025-11-22T02:16:48.743736] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 1.38% [2025-11-22T02:16:48.802717] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -6.01%, Actual: 2.40% [2025-11-22T02:16:48.913049] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.34% [2025-11-22T02:16:48.940185] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.97% | Symbol ETA: 4.6s | Global ETA: 1h 5m 49s [2025-11-22T02:16:48.941493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:48.941558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:48.943184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:48.943689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:48.944124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:48.944514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:48.945481] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:48.948120] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:48.949237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:48.972555] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 4.99% [2025-11-22T02:16:49.082948] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.56% [2025-11-22T02:16:49.090835] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 1m 14s | Global ETA: 1h 5m 49s [2025-11-22T02:16:49.091730] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:49.091791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:49.092598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:49.140250] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.08% [2025-11-22T02:16:49.249192] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 1.89% [2025-11-22T02:16:49.308077] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 11.99% [2025-11-22T02:16:49.416103] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.14% [2025-11-22T02:16:49.478131] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.90%, Actual: 28.93% [2025-11-22T02:16:49.478342] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.7685% [2025-11-22T02:16:49.478397] [INFO ] [main ] BW: DISCARDED add_directional_consistency (score: 29.77%) [2025-11-22T02:16:49.478435] [INFO ] [main ] BW: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:16:49.478470] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:16:49.478530] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:49.490475] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:49.491911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:49.491980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:49.497074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:49.499059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:49.499555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:49.499971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:49.502385] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:49.504296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:49.594240] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 1.89% [2025-11-22T02:16:49.692438] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 1m 14s | Global ETA: 1h 5m 50s [2025-11-22T02:16:49.693366] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:49.693428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:49.694290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:49.731887] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 3.8s | Global ETA: 1h 5m 50s [2025-11-22T02:16:49.732878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:49.732943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:49.734549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:49.735053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:49.735489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:49.735894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:49.736846] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:49.739472] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:49.740576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:49.761688] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 0.76% [2025-11-22T02:16:49.933770] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.57% [2025-11-22T02:16:50.095062] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -13.17% | Symbol ETA: 53.7s | Global ETA: 1h 5m 50s [2025-11-22T02:16:50.095993] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:50.096057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:50.100928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:50.101630] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 1.46% [2025-11-22T02:16:50.102788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:50.103267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:50.103675] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:50.106078] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:50.107788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.268093] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 0.32% [2025-11-22T02:16:50.268300] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.1143% [2025-11-22T02:16:50.268350] [INFO ] [main ] AHH: DISCARDED add_afternoon_v_morning_volatility_mix (score: 46.11%) [2025-11-22T02:16:50.268389] [INFO ] [main ] AHH: Testing feature 2/53: add_atr [2025-11-22T02:16:50.268441] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:16:50.268477] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:16:50.280869] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:50.282165] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:50.282224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:50.282763] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 1m 13s | Global ETA: 1h 5m 51s [2025-11-22T02:16:50.283681] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:50.283742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:50.284103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:50.284610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.284605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.524230] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -1.74% | Symbol ETA: 3.0s | Global ETA: 1h 5m 51s [2025-11-22T02:16:50.525230] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:50.525295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:50.526920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:50.527427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:50.527884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:50.528275] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:50.529269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:50.531870] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:16:50.532983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.701895] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 21.35% | Symbol ETA: 53.1s | Global ETA: 1h 5m 51s [2025-11-22T02:16:50.702788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:50.702850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:50.707720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:50.709566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:50.710056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:50.710434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:50.712786] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:50.714434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.844777] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 1m 12s | Global ETA: 1h 5m 52s [2025-11-22T02:16:50.845691] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:50.845759] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:50.845948] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 6m 35s | Global ETA: 1h 5m 52s [2025-11-22T02:16:50.846589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:50.846878] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:50.846940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:50.848717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:50.849233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.309580] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 2.2s | Global ETA: 1h 5m 52s [2025-11-22T02:16:51.313293] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.13% | Symbol ETA: 52.5s | Global ETA: 1h 5m 52s [2025-11-22T02:16:51.314195] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:51.314257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:51.319033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:51.320815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:51.321276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:51.321678] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:51.323992] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:51.325937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.406588] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 1m 12s | Global ETA: 1h 5m 52s [2025-11-22T02:16:51.407508] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:51.407568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:51.408404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.420032] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 6m 35s | Global ETA: 1h 5m 52s [2025-11-22T02:16:51.420952] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:51.421012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:51.422754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:51.423262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.474875] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 0.84% [2025-11-22T02:16:51.638373] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -3.01%, Actual: 1.34% [2025-11-22T02:16:51.803237] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.35% [2025-11-22T02:16:51.902990] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 51.9s | Global ETA: 1h 5m 53s [2025-11-22T02:16:51.903897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:51.903959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:51.908812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:51.910539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:51.911030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:51.911413] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:51.913865] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:51.915559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.966633] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.54% [2025-11-22T02:16:51.980253] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1m 11s | Global ETA: 1h 5m 53s [2025-11-22T02:16:51.981173] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:16:51.981235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:51.982132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:51.996236] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 6m 34s | Global ETA: 1h 5m 53s [2025-11-22T02:16:51.997179] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:51.997267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:51.998976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:51.999475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:52.129767] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.88% [2025-11-22T02:16:52.293225] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.73%, Actual: 1.29% [2025-11-22T02:16:52.456450] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.97%, Actual: 1.42% [2025-11-22T02:16:52.494258] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.70% | Symbol ETA: 51.2s | Global ETA: 1h 5m 54s [2025-11-22T02:16:52.495183] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:52.495244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:52.500042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:52.501807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:52.502277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:52.502696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:52.505354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:52.507474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:52.554665] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.94% | Symbol ETA: 1m 11s | Global ETA: 1h 5m 54s [2025-11-22T02:16:52.567394] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 6m 34s | Global ETA: 1h 5m 54s [2025-11-22T02:16:52.568354] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:52.568416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:52.570182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:52.570720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:52.620148] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.65%, Actual: 1.10% [2025-11-22T02:16:52.726024] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 1.03% [2025-11-22T02:16:52.783743] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -1.74%, Actual: 0.21% [2025-11-22T02:16:52.895665] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 0.69% [2025-11-22T02:16:52.947077] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.42%, Actual: 0.48% [2025-11-22T02:16:52.947267] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 40.4599% [2025-11-22T02:16:52.947345] [INFO ] [main ] ALX: DISCARDED add_shelf_lag (score: 40.46%) [2025-11-22T02:16:52.947385] [INFO ] [main ] ALX: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:16:52.947416] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_signed_carry_history_11'] [2025-11-22T02:16:52.947449] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:16:52.960736] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:52.962248] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:52.962312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:52.963984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:52.964487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:52.964950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:52.965340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:52.966299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:52.968946] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:52.970291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.083972] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 2.52% [2025-11-22T02:16:53.107156] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 50.7s | Global ETA: 1h 5m 55s [2025-11-22T02:16:53.108099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:53.108161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:53.112953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:53.114697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:53.115167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:53.115552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:53.117915] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:53.119511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.139793] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.49% | Symbol ETA: 6m 33s | Global ETA: 1h 5m 55s [2025-11-22T02:16:53.140681] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:53.140740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:53.142382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:53.142895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.252015] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.62% [2025-11-22T02:16:53.418243] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.19% [2025-11-22T02:16:53.584555] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.14% [2025-11-22T02:16:53.607982] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 8.1s | Global ETA: 1h 5m 56s [2025-11-22T02:16:53.608977] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:53.609041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:53.610668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:53.611144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:53.611574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:53.611978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:53.612925] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:53.615959] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:53.617357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.693763] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.23% | Symbol ETA: 50.0s | Global ETA: 1h 5m 56s [2025-11-22T02:16:53.694679] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:53.694741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:53.699552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:53.701362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:53.701870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:53.702256] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:53.704592] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:53.706224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.713605] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 6m 33s | Global ETA: 1h 5m 56s [2025-11-22T02:16:53.714562] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:53.714625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:53.716362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:53.716898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:53.750637] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 0.99% [2025-11-22T02:16:53.917218] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.61% [2025-11-22T02:16:54.085684] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.03% [2025-11-22T02:16:54.243521] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.34% | Symbol ETA: 7.4s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.245179] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:54.245243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.246893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.247394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:54.247985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:54.248372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:54.249518] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:54.252150] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:54.253489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.253617] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.94%, Actual: 0.43% [2025-11-22T02:16:54.253842] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.7150% [2025-11-22T02:16:54.253929] [INFO ] [main ] AIZN: KEPT add_composite_volatility_context (score: 43.72%) [2025-11-22T02:16:54.253972] [INFO ] [main ] AIZN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:16:54.254003] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:16:54.254038] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:16:54.267261] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:54.268475] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:54.268535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:54.269387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:54.271923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.281242] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.71% | Symbol ETA: 49.4s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.282153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:54.282217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:54.286998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.288751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.289218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:54.289600] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:54.291921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:54.293519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.299297] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 6m 32s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.300265] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:54.300327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.302194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.302718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.835043] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 1m 3s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.835950] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:54.836010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:54.836867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:54.839402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.864593] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 48.8s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.865520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:54.865584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:54.870509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.872296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.872807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:54.873211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:54.875546] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:16:54.877184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.887993] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 6m 31s | Global ETA: 1h 5m 57s [2025-11-22T02:16:54.888917] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:54.889003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.890769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.891262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:54.891814] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 6.8s | Global ETA: 1h 5m 58s [2025-11-22T02:16:54.892803] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:54.892866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:54.894487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:54.894997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:54.895432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:54.895846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:54.896810] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:54.899431] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:54.900804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:55.402706] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 1m 2s | Global ETA: 1h 5m 58s [2025-11-22T02:16:55.403602] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:55.403700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:55.404527] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:55.407018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:55.447045] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.86% | Symbol ETA: 48.2s | Global ETA: 1h 5m 58s [2025-11-22T02:16:55.477354] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 6m 31s | Global ETA: 1h 5m 58s [2025-11-22T02:16:55.478287] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:55.478348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:55.480033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:55.480566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:55.530574] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 3.57% | Symbol ETA: 6.1s | Global ETA: 1h 5m 58s [2025-11-22T02:16:55.531580] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:55.531670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:55.533289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:55.533808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:55.534239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:55.534625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:55.535583] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:55.538240] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:55.539591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:55.616172] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -13.17%, Actual: 19.68% [2025-11-22T02:16:55.784585] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 21.35%, Actual: 4.03% [2025-11-22T02:16:55.951100] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.13%, Actual: 1.68% [2025-11-22T02:16:55.973360] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 1m 2s | Global ETA: 1h 5m 59s [2025-11-22T02:16:55.974273] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:55.974334] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:55.975174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:55.977633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:56.065655] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 6m 30s | Global ETA: 1h 5m 59s [2025-11-22T02:16:56.128343] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 0.22% [2025-11-22T02:16:56.172309] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.70% | Symbol ETA: 5.5s | Global ETA: 1h 5m 59s [2025-11-22T02:16:56.173942] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:56.174006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:56.175633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:56.176132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:56.176565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:56.176971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:56.177941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:56.180532] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:56.181890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:56.237154] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 1.38% [2025-11-22T02:16:56.311508] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.70%, Actual: 0.66% [2025-11-22T02:16:56.408750] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.34% [2025-11-22T02:16:56.482240] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 2.40% [2025-11-22T02:16:56.550183] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 1m 1s | Global ETA: 1h 5m 60s [2025-11-22T02:16:56.551101] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:56.551165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:56.552043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:56.554613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:56.573191] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.56% [2025-11-22T02:16:56.652226] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.23%, Actual: 4.99% [2025-11-22T02:16:56.739553] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.89% [2025-11-22T02:16:56.820228] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 4.8s | Global ETA: 1h 6m 0s [2025-11-22T02:16:56.821080] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.71%, Actual: 0.08% [2025-11-22T02:16:56.821232] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:56.821298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:56.822931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:56.823406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:56.823861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:56.824243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:56.825201] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:56.827853] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:56.829191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:56.903854] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.49%, Actual: 0.14% [2025-11-22T02:16:56.994151] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 11.99% [2025-11-22T02:16:57.078265] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 1.89% [2025-11-22T02:16:57.145135] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 1m 1s | Global ETA: 1h 6m 1s [2025-11-22T02:16:57.146083] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:57.146145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:57.147067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:57.149718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:57.173032] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.86%, Actual: 28.93% [2025-11-22T02:16:57.173249] [INFO ] [main ] BW: Magnitude Forecast Confidence: 26.9486% [2025-11-22T02:16:57.173341] [INFO ] [main ] BW: DISCARDED add_fullday_parkinson_range (score: 26.95%) [2025-11-22T02:16:57.173384] [INFO ] [main ] BW: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:16:57.173419] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:16:57.173454] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:16:57.185850] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:57.187277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:57.187343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:57.192520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:57.194588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:57.195150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:57.195547] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:57.198068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:16:57.244740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:57.252422] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.76% [2025-11-22T02:16:57.425302] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.71%, Actual: 1.57% [2025-11-22T02:16:57.465162] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.95% | Symbol ETA: 4.2s | Global ETA: 1h 6m 1s [2025-11-22T02:16:57.466148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:57.466212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:57.467885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:57.468355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:57.468820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:57.469201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:57.470152] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:57.473149] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:57.474497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:57.600690] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 1.46% [2025-11-22T02:16:57.716902] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 1m 0s | Global ETA: 1h 6m 2s [2025-11-22T02:16:57.717859] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:57.717920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:57.718750] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:57.721197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:57.775120] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.45%, Actual: 0.32% [2025-11-22T02:16:57.775607] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.2641% [2025-11-22T02:16:57.775717] [INFO ] [main ] AHH: KEPT add_atr (score: 46.26%) [2025-11-22T02:16:57.775764] [INFO ] [main ] AHH: Testing feature 3/53: add_atr_10 [2025-11-22T02:16:57.775798] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:16:57.775834] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:16:57.792350] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:16:57.793731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:16:57.793792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:57.795488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:57.796055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:57.796494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:57.837805] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -13.37% | Symbol ETA: 42.6s | Global ETA: 1h 6m 2s [2025-11-22T02:16:57.838719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:57.838784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:57.843810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:57.845583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:57.846113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:57.846505] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:57.848939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:16:57.893588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.120676] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 3.6s | Global ETA: 1h 6m 2s [2025-11-22T02:16:58.121628] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:58.121834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:58.123461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:58.123949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:58.124381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:58.124786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:58.125733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:58.128351] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:58.129706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.297556] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 59.6s | Global ETA: 1h 6m 3s [2025-11-22T02:16:58.298486] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:58.298549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:58.299407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:58.301933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.389890] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 3m 13s | Global ETA: 1h 6m 3s [2025-11-22T02:16:58.390798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:16:58.390859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:58.392507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:58.393093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:58.393608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.489856] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 12.19% | Symbol ETA: 42.0s | Global ETA: 1h 6m 3s [2025-11-22T02:16:58.490780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:58.490843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:58.495823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:58.497674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:58.498191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:58.498583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:58.501001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:16:58.547485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.772957] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 2.9s | Global ETA: 1h 6m 3s [2025-11-22T02:16:58.773959] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:16:58.774022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:58.775637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:58.776124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:58.776552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:58.776955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:16:58.777925] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:16:58.780538] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:16:58.781910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.866823] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 59.0s | Global ETA: 1h 6m 3s [2025-11-22T02:16:58.867814] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:58.868214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:58.869115] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:58.871615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:58.998315] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 3m 13s | Global ETA: 1h 6m 4s [2025-11-22T02:16:58.999282] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:16:58.999347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:59.001275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:59.001812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:59.002281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:59.146913] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -18.68% | Symbol ETA: 41.3s | Global ETA: 1h 6m 4s [2025-11-22T02:16:59.147883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:59.147946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:59.152836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:59.154682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:59.155177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:59.155573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:59.158070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:16:59.203206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:59.413529] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 2.3s | Global ETA: 1h 6m 4s [2025-11-22T02:16:59.436549] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 58.4s | Global ETA: 1h 6m 4s [2025-11-22T02:16:59.437472] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:16:59.437533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:16:59.438358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:59.440814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:59.579302] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 0.84% [2025-11-22T02:16:59.589128] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 3m 12s | Global ETA: 1h 6m 4s [2025-11-22T02:16:59.590005] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:16:59.590065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:59.591701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:59.592172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:16:59.592604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:59.745397] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.34%, Actual: 1.34% [2025-11-22T02:16:59.790843] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 40.7s | Global ETA: 1h 6m 5s [2025-11-22T02:16:59.791773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:16:59.791837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:16:59.796813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:16:59.798683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:16:59.799182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:16:59.799583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:16:59.802028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:16:59.847957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:16:59.910163] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.35% [2025-11-22T02:17:00.005897] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 57.9s | Global ETA: 1h 6m 5s [2025-11-22T02:17:00.076249] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 3.57%, Actual: 1.54% [2025-11-22T02:17:00.187193] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 3m 11s | Global ETA: 1h 6m 5s [2025-11-22T02:17:00.188166] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:00.188229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:00.189916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:00.190451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:00.190946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:00.242354] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.70%, Actual: 0.88% [2025-11-22T02:17:00.276119] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 1.03% [2025-11-22T02:17:00.454884] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 1.29% [2025-11-22T02:17:00.504400] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 0.69% [2025-11-22T02:17:00.620232] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.95%, Actual: 1.42% [2025-11-22T02:17:00.621502] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.70% | Symbol ETA: 40.2s | Global ETA: 1h 6m 6s [2025-11-22T02:17:00.622413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:00.622475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:00.630747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:00.632546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:00.633041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:00.633428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:00.635761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:00.678485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:00.763175] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 2.52% [2025-11-22T02:17:00.784599] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 1.10% [2025-11-22T02:17:00.937510] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.62% [2025-11-22T02:17:00.950037] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.21% [2025-11-22T02:17:01.047652] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 3m 11s | Global ETA: 1h 6m 7s [2025-11-22T02:17:01.048696] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:01.048762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.050396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.050888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:01.051316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.102662] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.19% [2025-11-22T02:17:01.114329] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.48% [2025-11-22T02:17:01.114531] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.6018% [2025-11-22T02:17:01.114606] [INFO ] [main ] ALX: DISCARDED add_signed_carry_history_11 (score: 45.60%) [2025-11-22T02:17:01.114665] [INFO ] [main ] ALX: Testing feature 44/53: add_sma_ratio [2025-11-22T02:17:01.114701] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_sma_ratio'] [2025-11-22T02:17:01.114737] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:01.128191] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:01.129727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:01.129790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.131433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.131948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:01.132377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:01.132787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:01.133750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:01.136377] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:01.137087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.257094] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -6.05% | Symbol ETA: 39.5s | Global ETA: 1h 6m 7s [2025-11-22T02:17:01.258029] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:01.258091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:01.263028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.264959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.265447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:01.265855] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:01.268175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:01.273033] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 1.14% [2025-11-22T02:17:01.312092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.448965] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.99% [2025-11-22T02:17:01.618334] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 0.61% [2025-11-22T02:17:01.736583] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 3m 10s | Global ETA: 1h 6m 8s [2025-11-22T02:17:01.737495] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:01.737555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.739199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.739688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:01.740124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.783142] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 7.6s | Global ETA: 1h 6m 8s [2025-11-22T02:17:01.784196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:01.784261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.785931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.786422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:01.786879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:01.787290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:01.787889] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.03% [2025-11-22T02:17:01.788244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:01.790924] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:01.791632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.907976] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 38.8s | Global ETA: 1h 6m 8s [2025-11-22T02:17:01.908899] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:01.908972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:01.913896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:01.915729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:01.916228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:01.916631] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:01.919098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:01.957527] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.48%, Actual: 0.43% [2025-11-22T02:17:01.957769] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 48.8702% [2025-11-22T02:17:01.957882] [INFO ] [main ] AIZN: KEPT add_day_shape_ratios (score: 48.87%) [2025-11-22T02:17:01.957925] [INFO ] [main ] AIZN: Testing feature 8/53: add_directional_consistency [2025-11-22T02:17:01.957958] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:17:01.957992] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:01.965137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:01.971314] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:01.972697] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:01.972758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:01.973613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:01.976137] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:02.102186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:02.295274] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 3m 10s | Global ETA: 1h 6m 8s [2025-11-22T02:17:02.296157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:02.296218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:02.297881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:02.298364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:02.298815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:02.431104] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 6.9s | Global ETA: 1h 6m 9s [2025-11-22T02:17:02.432110] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:02.432493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:02.434141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:02.434617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:02.435072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:02.435460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:02.436429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:02.439122] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:02.439845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:02.584626] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 38.1s | Global ETA: 1h 6m 9s [2025-11-22T02:17:02.585874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:02.585981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:02.591497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:02.593512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:02.594061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:02.594501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:02.597142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:02.642595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:02.671598] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.50% | Symbol ETA: 55.8s | Global ETA: 1h 6m 9s [2025-11-22T02:17:02.672492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:02.672555] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:02.673387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:02.675869] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:02.799240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:02.862416] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 3m 9s | Global ETA: 1h 6m 9s [2025-11-22T02:17:02.863634] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:02.863715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:02.865342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:02.865838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:02.866267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.068226] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 6.2s | Global ETA: 1h 6m 10s [2025-11-22T02:17:03.069346] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:03.069413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:03.071312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:03.071892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:03.072360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:03.072864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:03.073867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:03.076610] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:03.077378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.234701] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 37.4s | Global ETA: 1h 6m 10s [2025-11-22T02:17:03.235680] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:03.235746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:03.241261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:03.243197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:03.243779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:03.244222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:03.246735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:03.292606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.366483] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 55.1s | Global ETA: 1h 6m 10s [2025-11-22T02:17:03.367411] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:03.367473] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:03.368317] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:03.370799] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:03.421936] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 3m 8s | Global ETA: 1h 6m 10s [2025-11-22T02:17:03.422826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:03.422887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:03.424494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:03.425004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:03.425431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.496469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.732435] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 5.6s | Global ETA: 1h 6m 11s [2025-11-22T02:17:03.733485] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:03.733552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:03.735268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:03.735777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:03.736214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:03.736599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:03.737792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:03.740560] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:03.741322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:03.893023] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 36.8s | Global ETA: 1h 6m 11s [2025-11-22T02:17:04.039114] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.35% | Symbol ETA: 3m 8s | Global ETA: 1h 6m 11s [2025-11-22T02:17:04.070180] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.39% | Symbol ETA: 54.4s | Global ETA: 1h 6m 11s [2025-11-22T02:17:04.070687] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -13.37%, Actual: 19.68% [2025-11-22T02:17:04.071094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:04.071157] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:04.071998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:04.074474] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:04.203792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:04.204462] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 1.38% [2025-11-22T02:17:04.245906] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 12.19%, Actual: 4.03% [2025-11-22T02:17:04.369196] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.34% [2025-11-22T02:17:04.416980] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.05% | Symbol ETA: 5.0s | Global ETA: 1h 6m 12s [2025-11-22T02:17:04.418020] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:04.418085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:04.419720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:04.420199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:04.420619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:04.421014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:04.421500] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -18.68%, Actual: 1.68% [2025-11-22T02:17:04.421963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:04.424576] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:04.425311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:04.536139] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.56% [2025-11-22T02:17:04.597093] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 0.22% [2025-11-22T02:17:04.702147] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 1.89% [2025-11-22T02:17:04.774871] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.70%, Actual: 0.66% [2025-11-22T02:17:04.782969] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 53.7s | Global ETA: 1h 6m 12s [2025-11-22T02:17:04.783862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:04.783925] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:04.784760] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:04.787200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:04.866689] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.27%, Actual: 0.14% [2025-11-22T02:17:04.910446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:04.951519] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -6.05%, Actual: 2.40% [2025-11-22T02:17:05.031770] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.43%, Actual: 1.89% [2025-11-22T02:17:05.069870] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 4.3s | Global ETA: 1h 6m 13s [2025-11-22T02:17:05.070896] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:05.070960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:05.072593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:05.073087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:05.073522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:05.073929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:05.074888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:05.077579] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:05.078297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:05.125330] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -3.21%, Actual: 4.99% [2025-11-22T02:17:05.196070] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.76% [2025-11-22T02:17:05.295939] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 0.08% [2025-11-22T02:17:05.360112] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.57% [2025-11-22T02:17:05.471516] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 11.99% [2025-11-22T02:17:05.471854] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 53.0s | Global ETA: 1h 6m 13s [2025-11-22T02:17:05.472866] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:05.472928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:05.473765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:05.476185] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:05.523959] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 1.46% [2025-11-22T02:17:05.624984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:05.644322] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 28.93% [2025-11-22T02:17:05.644565] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.4977% [2025-11-22T02:17:05.644697] [INFO ] [main ] BW: DISCARDED add_gap_fill_state (score: 29.50%) [2025-11-22T02:17:05.644764] [INFO ] [main ] BW: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:17:05.644810] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:17:05.644863] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:05.662597] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:05.664406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:05.664476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:05.669932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:05.672105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:05.672708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:05.673135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:05.675628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:05.676864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:05.687185] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.35%, Actual: 0.32% [2025-11-22T02:17:05.687346] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 38.6572% [2025-11-22T02:17:05.687397] [INFO ] [main ] AHH: DISCARDED add_atr_10 (score: 38.66%) [2025-11-22T02:17:05.687433] [INFO ] [main ] AHH: Testing feature 4/53: add_atr_5 [2025-11-22T02:17:05.687463] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:17:05.687498] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:05.700583] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:05.701788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:05.701847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:05.703728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:05.704225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:05.704606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:05.710192] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 3.7s | Global ETA: 1h 6m 13s [2025-11-22T02:17:05.711180] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:05.711255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:05.712894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:05.713364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:05.713811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:05.714191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:05.715143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:05.717835] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:05.718545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.185282] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 52.3s | Global ETA: 1h 6m 14s [2025-11-22T02:17:06.186191] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:06.186254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:06.187088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:06.189557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:06.255491] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 2m 14s | Global ETA: 1h 6m 14s [2025-11-22T02:17:06.256390] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:06.256450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:06.258117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:06.258581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:06.258881] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -14.01% | Symbol ETA: 40.9s | Global ETA: 1h 6m 14s [2025-11-22T02:17:06.258981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.259774] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:06.259837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:06.264563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:06.266306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:06.266806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:06.267200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:06.269548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:06.270517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.311408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.368008] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 3.0s | Global ETA: 1h 6m 14s [2025-11-22T02:17:06.369170] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:06.369247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:06.371367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:06.371906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:06.372405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:06.372917] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:06.373930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:06.376854] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:06.377626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.810827] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 2m 14s | Global ETA: 1h 6m 15s [2025-11-22T02:17:06.811748] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:06.811810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:06.813446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:06.813967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:06.814349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.856182] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 15.96% | Symbol ETA: 40.3s | Global ETA: 1h 6m 15s [2025-11-22T02:17:06.857078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:06.857140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:06.861991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:06.863725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:06.864198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:06.864578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:06.866887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:06.867844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:06.876791] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 51.6s | Global ETA: 1h 6m 15s [2025-11-22T02:17:06.877753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:06.877816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:06.878659] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:06.881103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:07.001968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:07.047896] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 2.4s | Global ETA: 1h 6m 15s [2025-11-22T02:17:07.048944] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:07.049010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:07.050745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:07.051245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:07.051711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:07.052160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:07.053196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:07.056022] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:17:07.056780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:07.380022] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 2m 13s | Global ETA: 1h 6m 16s [2025-11-22T02:17:07.380914] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:07.380975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:07.382713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:07.383197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:07.383572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:07.465845] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -9.67% | Symbol ETA: 39.8s | Global ETA: 1h 6m 16s [2025-11-22T02:17:07.466786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:07.466851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:07.471854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:07.473623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:07.474204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:07.474606] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:07.477062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:07.478107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:07.575416] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 50.9s | Global ETA: 1h 6m 16s [2025-11-22T02:17:07.576436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:07.576499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:07.577398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:07.579850] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:07.701218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:07.729581] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 1.7s | Global ETA: 1h 6m 16s [2025-11-22T02:17:07.909968] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.84% [2025-11-22T02:17:07.948437] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 2m 13s | Global ETA: 1h 6m 17s [2025-11-22T02:17:07.949344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:07.949406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:07.951043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:07.951525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:07.951926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:08.065038] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 39.2s | Global ETA: 1h 6m 17s [2025-11-22T02:17:08.065962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:08.066038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:08.070830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:08.072556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:08.073069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:08.073456] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:08.075746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:08.076677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:08.088888] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 1.34% [2025-11-22T02:17:08.266518] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 0.35% [2025-11-22T02:17:08.281146] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 50.2s | Global ETA: 1h 6m 17s [2025-11-22T02:17:08.282214] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:08.282279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:08.283217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:08.285856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:08.415538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:08.445000] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 1.54% [2025-11-22T02:17:08.507870] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.49% | Symbol ETA: 2m 12s | Global ETA: 1h 6m 18s [2025-11-22T02:17:08.508750] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:08.508810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:08.510413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:08.510919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:08.511298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:08.626247] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.05%, Actual: 0.88% [2025-11-22T02:17:08.661282] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.85% | Symbol ETA: 38.6s | Global ETA: 1h 6m 18s [2025-11-22T02:17:08.662181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:08.662243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:08.667007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:08.668756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:08.669228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:08.669618] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:08.671920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:08.672862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:08.803300] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 1.29% [2025-11-22T02:17:08.977153] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 1.42% [2025-11-22T02:17:08.999820] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 49.5s | Global ETA: 1h 6m 18s [2025-11-22T02:17:09.065111] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 2m 11s | Global ETA: 1h 6m 18s [2025-11-22T02:17:09.065995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:09.066056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:09.067702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:09.068204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:09.068576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:09.149659] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 1.10% [2025-11-22T02:17:09.167267] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.50%, Actual: 1.03% [2025-11-22T02:17:09.308700] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 38.0s | Global ETA: 1h 6m 19s [2025-11-22T02:17:09.309574] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:09.309636] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:09.314446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:09.316694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:09.317182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:09.317614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:09.321851] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.21% [2025-11-22T02:17:09.323362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:09.324311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:09.333413] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.69% [2025-11-22T02:17:09.499184] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.48% [2025-11-22T02:17:09.499391] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 55.6448% [2025-11-22T02:17:09.499484] [INFO ] [main ] ALX: DISCARDED add_sma_ratio (score: 55.64%) [2025-11-22T02:17:09.499528] [INFO ] [main ] ALX: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:17:09.499559] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_vol_of_vol'] [2025-11-22T02:17:09.499593] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:09.500432] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.39%, Actual: 2.52% [2025-11-22T02:17:09.514020] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:09.515510] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:09.515577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:09.517438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:09.518000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:09.518465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:09.518889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:09.519896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:09.522992] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:09.524139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:09.626461] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 2m 11s | Global ETA: 1h 6m 19s [2025-11-22T02:17:09.627383] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:09.627446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:09.629138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:09.629614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:09.630024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:09.668043] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 0.62% [2025-11-22T02:17:09.834599] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.72%, Actual: 0.19% [2025-11-22T02:17:09.900977] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.76% | Symbol ETA: 37.4s | Global ETA: 1h 6m 20s [2025-11-22T02:17:09.901894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:09.901959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:09.906657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:09.908417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:09.908923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:09.909339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:09.911622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:09.912564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.001247] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 1.14% [2025-11-22T02:17:10.169825] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.99% [2025-11-22T02:17:10.205463] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 2m 10s | Global ETA: 1h 6m 20s [2025-11-22T02:17:10.206372] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:10.206434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:10.208153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:10.208633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:10.209075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.211622] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 7.6s | Global ETA: 1h 6m 20s [2025-11-22T02:17:10.212752] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:10.212820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:10.214602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:10.215150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:10.215618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:10.216097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:10.217179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:10.220080] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:10.221181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.335370] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.61% [2025-11-22T02:17:10.503433] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.03% [2025-11-22T02:17:10.512856] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.78% | Symbol ETA: 36.8s | Global ETA: 1h 6m 21s [2025-11-22T02:17:10.513869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:10.513935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:10.519248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:10.521326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:10.521869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:10.522291] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:10.524913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:10.525918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.670077] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.43% [2025-11-22T02:17:10.670274] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 40.9774% [2025-11-22T02:17:10.670326] [INFO ] [main ] AIZN: DISCARDED add_directional_consistency (score: 40.98%) [2025-11-22T02:17:10.670363] [INFO ] [main ] AIZN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:17:10.670394] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:17:10.670428] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:10.683785] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:10.685232] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:10.685293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:10.686156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:10.688630] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:10.690286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.766678] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 2m 10s | Global ETA: 1h 6m 21s [2025-11-22T02:17:10.767607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:10.767686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:10.769337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:10.769827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:10.770207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:10.870224] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 6.8s | Global ETA: 1h 6m 21s [2025-11-22T02:17:10.871223] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:10.871287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:10.872967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:10.873458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:10.873910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:10.874303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:10.875255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:10.877999] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:10.879103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:11.123192] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 36.2s | Global ETA: 1h 6m 21s [2025-11-22T02:17:11.124157] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:11.124222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:11.129225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:11.130992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:11.131472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:11.131884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:11.134263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:11.135225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:11.254974] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 53.1s | Global ETA: 1h 6m 22s [2025-11-22T02:17:11.256203] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:11.256264] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:11.257100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:11.259576] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:11.261230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:11.322498] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 2m 9s | Global ETA: 1h 6m 22s [2025-11-22T02:17:11.488243] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 1.38% [2025-11-22T02:17:11.521006] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 6.0s | Global ETA: 1h 6m 22s [2025-11-22T02:17:11.522023] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:11.522094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:11.523800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:11.524296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:11.524764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:11.525213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:11.526191] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:11.528961] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:11.530075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:11.653596] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.34% [2025-11-22T02:17:11.707988] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 35.6s | Global ETA: 1h 6m 22s [2025-11-22T02:17:11.821572] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.56% [2025-11-22T02:17:11.824351] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 52.5s | Global ETA: 1h 6m 23s [2025-11-22T02:17:11.825627] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:11.825709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:11.826524] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:11.828994] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:11.830635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:11.876676] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -14.01%, Actual: 19.68% [2025-11-22T02:17:11.990208] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.89% [2025-11-22T02:17:12.043910] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 15.96%, Actual: 4.03% [2025-11-22T02:17:12.154713] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.49%, Actual: 0.14% [2025-11-22T02:17:12.196446] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 5.4s | Global ETA: 1h 6m 23s [2025-11-22T02:17:12.197480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:12.197546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:12.199214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:12.199714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:12.200157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:12.200550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:12.201527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:12.204225] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:12.205305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:12.212164] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -9.67%, Actual: 1.68% [2025-11-22T02:17:12.318606] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 1.89% [2025-11-22T02:17:12.386529] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.02%, Actual: 0.22% [2025-11-22T02:17:12.404726] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 51.9s | Global ETA: 1h 6m 23s [2025-11-22T02:17:12.405836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:12.405912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:12.406890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:12.409758] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:12.411586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:12.484164] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.76% [2025-11-22T02:17:12.559853] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.85%, Actual: 0.66% [2025-11-22T02:17:12.652216] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.71%, Actual: 1.57% [2025-11-22T02:17:12.725930] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 2.40% [2025-11-22T02:17:12.820598] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 1.46% [2025-11-22T02:17:12.841231] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.84% | Symbol ETA: 4.7s | Global ETA: 1h 6m 24s [2025-11-22T02:17:12.842228] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:12.842291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:12.843948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:12.844416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:12.844857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:12.845231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:12.846171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:12.848797] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:12.849855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:12.890896] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.76%, Actual: 4.99% [2025-11-22T02:17:12.993377] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 51.4s | Global ETA: 1h 6m 24s [2025-11-22T02:17:12.994270] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:12.994332] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:12.995157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:12.997608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:12.999442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:13.002883] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.45%, Actual: 0.32% [2025-11-22T02:17:13.003121] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.2641% [2025-11-22T02:17:13.003238] [INFO ] [main ] AHH: KEPT add_atr_5 (score: 46.26%) [2025-11-22T02:17:13.003287] [INFO ] [main ] AHH: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:17:13.003323] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:17:13.003359] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:13.016949] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:13.018545] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:13.018612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:13.020522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:13.021072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:13.021470] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:13.022243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:13.067720] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.78%, Actual: 0.08% [2025-11-22T02:17:13.233785] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 11.99% [2025-11-22T02:17:13.405476] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.90%, Actual: 28.93% [2025-11-22T02:17:13.405738] [INFO ] [main ] BW: Magnitude Forecast Confidence: 26.8888% [2025-11-22T02:17:13.405859] [INFO ] [main ] BW: DISCARDED add_gap_morning_composite (score: 26.89%) [2025-11-22T02:17:13.405902] [INFO ] [main ] BW: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:17:13.405935] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:17:13.405971] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:13.423311] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:13.425109] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:13.425405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:13.432773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:13.435508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:13.436281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:13.436858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:13.440503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:13.517355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:13.543460] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -2.80% | Symbol ETA: 4.0s | Global ETA: 1h 6m 25s [2025-11-22T02:17:13.545134] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:13.545240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:13.547761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:13.548472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:13.549122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:13.549713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:13.551185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:13.555269] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:13.556935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:13.632137] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 1m 33s | Global ETA: 1h 6m 25s [2025-11-22T02:17:13.633453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:13.633540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:13.636437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:13.637054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:13.637492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:13.638280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:13.675245] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.06% | Symbol ETA: 50.9s | Global ETA: 1h 6m 25s [2025-11-22T02:17:13.676544] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:13.676632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:13.677946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:13.681719] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:13.684173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.273187] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -18.33% | Symbol ETA: 36.6s | Global ETA: 1h 6m 26s [2025-11-22T02:17:14.274245] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:14.274323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:14.283260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:14.285253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:14.285821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:14.286234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:14.288721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:14.338583] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 1m 33s | Global ETA: 1h 6m 26s [2025-11-22T02:17:14.339846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:14.339923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:14.342032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:14.342824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:14.343339] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:14.343684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.344230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.415210] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 50.4s | Global ETA: 1h 6m 26s [2025-11-22T02:17:14.416201] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:14.416265] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:14.417148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:14.419715] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:14.421385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.449689] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -0.66% | Symbol ETA: 3.4s | Global ETA: 1h 6m 26s [2025-11-22T02:17:14.450771] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:14.450843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:14.452507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:14.453037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:14.453483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:14.453895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:14.454866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:14.457556] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:14.458623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.916722] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 1m 32s | Global ETA: 1h 6m 27s [2025-11-22T02:17:14.917618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:14.917698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:14.919340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:14.919852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:14.920243] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:14.920992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:14.944911] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.68% | Symbol ETA: 35.0s | Global ETA: 1h 6m 27s [2025-11-22T02:17:14.945815] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:14.945877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:14.950567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:14.952327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:14.952825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:14.953217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:14.955508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:14.997774] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 49.8s | Global ETA: 1h 6m 27s [2025-11-22T02:17:14.999058] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:14.999123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:14.999953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:15.002377] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:15.003993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.013488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.097045] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 2.7s | Global ETA: 1h 6m 27s [2025-11-22T02:17:15.098069] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:15.098137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:15.099776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:15.100256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:15.100712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:15.101101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:15.102052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:15.104680] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:15.105741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.487292] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.54% | Symbol ETA: 1m 31s | Global ETA: 1h 6m 28s [2025-11-22T02:17:15.488245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:15.488308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:15.490018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:15.490516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:15.490927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:15.491690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.565843] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 49.1s | Global ETA: 1h 6m 28s [2025-11-22T02:17:15.566739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:15.566801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:15.567686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:15.570088] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:15.571730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.589824] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.39% | Symbol ETA: 34.0s | Global ETA: 1h 6m 28s [2025-11-22T02:17:15.590705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:15.590767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:15.595480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:15.597197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:15.597707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:15.598094] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:15.600406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:15.656331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:15.732663] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 2.0s | Global ETA: 1h 6m 28s [2025-11-22T02:17:15.734051] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:15.734117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:15.735769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:15.736248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:15.736703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:15.737089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:15.741383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:15.744095] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:15.745159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:16.064270] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.85% | Symbol ETA: 1m 31s | Global ETA: 1h 6m 29s [2025-11-22T02:17:16.065198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:16.065262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:16.067060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:16.067588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:16.068000] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:16.068808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:16.141166] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 48.5s | Global ETA: 1h 6m 29s [2025-11-22T02:17:16.142056] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:16.142145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:16.142989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:16.145813] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:16.147448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:16.243704] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 33.2s | Global ETA: 1h 6m 29s [2025-11-22T02:17:16.244580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:16.244670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:16.249373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:16.251114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:16.251579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:16.251984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:16.254309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:16.309917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:16.385697] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 1.3s | Global ETA: 1h 6m 29s [2025-11-22T02:17:16.554793] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 0.84% [2025-11-22T02:17:16.655219] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.17% | Symbol ETA: 1m 30s | Global ETA: 1h 6m 30s [2025-11-22T02:17:16.656541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:16.656605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:16.660872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:16.661380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:16.661798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:16.662540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:16.714467] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 47.9s | Global ETA: 1h 6m 30s [2025-11-22T02:17:16.721696] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 1.34% [2025-11-22T02:17:16.881952] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 1.03% [2025-11-22T02:17:16.886139] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 0.35% [2025-11-22T02:17:16.895400] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.42% | Symbol ETA: 32.4s | Global ETA: 1h 6m 30s [2025-11-22T02:17:16.896297] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:16.896359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:16.901185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:16.902913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:16.903384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:16.903794] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:16.906097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:16.961218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:17.049880] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.69% [2025-11-22T02:17:17.051787] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 1.54% [2025-11-22T02:17:17.218437] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.84%, Actual: 0.88% [2025-11-22T02:17:17.223838] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 2.52% [2025-11-22T02:17:17.226446] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 1m 30s | Global ETA: 1h 6m 31s [2025-11-22T02:17:17.227356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:17.227418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:17.229093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:17.229586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:17.229991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:17.230781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:17.387102] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -2.80%, Actual: 1.29% [2025-11-22T02:17:17.399423] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.62% [2025-11-22T02:17:17.552519] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -9.68% | Symbol ETA: 31.7s | Global ETA: 1h 6m 31s [2025-11-22T02:17:17.553462] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:17.553525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:17.558443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:17.559607] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -0.66%, Actual: 1.42% [2025-11-22T02:17:17.560263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:17.560770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:17.561210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:17.563539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:17.575905] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.19% [2025-11-22T02:17:17.617822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:17.735448] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 1.10% [2025-11-22T02:17:17.746236] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.14% [2025-11-22T02:17:17.796683] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 1m 29s | Global ETA: 1h 6m 31s [2025-11-22T02:17:17.797611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:17.797695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:17.799418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:17.799946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:17.800342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:17.801116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:17.914085] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 0.21% [2025-11-22T02:17:17.921294] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 0.99% [2025-11-22T02:17:18.092520] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.48% [2025-11-22T02:17:18.092737] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.0795% [2025-11-22T02:17:18.092815] [INFO ] [main ] ALX: DISCARDED add_vol_of_vol (score: 45.08%) [2025-11-22T02:17:18.092857] [INFO ] [main ] ALX: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:17:18.092891] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_volatility_decay_ratio'] [2025-11-22T02:17:18.092925] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:18.093763] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 0.61% [2025-11-22T02:17:18.107323] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:18.109098] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:18.109186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:18.111007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:18.111525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:18.111999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:18.112442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:18.113436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:18.116223] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:18.117482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.203053] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -8.18% | Symbol ETA: 31.0s | Global ETA: 1h 6m 32s [2025-11-22T02:17:18.203980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:18.204043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:18.208831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:18.210605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:18.211095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:18.211481] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:18.213795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:18.268992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.272844] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.03% [2025-11-22T02:17:18.384491] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 1m 28s | Global ETA: 1h 6m 32s [2025-11-22T02:17:18.385854] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:18.385919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:18.387699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:18.388207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:18.388598] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:17:18.389422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.441232] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.43% [2025-11-22T02:17:18.441466] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 47.4330% [2025-11-22T02:17:18.441556] [INFO ] [main ] AIZN: DISCARDED add_fullday_parkinson_range (score: 47.43%) [2025-11-22T02:17:18.441601] [INFO ] [main ] AIZN: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:17:18.441632] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:17:18.441708] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:18.455516] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:18.457054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:18.457118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:18.458035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:18.460670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:18.505114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.798934] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 7.3s | Global ETA: 1h 6m 33s [2025-11-22T02:17:18.799958] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:18.800024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:18.801754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:18.802253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:18.802723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:18.803130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:18.804140] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:18.806931] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:18.808178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.858888] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.21% | Symbol ETA: 30.3s | Global ETA: 1h 6m 33s [2025-11-22T02:17:18.859832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:18.859896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:18.864622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:18.866385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:18.866883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:18.867301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:18.869622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:18.923846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:18.966503] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 1m 28s | Global ETA: 1h 6m 33s [2025-11-22T02:17:19.081529] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.32% | Symbol ETA: 42.8s | Global ETA: 1h 6m 33s [2025-11-22T02:17:19.082488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:19.082553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:19.083416] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:19.085984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:19.130636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:19.135585] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 1.38% [2025-11-22T02:17:19.304337] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.34% [2025-11-22T02:17:19.450257] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -2.19% | Symbol ETA: 6.5s | Global ETA: 1h 6m 34s [2025-11-22T02:17:19.451254] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:19.451318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:19.452958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:19.453438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:19.453894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:19.454301] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:19.455241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:19.457875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:19.458984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:19.474066] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.56% [2025-11-22T02:17:19.501027] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 29.6s | Global ETA: 1h 6m 34s [2025-11-22T02:17:19.501936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:19.501997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:19.506736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:19.508452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:19.508945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:19.509325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:19.511597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:19.565725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:19.647001] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 1.89% [2025-11-22T02:17:19.701905] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 42.1s | Global ETA: 1h 6m 34s [2025-11-22T02:17:19.702824] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:19.702887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:19.703738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:19.706273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:19.752274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:19.817153] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.85%, Actual: 0.14% [2025-11-22T02:17:19.988156] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.17%, Actual: 1.89% [2025-11-22T02:17:20.117679] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.70% | Symbol ETA: 5.8s | Global ETA: 1h 6m 35s [2025-11-22T02:17:20.118670] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:20.118734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:20.120371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:20.120870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:20.121309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:20.121721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:20.122677] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:20.125634] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:20.126762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:20.156291] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.76% [2025-11-22T02:17:20.162020] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.49% | Symbol ETA: 28.9s | Global ETA: 1h 6m 35s [2025-11-22T02:17:20.326538] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.57% [2025-11-22T02:17:20.329378] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 41.5s | Global ETA: 1h 6m 35s [2025-11-22T02:17:20.330276] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:20.330338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:20.331173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:20.333659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:20.335587] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -18.33%, Actual: 19.68% [2025-11-22T02:17:20.376445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:20.494516] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 1.46% [2025-11-22T02:17:20.501560] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.68%, Actual: 4.03% [2025-11-22T02:17:20.663106] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 0.32% [2025-11-22T02:17:20.663308] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 35.7309% [2025-11-22T02:17:20.663361] [INFO ] [main ] AHH: DISCARDED add_close_to_open_alignment (score: 35.73%) [2025-11-22T02:17:20.663399] [INFO ] [main ] AHH: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:17:20.663429] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:17:20.663463] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:20.668936] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.39%, Actual: 1.68% [2025-11-22T02:17:20.675958] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:20.677192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:20.677276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:20.678976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:20.679465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:20.679869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:20.680780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:20.779451] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.91% | Symbol ETA: 5.1s | Global ETA: 1h 6m 36s [2025-11-22T02:17:20.780429] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:20.780493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:20.782134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:20.782607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:20.783056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:20.783445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:20.784390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:20.786981] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:20.788120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:20.836435] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 0.22% [2025-11-22T02:17:20.946056] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 40.9s | Global ETA: 1h 6m 36s [2025-11-22T02:17:20.946950] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:20.947012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:20.947910] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:20.950373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:20.994598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:21.003396] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.42%, Actual: 0.66% [2025-11-22T02:17:21.171743] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -9.68%, Actual: 2.40% [2025-11-22T02:17:21.249953] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 1m 17s | Global ETA: 1h 6m 36s [2025-11-22T02:17:21.250965] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:21.251031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:21.252777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:21.253330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:21.253766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:21.254710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:21.338492] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -8.18%, Actual: 4.99% [2025-11-22T02:17:21.436831] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.65% | Symbol ETA: 4.4s | Global ETA: 1h 6m 37s [2025-11-22T02:17:21.437839] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:21.437902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:21.439553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:21.440062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:21.440493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:21.440897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:21.441850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:21.444466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:21.445576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:21.504575] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.21%, Actual: 0.08% [2025-11-22T02:17:21.565594] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.83% | Symbol ETA: 40.2s | Global ETA: 1h 6m 37s [2025-11-22T02:17:21.566488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:21.566549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:21.567430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:21.569945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:21.614959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:21.678984] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 11.99% [2025-11-22T02:17:21.827890] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 1m 17s | Global ETA: 1h 6m 37s [2025-11-22T02:17:21.828822] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:21.828885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:21.830514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:21.831021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:21.831414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:21.832320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:21.848944] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.49%, Actual: 28.93% [2025-11-22T02:17:21.849147] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.7932% [2025-11-22T02:17:21.849230] [INFO ] [main ] BW: DISCARDED add_gap_resolution_state (score: 27.79%) [2025-11-22T02:17:21.849271] [INFO ] [main ] BW: Testing feature 13/53: add_gaps [2025-11-22T02:17:21.849302] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:17:21.849337] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:21.861002] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:21.862457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:21.862519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:21.867456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:21.869256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:21.869740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:21.870122] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:21.872459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:21.873252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.092869] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 3.8s | Global ETA: 1h 6m 38s [2025-11-22T02:17:22.093866] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:22.093929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:22.095545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:22.096048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:22.096482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:22.096888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:22.097867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:22.100464] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:22.101571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.193129] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 39.6s | Global ETA: 1h 6m 38s [2025-11-22T02:17:22.194075] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:22.194139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:22.195058] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:22.197609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:22.241960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.396973] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 1m 16s | Global ETA: 1h 6m 38s [2025-11-22T02:17:22.397873] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:22.397934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:22.399615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:22.400106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:22.400495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:22.401371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.450174] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -21.19% | Symbol ETA: 33.4s | Global ETA: 1h 6m 38s [2025-11-22T02:17:22.451084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:22.451146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:22.455948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:22.457701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:22.458166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:22.458588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:22.461003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:22.461780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.749090] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.55% | Symbol ETA: 3.1s | Global ETA: 1h 6m 39s [2025-11-22T02:17:22.750112] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:22.750175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:22.751799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:22.752340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:22.752792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:22.753193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:22.754178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:22.756829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:22.757992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.819485] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 39.0s | Global ETA: 1h 6m 39s [2025-11-22T02:17:22.820406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:22.820469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:22.821367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:22.823941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:22.869414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:22.966202] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 1m 15s | Global ETA: 1h 6m 39s [2025-11-22T02:17:22.967119] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:22.967180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:22.968949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:22.969495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:22.969900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:22.970771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:23.045701] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 7.64% | Symbol ETA: 32.9s | Global ETA: 1h 6m 39s [2025-11-22T02:17:23.046567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:23.046630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:23.051468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:23.053208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:23.053694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:23.054075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:23.056352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:23.057124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:23.410403] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 1.48% | Symbol ETA: 2.4s | Global ETA: 1h 6m 40s [2025-11-22T02:17:23.411388] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:23.411451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:23.413082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:23.413557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:23.414006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:23.414388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:23.415331] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:23.417968] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:23.419072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:23.440617] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 38.4s | Global ETA: 1h 6m 40s [2025-11-22T02:17:23.441536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:23.441598] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:23.442481] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:23.444916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:23.487595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:23.532830] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.05% | Symbol ETA: 1m 15s | Global ETA: 1h 6m 40s [2025-11-22T02:17:23.534084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:23.534146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:23.535791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:23.536266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:23.536664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:23.537575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:23.703101] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.33% | Symbol ETA: 32.4s | Global ETA: 1h 6m 40s [2025-11-22T02:17:23.703994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:23.704056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:23.708851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:23.710588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:23.711072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:23.711456] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:23.713775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:23.714544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.063740] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 37.8s | Global ETA: 1h 6m 41s [2025-11-22T02:17:24.064720] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:24.064788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:24.065695] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:24.068235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:24.100698] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.17% | Symbol ETA: 1m 14s | Global ETA: 1h 6m 41s [2025-11-22T02:17:24.101672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:24.101735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:24.103400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:24.103931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:24.104338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:24.105218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.115457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.130407] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 1.8s | Global ETA: 1h 6m 41s [2025-11-22T02:17:24.131431] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:24.131496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:24.133197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:24.133704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:24.134139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:24.134523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:24.135468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:24.138519] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:17:24.139668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.300197] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -7.49% | Symbol ETA: 31.8s | Global ETA: 1h 6m 41s [2025-11-22T02:17:24.301108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:24.301170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:24.306000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:24.307760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:24.308223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:24.308639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:24.310963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:24.311768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.668563] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 1m 14s | Global ETA: 1h 6m 42s [2025-11-22T02:17:24.669467] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:24.669528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:24.671181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:24.671678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:24.672062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:24.672945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.714904] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 37.1s | Global ETA: 1h 6m 42s [2025-11-22T02:17:24.790953] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 1.1s | Global ETA: 1h 6m 42s [2025-11-22T02:17:24.889719] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.81% | Symbol ETA: 31.2s | Global ETA: 1h 6m 42s [2025-11-22T02:17:24.890118] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.32%, Actual: 1.03% [2025-11-22T02:17:24.890588] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:24.890670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:24.895450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:24.897225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:24.897711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:24.898088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:24.900380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:24.901152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:24.964227] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.84% [2025-11-22T02:17:25.064673] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.58%, Actual: 0.69% [2025-11-22T02:17:25.133480] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -2.19%, Actual: 1.34% [2025-11-22T02:17:25.239377] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 1m 13s | Global ETA: 1h 6m 42s [2025-11-22T02:17:25.240280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:25.240355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:25.241512] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 2.52% [2025-11-22T02:17:25.242022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:25.242494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:25.242898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:25.243802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:25.304630] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.70%, Actual: 0.35% [2025-11-22T02:17:25.471195] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.91%, Actual: 1.54% [2025-11-22T02:17:25.476579] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.62% [2025-11-22T02:17:25.477694] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -4.25% | Symbol ETA: 30.6s | Global ETA: 1h 6m 43s [2025-11-22T02:17:25.478587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:25.478667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:25.483410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:25.485150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:25.485638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:25.486036] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:25.488361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:25.489146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:25.643559] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.65%, Actual: 0.88% [2025-11-22T02:17:25.657152] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.83%, Actual: 0.19% [2025-11-22T02:17:25.810460] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 1.29% [2025-11-22T02:17:25.810854] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 1m 13s | Global ETA: 1h 6m 43s [2025-11-22T02:17:25.811781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:17:25.811846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:25.813593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:25.814120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:25.814513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:25.815422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:25.829205] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.14% [2025-11-22T02:17:25.977718] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.55%, Actual: 1.42% [2025-11-22T02:17:25.994764] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.99% [2025-11-22T02:17:26.068009] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -2.42% | Symbol ETA: 29.9s | Global ETA: 1h 6m 44s [2025-11-22T02:17:26.068943] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:26.069007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:26.073796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:26.075501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:26.075985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:26.076370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:26.078743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:26.079536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:26.147053] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.48%, Actual: 1.10% [2025-11-22T02:17:26.162049] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.61% [2025-11-22T02:17:26.313287] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.21% [2025-11-22T02:17:26.328248] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.03% [2025-11-22T02:17:26.373931] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.83% | Symbol ETA: 1m 12s | Global ETA: 1h 6m 44s [2025-11-22T02:17:26.486033] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.69%, Actual: 0.48% [2025-11-22T02:17:26.486235] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 53.9113% [2025-11-22T02:17:26.486357] [INFO ] [main ] ALX: DISCARDED add_volatility_decay_ratio (score: 53.91%) [2025-11-22T02:17:26.486402] [INFO ] [main ] ALX: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:17:26.486434] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:17:26.486469] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:26.497769] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.43% [2025-11-22T02:17:26.497976] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 37.2329% [2025-11-22T02:17:26.498054] [INFO ] [main ] AIZN: DISCARDED add_gap_fill_state (score: 37.23%) [2025-11-22T02:17:26.498097] [INFO ] [main ] AIZN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:17:26.498129] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:17:26.498165] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:26.499736] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:26.501249] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:26.501313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:26.502984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:26.503482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:26.503939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:26.504326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:26.505277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:26.507955] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:26.509008] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:26.510991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:26.511341] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:26.512789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:26.512850] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:26.513701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:26.516172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:26.517124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:26.544894] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 1.38% [2025-11-22T02:17:26.662333] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 5.15% | Symbol ETA: 29.3s | Global ETA: 1h 6m 44s [2025-11-22T02:17:26.663289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:26.663353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:26.668467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:26.670470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:26.671009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:26.671416] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:26.673893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:26.674728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:26.710087] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 0.34% [2025-11-22T02:17:26.876350] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.56% [2025-11-22T02:17:27.042779] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 1.89% [2025-11-22T02:17:27.093509] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 0.99% | Symbol ETA: 39.1s | Global ETA: 1h 6m 45s [2025-11-22T02:17:27.094404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:27.094467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:27.095294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:27.097759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:27.098715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:27.157201] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 6.8s | Global ETA: 1h 6m 45s [2025-11-22T02:17:27.158267] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:27.158331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:27.160056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:27.160544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:27.161004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:27.161390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:27.162350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:27.164981] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:27.166040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:27.168027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:27.210712] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.05%, Actual: 0.14% [2025-11-22T02:17:27.282830] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 28.7s | Global ETA: 1h 6m 45s [2025-11-22T02:17:27.283785] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:27.283850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:27.292734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:27.294504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:27.295006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:27.295429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:27.297889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:27.298731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:27.376869] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.17%, Actual: 1.89% [2025-11-22T02:17:27.543269] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.76% [2025-11-22T02:17:27.668569] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 38.5s | Global ETA: 1h 6m 46s [2025-11-22T02:17:27.669486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:27.669550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:27.670374] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:27.672840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:27.673840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:27.711394] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 1.57% [2025-11-22T02:17:27.816090] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 6.2s | Global ETA: 1h 6m 46s [2025-11-22T02:17:27.817515] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:27.817597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:27.820014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:27.820731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:27.821327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:27.821893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:27.823315] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:27.827110] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:27.828246] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:27.830268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:27.877910] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 28.1s | Global ETA: 1h 6m 46s [2025-11-22T02:17:27.880166] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 1.46% [2025-11-22T02:17:28.046219] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -21.19%, Actual: 19.68% [2025-11-22T02:17:28.050119] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.83%, Actual: 0.32% [2025-11-22T02:17:28.050325] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.4900% [2025-11-22T02:17:28.050435] [INFO ] [main ] AHH: KEPT add_composite_volatility_context (score: 48.49%) [2025-11-22T02:17:28.050481] [INFO ] [main ] AHH: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:17:28.050522] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:17:28.050558] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:28.063332] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:28.064636] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:28.064778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:28.066492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:28.067026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:28.067457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:28.068359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:28.070811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:28.212336] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 7.64%, Actual: 4.03% [2025-11-22T02:17:28.237554] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 37.9s | Global ETA: 1h 6m 47s [2025-11-22T02:17:28.238455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:28.238527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:28.239346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:28.241797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:28.242753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:28.380888] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.33%, Actual: 1.68% [2025-11-22T02:17:28.479799] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -3.10% | Symbol ETA: 5.5s | Global ETA: 1h 6m 47s [2025-11-22T02:17:28.480821] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:28.480909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:28.482590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:28.483095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:28.483530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:28.483935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:28.484897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:28.487550] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:28.488633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:28.490740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:28.549888] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -7.49%, Actual: 0.22% [2025-11-22T02:17:28.640611] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 1m 2s | Global ETA: 1h 6m 47s [2025-11-22T02:17:28.641500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:28.641563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:28.643227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:28.643741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:28.644148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:28.645052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:28.647460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:28.720764] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.81%, Actual: 0.66% [2025-11-22T02:17:28.810055] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 37.3s | Global ETA: 1h 6m 48s [2025-11-22T02:17:28.810979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:28.811041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:28.811865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:28.814294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:28.815249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:28.890401] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -4.25%, Actual: 2.40% [2025-11-22T02:17:29.057610] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 4.99% [2025-11-22T02:17:29.141914] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 4.9s | Global ETA: 1h 6m 48s [2025-11-22T02:17:29.142902] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:29.142966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:29.144576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:29.145083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:29.145511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:29.145913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:29.146858] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:29.149505] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:29.150566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:29.152559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.224111] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 5.15%, Actual: 0.08% [2025-11-22T02:17:29.237395] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 1m 1s | Global ETA: 1h 6m 48s [2025-11-22T02:17:29.238296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:29.238359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:29.240002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:29.240475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:29.240871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:29.241747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:29.244104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.378139] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 36.7s | Global ETA: 1h 6m 48s [2025-11-22T02:17:29.379062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:29.379123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:29.379985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:29.382403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:29.383367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.390344] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 11.99% [2025-11-22T02:17:29.560196] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.69%, Actual: 28.93% [2025-11-22T02:17:29.560392] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.0120% [2025-11-22T02:17:29.560470] [INFO ] [main ] BW: DISCARDED add_gaps (score: 29.01%) [2025-11-22T02:17:29.560512] [INFO ] [main ] BW: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:17:29.560544] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T02:17:29.560578] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:29.572794] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:29.574062] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:29.574125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:29.578978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:29.580779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:29.581257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:29.581664] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:29.583991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:29.585191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.792286] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -2.65% | Symbol ETA: 4.2s | Global ETA: 1h 6m 49s [2025-11-22T02:17:29.793283] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:29.793348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:29.794990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:29.795474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:29.795932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:29.796312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:29.797277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:29.799990] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:29.801044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:29.802999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.826029] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 1m 1s | Global ETA: 1h 6m 49s [2025-11-22T02:17:29.826946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:29.827011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:29.828748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:29.829242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:29.829696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:29.830565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:29.833245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:29.950486] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 36.1s | Global ETA: 1h 6m 49s [2025-11-22T02:17:29.951387] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:29.951453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:29.952274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:29.954721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:29.955681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:30.165355] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.70% | Symbol ETA: 28.5s | Global ETA: 1h 6m 50s [2025-11-22T02:17:30.166269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:30.166333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:30.171168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:30.173038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:30.173508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:30.173914] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:30.176253] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:30.177485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:30.435999] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 1m 0s | Global ETA: 1h 6m 50s [2025-11-22T02:17:30.436940] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:30.437006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:30.438711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:30.439192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:30.439617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:30.440587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:30.443075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:30.450278] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -3.00% | Symbol ETA: 3.5s | Global ETA: 1h 6m 50s [2025-11-22T02:17:30.451265] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:30.451330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:30.452966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:30.453432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:30.453880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:30.454259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:30.455207] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:30.457860] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:30.458974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:30.460966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:30.519335] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 35.6s | Global ETA: 1h 6m 50s [2025-11-22T02:17:30.520246] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:30.520307] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:30.521134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:30.523549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:30.524505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:30.761491] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 27.9s | Global ETA: 1h 6m 51s [2025-11-22T02:17:30.762374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:30.762436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:30.767170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:30.768964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:30.769496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:30.769908] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:30.772192] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:30.773431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.020724] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.40% | Symbol ETA: 59.6s | Global ETA: 1h 6m 51s [2025-11-22T02:17:31.021843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:31.021908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.023586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.024085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.024476] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:31.025371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.028105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.089270] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.79% | Symbol ETA: 35.0s | Global ETA: 1h 6m 51s [2025-11-22T02:17:31.090169] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:31.090230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:31.091056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.093483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:31.094437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.099484] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.51% | Symbol ETA: 2.9s | Global ETA: 1h 6m 51s [2025-11-22T02:17:31.100465] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:31.100532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.102177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.102662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:31.103093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.103471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:31.104415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:31.107049] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:31.108130] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:31.110105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.353976] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.30% | Symbol ETA: 27.3s | Global ETA: 1h 6m 51s [2025-11-22T02:17:31.354873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:31.354936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:31.359685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.361461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.361951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.362337] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.364693] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:31.365874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.600631] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.12% | Symbol ETA: 59.0s | Global ETA: 1h 6m 52s [2025-11-22T02:17:31.601621] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:31.601706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.603382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.603889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.604279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:31.605174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.607581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.654483] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 34.4s | Global ETA: 1h 6m 52s [2025-11-22T02:17:31.655370] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:31.655441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:31.656282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.658770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:31.659752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.751330] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 2.2s | Global ETA: 1h 6m 52s [2025-11-22T02:17:31.752335] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:31.752399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.754051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.754513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:31.754957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.755335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:31.756288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:31.758999] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:31.760090] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:31.762051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:31.948821] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -6.58% | Symbol ETA: 26.7s | Global ETA: 1h 6m 52s [2025-11-22T02:17:31.949763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:31.949863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:31.958620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:31.960403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:31.960898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:31.961287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:31.963629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:31.964887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:32.187714] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.00% | Symbol ETA: 58.4s | Global ETA: 1h 6m 53s [2025-11-22T02:17:32.188610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:32.188694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:32.190442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:32.190957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:32.191416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:32.192323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:32.194749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:32.222755] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 33.8s | Global ETA: 1h 6m 53s [2025-11-22T02:17:32.389136] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 0.99%, Actual: 1.03% [2025-11-22T02:17:32.406902] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 1.5s | Global ETA: 1h 6m 53s [2025-11-22T02:17:32.407921] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:17:32.407985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:32.409609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:32.410101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:32.410529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:32.411272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:32.412225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:32.414897] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:17:32.415974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:17:32.417988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:32.551111] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 26.1s | Global ETA: 1h 6m 53s [2025-11-22T02:17:32.551996] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:32.552059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:32.554776] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.69% [2025-11-22T02:17:32.556834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:32.558574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:32.559057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:32.559447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:32.561819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:32.563076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:32.718938] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 2.52% [2025-11-22T02:17:32.765932] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -2.15% | Symbol ETA: 57.8s | Global ETA: 1h 6m 53s [2025-11-22T02:17:32.766833] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:32.766895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:32.768558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:32.769065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:32.769461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:32.770368] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:32.772802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:32.882761] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 0.62% [2025-11-22T02:17:33.048509] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.19% [2025-11-22T02:17:33.065639] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 0.9s | Global ETA: 1h 6m 54s [2025-11-22T02:17:33.142163] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -7.08% | Symbol ETA: 25.5s | Global ETA: 1h 6m 54s [2025-11-22T02:17:33.143065] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:33.143142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:33.147856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:33.149560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:33.150049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:33.150433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:33.152744] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:33.153923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:33.211075] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.14% [2025-11-22T02:17:33.238556] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 0.84% [2025-11-22T02:17:33.341499] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 57.2s | Global ETA: 1h 6m 54s [2025-11-22T02:17:33.342400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:33.342463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:33.344103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:33.344573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:33.344971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:33.345853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:33.348196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:33.374311] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 0.99% [2025-11-22T02:17:33.409163] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 1.34% [2025-11-22T02:17:33.539505] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.79%, Actual: 0.61% [2025-11-22T02:17:33.584454] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -3.10%, Actual: 0.35% [2025-11-22T02:17:33.704484] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.03% [2025-11-22T02:17:33.735064] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -1.95% | Symbol ETA: 24.9s | Global ETA: 1h 6m 55s [2025-11-22T02:17:33.735958] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:33.736022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:33.740975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:33.742689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:33.743154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:33.743555] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:33.745893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:33.747085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:33.754875] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 1.54% [2025-11-22T02:17:33.869541] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.43% [2025-11-22T02:17:33.869690] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.7460% [2025-11-22T02:17:33.869771] [INFO ] [main ] AIZN: DISCARDED add_gap_morning_composite (score: 43.75%) [2025-11-22T02:17:33.869813] [INFO ] [main ] AIZN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:17:33.869844] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:17:33.869878] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:33.882984] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:33.884441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:33.884515] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:33.885370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:33.887945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:33.914979] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 56.6s | Global ETA: 1h 6m 55s [2025-11-22T02:17:33.923064] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -2.65%, Actual: 0.88% [2025-11-22T02:17:33.941406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:34.083585] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.38% [2025-11-22T02:17:34.090365] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -3.00%, Actual: 1.29% [2025-11-22T02:17:34.251425] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 0.34% [2025-11-22T02:17:34.260994] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.51%, Actual: 1.42% [2025-11-22T02:17:34.353514] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.62% | Symbol ETA: 24.3s | Global ETA: 1h 6m 56s [2025-11-22T02:17:34.354412] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:34.354474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:34.359318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:34.361120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:34.361615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:34.362023] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:34.364363] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:34.365599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:34.429569] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 0.56% [2025-11-22T02:17:34.430318] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.10% [2025-11-22T02:17:34.506474] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 33.1s | Global ETA: 1h 6m 56s [2025-11-22T02:17:34.507382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:34.507444] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:34.508271] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:34.510748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:34.563750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:34.598019] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.21% [2025-11-22T02:17:34.602605] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 1.89% [2025-11-22T02:17:34.767268] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.71%, Actual: 0.48% [2025-11-22T02:17:34.767469] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 42.4218% [2025-11-22T02:17:34.767552] [INFO ] [main ] ALX: DISCARDED add_volatility_state_percentiles (score: 42.42%) [2025-11-22T02:17:34.767596] [INFO ] [main ] ALX: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:17:34.767628] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_volume_dispersion'] [2025-11-22T02:17:34.767682] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:34.780338] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.40%, Actual: 0.14% [2025-11-22T02:17:34.781082] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:34.782505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:34.782586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:34.784254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:34.784776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:34.785218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:34.785596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:34.786548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:34.789259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:34.790671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:34.944926] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.71% | Symbol ETA: 23.7s | Global ETA: 1h 6m 57s [2025-11-22T02:17:34.945857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:34.945927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:34.950748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:34.952502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:34.953020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:34.953398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:34.955121] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.12%, Actual: 1.89% [2025-11-22T02:17:34.955711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:34.956899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:35.128087] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 32.5s | Global ETA: 1h 6m 57s [2025-11-22T02:17:35.128974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:35.129035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:35.129859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:35.130548] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.76% [2025-11-22T02:17:35.132289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:35.184384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:35.304729] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 1.57% [2025-11-22T02:17:35.456723] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 6.8s | Global ETA: 1h 6m 57s [2025-11-22T02:17:35.457812] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:35.457876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:35.459611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:35.460173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:35.460679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:35.461095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:35.462077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:35.464837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:35.466312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:35.480962] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 1.46% [2025-11-22T02:17:35.532160] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.67% | Symbol ETA: 23.1s | Global ETA: 1h 6m 58s [2025-11-22T02:17:35.655896] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.32% [2025-11-22T02:17:35.656173] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 42.2863% [2025-11-22T02:17:35.656240] [INFO ] [main ] AHH: DISCARDED add_day_shape_ratios (score: 42.29%) [2025-11-22T02:17:35.656317] [INFO ] [main ] AHH: Testing feature 8/53: add_directional_consistency [2025-11-22T02:17:35.656353] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:17:35.656389] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:35.669924] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:35.671345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:35.671425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:35.673202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:35.673786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:35.674214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:35.675133] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:35.702741] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.70%, Actual: 19.68% [2025-11-22T02:17:35.747915] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 31.8s | Global ETA: 1h 6m 58s [2025-11-22T02:17:35.748829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:35.748890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:35.749745] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:35.752167] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:35.804531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:35.811200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:35.871110] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 4.03% [2025-11-22T02:17:36.038711] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.30%, Actual: 1.68% [2025-11-22T02:17:36.123828] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 6.1s | Global ETA: 1h 6m 58s [2025-11-22T02:17:36.124831] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:36.124899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:36.126539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:36.127061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:36.127510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:36.127944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:36.128896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:36.131579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:36.132940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:36.208296] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -6.58%, Actual: 0.22% [2025-11-22T02:17:36.364507] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 31.2s | Global ETA: 1h 6m 59s [2025-11-22T02:17:36.365387] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:36.365449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:36.366274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:36.368733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:36.376202] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.66% [2025-11-22T02:17:36.400154] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 55.5s | Global ETA: 1h 6m 59s [2025-11-22T02:17:36.401091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:36.401158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:36.402955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:36.403488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:36.403903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:36.404802] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:36.421210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:36.532355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:36.544800] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -7.08%, Actual: 2.40% [2025-11-22T02:17:36.718499] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -1.95%, Actual: 4.99% [2025-11-22T02:17:36.787775] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 5.4s | Global ETA: 1h 6m 59s [2025-11-22T02:17:36.788788] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:36.788852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:36.790497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:36.791015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:36.791447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:36.791851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:36.792805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:36.795537] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:36.796958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:36.889960] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.62%, Actual: 0.08% [2025-11-22T02:17:36.979470] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 30.6s | Global ETA: 1h 6m 60s [2025-11-22T02:17:36.980362] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:36.980423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:36.981249] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:36.983684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:37.036219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:37.058537] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 11.99% [2025-11-22T02:17:37.115352] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 54.7s | Global ETA: 1h 6m 60s [2025-11-22T02:17:37.116293] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:37.116358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:37.118214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:37.118768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:37.119170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:37.120102] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:37.229509] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.67%, Actual: 28.93% [2025-11-22T02:17:37.229750] [INFO ] [main ] BW: Magnitude Forecast Confidence: 32.7437% [2025-11-22T02:17:37.229836] [INFO ] [main ] BW: DISCARDED add_intraday_skewness_proxies (score: 32.74%) [2025-11-22T02:17:37.229880] [INFO ] [main ] BW: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:17:37.229913] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T02:17:37.229949] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:37.242634] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:37.244140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:37.244204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:37.249232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:37.251035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:37.251511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:37.251923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:37.254024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:37.254318] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:37.346516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:37.451976] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 4.7s | Global ETA: 1h 7m 0s [2025-11-22T02:17:37.453511] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:37.453574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:37.455228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:37.455727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:37.456157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:37.456541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:37.457521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:37.460178] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:37.461547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:37.597487] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 30.0s | Global ETA: 1h 7m 1s [2025-11-22T02:17:37.598382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:37.598443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:37.599638] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:37.602099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:37.653521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:37.847252] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 54.0s | Global ETA: 1h 7m 1s [2025-11-22T02:17:37.848223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:37.848623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:37.850547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:37.851124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:37.851523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:37.852491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:37.932612] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -21.34% | Symbol ETA: 27.0s | Global ETA: 1h 7m 1s [2025-11-22T02:17:37.933505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:37.933575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:37.938463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:37.940225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:37.940773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:37.941155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:37.943494] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:37.988380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.029241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.104343] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.53% | Symbol ETA: 4.0s | Global ETA: 1h 7m 1s [2025-11-22T02:17:38.105349] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:38.105414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:38.107075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:38.107596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:38.108076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:38.108460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:38.109412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:38.112087] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:38.113459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.217954] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 29.3s | Global ETA: 1h 7m 2s [2025-11-22T02:17:38.218875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:38.218936] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:38.219759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:38.222246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:38.274436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.591308] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 53.3s | Global ETA: 1h 7m 2s [2025-11-22T02:17:38.592271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:38.592339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:38.594113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:38.594638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:38.595057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:38.596036] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:38.616382] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.39% | Symbol ETA: 26.3s | Global ETA: 1h 7m 2s [2025-11-22T02:17:38.617795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:38.617859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:38.622630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:38.624474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:38.624976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:38.625372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:38.627750] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:38.716240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.729361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.761250] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.78% | Symbol ETA: 3.3s | Global ETA: 1h 7m 2s [2025-11-22T02:17:38.762245] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:38.762310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:38.763988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:38.764468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:38.764922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:38.765306] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:38.766281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:38.768972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:38.770343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:38.838061] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 28.7s | Global ETA: 1h 7m 2s [2025-11-22T02:17:38.838956] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:38.839017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:38.839876] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:38.842320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:38.894006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:39.309846] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.88% | Symbol ETA: 25.6s | Global ETA: 1h 7m 3s [2025-11-22T02:17:39.310735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:39.310797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:39.315539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:39.317304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:39.317795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:39.318181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:39.320497] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:39.330473] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 3.08% | Symbol ETA: 52.6s | Global ETA: 1h 7m 3s [2025-11-22T02:17:39.331473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:39.331539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:39.333340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:39.333869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:39.334262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:39.335190] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:39.405560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:39.415814] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 2.7s | Global ETA: 1h 7m 3s [2025-11-22T02:17:39.416848] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:39.416912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:39.418545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:39.419075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:39.419508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:39.419952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:39.420908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:39.423564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:39.424947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:39.468082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:39.517994] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 28.1s | Global ETA: 1h 7m 3s [2025-11-22T02:17:39.518917] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:39.518978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:39.519801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:39.522486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:17:39.575253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:39.981277] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.30% | Symbol ETA: 24.9s | Global ETA: 1h 7m 4s [2025-11-22T02:17:39.982167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:39.982229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:39.987105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:39.988890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:39.989349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:39.989752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:39.992054] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:40.061817] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 51.8s | Global ETA: 1h 7m 4s [2025-11-22T02:17:40.062738] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:40.062803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:40.064497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:40.065036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:40.065492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:40.066491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:40.078481] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 2.0s | Global ETA: 1h 7m 4s [2025-11-22T02:17:40.079491] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:40.079555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:40.081224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:40.081720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:40.082150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:40.082531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:40.083316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.083513] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:40.086165] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:40.087572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.139110] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 27.5s | Global ETA: 1h 7m 4s [2025-11-22T02:17:40.200543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.306502] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 1.03% [2025-11-22T02:17:40.472583] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 0.69% [2025-11-22T02:17:40.639634] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 2.52% [2025-11-22T02:17:40.664352] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.27% | Symbol ETA: 24.2s | Global ETA: 1h 7m 5s [2025-11-22T02:17:40.665269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:40.665331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:40.670143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:40.671862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:40.672347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:40.676836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:40.679350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:40.741961] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 1.4s | Global ETA: 1h 7m 5s [2025-11-22T02:17:40.742963] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:40.743026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:40.744630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:40.745122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:40.745554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:40.746007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:40.746953] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:40.749567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:17:40.751056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.763343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.793028] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 51.1s | Global ETA: 1h 7m 5s [2025-11-22T02:17:40.794127] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:40.794193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:40.795905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:40.796410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:40.796878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:40.797844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:40.804519] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.62% [2025-11-22T02:17:40.924445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:40.969047] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.79%, Actual: 0.19% [2025-11-22T02:17:41.132662] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.55%, Actual: 1.14% [2025-11-22T02:17:41.297448] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.57%, Actual: 0.99% [2025-11-22T02:17:41.339592] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -5.09% | Symbol ETA: 23.5s | Global ETA: 1h 7m 6s [2025-11-22T02:17:41.340478] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:41.340541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:41.345405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:41.347142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:41.347627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:41.348036] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:41.350479] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:41.396939] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -2.65% | Symbol ETA: 0.7s | Global ETA: 1h 7m 6s [2025-11-22T02:17:41.434156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:41.463372] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 0.61% [2025-11-22T02:17:41.490596] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 50.3s | Global ETA: 1h 7m 6s [2025-11-22T02:17:41.491487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:41.491550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:41.493215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:41.493728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:41.494111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:41.494997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:41.564766] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.84% [2025-11-22T02:17:41.616961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:41.628835] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.03% [2025-11-22T02:17:41.733151] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 1.34% [2025-11-22T02:17:41.794020] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 0.43% [2025-11-22T02:17:41.794166] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 39.9463% [2025-11-22T02:17:41.794242] [INFO ] [main ] AIZN: DISCARDED add_gap_resolution_state (score: 39.95%) [2025-11-22T02:17:41.794282] [INFO ] [main ] AIZN: Testing feature 13/53: add_gaps [2025-11-22T02:17:41.794314] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:17:41.794347] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:41.807738] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:41.808995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:41.809056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:41.809905] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:41.812409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:41.813229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:41.900967] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 0.35% [2025-11-22T02:17:42.012944] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.42% | Symbol ETA: 22.9s | Global ETA: 1h 7m 7s [2025-11-22T02:17:42.013858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:42.013920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:42.018769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:42.020490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:42.020980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:42.021365] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:42.023685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:42.067791] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 1.54% [2025-11-22T02:17:42.111428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:42.199123] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.93% | Symbol ETA: 49.6s | Global ETA: 1h 7m 7s [2025-11-22T02:17:42.200014] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:42.200076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:42.201710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:42.202188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:42.202564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:42.203528] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:17:42.232939] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.53%, Actual: 0.88% [2025-11-22T02:17:42.323869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:42.374462] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 31.5s | Global ETA: 1h 7m 8s [2025-11-22T02:17:42.375345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:42.375405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:42.376228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:42.378705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:42.379464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:42.398684] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.78%, Actual: 1.29% [2025-11-22T02:17:42.563338] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.08%, Actual: 1.42% [2025-11-22T02:17:42.683616] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 8.23% | Symbol ETA: 22.2s | Global ETA: 1h 7m 8s [2025-11-22T02:17:42.684525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:42.684587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:42.689569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:42.691344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:42.691879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:42.692269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:42.694676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:42.734818] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.10% [2025-11-22T02:17:42.780779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:42.885599] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 48.9s | Global ETA: 1h 7m 8s [2025-11-22T02:17:42.911146] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.21% [2025-11-22T02:17:42.942528] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 31.0s | Global ETA: 1h 7m 9s [2025-11-22T02:17:42.943410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:42.943471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:42.944291] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:42.946731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:42.947504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:43.051785] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.38% [2025-11-22T02:17:43.079231] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -2.65%, Actual: 0.48% [2025-11-22T02:17:43.079434] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 46.8597% [2025-11-22T02:17:43.079510] [INFO ] [main ] ALX: DISCARDED add_volume_dispersion (score: 46.86%) [2025-11-22T02:17:43.079553] [INFO ] [main ] ALX: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:17:43.079587] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_volume_flow_differentials'] [2025-11-22T02:17:43.079621] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:43.093071] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:43.094484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:43.094548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:43.096225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:43.096747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:43.097181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:43.097580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:43.098521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:43.101165] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:43.103877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:43.218149] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.34% [2025-11-22T02:17:43.349541] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -2.97% | Symbol ETA: 21.5s | Global ETA: 1h 7m 9s [2025-11-22T02:17:43.350419] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:43.350482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:43.355188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:43.356947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:43.357426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:43.357822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:43.360125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:43.394607] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.56% [2025-11-22T02:17:43.444814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:43.510521] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 30.4s | Global ETA: 1h 7m 9s [2025-11-22T02:17:43.511402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:43.511463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:43.512277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:43.514768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:43.515543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:43.570002] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.89% [2025-11-22T02:17:43.745891] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 3.08%, Actual: 0.14% [2025-11-22T02:17:43.763448] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 6.5s | Global ETA: 1h 7m 10s [2025-11-22T02:17:43.764476] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:43.764540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:43.766231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:43.766760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:43.767194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:43.767601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:43.768586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:43.771274] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:43.774065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:43.923986] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 1.89% [2025-11-22T02:17:44.019691] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 20.8s | Global ETA: 1h 7m 10s [2025-11-22T02:17:44.082603] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 29.8s | Global ETA: 1h 7m 10s [2025-11-22T02:17:44.083489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:44.083551] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:44.084407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:44.086887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:44.087688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:44.094067] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.76% [2025-11-22T02:17:44.189274] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -21.34%, Actual: 19.68% [2025-11-22T02:17:44.266937] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 1.57% [2025-11-22T02:17:44.363321] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.39%, Actual: 4.03% [2025-11-22T02:17:44.429462] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -1.93% | Symbol ETA: 5.9s | Global ETA: 1h 7m 11s [2025-11-22T02:17:44.430503] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:44.430567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:44.432268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:44.432771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:44.433209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:44.433594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:44.434550] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:44.437231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:44.439943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:44.443051] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 1.46% [2025-11-22T02:17:44.531928] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.88%, Actual: 1.68% [2025-11-22T02:17:44.620434] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -2.00%, Actual: 0.32% [2025-11-22T02:17:44.620662] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 45.3944% [2025-11-22T02:17:44.620763] [INFO ] [main ] AHH: DISCARDED add_directional_consistency (score: 45.39%) [2025-11-22T02:17:44.620811] [INFO ] [main ] AHH: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:17:44.620846] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:17:44.620883] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:44.634013] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:44.635570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:44.635635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:44.637452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:44.638041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:44.638474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:44.639420] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:44.641181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:44.654088] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 29.3s | Global ETA: 1h 7m 11s [2025-11-22T02:17:44.654979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:44.655040] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:44.655894] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:44.658349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:44.659188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:44.702344] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.30%, Actual: 0.22% [2025-11-22T02:17:44.875026] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.27%, Actual: 0.66% [2025-11-22T02:17:45.048228] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -5.09%, Actual: 2.40% [2025-11-22T02:17:45.099360] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -1.63% | Symbol ETA: 5.2s | Global ETA: 1h 7m 12s [2025-11-22T02:17:45.100348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:45.100412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:45.102041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:45.102536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:45.103026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:45.103410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:45.104368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:45.107021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:45.109765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.220436] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.42%, Actual: 4.99% [2025-11-22T02:17:45.228071] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 28.7s | Global ETA: 1h 7m 12s [2025-11-22T02:17:45.228955] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:45.229017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:45.229864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:45.232284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:45.233077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.241483] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 54.8s | Global ETA: 1h 7m 12s [2025-11-22T02:17:45.242568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:45.242634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:45.244450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:45.244961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:45.245403] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:45.246400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:45.248132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.401435] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 8.23%, Actual: 0.08% [2025-11-22T02:17:45.574007] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -2.97%, Actual: 11.99% [2025-11-22T02:17:45.742217] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 28.93% [2025-11-22T02:17:45.742413] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.9869% [2025-11-22T02:17:45.742492] [INFO ] [main ] BW: DISCARDED add_intraday_volatility_percentile (score: 31.99%) [2025-11-22T02:17:45.742533] [INFO ] [main ] BW: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:17:45.742565] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T02:17:45.742599] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:45.754086] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:45.755490] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:45.755551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:45.763758] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 4.5s | Global ETA: 1h 7m 13s [2025-11-22T02:17:45.764261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:45.764739] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:45.764816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:45.766086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:45.766446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:45.766550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:45.766943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:45.766952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:45.767416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:45.768202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:45.769185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:45.771529] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:45.771822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:45.772209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.774537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.799246] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 28.1s | Global ETA: 1h 7m 13s [2025-11-22T02:17:45.800141] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:45.800332] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:45.801169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:45.803591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:45.804378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:45.851807] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 54.2s | Global ETA: 1h 7m 13s [2025-11-22T02:17:45.852783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:45.852858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:45.854684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:45.855230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:45.855665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:45.856553] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:45.858426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.353473] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.15% | Symbol ETA: 26.4s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.354378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:46.354440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:46.359193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:46.360941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:46.361406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:46.361819] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:46.364144] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:46.364818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.368297] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 27.6s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.369237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:46.369322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:46.370154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:46.372582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:46.373369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.430533] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -1.75% | Symbol ETA: 3.8s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.431530] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:46.431594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:46.433325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:46.433845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:46.434281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:46.434685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:46.435619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:46.438274] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:46.440991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.450877] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 53.5s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.451808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:46.451872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:46.453544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:46.454071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:46.454561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:46.455475] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:46.457181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.955537] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 27.0s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.956431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:46.956492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:46.956990] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 20.85% | Symbol ETA: 25.8s | Global ETA: 1h 7m 14s [2025-11-22T02:17:46.957348] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:46.957913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:46.957975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:46.959792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:17:46.960556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:46.962739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:46.964481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:46.964968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:46.965364] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:46.967727] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:46.968356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.054446] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 52.9s | Global ETA: 1h 7m 15s [2025-11-22T02:17:47.055380] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:47.055444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:47.057128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:47.057691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:47.058083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:47.059013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:47.060767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.093579] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 3.2s | Global ETA: 1h 7m 15s [2025-11-22T02:17:47.094613] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:47.094701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:47.096388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:47.096943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:47.097443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:47.097875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:47.098850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:47.101561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:47.104355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.524408] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 26.4s | Global ETA: 1h 7m 15s [2025-11-22T02:17:47.546898] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -10.41% | Symbol ETA: 25.2s | Global ETA: 1h 7m 15s [2025-11-22T02:17:47.547885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:47.547963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:47.552988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:47.554831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:47.555323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:47.555780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:47.558241] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:47.558925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.651338] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.48% | Symbol ETA: 52.3s | Global ETA: 1h 7m 15s [2025-11-22T02:17:47.652295] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:47.652360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:47.654123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:47.654639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:47.655107] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:47.656407] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:47.658168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.696741] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 1.03% [2025-11-22T02:17:47.763862] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.01% | Symbol ETA: 2.5s | Global ETA: 1h 7m 16s [2025-11-22T02:17:47.764862] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:47.764939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:47.766559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:47.767052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:47.767514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:47.767921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:47.768900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:47.771501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:47.774221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:47.867524] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.69% [2025-11-22T02:17:48.037131] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 2.52% [2025-11-22T02:17:48.155860] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 24.6s | Global ETA: 1h 7m 16s [2025-11-22T02:17:48.156757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:48.156818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:48.161789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:48.163660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:48.164152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:48.164556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:48.167040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:48.167746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:48.207424] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.62% [2025-11-22T02:17:48.251686] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.82% | Symbol ETA: 51.7s | Global ETA: 1h 7m 16s [2025-11-22T02:17:48.252580] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:48.252663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:48.254413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:48.255000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:48.255471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:48.256473] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:48.258304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:48.378482] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.77%, Actual: 0.19% [2025-11-22T02:17:48.438103] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 1.8s | Global ETA: 1h 7m 17s [2025-11-22T02:17:48.439106] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:48.439170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:48.440909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:48.441404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:48.441893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:48.442304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:48.443313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:48.446061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:48.448885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:48.549998] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.14% [2025-11-22T02:17:48.721737] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.99% [2025-11-22T02:17:48.761900] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.64% | Symbol ETA: 24.0s | Global ETA: 1h 7m 17s [2025-11-22T02:17:48.762961] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:48.763029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:48.768428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:48.770415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:48.770946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:48.771371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:48.774070] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:48.774813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:48.854533] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.60% | Symbol ETA: 51.1s | Global ETA: 1h 7m 17s [2025-11-22T02:17:48.855506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:48.855581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:48.857363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:48.857910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:48.858354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:48.859381] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:48.861138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:48.893385] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.61% [2025-11-22T02:17:49.063195] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.03% [2025-11-22T02:17:49.115924] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: -1.84% | Symbol ETA: 1.2s | Global ETA: 1h 7m 18s [2025-11-22T02:17:49.116939] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:49.117003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:49.119314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:49.119829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:49.120262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:49.120667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:49.121626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:49.124376] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:17:49.127327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:49.232276] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 0.43% [2025-11-22T02:17:49.232484] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 41.4010% [2025-11-22T02:17:49.232563] [INFO ] [main ] AIZN: DISCARDED add_gaps (score: 41.40%) [2025-11-22T02:17:49.232604] [INFO ] [main ] AIZN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:17:49.232636] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T02:17:49.232694] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:49.245742] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:49.247279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:49.247341] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:49.248202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:49.250683] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:49.251906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:49.385730] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -3.70% | Symbol ETA: 23.4s | Global ETA: 1h 7m 18s [2025-11-22T02:17:49.386718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:49.386783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:49.391889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:49.393751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:49.394239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:49.394683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:49.397194] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:49.400705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:49.455203] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 50.5s | Global ETA: 1h 7m 18s [2025-11-22T02:17:49.456169] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:49.456234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:49.458004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:49.458521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:49.458965] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:49.459880] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:49.461589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:49.789846] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 0.5s | Global ETA: 1h 7m 19s [2025-11-22T02:17:49.816792] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 27.4s | Global ETA: 1h 7m 19s [2025-11-22T02:17:49.817749] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:49.817810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:49.818669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:49.821154] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:49.822377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:49.964798] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.68%, Actual: 0.84% [2025-11-22T02:17:49.993894] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.49% | Symbol ETA: 22.8s | Global ETA: 1h 7m 19s [2025-11-22T02:17:49.994807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:49.994871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:49.999774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:50.001576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:50.002104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:50.002494] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:50.004837] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:50.005482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:50.054967] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 49.9s | Global ETA: 1h 7m 19s [2025-11-22T02:17:50.055892] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:17:50.055958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:50.057686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:50.058177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:50.058662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:50.059605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:50.061286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:50.130742] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 1.34% [2025-11-22T02:17:50.298137] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 0.35% [2025-11-22T02:17:50.387080] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 26.9s | Global ETA: 1h 7m 20s [2025-11-22T02:17:50.388024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:50.388089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:50.388924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:50.391363] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:50.392625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:50.463367] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 1.54% [2025-11-22T02:17:50.599016] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 22.2s | Global ETA: 1h 7m 20s [2025-11-22T02:17:50.599953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:50.600037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:50.604797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:50.606528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:50.607018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:50.607425] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:50.609759] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:50.610394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:50.630329] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -1.75%, Actual: 0.88% [2025-11-22T02:17:50.649756] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 49.3s | Global ETA: 1h 7m 20s [2025-11-22T02:17:50.798376] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 1.29% [2025-11-22T02:17:50.827388] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 1.38% [2025-11-22T02:17:50.964525] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.01%, Actual: 1.42% [2025-11-22T02:17:50.965398] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.68% | Symbol ETA: 26.3s | Global ETA: 1h 7m 20s [2025-11-22T02:17:50.966325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:50.966389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:50.967273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:50.969790] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:50.971032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:51.001815] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.34% [2025-11-22T02:17:51.129045] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 1.10% [2025-11-22T02:17:51.168597] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 0.56% [2025-11-22T02:17:51.190629] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 21.6s | Global ETA: 1h 7m 21s [2025-11-22T02:17:51.191566] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:51.191632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:51.196461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:51.198352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:51.198864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:51.199259] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:51.201714] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:17:51.202397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:51.293695] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -1.84%, Actual: 0.21% [2025-11-22T02:17:51.341658] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.89% [2025-11-22T02:17:51.460340] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 0.48% [2025-11-22T02:17:51.460515] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.3640% [2025-11-22T02:17:51.460588] [INFO ] [main ] ALX: DISCARDED add_volume_flow_differentials (score: 45.36%) [2025-11-22T02:17:51.460628] [INFO ] [main ] ALX: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:17:51.460681] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_volume_pressure_into_close'] [2025-11-22T02:17:51.460717] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:51.474355] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:51.475900] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:51.475963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:51.477623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:51.478156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:51.478591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:51.479008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:51.479956] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:51.482621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:51.484257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:51.516439] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.48%, Actual: 0.14% [2025-11-22T02:17:51.540505] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 25.8s | Global ETA: 1h 7m 21s [2025-11-22T02:17:51.541631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:51.541728] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:51.542794] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:51.545854] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:51.547174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:51.690962] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.82%, Actual: 1.89% [2025-11-22T02:17:51.777898] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.61% | Symbol ETA: 21.0s | Global ETA: 1h 7m 22s [2025-11-22T02:17:51.865765] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.60%, Actual: 0.76% [2025-11-22T02:17:51.948970] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.15%, Actual: 19.68% [2025-11-22T02:17:52.043136] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.83%, Actual: 1.57% [2025-11-22T02:17:52.118568] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 20.85%, Actual: 4.03% [2025-11-22T02:17:52.136865] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 25.2s | Global ETA: 1h 7m 22s [2025-11-22T02:17:52.138003] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:52.138065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:52.138895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:52.141356] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:52.142572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:52.159839] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -1.66% | Symbol ETA: 6.5s | Global ETA: 1h 7m 22s [2025-11-22T02:17:52.160894] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:52.160958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:52.162578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:52.163073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:52.163506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:52.163911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:52.164856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:52.167512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:52.169240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:52.216611] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 1.46% [2025-11-22T02:17:52.287599] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -10.41%, Actual: 1.68% [2025-11-22T02:17:52.393159] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.32% [2025-11-22T02:17:52.393372] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 51.8784% [2025-11-22T02:17:52.393499] [INFO ] [main ] AHH: KEPT add_fullday_parkinson_range (score: 51.88%) [2025-11-22T02:17:52.393549] [INFO ] [main ] AHH: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:17:52.393583] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T02:17:52.393621] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:17:52.407048] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:52.408415] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:52.408483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:52.410404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:52.410940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:52.411343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:52.412256] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:52.413982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:52.454818] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 0.22% [2025-11-22T02:17:52.462566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:52.621590] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.64%, Actual: 0.66% [2025-11-22T02:17:52.711423] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.91% | Symbol ETA: 24.6s | Global ETA: 1h 7m 23s [2025-11-22T02:17:52.712479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:52.712546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:52.713476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:52.716096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:52.717548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:52.787767] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -3.70%, Actual: 2.40% [2025-11-22T02:17:52.829360] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -2.32% | Symbol ETA: 5.8s | Global ETA: 1h 7m 23s [2025-11-22T02:17:52.830353] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:52.830417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:52.832062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:52.832528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:52.833071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:52.833454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:52.834410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:52.837071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:52.838748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:52.955895] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.49%, Actual: 4.99% [2025-11-22T02:17:53.060587] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 43.0s | Global ETA: 1h 7m 23s [2025-11-22T02:17:53.061613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:53.061701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:53.063418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:53.063959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:53.064419] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:53.065323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:53.067045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:53.114143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:53.121510] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.53%, Actual: 0.08% [2025-11-22T02:17:53.276476] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 24.0s | Global ETA: 1h 7m 24s [2025-11-22T02:17:53.277392] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:53.277794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:53.278607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:53.281041] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:53.282244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:53.345122] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 11.99% [2025-11-22T02:17:53.485787] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 5.0s | Global ETA: 1h 7m 24s [2025-11-22T02:17:53.486769] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:53.486832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:53.488512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:53.489000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:53.489427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:53.489833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:53.490783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:53.493458] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:53.495084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:53.511586] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.61%, Actual: 28.93% [2025-11-22T02:17:53.511813] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.0180% [2025-11-22T02:17:53.511910] [INFO ] [main ] BW: DISCARDED add_last_hour_momentum_mag (score: 31.02%) [2025-11-22T02:17:53.511951] [INFO ] [main ] BW: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:17:53.511983] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_day_volatility'] [2025-11-22T02:17:53.512019] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:17:53.523578] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:53.524869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:53.524931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:53.529696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:53.531458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:53.531947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:53.532334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:53.534634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:53.536405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:53.715054] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 42.4s | Global ETA: 1h 7m 24s [2025-11-22T02:17:53.716061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:53.716142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:53.717942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:53.718434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:53.718891] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:53.720019] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:53.721707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:53.767884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:53.838386] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 23.5s | Global ETA: 1h 7m 25s [2025-11-22T02:17:53.839273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:53.839335] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:53.840165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:53.842596] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:53.843819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.124194] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.22% | Symbol ETA: 22.9s | Global ETA: 1h 7m 25s [2025-11-22T02:17:54.125203] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:54.125267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:54.130162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.131986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.132463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.132876] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:54.138408] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:54.140336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.144286] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 1.27% | Symbol ETA: 4.3s | Global ETA: 1h 7m 25s [2025-11-22T02:17:54.145280] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:54.145344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.146973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.147518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:54.147991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.148387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:54.149346] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:54.152045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:54.153699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.360613] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 41.7s | Global ETA: 1h 7m 25s [2025-11-22T02:17:54.361527] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:54.361592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.363271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.363773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.364171] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:54.365076] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:54.366801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:54.402582] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 22.9s | Global ETA: 1h 7m 25s [2025-11-22T02:17:54.403504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:54.403566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:54.404388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:54.406856] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:17:54.408109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.409828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.738327] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 18.31% | Symbol ETA: 22.3s | Global ETA: 1h 7m 26s [2025-11-22T02:17:54.739275] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:54.739339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:54.744310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.746137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.746620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.747041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:54.749539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:54.751459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.813309] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -3.47% | Symbol ETA: 3.7s | Global ETA: 1h 7m 26s [2025-11-22T02:17:54.814622] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:54.814711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.816404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.816893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:54.817378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.817780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:54.818802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:54.821450] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:54.823133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:54.968959] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 22.3s | Global ETA: 1h 7m 26s [2025-11-22T02:17:54.976059] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 41.0s | Global ETA: 1h 7m 26s [2025-11-22T02:17:54.977069] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:54.977135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:54.978868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:54.979397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:54.979816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:54.980724] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:54.982392] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:55.026857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:55.134361] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.83%, Actual: 1.03% [2025-11-22T02:17:55.299969] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.69% [2025-11-22T02:17:55.379437] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.45% | Symbol ETA: 21.8s | Global ETA: 1h 7m 27s [2025-11-22T02:17:55.380374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:55.380439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:55.385491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:55.387431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:55.387980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:55.388394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:55.390901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:55.392919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:55.462835] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 3.0s | Global ETA: 1h 7m 27s [2025-11-22T02:17:55.463816] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:55.463879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:55.465538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:55.466033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:55.466464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:55.466861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:55.467838] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:55.470461] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:55.472089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:55.475617] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.68%, Actual: 2.52% [2025-11-22T02:17:55.601013] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 40.3s | Global ETA: 1h 7m 27s [2025-11-22T02:17:55.601953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:55.602023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:55.603730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:55.604224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:55.604630] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:55.605542] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:55.607320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:55.649632] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 0.62% [2025-11-22T02:17:55.652076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:55.815199] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.19% [2025-11-22T02:17:55.980219] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 1.14% [2025-11-22T02:17:55.992723] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 21.2s | Global ETA: 1h 7m 28s [2025-11-22T02:17:55.993586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:55.993706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:55.998475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.000186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.000667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.001053] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:56.003338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:56.005119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.119614] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.64% | Symbol ETA: 2.3s | Global ETA: 1h 7m 28s [2025-11-22T02:17:56.120593] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:56.120683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.122298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.122822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:56.123258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.123662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:56.124597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:56.127196] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:56.128851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.146192] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.99% [2025-11-22T02:17:56.231752] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.23% | Symbol ETA: 39.7s | Global ETA: 1h 7m 28s [2025-11-22T02:17:56.232663] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:56.232729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.234419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.234925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.235359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:56.236333] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:56.238041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:56.286540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.315019] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.61% [2025-11-22T02:17:56.479423] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.03% [2025-11-22T02:17:56.583143] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.43% | Symbol ETA: 20.5s | Global ETA: 1h 7m 29s [2025-11-22T02:17:56.584037] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:56.584099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:56.588830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.590547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.591050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.591436] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:56.593769] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:56.595582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.643596] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.43% [2025-11-22T02:17:56.643826] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 37.9680% [2025-11-22T02:17:56.643908] [INFO ] [main ] AIZN: DISCARDED add_intraday_skewness_proxies (score: 37.97%) [2025-11-22T02:17:56.643951] [INFO ] [main ] AIZN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:17:56.643984] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T02:17:56.644021] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:17:56.658019] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:56.659380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:56.659441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:56.660314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:56.662819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:56.747729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.778034] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1.7s | Global ETA: 1h 7m 29s [2025-11-22T02:17:56.779067] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:56.779130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.780774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.781242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:56.781689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.782073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:56.783020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:56.785633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:56.787289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:56.871118] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 39.0s | Global ETA: 1h 7m 29s [2025-11-22T02:17:56.872010] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:56.872077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:56.874166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:56.874671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:56.875054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:56.875941] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:56.877562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:56.921595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.168461] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -3.07% | Symbol ETA: 19.9s | Global ETA: 1h 7m 30s [2025-11-22T02:17:57.169350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:57.169411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:57.174109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:57.175855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:57.176319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:57.176719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:57.179046] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:57.180816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.323298] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 26.1s | Global ETA: 1h 7m 30s [2025-11-22T02:17:57.324196] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:57.324259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:57.325095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:57.327775] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:57.414521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.440839] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.97% | Symbol ETA: 1.0s | Global ETA: 1h 7m 30s [2025-11-22T02:17:57.441844] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:57.441909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:57.443544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:57.444047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:57.444500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:57.444899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:57.445842] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:57.448518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:17:57.450197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.494252] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 38.4s | Global ETA: 1h 7m 30s [2025-11-22T02:17:57.495199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:57.495264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:57.496966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:57.497668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:57.498089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:57.499016] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:57.500772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:57.545221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.757137] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.71% | Symbol ETA: 19.3s | Global ETA: 1h 7m 30s [2025-11-22T02:17:57.758052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:57.758118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:57.762844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:57.764583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:57.765074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:57.765457] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:57.767805] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:57.769609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:57.996411] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.93% | Symbol ETA: 25.5s | Global ETA: 1h 7m 31s [2025-11-22T02:17:57.997368] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:57.997432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:57.998325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:58.000919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:58.090752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:58.098951] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 0.3s | Global ETA: 1h 7m 31s [2025-11-22T02:17:58.123176] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 37.8s | Global ETA: 1h 7m 31s [2025-11-22T02:17:58.124077] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:58.124153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:58.125859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:58.126338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:58.126742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:58.127608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:17:58.129234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:17:58.173019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:58.268725] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -1.66%, Actual: 0.84% [2025-11-22T02:17:58.344975] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 18.7s | Global ETA: 1h 7m 31s [2025-11-22T02:17:58.349580] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:58.349661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:58.354376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:58.356151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:58.356617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:58.357026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:58.359333] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:58.361107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:58.435584] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -2.32%, Actual: 1.34% [2025-11-22T02:17:58.605161] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.35% [2025-11-22T02:17:58.679037] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 24.8s | Global ETA: 1h 7m 32s [2025-11-22T02:17:58.680024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:58.680090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:58.680980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:58.684081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:58.750981] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.66% | Symbol ETA: 37.1s | Global ETA: 1h 7m 32s [2025-11-22T02:17:58.773992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:58.775012] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 1.27%, Actual: 1.54% [2025-11-22T02:17:58.922847] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 1.38% [2025-11-22T02:17:58.932867] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 18.1s | Global ETA: 1h 7m 32s [2025-11-22T02:17:58.933765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:17:58.933828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:17:58.938520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:58.940330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:58.940820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:58.941210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:58.943490] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:17:58.944702] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -3.47%, Actual: 0.88% [2025-11-22T02:17:58.945250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:59.090941] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.34% [2025-11-22T02:17:59.117043] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 1.29% [2025-11-22T02:17:59.260586] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 0.56% [2025-11-22T02:17:59.289284] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.64%, Actual: 1.42% [2025-11-22T02:17:59.355752] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 24.2s | Global ETA: 1h 7m 33s [2025-11-22T02:17:59.356684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:17:59.356747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:17:59.357593] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:17:59.360079] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:17:59.429125] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 1.89% [2025-11-22T02:17:59.445589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:59.456721] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.40%, Actual: 1.10% [2025-11-22T02:17:59.531419] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 17.5s | Global ETA: 1h 7m 33s [2025-11-22T02:17:59.599776] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.14% [2025-11-22T02:17:59.622786] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.97%, Actual: 0.21% [2025-11-22T02:17:59.701568] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.22%, Actual: 19.68% [2025-11-22T02:17:59.769068] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 1.89% [2025-11-22T02:17:59.787962] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.48% [2025-11-22T02:17:59.788159] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 45.0356% [2025-11-22T02:17:59.788659] [INFO ] [main ] ALX: DISCARDED add_volume_pressure_into_close (score: 45.04%) [2025-11-22T02:17:59.788706] [INFO ] [main ] ALX: Testing feature 52/53: add_volume_zscore [2025-11-22T02:17:59.788739] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_volume_zscore'] [2025-11-22T02:17:59.788773] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:17:59.802539] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:17:59.804104] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:17:59.804167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:17:59.805837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:17:59.806327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:17:59.806783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:17:59.807165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:17:59.808149] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:17:59.810807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:17:59.812367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:17:59.870442] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 18.31%, Actual: 4.03% [2025-11-22T02:17:59.938817] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.76% [2025-11-22T02:18:00.017363] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 23.5s | Global ETA: 1h 7m 34s [2025-11-22T02:18:00.018323] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:00.018388] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:00.019279] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:00.021854] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:00.037811] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.45%, Actual: 1.68% [2025-11-22T02:18:00.107809] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.39%, Actual: 1.57% [2025-11-22T02:18:00.108943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:00.208041] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 0.22% [2025-11-22T02:18:00.276488] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 1.46% [2025-11-22T02:18:00.395824] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.43%, Actual: 0.66% [2025-11-22T02:18:00.474735] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.66%, Actual: 0.32% [2025-11-22T02:18:00.474957] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 45.7309% [2025-11-22T02:18:00.474908] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: -0.64% | Symbol ETA: 6.2s | Global ETA: 1h 7m 34s [2025-11-22T02:18:00.475013] [INFO ] [main ] AHH: DISCARDED add_gap_fill_state (score: 45.73%) [2025-11-22T02:18:00.475053] [INFO ] [main ] AHH: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:18:00.475106] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T02:18:00.475145] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:00.475895] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:00.475961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:00.477610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:00.478811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:00.479284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:00.479689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:00.480627] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:00.484252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:00.485878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:00.498628] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:00.499935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:00.499997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:00.504726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:00.505234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:00.505625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:00.506529] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:00.511277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:00.512287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:00.563372] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -3.07%, Actual: 2.40% [2025-11-22T02:18:00.780922] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.71%, Actual: 4.99% [2025-11-22T02:18:00.951450] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.63%, Actual: 0.08% [2025-11-22T02:18:01.024805] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 23.0s | Global ETA: 1h 7m 35s [2025-11-22T02:18:01.025852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:01.025913] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:01.026739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:01.032289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:01.130806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:01.178557] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 11.99% [2025-11-22T02:18:01.223453] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 40.5s | Global ETA: 1h 7m 36s [2025-11-22T02:18:01.226596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:01.226681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:01.228381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:01.228904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:01.229296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:01.230239] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:01.231871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:01.232817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:01.336933] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 6.3s | Global ETA: 1h 7m 36s [2025-11-22T02:18:01.338048] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:01.338115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:01.342947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:01.343584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:01.344063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:01.344471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:01.345527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:01.351601] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:01.354471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:01.452580] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 28.93% [2025-11-22T02:18:01.452842] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.4446% [2025-11-22T02:18:01.452933] [INFO ] [main ] BW: DISCARDED add_late_day_volatility (score: 31.44%) [2025-11-22T02:18:01.452975] [INFO ] [main ] BW: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:18:01.453007] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_hour_microstructure'] [2025-11-22T02:18:01.453044] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:01.464920] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:01.466378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:01.466441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:01.471368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:01.473235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:01.473735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:01.474134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:01.476489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:01.479242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:01.719403] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 22.3s | Global ETA: 1h 7m 36s [2025-11-22T02:18:01.720330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:01.720393] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:01.721253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:01.723856] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:01.813062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:01.814000] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 39.2s | Global ETA: 1h 7m 36s [2025-11-22T02:18:01.814887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:01.814973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:01.816595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:01.817454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:01.817862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:01.818730] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:01.820339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:01.821278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.062993] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 5.4s | Global ETA: 1h 7m 37s [2025-11-22T02:18:02.064034] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:02.064109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.065765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.066243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:02.066697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.067085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:02.068099] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:02.070746] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:02.072314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.092243] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -16.58% | Symbol ETA: 22.0s | Global ETA: 1h 7m 37s [2025-11-22T02:18:02.093145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:02.093207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:02.097932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.099736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.100223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.100618] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:02.103224] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:02.105911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.390299] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 38.4s | Global ETA: 1h 7m 37s [2025-11-22T02:18:02.391198] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:02.391261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.392881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.393359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.393486] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 21.6s | Global ETA: 1h 7m 37s [2025-11-22T02:18:02.393763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:02.394422] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:02.394486] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:02.394610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:02.395349] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:02.396237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:02.397180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.397939] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:02.486331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.716835] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 4.5s | Global ETA: 1h 7m 38s [2025-11-22T02:18:02.717922] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:02.718003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.719687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.720173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:02.720601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.721008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:02.721089] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 6.39% | Symbol ETA: 21.4s | Global ETA: 1h 7m 38s [2025-11-22T02:18:02.721979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:02.721987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:02.722107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:02.724730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:02.726287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.726980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.728822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.729324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.729729] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:02.732053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:02.734745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:02.976942] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 37.7s | Global ETA: 1h 7m 38s [2025-11-22T02:18:02.977938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:02.978007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:02.979790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:02.980364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:02.980797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:02.981732] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:02.983547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:02.984587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:03.073629] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 20.8s | Global ETA: 1h 7m 38s [2025-11-22T02:18:03.074521] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:03.074583] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:03.075412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:03.077897] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:03.160765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:03.314935] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.21% | Symbol ETA: 20.7s | Global ETA: 1h 7m 39s [2025-11-22T02:18:03.316304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:03.316366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:03.321113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:03.322883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:03.323345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:03.323748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:03.326042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:03.328706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:03.369831] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.95% | Symbol ETA: 3.7s | Global ETA: 1h 7m 39s [2025-11-22T02:18:03.370843] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:03.370906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:03.372561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:03.373077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:03.373514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:03.373933] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:03.374947] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:03.380510] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:03.382101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:03.592832] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 37.0s | Global ETA: 1h 7m 39s [2025-11-22T02:18:03.593776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:03.593839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:03.595498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:03.596047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:03.596435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:03.597330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:03.599071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:03.600118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:03.736465] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 20.1s | Global ETA: 1h 7m 39s [2025-11-22T02:18:03.910079] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.54% | Symbol ETA: 20.0s | Global ETA: 1h 7m 40s [2025-11-22T02:18:03.910993] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:03.911057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:03.916122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:03.917069] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 1.03% [2025-11-22T02:18:03.917914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:03.918386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:03.918799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:03.921135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:03.923800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.037633] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 3.0s | Global ETA: 1h 7m 40s [2025-11-22T02:18:04.038696] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:04.038761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:04.040436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:04.040980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:04.041430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:04.041853] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:04.042832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:04.045505] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:04.047091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.088860] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.93%, Actual: 0.69% [2025-11-22T02:18:04.200079] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 36.4s | Global ETA: 1h 7m 40s [2025-11-22T02:18:04.200957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:04.201018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:04.202632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:04.203136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:04.203522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:04.204382] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:04.206013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:04.206944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.261898] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 2.52% [2025-11-22T02:18:04.437713] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.62% [2025-11-22T02:18:04.516213] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -9.08% | Symbol ETA: 19.4s | Global ETA: 1h 7m 40s [2025-11-22T02:18:04.517184] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:04.517276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:04.522409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:04.524283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:04.524810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:04.525221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:04.527698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:04.530442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.612992] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.19% [2025-11-22T02:18:04.727405] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -2.92% | Symbol ETA: 2.3s | Global ETA: 1h 7m 41s [2025-11-22T02:18:04.728443] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:04.728506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:04.730186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:04.730710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:04.731148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:04.731539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:04.732509] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:04.735171] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:04.736791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.779660] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 1.14% [2025-11-22T02:18:04.782542] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 35.8s | Global ETA: 1h 7m 41s [2025-11-22T02:18:04.783481] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:04.783544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:04.785244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:04.785771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:04.786194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:04.787125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:04.788900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:04.789973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:04.948897] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 0.99% [2025-11-22T02:18:05.116557] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -12.29% | Symbol ETA: 18.8s | Global ETA: 1h 7m 41s [2025-11-22T02:18:05.117475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:05.117540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:05.122511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:05.124325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:05.124830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:05.125247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:05.126140] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.61% [2025-11-22T02:18:05.127685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:05.130469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:05.382374] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 1.6s | Global ETA: 1h 7m 42s [2025-11-22T02:18:05.383370] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:05.383434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:05.384851] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 0.03% [2025-11-22T02:18:05.385085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:05.385567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:05.386029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:05.386421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:05.387424] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:05.390072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:05.391615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:05.448013] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 35.2s | Global ETA: 1h 7m 42s [2025-11-22T02:18:05.448914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:05.448978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:05.450701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:05.451369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:05.451800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:05.452770] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:05.454840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:05.455799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:05.555055] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 0.43% [2025-11-22T02:18:05.555265] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 45.3023% [2025-11-22T02:18:05.555356] [INFO ] [main ] AIZN: DISCARDED add_intraday_volatility_percentile (score: 45.30%) [2025-11-22T02:18:05.555399] [INFO ] [main ] AIZN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:18:05.555796] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T02:18:05.555836] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:05.570346] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:05.571683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:05.571744] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:05.572580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:05.575096] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:05.575757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:05.711967] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -8.95% | Symbol ETA: 18.2s | Global ETA: 1h 7m 42s [2025-11-22T02:18:05.712900] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:05.712986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:05.717928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:05.719776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:05.720275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:05.720821] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:05.723235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:05.725977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.023840] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.36% | Symbol ETA: 34.6s | Global ETA: 1h 7m 43s [2025-11-22T02:18:06.024728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:06.024815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:06.026422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:06.026921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:06.027337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:06.028198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:06.029824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:06.030774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.055370] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 0.9s | Global ETA: 1h 7m 43s [2025-11-22T02:18:06.056393] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:06.056457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:06.058225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:06.058779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:06.059225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:06.059626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:06.060620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:06.063365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:18:06.065030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.155116] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.74% | Symbol ETA: 27.2s | Global ETA: 1h 7m 43s [2025-11-22T02:18:06.156048] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:06.156110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:06.156971] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:06.159607] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:06.160435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.325295] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.61% | Symbol ETA: 17.6s | Global ETA: 1h 7m 43s [2025-11-22T02:18:06.326224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:06.326292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:06.331294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:06.333098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:06.333572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:06.334027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:06.336446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:06.339131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.594089] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 33.9s | Global ETA: 1h 7m 43s [2025-11-22T02:18:06.732806] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 26.6s | Global ETA: 1h 7m 44s [2025-11-22T02:18:06.733109] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 0.2s | Global ETA: 1h 7m 44s [2025-11-22T02:18:06.733766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:06.733831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:06.734713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:06.737375] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:06.738120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:06.770157] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 1.38% [2025-11-22T02:18:06.910213] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -0.64%, Actual: 0.84% [2025-11-22T02:18:06.929120] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 17.0s | Global ETA: 1h 7m 44s [2025-11-22T02:18:06.930013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:06.930075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:06.935152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:06.936966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:06.937519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:06.937930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:06.938860] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.34% [2025-11-22T02:18:06.940348] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:06.943077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:07.092562] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 1.34% [2025-11-22T02:18:07.107701] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.56% [2025-11-22T02:18:07.264417] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 0.35% [2025-11-22T02:18:07.274828] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 1.89% [2025-11-22T02:18:07.305759] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 26.0s | Global ETA: 1h 7m 45s [2025-11-22T02:18:07.306633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:07.306712] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:07.307546] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:07.310015] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:07.310661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:07.435964] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 1.54% [2025-11-22T02:18:07.442547] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 0.14% [2025-11-22T02:18:07.511663] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 16.3s | Global ETA: 1h 7m 45s [2025-11-22T02:18:07.607765] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.89% [2025-11-22T02:18:07.642619] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.95%, Actual: 0.88% [2025-11-22T02:18:07.715566] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -16.58%, Actual: 19.68% [2025-11-22T02:18:07.774012] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.11%, Actual: 0.76% [2025-11-22T02:18:07.820618] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 1.29% [2025-11-22T02:18:07.869324] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 25.4s | Global ETA: 1h 7m 45s [2025-11-22T02:18:07.870205] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:07.870289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:07.871118] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:07.873546] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:07.874192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:07.885139] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 6.39%, Actual: 4.03% [2025-11-22T02:18:07.942364] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.41%, Actual: 1.57% [2025-11-22T02:18:07.988385] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -2.92%, Actual: 1.42% [2025-11-22T02:18:08.051417] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.21%, Actual: 1.68% [2025-11-22T02:18:08.109439] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.36%, Actual: 1.46% [2025-11-22T02:18:08.160841] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 1.10% [2025-11-22T02:18:08.224985] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.54%, Actual: 0.22% [2025-11-22T02:18:08.293624] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.47%, Actual: 0.32% [2025-11-22T02:18:08.293899] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 43.7757% [2025-11-22T02:18:08.294024] [INFO ] [main ] AHH: DISCARDED add_gap_morning_composite (score: 43.78%) [2025-11-22T02:18:08.294083] [INFO ] [main ] AHH: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:18:08.294127] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T02:18:08.294174] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:08.311162] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:08.312548] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:08.312612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:08.314429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:08.315010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:08.315429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:08.316354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:08.318094] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:08.338448] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.21% [2025-11-22T02:18:08.391928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:08.397468] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -9.08%, Actual: 0.66% [2025-11-22T02:18:08.436732] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 24.8s | Global ETA: 1h 7m 46s [2025-11-22T02:18:08.437665] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:08.437726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:08.438535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:08.440976] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:08.441607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:08.522291] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 0.48% [2025-11-22T02:18:08.522556] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 44.0519% [2025-11-22T02:18:08.522682] [INFO ] [main ] ALX: DISCARDED add_volume_zscore (score: 44.05%) [2025-11-22T02:18:08.522740] [INFO ] [main ] ALX: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:18:08.522788] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure', 'add_vwap_deviations'] [2025-11-22T02:18:08.522862] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T02:18:08.538037] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:08.539691] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:08.539757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:08.546302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:08.547420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:08.547998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:08.548464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:08.549832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:08.553401] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:08.560214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:08.566336] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -12.29%, Actual: 2.40% [2025-11-22T02:18:08.734543] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -8.95%, Actual: 4.99% [2025-11-22T02:18:08.902147] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.61%, Actual: 0.08% [2025-11-22T02:18:08.968057] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 35.0s | Global ETA: 1h 7m 47s [2025-11-22T02:18:08.969381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:08.969444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:08.971098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:08.971576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:08.972001] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:08.972894] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:08.974505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:09.003227] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 24.3s | Global ETA: 1h 7m 47s [2025-11-22T02:18:09.004124] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:09.004185] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:09.005021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:09.007605] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:09.008278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.030178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.068864] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 11.99% [2025-11-22T02:18:09.221048] [INFO ] [main ] ALX: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 6.1s | Global ETA: 1h 7m 47s [2025-11-22T02:18:09.222065] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:09.222131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:09.223802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:09.224292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:09.224756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:09.225151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:09.226114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:09.228787] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:09.234471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.237064] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 28.93% [2025-11-22T02:18:09.237240] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.6746% [2025-11-22T02:18:09.237329] [INFO ] [main ] BW: DISCARDED add_late_hour_microstructure (score: 27.67%) [2025-11-22T02:18:09.237372] [INFO ] [main ] BW: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:18:09.237404] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_late_session_pressure'] [2025-11-22T02:18:09.237437] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:09.249790] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:09.251243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:09.251305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:09.256083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:09.258039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:09.258527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:09.258949] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:09.261369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:09.262431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.567395] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 23.7s | Global ETA: 1h 7m 48s [2025-11-22T02:18:09.568291] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:09.568366] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:09.569205] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:09.571636] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:09.572289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.631859] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 34.4s | Global ETA: 1h 7m 48s [2025-11-22T02:18:09.632762] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:09.632824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:09.634453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:09.634957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:09.635341] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:09.636216] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:09.637870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:09.696693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.847020] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.58% | Symbol ETA: 20.1s | Global ETA: 1h 7m 48s [2025-11-22T02:18:09.848029] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:09.848098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:09.853201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:09.855084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:09.855578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:09.855998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:09.858472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:09.859530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:09.877145] [INFO ] [main ] ALX: Lookback Days: 3, Magnitude: -0.81% | Symbol ETA: 5.4s | Global ETA: 1h 7m 48s [2025-11-22T02:18:09.878162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:09.878225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:09.879896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:09.880377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:09.880843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:09.881230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:09.882190] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:09.884847] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:09.890639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.155162] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 23.1s | Global ETA: 1h 7m 49s [2025-11-22T02:18:10.156057] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:10.156119] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:10.156944] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:10.159405] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:10.160068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.266822] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 33.7s | Global ETA: 1h 7m 49s [2025-11-22T02:18:10.267727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:10.267789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:10.269412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:10.269921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:10.270308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:10.271506] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:10.273124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:10.329066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.442073] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 6.46% | Symbol ETA: 19.5s | Global ETA: 1h 7m 49s [2025-11-22T02:18:10.442973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:10.443036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:10.447785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:10.449555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:10.450039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:10.450428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:10.452735] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:10.453747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.545703] [INFO ] [main ] ALX: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 4.7s | Global ETA: 1h 7m 49s [2025-11-22T02:18:10.546749] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:10.546815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:10.548463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:10.548978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:10.549416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:10.549822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:10.550769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:10.553395] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:10.559161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.716826] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 22.6s | Global ETA: 1h 7m 50s [2025-11-22T02:18:10.717837] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:10.717901] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:10.718779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:10.721271] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:10.721940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:10.933706] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 33.1s | Global ETA: 1h 7m 50s [2025-11-22T02:18:10.934572] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:10.934635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:10.936285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:10.936791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:10.937176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:10.938080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:10.939700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:10.996296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.029812] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.28% | Symbol ETA: 18.9s | Global ETA: 1h 7m 50s [2025-11-22T02:18:11.030704] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:11.030766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:11.035444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:11.037188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:11.037694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:11.038079] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:11.040389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:11.041383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.202666] [INFO ] [main ] ALX: Lookback Days: 5, Magnitude: 0.90% | Symbol ETA: 4.0s | Global ETA: 1h 7m 50s [2025-11-22T02:18:11.203625] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:11.203711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:11.205345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:11.205850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:11.206295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:11.206711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:11.207704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:11.210388] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:11.216179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.282427] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 22.0s | Global ETA: 1h 7m 50s [2025-11-22T02:18:11.448154] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.74%, Actual: 1.03% [2025-11-22T02:18:11.565420] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.00% | Symbol ETA: 32.4s | Global ETA: 1h 7m 51s [2025-11-22T02:18:11.566324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:11.566387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:11.568079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:11.568614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:11.569022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:11.569896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:11.571545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:11.612313] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.69% [2025-11-22T02:18:11.626664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.630438] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.27% | Symbol ETA: 18.3s | Global ETA: 1h 7m 51s [2025-11-22T02:18:11.631336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:11.631750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:11.636523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:11.638291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:11.638819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:11.639214] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:11.641586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:11.642616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.777291] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 2.52% [2025-11-22T02:18:11.864527] [INFO ] [main ] ALX: Lookback Days: 6, Magnitude: -4.55% | Symbol ETA: 3.3s | Global ETA: 1h 7m 51s [2025-11-22T02:18:11.865519] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:11.865583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:11.867260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:11.867773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:11.868202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:11.868590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:11.869539] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:11.872182] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:11.877955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:11.945063] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 0.62% [2025-11-22T02:18:12.113358] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 0.19% [2025-11-22T02:18:12.191091] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.19% | Symbol ETA: 31.7s | Global ETA: 1h 7m 52s [2025-11-22T02:18:12.191975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:12.192037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:12.193661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:12.194139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:12.194520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:12.195381] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:12.196989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:12.241799] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.90% | Symbol ETA: 17.7s | Global ETA: 1h 7m 52s [2025-11-22T02:18:12.242692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:12.242756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:12.247514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:12.249264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:12.249772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:12.250157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:12.251837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:12.252464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:12.253487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:12.286586] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.14% [2025-11-22T02:18:12.464709] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.50%, Actual: 0.99% [2025-11-22T02:18:12.523777] [INFO ] [main ] ALX: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 2.7s | Global ETA: 1h 7m 52s [2025-11-22T02:18:12.524814] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:12.524877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:12.530989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:12.531531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:12.531992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:12.532385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:12.533369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:12.536101] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:12.541794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:12.639509] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.61% [2025-11-22T02:18:12.818095] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.03% [2025-11-22T02:18:12.839286] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.42% | Symbol ETA: 31.1s | Global ETA: 1h 7m 53s [2025-11-22T02:18:12.840190] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:12.840253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:12.842074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:12.842547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:12.842952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:12.843816] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:12.845417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:12.855491] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -4.80% | Symbol ETA: 17.1s | Global ETA: 1h 7m 53s [2025-11-22T02:18:12.856838] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:12.856903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:12.862014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:12.864064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:12.864557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:12.864989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:12.867609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:12.868683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:12.901890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:12.997956] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 0.43% [2025-11-22T02:18:12.998171] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 45.4563% [2025-11-22T02:18:12.998265] [INFO ] [main ] AIZN: DISCARDED add_last_hour_momentum_mag (score: 45.46%) [2025-11-22T02:18:12.998310] [INFO ] [main ] AIZN: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:18:12.998364] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_day_volatility'] [2025-11-22T02:18:12.998404] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:13.012208] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:13.013541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:13.013604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:13.014518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:13.017150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:13.019041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:13.188470] [INFO ] [main ] ALX: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 2.0s | Global ETA: 1h 7m 53s [2025-11-22T02:18:13.189455] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:13.189519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:13.191152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:13.191627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:13.192077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:13.192461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:13.193409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:13.196043] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:13.201778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:13.470309] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 30.4s | Global ETA: 1h 7m 54s [2025-11-22T02:18:13.471232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:13.471297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:13.472289] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -3.16% | Symbol ETA: 16.5s | Global ETA: 1h 7m 54s [2025-11-22T02:18:13.472969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:13.473191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:13.473255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:13.473474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:13.473883] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:13.474750] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:13.476376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:13.478716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:13.480883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:13.481377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:13.481787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:13.484158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:13.485182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:13.531397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:13.611671] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 22.1s | Global ETA: 1h 7m 54s [2025-11-22T02:18:13.612684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:13.612754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:13.613639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:13.616195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:13.618433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:13.844713] [INFO ] [main ] ALX: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 1.3s | Global ETA: 1h 7m 54s [2025-11-22T02:18:13.845735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:13.845798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:13.847438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:13.847952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:13.848389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:13.848837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:13.849815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:13.852442] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:13.858224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.062788] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 7.62% | Symbol ETA: 15.9s | Global ETA: 1h 7m 55s [2025-11-22T02:18:14.063724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:14.063789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:14.068814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:14.070613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:14.071119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:14.071516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:14.073924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:14.074968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.132697] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 29.8s | Global ETA: 1h 7m 55s [2025-11-22T02:18:14.133592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:14.133676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:14.135313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:14.135830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:14.136217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:14.137084] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:14.138792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:18:14.189264] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 21.5s | Global ETA: 1h 7m 55s [2025-11-22T02:18:14.190151] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:14.190214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:14.191035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:14.193458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:14.195148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.195254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.509090] [INFO ] [main ] ALX: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 0.7s | Global ETA: 1h 7m 55s [2025-11-22T02:18:14.510083] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:18:14.510147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:14.511782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:14.512272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:14.512724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:14.513128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:18:14.514098] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:18:14.516730] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:18:14.522426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.664530] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 15.3s | Global ETA: 1h 7m 55s [2025-11-22T02:18:14.665552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:14.665615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:14.670496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:14.672300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:14.672829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:14.673234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:14.675611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:14.676657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.768557] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.80% | Symbol ETA: 20.8s | Global ETA: 1h 7m 56s [2025-11-22T02:18:14.769518] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:14.769582] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:14.770471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:14.773054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:14.774927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:14.790146] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 29.1s | Global ETA: 1h 7m 56s [2025-11-22T02:18:14.967527] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 1.38% [2025-11-22T02:18:15.134253] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.34% [2025-11-22T02:18:15.161530] [INFO ] [main ] ALX: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 0.0s | Global ETA: 1h 7m 56s [2025-11-22T02:18:15.254402] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 14.7s | Global ETA: 1h 7m 56s [2025-11-22T02:18:15.310486] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.56% [2025-11-22T02:18:15.328997] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 0.84% [2025-11-22T02:18:15.347436] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 20.2s | Global ETA: 1h 7m 56s [2025-11-22T02:18:15.348676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:15.348738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:15.349541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:15.351994] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:15.353806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:15.430148] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.58%, Actual: 19.68% [2025-11-22T02:18:15.478909] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.89% [2025-11-22T02:18:15.498848] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -0.81%, Actual: 1.34% [2025-11-22T02:18:15.607800] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 6.46%, Actual: 4.03% [2025-11-22T02:18:15.646125] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.00%, Actual: 0.14% [2025-11-22T02:18:15.666964] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.35% [2025-11-22T02:18:15.779907] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.28%, Actual: 1.68% [2025-11-22T02:18:15.817825] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.19%, Actual: 1.89% [2025-11-22T02:18:15.890420] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: 0.90%, Actual: 1.54% [2025-11-22T02:18:15.931216] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 19.7s | Global ETA: 1h 7m 57s [2025-11-22T02:18:15.932195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:15.932257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:15.933108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:15.935615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:15.937550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:15.946370] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.27%, Actual: 0.22% [2025-11-22T02:18:15.989690] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.76% [2025-11-22T02:18:16.055499] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.55%, Actual: 0.88% [2025-11-22T02:18:16.112568] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.90%, Actual: 0.66% [2025-11-22T02:18:16.155308] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.64%, Actual: 1.57% [2025-11-22T02:18:16.225568] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 1.29% [2025-11-22T02:18:16.288166] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -4.80%, Actual: 2.40% [2025-11-22T02:18:16.321541] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 1.46% [2025-11-22T02:18:16.402579] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 1.42% [2025-11-22T02:18:16.470801] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -3.16%, Actual: 4.99% [2025-11-22T02:18:16.486841] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 0.32% [2025-11-22T02:18:16.487037] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 50.3166% [2025-11-22T02:18:16.487120] [INFO ] [main ] AHH: DISCARDED add_gap_resolution_state (score: 50.32%) [2025-11-22T02:18:16.487161] [INFO ] [main ] AHH: Testing feature 13/53: add_gaps [2025-11-22T02:18:16.487193] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T02:18:16.487248] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:16.499441] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:16.500852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:16.500914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:16.502570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:16.503093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:16.503485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:16.504358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:16.506004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:16.506772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:16.510089] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 19.1s | Global ETA: 1h 7m 58s [2025-11-22T02:18:16.511012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:16.511075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:16.511936] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:16.514994] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:16.517001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:16.568452] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 1.10% [2025-11-22T02:18:16.659758] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 7.62%, Actual: 0.08% [2025-11-22T02:18:16.765128] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 0.21% [2025-11-22T02:18:16.858686] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 11.99% [2025-11-22T02:18:16.929951] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.48% [2025-11-22T02:18:16.930158] [INFO ] [main ] ALX: Magnitude Forecast Confidence: 58.4154% [2025-11-22T02:18:16.930238] [INFO ] [main ] ALX: DISCARDED add_vwap_deviations (score: 58.42%) [2025-11-22T02:18:16.930277] [INFO ] [main ] ALX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:18:16.930308] [INFO ] [main ] ALX: Best accuracy: 59.93% [2025-11-22T02:18:16.930340] [INFO ] [main ] ALX: Best feature set (6 features): ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_gap_morning_composite', 'add_prior_day_tail_pressure'] [2025-11-22T02:18:16.930371] [INFO ] [main ] ALX: Improvement over baseline: 13.34% [2025-11-22T02:18:16.930399] [INFO ] [main ] ALX: Total time: 7.3 minutes [2025-11-22T02:18:16.930426] [INFO ] [main ] ALX: Average time per feature: 8.5 seconds [2025-11-22T02:18:16.930453] [INFO ] [main ] ALX: Average speed: 0.12 features/sec [2025-11-22T02:18:17.047528] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 28.93% [2025-11-22T02:18:17.047752] [INFO ] [main ] BW: Magnitude Forecast Confidence: 32.3133% [2025-11-22T02:18:17.047834] [INFO ] [main ] BW: DISCARDED add_late_session_pressure (score: 32.31%) [2025-11-22T02:18:17.047876] [INFO ] [main ] BW: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:18:17.047908] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T02:18:17.047941] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:17.060336] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:17.061800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:17.061864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:17.066607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:17.068397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:17.068881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:17.069260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:17.071448] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 32.5s | Global ETA: 1h 7m 59s [2025-11-22T02:18:17.071572] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:17.072318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:17.072382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:17.073519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.074017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:17.074495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:17.074903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:17.075767] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:17.077403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:17.078167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.084741] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 18.5s | Global ETA: 1h 7m 59s [2025-11-22T02:18:17.085622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:17.085701] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:17.086507] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:17.089095] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:17.090896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.096486] [DEBUG] [METRICS ] ALX: 2025-11-20:2025-11-21: Predicted: -2.42%, Actual: 0.84% [2025-11-22T02:18:17.265189] [DEBUG] [METRICS ] ALX: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.34% [2025-11-22T02:18:17.433682] [DEBUG] [METRICS ] ALX: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 0.35% [2025-11-22T02:18:17.604004] [DEBUG] [METRICS ] ALX: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.54% [2025-11-22T02:18:17.647857] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 31.9s | Global ETA: 1h 7m 60s [2025-11-22T02:18:17.648786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:17.648849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:17.650499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:17.650995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:17.651379] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:17.652315] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:17.653979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:17.654743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.663501] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -16.67% | Symbol ETA: 19.0s | Global ETA: 1h 7m 60s [2025-11-22T02:18:17.664392] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:17.664455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:17.665879] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 17.9s | Global ETA: 1h 7m 60s [2025-11-22T02:18:17.666773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:17.666834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:17.667727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:17.669283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:17.670164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:17.671013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:17.671482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:17.671922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:17.672002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.674251] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:17.676257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:17.774743] [DEBUG] [METRICS ] ALX: 2025-11-14:2025-11-17: Predicted: -4.48%, Actual: 0.88% [2025-11-22T02:18:17.944530] [DEBUG] [METRICS ] ALX: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 1.29% [2025-11-22T02:18:18.116164] [DEBUG] [METRICS ] ALX: 2025-11-12:2025-11-13: Predicted: -1.71%, Actual: 1.42% [2025-11-22T02:18:18.220509] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 31.3s | Global ETA: 1h 8m 1s [2025-11-22T02:18:18.221389] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:18.221452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:18.223078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:18.223587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:18.224005] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:18.224883] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:18.226521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:18.227315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:18.237608] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 17.3s | Global ETA: 1h 8m 1s [2025-11-22T02:18:18.238474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:18.238536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:18.239365] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:18.241858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:18.243675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:18.258266] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 3.78% | Symbol ETA: 18.4s | Global ETA: 1h 8m 1s [2025-11-22T02:18:18.259196] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:18.259259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:18.263978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:18.265741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:18.266207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:18.266592] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:18.268975] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:18.270957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:18.288201] [DEBUG] [METRICS ] ALX: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.10% [2025-11-22T02:18:18.454820] [DEBUG] [METRICS ] ALX: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.21% [2025-11-22T02:18:18.620872] [DEBUG] [METRICS ] ALX: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.48% [2025-11-22T02:18:18.621401] [INFO ] [LOCAL ] Saved configuration for ALX: 6 features, 59.93% accuracy -> ./output/feature-sets/ALX.json [2025-11-22T02:18:18.622379] [INFO ] [main ] Progress: 24/57 symbols completed (42.1%). ALX finished in 7m 30s. ETA: 1h 3m 16s. Rate: 0.52 symbols/min [2025-11-22T02:18:18.625306] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:18.639685] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:18.640178] [INFO ] [main ] GTY: Testing with 53 available features [2025-11-22T02:18:18.640226] [INFO ] [main ] GTY: Establishing baseline with no features... [2025-11-22T02:18:18.640260] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:18.653391] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:18.654605] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:18.794858] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 30.8s | Global ETA: 1h 3m 16s [2025-11-22T02:18:18.795734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:18.795797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:18.797434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:18.797926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:18.798306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:18.799176] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:18.800800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:18.801577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:18.809857] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 16.7s | Global ETA: 1h 3m 16s [2025-11-22T02:18:18.865893] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.80% | Symbol ETA: 17.8s | Global ETA: 1h 3m 17s [2025-11-22T02:18:18.866816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:18.866881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:18.872087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:18.874162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:18.874670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:18.875056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:18.877434] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:18.879427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:18.979975] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 1.03% [2025-11-22T02:18:19.149323] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 0.69% [2025-11-22T02:18:19.234500] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 1.13% [2025-11-22T02:18:19.235480] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:19.319325] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.80%, Actual: 2.52% [2025-11-22T02:18:19.425178] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.28% | Symbol ETA: 30.2s | Global ETA: 1h 3m 17s [2025-11-22T02:18:19.426056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:19.426119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:19.428579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:19.429290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:19.429761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:19.430693] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:19.432612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:19.433407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:19.470393] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.48% | Symbol ETA: 17.2s | Global ETA: 1h 3m 17s [2025-11-22T02:18:19.471291] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:19.471353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:19.476072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:19.477850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:19.478321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:19.478730] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:19.481034] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:19.483009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:19.488555] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.62% [2025-11-22T02:18:19.658196] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.19% [2025-11-22T02:18:19.824970] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 1.14% [2025-11-22T02:18:19.826100] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.18% [2025-11-22T02:18:19.827100] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:19.991554] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.99% [2025-11-22T02:18:20.016040] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 29.7s | Global ETA: 1h 3m 18s [2025-11-22T02:18:20.016945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:20.017007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:20.018672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:20.019141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:20.019521] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:20.020400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:20.022031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:20.022793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:20.093986] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -9.13% | Symbol ETA: 16.6s | Global ETA: 1h 3m 18s [2025-11-22T02:18:20.094991] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:20.095056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:20.100323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:20.102258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:20.102774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:20.103537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:20.105925] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:20.108210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:20.156231] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.61% [2025-11-22T02:18:20.323906] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.03% [2025-11-22T02:18:20.423211] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.49% [2025-11-22T02:18:20.424190] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:20.490911] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.43% [2025-11-22T02:18:20.491090] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 46.0971% [2025-11-22T02:18:20.491169] [INFO ] [main ] AIZN: DISCARDED add_late_day_volatility (score: 46.10%) [2025-11-22T02:18:20.491211] [INFO ] [main ] AIZN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:18:20.491242] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_hour_microstructure'] [2025-11-22T02:18:20.491276] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:20.504258] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:20.505485] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:20.505546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:20.506398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:20.509305] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:20.511975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:20.589940] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.66% | Symbol ETA: 29.1s | Global ETA: 1h 3m 19s [2025-11-22T02:18:20.590850] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:20.590913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:20.592525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:20.593042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:20.593420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:20.594343] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:20.596040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:20.596828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:20.694500] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 16.0s | Global ETA: 1h 3m 19s [2025-11-22T02:18:20.695390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:20.695453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:20.700457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:20.702230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:20.702742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:20.703134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:20.705451] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:20.707484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.018277] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.49% [2025-11-22T02:18:21.019221] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:21.080936] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.38% | Symbol ETA: 20.6s | Global ETA: 1h 3m 20s [2025-11-22T02:18:21.081827] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:21.081887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:21.082711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:21.085150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:21.087769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.165078] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 28.5s | Global ETA: 1h 3m 20s [2025-11-22T02:18:21.166011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:21.166076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:21.167804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:21.168292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:21.168714] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:21.169589] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:21.171260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:21.172076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.286571] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -9.82% | Symbol ETA: 15.4s | Global ETA: 1h 3m 20s [2025-11-22T02:18:21.288056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:21.288119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:21.292833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:21.294563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:21.295063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:21.295458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:21.297782] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:21.299755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.590087] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.91% [2025-11-22T02:18:21.591051] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:21.652806] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 20.0s | Global ETA: 1h 3m 20s [2025-11-22T02:18:21.653705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:21.653766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:21.654564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:21.657041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:21.659666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.738519] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.69% | Symbol ETA: 27.9s | Global ETA: 1h 3m 20s [2025-11-22T02:18:21.741486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:21.741548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:21.743231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:21.743743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:21.744124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:21.745011] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:21.746698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:18:21.747476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:21.880517] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 14.8s | Global ETA: 1h 3m 21s [2025-11-22T02:18:21.881426] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:21.881489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:21.886185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:21.887931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:21.888409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:21.888879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:21.891146] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:21.893085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:22.161393] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.82% [2025-11-22T02:18:22.162318] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:22.223139] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 19.4s | Global ETA: 1h 3m 21s [2025-11-22T02:18:22.224019] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:22.224081] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:22.224909] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:22.227357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:22.229989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:22.305745] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 27.3s | Global ETA: 1h 3m 21s [2025-11-22T02:18:22.462326] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 14.2s | Global ETA: 1h 3m 21s [2025-11-22T02:18:22.463233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:22.463295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:22.468141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:22.469919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:22.470394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:22.470804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:22.472462] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.38% [2025-11-22T02:18:22.473127] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:22.475052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:22.639828] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.34% [2025-11-22T02:18:22.731711] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 0.41% [2025-11-22T02:18:22.732819] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:22.797071] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.00% | Symbol ETA: 18.9s | Global ETA: 1h 3m 22s [2025-11-22T02:18:22.797982] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:22.798043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:22.798871] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:22.801331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:22.803979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:22.806611] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 0.56% [2025-11-22T02:18:22.989340] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 1.89% [2025-11-22T02:18:23.131016] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 13.6s | Global ETA: 1h 3m 22s [2025-11-22T02:18:23.207585] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.28%, Actual: 0.14% [2025-11-22T02:18:23.362958] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -16.67%, Actual: 19.68% [2025-11-22T02:18:23.452973] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.03% [2025-11-22T02:18:23.454255] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:23.490719] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 1.89% [2025-11-22T02:18:23.610782] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 18.5s | Global ETA: 1h 3m 23s [2025-11-22T02:18:23.612239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:23.612329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:23.613700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:23.617871] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:23.621983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:23.631950] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 4.03% [2025-11-22T02:18:23.759235] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.66%, Actual: 0.76% [2025-11-22T02:18:23.902527] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.80%, Actual: 1.68% [2025-11-22T02:18:23.939477] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.57% [2025-11-22T02:18:24.075385] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.48%, Actual: 0.22% [2025-11-22T02:18:24.110533] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.69%, Actual: 1.46% [2025-11-22T02:18:24.156051] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: 0.01% [2025-11-22T02:18:24.157175] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:18:24.247519] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -9.13%, Actual: 0.66% [2025-11-22T02:18:24.278689] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.43%, Actual: 0.32% [2025-11-22T02:18:24.278882] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 51.6655% [2025-11-22T02:18:24.278962] [INFO ] [main ] AHH: DISCARDED add_gaps (score: 51.67%) [2025-11-22T02:18:24.279003] [INFO ] [main ] AHH: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:18:24.279093] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_skewness_proxies'] [2025-11-22T02:18:24.279158] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:24.291758] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:24.293138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:24.293201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:24.294885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:24.295370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:24.295787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:24.296714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:24.298405] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:24.299589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:24.304723] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 18.0s | Global ETA: 1h 3m 24s [2025-11-22T02:18:24.305684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:24.305749] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:24.306623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:24.309276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:24.312135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:24.421246] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 2.40% [2025-11-22T02:18:24.588419] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -9.82%, Actual: 4.99% [2025-11-22T02:18:24.740146] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 2.23% [2025-11-22T02:18:24.758992] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.08% [2025-11-22T02:18:24.882278] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 28.7s | Global ETA: 1h 3m 25s [2025-11-22T02:18:24.883162] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:24.883225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:24.884872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:24.885342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:24.885767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:24.886628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:24.888315] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:24.889536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:24.908128] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 17.3s | Global ETA: 1h 3m 25s [2025-11-22T02:18:24.908984] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:24.909044] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:24.909866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:24.911778] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 1.13%, Actual: 1.51% [2025-11-22T02:18:24.912321] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:24.914957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:24.926670] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 11.99% [2025-11-22T02:18:25.078489] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.18%, Actual: 1.90% [2025-11-22T02:18:25.095984] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 28.93% [2025-11-22T02:18:25.096188] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.3859% [2025-11-22T02:18:25.096270] [INFO ] [main ] BW: DISCARDED add_micro_gap_fill_velocity (score: 31.39%) [2025-11-22T02:18:25.096311] [INFO ] [main ] BW: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:18:25.096343] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:18:25.096377] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:25.109684] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:25.110930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:25.110992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:25.115988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:25.121607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:25.122310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:25.122721] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:25.125284] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:25.126023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:25.244418] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.49%, Actual: 0.37% [2025-11-22T02:18:25.410115] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 0.90% [2025-11-22T02:18:25.461091] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 28.0s | Global ETA: 1h 3m 26s [2025-11-22T02:18:25.461992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:25.462056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:25.463800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:25.464285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:25.464684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:25.465537] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:25.467188] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:25.468426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:25.484727] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 16.7s | Global ETA: 1h 3m 26s [2025-11-22T02:18:25.485555] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:25.485616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:25.486429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:25.488960] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:25.491526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:25.577129] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.91%, Actual: 2.19% [2025-11-22T02:18:25.712512] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -14.07% | Symbol ETA: 18.3s | Global ETA: 1h 3m 26s [2025-11-22T02:18:25.713440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:25.713501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:25.718340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:25.720102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:25.720578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:25.721043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:25.723410] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:25.724159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:25.744352] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 0.41% [2025-11-22T02:18:25.910083] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.75% [2025-11-22T02:18:26.055040] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 16.0s | Global ETA: 1h 3m 26s [2025-11-22T02:18:26.055928] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:26.055989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:26.055990] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 27.5s | Global ETA: 1h 3m 26s [2025-11-22T02:18:26.056831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:26.056997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:26.057074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:26.058920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:26.059280] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:26.059424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:26.059871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:26.060779] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:26.061888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.062483] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:26.063726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.075386] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.68% [2025-11-22T02:18:26.240752] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 1.47% [2025-11-22T02:18:26.326392] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 20.59% | Symbol ETA: 17.7s | Global ETA: 1h 3m 27s [2025-11-22T02:18:26.327351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:26.327417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:26.332167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:26.333954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:26.334428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:26.334850] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:26.337150] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:26.337887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.405950] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 2.23%, Actual: 0.49% [2025-11-22T02:18:26.406122] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 41.9023% [2025-11-22T02:18:26.406169] [INFO ] [main ] GTY: Baseline score (no features): 41.9023% [2025-11-22T02:18:26.406207] [INFO ] [main ] GTY: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:26.406237] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:18:26.406615] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:26.419928] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:26.421334] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:26.421394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:26.426167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.627767] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 15.4s | Global ETA: 1h 3m 27s [2025-11-22T02:18:26.669091] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 26.9s | Global ETA: 1h 3m 27s [2025-11-22T02:18:26.670009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:26.670073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:26.671821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:26.672319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:26.672738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:26.673682] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:26.675345] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:26.676549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.796264] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 1.03% [2025-11-22T02:18:26.921364] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.66% | Symbol ETA: 17.1s | Global ETA: 1h 3m 28s [2025-11-22T02:18:26.922363] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:26.922436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:26.927356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:26.929135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:26.929620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:26.930067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:26.932378] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:26.933101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:26.962120] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 0.69% [2025-11-22T02:18:26.996449] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 5m 5s | Global ETA: 1h 3m 28s [2025-11-22T02:18:26.997338] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:26.997398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:27.002149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:27.128138] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 2.52% [2025-11-22T02:18:27.252277] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 26.3s | Global ETA: 1h 3m 28s [2025-11-22T02:18:27.253207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:27.253273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:27.255074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:27.255571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:27.255989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:27.256896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:27.258617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:27.259857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:27.295576] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 0.62% [2025-11-22T02:18:27.460572] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 0.19% [2025-11-22T02:18:27.513572] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.24% | Symbol ETA: 16.5s | Global ETA: 1h 3m 28s [2025-11-22T02:18:27.514504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:27.514567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:27.519390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:27.521125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:27.521595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:27.522009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:27.524334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:27.525044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:27.575823] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 5m 5s | Global ETA: 1h 3m 28s [2025-11-22T02:18:27.576726] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:27.576786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:27.581505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:27.625420] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.14% [2025-11-22T02:18:27.793267] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.99% [2025-11-22T02:18:27.841826] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.72% | Symbol ETA: 25.7s | Global ETA: 1h 3m 29s [2025-11-22T02:18:27.842712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:27.842787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:27.844799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:27.845340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:27.845751] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:27.846614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:27.848304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:27.849507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:27.959959] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 0.61% [2025-11-22T02:18:28.113981] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -7.58% | Symbol ETA: 15.9s | Global ETA: 1h 3m 29s [2025-11-22T02:18:28.114861] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:28.114923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:28.119794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:28.121511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:28.122015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:28.122406] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:28.124733] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:28.125413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.126067] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.03% [2025-11-22T02:18:28.161974] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.20% | Symbol ETA: 5m 6s | Global ETA: 1h 3m 29s [2025-11-22T02:18:28.162856] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:28.162915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:28.167664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.292030] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.43% [2025-11-22T02:18:28.292235] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 34.3436% [2025-11-22T02:18:28.292340] [INFO ] [main ] AIZN: DISCARDED add_late_hour_microstructure (score: 34.34%) [2025-11-22T02:18:28.292384] [INFO ] [main ] AIZN: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:18:28.292415] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_session_pressure'] [2025-11-22T02:18:28.292450] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:28.305458] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:28.306770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:28.306833] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:28.307711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:28.310186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:28.311224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.424117] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.42% | Symbol ETA: 25.1s | Global ETA: 1h 3m 30s [2025-11-22T02:18:28.425024] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:28.425088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:28.426749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:28.427247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:28.427630] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:28.428512] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:28.430164] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:28.431354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.705519] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 15.3s | Global ETA: 1h 3m 30s [2025-11-22T02:18:28.706410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:28.706473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:28.711369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:28.713154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:28.713633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:28.714040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:28.716358] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:28.717055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.737738] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 5m 5s | Global ETA: 1h 3m 30s [2025-11-22T02:18:28.738601] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:28.738691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:28.743397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:28.872157] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 19.8s | Global ETA: 1h 3m 30s [2025-11-22T02:18:28.873062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:28.873123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:28.873958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:28.876393] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:28.877460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.001608] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 24.6s | Global ETA: 1h 3m 30s [2025-11-22T02:18:29.002511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:29.002574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:29.004209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:29.004706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:29.005084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:29.005953] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:29.007575] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:29.008769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.304749] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -8.13% | Symbol ETA: 14.7s | Global ETA: 1h 3m 31s [2025-11-22T02:18:29.305634] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:29.305717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:29.310491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:29.312235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:29.312731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:29.313125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:29.315120] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.33% | Symbol ETA: 5m 4s | Global ETA: 1h 3m 31s [2025-11-22T02:18:29.315450] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:29.316012] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:29.316073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:29.316156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.320822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.441386] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 19.3s | Global ETA: 1h 3m 31s [2025-11-22T02:18:29.442276] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:29.442337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:29.443161] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:29.445575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:29.446600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.579770] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 24.0s | Global ETA: 1h 3m 31s [2025-11-22T02:18:29.580690] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:29.580754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:29.582395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:29.582900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:29.583283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:29.584164] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:29.585821] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:18:29.587019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.894934] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 5m 3s | Global ETA: 1h 3m 32s [2025-11-22T02:18:29.895822] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:29.895883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:29.896135] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.37% | Symbol ETA: 14.1s | Global ETA: 1h 3m 32s [2025-11-22T02:18:29.897098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:29.897161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:29.900629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:29.902047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:29.903831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:29.904310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:29.904724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:29.907062] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:29.907824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:30.039435] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 18.8s | Global ETA: 1h 3m 32s [2025-11-22T02:18:30.040362] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:30.040425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:30.041286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:30.043884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:30.044975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:30.153828] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 23.4s | Global ETA: 1h 3m 32s [2025-11-22T02:18:30.321062] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 1.38% [2025-11-22T02:18:30.473931] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.31% | Symbol ETA: 5m 3s | Global ETA: 1h 3m 32s [2025-11-22T02:18:30.474808] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:30.474868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:30.479745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:30.488744] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 13.5s | Global ETA: 1h 3m 33s [2025-11-22T02:18:30.489630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:30.489711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:30.490354] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 0.34% [2025-11-22T02:18:30.494535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:30.496274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:30.496771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:30.497158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:30.499575] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:30.500265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:30.648922] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 18.2s | Global ETA: 1h 3m 33s [2025-11-22T02:18:30.649870] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:30.649933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:30.650852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:30.653500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:30.654561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:30.675562] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 0.56% [2025-11-22T02:18:30.848747] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 1.89% [2025-11-22T02:18:31.020933] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.39%, Actual: 0.14% [2025-11-22T02:18:31.058087] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 5m 3s | Global ETA: 1h 3m 33s [2025-11-22T02:18:31.058981] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:31.059040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:31.063774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:31.105988] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.07% | Symbol ETA: 12.9s | Global ETA: 1h 3m 33s [2025-11-22T02:18:31.190853] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 1.89% [2025-11-22T02:18:31.237633] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 17.7s | Global ETA: 1h 3m 34s [2025-11-22T02:18:31.239269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:31.239335] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:31.240234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:31.242914] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:31.244062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:31.280747] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -14.07%, Actual: 19.68% [2025-11-22T02:18:31.359826] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.42%, Actual: 0.76% [2025-11-22T02:18:31.451090] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 20.59%, Actual: 4.03% [2025-11-22T02:18:31.526338] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 1.57% [2025-11-22T02:18:31.621445] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.66%, Actual: 1.68% [2025-11-22T02:18:31.635370] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 5m 2s | Global ETA: 1h 3m 34s [2025-11-22T02:18:31.636255] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:18:31.636315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:31.641020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:31.692715] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 1.46% [2025-11-22T02:18:31.789014] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.24%, Actual: 0.22% [2025-11-22T02:18:31.838524] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.07% | Symbol ETA: 17.1s | Global ETA: 1h 3m 34s [2025-11-22T02:18:31.839474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:31.839538] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:31.840466] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:31.843084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:31.844198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:31.862073] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 0.32% [2025-11-22T02:18:31.862274] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 40.9477% [2025-11-22T02:18:31.862359] [INFO ] [main ] AHH: DISCARDED add_intraday_skewness_proxies (score: 40.95%) [2025-11-22T02:18:31.862404] [INFO ] [main ] AHH: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:18:31.862438] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_volatility_percentile'] [2025-11-22T02:18:31.862472] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:31.875124] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:31.876402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:31.876467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:31.878270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:31.878804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:31.879207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:31.880160] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:31.881853] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:31.959310] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -7.58%, Actual: 0.66% [2025-11-22T02:18:31.972958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:32.127117] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 2.40% [2025-11-22T02:18:32.223582] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.94% | Symbol ETA: 5m 2s | Global ETA: 1h 3m 35s [2025-11-22T02:18:32.309145] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -8.13%, Actual: 4.99% [2025-11-22T02:18:32.395709] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 1.51% [2025-11-22T02:18:32.420433] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 16.5s | Global ETA: 1h 3m 35s [2025-11-22T02:18:32.421344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:32.421405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:32.422243] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:32.424722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:32.425766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:32.480174] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.37%, Actual: 0.08% [2025-11-22T02:18:32.555382] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.68% | Symbol ETA: 26.7s | Global ETA: 1h 3m 35s [2025-11-22T02:18:32.556666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:32.556731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:32.558483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:32.559043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:32.559440] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:32.560390] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:32.562097] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:32.564987] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 1.90% [2025-11-22T02:18:32.650064] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 11.99% [2025-11-22T02:18:32.653742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:32.737015] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.20%, Actual: 0.37% [2025-11-22T02:18:32.818445] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.07%, Actual: 28.93% [2025-11-22T02:18:32.818658] [INFO ] [main ] BW: Magnitude Forecast Confidence: 23.7853% [2025-11-22T02:18:32.818741] [INFO ] [main ] BW: DISCARDED add_morning_followthrough_mag_T0 (score: 23.79%) [2025-11-22T02:18:32.818784] [INFO ] [main ] BW: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:18:32.818815] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_morning_range_expansion'] [2025-11-22T02:18:32.818849] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:32.830128] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:32.831506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:32.831567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:32.836306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:32.838099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:32.838570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:32.838976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:32.841261] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:32.845415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:32.918045] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.68%, Actual: 0.90% [2025-11-22T02:18:33.004949] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 15.9s | Global ETA: 1h 3m 36s [2025-11-22T02:18:33.005886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:33.005949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:33.006788] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:33.009357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:33.010416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:33.087258] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 2.19% [2025-11-22T02:18:33.220812] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 26.0s | Global ETA: 1h 3m 36s [2025-11-22T02:18:33.221713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:33.221776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:33.223403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:33.223903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:33.224294] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:33.225183] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:33.226823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:33.257080] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 0.41% [2025-11-22T02:18:33.314927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:33.422074] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.61% | Symbol ETA: 16.7s | Global ETA: 1h 3m 37s [2025-11-22T02:18:33.422962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:33.423026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:33.427810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:33.428556] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.31%, Actual: 0.75% [2025-11-22T02:18:33.429580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:33.430103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:33.430485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:33.432812] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:33.441108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:33.585601] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 15.3s | Global ETA: 1h 3m 37s [2025-11-22T02:18:33.586492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:33.586554] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:33.587399] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:33.589865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:18:33.590897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:33.601795] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.68% [2025-11-22T02:18:33.779406] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 1.47% [2025-11-22T02:18:33.880237] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 25.3s | Global ETA: 1h 3m 37s [2025-11-22T02:18:33.881130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:33.881193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:33.882840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:33.883320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:33.883723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:33.884576] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:33.886226] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:33.946981] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.94%, Actual: 0.49% [2025-11-22T02:18:33.947173] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 48.4394% [2025-11-22T02:18:33.947247] [INFO ] [main ] GTY: KEPT add_afternoon_v_morning_volatility_mix (score: 48.44%) [2025-11-22T02:18:33.947287] [INFO ] [main ] GTY: Testing feature 2/53: add_atr [2025-11-22T02:18:33.947318] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:18:33.947353] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:33.961889] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:33.963290] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:33.963351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:33.968142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:33.969903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:33.970378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:33.972321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:34.022882] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 11.74% | Symbol ETA: 16.2s | Global ETA: 1h 3m 37s [2025-11-22T02:18:34.023768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:34.023830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:34.028585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:34.030335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:34.030843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:34.031262] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:34.033575] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:34.037742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:34.167528] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 14.7s | Global ETA: 1h 3m 38s [2025-11-22T02:18:34.335673] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 1.03% [2025-11-22T02:18:34.506766] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 0.69% [2025-11-22T02:18:34.536755] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 24.6s | Global ETA: 1h 3m 38s [2025-11-22T02:18:34.537671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:34.537734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:34.539461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:34.539958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:34.540340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:34.541216] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:34.542840] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:34.564185] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 6m 30s | Global ETA: 1h 3m 38s [2025-11-22T02:18:34.565080] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:34.565141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:34.569904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:34.571740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:34.572215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:34.612197] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.78% | Symbol ETA: 15.6s | Global ETA: 1h 3m 38s [2025-11-22T02:18:34.613085] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:34.613148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:34.617927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:34.619659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:34.620128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:34.620511] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:34.622820] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:34.626939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:34.628203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:34.677138] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 2.52% [2025-11-22T02:18:34.847709] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 0.62% [2025-11-22T02:18:35.018480] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.19% [2025-11-22T02:18:35.164703] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 6m 29s | Global ETA: 1h 3m 39s [2025-11-22T02:18:35.166188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:35.166250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:35.171140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.172874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.173374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.188947] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 1.14% [2025-11-22T02:18:35.194583] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.69% | Symbol ETA: 23.9s | Global ETA: 1h 3m 39s [2025-11-22T02:18:35.195515] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:35.195578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.197258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.197762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:35.198146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:35.199053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:35.200687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:35.206045] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -3.21% | Symbol ETA: 15.0s | Global ETA: 1h 3m 39s [2025-11-22T02:18:35.206970] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:35.207046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:35.211864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.213632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.214155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:35.214535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:35.216867] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:35.221083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.286317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.358422] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 0.99% [2025-11-22T02:18:35.528389] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.61% [2025-11-22T02:18:35.702566] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 0.03% [2025-11-22T02:18:35.762065] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 6m 29s | Global ETA: 1h 3m 40s [2025-11-22T02:18:35.762960] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:35.763033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:35.767808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.769544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.770120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.800894] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -6.79% | Symbol ETA: 14.4s | Global ETA: 1h 3m 40s [2025-11-22T02:18:35.801801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:35.801863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:35.806686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.808461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.808979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:35.809381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:35.811781] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:35.815934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.854505] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.34% | Symbol ETA: 23.2s | Global ETA: 1h 3m 40s [2025-11-22T02:18:35.855395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:35.855458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:35.857095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:35.857594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:35.858004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:35.858874] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:35.860470] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:35.880823] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.43% [2025-11-22T02:18:35.881114] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.0815% [2025-11-22T02:18:35.881206] [INFO ] [main ] AIZN: DISCARDED add_late_session_pressure (score: 43.08%) [2025-11-22T02:18:35.881251] [INFO ] [main ] AIZN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:18:35.881285] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T02:18:35.881344] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:35.895038] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:35.896587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:35.896685] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:35.897623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:35.900286] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:35.902442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:35.947154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.351089] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 6m 28s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.351991] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:36.352051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:36.356747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:36.358464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:36.358949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.391252] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -8.18% | Symbol ETA: 13.8s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.392187] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:36.392250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:36.396986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:36.398790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:36.399261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:36.399676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:36.401971] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:36.406033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.507836] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 18.7s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.508778] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:36.508841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:36.510076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:36.512610] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:36.514612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.539561] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.40% | Symbol ETA: 22.6s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.540730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:36.540800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:36.542525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:36.543116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:36.543521] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:36.545094] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:36.546897] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:36.638257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.937523] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 6m 28s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.938460] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:36.938555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:36.943266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:36.944972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:36.945426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:36.982299] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.57% | Symbol ETA: 13.2s | Global ETA: 1h 3m 41s [2025-11-22T02:18:36.983204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:36.983267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:36.988017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:36.989764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:36.990239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:36.990629] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:36.992919] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:36.996990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.098431] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 18.0s | Global ETA: 1h 3m 42s [2025-11-22T02:18:37.099428] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:37.099492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:37.100358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:37.103159] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:37.105333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.212971] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.37% | Symbol ETA: 21.9s | Global ETA: 1h 3m 42s [2025-11-22T02:18:37.213889] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:37.213951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:37.215573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:37.216071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:37.216454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:37.217361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:37.219019] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:37.301855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.523324] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 6m 27s | Global ETA: 1h 3m 42s [2025-11-22T02:18:37.524235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:37.524295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:37.528992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:37.530704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:37.531167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.571750] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 12.6s | Global ETA: 1h 3m 42s [2025-11-22T02:18:37.575956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:37.576023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:37.580944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:37.582661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:37.583135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:37.583519] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:37.585821] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:37.589991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.703465] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.59% | Symbol ETA: 17.4s | Global ETA: 1h 3m 42s [2025-11-22T02:18:37.704575] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:37.704661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:37.705538] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:37.708137] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:37.710156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:37.884448] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 21.3s | Global ETA: 1h 3m 43s [2025-11-22T02:18:37.885344] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:37.885407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:37.887059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:37.887621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:37.888041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:37.889029] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:37.890739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:18:37.984259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.111335] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.75% | Symbol ETA: 6m 26s | Global ETA: 1h 3m 43s [2025-11-22T02:18:38.112221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:38.112281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:38.116980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:38.118706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:38.119197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.162807] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 12.0s | Global ETA: 1h 3m 43s [2025-11-22T02:18:38.163707] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:38.163770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:38.168520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:38.170406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:38.170893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:38.171277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:38.173583] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:38.177739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.283212] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 16.8s | Global ETA: 1h 3m 43s [2025-11-22T02:18:38.284124] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:38.284185] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:38.285015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:38.287494] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:38.289581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.554558] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 20.6s | Global ETA: 1h 3m 44s [2025-11-22T02:18:38.699767] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 6m 26s | Global ETA: 1h 3m 44s [2025-11-22T02:18:38.700688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:38.700748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:38.705544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:38.707358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:38.707842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.723321] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 1.38% [2025-11-22T02:18:38.822280] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 11.4s | Global ETA: 1h 3m 44s [2025-11-22T02:18:38.879548] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.91% | Symbol ETA: 16.2s | Global ETA: 1h 3m 44s [2025-11-22T02:18:38.880463] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:38.880526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:38.881386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:38.884030] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:38.886164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:38.893147] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.34% [2025-11-22T02:18:38.991074] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.61%, Actual: 19.68% [2025-11-22T02:18:39.060992] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 0.56% [2025-11-22T02:18:39.159623] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 11.74%, Actual: 4.03% [2025-11-22T02:18:39.226199] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 1.89% [2025-11-22T02:18:39.295449] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.12% | Symbol ETA: 6m 25s | Global ETA: 1h 3m 45s [2025-11-22T02:18:39.296361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:39.296422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:39.301108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:39.302813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:39.303269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:39.326792] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.78%, Actual: 1.68% [2025-11-22T02:18:39.393686] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.69%, Actual: 0.14% [2025-11-22T02:18:39.484965] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 15.6s | Global ETA: 1h 3m 45s [2025-11-22T02:18:39.485891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:39.485954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:39.486810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:39.489363] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:39.491379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:39.494262] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -3.21%, Actual: 0.22% [2025-11-22T02:18:39.563058] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.34%, Actual: 1.89% [2025-11-22T02:18:39.663534] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -6.79%, Actual: 0.66% [2025-11-22T02:18:39.731495] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.40%, Actual: 0.76% [2025-11-22T02:18:39.833658] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -8.18%, Actual: 2.40% [2025-11-22T02:18:39.890325] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 6m 25s | Global ETA: 1h 3m 45s [2025-11-22T02:18:39.913662] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.37%, Actual: 1.57% [2025-11-22T02:18:40.000332] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.57%, Actual: 4.99% [2025-11-22T02:18:40.064117] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 1.51% [2025-11-22T02:18:40.068915] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 15.0s | Global ETA: 1h 3m 46s [2025-11-22T02:18:40.069890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:40.069954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:40.070823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:40.073397] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:40.075737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:40.090670] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 1.46% [2025-11-22T02:18:40.166249] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.08% [2025-11-22T02:18:40.235984] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 1.90% [2025-11-22T02:18:40.267160] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 0.32% [2025-11-22T02:18:40.267421] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.5503% [2025-11-22T02:18:40.267512] [INFO ] [main ] AHH: DISCARDED add_intraday_volatility_percentile (score: 48.55%) [2025-11-22T02:18:40.267556] [INFO ] [main ] AHH: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:18:40.267590] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_last_hour_momentum_mag'] [2025-11-22T02:18:40.267628] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:40.280732] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:40.282084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:40.282148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:40.283948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:40.284452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:40.284873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:40.285784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:40.287458] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:40.288113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:40.339394] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 11.99% [2025-11-22T02:18:40.413838] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.37% [2025-11-22T02:18:40.504117] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 28.93% [2025-11-22T02:18:40.504318] [INFO ] [main ] BW: Magnitude Forecast Confidence: 28.1768% [2025-11-22T02:18:40.504401] [INFO ] [main ] BW: DISCARDED add_morning_range_expansion (score: 28.18%) [2025-11-22T02:18:40.504444] [INFO ] [main ] BW: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:18:40.504476] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_11_elasticity'] [2025-11-22T02:18:40.504511] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:40.516004] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:40.517307] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:40.517375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:40.522150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:40.523967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:40.524454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:40.524863] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:40.527162] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:40.528292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:40.586963] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.90% [2025-11-22T02:18:40.658284] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 14.4s | Global ETA: 1h 3m 46s [2025-11-22T02:18:40.659188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:40.659249] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:40.660084] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:40.662502] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:40.664506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:40.752689] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.14%, Actual: 2.19% [2025-11-22T02:18:40.864740] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 26.0s | Global ETA: 1h 3m 47s [2025-11-22T02:18:40.865714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:40.865802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:40.867877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:40.868557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:40.869123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:40.870346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:40.872678] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:40.873519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:40.920282] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.41% [2025-11-22T02:18:41.087481] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.75% [2025-11-22T02:18:41.103975] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -22.25% | Symbol ETA: 15.8s | Global ETA: 1h 3m 47s [2025-11-22T02:18:41.104852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:41.104914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:41.109691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:41.111424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:41.111913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:41.112302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:41.114596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:41.115732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:41.238668] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 13.8s | Global ETA: 1h 3m 47s [2025-11-22T02:18:41.239723] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:41.239800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:41.240837] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:41.243774] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:18:41.246257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:41.258586] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.68% [2025-11-22T02:18:41.430011] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.12%, Actual: 1.47% [2025-11-22T02:18:41.462752] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 25.5s | Global ETA: 1h 3m 48s [2025-11-22T02:18:41.464105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:41.464169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:41.465876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:41.466748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:41.467132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:41.468041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:41.469730] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:41.470375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:41.601969] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 0.49% [2025-11-22T02:18:41.602204] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 59.6899% [2025-11-22T02:18:41.602290] [INFO ] [main ] GTY: KEPT add_atr (score: 59.69%) [2025-11-22T02:18:41.602335] [INFO ] [main ] GTY: Testing feature 3/53: add_atr_10 [2025-11-22T02:18:41.602368] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:18:41.602405] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:41.617276] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:41.618843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:41.618907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:41.623995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:41.625915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:41.626402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:41.626883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:41.708191] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 17.36% | Symbol ETA: 15.2s | Global ETA: 1h 3m 48s [2025-11-22T02:18:41.709073] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:41.709138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:41.714788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:41.717113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:41.717630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:41.718043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:41.720422] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:41.721588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:41.855570] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 13.2s | Global ETA: 1h 3m 48s [2025-11-22T02:18:42.033744] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 1.03% [2025-11-22T02:18:42.044815] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 24.8s | Global ETA: 1h 3m 48s [2025-11-22T02:18:42.045713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:42.045775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.047391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.047882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:42.048263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:42.049161] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:42.050786] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:42.051396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:42.198321] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 0.69% [2025-11-22T02:18:42.218046] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 3m 17s | Global ETA: 1h 3m 49s [2025-11-22T02:18:42.218926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:42.218987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:42.223723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.225457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.225940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:42.226364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:42.302105] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -9.83% | Symbol ETA: 14.6s | Global ETA: 1h 3m 49s [2025-11-22T02:18:42.308565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:42.308628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:42.313460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.315218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.315711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:42.316103] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:42.318411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:42.319519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:42.370725] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 2.52% [2025-11-22T02:18:42.550090] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 0.62% [2025-11-22T02:18:42.620721] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -2.00% | Symbol ETA: 24.2s | Global ETA: 1h 3m 49s [2025-11-22T02:18:42.621624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:42.621714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.623394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.623900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:42.624296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:42.625257] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:42.626945] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:42.627673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:42.729095] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.91%, Actual: 0.19% [2025-11-22T02:18:42.810021] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.97% | Symbol ETA: 3m 16s | Global ETA: 1h 3m 49s [2025-11-22T02:18:42.810921] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:42.810982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:42.815785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.817661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.818140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:42.818588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:42.902235] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.16% | Symbol ETA: 14.1s | Global ETA: 1h 3m 50s [2025-11-22T02:18:42.903144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:42.903206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:42.905257] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 1.14% [2025-11-22T02:18:42.907954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:42.909697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:42.910179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:42.910570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:42.912926] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:42.914116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.078052] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.99% [2025-11-22T02:18:43.202967] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.33% | Symbol ETA: 23.7s | Global ETA: 1h 3m 50s [2025-11-22T02:18:43.203919] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:43.203983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:43.205678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:43.206172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:43.206561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:43.207493] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:43.209178] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:43.209828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.254023] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 0.61% [2025-11-22T02:18:43.402188] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 3m 16s | Global ETA: 1h 3m 50s [2025-11-22T02:18:43.403113] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:43.403190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:43.408277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:43.410081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:43.410552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:43.411013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.425873] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.03% [2025-11-22T02:18:43.494788] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -5.43% | Symbol ETA: 13.5s | Global ETA: 1h 3m 50s [2025-11-22T02:18:43.495678] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:43.495741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:43.500479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:43.502213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:43.502697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:43.503084] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:43.505390] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:43.506500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.601014] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 0.43% [2025-11-22T02:18:43.601226] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 47.0446% [2025-11-22T02:18:43.601317] [INFO ] [main ] AIZN: DISCARDED add_micro_gap_fill_velocity (score: 47.04%) [2025-11-22T02:18:43.601361] [INFO ] [main ] AIZN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:18:43.601422] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:18:43.601466] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:43.614062] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:43.615595] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:43.615681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:43.616560] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:43.619323] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:43.620105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.782554] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.23% | Symbol ETA: 23.1s | Global ETA: 1h 3m 51s [2025-11-22T02:18:43.783437] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:43.783500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:43.785133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:43.785612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:43.786021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:43.786892] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:43.788616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:43.789256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:43.996197] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 3m 15s | Global ETA: 1h 3m 51s [2025-11-22T02:18:43.997708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:43.997771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:44.003151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.004989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.005459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:44.005920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.087793] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -2.79% | Symbol ETA: 12.9s | Global ETA: 1h 3m 51s [2025-11-22T02:18:44.088714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:44.088801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:44.093561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.095298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.095785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:44.096170] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:44.098661] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:44.099845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.263835] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.15% | Symbol ETA: 18.2s | Global ETA: 1h 3m 51s [2025-11-22T02:18:44.264789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:44.264852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:44.265736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:44.268443] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:44.269223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.360221] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 22.5s | Global ETA: 1h 3m 52s [2025-11-22T02:18:44.361143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:44.361205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.362856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.363340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:44.363744] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:44.364581] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:44.366209] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:44.366850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.584738] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 3m 14s | Global ETA: 1h 3m 52s [2025-11-22T02:18:44.585611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:44.585694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:44.590467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.592209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.592685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:44.593128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.700630] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.73% | Symbol ETA: 12.3s | Global ETA: 1h 3m 52s [2025-11-22T02:18:44.701554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:44.701616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:44.706393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.708162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.708668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:44.709052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:44.711319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:44.712420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.861105] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 17.3s | Global ETA: 1h 3m 52s [2025-11-22T02:18:44.862061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:44.862125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:44.862985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:44.865526] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:44.866262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:44.931568] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 21.9s | Global ETA: 1h 3m 52s [2025-11-22T02:18:44.932452] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:44.932514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:44.934163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:44.934665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:44.935053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:44.935919] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:44.937605] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:44.938257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.168318] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 3m 14s | Global ETA: 1h 3m 53s [2025-11-22T02:18:45.169228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:45.169288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:45.173982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:45.175719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:45.176178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:45.176602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.295369] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.76% | Symbol ETA: 11.7s | Global ETA: 1h 3m 53s [2025-11-22T02:18:45.296269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:45.296331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:45.301026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:45.302745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:45.303205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:45.303588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:45.305884] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:45.306981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.432578] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 16.6s | Global ETA: 1h 3m 53s [2025-11-22T02:18:45.433518] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:45.433579] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:45.434403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:45.436866] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:45.437564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.502734] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.60% | Symbol ETA: 21.3s | Global ETA: 1h 3m 53s [2025-11-22T02:18:45.503603] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:45.503687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:45.505354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:45.505864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:45.506250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:45.507117] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:45.508756] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:18:45.509370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.754160] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.65% | Symbol ETA: 3m 13s | Global ETA: 1h 3m 53s [2025-11-22T02:18:45.755069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:45.755130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:45.759942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:45.761667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:45.762132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:45.762601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:45.885108] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 11.1s | Global ETA: 1h 3m 54s [2025-11-22T02:18:45.886000] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:45.886063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:45.890806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:45.892520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:45.897340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:45.899674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:45.902140] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:45.903323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:46.005929] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 15.9s | Global ETA: 1h 3m 54s [2025-11-22T02:18:46.006826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:46.006888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:46.007754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:46.010232] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:46.010933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:46.095829] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 20.7s | Global ETA: 1h 3m 54s [2025-11-22T02:18:46.265497] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 1.38% [2025-11-22T02:18:46.344326] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 3m 13s | Global ETA: 1h 3m 54s [2025-11-22T02:18:46.345243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:46.345304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:46.349997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:46.351787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:46.352258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:46.352712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:46.433220] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.34% [2025-11-22T02:18:46.472716] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 10.5s | Global ETA: 1h 3m 54s [2025-11-22T02:18:46.575478] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 15.3s | Global ETA: 1h 3m 55s [2025-11-22T02:18:46.576371] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:46.576431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:46.577280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:46.579730] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:46.580423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:46.601234] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 0.56% [2025-11-22T02:18:46.641303] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -22.25%, Actual: 19.68% [2025-11-22T02:18:46.768371] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 1.89% [2025-11-22T02:18:46.823292] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 17.36%, Actual: 4.03% [2025-11-22T02:18:46.938704] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.33%, Actual: 0.14% [2025-11-22T02:18:46.956412] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 3m 12s | Global ETA: 1h 3m 55s [2025-11-22T02:18:46.957373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:46.957445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:46.962586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:46.964358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:46.964854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:18:46.965307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:46.996380] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -9.83%, Actual: 1.68% [2025-11-22T02:18:47.105633] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 1.89% [2025-11-22T02:18:47.150911] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 14.7s | Global ETA: 1h 3m 55s [2025-11-22T02:18:47.151812] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:47.151873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:47.152704] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:47.155147] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:47.155890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:47.167310] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.16%, Actual: 0.22% [2025-11-22T02:18:47.274219] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.76% [2025-11-22T02:18:47.334504] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -5.43%, Actual: 0.66% [2025-11-22T02:18:47.445666] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.38%, Actual: 1.57% [2025-11-22T02:18:47.500791] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -2.79%, Actual: 2.40% [2025-11-22T02:18:47.542748] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 3m 11s | Global ETA: 1h 3m 56s [2025-11-22T02:18:47.670778] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.73%, Actual: 4.99% [2025-11-22T02:18:47.674841] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 1.46% [2025-11-22T02:18:47.709689] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 1.51% [2025-11-22T02:18:47.719405] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 14.1s | Global ETA: 1h 3m 56s [2025-11-22T02:18:47.720317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:47.720387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:47.721216] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:47.723630] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:47.724329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:47.843670] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.32% [2025-11-22T02:18:47.843918] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 47.6662% [2025-11-22T02:18:47.844033] [INFO ] [main ] AHH: DISCARDED add_last_hour_momentum_mag (score: 47.67%) [2025-11-22T02:18:47.844082] [INFO ] [main ] AHH: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:18:47.844120] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_day_volatility'] [2025-11-22T02:18:47.844155] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:47.845144] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.76%, Actual: 0.08% [2025-11-22T02:18:47.856812] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:47.858192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:47.858256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:47.859998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:47.860566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:47.860994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:47.861910] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:47.863764] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:47.865619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:47.882429] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.97%, Actual: 1.90% [2025-11-22T02:18:48.015185] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 11.99% [2025-11-22T02:18:48.064675] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 0.37% [2025-11-22T02:18:48.185962] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 28.93% [2025-11-22T02:18:48.186160] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.5299% [2025-11-22T02:18:48.186244] [INFO ] [main ] BW: DISCARDED add_open_11_elasticity (score: 29.53%) [2025-11-22T02:18:48.186288] [INFO ] [main ] BW: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:18:48.186320] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_reversal_intensity'] [2025-11-22T02:18:48.186353] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:48.197918] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:48.199159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:48.199231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:48.204008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:48.205773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:48.206240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:48.206621] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:48.209000] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:48.210327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:48.238113] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 0.90% [2025-11-22T02:18:48.290740] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 13.5s | Global ETA: 1h 3m 57s [2025-11-22T02:18:48.291626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:48.291708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:48.292517] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:48.294991] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:48.295696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:48.413263] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 2.19% [2025-11-22T02:18:48.439855] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 22.3s | Global ETA: 1h 3m 57s [2025-11-22T02:18:48.440827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:48.440891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:48.442588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:48.443133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:48.443526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:48.444501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:48.446302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:48.448305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:48.593840] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.41% [2025-11-22T02:18:48.772337] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.65%, Actual: 0.75% [2025-11-22T02:18:48.807108] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.96% | Symbol ETA: 15.2s | Global ETA: 1h 3m 58s [2025-11-22T02:18:48.808032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:48.808095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:48.812839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:48.814591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:48.815075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:48.815457] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:48.817929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:48.819246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:48.859009] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 12.9s | Global ETA: 1h 3m 58s [2025-11-22T02:18:48.859913] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:48.859974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:48.860801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:48.863265] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:18:48.863992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:48.948058] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.68% [2025-11-22T02:18:49.027409] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 21.7s | Global ETA: 1h 3m 58s [2025-11-22T02:18:49.028360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:49.028431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:49.030131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:49.030682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:49.031083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:49.032016] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:49.033733] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:49.035575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:49.122376] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 1.47% [2025-11-22T02:18:49.292808] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 0.49% [2025-11-22T02:18:49.293018] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 44.2590% [2025-11-22T02:18:49.293083] [INFO ] [main ] GTY: DISCARDED add_atr_10 (score: 44.26%) [2025-11-22T02:18:49.293122] [INFO ] [main ] GTY: Testing feature 4/53: add_atr_5 [2025-11-22T02:18:49.293154] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:18:49.293189] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:49.307964] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:49.309424] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:49.309493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:49.314639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:49.316500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:49.317004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:49.317431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:49.420900] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 18.89% | Symbol ETA: 14.6s | Global ETA: 1h 3m 59s [2025-11-22T02:18:49.421839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:49.421923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:49.426849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:49.428773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:49.429270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:49.429699] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:49.430224] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 12.4s | Global ETA: 1h 3m 59s [2025-11-22T02:18:49.432156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:49.433552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:49.600187] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.15%, Actual: 1.03% [2025-11-22T02:18:49.607960] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 21.1s | Global ETA: 1h 3m 59s [2025-11-22T02:18:49.608938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:49.609004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:49.610790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:49.611304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:49.611726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:49.612610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:49.614320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:49.616534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:49.767129] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 0.69% [2025-11-22T02:18:49.920916] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 2m 11s | Global ETA: 1h 3m 59s [2025-11-22T02:18:49.921840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:49.921903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:49.927129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:49.929041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:49.929570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:49.929984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:49.935890] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 2.52% [2025-11-22T02:18:50.016458] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.77% | Symbol ETA: 13.9s | Global ETA: 1h 3m 59s [2025-11-22T02:18:50.017391] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:50.017476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:50.022241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:50.023992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:50.024480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:50.025002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:50.027330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:50.028636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:50.160823] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 0.62% [2025-11-22T02:18:50.200384] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 20.6s | Global ETA: 1h 3m 60s [2025-11-22T02:18:50.201345] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:50.201409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:50.203101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:50.203606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:50.204012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:50.204885] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:50.206521] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:50.208334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:50.330906] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.19% [2025-11-22T02:18:50.502295] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.14% [2025-11-22T02:18:50.539767] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 2m 11s | Global ETA: 1h 4m 0s [2025-11-22T02:18:50.540677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:50.540740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:50.545940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:50.547865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:50.548346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:50.548764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:50.612663] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 13.3s | Global ETA: 1h 4m 0s [2025-11-22T02:18:50.613573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:50.613635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:50.618427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:50.620538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:50.621020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:50.621437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:50.623830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:50.625135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:50.670244] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 0.99% [2025-11-22T02:18:50.790680] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 20.0s | Global ETA: 1h 4m 0s [2025-11-22T02:18:50.791547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:50.791609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:50.793233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:50.793743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:50.794130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:50.794995] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:50.796586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:50.798431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:50.838786] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 0.61% [2025-11-22T02:18:51.009358] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.03% [2025-11-22T02:18:51.160006] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 2m 10s | Global ETA: 1h 4m 1s [2025-11-22T02:18:51.160946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:51.161035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:51.166362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.168205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.168730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.169120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.177298] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.43% [2025-11-22T02:18:51.177516] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 41.9021% [2025-11-22T02:18:51.177602] [INFO ] [main ] AIZN: DISCARDED add_morning_followthrough_mag_T0 (score: 41.90%) [2025-11-22T02:18:51.177663] [INFO ] [main ] AIZN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:18:51.177699] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_range_expansion'] [2025-11-22T02:18:51.177734] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:51.189812] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:51.191085] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:51.191147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:51.192004] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:51.194475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:51.198681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.206334] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -6.55% | Symbol ETA: 12.7s | Global ETA: 1h 4m 1s [2025-11-22T02:18:51.207233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:51.207297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:51.212019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.213755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.214238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.214622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:51.216985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:51.218290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.369814] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 19.4s | Global ETA: 1h 4m 1s [2025-11-22T02:18:51.370704] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:51.370766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.372379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.372880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.373277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:51.374144] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:51.375774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:51.377608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.768198] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 16.4s | Global ETA: 1h 4m 2s [2025-11-22T02:18:51.769118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:51.769180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:51.770048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:51.772708] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:51.776978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.780826] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 2m 9s | Global ETA: 1h 4m 2s [2025-11-22T02:18:51.781752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:51.781831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:51.786816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.788635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.789146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.789596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.800285] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 12.1s | Global ETA: 1h 4m 2s [2025-11-22T02:18:51.801191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:51.801264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:51.806215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.808023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.808528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.808947] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:51.811297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:51.812609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:51.953010] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.15% | Symbol ETA: 18.8s | Global ETA: 1h 4m 2s [2025-11-22T02:18:51.953945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:51.954024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:51.955904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:51.956432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:51.956931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:51.957942] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:51.959705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:51.961556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.348522] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 15.8s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.349812] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:52.349874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:52.350712] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:52.353203] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:52.357394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.396070] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 2m 9s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.396573] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.74% | Symbol ETA: 11.5s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.396985] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:52.397049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:52.397478] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:52.397543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:52.402035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:52.402306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:52.403937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:52.404071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:52.404442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:52.404585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:52.404905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.405026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:52.407434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:52.408848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.531890] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.53% | Symbol ETA: 18.2s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.532781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:52.532843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:52.534501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:52.535008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:52.535389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:52.536257] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:52.537929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:52.539750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.925584] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 15.2s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.926472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:52.926535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:52.927388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:52.929946] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:52.934160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:52.989175] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 10.9s | Global ETA: 1h 4m 3s [2025-11-22T02:18:52.990106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:52.990171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:52.994959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:52.996752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:52.997299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:52.997726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:53.000062] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:53.001372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.018501] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 2m 8s | Global ETA: 1h 4m 3s [2025-11-22T02:18:53.019384] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:53.019444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:53.024425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:53.026262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:53.030594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:53.031019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.115428] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 17.6s | Global ETA: 1h 4m 4s [2025-11-22T02:18:53.116299] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:53.116362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:53.118014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:53.118500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:53.118910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:53.119795] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:53.121395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:18:53.123208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.529675] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 14.7s | Global ETA: 1h 4m 4s [2025-11-22T02:18:53.530586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:53.530672] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:53.531513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:53.534005] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:53.540048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.588917] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 10.3s | Global ETA: 1h 4m 4s [2025-11-22T02:18:53.589799] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:53.589861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:53.594543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:53.596283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:53.596779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:53.597157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:53.599550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:18:53.600863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.629303] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.75% | Symbol ETA: 2m 7s | Global ETA: 1h 4m 4s [2025-11-22T02:18:53.630193] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:53.630254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:53.635061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:53.636835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:53.637341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:53.637752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:53.690762] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 17.0s | Global ETA: 1h 4m 4s [2025-11-22T02:18:53.858298] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.38% [2025-11-22T02:18:54.027263] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.34% [2025-11-22T02:18:54.127264] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.25% | Symbol ETA: 14.1s | Global ETA: 1h 4m 5s [2025-11-22T02:18:54.128224] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:54.128288] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:54.129233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:54.131875] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:54.136608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:54.167357] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 9.7s | Global ETA: 1h 4m 5s [2025-11-22T02:18:54.193526] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.56% [2025-11-22T02:18:54.218692] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 2m 7s | Global ETA: 1h 4m 5s [2025-11-22T02:18:54.219551] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:54.219611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:54.224344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:54.226122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:54.226584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:54.226980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:54.335690] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.96%, Actual: 19.68% [2025-11-22T02:18:54.360183] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 1.89% [2025-11-22T02:18:54.505485] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 18.89%, Actual: 4.03% [2025-11-22T02:18:54.528150] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.14% [2025-11-22T02:18:54.673472] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.77%, Actual: 1.68% [2025-11-22T02:18:54.693869] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.36%, Actual: 1.89% [2025-11-22T02:18:54.717065] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 13.5s | Global ETA: 1h 4m 6s [2025-11-22T02:18:54.718023] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:54.718085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:54.718918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:54.721359] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:54.725518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:54.822159] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.12% | Symbol ETA: 2m 6s | Global ETA: 1h 4m 6s [2025-11-22T02:18:54.823086] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:18:54.823148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:54.828319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:54.830212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:54.830721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:54.831114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:54.840467] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 0.22% [2025-11-22T02:18:54.861991] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.15%, Actual: 0.76% [2025-11-22T02:18:55.007909] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -6.55%, Actual: 0.66% [2025-11-22T02:18:55.028821] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.53%, Actual: 1.57% [2025-11-22T02:18:55.175024] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 2.40% [2025-11-22T02:18:55.196530] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.18%, Actual: 1.46% [2025-11-22T02:18:55.293919] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 12.9s | Global ETA: 1h 4m 7s [2025-11-22T02:18:55.294838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:55.294899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:55.295741] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:55.298323] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:55.302576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:55.342353] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.74%, Actual: 4.99% [2025-11-22T02:18:55.365031] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.32% [2025-11-22T02:18:55.365232] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 44.9341% [2025-11-22T02:18:55.365308] [INFO ] [main ] AHH: DISCARDED add_late_day_volatility (score: 44.93%) [2025-11-22T02:18:55.365371] [INFO ] [main ] AHH: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:18:55.365405] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure'] [2025-11-22T02:18:55.365439] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:18:55.378591] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:55.380095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:55.380157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:55.381853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:55.382347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:55.382757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:55.383605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:55.385244] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:55.387844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:55.417883] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 2m 6s | Global ETA: 1h 4m 7s [2025-11-22T02:18:55.511717] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 0.08% [2025-11-22T02:18:55.592801] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 1.51% [2025-11-22T02:18:55.679806] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 11.99% [2025-11-22T02:18:55.783807] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 1.90% [2025-11-22T02:18:55.847118] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 28.93% [2025-11-22T02:18:55.847355] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.9616% [2025-11-22T02:18:55.847437] [INFO ] [main ] BW: DISCARDED add_open_reversal_intensity (score: 27.96%) [2025-11-22T02:18:55.847479] [INFO ] [main ] BW: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:18:55.847511] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:18:55.847545] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:18:55.859615] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:55.860848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:55.860910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:55.865691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:55.867493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:55.867975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:55.868360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:55.870691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:55.871319] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 12.4s | Global ETA: 1h 4m 7s [2025-11-22T02:18:55.872227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:55.872261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:55.872323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:55.873156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:55.875598] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:55.879857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:55.951565] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.37% [2025-11-22T02:18:55.955611] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 20.7s | Global ETA: 1h 4m 8s [2025-11-22T02:18:55.956497] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:55.956560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:55.958286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:55.958796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:55.959180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:55.960043] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:55.961681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:55.964247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:56.117329] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.90% [2025-11-22T02:18:56.282338] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.14%, Actual: 2.19% [2025-11-22T02:18:56.447876] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 11.8s | Global ETA: 1h 4m 8s [2025-11-22T02:18:56.448768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:56.448829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:56.449636] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:56.452090] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:18:56.452470] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -14.24% | Symbol ETA: 14.3s | Global ETA: 1h 4m 8s [2025-11-22T02:18:56.453231] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.41% [2025-11-22T02:18:56.453365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:56.453428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:56.456270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:56.458235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:56.460010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:56.460472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:56.460872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:56.463178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:56.464719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:56.537543] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 20.1s | Global ETA: 1h 4m 8s [2025-11-22T02:18:56.538449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:56.538520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:56.540236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:56.540757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:56.541160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:56.542080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:56.543779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:56.546422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:56.617943] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.75% [2025-11-22T02:18:56.782757] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.68% [2025-11-22T02:18:56.948658] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.12%, Actual: 1.47% [2025-11-22T02:18:57.023724] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 11.2s | Global ETA: 1h 4m 9s [2025-11-22T02:18:57.044235] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 16.44% | Symbol ETA: 13.7s | Global ETA: 1h 4m 9s [2025-11-22T02:18:57.045154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:57.045217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:57.050054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.051827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.052295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.052702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:57.054997] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:57.056529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.122759] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 0.49% [2025-11-22T02:18:57.122978] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 59.6899% [2025-11-22T02:18:57.123100] [INFO ] [main ] GTY: KEPT add_atr_5 (score: 59.69%) [2025-11-22T02:18:57.123145] [INFO ] [main ] GTY: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:18:57.123177] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:18:57.123211] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:18:57.134532] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 19.6s | Global ETA: 1h 4m 9s [2025-11-22T02:18:57.135443] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:57.135507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.137207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.137752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.138146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:57.139063] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:57.139151] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:57.140699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:18:57.140764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:57.140780] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:57.144040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.146370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.148338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.149108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.149524] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:18:57.150275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.198161] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 1.03% [2025-11-22T02:18:57.366419] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.79%, Actual: 0.69% [2025-11-22T02:18:57.535095] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 2.52% [2025-11-22T02:18:57.646233] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.83% | Symbol ETA: 13.1s | Global ETA: 1h 4m 10s [2025-11-22T02:18:57.647114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:57.647177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:57.651987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.653761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.654222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.654603] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:57.656908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:57.658411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.703621] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.62% [2025-11-22T02:18:57.732493] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 19.0s | Global ETA: 1h 4m 10s [2025-11-22T02:18:57.733436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:57.733515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.735238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.735790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.736189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:57.737091] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:57.738895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:57.741604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.745991] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 1m 39s | Global ETA: 1h 4m 10s [2025-11-22T02:18:57.746880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:18:57.746943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:57.751778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:57.753525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:57.754017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:57.754401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:18:57.755134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:57.873470] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.25%, Actual: 0.19% [2025-11-22T02:18:58.042140] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.14% [2025-11-22T02:18:58.211135] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.99% [2025-11-22T02:18:58.245042] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 0.57% | Symbol ETA: 12.5s | Global ETA: 1h 4m 11s [2025-11-22T02:18:58.246116] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:58.246223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:58.251222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.253361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.254042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.254423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:58.256807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:58.258370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.342963] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 18.4s | Global ETA: 1h 4m 11s [2025-11-22T02:18:58.343894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:58.343956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.345636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.346480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.346895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:58.347810] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:58.349483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:58.351501] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 1m 39s | Global ETA: 1h 4m 11s [2025-11-22T02:18:58.352131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.352414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:18:58.355934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:58.360900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.362806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.363276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.363691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:18:58.364423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.381061] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.61% [2025-11-22T02:18:58.550671] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.03% [2025-11-22T02:18:58.723988] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:18:58.724183] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.9821% [2025-11-22T02:18:58.724262] [INFO ] [main ] AIZN: DISCARDED add_morning_range_expansion (score: 43.98%) [2025-11-22T02:18:58.724304] [INFO ] [main ] AIZN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:18:58.724335] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity'] [2025-11-22T02:18:58.724369] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:18:58.736891] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:18:58.738177] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:58.738238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:58.739096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:58.741613] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:58.742813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.850764] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.75% | Symbol ETA: 11.9s | Global ETA: 1h 4m 12s [2025-11-22T02:18:58.851618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:58.851698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:58.856463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.858239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.858741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.859120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:58.861472] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:58.863392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.945129] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.28% | Symbol ETA: 17.9s | Global ETA: 1h 4m 12s [2025-11-22T02:18:58.946019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:58.946081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.947751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.948227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.948614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:58.949514] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:58.951169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:58.953799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:58.978359] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 3.08% | Symbol ETA: 1m 38s | Global ETA: 1h 4m 12s [2025-11-22T02:18:58.979273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:18:58.979337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:58.984765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:58.987428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:58.988042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:58.988529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:18:58.989337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:59.311921] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.47% | Symbol ETA: 15.5s | Global ETA: 1h 4m 12s [2025-11-22T02:18:59.312819] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:59.312889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:59.313746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:59.316182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:59.317357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:59.470488] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -2.11% | Symbol ETA: 11.3s | Global ETA: 1h 4m 12s [2025-11-22T02:18:59.471380] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:59.471442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:59.476182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:59.477994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:59.478459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:59.478891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:59.481194] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:18:59.482735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:59.540911] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 17.3s | Global ETA: 1h 4m 12s [2025-11-22T02:18:59.541801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:18:59.541863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:59.543491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:59.544021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:59.544407] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:59.545271] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:18:59.546962] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:18:59.549611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:59.596058] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 1m 38s | Global ETA: 1h 4m 13s [2025-11-22T02:18:59.596969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:18:59.597034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:18:59.602074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:18:59.603922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:18:59.604396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:18:59.604827] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:18:59.605611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:18:59.888468] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 14.9s | Global ETA: 1h 4m 13s [2025-11-22T02:18:59.889347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:18:59.889409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:18:59.890273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:18:59.892730] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:18:59.893854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.066007] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -9.62% | Symbol ETA: 10.7s | Global ETA: 1h 4m 13s [2025-11-22T02:19:00.066934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:00.066996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:00.071809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.073581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.074064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.074447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:00.076779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:00.078351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.122511] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 16.7s | Global ETA: 1h 4m 13s [2025-11-22T02:19:00.123414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:00.123477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.125484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.126023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.126413] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:00.127303] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:00.128928] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:19:00.131525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.194222] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.18% | Symbol ETA: 1m 37s | Global ETA: 1h 4m 13s [2025-11-22T02:19:00.195351] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:00.195413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:00.200708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.202459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.202973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.203353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:19:00.204264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.481262] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 14.4s | Global ETA: 1h 4m 14s [2025-11-22T02:19:00.482129] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:00.482190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:00.483009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:00.485451] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:00.486621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.745858] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 16.1s | Global ETA: 1h 4m 14s [2025-11-22T02:19:00.746746] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:00.746809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.751493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.752017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.752404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:00.753276] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:00.754921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:19:00.760504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.901528] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.16% | Symbol ETA: 10.2s | Global ETA: 1h 4m 14s [2025-11-22T02:19:00.902427] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:00.902491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:00.913300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.915040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.915503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.918947] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:00.921260] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:00.925771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:00.932227] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 1m 36s | Global ETA: 1h 4m 14s [2025-11-22T02:19:00.933133] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:00.933208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:00.938027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:00.939852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:00.940312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:00.940706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:19:00.941401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:01.236984] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 14.0s | Global ETA: 1h 4m 15s [2025-11-22T02:19:01.237888] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:01.237949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:01.238775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:01.241207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:01.242320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:01.513984] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 15.5s | Global ETA: 1h 4m 15s [2025-11-22T02:19:01.561517] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.17% | Symbol ETA: 1m 36s | Global ETA: 1h 4m 15s [2025-11-22T02:19:01.562420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:01.562483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:01.567246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:01.569049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:01.569512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:01.569967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:19:01.570695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:01.632348] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 9.6s | Global ETA: 1h 4m 15s [2025-11-22T02:19:01.633313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:01.633377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:01.638400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:01.640266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:01.640796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:01.641195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:01.643689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:01.645212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:01.693133] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.38% [2025-11-22T02:19:01.859331] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.11% | Symbol ETA: 13.4s | Global ETA: 1h 4m 16s [2025-11-22T02:19:01.860251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:01.860313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:01.861151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:01.863900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:01.865184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:01.874021] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 0.34% [2025-11-22T02:19:02.047295] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 0.56% [2025-11-22T02:19:02.179873] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1m 35s | Global ETA: 1h 4m 16s [2025-11-22T02:19:02.180828] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:02.180892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:02.185706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:02.187545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:02.188036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:02.188421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:19:02.189148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:02.225544] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 1.89% [2025-11-22T02:19:02.234172] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 8.9s | Global ETA: 1h 4m 16s [2025-11-22T02:19:02.401831] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 0.14% [2025-11-22T02:19:02.404161] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -14.24%, Actual: 19.68% [2025-11-22T02:19:02.443573] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 12.8s | Global ETA: 1h 4m 16s [2025-11-22T02:19:02.444494] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:02.444557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:02.445400] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:02.447935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:02.453115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:02.573874] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 16.44%, Actual: 4.03% [2025-11-22T02:19:02.577544] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.28%, Actual: 1.89% [2025-11-22T02:19:02.742919] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.83%, Actual: 1.68% [2025-11-22T02:19:02.752008] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.76% [2025-11-22T02:19:02.787237] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 1m 35s | Global ETA: 1h 4m 17s [2025-11-22T02:19:02.788706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:02.788792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:02.793825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:02.795783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:02.796285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:02.796694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:19:02.797459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:02.910367] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 0.22% [2025-11-22T02:19:02.920241] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.61%, Actual: 1.57% [2025-11-22T02:19:03.044149] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 12.1s | Global ETA: 1h 4m 17s [2025-11-22T02:19:03.045123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:03.045187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:03.046074] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:03.048619] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:03.049834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:03.076487] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.75%, Actual: 0.66% [2025-11-22T02:19:03.086286] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 1.46% [2025-11-22T02:19:03.244449] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -2.11%, Actual: 2.40% [2025-11-22T02:19:03.253973] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 0.32% [2025-11-22T02:19:03.254170] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 51.6384% [2025-11-22T02:19:03.254249] [INFO ] [main ] AHH: DISCARDED add_late_hour_microstructure (score: 51.64%) [2025-11-22T02:19:03.254292] [INFO ] [main ] AHH: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:19:03.254323] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_session_pressure'] [2025-11-22T02:19:03.254759] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:03.268569] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:03.269890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:03.270177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:03.271895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:03.272401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:03.272826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:03.273699] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:03.275323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:03.276326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:03.402808] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.92% | Symbol ETA: 1m 34s | Global ETA: 1h 4m 18s [2025-11-22T02:19:03.529728] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -9.62%, Actual: 4.99% [2025-11-22T02:19:03.588315] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.51% [2025-11-22T02:19:03.647950] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 11.5s | Global ETA: 1h 4m 18s [2025-11-22T02:19:03.648872] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:03.648933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:03.649798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:03.652383] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:03.653554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:03.696776] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.16%, Actual: 0.08% [2025-11-22T02:19:03.757312] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 1.90% [2025-11-22T02:19:03.856268] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 20.2s | Global ETA: 1h 4m 18s [2025-11-22T02:19:03.857169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:03.857251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:03.858895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:03.859382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:03.859832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:03.860707] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:03.862324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:03.863351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:03.864567] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 11.99% [2025-11-22T02:19:03.950895] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 3.08%, Actual: 0.37% [2025-11-22T02:19:04.039127] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 28.93% [2025-11-22T02:19:04.039353] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.6995% [2025-11-22T02:19:04.039452] [INFO ] [main ] BW: DISCARDED add_open_vs_close_liquidity_ratio (score: 31.70%) [2025-11-22T02:19:04.039498] [INFO ] [main ] BW: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:19:04.039530] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_open_vs_prev_range_position'] [2025-11-22T02:19:04.039565] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:04.051482] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:04.052976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:04.053039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:04.057966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:04.059843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:04.060327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:04.061079] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:04.063550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:04.066601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:04.120346] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 0.90% [2025-11-22T02:19:04.235018] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 10.9s | Global ETA: 1h 4m 19s [2025-11-22T02:19:04.235916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:19:04.235977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:04.236845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:04.239320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:04.240433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:04.289319] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 2.19% [2025-11-22T02:19:04.428801] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 19.5s | Global ETA: 1h 4m 19s [2025-11-22T02:19:04.429703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:04.429767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:04.431388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:04.431891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:04.432274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:04.433157] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:04.434803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:04.435848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:04.456868] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 0.41% [2025-11-22T02:19:04.652819] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -15.25% | Symbol ETA: 14.3s | Global ETA: 1h 4m 19s [2025-11-22T02:19:04.653730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:04.653792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:04.658569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:04.660387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:04.660900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:04.661313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:04.663703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:04.666506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:04.684915] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.17%, Actual: 0.75% [2025-11-22T02:19:04.818708] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 10.3s | Global ETA: 1h 4m 20s [2025-11-22T02:19:04.855198] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.68% [2025-11-22T02:19:04.987196] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.47%, Actual: 1.03% [2025-11-22T02:19:05.003158] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 18.9s | Global ETA: 1h 4m 20s [2025-11-22T02:19:05.004051] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:05.004113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.005766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.006255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.006638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:05.007549] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:05.009238] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:05.010270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.026496] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 1.47% [2025-11-22T02:19:05.156527] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.69% [2025-11-22T02:19:05.195759] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.92%, Actual: 0.49% [2025-11-22T02:19:05.195959] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 50.4198% [2025-11-22T02:19:05.196011] [INFO ] [main ] GTY: DISCARDED add_close_to_open_alignment (score: 50.42%) [2025-11-22T02:19:05.196069] [INFO ] [main ] GTY: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:19:05.196102] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:19:05.196136] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:05.211098] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:05.212420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:05.212485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:05.217386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.219230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.219729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.220109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:05.221005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.266222] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.71% | Symbol ETA: 13.7s | Global ETA: 1h 4m 20s [2025-11-22T02:19:05.267149] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:05.267232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:05.272208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.274040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.274515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.274930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:05.277369] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:05.280280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.326179] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 2.52% [2025-11-22T02:19:05.497490] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.62% [2025-11-22T02:19:05.580213] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 18.4s | Global ETA: 1h 4m 21s [2025-11-22T02:19:05.581513] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:05.581585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.583288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.583776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.584158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:05.585061] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:05.586700] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:05.587741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.663703] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.11%, Actual: 0.19% [2025-11-22T02:19:05.815183] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 1m 21s | Global ETA: 1h 4m 21s [2025-11-22T02:19:05.816103] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:05.816165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:05.820991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.822717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.823181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.823560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:05.824417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.829435] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.14% [2025-11-22T02:19:05.883198] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.63% | Symbol ETA: 13.1s | Global ETA: 1h 4m 21s [2025-11-22T02:19:05.884095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:05.884157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:05.889070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:05.890832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:05.891300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:05.891703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:05.894033] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:05.896895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:05.996358] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 0.99% [2025-11-22T02:19:06.152283] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.06% | Symbol ETA: 17.8s | Global ETA: 1h 4m 22s [2025-11-22T02:19:06.153174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:06.153237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:06.154879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:06.155351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:06.155787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:06.156638] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:06.158338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:06.159342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:06.163393] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.61% [2025-11-22T02:19:06.331295] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.03% [2025-11-22T02:19:06.416401] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.19% | Symbol ETA: 1m 21s | Global ETA: 1h 4m 22s [2025-11-22T02:19:06.417326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:06.417390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:06.422148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:06.423943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:06.424416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:06.424818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:06.425675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:06.480591] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 12.5s | Global ETA: 1h 4m 22s [2025-11-22T02:19:06.481484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:06.481547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:06.486369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:06.488191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:06.488676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:06.489059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:06.491375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:06.494400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:06.497271] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 0.43% [2025-11-22T02:19:06.497486] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 48.9651% [2025-11-22T02:19:06.497623] [INFO ] [main ] AIZN: KEPT add_open_11_elasticity (score: 48.97%) [2025-11-22T02:19:06.497688] [INFO ] [main ] AIZN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:19:06.497724] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_open_reversal_intensity'] [2025-11-22T02:19:06.497759] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:06.511248] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:06.512561] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:06.512623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:06.513489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:06.515994] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:06.517126] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:06.518506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:06.725057] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.59% | Symbol ETA: 17.2s | Global ETA: 1h 4m 22s [2025-11-22T02:19:06.725938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:06.725999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:06.728052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:06.728520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:06.728925] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:06.729818] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:06.731434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:06.732436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.036945] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.37% | Symbol ETA: 1m 20s | Global ETA: 1h 4m 23s [2025-11-22T02:19:07.037924] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:07.037988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:07.043219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.045073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.045552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.045961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.046834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.078802] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.02% | Symbol ETA: 11.9s | Global ETA: 1h 4m 23s [2025-11-22T02:19:07.079678] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:07.079745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:07.084538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.086306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.086788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.087164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:07.089557] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:07.092383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.109966] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 15.2s | Global ETA: 1h 4m 23s [2025-11-22T02:19:07.110953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:07.111018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.112121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:07.114800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:07.116015] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:07.117424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.300056] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 16.6s | Global ETA: 1h 4m 23s [2025-11-22T02:19:07.300943] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:07.301007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.302663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.303140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.303523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.304396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:07.306059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:07.307047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.638386] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 1m 20s | Global ETA: 1h 4m 24s [2025-11-22T02:19:07.639296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:07.639359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:07.644479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.646806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.647329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.647738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.648607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.685867] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -10.73% | Symbol ETA: 11.3s | Global ETA: 1h 4m 24s [2025-11-22T02:19:07.686741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:07.686805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:07.691539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.693304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.693798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.694175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:07.696517] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:07.699378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.728254] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 14.7s | Global ETA: 1h 4m 24s [2025-11-22T02:19:07.731523] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:07.731594] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.732701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:07.735765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:07.737073] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:07.741935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:07.872829] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 16.1s | Global ETA: 1h 4m 24s [2025-11-22T02:19:07.873723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:07.873785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:07.875500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:07.875996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:07.876375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:07.877263] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:07.878944] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:07.879944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.246040] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.42% | Symbol ETA: 1m 19s | Global ETA: 1h 4m 24s [2025-11-22T02:19:08.246920] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:08.246982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:08.251808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:08.253554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:08.254038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:08.254417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:08.255277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.289922] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -6.38% | Symbol ETA: 10.7s | Global ETA: 1h 4m 24s [2025-11-22T02:19:08.290831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:08.290894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:08.295695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:08.297490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:08.297973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:08.298353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:08.300673] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:08.303491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.329691] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 14.0s | Global ETA: 1h 4m 25s [2025-11-22T02:19:08.330604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:08.330688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:08.331602] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:08.334304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:08.335491] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:08.336863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.446533] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.58% | Symbol ETA: 15.5s | Global ETA: 1h 4m 25s [2025-11-22T02:19:08.447446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:08.447510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:08.449192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:08.449694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:08.450106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:08.451013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:08.452611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:19:08.453584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.846622] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 1m 18s | Global ETA: 1h 4m 25s [2025-11-22T02:19:08.847526] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:08.847605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:08.852381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:08.854134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:08.854606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:08.855008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:08.855862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.885809] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.56% | Symbol ETA: 10.1s | Global ETA: 1h 4m 25s [2025-11-22T02:19:08.886692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:08.886754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:08.891526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:08.893255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:08.893736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:08.894113] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:08.896401] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:08.899264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:08.932096] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 13.4s | Global ETA: 1h 4m 25s [2025-11-22T02:19:08.933016] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:08.933080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:08.934037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:08.936756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:08.937988] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:08.939384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:09.029139] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.98% | Symbol ETA: 14.9s | Global ETA: 1h 4m 25s [2025-11-22T02:19:09.200681] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.38% [2025-11-22T02:19:09.372234] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.34% [2025-11-22T02:19:09.466763] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 1m 18s | Global ETA: 1h 4m 26s [2025-11-22T02:19:09.467694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:09.467771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:09.472623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:09.474411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:09.474934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:09.475401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:09.476478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:09.479739] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -5.68% | Symbol ETA: 9.5s | Global ETA: 1h 4m 26s [2025-11-22T02:19:09.480604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:09.480686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:09.485384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:09.487193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:09.487694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:09.488072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:09.490388] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:09.493168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:09.520527] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.20% | Symbol ETA: 12.8s | Global ETA: 1h 4m 26s [2025-11-22T02:19:09.521478] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:09.521540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:09.522398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:09.524940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:09.526076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:09.527384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:09.545030] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.56% [2025-11-22T02:19:09.751714] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 1.89% [2025-11-22T02:19:09.936449] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.06%, Actual: 0.14% [2025-11-22T02:19:10.080286] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 1m 17s | Global ETA: 1h 4m 27s [2025-11-22T02:19:10.081356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:10.081444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:10.087973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:10.091100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:10.091759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:10.092275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:10.093518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:10.093535] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.11% | Symbol ETA: 8.8s | Global ETA: 1h 4m 27s [2025-11-22T02:19:10.109229] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 12.2s | Global ETA: 1h 4m 27s [2025-11-22T02:19:10.110174] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:10.110240] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:10.111097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:10.113631] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:10.114846] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:10.116170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:10.125206] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.59%, Actual: 1.89% [2025-11-22T02:19:10.331599] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -15.25%, Actual: 19.68% [2025-11-22T02:19:10.358630] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.76% [2025-11-22T02:19:10.593177] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.71%, Actual: 4.03% [2025-11-22T02:19:10.608609] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 1.57% [2025-11-22T02:19:10.845290] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.58%, Actual: 1.46% [2025-11-22T02:19:10.858993] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.63%, Actual: 1.68% [2025-11-22T02:19:10.871701] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 11.7s | Global ETA: 1h 4m 28s [2025-11-22T02:19:10.873026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:10.873109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:10.874368] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:10.878196] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:10.879988] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:10.881902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:10.890857] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 1m 17s | Global ETA: 1h 4m 28s [2025-11-22T02:19:10.892148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:10.892231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:10.899921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:10.902742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:10.903448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:10.904030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:10.905315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:11.042806] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.98%, Actual: 0.32% [2025-11-22T02:19:11.043079] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 45.8770% [2025-11-22T02:19:11.043208] [INFO ] [main ] AHH: DISCARDED add_late_session_pressure (score: 45.88%) [2025-11-22T02:19:11.043280] [INFO ] [main ] AHH: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:19:11.043335] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_micro_gap_fill_velocity'] [2025-11-22T02:19:11.043388] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:11.058836] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:11.060458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:11.060536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:11.062770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:11.063395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:11.063919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:11.065053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:11.067183] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:11.069759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:11.121757] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.22% [2025-11-22T02:19:11.320944] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.02%, Actual: 0.66% [2025-11-22T02:19:11.488363] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -10.73%, Actual: 2.40% [2025-11-22T02:19:11.525883] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 1m 16s | Global ETA: 1h 4m 29s [2025-11-22T02:19:11.539070] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 11.1s | Global ETA: 1h 4m 29s [2025-11-22T02:19:11.540057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:11.540126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:11.541033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:11.543599] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:11.544817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:11.546201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:11.656938] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -6.38%, Actual: 4.99% [2025-11-22T02:19:11.664285] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 19.0s | Global ETA: 1h 4m 29s [2025-11-22T02:19:11.666451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:11.666516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:11.668200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:11.668696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:11.669077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:11.669958] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:11.671553] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:11.673463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:11.696352] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 1.51% [2025-11-22T02:19:11.823125] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.56%, Actual: 0.08% [2025-11-22T02:19:11.862795] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.19%, Actual: 1.90% [2025-11-22T02:19:11.992788] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -5.68%, Actual: 11.99% [2025-11-22T02:19:12.028500] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.37%, Actual: 0.37% [2025-11-22T02:19:12.121201] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 10.4s | Global ETA: 1h 4m 30s [2025-11-22T02:19:12.122096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:12.122158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:12.123040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:12.125470] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:12.126596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:12.127931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:12.168964] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.11%, Actual: 28.93% [2025-11-22T02:19:12.169202] [INFO ] [main ] BW: Magnitude Forecast Confidence: 33.3285% [2025-11-22T02:19:12.169304] [INFO ] [main ] BW: DISCARDED add_open_vs_prev_range_position (score: 33.33%) [2025-11-22T02:19:12.169348] [INFO ] [main ] BW: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:19:12.169381] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_overnight_gap_amplitude'] [2025-11-22T02:19:12.169426] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:12.182793] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:12.184229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:12.184294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:12.189730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:12.191594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:12.192136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:12.192537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:12.195016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:12.195466] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 0.90% [2025-11-22T02:19:12.195683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:12.237962] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 18.2s | Global ETA: 1h 4m 30s [2025-11-22T02:19:12.238856] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:12.238918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:12.240558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:12.241050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:12.241430] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:12.242303] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:12.243924] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:12.245856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:12.363082] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.42%, Actual: 2.19% [2025-11-22T02:19:12.530575] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 0.41% [2025-11-22T02:19:12.697877] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.75% [2025-11-22T02:19:12.699974] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 9.8s | Global ETA: 1h 4m 31s [2025-11-22T02:19:12.800177] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -16.41% | Symbol ETA: 13.7s | Global ETA: 1h 4m 31s [2025-11-22T02:19:12.801069] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:12.801130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:12.805944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:12.807722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:12.808193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:12.808574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:12.810930] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:12.811539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:12.815084] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 17.6s | Global ETA: 1h 4m 31s [2025-11-22T02:19:12.816028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:12.816091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:12.817785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:12.818257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:12.818636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:12.819545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:12.821172] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:12.823151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:12.864845] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.68% [2025-11-22T02:19:12.872213] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 1.03% [2025-11-22T02:19:13.033252] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 1.47% [2025-11-22T02:19:13.045129] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 0.69% [2025-11-22T02:19:13.197548] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.49% [2025-11-22T02:19:13.197746] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 53.1932% [2025-11-22T02:19:13.197832] [INFO ] [main ] GTY: DISCARDED add_composite_volatility_context (score: 53.19%) [2025-11-22T02:19:13.197885] [INFO ] [main ] GTY: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:19:13.198264] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:19:13.198301] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:13.213983] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:13.215318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:13.215381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:13.215873] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 2.52% [2025-11-22T02:19:13.220278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:13.222060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:13.222529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:13.222927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:13.225228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:13.381852] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 0.62% [2025-11-22T02:19:13.397713] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 14.92% | Symbol ETA: 13.0s | Global ETA: 1h 4m 32s [2025-11-22T02:19:13.398355] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 17.0s | Global ETA: 1h 4m 32s [2025-11-22T02:19:13.398582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:13.398676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:13.399257] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:13.399320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:13.400971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:13.401441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:13.401845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:13.402714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:13.403401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:13.404328] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:13.405150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:13.405615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:13.406014] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:13.406300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:13.408346] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:13.408985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:13.547724] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.20%, Actual: 0.19% [2025-11-22T02:19:13.714269] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 1.14% [2025-11-22T02:19:13.815432] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 1m 7s | Global ETA: 1h 4m 32s [2025-11-22T02:19:13.816351] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:13.816412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:13.821177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:13.822913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:13.823379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:13.823784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:13.826079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:13.884163] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.99% [2025-11-22T02:19:13.983980] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.36% | Symbol ETA: 16.5s | Global ETA: 1h 4m 32s [2025-11-22T02:19:13.985416] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:13.985478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:13.987180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:13.987700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:13.988082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:13.988999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:13.990611] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:13.992526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:13.994773] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.38% | Symbol ETA: 12.4s | Global ETA: 1h 4m 32s [2025-11-22T02:19:13.995632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:13.995714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:14.000526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:14.002264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:14.002748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:14.003136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:14.005504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:14.006138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:14.053516] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.61% [2025-11-22T02:19:14.228331] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.03% [2025-11-22T02:19:14.396446] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.43% [2025-11-22T02:19:14.396638] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 38.9893% [2025-11-22T02:19:14.396710] [INFO ] [main ] AIZN: DISCARDED add_open_reversal_intensity (score: 38.99%) [2025-11-22T02:19:14.396750] [INFO ] [main ] AIZN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:19:14.396781] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:19:14.396816] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:14.409075] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:14.410354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:14.410417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:14.411295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:14.413810] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:14.414969] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:14.414948] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 1m 6s | Global ETA: 1h 4m 33s [2025-11-22T02:19:14.415831] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:14.415920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:14.416504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:14.420714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:14.422409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:14.422898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:14.423278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:14.425595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:14.572795] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 15.9s | Global ETA: 1h 4m 33s [2025-11-22T02:19:14.573803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:14.573869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:14.575585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:14.576131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:14.576526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:14.577481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:14.579201] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:14.581292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:14.589180] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 11.7s | Global ETA: 1h 4m 33s [2025-11-22T02:19:14.590087] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:14.590149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:14.594991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:14.596915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:14.597424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:14.597850] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:14.600202] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:14.600843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:14.983877] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 14.4s | Global ETA: 1h 4m 34s [2025-11-22T02:19:14.984766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:14.984828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:14.985784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:14.988288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:14.989420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:14.990927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.012101] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 3.05% | Symbol ETA: 1m 6s | Global ETA: 1h 4m 34s [2025-11-22T02:19:15.013791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:15.013857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:15.018750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.020590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.021098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.021488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:15.023831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.178981] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 11.1s | Global ETA: 1h 4m 34s [2025-11-22T02:19:15.179962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:15.180028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:15.185239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.187143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.187721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.187793] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 15.3s | Global ETA: 1h 4m 34s [2025-11-22T02:19:15.188126] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:15.188711] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:15.188789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.190413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.190554] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:15.190910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.191215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.191290] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:15.192511] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:15.194150] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:15.196119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.560381] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 13.8s | Global ETA: 1h 4m 34s [2025-11-22T02:19:15.561302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:15.561366] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:15.562221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:15.564689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:15.565815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:15.567310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.630571] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.16% | Symbol ETA: 1m 5s | Global ETA: 1h 4m 35s [2025-11-22T02:19:15.631472] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:15.631533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:15.636374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.638221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.638718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.639124] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:15.641427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.773516] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 14.7s | Global ETA: 1h 4m 35s [2025-11-22T02:19:15.774408] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:15.774470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.776159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.776629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.777138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:15.778058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:15.779687] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:15.781638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:15.792438] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -2.75% | Symbol ETA: 10.5s | Global ETA: 1h 4m 35s [2025-11-22T02:19:15.793332] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:15.793394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:15.798192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:15.799963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:15.800421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:15.800822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:15.803201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:15.803830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.153057] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.40% | Symbol ETA: 13.3s | Global ETA: 1h 4m 35s [2025-11-22T02:19:16.154002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:16.154066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:16.154941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:16.157575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:16.158809] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:16.160390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.237669] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 1m 4s | Global ETA: 1h 4m 35s [2025-11-22T02:19:16.238536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:16.238598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:16.243317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:16.245075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:16.245543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:16.245968] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:16.248277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.366705] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.70% | Symbol ETA: 14.1s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.367720] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:16.367785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:16.369452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:16.369977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:16.370359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:16.371232] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:16.372882] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:19:16.374866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.390953] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.75% | Symbol ETA: 9.9s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.391840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:16.391904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:16.396625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:16.398409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:16.398890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:16.399273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:16.401583] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:16.402226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.732026] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 12.7s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.732909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:16.732971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:16.733793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:16.736216] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:16.737384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:16.738906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.829267] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 1m 4s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.830170] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:16.830231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:16.835049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:16.837523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:16.838059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:16.838628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:16.843449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:16.967661] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 13.5s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.988424] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.66% | Symbol ETA: 9.3s | Global ETA: 1h 4m 36s [2025-11-22T02:19:16.989304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:16.989366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:16.997068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:16.998830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:16.999291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:16.999693] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:17.001987] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:17.002602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:17.137854] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 1.38% [2025-11-22T02:19:17.305077] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.34% [2025-11-22T02:19:17.308298] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.06% | Symbol ETA: 12.1s | Global ETA: 1h 4m 37s [2025-11-22T02:19:17.309216] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:17.309278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:17.310100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:17.312534] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:17.313770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:17.315601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:17.470851] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 0.56% [2025-11-22T02:19:17.475665] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.88% | Symbol ETA: 1m 3s | Global ETA: 1h 4m 37s [2025-11-22T02:19:17.476535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:17.476598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:17.481438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:17.483223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:17.483719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:17.484104] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:17.486424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:17.572991] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 8.7s | Global ETA: 1h 4m 37s [2025-11-22T02:19:17.573880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:17.573942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:17.578758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:17.580530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:17.581009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:17.581390] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:17.583710] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:17.584319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:17.658277] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 1.89% [2025-11-22T02:19:17.824507] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.36%, Actual: 0.14% [2025-11-22T02:19:17.884733] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 11.5s | Global ETA: 1h 4m 38s [2025-11-22T02:19:17.885627] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:17.885708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:17.886518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:17.889056] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:17.890223] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:17.891718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:17.991058] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.79%, Actual: 1.89% [2025-11-22T02:19:18.111006] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 1m 3s | Global ETA: 1h 4m 38s [2025-11-22T02:19:18.112182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:18.112252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:18.117793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:18.119815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:18.120334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:18.120759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:18.123139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:18.156930] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.76% [2025-11-22T02:19:18.164270] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 8.1s | Global ETA: 1h 4m 38s [2025-11-22T02:19:18.323011] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 1.57% [2025-11-22T02:19:18.335917] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -16.41%, Actual: 19.68% [2025-11-22T02:19:18.464969] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 11.0s | Global ETA: 1h 4m 38s [2025-11-22T02:19:18.465911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:18.465978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:18.466860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:18.469457] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:18.470682] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:18.472267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:18.489838] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.46% [2025-11-22T02:19:18.503762] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 14.92%, Actual: 4.03% [2025-11-22T02:19:18.659381] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.32% [2025-11-22T02:19:18.659586] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 44.8773% [2025-11-22T02:19:18.659688] [INFO ] [main ] AHH: DISCARDED add_micro_gap_fill_velocity (score: 44.88%) [2025-11-22T02:19:18.659753] [INFO ] [main ] AHH: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:19:18.659786] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:19:18.659820] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:18.672926] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:18.673920] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.38%, Actual: 1.68% [2025-11-22T02:19:18.674360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:18.674423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:18.676109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:18.676591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:18.677006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:18.677930] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:18.679581] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:18.680257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:18.740959] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.71% | Symbol ETA: 1m 2s | Global ETA: 1h 4m 39s [2025-11-22T02:19:18.742007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:18.742075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:18.748279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:18.750354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:18.750894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:18.751298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:18.753751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:18.841724] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 0.22% [2025-11-22T02:19:19.013281] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.66% [2025-11-22T02:19:19.053526] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 10.4s | Global ETA: 1h 4m 39s [2025-11-22T02:19:19.054507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:19.054571] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:19.055474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:19.058100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:19.059313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:19.060883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:19.182811] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -2.75%, Actual: 2.40% [2025-11-22T02:19:19.249034] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 17.4s | Global ETA: 1h 4m 40s [2025-11-22T02:19:19.249910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:19.249972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:19.251581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:19.252080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:19.252457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:19.253340] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:19.254986] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:19.255686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:19.349704] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.75%, Actual: 4.99% [2025-11-22T02:19:19.363806] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 1m 1s | Global ETA: 1h 4m 40s [2025-11-22T02:19:19.519734] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.66%, Actual: 0.08% [2025-11-22T02:19:19.541044] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 1.51% [2025-11-22T02:19:19.638501] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 9.8s | Global ETA: 1h 4m 40s [2025-11-22T02:19:19.639446] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:19.639510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:19.640389] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:19.643000] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:19.644204] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:19.645788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:19.688418] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 11.99% [2025-11-22T02:19:19.714444] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 1.90% [2025-11-22T02:19:19.824173] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 16.8s | Global ETA: 1h 4m 40s [2025-11-22T02:19:19.825080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:19.825143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:19.826785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:19.827639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:19.828072] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:19.828968] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:19.830602] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:19.831281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:19.859759] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 28.93% [2025-11-22T02:19:19.859980] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.4086% [2025-11-22T02:19:19.860066] [INFO ] [main ] BW: DISCARDED add_overnight_gap_amplitude (score: 30.41%) [2025-11-22T02:19:19.860109] [INFO ] [main ] BW: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:19:19.860141] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_overnight_gap_mag'] [2025-11-22T02:19:19.860177] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:19.872004] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:19.873393] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:19.873456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:19.878340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:19.880211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:19.880699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:19.881116] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:19.883479] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:19.884181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:19.889565] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 3.05%, Actual: 0.37% [2025-11-22T02:19:20.064856] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.16%, Actual: 0.90% [2025-11-22T02:19:20.227252] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 9.2s | Global ETA: 1h 4m 41s [2025-11-22T02:19:20.242557] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.14%, Actual: 2.19% [2025-11-22T02:19:20.399050] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 1.03% [2025-11-22T02:19:20.403357] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 16.2s | Global ETA: 1h 4m 41s [2025-11-22T02:19:20.404241] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:20.404304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:20.405947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:20.406443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:20.406840] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:20.407747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:20.409373] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:20.410058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:20.410527] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.41% [2025-11-22T02:19:20.469129] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.49% | Symbol ETA: 12.5s | Global ETA: 1h 4m 41s [2025-11-22T02:19:20.470030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:20.470093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:20.474814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:20.476557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:20.477053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:20.477469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:20.479833] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:20.480507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:20.570953] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.91%, Actual: 0.69% [2025-11-22T02:19:20.577932] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.88%, Actual: 0.75% [2025-11-22T02:19:20.739177] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.40%, Actual: 2.52% [2025-11-22T02:19:20.745775] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.68% [2025-11-22T02:19:20.907136] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.62% [2025-11-22T02:19:20.913443] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.71%, Actual: 1.47% [2025-11-22T02:19:20.978733] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.06% | Symbol ETA: 15.6s | Global ETA: 1h 4m 42s [2025-11-22T02:19:20.979661] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:20.979723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:20.981347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:20.981838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:20.982218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:20.983104] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:20.984726] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:20.985384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:21.063970] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 18.64% | Symbol ETA: 11.9s | Global ETA: 1h 4m 42s [2025-11-22T02:19:21.064912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:21.064992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:21.069818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:21.071572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:21.072056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:21.072499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:21.073776] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.06%, Actual: 0.19% [2025-11-22T02:19:21.074848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:21.075521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:21.092844] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.49% [2025-11-22T02:19:21.093062] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 53.5835% [2025-11-22T02:19:21.093149] [INFO ] [main ] GTY: DISCARDED add_day_shape_ratios (score: 53.58%) [2025-11-22T02:19:21.093193] [INFO ] [main ] GTY: Testing feature 8/53: add_directional_consistency [2025-11-22T02:19:21.093225] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T02:19:21.093261] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:21.108753] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:21.110141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:21.110208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:21.116049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:21.118007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:21.118508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:21.118949] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:21.245600] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.14% [2025-11-22T02:19:21.254238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:21.417341] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.99% [2025-11-22T02:19:21.550674] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.23% | Symbol ETA: 15.1s | Global ETA: 1h 4m 43s [2025-11-22T02:19:21.551588] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:21.551669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:21.553313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:21.553803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:21.554217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:21.555139] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:21.556781] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:21.557481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:21.585135] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.61% [2025-11-22T02:19:21.651437] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -17.08% | Symbol ETA: 11.3s | Global ETA: 1h 4m 43s [2025-11-22T02:19:21.652354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:21.655468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:21.660356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:21.662133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:21.662596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:21.663012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:21.665283] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:21.665975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:21.753494] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.03% [2025-11-22T02:19:21.877243] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 57.7s | Global ETA: 1h 4m 43s [2025-11-22T02:19:21.878237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:21.878304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:21.883464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:21.885423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:21.885956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:21.886389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:21.928725] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.43% [2025-11-22T02:19:21.928937] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 34.8225% [2025-11-22T02:19:21.929033] [INFO ] [main ] AIZN: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.82%) [2025-11-22T02:19:21.929077] [INFO ] [main ] AIZN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:19:21.929111] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_open_vs_prev_range_position'] [2025-11-22T02:19:21.929148] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:21.941720] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:21.943079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:21.943155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:21.944094] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:21.946821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:21.948058] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:21.951047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.014417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.127952] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.29% | Symbol ETA: 14.5s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.128857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:22.128921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:22.130534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:22.131038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:22.131441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:22.132321] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:22.133958] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:22.134619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.239967] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.60% | Symbol ETA: 10.7s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.240863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:22.240925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:22.245669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:22.247408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:22.247887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:22.248281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:22.250549] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:22.251238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.535504] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 13.5s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.536470] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:22.536922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:22.537879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:22.540532] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:22.541844] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:22.545106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.598887] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.72% | Symbol ETA: 56.7s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.599899] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:22.599963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:22.604952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:22.606842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:22.607353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:22.607760] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:22.702294] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 13.9s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.703193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:22.703255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:22.704932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:22.705438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:22.705841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:22.706720] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:22.708379] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:22.709079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.742296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:22.831823] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 10.1s | Global ETA: 1h 4m 44s [2025-11-22T02:19:22.832712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:22.832774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:22.837637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:22.839439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:22.839922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:22.840298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:22.842568] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:22.843289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.159014] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 13.0s | Global ETA: 1h 4m 45s [2025-11-22T02:19:23.160034] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:23.160099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:23.161037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:23.163712] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:23.164932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:23.168585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.271690] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 13.3s | Global ETA: 1h 4m 45s [2025-11-22T02:19:23.272542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:23.272605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:23.274246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:23.274740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:23.275118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:23.275985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:23.277662] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:23.278693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.336076] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.85% | Symbol ETA: 56.0s | Global ETA: 1h 4m 45s [2025-11-22T02:19:23.336962] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:23.337024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:23.341810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:23.343527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:23.344012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:23.344389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:23.415569] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 9.5s | Global ETA: 1h 4m 45s [2025-11-22T02:19:23.416477] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:23.416548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:23.421228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:23.422969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:23.423427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:23.423823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:23.426086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:23.426775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.468566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.776864] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 12.4s | Global ETA: 1h 4m 46s [2025-11-22T02:19:23.777816] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:23.777878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:23.778713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:23.781201] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:23.782329] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:23.785104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.841093] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 12.8s | Global ETA: 1h 4m 46s [2025-11-22T02:19:23.841983] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:23.842046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:23.843750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:23.844219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:23.844595] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:23.845496] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:23.847128] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:19:23.847834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:23.997765] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -6.01% | Symbol ETA: 8.9s | Global ETA: 1h 4m 46s [2025-11-22T02:19:23.998626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:23.998757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:24.003434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:24.005167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:24.005625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:24.006024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:24.008337] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:24.009034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:24.048060] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 55.2s | Global ETA: 1h 4m 46s [2025-11-22T02:19:24.048946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:24.049008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:24.053747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:24.055458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:24.055943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:24.056321] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:24.178961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:24.348741] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 11.7s | Global ETA: 1h 4m 47s [2025-11-22T02:19:24.349616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:24.349698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:24.350511] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:24.352964] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:24.354103] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:24.356887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:24.407268] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 12.2s | Global ETA: 1h 4m 47s [2025-11-22T02:19:24.574685] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 1.38% [2025-11-22T02:19:24.579536] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.32% | Symbol ETA: 8.3s | Global ETA: 1h 4m 47s [2025-11-22T02:19:24.580381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:24.580442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:24.585180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:24.586885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:24.587360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:24.587762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:24.590132] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:24.590815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:24.747049] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.34% [2025-11-22T02:19:24.755167] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 54.4s | Global ETA: 1h 4m 47s [2025-11-22T02:19:24.756072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:24.756138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:24.760889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:24.762593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:24.763081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:24.763471] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:24.886334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:24.915558] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 0.56% [2025-11-22T02:19:24.926751] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.53% | Symbol ETA: 11.1s | Global ETA: 1h 4m 47s [2025-11-22T02:19:24.927696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:24.927758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:24.928565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:24.931008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:24.932130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:24.934916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:25.084596] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.06%, Actual: 1.89% [2025-11-22T02:19:25.154256] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.97% | Symbol ETA: 7.7s | Global ETA: 1h 4m 48s [2025-11-22T02:19:25.155143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:25.155204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:25.159904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:25.161586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:25.162063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:25.162440] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:25.164752] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:25.168700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:25.251444] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.23%, Actual: 0.14% [2025-11-22T02:19:25.419829] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 1.89% [2025-11-22T02:19:25.462247] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 53.7s | Global ETA: 1h 4m 48s [2025-11-22T02:19:25.463150] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:25.463216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:25.467961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:25.469723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:25.470191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:25.470570] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:25.496007] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 10.5s | Global ETA: 1h 4m 48s [2025-11-22T02:19:25.496889] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:25.496951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:25.497793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:25.500242] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:25.501368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:25.504155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:25.589177] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 0.76% [2025-11-22T02:19:25.592888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:25.726347] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -2.23% | Symbol ETA: 7.1s | Global ETA: 1h 4m 48s [2025-11-22T02:19:25.758159] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.61%, Actual: 1.57% [2025-11-22T02:19:25.891020] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.49%, Actual: 19.68% [2025-11-22T02:19:25.924638] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 1.46% [2025-11-22T02:19:26.054282] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 18.64%, Actual: 4.03% [2025-11-22T02:19:26.066255] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.27% | Symbol ETA: 9.9s | Global ETA: 1h 4m 49s [2025-11-22T02:19:26.067157] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:26.067244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:26.068116] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:26.070554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:26.071698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:26.074478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:26.089263] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 0.32% [2025-11-22T02:19:26.089491] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.2516% [2025-11-22T02:19:26.089580] [INFO ] [main ] AHH: DISCARDED add_morning_followthrough_mag_T0 (score: 46.25%) [2025-11-22T02:19:26.089626] [INFO ] [main ] AHH: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:19:26.089680] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_morning_range_expansion'] [2025-11-22T02:19:26.089717] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:26.102336] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:26.103689] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:26.103754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:26.105463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:26.106018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:26.106410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:26.107358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:26.109121] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:26.113358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:26.170467] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.55% | Symbol ETA: 52.9s | Global ETA: 1h 4m 49s [2025-11-22T02:19:26.171354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:26.171416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:26.176168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:26.177909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:26.178379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:26.178775] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:26.217683] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -17.08%, Actual: 1.68% [2025-11-22T02:19:26.300577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:26.380531] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.60%, Actual: 0.22% [2025-11-22T02:19:26.599989] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.66% [2025-11-22T02:19:26.638083] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 9.3s | Global ETA: 1h 4m 50s [2025-11-22T02:19:26.638991] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:26.639054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:26.639880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:26.642291] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:26.643414] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:26.646511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:26.694979] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 16.3s | Global ETA: 1h 4m 50s [2025-11-22T02:19:26.696060] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:26.696136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:26.697849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:26.698324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:26.698728] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:26.699583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:26.701233] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:26.705336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:26.766505] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.40% [2025-11-22T02:19:26.875426] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 52.2s | Global ETA: 1h 4m 50s [2025-11-22T02:19:26.876318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:26.876380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:26.881077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:26.882786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:26.883250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:26.883629] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:26.933186] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -6.01%, Actual: 4.99% [2025-11-22T02:19:27.004517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.098079] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.32%, Actual: 0.08% [2025-11-22T02:19:27.210380] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 8.7s | Global ETA: 1h 4m 50s [2025-11-22T02:19:27.211295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:27.211357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:27.212198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:27.214700] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:27.215823] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:27.218572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.262866] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.97%, Actual: 11.99% [2025-11-22T02:19:27.276675] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 15.7s | Global ETA: 1h 4m 51s [2025-11-22T02:19:27.277572] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:27.277692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:27.279331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:27.279835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:27.280235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:27.281128] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:27.282799] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:27.286982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.427846] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -2.23%, Actual: 28.93% [2025-11-22T02:19:27.428041] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.8389% [2025-11-22T02:19:27.428120] [INFO ] [main ] BW: DISCARDED add_overnight_gap_mag (score: 30.84%) [2025-11-22T02:19:27.428159] [INFO ] [main ] BW: Testing feature 29/53: add_pct_change [2025-11-22T02:19:27.428191] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_pct_change'] [2025-11-22T02:19:27.428225] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:27.439481] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:27.440731] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:27.440794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:27.445497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:27.447285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:27.447768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:27.448146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:27.450446] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:27.452396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.577980] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.03% | Symbol ETA: 51.5s | Global ETA: 1h 4m 51s [2025-11-22T02:19:27.579236] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:27.579308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:27.584008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:27.585738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:27.586203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:27.586577] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:19:27.707094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.785877] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 8.1s | Global ETA: 1h 4m 51s [2025-11-22T02:19:27.860633] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 15.1s | Global ETA: 1h 4m 51s [2025-11-22T02:19:27.861551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:27.861617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:27.863307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:27.863816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:27.864210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:27.865508] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:27.867236] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:27.871538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:27.953622] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 1.03% [2025-11-22T02:19:28.031891] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.50% | Symbol ETA: 11.8s | Global ETA: 1h 4m 52s [2025-11-22T02:19:28.032777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:28.032840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:28.037548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:28.039289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:28.039768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:28.040148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:28.042442] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:28.044394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:28.120721] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.69% [2025-11-22T02:19:28.279770] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 50.8s | Global ETA: 1h 4m 52s [2025-11-22T02:19:28.287989] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 2.52% [2025-11-22T02:19:28.440483] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.68% | Symbol ETA: 14.5s | Global ETA: 1h 4m 52s [2025-11-22T02:19:28.441367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:28.441430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:28.443083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:28.443556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:28.443954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:28.444709] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 1.51% [2025-11-22T02:19:28.444821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:28.446418] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:28.450616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:28.454745] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.62% [2025-11-22T02:19:28.608073] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.72%, Actual: 1.90% [2025-11-22T02:19:28.622528] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.53%, Actual: 0.19% [2025-11-22T02:19:28.630788] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.36% | Symbol ETA: 11.2s | Global ETA: 1h 4m 52s [2025-11-22T02:19:28.631683] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:28.631745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:28.636400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:28.638150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:28.638610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:28.639008] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:28.641283] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:28.643237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:28.773320] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.85%, Actual: 0.37% [2025-11-22T02:19:28.786734] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 1.14% [2025-11-22T02:19:28.940660] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 0.90% [2025-11-22T02:19:28.950079] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.27%, Actual: 0.99% [2025-11-22T02:19:29.018790] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 13.9s | Global ETA: 1h 4m 53s [2025-11-22T02:19:29.019728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:29.019794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:29.021473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:29.022000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:29.022396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:29.023291] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:29.024962] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:29.029297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:29.108744] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 2.19% [2025-11-22T02:19:29.113201] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.61% [2025-11-22T02:19:29.232011] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -20.96% | Symbol ETA: 10.7s | Global ETA: 1h 4m 53s [2025-11-22T02:19:29.232947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:29.233013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:29.237822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:29.239564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:29.240055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:29.240444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:29.242850] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:29.244844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:29.274920] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 0.41% [2025-11-22T02:19:29.275792] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.32%, Actual: 0.03% [2025-11-22T02:19:29.438907] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.90%, Actual: 0.43% [2025-11-22T02:19:29.439055] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 40.9470% [2025-11-22T02:19:29.439145] [INFO ] [main ] AIZN: DISCARDED add_open_vs_prev_range_position (score: 40.95%) [2025-11-22T02:19:29.439194] [INFO ] [main ] AIZN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:19:29.439232] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_overnight_gap_amplitude'] [2025-11-22T02:19:29.439273] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:29.443981] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.55%, Actual: 0.75% [2025-11-22T02:19:29.451315] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:29.452529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:29.452591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:29.453444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:29.455931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:29.457055] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:29.457707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:29.595596] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.73% | Symbol ETA: 13.3s | Global ETA: 1h 4m 54s [2025-11-22T02:19:29.596511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:29.596575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:29.598241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:29.598746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:29.599147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:29.600011] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:29.601679] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:29.605872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:29.616607] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.68% [2025-11-22T02:19:29.782124] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 1.47% [2025-11-22T02:19:29.838735] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.80% | Symbol ETA: 10.1s | Global ETA: 1h 4m 54s [2025-11-22T02:19:29.839599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:29.839686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:29.844398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:29.846112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:29.846600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:29.847005] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:29.849314] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:29.852795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:29.947683] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.83%, Actual: 0.49% [2025-11-22T02:19:29.947891] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 49.3336% [2025-11-22T02:19:29.947973] [INFO ] [main ] GTY: DISCARDED add_directional_consistency (score: 49.33%) [2025-11-22T02:19:29.948015] [INFO ] [main ] GTY: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:19:29.948046] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T02:19:29.948080] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:29.962685] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:29.963989] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:29.964052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:29.968848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:29.970613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:29.971102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:29.971490] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:29.973064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.013116] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 12.6s | Global ETA: 1h 4m 54s [2025-11-22T02:19:30.014012] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:30.014074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:30.014904] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:30.017354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:30.018523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:30.019144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.174164] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.24% | Symbol ETA: 12.7s | Global ETA: 1h 4m 55s [2025-11-22T02:19:30.175079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:30.175144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:30.176856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:30.177426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:30.177876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:30.178767] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:30.180460] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:30.184726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.435485] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -8.18% | Symbol ETA: 9.5s | Global ETA: 1h 4m 55s [2025-11-22T02:19:30.436385] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:30.436446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:30.441195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:30.442915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:30.443379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:30.443782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:30.446081] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:30.448049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.559460] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 54.1s | Global ETA: 1h 4m 55s [2025-11-22T02:19:30.560367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:30.560429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:30.565182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:30.566909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:30.567405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:30.567807] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:30.569386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.574186] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.63% | Symbol ETA: 12.0s | Global ETA: 1h 4m 55s [2025-11-22T02:19:30.575075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:30.575136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:30.575966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:30.578426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:30.579564] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:30.580180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:30.752219] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.48% | Symbol ETA: 12.1s | Global ETA: 1h 4m 55s [2025-11-22T02:19:30.753131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:30.753194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:30.754843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:30.755337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:30.755765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:30.756612] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:30.758259] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:30.762411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.036972] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 2.04% | Symbol ETA: 8.9s | Global ETA: 1h 4m 56s [2025-11-22T02:19:31.037933] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:31.037997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:31.042965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:31.044843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:31.045325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:31.045756] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:31.048192] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:31.050231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.135653] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 11.4s | Global ETA: 1h 4m 56s [2025-11-22T02:19:31.136522] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:31.136584] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:31.137769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:31.140206] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:31.141323] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:31.141941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.154557] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 53.5s | Global ETA: 1h 4m 56s [2025-11-22T02:19:31.155478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:31.155541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:31.160489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:31.162436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:31.162970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:31.163372] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:31.165092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.326818] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 11.5s | Global ETA: 1h 4m 56s [2025-11-22T02:19:31.327738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:31.327800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:31.329436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:31.329993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:31.330423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:31.331378] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:31.333065] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:19:31.337316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.633339] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -1.86% | Symbol ETA: 8.3s | Global ETA: 1h 4m 57s [2025-11-22T02:19:31.634257] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:31.634320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:31.639158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:31.640919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:31.641394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:31.641803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:31.644162] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:31.646146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.696979] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 10.9s | Global ETA: 1h 4m 57s [2025-11-22T02:19:31.697885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:31.698290] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:31.699125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:31.701563] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:31.702704] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:31.703301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.754069] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.62% | Symbol ETA: 52.9s | Global ETA: 1h 4m 57s [2025-11-22T02:19:31.755065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:31.755133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:31.760506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:31.762730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:31.763243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:31.763678] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:31.765381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:31.964766] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 11.0s | Global ETA: 1h 4m 57s [2025-11-22T02:19:32.132164] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 1.38% [2025-11-22T02:19:32.234058] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 7.7s | Global ETA: 1h 4m 57s [2025-11-22T02:19:32.234955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:32.235016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:32.239815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:32.241604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:32.242153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:32.242546] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:32.244893] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:32.246866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:32.261769] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.60% | Symbol ETA: 10.3s | Global ETA: 1h 4m 57s [2025-11-22T02:19:32.262937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:32.263015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:32.263948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:32.266498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:32.267736] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:32.268371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:32.299594] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.34% [2025-11-22T02:19:32.379056] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 52.3s | Global ETA: 1h 4m 58s [2025-11-22T02:19:32.380010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:32.380074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:32.385262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:32.387047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:32.387583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:32.387994] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:32.389669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:32.476211] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.56% [2025-11-22T02:19:32.654394] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.89% [2025-11-22T02:19:32.826816] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -1.30% | Symbol ETA: 7.1s | Global ETA: 1h 4m 58s [2025-11-22T02:19:32.827731] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:32.827793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:32.832523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:32.834286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:32.834760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:32.834917] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.14% [2025-11-22T02:19:32.835132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:32.837543] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:32.839558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:32.843357] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 9.8s | Global ETA: 1h 4m 58s [2025-11-22T02:19:32.844253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:32.844321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:32.845152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:32.847684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:32.848915] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:32.849741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:32.975404] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 51.7s | Global ETA: 1h 4m 58s [2025-11-22T02:19:32.976294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:32.976355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:32.981058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:32.982783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:32.983251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:32.983628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:32.985184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:33.004410] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.73%, Actual: 1.89% [2025-11-22T02:19:33.170918] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.76% [2025-11-22T02:19:33.336691] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.48%, Actual: 1.57% [2025-11-22T02:19:33.418718] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 3.72% | Symbol ETA: 6.5s | Global ETA: 1h 4m 59s [2025-11-22T02:19:33.421065] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 9.2s | Global ETA: 1h 4m 59s [2025-11-22T02:19:33.422030] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:33.422092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:33.422927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:33.425347] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:33.426464] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:33.427082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:33.502017] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 1.46% [2025-11-22T02:19:33.566756] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 51.1s | Global ETA: 1h 4m 59s [2025-11-22T02:19:33.567701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:33.567764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:33.572612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:33.574381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:33.574868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:33.575248] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:33.576822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:33.586773] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.50%, Actual: 19.68% [2025-11-22T02:19:33.668006] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.24%, Actual: 0.32% [2025-11-22T02:19:33.668228] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 42.4278% [2025-11-22T02:19:33.668327] [INFO ] [main ] AHH: DISCARDED add_morning_range_expansion (score: 42.43%) [2025-11-22T02:19:33.668370] [INFO ] [main ] AHH: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:19:33.668401] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_11_elasticity'] [2025-11-22T02:19:33.668435] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:33.680969] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:33.682426] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:33.682491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:33.684183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:33.684715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:33.685103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:33.685989] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:33.687618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:33.688758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:33.754452] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.36%, Actual: 4.03% [2025-11-22T02:19:33.924813] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -20.96%, Actual: 1.68% [2025-11-22T02:19:33.994934] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 8.6s | Global ETA: 1h 4m 60s [2025-11-22T02:19:33.995854] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:33.995917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:33.996768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:33.999288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:34.000437] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:34.001063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.098560] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 0.22% [2025-11-22T02:19:34.161572] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.58% | Symbol ETA: 50.5s | Global ETA: 1h 5m 0s [2025-11-22T02:19:34.162478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:34.162548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:34.167615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:34.169465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:34.169966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:34.170376] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:34.171983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.265738] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 15.6s | Global ETA: 1h 5m 0s [2025-11-22T02:19:34.266667] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:34.266732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:34.268433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:34.268994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:34.269407] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:34.270374] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:34.270533] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -8.18%, Actual: 0.66% [2025-11-22T02:19:34.272100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:34.273287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.436472] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 2.04%, Actual: 2.40% [2025-11-22T02:19:34.577902] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 8.1s | Global ETA: 1h 5m 1s [2025-11-22T02:19:34.578836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:34.578900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:34.579755] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:34.582259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:34.583413] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:19:34.584052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.603715] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -1.86%, Actual: 4.99% [2025-11-22T02:19:34.758231] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 49.9s | Global ETA: 1h 5m 1s [2025-11-22T02:19:34.759105] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:34.759167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:34.763977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:34.765725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:34.766191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:34.766570] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:34.768163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.776549] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 0.08% [2025-11-22T02:19:34.870221] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 15.1s | Global ETA: 1h 5m 1s [2025-11-22T02:19:34.871112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:34.871175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:34.872820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:34.873306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:34.873749] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:34.874593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:34.876235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:34.877364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:34.944844] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -1.30%, Actual: 11.99% [2025-11-22T02:19:35.114755] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 3.72%, Actual: 28.93% [2025-11-22T02:19:35.114974] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.8381% [2025-11-22T02:19:35.115055] [INFO ] [main ] BW: DISCARDED add_pct_change (score: 30.84%) [2025-11-22T02:19:35.118579] [INFO ] [main ] BW: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:19:35.118621] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_preclose_acceleration_mag'] [2025-11-22T02:19:35.118674] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:35.131612] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:35.132894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:35.132958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:35.137805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:35.139592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:35.140071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:35.140450] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:35.142767] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:35.143799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:35.149352] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 7.5s | Global ETA: 1h 5m 1s [2025-11-22T02:19:35.317677] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 1.03% [2025-11-22T02:19:35.355951] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.18% | Symbol ETA: 49.3s | Global ETA: 1h 5m 2s [2025-11-22T02:19:35.356837] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:35.356899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:35.361679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:35.363395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:35.363883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:35.364267] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:35.365873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:35.442436] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 14.4s | Global ETA: 1h 5m 2s [2025-11-22T02:19:35.443341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:35.443418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:35.445079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:35.445565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:35.445972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:35.446842] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:35.448450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:35.449549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:35.483895] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.63%, Actual: 0.69% [2025-11-22T02:19:35.650399] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 2.52% [2025-11-22T02:19:35.729130] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.91% | Symbol ETA: 11.5s | Global ETA: 1h 5m 2s [2025-11-22T02:19:35.730067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:35.730130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:35.735007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:35.736840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:35.737362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:35.737780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:35.740303] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:35.741324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:35.816290] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.62% [2025-11-22T02:19:35.949915] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 48.7s | Global ETA: 1h 5m 3s [2025-11-22T02:19:36.031422] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 13.9s | Global ETA: 1h 5m 3s [2025-11-22T02:19:36.032316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:36.032378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:36.034006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:36.034482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:36.034883] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:36.035746] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:36.037359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:36.038444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:36.039238] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 0.19% [2025-11-22T02:19:36.126845] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 1.51% [2025-11-22T02:19:36.204059] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.14% [2025-11-22T02:19:36.300960] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 1.90% [2025-11-22T02:19:36.329925] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 19.77% | Symbol ETA: 10.9s | Global ETA: 1h 5m 3s [2025-11-22T02:19:36.330820] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:36.330882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:36.335609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:36.337364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:36.337876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:36.338265] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:36.340548] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:36.341541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:36.367341] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.99% [2025-11-22T02:19:36.480582] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.62%, Actual: 0.37% [2025-11-22T02:19:36.530438] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.61% [2025-11-22T02:19:36.594773] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 13.2s | Global ETA: 1h 5m 3s [2025-11-22T02:19:36.595637] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:36.595719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:36.597355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:36.597859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:36.598244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:36.599113] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:36.600730] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:36.601841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:36.649867] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 0.90% [2025-11-22T02:19:36.694223] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.03% [2025-11-22T02:19:36.816930] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.07%, Actual: 2.19% [2025-11-22T02:19:36.859330] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.24%, Actual: 0.43% [2025-11-22T02:19:36.859477] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 34.8144% [2025-11-22T02:19:36.859555] [INFO ] [main ] AIZN: DISCARDED add_overnight_gap_amplitude (score: 34.81%) [2025-11-22T02:19:36.859595] [INFO ] [main ] AIZN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:19:36.859627] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_overnight_gap_mag'] [2025-11-22T02:19:36.860005] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:36.873437] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:36.874960] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:36.875022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:36.875924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:36.878571] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:36.879763] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:36.880422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:36.926579] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.26% | Symbol ETA: 10.3s | Global ETA: 1h 5m 4s [2025-11-22T02:19:36.927528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:36.927591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:36.932329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:36.934078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:36.934541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:36.934941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:36.937262] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:36.938312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:36.983326] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.41% [2025-11-22T02:19:37.151509] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.58%, Actual: 0.75% [2025-11-22T02:19:37.158275] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 12.7s | Global ETA: 1h 5m 4s [2025-11-22T02:19:37.159167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:37.159229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:37.160940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:37.161413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:37.161819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:37.162681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:37.164270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:37.165353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:37.317584] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.68% [2025-11-22T02:19:37.455028] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 12.1s | Global ETA: 1h 5m 5s [2025-11-22T02:19:37.456002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:37.456087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:37.456999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:37.459572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:37.460767] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:37.461454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:37.482295] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.18%, Actual: 1.47% [2025-11-22T02:19:37.510317] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.89% | Symbol ETA: 9.7s | Global ETA: 1h 5m 5s [2025-11-22T02:19:37.511196] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:37.511258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:37.515929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:37.517701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:37.518156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:37.518533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:37.520810] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:37.521793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:37.654460] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 0.49% [2025-11-22T02:19:37.654746] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 41.9713% [2025-11-22T02:19:37.654853] [INFO ] [main ] GTY: DISCARDED add_fullday_parkinson_range (score: 41.97%) [2025-11-22T02:19:37.655384] [INFO ] [main ] GTY: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:19:37.655430] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:19:37.655472] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:37.672810] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:37.674081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:37.674143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:37.678963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:37.680796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:37.681272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:37.681675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:37.720665] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 12.1s | Global ETA: 1h 5m 5s [2025-11-22T02:19:37.721534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:37.721596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:37.723249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:37.723747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:37.724131] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:37.724995] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:37.726133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:37.726619] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:37.727751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.048733] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 11.6s | Global ETA: 1h 5m 5s [2025-11-22T02:19:38.049738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:38.049824] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:38.050720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:38.053308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:38.054533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:38.055227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.097346] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -6.48% | Symbol ETA: 9.1s | Global ETA: 1h 5m 5s [2025-11-22T02:19:38.098284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:38.098346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:38.103228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:38.104972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:38.105449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:38.105867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:38.108210] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:38.109243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.288554] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.72% | Symbol ETA: 11.5s | Global ETA: 1h 5m 6s [2025-11-22T02:19:38.289467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:38.289542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:38.291172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:38.291665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:38.292049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:38.292943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:38.294582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:38.295726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.341894] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 42.8s | Global ETA: 1h 5m 6s [2025-11-22T02:19:38.342861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:38.342925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:38.347754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:38.349586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:38.350084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:38.350469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:38.394418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.656763] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 11.0s | Global ETA: 1h 5m 6s [2025-11-22T02:19:38.657734] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:38.657796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:38.658765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:38.661374] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:38.662760] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:38.663528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.688994] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -2.52% | Symbol ETA: 8.5s | Global ETA: 1h 5m 6s [2025-11-22T02:19:38.689953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:38.690038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:38.695147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:38.697049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:38.697569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:38.697973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:38.700376] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:38.701369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:38.855411] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 10.9s | Global ETA: 1h 5m 7s [2025-11-22T02:19:38.856287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:38.856350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:38.861160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:38.861640] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:38.862047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:38.862985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:38.864588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:38.865711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.001161] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.53% | Symbol ETA: 42.1s | Global ETA: 1h 5m 7s [2025-11-22T02:19:39.002745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:39.002806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:39.007510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:39.009286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:39.009812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:39.010192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:39.053826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.242893] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 10.4s | Global ETA: 1h 5m 7s [2025-11-22T02:19:39.243804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:39.243866] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:39.244700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:39.247132] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:39.248271] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:39.248949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.291205] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.32% | Symbol ETA: 7.9s | Global ETA: 1h 5m 7s [2025-11-22T02:19:39.292124] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:39.292205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:39.297018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:39.298920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:39.299442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:39.299846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:39.302182] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:39.303226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.422578] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.55% | Symbol ETA: 10.3s | Global ETA: 1h 5m 7s [2025-11-22T02:19:39.590199] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 1.38% [2025-11-22T02:19:39.642249] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 3.68% | Symbol ETA: 41.4s | Global ETA: 1h 5m 8s [2025-11-22T02:19:39.643135] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:39.643197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:39.647938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:39.649737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:39.650206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:39.650584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:39.694153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.755741] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.34% [2025-11-22T02:19:39.814237] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 9.8s | Global ETA: 1h 5m 8s [2025-11-22T02:19:39.815140] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:39.815203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:39.816066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:39.818547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:39.819733] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:39.820391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.892963] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.18% | Symbol ETA: 7.3s | Global ETA: 1h 5m 8s [2025-11-22T02:19:39.893865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:39.893927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:39.898753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:39.900551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:39.901030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:39.901411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:39.903758] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:39.904753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:39.923087] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.56% [2025-11-22T02:19:40.087400] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.89% [2025-11-22T02:19:40.251744] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.14% [2025-11-22T02:19:40.287673] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.12% | Symbol ETA: 40.7s | Global ETA: 1h 5m 8s [2025-11-22T02:19:40.288591] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:40.288683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:40.293490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:40.295274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:40.295802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:40.296192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:40.340501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:40.385379] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 9.2s | Global ETA: 1h 5m 9s [2025-11-22T02:19:40.386297] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:40.386360] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:40.387195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:40.389759] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:40.390890] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:40.391551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:40.416221] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 1.89% [2025-11-22T02:19:40.478574] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 6.7s | Global ETA: 1h 5m 9s [2025-11-22T02:19:40.479474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:40.479548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:40.484376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:40.486148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:40.486602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:40.486997] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:40.489370] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:40.490398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:40.581211] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.76% [2025-11-22T02:19:40.745842] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.72%, Actual: 1.57% [2025-11-22T02:19:40.910993] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 1.46% [2025-11-22T02:19:40.929461] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 40.1s | Global ETA: 1h 5m 9s [2025-11-22T02:19:40.930390] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:40.930452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:40.935267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:40.937026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:40.937499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:40.937894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:40.955809] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 8.6s | Global ETA: 1h 5m 9s [2025-11-22T02:19:40.956707] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:40.956771] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:40.961140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:40.963627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:40.964775] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:40.965439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:40.981559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:41.056694] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 6.1s | Global ETA: 1h 5m 10s [2025-11-22T02:19:41.074252] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.55%, Actual: 0.32% [2025-11-22T02:19:41.074378] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 44.2001% [2025-11-22T02:19:41.074458] [INFO ] [main ] AHH: DISCARDED add_open_11_elasticity (score: 44.20%) [2025-11-22T02:19:41.074501] [INFO ] [main ] AHH: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:19:41.074898] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_reversal_intensity'] [2025-11-22T02:19:41.074938] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:41.087191] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:41.088676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:41.088738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:41.090388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:41.090912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:41.091296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:41.092168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:41.093804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:41.095081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:41.222210] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.91%, Actual: 19.68% [2025-11-22T02:19:41.393168] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 19.77%, Actual: 4.03% [2025-11-22T02:19:41.529679] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 8.0s | Global ETA: 1h 5m 10s [2025-11-22T02:19:41.530562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:41.530625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:41.531462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:41.533943] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:41.535059] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:41.535761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:41.559726] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.26%, Actual: 1.68% [2025-11-22T02:19:41.569916] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 39.4s | Global ETA: 1h 5m 10s [2025-11-22T02:19:41.570809] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:41.570872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:41.575588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:41.577354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:41.577868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:41.578250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:41.622373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:41.652208] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 14.4s | Global ETA: 1h 5m 10s [2025-11-22T02:19:41.653110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:41.653174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:41.654839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:41.655315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:41.655751] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:41.656593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:41.658251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:41.659598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:41.727550] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 0.22% [2025-11-22T02:19:41.894817] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -6.48%, Actual: 0.66% [2025-11-22T02:19:42.062663] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -2.52%, Actual: 2.40% [2025-11-22T02:19:42.102934] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 7.5s | Global ETA: 1h 5m 11s [2025-11-22T02:19:42.103857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:42.103922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:42.104822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:42.107341] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:42.108490] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:19:42.109199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:42.210327] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 38.8s | Global ETA: 1h 5m 11s [2025-11-22T02:19:42.211225] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:42.211287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:42.216006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:42.217769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:42.218231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:42.218607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:42.223522] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 13.9s | Global ETA: 1h 5m 11s [2025-11-22T02:19:42.224399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:42.224463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:42.226283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:42.226827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:42.227210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:42.228090] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:42.228143] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.32%, Actual: 4.99% [2025-11-22T02:19:42.229705] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:42.230970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:42.262530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:42.394011] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.18%, Actual: 0.08% [2025-11-22T02:19:42.560539] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 11.99% [2025-11-22T02:19:42.683909] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 6.9s | Global ETA: 1h 5m 12s [2025-11-22T02:19:42.726267] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 28.93% [2025-11-22T02:19:42.726446] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.5764% [2025-11-22T02:19:42.726526] [INFO ] [main ] BW: DISCARDED add_preclose_acceleration_mag (score: 29.58%) [2025-11-22T02:19:42.726567] [INFO ] [main ] BW: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:19:42.726598] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_prev_1100_to_open'] [2025-11-22T02:19:42.726632] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:42.738204] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:42.739610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:42.739692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:42.744420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:42.746185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:42.746702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:42.747083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:42.749454] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:42.750138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:42.790590] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 13.3s | Global ETA: 1h 5m 12s [2025-11-22T02:19:42.791471] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:42.791543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:42.793161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:42.793638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:42.794041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:42.794903] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:42.796551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:42.797898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:42.850703] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.76% | Symbol ETA: 38.1s | Global ETA: 1h 5m 12s [2025-11-22T02:19:42.851583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:42.851681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:42.852542] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 1.03% [2025-11-22T02:19:42.856394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:42.858144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:42.858603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:42.858999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:42.902419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:43.019543] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.69% [2025-11-22T02:19:43.184091] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 2.52% [2025-11-22T02:19:43.323686] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -13.17% | Symbol ETA: 10.8s | Global ETA: 1h 5m 13s [2025-11-22T02:19:43.324552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:43.324615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:43.329420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:43.331188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:43.331670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:43.332052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:43.334418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:43.335105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:43.351456] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.62% [2025-11-22T02:19:43.354203] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 12.7s | Global ETA: 1h 5m 13s [2025-11-22T02:19:43.355111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:43.355173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:43.356811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:43.357312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:43.357717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:43.358556] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:43.360200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:43.361505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:43.492836] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 37.5s | Global ETA: 1h 5m 13s [2025-11-22T02:19:43.493743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:43.493805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:43.498625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:43.500419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:43.500948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:43.501326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:19:43.519012] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 0.19% [2025-11-22T02:19:43.544844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:43.685547] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 1.14% [2025-11-22T02:19:43.852568] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.99% [2025-11-22T02:19:43.915846] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 14.39% | Symbol ETA: 10.3s | Global ETA: 1h 5m 13s [2025-11-22T02:19:43.916738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:43.916800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:43.921588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:43.923307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:43.923445] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.94% | Symbol ETA: 12.2s | Global ETA: 1h 5m 13s [2025-11-22T02:19:43.923817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:43.924201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:43.924343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:43.924407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:43.926042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:43.926506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:43.926513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:43.926917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:43.927198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:43.927791] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:43.929430] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:43.930742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:44.020436] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 0.61% [2025-11-22T02:19:44.132950] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 36.8s | Global ETA: 1h 5m 14s [2025-11-22T02:19:44.188480] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.03% [2025-11-22T02:19:44.316580] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 1.51% [2025-11-22T02:19:44.378318] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.43% [2025-11-22T02:19:44.378526] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 40.9409% [2025-11-22T02:19:44.378629] [INFO ] [main ] AIZN: DISCARDED add_overnight_gap_mag (score: 40.94%) [2025-11-22T02:19:44.378694] [INFO ] [main ] AIZN: Testing feature 29/53: add_pct_change [2025-11-22T02:19:44.378728] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_pct_change'] [2025-11-22T02:19:44.378764] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:44.391263] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:44.392766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:44.392843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:44.393757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:44.396358] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:44.397546] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:44.399591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:44.488351] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.53%, Actual: 1.90% [2025-11-22T02:19:44.491145] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.78% | Symbol ETA: 11.6s | Global ETA: 1h 5m 14s [2025-11-22T02:19:44.492396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:44.492459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:44.494080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:44.494556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:44.494968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:44.495841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:44.497461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:44.498757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:44.518234] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.62% | Symbol ETA: 9.7s | Global ETA: 1h 5m 14s [2025-11-22T02:19:44.519107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:44.519168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:44.524066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:44.525813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:44.526272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:44.526670] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:44.529079] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:44.529766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:44.658003] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 3.68%, Actual: 0.37% [2025-11-22T02:19:44.825530] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.12%, Actual: 0.90% [2025-11-22T02:19:44.991404] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 11.8s | Global ETA: 1h 5m 15s [2025-11-22T02:19:44.992333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:44.992394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:44.993222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:44.994494] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 2.19% [2025-11-22T02:19:44.995719] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:44.996876] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:44.998825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.058224] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.77% | Symbol ETA: 11.0s | Global ETA: 1h 5m 15s [2025-11-22T02:19:45.059117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:45.059179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:45.060862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:45.061334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:45.061778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:45.062628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:45.064293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:45.065574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.122101] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 9.2s | Global ETA: 1h 5m 15s [2025-11-22T02:19:45.123079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:45.123144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:45.128330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:45.130196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:45.130714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:45.131110] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:45.133555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:45.134306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.167579] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 0.41% [2025-11-22T02:19:45.336990] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.32%, Actual: 0.75% [2025-11-22T02:19:45.504607] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.76%, Actual: 0.68% [2025-11-22T02:19:45.589749] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 11.2s | Global ETA: 1h 5m 16s [2025-11-22T02:19:45.590693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:45.590756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:45.591599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:45.594217] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:45.595378] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:45.597526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.625193] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 10.5s | Global ETA: 1h 5m 16s [2025-11-22T02:19:45.626086] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:45.626149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:45.627793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:45.628261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:45.628661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:45.629499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:45.631142] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:45.632419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.674680] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 1.47% [2025-11-22T02:19:45.721441] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.30% | Symbol ETA: 8.6s | Global ETA: 1h 5m 16s [2025-11-22T02:19:45.722321] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:45.722383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:45.727151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:45.728984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:45.729443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:45.729876] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:45.732185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:45.732876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:45.842246] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.49% [2025-11-22T02:19:45.842432] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 49.9970% [2025-11-22T02:19:45.842511] [INFO ] [main ] GTY: DISCARDED add_gap_fill_state (score: 50.00%) [2025-11-22T02:19:45.842552] [INFO ] [main ] GTY: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:19:45.842584] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_morning_composite'] [2025-11-22T02:19:45.842617] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:45.857780] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:45.858995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:45.859057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:45.863882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:45.865687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:45.866181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:45.866560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:45.867487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.190675] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 10.6s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.192634] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 9.9s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.193374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:46.193439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:46.193526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:46.193589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:46.195233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:46.195756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:46.196135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:46.196182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:46.197034] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:46.198694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:19:46.198844] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:46.199975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.200027] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:46.202149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.316687] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 8.0s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.317583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:46.317688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:46.322417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:46.324148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:46.324603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:46.325002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:46.327296] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:46.328027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.454225] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 39.7s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.455130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:46.455192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:46.459928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:46.461621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:46.462109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:46.462490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:46.463400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.760212] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 9.3s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.779015] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 10.0s | Global ETA: 1h 5m 17s [2025-11-22T02:19:46.780294] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:46.780355] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:46.781208] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:46.783689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:46.784829] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:46.786781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.901331] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.13% | Symbol ETA: 7.4s | Global ETA: 1h 5m 18s [2025-11-22T02:19:46.902234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:46.902295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:46.907275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:46.913003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:46.913522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:46.913961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:46.916360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:46.917127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:46.931041] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.38% [2025-11-22T02:19:47.051212] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 39.2s | Global ETA: 1h 5m 18s [2025-11-22T02:19:47.052492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:47.052554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:47.057345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:47.059104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:47.059568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:47.059969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:47.060888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:47.095802] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.34% [2025-11-22T02:19:47.260508] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 0.56% [2025-11-22T02:19:47.388842] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 9.4s | Global ETA: 1h 5m 18s [2025-11-22T02:19:47.389742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:47.389812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:47.390617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:47.393154] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:47.394319] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:47.396309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:47.424785] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.89% [2025-11-22T02:19:47.501792] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.36% | Symbol ETA: 6.8s | Global ETA: 1h 5m 18s [2025-11-22T02:19:47.502676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:47.502738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:47.507504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:47.509257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:47.509818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:47.510205] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:47.512478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:47.513205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:47.590052] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.94%, Actual: 0.14% [2025-11-22T02:19:47.651116] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.99% | Symbol ETA: 38.6s | Global ETA: 1h 5m 19s [2025-11-22T02:19:47.652063] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:47.652126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:47.656980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:47.659088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:47.659569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:47.659978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:47.660940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:47.754165] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.78%, Actual: 1.89% [2025-11-22T02:19:47.919600] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 0.76% [2025-11-22T02:19:47.971633] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 8.8s | Global ETA: 1h 5m 19s [2025-11-22T02:19:47.972557] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:47.972619] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:47.973471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:47.975979] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:47.977181] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:47.979181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:48.093150] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 6.2s | Global ETA: 1h 5m 19s [2025-11-22T02:19:48.094056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:48.094118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:48.094281] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -2.43%, Actual: 1.57% [2025-11-22T02:19:48.098907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:48.100625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:48.101101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:48.101474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:48.103798] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:48.104464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:48.245235] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.76% | Symbol ETA: 38.0s | Global ETA: 1h 5m 19s [2025-11-22T02:19:48.246182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:48.246243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:48.251067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:48.253178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:48.253667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:48.254241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:48.255146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:48.266095] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.87%, Actual: 1.46% [2025-11-22T02:19:48.439154] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.25%, Actual: 0.32% [2025-11-22T02:19:48.439416] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.1601% [2025-11-22T02:19:48.439548] [INFO ] [main ] AHH: DISCARDED add_open_reversal_intensity (score: 48.16%) [2025-11-22T02:19:48.439596] [INFO ] [main ] AHH: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:19:48.439629] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:19:48.439692] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:48.454163] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:48.455833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:48.455902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:48.457799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:48.458363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:48.458804] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:48.459766] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:48.461460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:48.463009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:48.553286] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 8.2s | Global ETA: 1h 5m 20s [2025-11-22T02:19:48.554185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:48.554250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:48.555081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:48.557519] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:48.558634] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:48.560565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:48.671663] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 4.13% | Symbol ETA: 5.6s | Global ETA: 1h 5m 20s [2025-11-22T02:19:48.839728] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -13.17%, Actual: 19.68% [2025-11-22T02:19:48.843183] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 37.4s | Global ETA: 1h 5m 20s [2025-11-22T02:19:48.844073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:48.844135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:48.849076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:48.850845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:48.851319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:48.851724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:48.852617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.011735] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 14.39%, Actual: 4.03% [2025-11-22T02:19:49.031470] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 13.8s | Global ETA: 1h 5m 21s [2025-11-22T02:19:49.032742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:49.032815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:49.034443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:49.034955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:49.035333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:49.036238] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:49.037923] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:49.039409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.136324] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 7.6s | Global ETA: 1h 5m 21s [2025-11-22T02:19:49.137274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:49.137337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:49.138182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:49.140596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:49.141735] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:49.143660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.179895] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.62%, Actual: 1.68% [2025-11-22T02:19:49.352663] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 0.22% [2025-11-22T02:19:49.445287] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 36.8s | Global ETA: 1h 5m 21s [2025-11-22T02:19:49.446259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:49.446324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:49.451442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:49.453324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:49.453825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:49.454228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:49.455224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.526187] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.30%, Actual: 0.66% [2025-11-22T02:19:49.609746] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 13.2s | Global ETA: 1h 5m 21s [2025-11-22T02:19:49.610612] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:49.610695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:49.612298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:49.612796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:49.613176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:49.614045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:49.615671] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:49.617194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.694509] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 2.40% [2025-11-22T02:19:49.713692] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 7.0s | Global ETA: 1h 5m 21s [2025-11-22T02:19:49.714602] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:49.714709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:49.715522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:49.718049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:49.719211] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:19:49.721216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:49.864463] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.13%, Actual: 4.99% [2025-11-22T02:19:50.036256] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.36%, Actual: 0.08% [2025-11-22T02:19:50.055809] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 36.2s | Global ETA: 1h 5m 22s [2025-11-22T02:19:50.056702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:50.056763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:50.061422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:50.063138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:50.063601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:50.064039] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:50.064961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:50.187518] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 12.6s | Global ETA: 1h 5m 22s [2025-11-22T02:19:50.188454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:50.188516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:50.190182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:50.190675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:50.191058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:50.191933] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:50.193561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:50.195032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:50.205254] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 11.99% [2025-11-22T02:19:50.296681] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 6.4s | Global ETA: 1h 5m 22s [2025-11-22T02:19:50.373705] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 4.13%, Actual: 28.93% [2025-11-22T02:19:50.373909] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.7832% [2025-11-22T02:19:50.373983] [INFO ] [main ] BW: DISCARDED add_prev_1100_to_open (score: 27.78%) [2025-11-22T02:19:50.374026] [INFO ] [main ] BW: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:19:50.374058] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_prev_close_to_1100'] [2025-11-22T02:19:50.374094] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:50.385606] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:50.386883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:50.386945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:50.391810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:50.393576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:50.394061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:50.394445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:50.396804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:50.397517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:50.466111] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 1.03% [2025-11-22T02:19:50.631051] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 0.69% [2025-11-22T02:19:50.650565] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 35.6s | Global ETA: 1h 5m 23s [2025-11-22T02:19:50.651487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:50.651550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:50.656421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:50.658238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:50.658737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:50.659132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:50.660059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:50.763614] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 12.1s | Global ETA: 1h 5m 23s [2025-11-22T02:19:50.764727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:50.764790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:50.766595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:50.767089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:50.767487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:50.768402] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:50.770042] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:50.771481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:50.799844] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 2.52% [2025-11-22T02:19:50.965835] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 0.62% [2025-11-22T02:19:51.001988] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -18.68% | Symbol ETA: 10.7s | Global ETA: 1h 5m 23s [2025-11-22T02:19:51.002978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:51.003040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:51.007876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:51.009602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:51.010090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:51.010475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:51.012813] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:51.013482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:51.129324] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.19% [2025-11-22T02:19:51.260088] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 35.0s | Global ETA: 1h 5m 24s [2025-11-22T02:19:51.264523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:51.264586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:51.269482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:51.271311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:51.271813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:51.272199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:19:51.273119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:51.294737] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.14% [2025-11-22T02:19:51.335103] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 11.5s | Global ETA: 1h 5m 24s [2025-11-22T02:19:51.336032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:51.336094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:51.337787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:51.338250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:51.338630] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:51.339532] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:51.341148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:51.342611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:51.463659] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.57%, Actual: 0.99% [2025-11-22T02:19:51.622034] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 14.27% | Symbol ETA: 10.1s | Global ETA: 1h 5m 24s [2025-11-22T02:19:51.622938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:51.623001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:51.628057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:51.629152] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.61% [2025-11-22T02:19:51.629791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:51.630256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:51.630639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:51.632937] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:51.633601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:51.793634] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 0.03% [2025-11-22T02:19:51.906151] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 10.9s | Global ETA: 1h 5m 24s [2025-11-22T02:19:51.907060] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:51.907123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:51.908814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:51.909280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:51.909682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:51.910100] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 34.4s | Global ETA: 1h 5m 24s [2025-11-22T02:19:51.910534] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:51.912159] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:51.913705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:51.958768] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 0.43% [2025-11-22T02:19:51.958969] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 45.3708% [2025-11-22T02:19:51.959052] [INFO ] [main ] AIZN: DISCARDED add_pct_change (score: 45.37%) [2025-11-22T02:19:51.959093] [INFO ] [main ] AIZN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:19:51.959124] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_preclose_acceleration_mag'] [2025-11-22T02:19:51.959158] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:51.971881] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:51.973359] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:51.973419] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:51.974293] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:51.976797] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:51.977955] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:51.978976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:52.083152] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.51% [2025-11-22T02:19:52.219881] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.52% | Symbol ETA: 9.5s | Global ETA: 1h 5m 25s [2025-11-22T02:19:52.220786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:52.220849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:52.225515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:52.227262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:52.227750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:52.228131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:52.230390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:52.231079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:52.260515] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 1.90% [2025-11-22T02:19:52.431463] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.99%, Actual: 0.37% [2025-11-22T02:19:52.472391] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.95% | Symbol ETA: 10.3s | Global ETA: 1h 5m 25s [2025-11-22T02:19:52.473305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:52.473370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:52.475085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:52.475560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:52.476336] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:52.477244] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:52.478929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:52.480471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:52.541181] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.22% | Symbol ETA: 11.1s | Global ETA: 1h 5m 25s [2025-11-22T02:19:52.542096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:52.542160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:52.542990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:52.545444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:52.546622] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:52.547683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:52.608941] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.76%, Actual: 0.90% [2025-11-22T02:19:52.784611] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 2.19% [2025-11-22T02:19:52.812924] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.90% | Symbol ETA: 8.8s | Global ETA: 1h 5m 26s [2025-11-22T02:19:52.813936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:52.814002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:52.819098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:52.821070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:52.821548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:52.821957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:52.824313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:52.825069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:52.963570] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 0.41% [2025-11-22T02:19:53.058607] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 9.7s | Global ETA: 1h 5m 26s [2025-11-22T02:19:53.059635] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:53.059728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:53.061542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:53.062124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:53.062551] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:53.063550] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:53.065399] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:53.067072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:53.114443] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 10.6s | Global ETA: 1h 5m 26s [2025-11-22T02:19:53.115331] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:53.115393] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:53.116213] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:53.118697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:53.119810] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:53.120814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:53.135797] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.11%, Actual: 0.75% [2025-11-22T02:19:53.308100] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.68% [2025-11-22T02:19:53.410860] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 8.2s | Global ETA: 1h 5m 27s [2025-11-22T02:19:53.411746] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:53.411809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:53.416566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:53.418410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:53.418895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:53.419284] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:53.421617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:53.422361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:53.481008] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 1.47% [2025-11-22T02:19:53.656481] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 0.49% [2025-11-22T02:19:53.656704] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 43.4701% [2025-11-22T02:19:53.656802] [INFO ] [main ] GTY: DISCARDED add_gap_morning_composite (score: 43.47%) [2025-11-22T02:19:53.656844] [INFO ] [main ] GTY: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:19:53.656876] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gap_resolution_state'] [2025-11-22T02:19:53.656909] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:19:53.671866] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:53.673341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:53.673403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:53.678171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:53.679931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:53.680312] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 9.2s | Global ETA: 1h 5m 27s [2025-11-22T02:19:53.680398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:53.680798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:53.681401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:53.681471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:53.683219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:53.683735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:53.684151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:53.685057] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:53.686760] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:19:53.687752] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 10.0s | Global ETA: 1h 5m 27s [2025-11-22T02:19:53.688328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:53.688612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:53.688694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:53.689497] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:53.691963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:53.693091] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:53.694116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:53.735483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.046116] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 7.6s | Global ETA: 1h 5m 27s [2025-11-22T02:19:54.047006] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:54.047068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:54.052171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:54.053907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:54.054545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:54.054949] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:54.057277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:54.057991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.263833] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 9.4s | Global ETA: 1h 5m 28s [2025-11-22T02:19:54.264736] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:54.264797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:54.265599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:54.268123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:54.269281] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:54.270295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.281437] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 8.6s | Global ETA: 1h 5m 28s [2025-11-22T02:19:54.337699] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 35.1s | Global ETA: 1h 5m 28s [2025-11-22T02:19:54.338662] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:54.338730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:54.343812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:54.345618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:54.346129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:54.346523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:54.403790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.460148] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 1.38% [2025-11-22T02:19:54.630829] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.34% [2025-11-22T02:19:54.646997] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -4.66% | Symbol ETA: 7.0s | Global ETA: 1h 5m 28s [2025-11-22T02:19:54.647945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:54.648008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:54.652719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:54.654421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:54.654900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:54.655282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:54.657604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:54.658297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.812231] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 0.56% [2025-11-22T02:19:54.840424] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 8.9s | Global ETA: 1h 5m 28s [2025-11-22T02:19:54.841541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:54.841602] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:54.842467] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:54.844927] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:54.846044] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:54.847085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:54.983253] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.89% [2025-11-22T02:19:55.017954] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.70% | Symbol ETA: 34.5s | Global ETA: 1h 5m 29s [2025-11-22T02:19:55.018908] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:55.018974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:55.023958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:55.025759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:55.026246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:55.026638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:55.087677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:55.154281] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 0.14% [2025-11-22T02:19:55.242398] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.63% | Symbol ETA: 6.4s | Global ETA: 1h 5m 29s [2025-11-22T02:19:55.243287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:55.243349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:55.248233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:55.250089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:55.250557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:55.250995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:55.253332] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:55.254051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:55.326110] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.89% [2025-11-22T02:19:55.414986] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 8.3s | Global ETA: 1h 5m 29s [2025-11-22T02:19:55.415884] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:55.416297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:55.417151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:55.419636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:55.420782] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:55.421791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:55.495330] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.95%, Actual: 0.76% [2025-11-22T02:19:55.665869] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 1.57% [2025-11-22T02:19:55.695361] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.35% | Symbol ETA: 33.8s | Global ETA: 1h 5m 30s [2025-11-22T02:19:55.696313] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:55.696376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:55.701227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:55.703003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:55.703482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:55.703939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:55.763430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:55.837910] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -2.12% | Symbol ETA: 5.8s | Global ETA: 1h 5m 30s [2025-11-22T02:19:55.838798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:55.838873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:55.843718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:55.845425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:55.845909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:55.846289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:55.847385] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.67%, Actual: 1.46% [2025-11-22T02:19:55.848638] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:19:55.849382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:55.998990] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 7.7s | Global ETA: 1h 5m 30s [2025-11-22T02:19:55.999911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:55.999980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:56.000841] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:56.003356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:56.004480] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:56.005532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:56.034276] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 0.32% [2025-11-22T02:19:56.034524] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 45.2408% [2025-11-22T02:19:56.034626] [INFO ] [main ] AHH: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.24%) [2025-11-22T02:19:56.034699] [INFO ] [main ] AHH: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:19:56.034755] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position'] [2025-11-22T02:19:56.034796] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:19:56.048694] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:56.050349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:56.050415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:56.052346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:56.052932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:56.053395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:56.054465] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:56.056386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:56.059677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:56.350963] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 33.1s | Global ETA: 1h 5m 31s [2025-11-22T02:19:56.351856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:56.351917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:56.356705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:56.361738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:56.362206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:56.362588] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:56.417153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:56.427335] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 3.97% | Symbol ETA: 5.2s | Global ETA: 1h 5m 31s [2025-11-22T02:19:56.586679] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 7.2s | Global ETA: 1h 5m 31s [2025-11-22T02:19:56.587581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:56.587661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:56.588487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:56.590952] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:56.592073] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:56.593090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:56.595847] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -18.68%, Actual: 19.68% [2025-11-22T02:19:56.657305] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 13.7s | Global ETA: 1h 5m 31s [2025-11-22T02:19:56.658206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:56.658269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:56.659919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:56.660394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:56.660795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:56.661663] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:56.663274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:56.666031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:56.765088] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 14.27%, Actual: 4.03% [2025-11-22T02:19:56.933726] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.52%, Actual: 1.68% [2025-11-22T02:19:57.014291] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 32.5s | Global ETA: 1h 5m 31s [2025-11-22T02:19:57.015227] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:57.015291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:57.020576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:57.022413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:57.022923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:57.023315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:57.079594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:57.101128] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.90%, Actual: 0.22% [2025-11-22T02:19:57.154072] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 6.6s | Global ETA: 1h 5m 32s [2025-11-22T02:19:57.154959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:57.155020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:57.155847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:57.158295] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:57.159416] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:19:57.160415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:57.226413] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 12.9s | Global ETA: 1h 5m 32s [2025-11-22T02:19:57.227345] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:57.227409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:57.229464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:57.229954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:57.230337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:57.231213] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:57.232858] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:57.235601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:57.271349] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.91%, Actual: 0.66% [2025-11-22T02:19:57.439168] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 2.40% [2025-11-22T02:19:57.607928] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -4.66%, Actual: 4.99% [2025-11-22T02:19:57.700773] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 31.8s | Global ETA: 1h 5m 32s [2025-11-22T02:19:57.701658] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:57.701720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:57.706758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:57.708785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:57.709302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:57.709758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:57.742813] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 6.0s | Global ETA: 1h 5m 32s [2025-11-22T02:19:57.769125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:57.777993] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.63%, Actual: 0.08% [2025-11-22T02:19:57.797747] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 12.3s | Global ETA: 1h 5m 33s [2025-11-22T02:19:57.798606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:57.798689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:57.800369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:57.800855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:57.801235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:57.802109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:57.803769] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:57.806593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:57.917868] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.22%, Actual: 1.03% [2025-11-22T02:19:57.948604] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -2.12%, Actual: 11.99% [2025-11-22T02:19:58.087492] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 0.69% [2025-11-22T02:19:58.120943] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 3.97%, Actual: 28.93% [2025-11-22T02:19:58.121152] [INFO ] [main ] BW: Magnitude Forecast Confidence: 33.6764% [2025-11-22T02:19:58.121234] [INFO ] [main ] BW: DISCARDED add_prev_close_to_1100 (score: 33.68%) [2025-11-22T02:19:58.121277] [INFO ] [main ] BW: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:19:58.121309] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_prev_close_to_open'] [2025-11-22T02:19:58.121344] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:19:58.132984] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:58.134409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:58.134471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:58.139266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:58.141074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:58.141534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:58.141934] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:58.144411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:19:58.145179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:58.258634] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 2.52% [2025-11-22T02:19:58.376157] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 11.7s | Global ETA: 1h 5m 33s [2025-11-22T02:19:58.377067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:58.377130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:58.378798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:58.379274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:58.379680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:58.380534] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:58.382165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:58.384942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:58.390299] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.46% | Symbol ETA: 31.1s | Global ETA: 1h 5m 33s [2025-11-22T02:19:58.391153] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:58.391214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:58.395900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:58.397621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:58.398102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:58.398479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:58.428078] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 0.62% [2025-11-22T02:19:58.451515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:58.595716] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 0.19% [2025-11-22T02:19:58.769045] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.22%, Actual: 1.14% [2025-11-22T02:19:58.790292] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.49% | Symbol ETA: 10.7s | Global ETA: 1h 5m 34s [2025-11-22T02:19:58.791211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:58.791275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:58.796074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:58.797934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:58.798414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:58.798816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:58.801146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:19:58.801850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:58.935490] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.99% [2025-11-22T02:19:58.949534] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.61% | Symbol ETA: 11.1s | Global ETA: 1h 5m 34s [2025-11-22T02:19:58.950424] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:58.950486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:58.952132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:58.952604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:58.953015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:58.953893] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:58.955890] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:58.958926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.032737] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 30.5s | Global ETA: 1h 5m 34s [2025-11-22T02:19:59.033598] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:59.033679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:59.038416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:59.040160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:59.040625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:59.041028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:59.094399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.102989] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.61% [2025-11-22T02:19:59.272636] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.03% [2025-11-22T02:19:59.381289] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 18.64% | Symbol ETA: 9.8s | Global ETA: 1h 5m 35s [2025-11-22T02:19:59.382233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:59.382295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:59.387044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:59.390948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:59.391467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:59.391889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:59.394223] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:19:59.394919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.443461] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.43% [2025-11-22T02:19:59.443693] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.7095% [2025-11-22T02:19:59.443785] [INFO ] [main ] AIZN: DISCARDED add_preclose_acceleration_mag (score: 35.71%) [2025-11-22T02:19:59.443830] [INFO ] [main ] AIZN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:19:59.443864] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prev_1100_to_open'] [2025-11-22T02:19:59.443899] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:19:59.456485] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:19:59.458034] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:19:59.458098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:59.458980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:59.461518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:19:59.462690] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:19:59.463373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.546106] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.84% | Symbol ETA: 10.5s | Global ETA: 1h 5m 35s [2025-11-22T02:19:59.546994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:59.547056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:59.548710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:59.549178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:59.549558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:19:59.550448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:19:59.552071] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:19:59.554864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.686177] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 29.8s | Global ETA: 1h 5m 35s [2025-11-22T02:19:59.687101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:19:59.687165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:59.691988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:59.693832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:59.694315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:59.694731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:19:59.748772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:19:59.982440] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -17.08% | Symbol ETA: 9.2s | Global ETA: 1h 5m 36s [2025-11-22T02:19:59.983436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:19:59.983542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:19:59.988661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:19:59.990494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:19:59.991017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:19:59.991423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:19:59.993930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:19:59.995020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.058316] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.21% | Symbol ETA: 10.9s | Global ETA: 1h 5m 36s [2025-11-22T02:20:00.059427] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:00.059489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:00.060357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:00.062858] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:00.064010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:00.064887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.115611] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 9.9s | Global ETA: 1h 5m 36s [2025-11-22T02:20:00.116700] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:00.116764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:00.118533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:00.119017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:00.119397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:00.120270] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:00.121896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:00.124620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.342309] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 29.1s | Global ETA: 1h 5m 36s [2025-11-22T02:20:00.524335] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 1.51% [2025-11-22T02:20:00.692573] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.70%, Actual: 1.90% [2025-11-22T02:20:00.695393] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.51% | Symbol ETA: 9.4s | Global ETA: 1h 5m 37s [2025-11-22T02:20:00.696325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:00.696388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:00.698099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:00.698562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:00.698989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:00.699874] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:00.701521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:00.704786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.707349] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 10.5s | Global ETA: 1h 5m 37s [2025-11-22T02:20:00.708285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:00.708350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:00.709220] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:00.711807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:00.712979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:00.713674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.766794] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.60% | Symbol ETA: 8.8s | Global ETA: 1h 5m 37s [2025-11-22T02:20:00.767729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:00.767791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:00.779341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:00.781480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:00.785120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:00.785623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:00.791256] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:00.792048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:00.949479] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.35%, Actual: 0.37% [2025-11-22T02:20:01.120383] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 0.90% [2025-11-22T02:20:01.293986] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 2.19% [2025-11-22T02:20:01.427861] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 8.8s | Global ETA: 1h 5m 38s [2025-11-22T02:20:01.428824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:01.428889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:01.430499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:01.430989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:01.431371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:01.432249] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:01.433879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:01.436660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:01.456254] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 10.2s | Global ETA: 1h 5m 38s [2025-11-22T02:20:01.457263] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:01.457330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:01.458235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:01.460826] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:01.461691] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.41% [2025-11-22T02:20:01.462078] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:01.462848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:01.673564] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 8.4s | Global ETA: 1h 5m 38s [2025-11-22T02:20:01.674733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:01.674797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:01.679898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:01.681872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:01.682372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:01.682787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:01.685295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:01.686012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:01.724976] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.46%, Actual: 0.75% [2025-11-22T02:20:01.895947] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 0.68% [2025-11-22T02:20:02.073910] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.79%, Actual: 1.47% [2025-11-22T02:20:02.079887] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 8.2s | Global ETA: 1h 5m 38s [2025-11-22T02:20:02.169949] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 9.6s | Global ETA: 1h 5m 39s [2025-11-22T02:20:02.170931] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:02.170998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:02.171911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:02.174625] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:02.176016] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:02.176821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:02.252395] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.52%, Actual: 0.49% [2025-11-22T02:20:02.252623] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 55.4767% [2025-11-22T02:20:02.252743] [INFO ] [main ] GTY: DISCARDED add_gap_resolution_state (score: 55.48%) [2025-11-22T02:20:02.252790] [INFO ] [main ] GTY: Testing feature 13/53: add_gaps [2025-11-22T02:20:02.252825] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_gaps'] [2025-11-22T02:20:02.253384] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 1.38% [2025-11-22T02:20:02.253483] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:02.270101] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:02.271356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:02.271419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:02.276165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:02.278324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:02.278819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:02.279355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:02.280099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:02.321036] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.87% | Symbol ETA: 7.6s | Global ETA: 1h 5m 39s [2025-11-22T02:20:02.322181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:02.322275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:02.327866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:02.330094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:02.330617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:02.331114] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:02.333600] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:02.334370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:02.430937] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 0.34% [2025-11-22T02:20:02.606036] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 0.56% [2025-11-22T02:20:02.774296] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 8.8s | Global ETA: 1h 5m 39s [2025-11-22T02:20:02.775220] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:02.775283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:02.776162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:02.778684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:02.779911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:02.780706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:02.788055] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.89% [2025-11-22T02:20:02.886763] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.65% | Symbol ETA: 34.2s | Global ETA: 1h 5m 40s [2025-11-22T02:20:02.887735] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:02.887800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:02.892710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:02.894541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:02.895139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:02.895547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:02.896322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:02.967562] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.61%, Actual: 0.14% [2025-11-22T02:20:03.010989] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -6.01% | Symbol ETA: 6.9s | Global ETA: 1h 5m 40s [2025-11-22T02:20:03.012161] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:03.012247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:03.021909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:03.025117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:03.025956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:03.026524] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:03.030246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:03.031494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:03.183725] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.84%, Actual: 1.89% [2025-11-22T02:20:03.429723] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.76% [2025-11-22T02:20:03.506996] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 8.2s | Global ETA: 1h 5m 40s [2025-11-22T02:20:03.508230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:03.508307] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:03.509414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:03.512722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:03.514248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:03.515173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:03.691517] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.51%, Actual: 1.57% [2025-11-22T02:20:03.775443] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 34.7s | Global ETA: 1h 5m 41s [2025-11-22T02:20:03.776755] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:03.776837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:03.784222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:03.786894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:03.787590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:03.788164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:03.789251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:03.915000] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.32% | Symbol ETA: 6.3s | Global ETA: 1h 5m 41s [2025-11-22T02:20:03.915956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:03.916028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:03.921253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:03.923181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:03.923701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:03.924112] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:03.926510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:03.927263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:03.966363] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 1.46% [2025-11-22T02:20:04.140077] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.32% [2025-11-22T02:20:04.140286] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 54.5924% [2025-11-22T02:20:04.140404] [INFO ] [main ] AHH: KEPT add_open_vs_prev_range_position (score: 54.59%) [2025-11-22T02:20:04.140453] [INFO ] [main ] AHH: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:20:04.140487] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_overnight_gap_amplitude'] [2025-11-22T02:20:04.140522] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:04.153272] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:04.154878] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:04.154945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:04.156684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:04.157193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:04.157610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:04.158523] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:04.160214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:04.163111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:04.163798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:04.172419] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 7.5s | Global ETA: 1h 5m 41s [2025-11-22T02:20:04.173329] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:04.173392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:04.174237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:04.176736] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:04.177936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:04.178605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:04.418736] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.52% | Symbol ETA: 33.7s | Global ETA: 1h 5m 42s [2025-11-22T02:20:04.419639] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:04.419725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:04.424721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:04.426527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:04.427034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:04.427478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:04.428248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:04.520960] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.97% | Symbol ETA: 5.6s | Global ETA: 1h 5m 42s [2025-11-22T02:20:04.521842] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:04.521904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:04.526635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:04.528403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:04.528882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:04.529263] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:04.531527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:04.532209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:04.745442] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.90% | Symbol ETA: 13.4s | Global ETA: 1h 5m 42s [2025-11-22T02:20:04.746435] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:04.746499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:04.748342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:04.748884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:04.749316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:04.750007] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 6.8s | Global ETA: 1h 5m 42s [2025-11-22T02:20:04.750255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:04.750910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:04.750972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:04.751809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:04.752005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:04.754276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:04.754981] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:04.755477] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:04.755707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:04.756226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:05.068678] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 32.8s | Global ETA: 1h 5m 43s [2025-11-22T02:20:05.069555] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:05.069617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:05.074399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:05.076171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:05.076633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:05.077035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:05.077799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:05.101917] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -2.23% | Symbol ETA: 4.8s | Global ETA: 1h 5m 43s [2025-11-22T02:20:05.272087] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.49%, Actual: 19.68% [2025-11-22T02:20:05.357089] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 12.9s | Global ETA: 1h 5m 43s [2025-11-22T02:20:05.358162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:05.358230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:05.360031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:05.360554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:05.360984] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:05.361916] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:05.363612] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:05.364059] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 6.1s | Global ETA: 1h 5m 43s [2025-11-22T02:20:05.365027] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:05.365094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:05.366349] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:05.366539] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:05.367255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:05.369035] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:05.370261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:05.370977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:05.439917] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 18.64%, Actual: 4.03% [2025-11-22T02:20:05.627821] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -17.08%, Actual: 1.68% [2025-11-22T02:20:05.670456] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 32.1s | Global ETA: 1h 5m 43s [2025-11-22T02:20:05.671338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:05.671399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:05.676160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:05.677972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:05.678474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:05.678879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:05.679637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:05.798568] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.60%, Actual: 0.22% [2025-11-22T02:20:05.963252] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 5.5s | Global ETA: 1h 5m 44s [2025-11-22T02:20:05.966234] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.66% [2025-11-22T02:20:05.971894] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 12.3s | Global ETA: 1h 5m 44s [2025-11-22T02:20:05.972773] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:05.972837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:05.974508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:05.975299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:05.975708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:05.976563] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:05.978210] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:05.980991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:05.981615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:06.133764] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.87%, Actual: 2.40% [2025-11-22T02:20:06.135883] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 1.03% [2025-11-22T02:20:06.267864] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.22% | Symbol ETA: 31.3s | Global ETA: 1h 5m 44s [2025-11-22T02:20:06.268768] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:06.268835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:06.273582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:06.275307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:06.275795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:06.276176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:06.276914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:06.302565] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -6.01%, Actual: 4.99% [2025-11-22T02:20:06.307774] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.69% [2025-11-22T02:20:06.469953] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.32%, Actual: 0.08% [2025-11-22T02:20:06.478329] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 2.52% [2025-11-22T02:20:06.551105] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 11.7s | Global ETA: 1h 5m 45s [2025-11-22T02:20:06.552024] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:06.552089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:06.553735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:06.554206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:06.554588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:06.555462] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:06.557089] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:06.559886] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:06.560499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:06.636937] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.97%, Actual: 11.99% [2025-11-22T02:20:06.653709] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.62% [2025-11-22T02:20:06.803742] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -2.23%, Actual: 28.93% [2025-11-22T02:20:06.803945] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.8389% [2025-11-22T02:20:06.804027] [INFO ] [main ] BW: DISCARDED add_prev_close_to_open (score: 30.84%) [2025-11-22T02:20:06.804073] [INFO ] [main ] BW: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:20:06.804106] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_prior_day_tail_pressure'] [2025-11-22T02:20:06.804139] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:06.815703] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:06.817129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:06.817191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:06.822003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:06.823772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:06.824237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:06.824622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:06.825666] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 0.19% [2025-11-22T02:20:06.826961] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:06.829689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:06.870023] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 3.32% | Symbol ETA: 30.6s | Global ETA: 1h 5m 45s [2025-11-22T02:20:06.870932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:06.870994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:06.875749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:06.877502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:06.877993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:06.878378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:06.879119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:06.991168] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 1.14% [2025-11-22T02:20:07.129719] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 11.1s | Global ETA: 1h 5m 45s [2025-11-22T02:20:07.130588] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:07.130672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:07.132310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:07.132806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:07.133235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:07.134107] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:07.135767] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:07.138573] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:07.139248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:07.160820] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.99% [2025-11-22T02:20:07.336846] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.61% [2025-11-22T02:20:07.411450] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -15.56% | Symbol ETA: 10.4s | Global ETA: 1h 5m 46s [2025-11-22T02:20:07.412336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:07.412399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:07.417150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:07.419081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:07.419545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:07.419950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:07.422221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:07.424887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:07.476329] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 30.0s | Global ETA: 1h 5m 46s [2025-11-22T02:20:07.477235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:07.477300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:07.482109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:07.483841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:07.484311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:07.484719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:07.485442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:07.513550] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.03% [2025-11-22T02:20:07.694995] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.43% [2025-11-22T02:20:07.695240] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 30.9588% [2025-11-22T02:20:07.695338] [INFO ] [main ] AIZN: DISCARDED add_prev_1100_to_open (score: 30.96%) [2025-11-22T02:20:07.695406] [INFO ] [main ] AIZN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:20:07.695441] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prev_close_to_1100'] [2025-11-22T02:20:07.695479] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:07.708435] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:07.709702] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.35% | Symbol ETA: 10.5s | Global ETA: 1h 5m 46s [2025-11-22T02:20:07.709803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:07.709867] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:07.710569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:07.710635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:07.710817] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:07.712293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:07.712797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:07.713189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:07.713457] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:07.714056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:07.714697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:07.715413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:07.715726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:07.718499] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:07.719135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.019244] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 11.80% | Symbol ETA: 9.8s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.020152] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:08.020216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:08.025186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:08.026918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:08.027405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:08.027809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:08.030128] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:08.032760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.067918] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.82% | Symbol ETA: 29.3s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.068828] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:08.068890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:08.073611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:08.075355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:08.075840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:08.076223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:20:08.076960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.286815] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 9.9s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.287788] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:08.287852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:08.289570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:08.290092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:08.290489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:08.291363] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:08.292989] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:08.295832] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:08.296452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.323298] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 11.1s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.324242] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:08.324308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:08.325212] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:08.327900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:08.329130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:08.329848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.612246] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.37% | Symbol ETA: 9.2s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.613141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:08.613204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:08.617962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:08.619690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:08.620151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:08.620534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:08.622865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:08.625511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.659834] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 28.7s | Global ETA: 1h 5m 47s [2025-11-22T02:20:08.828696] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.65%, Actual: 1.51% [2025-11-22T02:20:08.864922] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 9.3s | Global ETA: 1h 5m 48s [2025-11-22T02:20:08.866017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:08.866080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:08.867946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:08.868471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:08.868890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:08.869782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:08.871696] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:08.875174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:08.875828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.942275] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 10.5s | Global ETA: 1h 5m 48s [2025-11-22T02:20:08.943288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:08.943367] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:08.944287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:08.946887] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:08.948197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:08.948960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:08.997580] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.90% [2025-11-22T02:20:09.180305] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.52%, Actual: 0.37% [2025-11-22T02:20:09.208833] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 1.36% | Symbol ETA: 8.6s | Global ETA: 1h 5m 48s [2025-11-22T02:20:09.209708] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:09.209770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:09.214478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:09.216208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:09.216681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:09.217060] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:09.219375] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:09.221995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:09.347755] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 0.90% [2025-11-22T02:20:09.444548] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.23% | Symbol ETA: 8.7s | Global ETA: 1h 5m 49s [2025-11-22T02:20:09.446081] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:09.446152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:09.447857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:09.448382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:09.448793] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:09.449639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:09.451310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:09.454095] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:20:09.454738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:09.517914] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 2.19% [2025-11-22T02:20:09.545885] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.59% | Symbol ETA: 9.9s | Global ETA: 1h 5m 49s [2025-11-22T02:20:09.546992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:09.547073] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:09.547962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:09.551193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:09.552722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:09.553494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:09.685796] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.41% [2025-11-22T02:20:09.802506] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.87% | Symbol ETA: 8.0s | Global ETA: 1h 5m 49s [2025-11-22T02:20:09.803764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:09.803826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:09.808679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:09.810425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:09.810905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:09.811286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:09.813583] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:09.816258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:09.857841] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 3.32%, Actual: 0.75% [2025-11-22T02:20:10.025605] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 0.68% [2025-11-22T02:20:10.026314] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 8.1s | Global ETA: 1h 5m 49s [2025-11-22T02:20:10.141770] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 9.2s | Global ETA: 1h 5m 50s [2025-11-22T02:20:10.142667] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:10.142729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:10.143540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:10.146026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:10.147145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:10.147852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:10.192136] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 1.47% [2025-11-22T02:20:10.193060] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.38% [2025-11-22T02:20:10.360848] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.34% [2025-11-22T02:20:10.360965] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 0.49% [2025-11-22T02:20:10.361174] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 46.8311% [2025-11-22T02:20:10.361259] [INFO ] [main ] GTY: DISCARDED add_gaps (score: 46.83%) [2025-11-22T02:20:10.361300] [INFO ] [main ] GTY: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:20:10.361337] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_skewness_proxies'] [2025-11-22T02:20:10.361371] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:10.376006] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:10.377286] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:10.377348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:10.382179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:10.383941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:10.384409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:10.384808] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:10.385976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:10.402402] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -8.88% | Symbol ETA: 7.4s | Global ETA: 1h 5m 50s [2025-11-22T02:20:10.403296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:10.403359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:10.408213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:10.410034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:10.410543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:10.410942] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:10.413254] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:10.415935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:10.529222] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.56% [2025-11-22T02:20:10.697802] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 1.89% [2025-11-22T02:20:10.719223] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 8.6s | Global ETA: 1h 5m 50s [2025-11-22T02:20:10.720498] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:10.720562] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:10.721431] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:10.724003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:10.725161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:10.725864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:10.863600] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.14% [2025-11-22T02:20:10.972299] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 29.7s | Global ETA: 1h 5m 51s [2025-11-22T02:20:10.973247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:10.973313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:10.978752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:10.980769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:10.981282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:10.981701] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:10.982926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.007310] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -6.21% | Symbol ETA: 6.8s | Global ETA: 1h 5m 51s [2025-11-22T02:20:11.008206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:11.008269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:11.013084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:11.014930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:11.015410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:11.015815] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:11.018143] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:11.020806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.032316] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.35%, Actual: 1.89% [2025-11-22T02:20:11.199620] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.76% [2025-11-22T02:20:11.301844] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.39% | Symbol ETA: 8.0s | Global ETA: 1h 5m 51s [2025-11-22T02:20:11.302802] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:11.302867] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:11.303726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:11.306240] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:11.307416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:11.308150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.365736] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.99%, Actual: 1.57% [2025-11-22T02:20:11.538400] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.23%, Actual: 1.46% [2025-11-22T02:20:11.571248] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 29.1s | Global ETA: 1h 5m 51s [2025-11-22T02:20:11.572129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:11.572192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:11.580327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:11.582072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:11.582537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:11.582941] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:11.584109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.632271] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.00% | Symbol ETA: 6.2s | Global ETA: 1h 5m 52s [2025-11-22T02:20:11.633266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:11.633334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:11.638631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:11.640728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:11.641252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:11.641826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:11.644362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:11.647189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.707339] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.32% [2025-11-22T02:20:11.707585] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 51.6232% [2025-11-22T02:20:11.707637] [INFO ] [main ] AHH: DISCARDED add_overnight_gap_amplitude (score: 51.62%) [2025-11-22T02:20:11.707696] [INFO ] [main ] AHH: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:20:11.707728] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_overnight_gap_mag'] [2025-11-22T02:20:11.707762] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:11.720195] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:11.721573] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:11.721636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:11.723352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:11.723888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:11.724278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:11.725158] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:11.726806] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:11.729669] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:11.730359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:11.883359] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.22% | Symbol ETA: 7.4s | Global ETA: 1h 5m 52s [2025-11-22T02:20:11.884243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:11.884310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:11.885142] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:11.887635] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:11.888812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:11.889514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.170854] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 28.5s | Global ETA: 1h 5m 52s [2025-11-22T02:20:12.171729] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:12.171792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:12.176545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:12.178305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:12.178845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:12.179225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:12.180401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.255062] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.20% | Symbol ETA: 5.6s | Global ETA: 1h 5m 52s [2025-11-22T02:20:12.256068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:12.256135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:12.263373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:12.265284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:12.265812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:12.266218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:12.268762] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:12.271570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.306582] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 12.3s | Global ETA: 1h 5m 53s [2025-11-22T02:20:12.307550] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:12.307616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:12.309393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:12.309913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:12.310321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:12.311234] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:12.312929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:12.315831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:12.316602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.476772] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 6.8s | Global ETA: 1h 5m 53s [2025-11-22T02:20:12.477711] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:12.477774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:12.478609] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:12.481078] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:12.482197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:12.482882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.767770] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 27.9s | Global ETA: 1h 5m 53s [2025-11-22T02:20:12.768704] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:12.768767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:12.773517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:12.775268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:12.775764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:12.776138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:12.777315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:12.870388] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -2.38% | Symbol ETA: 5.0s | Global ETA: 1h 5m 53s [2025-11-22T02:20:12.903967] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 11.7s | Global ETA: 1h 5m 53s [2025-11-22T02:20:12.904883] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:12.904945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:12.906578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:12.907121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:12.907546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:12.908442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:12.910203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:12.913111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:12.913837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:13.038548] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -15.56%, Actual: 19.68% [2025-11-22T02:20:13.052375] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 6.2s | Global ETA: 1h 5m 54s [2025-11-22T02:20:13.053265] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:13.053327] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:13.054150] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:13.056572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:13.057741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:13.058406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:13.203511] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 11.80%, Actual: 4.03% [2025-11-22T02:20:13.360864] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.51% | Symbol ETA: 27.3s | Global ETA: 1h 5m 54s [2025-11-22T02:20:13.361759] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:13.361822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:13.366612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:13.368417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:13.368903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:13.369309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:13.369947] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.37%, Actual: 1.68% [2025-11-22T02:20:13.370488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:13.487664] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 11.1s | Global ETA: 1h 5m 54s [2025-11-22T02:20:13.488607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:13.488691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:13.490449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:13.490969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:13.491376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:13.492269] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:13.493961] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:13.497207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:13.497977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:13.545045] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 0.22% [2025-11-22T02:20:13.625064] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 5.6s | Global ETA: 1h 5m 54s [2025-11-22T02:20:13.722036] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.87%, Actual: 0.66% [2025-11-22T02:20:13.795639] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 1.03% [2025-11-22T02:20:13.900110] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -8.88%, Actual: 2.40% [2025-11-22T02:20:13.962913] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 26.7s | Global ETA: 1h 5m 55s [2025-11-22T02:20:13.963039] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 0.69% [2025-11-22T02:20:13.963874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:13.963947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:13.969031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:13.970912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:13.971398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:13.971815] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:13.973013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:14.068011] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 10.5s | Global ETA: 1h 5m 55s [2025-11-22T02:20:14.068903] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:14.068965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:14.070599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:14.071098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:14.071491] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:14.072357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:14.074005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:14.076819] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:14.077531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:14.113166] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -6.21%, Actual: 4.99% [2025-11-22T02:20:14.135307] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 2.52% [2025-11-22T02:20:14.303977] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.00%, Actual: 0.08% [2025-11-22T02:20:14.309302] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.62% [2025-11-22T02:20:14.477619] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.20%, Actual: 11.99% [2025-11-22T02:20:14.482592] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 0.19% [2025-11-22T02:20:14.592812] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 3.37% | Symbol ETA: 26.1s | Global ETA: 1h 5m 56s [2025-11-22T02:20:14.593723] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:14.593787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:14.598609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:14.600384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:14.601071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:14.601667] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:14.602867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:14.648087] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -2.38%, Actual: 28.93% [2025-11-22T02:20:14.648302] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.0619% [2025-11-22T02:20:14.648395] [INFO ] [main ] BW: DISCARDED add_prior_day_tail_pressure (score: 29.06%) [2025-11-22T02:20:14.648442] [INFO ] [main ] BW: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:20:14.648473] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_prior_mag_lag'] [2025-11-22T02:20:14.648530] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:14.653707] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.39%, Actual: 1.14% [2025-11-22T02:20:14.657347] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.15% | Symbol ETA: 9.9s | Global ETA: 1h 5m 56s [2025-11-22T02:20:14.658235] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:14.658312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:14.660015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:14.660492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:14.660905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:14.661774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:14.662983] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:14.663443] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:14.664369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:14.664436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:14.666514] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:14.667249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:14.669758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:14.671961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:14.672495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:14.672922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:14.675461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:14.677244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:14.822830] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.22%, Actual: 0.99% [2025-11-22T02:20:14.997832] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.61% [2025-11-22T02:20:15.170055] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.03% [2025-11-22T02:20:15.203768] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 25.5s | Global ETA: 1h 5m 56s [2025-11-22T02:20:15.204665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:15.204727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:15.209485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.211297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.211802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.212194] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:15.213398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.244487] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.49% | Symbol ETA: 9.4s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.245381] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:15.245444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.247089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.247634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.248074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:15.248982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:15.250718] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:15.253694] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:15.254481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.282380] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -13.95% | Symbol ETA: 9.7s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.283387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:15.283454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:15.288541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.290402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.290904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.291301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:15.293787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:15.295438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.338539] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.35%, Actual: 0.43% [2025-11-22T02:20:15.338751] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 38.6846% [2025-11-22T02:20:15.338831] [INFO ] [main ] AIZN: DISCARDED add_prev_close_to_1100 (score: 38.68%) [2025-11-22T02:20:15.338871] [INFO ] [main ] AIZN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:20:15.338903] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prev_close_to_open'] [2025-11-22T02:20:15.338938] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:15.351308] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:15.352635] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:15.352723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:15.353604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:15.356114] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:15.357264] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:15.357970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.804871] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.93% | Symbol ETA: 24.9s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.805771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:15.805858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:15.811188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.813021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.813511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.813912] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:20:15.815184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.832384] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 8.8s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.833268] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:15.833331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.834972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.835456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.835864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:15.836742] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:15.838393] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:15.841245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:15.841963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.898374] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 11.42% | Symbol ETA: 9.1s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.899326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:15.899403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:15.904379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:15.906196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:15.906739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:15.907131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:15.909604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:15.911201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:15.926858] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 9.9s | Global ETA: 1h 5m 57s [2025-11-22T02:20:15.927769] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:15.927831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:15.928696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:15.931189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:15.932356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:15.933054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:16.403405] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 24.3s | Global ETA: 1h 5m 58s [2025-11-22T02:20:16.415325] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 8.2s | Global ETA: 1h 5m 58s [2025-11-22T02:20:16.416229] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:16.416294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:16.417954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:16.418431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:16.418843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:16.419704] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:16.421305] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:16.424070] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:16.424771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:16.508513] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.93% | Symbol ETA: 8.5s | Global ETA: 1h 5m 58s [2025-11-22T02:20:16.509469] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:16.509533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:16.514517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:16.516406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:16.516907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:16.517329] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:16.519735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:16.521307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:16.521396] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 9.5s | Global ETA: 1h 5m 58s [2025-11-22T02:20:16.522276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:16.522342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:16.523194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:16.525635] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:16.526782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:16.527469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:16.570191] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 1.51% [2025-11-22T02:20:16.735810] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 1.90% [2025-11-22T02:20:16.902505] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 0.37% [2025-11-22T02:20:17.028838] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 7.6s | Global ETA: 1h 5m 59s [2025-11-22T02:20:17.029809] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:17.029875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:17.031628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:17.032258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:17.032683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:17.033595] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:17.037935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:17.042055] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:20:17.042799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:17.075129] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 0.90% [2025-11-22T02:20:17.101465] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 8.9s | Global ETA: 1h 5m 59s [2025-11-22T02:20:17.102420] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:17.102494] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:17.103401] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:17.105986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:17.107170] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:17.107934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:17.136635] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 4.23% | Symbol ETA: 7.9s | Global ETA: 1h 5m 59s [2025-11-22T02:20:17.137558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:17.137624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:17.142636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:17.144430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:17.144959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:17.145372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:17.147829] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:17.149483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:17.243376] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.51%, Actual: 2.19% [2025-11-22T02:20:17.409959] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 0.41% [2025-11-22T02:20:17.595087] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 3.37%, Actual: 0.75% [2025-11-22T02:20:17.643573] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 7.0s | Global ETA: 1h 5m 60s [2025-11-22T02:20:17.718629] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 8.3s | Global ETA: 1h 5m 60s [2025-11-22T02:20:17.719588] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:17.719712] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:17.720565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:17.723155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:17.724367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:17.725093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:17.763269] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 0.68% [2025-11-22T02:20:17.768667] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 7.3s | Global ETA: 1h 6m 0s [2025-11-22T02:20:17.769675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:17.769742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:17.774897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:17.776875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:17.777418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:17.777865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:17.780671] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:17.782344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:17.821592] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 1.38% [2025-11-22T02:20:17.930441] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 1.47% [2025-11-22T02:20:17.995252] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.34% [2025-11-22T02:20:18.101331] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 0.49% [2025-11-22T02:20:18.101542] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 53.6699% [2025-11-22T02:20:18.101626] [INFO ] [main ] GTY: DISCARDED add_intraday_skewness_proxies (score: 53.67%) [2025-11-22T02:20:18.101693] [INFO ] [main ] GTY: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:20:18.101729] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_intraday_volatility_percentile'] [2025-11-22T02:20:18.101763] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:18.116425] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:18.117804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:18.117868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:18.122895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:18.124743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:18.125226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:18.125619] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:18.184703] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.56% [2025-11-22T02:20:18.225893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:18.298068] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 7.7s | Global ETA: 1h 6m 1s [2025-11-22T02:20:18.299045] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:18.299108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:18.299985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:18.302549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:18.303745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:18.304466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:18.355447] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.89% [2025-11-22T02:20:18.392968] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -7.84% | Symbol ETA: 6.6s | Global ETA: 1h 6m 1s [2025-11-22T02:20:18.393853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:18.393915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:18.398766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:18.400528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:18.401371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:18.401791] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:18.404250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:18.405882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:18.585697] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.15%, Actual: 0.14% [2025-11-22T02:20:18.763369] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.49%, Actual: 1.89% [2025-11-22T02:20:18.816175] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.85% | Symbol ETA: 27.3s | Global ETA: 1h 6m 1s [2025-11-22T02:20:18.817083] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:18.817145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:18.821923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:18.823639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:18.824124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:18.824501] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:18.880011] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 7.1s | Global ETA: 1h 6m 2s [2025-11-22T02:20:18.880958] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:18.881022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:18.881879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:18.884477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:18.885710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:18.886403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:18.912183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:18.934875] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.76% [2025-11-22T02:20:19.002298] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.48% | Symbol ETA: 6.0s | Global ETA: 1h 6m 2s [2025-11-22T02:20:19.003250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:19.003318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:19.008255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:19.010142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:19.010619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:19.011037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:19.013399] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:19.014986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:19.101926] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 1.57% [2025-11-22T02:20:19.267409] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 1.46% [2025-11-22T02:20:19.439398] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.32% [2025-11-22T02:20:19.439667] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.1841% [2025-11-22T02:20:19.439764] [INFO ] [main ] AHH: DISCARDED add_overnight_gap_mag (score: 48.18%) [2025-11-22T02:20:19.439806] [INFO ] [main ] AHH: Testing feature 29/53: add_pct_change [2025-11-22T02:20:19.439837] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_pct_change'] [2025-11-22T02:20:19.439872] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:19.454094] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:19.455424] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:19.455495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:19.457258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:19.457832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:19.458233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:19.459127] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:19.460714] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 6.5s | Global ETA: 1h 6m 2s [2025-11-22T02:20:19.460827] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:19.461587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:19.461668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:19.462488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:19.463721] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:19.464958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:19.465789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:19.466098] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:19.466791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:19.563581] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.95% | Symbol ETA: 26.8s | Global ETA: 1h 6m 2s [2025-11-22T02:20:19.564458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:19.564520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:19.569346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:19.571104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:19.571667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:19.572052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:19.602584] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.39% | Symbol ETA: 5.4s | Global ETA: 1h 6m 3s [2025-11-22T02:20:19.603505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:19.603570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:19.608471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:19.610302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:19.610808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:19.611213] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:19.613604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:19.615248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:19.658427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.046506] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 6.0s | Global ETA: 1h 6m 3s [2025-11-22T02:20:20.047862] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:20.047926] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:20.048815] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:20.051555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:20.052808] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:20.053509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.060245] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 12.1s | Global ETA: 1h 6m 3s [2025-11-22T02:20:20.061137] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:20.061200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:20.062853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:20.063334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:20.063742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:20.064588] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:20.066233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:20.069077] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:20.071046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.225022] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -1.44% | Symbol ETA: 4.8s | Global ETA: 1h 6m 3s [2025-11-22T02:20:20.225943] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:20.226005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:20.230943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:20.232780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:20.233254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:20.233688] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:20.236074] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:20.237674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.253924] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 26.0s | Global ETA: 1h 6m 3s [2025-11-22T02:20:20.254846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:20.254909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:20.259840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:20.261701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:20.262177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:20.262565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:20.349722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.649276] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 5.4s | Global ETA: 1h 6m 4s [2025-11-22T02:20:20.650190] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:20.650252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:20.651088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:20.653581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:20.654753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:20.654899] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 11.4s | Global ETA: 1h 6m 4s [2025-11-22T02:20:20.655439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.655882] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:20.655948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:20.657770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:20.658278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:20.658729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:20.659638] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:20.661322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:20.664170] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:20.666237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:20.828773] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 4.2s | Global ETA: 1h 6m 4s [2025-11-22T02:20:20.972391] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.73% | Symbol ETA: 25.3s | Global ETA: 1h 6m 4s [2025-11-22T02:20:20.973605] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:20.973704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:20.980781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:20.983033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:20.984016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:20.984423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:21.015171] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -13.95%, Actual: 19.68% [2025-11-22T02:20:21.077303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:21.181999] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 11.42%, Actual: 4.03% [2025-11-22T02:20:21.224374] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 4.8s | Global ETA: 1h 6m 5s [2025-11-22T02:20:21.250539] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 10.8s | Global ETA: 1h 6m 5s [2025-11-22T02:20:21.251448] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:21.251511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:21.253147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:21.253625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:21.254042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:21.254900] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:21.256511] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:21.259369] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:21.261327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:21.348421] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.93%, Actual: 1.68% [2025-11-22T02:20:21.391481] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 1.03% [2025-11-22T02:20:21.516341] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 4.23%, Actual: 0.22% [2025-11-22T02:20:21.561210] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.69% [2025-11-22T02:20:21.683985] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.66% [2025-11-22T02:20:21.703824] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 24.6s | Global ETA: 1h 6m 5s [2025-11-22T02:20:21.704709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:21.704771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:21.709583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:21.711294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:21.711775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:21.712154] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:21.732599] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 2.52% [2025-11-22T02:20:21.797075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:21.847347] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 10.2s | Global ETA: 1h 6m 6s [2025-11-22T02:20:21.851571] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:21.851636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:21.853210] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -7.84%, Actual: 2.40% [2025-11-22T02:20:21.853348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:21.853882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:21.854281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:21.855147] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:21.856773] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:21.859700] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:21.861730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:21.905239] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.62% [2025-11-22T02:20:22.025057] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.48%, Actual: 4.99% [2025-11-22T02:20:22.073432] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 0.19% [2025-11-22T02:20:22.201839] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.39%, Actual: 0.08% [2025-11-22T02:20:22.239942] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 1.14% [2025-11-22T02:20:22.372305] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -1.44%, Actual: 11.99% [2025-11-22T02:20:22.376284] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 23.8s | Global ETA: 1h 6m 6s [2025-11-22T02:20:22.377328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:22.377392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:22.382199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:22.383990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:22.384457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:22.384857] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:22.410466] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.99% [2025-11-22T02:20:22.450022] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.81% | Symbol ETA: 9.6s | Global ETA: 1h 6m 6s [2025-11-22T02:20:22.450977] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:22.451043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:22.452742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:22.453250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:22.453679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:22.454550] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:22.456232] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:22.459206] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:22.461270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:22.470019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:22.548893] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 28.93% [2025-11-22T02:20:22.549099] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.0325% [2025-11-22T02:20:22.549184] [INFO ] [main ] BW: DISCARDED add_prior_mag_lag (score: 29.03%) [2025-11-22T02:20:22.549229] [INFO ] [main ] BW: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:20:22.549263] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_overlap_v_prior_day'] [2025-11-22T02:20:22.549299] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:22.562399] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:22.563739] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:22.563803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:22.568916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:22.570778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:22.571263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:22.571688] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:22.574155] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:22.576598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:22.584258] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 0.61% [2025-11-22T02:20:22.752045] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.03% [2025-11-22T02:20:22.920697] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.43% [2025-11-22T02:20:22.920932] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 40.9409% [2025-11-22T02:20:22.921020] [INFO ] [main ] AIZN: DISCARDED add_prev_close_to_open (score: 40.94%) [2025-11-22T02:20:22.921065] [INFO ] [main ] AIZN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:20:22.921099] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure'] [2025-11-22T02:20:22.921136] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:22.933386] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:22.934612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:22.934698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:22.935571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:22.938116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:22.939296] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:22.942004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.055586] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.51% | Symbol ETA: 9.0s | Global ETA: 1h 6m 7s [2025-11-22T02:20:23.056502] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:23.056565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.058231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.058737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.059127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:23.060009] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:23.060678] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.91% | Symbol ETA: 23.1s | Global ETA: 1h 6m 7s [2025-11-22T02:20:23.061575] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:23.061668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:23.061675] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:23.064484] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:23.066427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.066465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.068262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.068754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.069136] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:23.153448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.178091] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -16.10% | Symbol ETA: 9.4s | Global ETA: 1h 6m 7s [2025-11-22T02:20:23.178972] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:23.179035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:23.183766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.185831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.186294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.186696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:23.189039] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:23.191328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.516987] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.41% | Symbol ETA: 9.6s | Global ETA: 1h 6m 8s [2025-11-22T02:20:23.517919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:23.517981] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:23.518854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:23.521316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:23.522444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:23.525037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.645757] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 8.4s | Global ETA: 1h 6m 8s [2025-11-22T02:20:23.646727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:23.646797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.648500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.649050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.649443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:23.650343] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:23.651958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:23.654733] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:23.656716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.745556] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 22.4s | Global ETA: 1h 6m 8s [2025-11-22T02:20:23.746451] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:23.746513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:23.751358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.753136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.753637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.754036] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:23.779847] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 6.44% | Symbol ETA: 8.7s | Global ETA: 1h 6m 8s [2025-11-22T02:20:23.780759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:23.780821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:23.785547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:23.787331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:23.787828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:23.788248] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:23.790621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:23.792914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:23.840126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.112861] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 9.1s | Global ETA: 1h 6m 9s [2025-11-22T02:20:24.113832] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:24.113898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:24.115154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:24.117850] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:24.119245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:24.122393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.232597] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.50% | Symbol ETA: 7.8s | Global ETA: 1h 6m 9s [2025-11-22T02:20:24.233482] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:24.233544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:24.235175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:24.235678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:24.236068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:24.236929] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:24.238569] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:24.241696] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:24.243631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.392121] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.27% | Symbol ETA: 8.1s | Global ETA: 1h 6m 9s [2025-11-22T02:20:24.393099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:24.393167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:24.398320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:24.400258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:24.400792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:24.401194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:24.403872] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:24.406332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.432324] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.78% | Symbol ETA: 21.7s | Global ETA: 1h 6m 9s [2025-11-22T02:20:24.433218] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:24.433296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:24.438158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:24.440001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:24.440470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:24.440876] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:20:24.526906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.703588] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 8.5s | Global ETA: 1h 6m 10s [2025-11-22T02:20:24.704507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:24.704572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:24.705432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:24.707987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:24.709260] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:24.712035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.844882] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 7.2s | Global ETA: 1h 6m 10s [2025-11-22T02:20:24.845796] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:24.845858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:24.847567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:24.848080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:24.848475] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:24.849430] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:24.851140] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:24.853984] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:20:24.855961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:24.992246] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.60% | Symbol ETA: 7.5s | Global ETA: 1h 6m 10s [2025-11-22T02:20:24.993203] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:24.993267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:24.998342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:25.000200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:25.000750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:25.001147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:25.003629] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:25.006038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:25.128517] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 21.0s | Global ETA: 1h 6m 10s [2025-11-22T02:20:25.283950] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 7.9s | Global ETA: 1h 6m 10s [2025-11-22T02:20:25.284846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:25.284908] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:25.285742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:25.288216] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:25.289343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:25.291981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:25.296547] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.85%, Actual: 1.51% [2025-11-22T02:20:25.442271] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 6.6s | Global ETA: 1h 6m 11s [2025-11-22T02:20:25.463657] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.95%, Actual: 1.90% [2025-11-22T02:20:25.600946] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 6.9s | Global ETA: 1h 6m 11s [2025-11-22T02:20:25.601893] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:25.601964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:25.607014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:25.608921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:25.609398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:25.609824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:25.612300] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:25.613320] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.38% [2025-11-22T02:20:25.614771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:25.632110] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 0.37% [2025-11-22T02:20:25.800139] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 0.90% [2025-11-22T02:20:25.803884] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.34% [2025-11-22T02:20:25.861913] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 7.3s | Global ETA: 1h 6m 11s [2025-11-22T02:20:25.862812] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:25.862875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:25.863703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:25.866142] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:25.867284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:25.869923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:25.968451] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 2.19% [2025-11-22T02:20:25.971954] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 0.56% [2025-11-22T02:20:26.136076] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 0.41% [2025-11-22T02:20:26.139555] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 1.89% [2025-11-22T02:20:26.221537] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -4.43% | Symbol ETA: 6.3s | Global ETA: 1h 6m 12s [2025-11-22T02:20:26.222461] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:26.222527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:26.227807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:26.229833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:26.230321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:26.230743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:26.233220] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:26.235772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:26.304539] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.91%, Actual: 0.75% [2025-11-22T02:20:26.306445] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 0.14% [2025-11-22T02:20:26.444865] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 6.7s | Global ETA: 1h 6m 12s [2025-11-22T02:20:26.445887] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:26.445952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:26.446872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:26.449445] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:26.450686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:26.453407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:26.471635] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 0.68% [2025-11-22T02:20:26.474627] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.51%, Actual: 1.89% [2025-11-22T02:20:26.638977] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 1.47% [2025-11-22T02:20:26.643260] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.76% [2025-11-22T02:20:26.805954] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 0.49% [2025-11-22T02:20:26.806159] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 55.4397% [2025-11-22T02:20:26.806242] [INFO ] [main ] GTY: DISCARDED add_intraday_volatility_percentile (score: 55.44%) [2025-11-22T02:20:26.806284] [INFO ] [main ] GTY: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:20:26.806317] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_last_hour_momentum_mag'] [2025-11-22T02:20:26.806722] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:26.816003] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.50%, Actual: 1.57% [2025-11-22T02:20:26.822190] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:26.823625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:26.823711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:26.828582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:26.830424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:26.830921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:26.831301] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:26.831914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:26.850713] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.04% | Symbol ETA: 5.7s | Global ETA: 1h 6m 13s [2025-11-22T02:20:26.851615] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:26.851699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:26.856663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:26.858469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:26.858964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:26.859355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:26.861766] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:26.864158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:26.981751] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 1.46% [2025-11-22T02:20:27.048023] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 6.1s | Global ETA: 1h 6m 13s [2025-11-22T02:20:27.048997] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:27.049062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:27.049993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:27.052688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:27.053890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:27.056663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:27.149200] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.32% [2025-11-22T02:20:27.149424] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 39.4452% [2025-11-22T02:20:27.149508] [INFO ] [main ] AHH: DISCARDED add_pct_change (score: 39.45%) [2025-11-22T02:20:27.149559] [INFO ] [main ] AHH: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:20:27.149598] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_preclose_acceleration_mag'] [2025-11-22T02:20:27.149661] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:27.163377] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:27.164856] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:27.164919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:27.166589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:27.167118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:27.167557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:27.168438] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:27.170165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:27.172960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:27.174014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:27.439660] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.34% | Symbol ETA: 5.1s | Global ETA: 1h 6m 13s [2025-11-22T02:20:27.440523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:27.440586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:27.444239] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 27.1s | Global ETA: 1h 6m 13s [2025-11-22T02:20:27.445168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:27.445233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:27.445372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:27.447115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:27.447587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:27.447991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:27.450334] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:27.450334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:27.452128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:27.452595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:27.452622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:27.453046] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:27.453692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:27.650734] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 5.5s | Global ETA: 1h 6m 14s [2025-11-22T02:20:27.651661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:27.651726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:27.652585] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:27.655153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:27.656356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:27.659114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:27.744515] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 11.3s | Global ETA: 1h 6m 14s [2025-11-22T02:20:27.745429] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:27.745491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:27.747133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:27.747635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:27.748036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:27.748918] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:27.750551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:27.753322] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:27.754395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.038599] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 4.4s | Global ETA: 1h 6m 14s [2025-11-22T02:20:28.039504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:28.039593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:28.044664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:28.046588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:28.047292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:28.047711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:28.050370] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:28.052783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.080158] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 26.5s | Global ETA: 1h 6m 14s [2025-11-22T02:20:28.081189] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:28.081257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:28.087176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:28.089605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:28.090435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:28.090871] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:28.091528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.242616] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 5.0s | Global ETA: 1h 6m 14s [2025-11-22T02:20:28.243546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:20:28.243625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:28.244502] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:28.247121] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:28.248336] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:28.251062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.348430] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 10.9s | Global ETA: 1h 6m 15s [2025-11-22T02:20:28.349409] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:28.349486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:28.351293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:28.351846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:28.352241] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:28.353169] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:28.354857] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:28.357778] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:28.358894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.631163] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 3.8s | Global ETA: 1h 6m 15s [2025-11-22T02:20:28.703085] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 25.9s | Global ETA: 1h 6m 15s [2025-11-22T02:20:28.704064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:28.704131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:28.709173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:28.711098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:28.711592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:28.712010] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:28.712681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.800836] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -16.10%, Actual: 19.68% [2025-11-22T02:20:28.833851] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 4.4s | Global ETA: 1h 6m 15s [2025-11-22T02:20:28.952755] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 10.3s | Global ETA: 1h 6m 15s [2025-11-22T02:20:28.953668] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:28.953741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:28.955444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:28.956000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:28.956385] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:28.957312] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:28.959015] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:28.961818] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:28.962899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:28.968826] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 6.44%, Actual: 4.03% [2025-11-22T02:20:29.006207] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.41%, Actual: 1.03% [2025-11-22T02:20:29.139980] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.27%, Actual: 1.68% [2025-11-22T02:20:29.179766] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.69% [2025-11-22T02:20:29.306513] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.60%, Actual: 0.22% [2025-11-22T02:20:29.317391] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 25.2s | Global ETA: 1h 6m 16s [2025-11-22T02:20:29.318279] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:29.318339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:29.323203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:29.324934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:29.325397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:29.325832] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:29.326440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:29.352519] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 2.52% [2025-11-22T02:20:29.477109] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 0.66% [2025-11-22T02:20:29.530507] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.62% [2025-11-22T02:20:29.561488] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 9.7s | Global ETA: 1h 6m 16s [2025-11-22T02:20:29.562425] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:29.562492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:29.564212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:29.564719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:29.565554] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:29.566609] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:29.568470] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:29.571597] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:29.572701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:29.645150] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -4.43%, Actual: 2.40% [2025-11-22T02:20:29.713784] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.19% [2025-11-22T02:20:29.812569] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.04%, Actual: 4.99% [2025-11-22T02:20:29.885429] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.14% [2025-11-22T02:20:29.922905] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.97% | Symbol ETA: 24.6s | Global ETA: 1h 6m 17s [2025-11-22T02:20:29.923843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:29.923904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:29.928720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:29.930448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:29.930969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:29.931347] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:29.931980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:29.982031] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.34%, Actual: 0.08% [2025-11-22T02:20:30.063436] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.99% [2025-11-22T02:20:30.145233] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 9.1s | Global ETA: 1h 6m 17s [2025-11-22T02:20:30.146127] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:30.146190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:30.147878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:30.148351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:30.148760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:30.149614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:30.150001] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 11.99% [2025-11-22T02:20:30.151235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:30.153992] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:30.155023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:30.246195] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 0.61% [2025-11-22T02:20:30.317922] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 28.93% [2025-11-22T02:20:30.318118] [INFO ] [main ] BW: Magnitude Forecast Confidence: 33.5887% [2025-11-22T02:20:30.318201] [INFO ] [main ] BW: DISCARDED add_range_overlap_v_prior_day (score: 33.59%) [2025-11-22T02:20:30.318243] [INFO ] [main ] BW: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:20:30.318275] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency'] [2025-11-22T02:20:30.318308] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:30.329992] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:30.331224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:30.331286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:30.336172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:30.338008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:30.338475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:30.338908] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:30.341201] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:30.343275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:30.417439] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.03% [2025-11-22T02:20:30.516157] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 23.9s | Global ETA: 1h 6m 18s [2025-11-22T02:20:30.517090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:30.517156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:30.522078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:30.523903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:30.524390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:30.524810] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:30.525419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:30.590978] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.86%, Actual: 0.43% [2025-11-22T02:20:30.591215] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 49.2055% [2025-11-22T02:20:30.591372] [INFO ] [main ] AIZN: KEPT add_prior_day_tail_pressure (score: 49.21%) [2025-11-22T02:20:30.591416] [INFO ] [main ] AIZN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:20:30.591451] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_prior_mag_lag'] [2025-11-22T02:20:30.591488] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:30.605957] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:30.607476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:30.607543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:30.608465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:30.611100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:30.612270] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:30.614995] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:30.616677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:30.730246] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 8.5s | Global ETA: 1h 6m 18s [2025-11-22T02:20:30.731186] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:30.731250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:30.733020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:30.733517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:30.733943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:30.734840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:30.736498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:30.739385] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:30.740427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:30.927386] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -14.90% | Symbol ETA: 8.8s | Global ETA: 1h 6m 18s [2025-11-22T02:20:30.928316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:30.928379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:30.933209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:30.934964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:30.935512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:30.935916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:30.938251] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:30.940322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.127312] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 23.3s | Global ETA: 1h 6m 18s [2025-11-22T02:20:31.128252] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:31.128317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:31.133350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:31.135267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:31.135782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:31.136174] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:31.136793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.201524] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 9.4s | Global ETA: 1h 6m 18s [2025-11-22T02:20:31.202436] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:31.202503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:31.203353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:31.206004] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:31.207179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:31.209896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:31.211496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.316204] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 7.9s | Global ETA: 1h 6m 19s [2025-11-22T02:20:31.317104] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:31.317166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:31.318842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:31.319313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:31.319724] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:31.320581] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:31.322327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:31.325112] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:31.326141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.574030] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 20.47% | Symbol ETA: 8.4s | Global ETA: 1h 6m 19s [2025-11-22T02:20:31.574906] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:31.574967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:31.579792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:31.581502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:31.582014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:31.582391] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:31.584724] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:31.587157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.739811] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 22.7s | Global ETA: 1h 6m 19s [2025-11-22T02:20:31.740740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:31.740804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:31.746043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:31.748268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:31.748790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:31.749213] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:31.749896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.809321] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 8.9s | Global ETA: 1h 6m 19s [2025-11-22T02:20:31.810264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:31.810330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:31.811179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:31.813770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:31.814942] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:31.817756] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:31.819591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:31.905595] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.55% | Symbol ETA: 7.3s | Global ETA: 1h 6m 19s [2025-11-22T02:20:31.906515] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:31.906578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:31.908284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:31.908805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:31.909190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:31.910064] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:31.911668] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:31.914446] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:31.915469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.169359] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.46% | Symbol ETA: 7.7s | Global ETA: 1h 6m 20s [2025-11-22T02:20:32.170255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:32.170317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:32.175099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:32.176860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:32.177351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:32.177756] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:32.180035] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:32.182061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.360927] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 22.1s | Global ETA: 1h 6m 20s [2025-11-22T02:20:32.361854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:32.361918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:32.367114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:32.369214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:32.369817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:32.370297] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:20:32.371077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.421159] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 8.3s | Global ETA: 1h 6m 20s [2025-11-22T02:20:32.422060] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:32.422125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:32.422975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:32.425560] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:32.426791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:32.429555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:32.431199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.497930] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.72% | Symbol ETA: 6.7s | Global ETA: 1h 6m 20s [2025-11-22T02:20:32.498866] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:32.498928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:32.500572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:32.501063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:32.501443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:32.502316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:32.504010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:32.506776] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:20:32.507861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.759546] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 1.53% | Symbol ETA: 7.1s | Global ETA: 1h 6m 21s [2025-11-22T02:20:32.760433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:32.760496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:32.765262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:32.767054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:32.767542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:32.767989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:32.770346] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:32.772424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:32.972131] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 21.5s | Global ETA: 1h 6m 21s [2025-11-22T02:20:33.029175] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 7.7s | Global ETA: 1h 6m 21s [2025-11-22T02:20:33.030057] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:33.030119] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:33.030949] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:33.033479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:33.034661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:33.037416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:33.039055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:33.073367] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.70% | Symbol ETA: 6.1s | Global ETA: 1h 6m 21s [2025-11-22T02:20:33.142231] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 1.51% [2025-11-22T02:20:33.239046] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 1.38% [2025-11-22T02:20:33.309491] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 1.90% [2025-11-22T02:20:33.347905] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.97% | Symbol ETA: 6.5s | Global ETA: 1h 6m 21s [2025-11-22T02:20:33.348819] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:33.348889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:33.353626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:33.355359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:33.355843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:33.356224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:33.358538] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:33.360673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:33.404487] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.34% [2025-11-22T02:20:33.476088] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 0.37% [2025-11-22T02:20:33.570928] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 0.56% [2025-11-22T02:20:33.635555] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 7.1s | Global ETA: 1h 6m 22s [2025-11-22T02:20:33.636478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:33.636541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:33.637391] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:33.639879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:33.641003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:33.643711] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:33.645291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:33.645751] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 0.90% [2025-11-22T02:20:33.736999] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.89% [2025-11-22T02:20:33.813884] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.97%, Actual: 2.19% [2025-11-22T02:20:33.903027] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 0.14% [2025-11-22T02:20:33.943586] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 5.9s | Global ETA: 1h 6m 22s [2025-11-22T02:20:33.944464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:33.944541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:33.949360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:33.951101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:33.951562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:33.951996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:33.954291] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:33.956344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:33.982274] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 0.41% [2025-11-22T02:20:34.077537] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 1.89% [2025-11-22T02:20:34.152920] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 0.75% [2025-11-22T02:20:34.233395] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 6.5s | Global ETA: 1h 6m 23s [2025-11-22T02:20:34.234328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:34.234394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:34.236342] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:34.241247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:34.242418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:34.245153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:34.246799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:34.256873] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.48%, Actual: 0.76% [2025-11-22T02:20:34.328045] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.68% [2025-11-22T02:20:34.432749] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.55%, Actual: 1.57% [2025-11-22T02:20:34.498004] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 1.47% [2025-11-22T02:20:34.547300] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -8.04% | Symbol ETA: 5.3s | Global ETA: 1h 6m 23s [2025-11-22T02:20:34.548258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:34.548322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:34.553210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:34.554986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:34.555447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:34.555859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:34.558229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:34.560313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:34.607738] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.72%, Actual: 1.46% [2025-11-22T02:20:34.667256] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 0.49% [2025-11-22T02:20:34.667464] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 54.2485% [2025-11-22T02:20:34.667553] [INFO ] [main ] GTY: DISCARDED add_last_hour_momentum_mag (score: 54.25%) [2025-11-22T02:20:34.667597] [INFO ] [main ] GTY: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:20:34.667628] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_day_volatility'] [2025-11-22T02:20:34.667683] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:34.683716] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:34.685051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:34.685115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:34.690103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:34.691876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:34.692348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:34.692760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:34.694492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:34.776054] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.70%, Actual: 0.32% [2025-11-22T02:20:34.776257] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 53.2855% [2025-11-22T02:20:34.776340] [INFO ] [main ] AHH: DISCARDED add_preclose_acceleration_mag (score: 53.29%) [2025-11-22T02:20:34.776383] [INFO ] [main ] AHH: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:20:34.776415] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_prev_1100_to_open'] [2025-11-22T02:20:34.776451] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:34.790690] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:34.791986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:34.792049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:34.793772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:34.794262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:34.794664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:34.795528] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:34.797278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:34.800164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:34.800865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:34.842853] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 5.9s | Global ETA: 1h 6m 23s [2025-11-22T02:20:34.843742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:34.843806] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:34.844605] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:34.847041] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:34.848230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:34.850991] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:34.852590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.139823] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.50% | Symbol ETA: 4.7s | Global ETA: 1h 6m 24s [2025-11-22T02:20:35.140749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:35.140842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:35.145557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.147318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.147803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.148182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:35.150441] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:35.152458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.308654] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 23.3s | Global ETA: 1h 6m 24s [2025-11-22T02:20:35.309555] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:35.309618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:35.314469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.316334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.316837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.317215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:35.319087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.369124] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 10.8s | Global ETA: 1h 6m 24s [2025-11-22T02:20:35.370039] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:35.370102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.371771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.372243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.372620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:35.373543] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:35.375197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:35.378077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:35.378782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.443045] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 5.3s | Global ETA: 1h 6m 24s [2025-11-22T02:20:35.443937] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:35.444010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:35.444854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:35.447344] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:35.448497] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:35.451125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:35.452683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.733373] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 4.1s | Global ETA: 1h 6m 25s [2025-11-22T02:20:35.734691] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:35.734756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:35.739708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.741576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.742105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.742486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:35.744905] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:35.746987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.921133] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.78% | Symbol ETA: 22.6s | Global ETA: 1h 6m 25s [2025-11-22T02:20:35.922442] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:35.922505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:35.927348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.929110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.929579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.930029] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:35.931780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:35.957036] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 10.3s | Global ETA: 1h 6m 25s [2025-11-22T02:20:35.957952] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:35.958015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:35.959664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:35.960140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:35.960527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:35.961391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:35.963017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:35.965803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:35.966479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:36.047776] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 4.7s | Global ETA: 1h 6m 25s [2025-11-22T02:20:36.048694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:36.048760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:36.049610] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:36.052164] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:36.053328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:36.056052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:20:36.057706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:36.325935] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 3.5s | Global ETA: 1h 6m 26s [2025-11-22T02:20:36.496342] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -14.90%, Actual: 19.68% [2025-11-22T02:20:36.530544] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.65% | Symbol ETA: 22.0s | Global ETA: 1h 6m 26s [2025-11-22T02:20:36.531416] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:36.531478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:36.536188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:36.537998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:36.538480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:36.538986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:36.540670] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 9.7s | Global ETA: 1h 6m 26s [2025-11-22T02:20:36.540983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:36.541535] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:36.541599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:36.543252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:36.543748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:36.544132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:36.545006] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:36.546616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:36.549425] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:36.550127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:36.643955] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 4.1s | Global ETA: 1h 6m 26s [2025-11-22T02:20:36.666226] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 20.47%, Actual: 4.03% [2025-11-22T02:20:36.814070] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 1.03% [2025-11-22T02:20:36.835126] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.46%, Actual: 1.68% [2025-11-22T02:20:36.985982] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 0.69% [2025-11-22T02:20:37.004944] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 0.22% [2025-11-22T02:20:37.123331] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.66% | Symbol ETA: 21.3s | Global ETA: 1h 6m 27s [2025-11-22T02:20:37.124838] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:37.124901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:37.129912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:37.131799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:37.132351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:37.132770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:37.133459] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 9.1s | Global ETA: 1h 6m 27s [2025-11-22T02:20:37.134362] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:37.134425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:37.134521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:37.136103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:37.136582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:37.136990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:37.137917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:37.139543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:37.142381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:37.143501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:37.166339] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 2.52% [2025-11-22T02:20:37.176925] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.97%, Actual: 0.66% [2025-11-22T02:20:37.342899] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 0.62% [2025-11-22T02:20:37.348698] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 2.40% [2025-11-22T02:20:37.514315] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.01%, Actual: 0.19% [2025-11-22T02:20:37.515074] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -8.04%, Actual: 4.99% [2025-11-22T02:20:37.686094] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.50%, Actual: 0.08% [2025-11-22T02:20:37.687343] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.14% [2025-11-22T02:20:37.729375] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.32% | Symbol ETA: 20.7s | Global ETA: 1h 6m 27s [2025-11-22T02:20:37.730282] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:37.730346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:37.731052] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 8.5s | Global ETA: 1h 6m 27s [2025-11-22T02:20:37.731958] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:37.732021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:37.733626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:37.734111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:37.734508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:37.735174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:37.735372] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:37.736931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:37.737024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:37.737424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:37.737863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:37.739721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:37.740007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:37.740689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:37.853872] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 11.99% [2025-11-22T02:20:37.862866] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.99% [2025-11-22T02:20:38.022344] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 28.93% [2025-11-22T02:20:38.022547] [INFO ] [main ] BW: Magnitude Forecast Confidence: 25.9844% [2025-11-22T02:20:38.022638] [INFO ] [main ] BW: DISCARDED add_range_volume_efficiency (score: 25.98%) [2025-11-22T02:20:38.022701] [INFO ] [main ] BW: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:20:38.022733] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:20:38.022767] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:38.034561] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:38.035840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:38.035902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:38.040169] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 0.61% [2025-11-22T02:20:38.040754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.042500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.043019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.043397] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:38.045815] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:38.049703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.215914] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.03% [2025-11-22T02:20:38.322734] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.30% | Symbol ETA: 7.9s | Global ETA: 1h 6m 28s [2025-11-22T02:20:38.323625] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:38.323707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.325378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.325866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.326256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:38.327134] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:38.328843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:38.331620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:38.332319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.339787] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.89% | Symbol ETA: 20.1s | Global ETA: 1h 6m 28s [2025-11-22T02:20:38.340732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:38.340796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:38.345829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.347933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.348485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.348963] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:38.351152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.391123] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 0.43% [2025-11-22T02:20:38.391307] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 48.5001% [2025-11-22T02:20:38.391361] [INFO ] [main ] AIZN: DISCARDED add_prior_mag_lag (score: 48.50%) [2025-11-22T02:20:38.391402] [INFO ] [main ] AIZN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:20:38.391436] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:20:38.391473] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:38.404158] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:38.405614] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:38.405698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:38.406576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:38.409233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:38.410420] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:38.413210] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:38.415705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.630316] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.63% | Symbol ETA: 8.5s | Global ETA: 1h 6m 29s [2025-11-22T02:20:38.631223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:38.631284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:38.636149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.637912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.638374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.638783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:38.641126] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:38.644960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.913498] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 7.4s | Global ETA: 1h 6m 29s [2025-11-22T02:20:38.914395] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:38.914458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.916158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.916632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.917077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:38.917972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:38.919618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:38.922466] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:38.923214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:38.952109] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 19.5s | Global ETA: 1h 6m 29s [2025-11-22T02:20:38.953077] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:38.953154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:38.959001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:38.961323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:38.961835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:38.962417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:38.964268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.011285] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 9.2s | Global ETA: 1h 6m 29s [2025-11-22T02:20:39.012356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:39.012420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:39.013277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:39.015856] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:39.017897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:39.023275] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:39.025669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.244584] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 5.47% | Symbol ETA: 8.0s | Global ETA: 1h 6m 30s [2025-11-22T02:20:39.245502] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:39.245578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:39.250487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:39.252301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:39.252806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:39.253190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:39.255541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:39.259427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.507326] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 6.8s | Global ETA: 1h 6m 30s [2025-11-22T02:20:39.508273] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:39.508337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:39.510013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:39.510480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:39.510885] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:39.511757] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:39.513375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:39.516172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:39.516880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.569566] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 18.9s | Global ETA: 1h 6m 30s [2025-11-22T02:20:39.571113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:39.571175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:39.575948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:39.577715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:39.578212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:39.578606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:39.580400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.679536] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 8.9s | Global ETA: 1h 6m 30s [2025-11-22T02:20:39.680425] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:39.680487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:39.681345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:39.683816] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:39.684978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:39.687620] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:39.690042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:39.853059] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.77% | Symbol ETA: 7.4s | Global ETA: 1h 6m 30s [2025-11-22T02:20:39.853986] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:39.854049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:39.858774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:39.860497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:39.860994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:39.861372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:39.863733] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:39.867510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.135064] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 6.2s | Global ETA: 1h 6m 31s [2025-11-22T02:20:40.136042] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:40.136108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:40.138123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:40.138713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:40.139216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:40.140163] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:40.142116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:40.145155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:20:40.145978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.182156] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 18.3s | Global ETA: 1h 6m 31s [2025-11-22T02:20:40.183446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:40.183508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:40.188305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:40.190039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:40.190502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:40.190911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:20:40.192632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.281892] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 8.2s | Global ETA: 1h 6m 31s [2025-11-22T02:20:40.282783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:40.282845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:40.283691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:40.286197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:40.287365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:40.290012] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:40.292362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.447765] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.59% | Symbol ETA: 6.7s | Global ETA: 1h 6m 31s [2025-11-22T02:20:40.448769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:40.448841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:40.453816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:40.455619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:40.456145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:40.456534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:40.462964] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:40.467249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.752121] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 5.6s | Global ETA: 1h 6m 32s [2025-11-22T02:20:40.776390] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 17.7s | Global ETA: 1h 6m 32s [2025-11-22T02:20:40.877828] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 7.5s | Global ETA: 1h 6m 32s [2025-11-22T02:20:40.878727] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:40.878792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:40.879599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:40.882061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:40.883237] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:40.885867] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:40.888231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:40.920544] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 1.38% [2025-11-22T02:20:40.945633] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.51% [2025-11-22T02:20:41.058590] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 6.1s | Global ETA: 1h 6m 32s [2025-11-22T02:20:41.059470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:41.059532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:41.064280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:41.066033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:41.066503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:41.066908] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:41.069258] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:41.073075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:41.088945] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 0.34% [2025-11-22T02:20:41.111463] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.90% [2025-11-22T02:20:41.257164] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 0.56% [2025-11-22T02:20:41.276739] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.65%, Actual: 0.37% [2025-11-22T02:20:41.426129] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.89% [2025-11-22T02:20:41.445097] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.66%, Actual: 0.90% [2025-11-22T02:20:41.454429] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 6.8s | Global ETA: 1h 6m 33s [2025-11-22T02:20:41.455370] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:41.455435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:41.456325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:41.458859] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:41.460014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:41.462621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:41.464996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:41.597196] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.14% [2025-11-22T02:20:41.617614] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.32%, Actual: 2.19% [2025-11-22T02:20:41.654951] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -6.81% | Symbol ETA: 5.5s | Global ETA: 1h 6m 33s [2025-11-22T02:20:41.655835] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:41.655897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:41.660635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:41.662386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:41.662869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:41.663269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:41.665541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:41.669383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:41.767400] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.30%, Actual: 1.89% [2025-11-22T02:20:41.795033] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 0.41% [2025-11-22T02:20:41.941547] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 0.76% [2025-11-22T02:20:41.968604] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.75% [2025-11-22T02:20:42.042653] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 6.2s | Global ETA: 1h 6m 33s [2025-11-22T02:20:42.043530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:42.043593] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:42.044443] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:42.046921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:42.048076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:42.050677] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:42.052973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:42.112300] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 1.57% [2025-11-22T02:20:42.140950] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 0.68% [2025-11-22T02:20:42.270272] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -3.53% | Symbol ETA: 4.9s | Global ETA: 1h 6m 34s [2025-11-22T02:20:42.271237] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:42.271302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:42.276344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:42.278232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:42.278731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:42.279162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:42.281569] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:42.282876] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 1.46% [2025-11-22T02:20:42.285576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:42.307616] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 1.47% [2025-11-22T02:20:42.455575] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 0.32% [2025-11-22T02:20:42.455828] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 54.1843% [2025-11-22T02:20:42.455909] [INFO ] [main ] AHH: DISCARDED add_prev_1100_to_open (score: 54.18%) [2025-11-22T02:20:42.455952] [INFO ] [main ] AHH: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:20:42.455985] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_prev_close_to_1100'] [2025-11-22T02:20:42.456020] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:42.470255] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:42.471820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:42.471884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:42.473607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:42.474157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:42.474547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:42.475424] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:42.477061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:42.477686] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 0.49% [2025-11-22T02:20:42.477924] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 45.4340% [2025-11-22T02:20:42.478028] [INFO ] [main ] GTY: DISCARDED add_late_day_volatility (score: 45.43%) [2025-11-22T02:20:42.478072] [INFO ] [main ] GTY: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:20:42.478105] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_hour_microstructure'] [2025-11-22T02:20:42.478141] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:42.479968] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:42.480695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:42.493689] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:42.495375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:42.495442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:42.500664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:42.502618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:42.503195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:42.503614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:42.506388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:42.626757] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.41% | Symbol ETA: 5.6s | Global ETA: 1h 6m 34s [2025-11-22T02:20:42.627701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:42.627805] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:42.628689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:42.631160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:42.632317] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:42.634989] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:42.637396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:42.870931] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 4.3s | Global ETA: 1h 6m 35s [2025-11-22T02:20:42.871817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:42.871880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:42.876693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:42.878469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:42.878976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:42.879369] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:42.881718] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:42.885520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.070049] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 10.6s | Global ETA: 1h 6m 35s [2025-11-22T02:20:43.071009] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:43.071076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:43.072742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:43.073239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:43.073625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:43.074491] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:43.076134] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:43.079035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:43.079751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.100407] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 21.5s | Global ETA: 1h 6m 35s [2025-11-22T02:20:43.101284] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:43.101346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:43.106058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:43.107815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:43.108282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:43.108681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:43.111259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.208733] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 5.0s | Global ETA: 1h 6m 35s [2025-11-22T02:20:43.209623] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:43.211509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:43.212380] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:43.216592] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:43.217791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:43.220403] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:43.222819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.459742] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 2.71% | Symbol ETA: 3.7s | Global ETA: 1h 6m 35s [2025-11-22T02:20:43.460607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:43.460689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:43.465483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:43.467235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:43.467716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:43.468133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:43.470447] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:43.474282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.668157] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 10.0s | Global ETA: 1h 6m 36s [2025-11-22T02:20:43.669087] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:43.669150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:43.670820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:43.671301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:43.671718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:43.672574] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:43.674239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:43.677120] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:43.677891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.698889] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.87% | Symbol ETA: 20.9s | Global ETA: 1h 6m 36s [2025-11-22T02:20:43.699957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:43.700028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:43.705093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:43.706955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:43.707471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:43.707892] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:43.710671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:43.795960] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 4.4s | Global ETA: 1h 6m 36s [2025-11-22T02:20:43.796847] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:43.796911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:43.797774] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:43.800216] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:43.801382] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:43.804081] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:43.806416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:44.049635] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 3.1s | Global ETA: 1h 6m 36s [2025-11-22T02:20:44.217857] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.63%, Actual: 19.68% [2025-11-22T02:20:44.253375] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 9.4s | Global ETA: 1h 6m 36s [2025-11-22T02:20:44.254273] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:44.254369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:44.256057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:44.256542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:44.256948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:44.257840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:44.259482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:44.262233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:44.262928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:44.300688] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.34% | Symbol ETA: 20.3s | Global ETA: 1h 6m 36s [2025-11-22T02:20:44.301618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:44.301702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:44.306747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:44.308634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:44.309167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:44.309570] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:44.312461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:44.386272] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.47%, Actual: 4.03% [2025-11-22T02:20:44.389299] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 3.8s | Global ETA: 1h 6m 37s [2025-11-22T02:20:44.553819] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.77%, Actual: 1.68% [2025-11-22T02:20:44.559255] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 1.03% [2025-11-22T02:20:44.721002] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.59%, Actual: 0.22% [2025-11-22T02:20:44.728284] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 0.69% [2025-11-22T02:20:44.844766] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 8.8s | Global ETA: 1h 6m 37s [2025-11-22T02:20:44.845635] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:44.845717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:44.847411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:44.847931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:44.848317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:44.849180] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:44.850820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:44.853593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:44.854299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:44.892477] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.66% [2025-11-22T02:20:44.895374] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.69%, Actual: 2.52% [2025-11-22T02:20:44.922962] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 19.7s | Global ETA: 1h 6m 37s [2025-11-22T02:20:44.923926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:44.923995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:44.929078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:44.931166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:44.932124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:44.932528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:44.935279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:45.060387] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -6.81%, Actual: 2.40% [2025-11-22T02:20:45.063876] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 0.62% [2025-11-22T02:20:45.226662] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -3.53%, Actual: 4.99% [2025-11-22T02:20:45.231546] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.19% [2025-11-22T02:20:45.399856] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.14% [2025-11-22T02:20:45.428981] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 8.2s | Global ETA: 1h 6m 38s [2025-11-22T02:20:45.430230] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:45.430293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:45.431978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:45.432466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:45.432882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:45.433752] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:45.435416] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:45.438326] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:45.439060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:45.448358] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 0.08% [2025-11-22T02:20:45.521135] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 19.1s | Global ETA: 1h 6m 38s [2025-11-22T02:20:45.522017] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:45.522084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:45.526760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:45.528487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:45.528969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:45.529349] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:45.531934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:45.573840] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.41%, Actual: 0.99% [2025-11-22T02:20:45.616185] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 2.71%, Actual: 11.99% [2025-11-22T02:20:45.743502] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 0.61% [2025-11-22T02:20:45.782300] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.77%, Actual: 28.93% [2025-11-22T02:20:45.782495] [INFO ] [main ] BW: Magnitude Forecast Confidence: 37.2460% [2025-11-22T02:20:45.782602] [INFO ] [main ] BW: KEPT add_range_volume_efficiency_refinements (score: 37.25%) [2025-11-22T02:20:45.782663] [INFO ] [main ] BW: Testing feature 39/53: add_regime [2025-11-22T02:20:45.782701] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_regime'] [2025-11-22T02:20:45.782735] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:45.794975] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:45.796187] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:45.796250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:45.801017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:45.802802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:45.803267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:45.803668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:45.805981] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:45.809810] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:45.829681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:45.914227] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.03% [2025-11-22T02:20:46.013276] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.26% | Symbol ETA: 7.6s | Global ETA: 1h 6m 39s [2025-11-22T02:20:46.014386] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:46.014449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:46.016295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:46.016794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:46.017187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:46.018142] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:46.019919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:46.022846] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:46.023697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.082020] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 0.43% [2025-11-22T02:20:46.082222] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 50.2134% [2025-11-22T02:20:46.082339] [INFO ] [main ] AIZN: KEPT add_range_overlap_v_prior_day (score: 50.21%) [2025-11-22T02:20:46.082383] [INFO ] [main ] AIZN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:20:46.082417] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency'] [2025-11-22T02:20:46.082453] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:46.094844] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:46.096311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:46.096378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:46.097302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:46.100195] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:46.101381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:46.104096] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:46.106573] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:46.108359] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 18.5s | Global ETA: 1h 6m 39s [2025-11-22T02:20:46.108884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.109242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:46.109304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:46.113999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:46.115724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:46.116188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:46.116566] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:46.119168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.408772] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.45% | Symbol ETA: 8.4s | Global ETA: 1h 6m 39s [2025-11-22T02:20:46.409631] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:46.409715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:46.414508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:46.416243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:46.416722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:46.417110] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:46.419401] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:46.423167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:46.442388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.602166] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 7.0s | Global ETA: 1h 6m 40s [2025-11-22T02:20:46.603567] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:46.603637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:46.605398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:46.605953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:46.606394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:46.607391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:46.609240] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:46.612211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:46.612993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.697630] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 17.9s | Global ETA: 1h 6m 40s [2025-11-22T02:20:46.698514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:46.698576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:46.701151] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.33% | Symbol ETA: 8.9s | Global ETA: 1h 6m 40s [2025-11-22T02:20:46.702085] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:46.702151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:46.703013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:46.703280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:46.705016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:46.705492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:46.705587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:46.705918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:46.706801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:46.708508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:46.709565] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:46.712083] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:46.714275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.019964] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 7.8s | Global ETA: 1h 6m 40s [2025-11-22T02:20:47.020826] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:47.020889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:47.025621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.027378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.027854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.028233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:47.030521] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:47.034340] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:47.054819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.212926] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 6.4s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.213840] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:47.213903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.215518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.216027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.216470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:47.217397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:47.219026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:47.221803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:47.222494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.287207] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 17.3s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.288151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:47.288216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:47.293137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.294964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.295468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.295887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:47.298615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.339280] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 8.4s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.340217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:47.340280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:47.341145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:47.343588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:47.344741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:47.347439] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:47.349771] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:47.351822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.639235] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -22.44% | Symbol ETA: 7.2s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.640142] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:47.640205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:47.644919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.646675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.647141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.647540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:47.649904] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:47.653759] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:47.673246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.795177] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 5.8s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.796117] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:47.796180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.797879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.798371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.798778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:47.799636] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:47.801290] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:47.804088] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:20:47.804795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.893709] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.27% | Symbol ETA: 16.7s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.894618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:47.894721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:47.899690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:47.901605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:47.902174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:47.902595] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:20:47.905440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:47.924837] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 7.7s | Global ETA: 1h 6m 41s [2025-11-22T02:20:47.925765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:47.925829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:47.926666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:47.929180] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:47.930324] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:47.932963] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:47.935283] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:47.937363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:48.283982] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -12.02% | Symbol ETA: 6.6s | Global ETA: 1h 6m 42s [2025-11-22T02:20:48.284953] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:48.285018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:48.290007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:48.291817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:48.292339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:48.292755] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:48.295184] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:48.299128] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:48.319702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:48.387173] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.58% | Symbol ETA: 5.2s | Global ETA: 1h 6m 42s [2025-11-22T02:20:48.487943] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.52% | Symbol ETA: 16.1s | Global ETA: 1h 6m 42s [2025-11-22T02:20:48.532869] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 7.1s | Global ETA: 1h 6m 42s [2025-11-22T02:20:48.533846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:48.533910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:48.534787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:48.537557] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:48.538769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:48.541480] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:48.543943] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:48.546068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:48.556757] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 1.38% [2025-11-22T02:20:48.654905] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 1.51% [2025-11-22T02:20:48.727491] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 0.34% [2025-11-22T02:20:48.821750] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.87%, Actual: 1.90% [2025-11-22T02:20:48.899296] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.86%, Actual: 0.56% [2025-11-22T02:20:48.905489] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.99% | Symbol ETA: 6.0s | Global ETA: 1h 6m 43s [2025-11-22T02:20:48.906372] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:48.906434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:48.911238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:48.913008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:48.913463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:48.913875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:48.916210] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:48.920104] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:48.939595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:48.990314] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.34%, Actual: 0.37% [2025-11-22T02:20:49.068934] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 1.89% [2025-11-22T02:20:49.147098] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.18% | Symbol ETA: 6.5s | Global ETA: 1h 6m 43s [2025-11-22T02:20:49.148084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:49.148152] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:49.149049] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:49.151827] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:49.153025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:49.155887] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:49.158689] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:49.160234] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.90% [2025-11-22T02:20:49.161003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:49.236959] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 0.14% [2025-11-22T02:20:49.328942] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 2.19% [2025-11-22T02:20:49.404673] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.26%, Actual: 1.89% [2025-11-22T02:20:49.499389] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.41% [2025-11-22T02:20:49.523267] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 5.46% | Symbol ETA: 5.3s | Global ETA: 1h 6m 44s [2025-11-22T02:20:49.524157] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:49.524221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:49.528998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:49.530725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:49.531183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:49.531560] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:49.533907] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:49.537804] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:49.557484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:49.574424] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.76% [2025-11-22T02:20:49.670300] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.75% [2025-11-22T02:20:49.742551] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 1.57% [2025-11-22T02:20:49.759312] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 5.9s | Global ETA: 1h 6m 44s [2025-11-22T02:20:49.760246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:49.760311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:49.761171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:49.763634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:49.764823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:49.767481] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:49.769890] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:49.771937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:49.847767] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.68% [2025-11-22T02:20:49.912585] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 1.46% [2025-11-22T02:20:50.033339] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.27%, Actual: 1.47% [2025-11-22T02:20:50.095078] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.58%, Actual: 0.32% [2025-11-22T02:20:50.095332] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 47.9120% [2025-11-22T02:20:50.098904] [INFO ] [main ] AHH: DISCARDED add_prev_close_to_1100 (score: 47.91%) [2025-11-22T02:20:50.098959] [INFO ] [main ] AHH: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:20:50.098996] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_prev_close_to_open'] [2025-11-22T02:20:50.099033] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:50.115986] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:50.117516] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:50.117592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:50.119407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:50.119981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:50.120497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:50.121608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:50.123757] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:50.127335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:50.128418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:50.170817] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -9.20% | Symbol ETA: 4.7s | Global ETA: 1h 6m 45s [2025-11-22T02:20:50.171766] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:50.171831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:50.176839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:50.178731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:50.179227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:50.179628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:50.182138] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:50.187602] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:50.220457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:50.230839] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.52%, Actual: 0.49% [2025-11-22T02:20:50.231110] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 35.9587% [2025-11-22T02:20:50.231244] [INFO ] [main ] GTY: DISCARDED add_late_hour_microstructure (score: 35.96%) [2025-11-22T02:20:50.231319] [INFO ] [main ] GTY: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:20:50.231379] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_late_session_pressure'] [2025-11-22T02:20:50.231963] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:50.252922] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:50.254889] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:50.254981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:50.262591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:50.265483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:50.266253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:50.266844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:50.268346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:50.413411] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 5.3s | Global ETA: 1h 6m 45s [2025-11-22T02:20:50.414807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:50.414890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:50.416164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:50.420017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:50.421867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:50.426038] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:50.429714] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:50.433125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:50.936246] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 12.2s | Global ETA: 1h 6m 46s [2025-11-22T02:20:50.937246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:50.937314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:50.939116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:50.939662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:50.940076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:50.940989] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:50.943338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:50.948133] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:50.949303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.008382] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.89% | Symbol ETA: 4.2s | Global ETA: 1h 6m 46s [2025-11-22T02:20:51.009509] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:51.009586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:51.014989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:51.017025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:51.017577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:51.018035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:51.020497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:51.024660] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:51.046273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.125865] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 22.5s | Global ETA: 1h 6m 46s [2025-11-22T02:20:51.126829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:51.126893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:51.132017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:51.133893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:51.134425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:51.134882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:51.135879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.207441] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 4.7s | Global ETA: 1h 6m 46s [2025-11-22T02:20:51.208727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:51.208810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:51.209999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:51.213620] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:51.215259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:51.219071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:51.222402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:51.225773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.586901] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 10.7s | Global ETA: 1h 6m 47s [2025-11-22T02:20:51.587811] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:51.587874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:51.589587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:51.590106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:51.590522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:51.591396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:51.593054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:51.595969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:51.596709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.659929] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 2.95% | Symbol ETA: 3.5s | Global ETA: 1h 6m 47s [2025-11-22T02:20:51.661081] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:51.661158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:51.666548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:51.668476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:51.668987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:51.669415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:51.671778] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:51.675733] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:20:51.696555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.768221] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 20.7s | Global ETA: 1h 6m 47s [2025-11-22T02:20:51.769201] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:51.769268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:51.774142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:51.775994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:51.776554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:51.777025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:51.778044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:51.807578] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 4.1s | Global ETA: 1h 6m 47s [2025-11-22T02:20:51.808543] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:51.808973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:51.809896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:51.812454] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:51.814068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:51.816861] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:51.819370] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:20:51.821867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:52.173822] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 9.6s | Global ETA: 1h 6m 47s [2025-11-22T02:20:52.174716] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:52.174779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:52.176407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:52.176909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:52.177317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:52.178187] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:52.179821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:52.182564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:52.183258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:52.284773] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.35% | Symbol ETA: 2.9s | Global ETA: 1h 6m 47s [2025-11-22T02:20:52.382634] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.80% | Symbol ETA: 19.6s | Global ETA: 1h 6m 48s [2025-11-22T02:20:52.383624] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:52.383717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:52.388594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:52.390479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:52.390985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:52.391373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:52.392351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:52.403301] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 3.4s | Global ETA: 1h 6m 48s [2025-11-22T02:20:52.456178] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.45%, Actual: 19.68% [2025-11-22T02:20:52.581435] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 1.03% [2025-11-22T02:20:52.630808] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 2.83%, Actual: 4.03% [2025-11-22T02:20:52.750782] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 0.69% [2025-11-22T02:20:52.763217] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 8.7s | Global ETA: 1h 6m 48s [2025-11-22T02:20:52.764186] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:52.764256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:52.766009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:52.766544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:52.767020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:52.767998] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:52.769706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:52.772630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:52.773369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:52.804152] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -22.44%, Actual: 1.68% [2025-11-22T02:20:52.918044] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 2.52% [2025-11-22T02:20:52.981061] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -12.02%, Actual: 0.22% [2025-11-22T02:20:52.996633] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 18.8s | Global ETA: 1h 6m 48s [2025-11-22T02:20:52.997531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:52.997593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:53.002342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:53.004102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:53.004591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:53.005002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:53.006026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:53.085736] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 0.62% [2025-11-22T02:20:53.152481] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 0.66% [2025-11-22T02:20:53.257672] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.18%, Actual: 0.19% [2025-11-22T02:20:53.324368] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 5.46%, Actual: 2.40% [2025-11-22T02:20:53.374692] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.15% | Symbol ETA: 8.0s | Global ETA: 1h 6m 49s [2025-11-22T02:20:53.375777] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:53.375844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:53.377690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:53.378237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:53.378691] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:53.380080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:53.385042] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:53.388088] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:53.388887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:53.432831] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 1.14% [2025-11-22T02:20:53.496575] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -9.20%, Actual: 4.99% [2025-11-22T02:20:53.588509] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 18.0s | Global ETA: 1h 6m 49s [2025-11-22T02:20:53.589395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:53.589457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:53.594179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:53.595945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:53.596417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:53.596820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:53.597817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:53.609716] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 0.99% [2025-11-22T02:20:53.671839] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.89%, Actual: 0.08% [2025-11-22T02:20:53.846156] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.61% [2025-11-22T02:20:53.852366] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 2.95%, Actual: 11.99% [2025-11-22T02:20:53.998514] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.49% | Symbol ETA: 7.4s | Global ETA: 1h 6m 50s [2025-11-22T02:20:53.999532] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:53.999600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.001310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.001834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.002228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:54.003102] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:54.004737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:54.007694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:54.008418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.014298] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.03% [2025-11-22T02:20:54.024428] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.35%, Actual: 28.93% [2025-11-22T02:20:54.024659] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.2942% [2025-11-22T02:20:54.024712] [INFO ] [main ] BW: DISCARDED add_regime (score: 31.29%) [2025-11-22T02:20:54.024751] [INFO ] [main ] BW: Testing feature 40/53: add_regime_flags [2025-11-22T02:20:54.024782] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_regime_flags'] [2025-11-22T02:20:54.024837] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:20:54.038005] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:54.039339] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:54.039402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:54.044270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.046096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.046583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.046990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:54.049346] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:54.054176] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:54.055304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.195788] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.43% [2025-11-22T02:20:54.196004] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.5286% [2025-11-22T02:20:54.196057] [INFO ] [main ] AIZN: DISCARDED add_range_volume_efficiency (score: 43.53%) [2025-11-22T02:20:54.196097] [INFO ] [main ] AIZN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:20:54.196129] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:20:54.196325] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:20:54.201244] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 17.3s | Global ETA: 1h 6m 50s [2025-11-22T02:20:54.202239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:54.202305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:54.207620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.209573] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:54.209881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.210426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.210895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:54.210986] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:54.211050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:54.211919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:54.211957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.214435] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:54.215575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:54.218250] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:54.220577] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:54.224385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.601463] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 6.7s | Global ETA: 1h 6m 51s [2025-11-22T02:20:54.602329] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:54.602393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.604035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.604515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.604924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:54.605805] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:54.607454] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:54.610298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:54.611019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.649091] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.96% | Symbol ETA: 8.2s | Global ETA: 1h 6m 51s [2025-11-22T02:20:54.650004] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:54.650070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:54.654959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.656728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.657216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.657665] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:54.660037] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:54.664112] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:54.665176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.802705] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.10% | Symbol ETA: 8.6s | Global ETA: 1h 6m 51s [2025-11-22T02:20:54.803571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:54.803635] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:54.804486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:54.806972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:54.808138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:54.810772] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:54.813102] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:54.816868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:54.833636] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 16.6s | Global ETA: 1h 6m 51s [2025-11-22T02:20:54.834608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:54.834698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:54.840016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:54.841955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:54.842458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:54.842886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:54.843870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.201246] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.36% | Symbol ETA: 6.0s | Global ETA: 1h 6m 51s [2025-11-22T02:20:55.202154] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:55.202218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:55.203899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:55.204381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:55.204794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:55.205661] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:55.207287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:55.210095] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:55.210842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.265717] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 7.42% | Symbol ETA: 7.7s | Global ETA: 1h 6m 52s [2025-11-22T02:20:55.266586] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:55.266672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:55.271470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:55.273261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:55.273761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:55.274147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:55.276453] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:55.280342] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:55.281369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.453387] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 8.3s | Global ETA: 1h 6m 52s [2025-11-22T02:20:55.454320] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:55.454387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:55.455253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:55.458072] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:55.459248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:55.461991] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:55.464687] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:55.464945] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 15.9s | Global ETA: 1h 6m 52s [2025-11-22T02:20:55.465875] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:55.465938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:55.468666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.471238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:55.473106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:55.473631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:55.474055] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:55.475105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.824082] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 5.4s | Global ETA: 1h 6m 52s [2025-11-22T02:20:55.825038] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:55.825102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:55.826797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:55.827309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:55.827721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:55.828666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:55.830318] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:55.833118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:20:55.833835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:55.879066] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -17.72% | Symbol ETA: 7.0s | Global ETA: 1h 6m 52s [2025-11-22T02:20:55.879977] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:55.880047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:55.885031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:55.886831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:55.887339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:55.887759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:55.890109] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:55.894017] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:55.895064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:56.072889] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 7.6s | Global ETA: 1h 6m 53s [2025-11-22T02:20:56.073796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:56.073860] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:56.074681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:56.077121] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:56.078307] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:56.081024] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:56.083401] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:56.087326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:56.102633] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 15.3s | Global ETA: 1h 6m 53s [2025-11-22T02:20:56.103668] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:56.103737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:56.109094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:56.111007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:56.111517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:56.111941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:20:56.112961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:56.409080] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 4.8s | Global ETA: 1h 6m 53s [2025-11-22T02:20:56.492772] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 6.4s | Global ETA: 1h 6m 53s [2025-11-22T02:20:56.493625] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:56.493708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:56.498450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:56.500156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:56.500624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:56.501026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:56.503351] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:56.507130] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:56.508165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:56.574686] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 1.38% [2025-11-22T02:20:56.676130] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 7.0s | Global ETA: 1h 6m 54s [2025-11-22T02:20:56.677068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:56.677134] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:56.678032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:56.680555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:56.681756] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:56.684505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:56.686942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:56.690898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:56.741737] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.34% [2025-11-22T02:20:56.773053] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 14.6s | Global ETA: 1h 6m 54s [2025-11-22T02:20:56.911215] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.56% [2025-11-22T02:20:56.952740] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 1.51% [2025-11-22T02:20:57.081629] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.89% [2025-11-22T02:20:57.095185] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.66% | Symbol ETA: 5.8s | Global ETA: 1h 6m 54s [2025-11-22T02:20:57.096115] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:57.096180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:57.101397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:57.103193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:57.103698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:57.104095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:57.106450] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:57.110405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:57.111450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:57.121667] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 1.90% [2025-11-22T02:20:57.252892] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.15%, Actual: 0.14% [2025-11-22T02:20:57.279298] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.36% | Symbol ETA: 6.4s | Global ETA: 1h 6m 54s [2025-11-22T02:20:57.280180] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:57.280244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:57.281136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:57.283618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:57.284758] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:57.287402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:57.289753] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:57.293567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:57.296003] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.80%, Actual: 0.37% [2025-11-22T02:20:57.423624] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.49%, Actual: 1.89% [2025-11-22T02:20:57.480602] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 0.90% [2025-11-22T02:20:57.592658] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.76% [2025-11-22T02:20:57.650950] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 2.19% [2025-11-22T02:20:57.708767] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -4.17% | Symbol ETA: 5.2s | Global ETA: 1h 6m 55s [2025-11-22T02:20:57.709668] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:57.709746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:57.714699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:57.716453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:57.716959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:57.717391] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:57.719794] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:57.723663] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:57.724701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:57.761371] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.36%, Actual: 1.57% [2025-11-22T02:20:57.821283] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.41% [2025-11-22T02:20:57.879398] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 5.7s | Global ETA: 1h 6m 55s [2025-11-22T02:20:57.880349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:57.880418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:57.881352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:57.883983] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:57.885127] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:57.887880] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:57.890334] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:57.894374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:57.937266] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 1.46% [2025-11-22T02:20:57.995703] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.75% [2025-11-22T02:20:58.106200] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.32% [2025-11-22T02:20:58.106403] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.1841% [2025-11-22T02:20:58.106493] [INFO ] [main ] AHH: DISCARDED add_prev_close_to_open (score: 48.18%) [2025-11-22T02:20:58.106537] [INFO ] [main ] AHH: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:20:58.106571] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_prior_day_tail_pressure'] [2025-11-22T02:20:58.106609] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:20:58.123357] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:58.124733] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:58.124799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:58.126543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:58.127082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:58.127501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:58.128436] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:58.130169] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:58.133179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:58.135996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:58.167675] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.68% [2025-11-22T02:20:58.319071] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -6.25% | Symbol ETA: 4.6s | Global ETA: 1h 6m 56s [2025-11-22T02:20:58.319989] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:58.320051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:58.324883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:58.326602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:58.327101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:58.327510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:58.329802] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:58.333615] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:58.334658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:58.338569] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 1.47% [2025-11-22T02:20:58.503125] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 5.1s | Global ETA: 1h 6m 56s [2025-11-22T02:20:58.504013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:58.504076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:58.504918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:58.507375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:58.508490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:58.513044] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:58.513304] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.49% [2025-11-22T02:20:58.513514] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 28.4072% [2025-11-22T02:20:58.513609] [INFO ] [main ] GTY: DISCARDED add_late_session_pressure (score: 28.41%) [2025-11-22T02:20:58.513674] [INFO ] [main ] GTY: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:20:58.513711] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_micro_gap_fill_velocity'] [2025-11-22T02:20:58.513745] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:20:58.515352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:58.519173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:58.529467] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:20:58.531030] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:58.531096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:58.536065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:58.537911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:58.538425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:58.538852] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:20:58.540837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:58.739497] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 10.1s | Global ETA: 1h 6m 56s [2025-11-22T02:20:58.740425] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:58.740490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:58.742221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:58.742735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:58.743139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:58.744068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:58.745795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:58.748731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:58.751541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:58.917027] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.83% | Symbol ETA: 4.0s | Global ETA: 1h 6m 57s [2025-11-22T02:20:58.918017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:58.918085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:58.923028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:58.924852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:58.925343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:58.925769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:58.928156] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:58.931938] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:58.932955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.103139] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 4.5s | Global ETA: 1h 6m 57s [2025-11-22T02:20:59.104039] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:59.104102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:59.104929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:59.107384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:59.108568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:59.111336] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:59.113774] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:59.117783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.129378] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 19.8s | Global ETA: 1h 6m 57s [2025-11-22T02:20:59.130281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:59.130345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:59.135273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:59.137106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:59.137625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:59.138044] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:20:59.139997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.341627] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 9.5s | Global ETA: 1h 6m 57s [2025-11-22T02:20:59.342546] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:59.342616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:59.344360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:59.344890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:59.345293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:59.346181] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:59.347883] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:59.350776] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:59.353445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.540108] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 3.4s | Global ETA: 1h 6m 57s [2025-11-22T02:20:59.541102] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:59.541177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:59.546867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:59.548885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:59.549434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:59.549867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:59.552294] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:59.556319] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:20:59.557465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.714284] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 3.9s | Global ETA: 1h 6m 58s [2025-11-22T02:20:59.715173] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:20:59.715237] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:59.716062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:20:59.718585] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:20:59.719792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:59.722417] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:20:59.724742] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:20:59.728584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.740861] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 19.2s | Global ETA: 1h 6m 58s [2025-11-22T02:20:59.741861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:20:59.741927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:20:59.747449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:59.749339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:59.749887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:59.750293] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:20:59.752314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:20:59.940368] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 8.8s | Global ETA: 1h 6m 58s [2025-11-22T02:20:59.941251] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:20:59.941315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:20:59.942957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:20:59.943435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:20:59.943842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:20:59.944705] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:20:59.946307] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:20:59.949130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:20:59.951728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:00.217892] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 2.7s | Global ETA: 1h 6m 58s [2025-11-22T02:21:00.325622] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 3.3s | Global ETA: 1h 6m 59s [2025-11-22T02:21:00.362127] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.32% | Symbol ETA: 18.7s | Global ETA: 1h 6m 59s [2025-11-22T02:21:00.363067] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:00.363131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:00.368097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:00.369968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:00.370476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:00.370910] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:00.372850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:00.396336] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.96%, Actual: 19.68% [2025-11-22T02:21:00.494660] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.10%, Actual: 1.03% [2025-11-22T02:21:00.536363] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 8.2s | Global ETA: 1h 6m 59s [2025-11-22T02:21:00.537326] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:00.537433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:00.539093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:00.539615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:00.540022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:00.540884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:00.542498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:00.545277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:00.547928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:00.581093] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 7.42%, Actual: 4.03% [2025-11-22T02:21:00.682231] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 0.69% [2025-11-22T02:21:00.765527] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -17.72%, Actual: 1.68% [2025-11-22T02:21:00.981688] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 0.22% [2025-11-22T02:21:00.998570] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.54%, Actual: 2.52% [2025-11-22T02:21:01.118260] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.05% | Symbol ETA: 18.3s | Global ETA: 1h 6m 60s [2025-11-22T02:21:01.119137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:01.119200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:01.123932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:01.125629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:01.126121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:01.126501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:01.128433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:01.170052] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.66%, Actual: 0.66% [2025-11-22T02:21:01.278498] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.62% [2025-11-22T02:21:01.348946] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -4.17%, Actual: 2.40% [2025-11-22T02:21:01.398764] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 7.9s | Global ETA: 1h 7m 0s [2025-11-22T02:21:01.399660] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:01.399724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:01.401350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:01.401860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:01.402245] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:01.403135] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:01.404767] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:01.407543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:01.410220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:01.452145] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 0.19% [2025-11-22T02:21:01.537626] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -6.25%, Actual: 4.99% [2025-11-22T02:21:01.645912] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.14% [2025-11-22T02:21:01.728259] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.83%, Actual: 0.08% [2025-11-22T02:21:01.843090] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.99% [2025-11-22T02:21:01.909686] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 11.99% [2025-11-22T02:21:01.918315] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 17.8s | Global ETA: 1h 7m 1s [2025-11-22T02:21:01.919271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:01.919345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:01.924281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:01.926366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:01.926917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:01.927331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:01.929485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:01.990933] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.20% | Symbol ETA: 7.2s | Global ETA: 1h 7m 1s [2025-11-22T02:21:01.991981] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:01.992046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:01.993694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:01.994184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:01.994569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:01.995471] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:01.997275] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:02.000265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:02.002872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:02.017359] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 0.61% [2025-11-22T02:21:02.091189] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 28.93% [2025-11-22T02:21:02.091422] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.9476% [2025-11-22T02:21:02.091509] [INFO ] [main ] BW: DISCARDED add_regime_flags (score: 31.95%) [2025-11-22T02:21:02.091558] [INFO ] [main ] BW: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:21:02.091594] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:21:02.092051] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:02.106172] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:02.107785] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:02.107886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:02.112956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:02.114921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:02.115437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:02.115881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:02.118274] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:02.122147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:02.122682] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:02.123706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:02.125297] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:02.126311] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:02.126988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:02.186293] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 0.03% [2025-11-22T02:21:02.354868] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:21:02.355080] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.7119% [2025-11-22T02:21:02.355172] [INFO ] [main ] AIZN: DISCARDED add_range_volume_efficiency_refinements (score: 35.71%) [2025-11-22T02:21:02.355217] [INFO ] [main ] AIZN: Testing feature 39/53: add_regime [2025-11-22T02:21:02.355252] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_regime'] [2025-11-22T02:21:02.355288] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:02.367736] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:02.369098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:02.369162] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:02.370053] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:02.372610] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:02.373779] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:02.376441] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:02.378899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:02.395573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:02.540537] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 17.1s | Global ETA: 1h 7m 2s [2025-11-22T02:21:02.541501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:02.541581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:02.546723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:02.548616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:02.549145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:02.549613] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:02.551634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:02.572690] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 6.5s | Global ETA: 1h 7m 2s [2025-11-22T02:21:02.573576] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:02.573660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:02.575281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:02.575796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:02.576182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:02.577057] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:02.578782] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:02.581577] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:02.584228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:02.718093] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.31% | Symbol ETA: 7.9s | Global ETA: 1h 7m 2s [2025-11-22T02:21:02.718988] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:02.719053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:02.723871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:02.725603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:02.726100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:02.726486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:02.728981] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:02.732844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:02.733294] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:02.734311] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:02.735895] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:02.736891] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:02.737614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.032980] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 9.0s | Global ETA: 1h 7m 2s [2025-11-22T02:21:03.033896] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:03.033960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:03.034804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:03.037287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:03.038430] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:03.041073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:03.043414] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:03.060182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.158656] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 5.9s | Global ETA: 1h 7m 2s [2025-11-22T02:21:03.159543] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:03.159607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.161255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.161751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.162141] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:03.163024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:03.164636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:03.167468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:03.170136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.170563] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.99% | Symbol ETA: 16.4s | Global ETA: 1h 7m 2s [2025-11-22T02:21:03.171502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:03.171585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:03.176547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.178343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.178881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.179275] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:03.181474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.329448] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 11.57% | Symbol ETA: 7.3s | Global ETA: 1h 7m 3s [2025-11-22T02:21:03.330463] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:03.330536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:03.335510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.337523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.338158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.338599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:03.341015] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:03.344850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:03.345332] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:03.346346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:03.347965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:03.348996] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:03.349692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.672888] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.17% | Symbol ETA: 8.2s | Global ETA: 1h 7m 3s [2025-11-22T02:21:03.673786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:03.673849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:03.674676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:03.677171] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:03.678352] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:03.681160] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:03.683568] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:03.700658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.743140] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.24% | Symbol ETA: 5.2s | Global ETA: 1h 7m 3s [2025-11-22T02:21:03.744057] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:03.744121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.745827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.746303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.746703] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:03.747620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:03.749300] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:03.752066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:03.754664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.800212] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 15.7s | Global ETA: 1h 7m 3s [2025-11-22T02:21:03.801187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:03.801268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:03.806243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.808070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.808610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.809109] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:03.811216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:03.946141] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.96% | Symbol ETA: 6.7s | Global ETA: 1h 7m 4s [2025-11-22T02:21:03.947042] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:03.947108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:03.951915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:03.953692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:03.954170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:03.954569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:03.956884] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:03.960756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:03.961252] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:03.962272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:03.963882] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:03.964906] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:03.965559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:04.285253] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 7.5s | Global ETA: 1h 7m 4s [2025-11-22T02:21:04.286214] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:04.286281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:04.287166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:04.290008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:04.291484] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:04.294987] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:04.298006] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:04.318091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:04.332265] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 4.6s | Global ETA: 1h 7m 4s [2025-11-22T02:21:04.438862] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.11% | Symbol ETA: 15.0s | Global ETA: 1h 7m 4s [2025-11-22T02:21:04.440152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:04.440215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:04.445042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:04.446873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:04.447406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:04.447827] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:21:04.449810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:04.501421] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.38% [2025-11-22T02:21:04.568016] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.00% | Symbol ETA: 6.1s | Global ETA: 1h 7m 4s [2025-11-22T02:21:04.568954] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:04.569019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:04.573927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:04.575715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:04.576188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:04.576582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:04.579148] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:04.585849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:04.586306] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:04.587342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:04.588964] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:04.589980] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:04.590640] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:04.671242] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 0.34% [2025-11-22T02:21:04.838350] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.56% [2025-11-22T02:21:04.948991] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 6.9s | Global ETA: 1h 7m 5s [2025-11-22T02:21:04.949915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:04.949978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:04.950809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:04.953245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:04.954401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:04.957034] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:04.959367] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:04.976039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:05.006570] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 1.89% [2025-11-22T02:21:05.069518] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 14.4s | Global ETA: 1h 7m 5s [2025-11-22T02:21:05.176951] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 0.14% [2025-11-22T02:21:05.183571] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 5.5s | Global ETA: 1h 7m 5s [2025-11-22T02:21:05.184456] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:05.184521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:05.189286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:05.191049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:05.191519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:05.191935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:05.194239] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:05.198118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:05.198575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:05.199610] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:05.201212] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:05.202219] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:05.202915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:05.242140] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 1.51% [2025-11-22T02:21:05.348156] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.20%, Actual: 1.89% [2025-11-22T02:21:05.410600] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 1.90% [2025-11-22T02:21:05.517742] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 0.76% [2025-11-22T02:21:05.557189] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 6.2s | Global ETA: 1h 7m 6s [2025-11-22T02:21:05.558097] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:05.558160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:05.559030] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:05.561501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:05.562637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:05.565470] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:05.567988] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:05.578327] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.32%, Actual: 0.37% [2025-11-22T02:21:05.584739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:05.687198] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 1.57% [2025-11-22T02:21:05.746780] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 0.90% [2025-11-22T02:21:05.789780] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -8.56% | Symbol ETA: 4.9s | Global ETA: 1h 7m 6s [2025-11-22T02:21:05.790710] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:05.790775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:05.795567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:05.797341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:05.797840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:05.798223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:05.800578] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:05.804400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:05.804871] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:05.805904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:05.808306] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:05.810290] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:05.811307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:05.855870] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.24%, Actual: 1.46% [2025-11-22T02:21:05.914088] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 2.19% [2025-11-22T02:21:06.025670] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 0.32% [2025-11-22T02:21:06.025877] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 50.1880% [2025-11-22T02:21:06.025967] [INFO ] [main ] AHH: DISCARDED add_prior_day_tail_pressure (score: 50.19%) [2025-11-22T02:21:06.026010] [INFO ] [main ] AHH: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:21:06.026043] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_prior_mag_lag'] [2025-11-22T02:21:06.026078] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:06.039896] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:06.041379] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:06.041443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:06.043179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:06.044038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:06.044439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:06.045356] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:06.047141] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:06.050164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:06.051866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:06.082361] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.41% [2025-11-22T02:21:06.193021] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 5.6s | Global ETA: 1h 7m 7s [2025-11-22T02:21:06.193940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:06.194005] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:06.194878] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:06.197467] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:06.198706] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:06.201572] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:06.204051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:06.221240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:06.250261] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.99%, Actual: 0.75% [2025-11-22T02:21:06.418665] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.56% | Symbol ETA: 4.3s | Global ETA: 1h 7m 7s [2025-11-22T02:21:06.419275] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.68% [2025-11-22T02:21:06.419538] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:06.419605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:06.424274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:06.425985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:06.426466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:06.426872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:06.429229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:06.433008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:06.433459] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:06.434455] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:06.436039] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:06.437038] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:06.437744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:06.588867] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.11%, Actual: 1.47% [2025-11-22T02:21:06.633834] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 9.5s | Global ETA: 1h 7m 7s [2025-11-22T02:21:06.634838] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:06.634903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:06.636625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:06.637161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:06.637593] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:06.638488] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:06.640160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:06.643039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:06.644663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:06.756256] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 0.49% [2025-11-22T02:21:06.756444] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 40.2676% [2025-11-22T02:21:06.756520] [INFO ] [main ] GTY: DISCARDED add_micro_gap_fill_velocity (score: 40.27%) [2025-11-22T02:21:06.756562] [INFO ] [main ] GTY: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:21:06.756595] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:21:06.756629] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:06.770862] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:06.772271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:06.772332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:06.777090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:06.778915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:06.779394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:06.779804] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:06.780451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:06.812126] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 4.9s | Global ETA: 1h 7m 7s [2025-11-22T02:21:06.813031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:06.813094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:06.813922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:06.816349] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:06.817496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:06.820063] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:06.822386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:06.838871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.018264] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.95% | Symbol ETA: 3.6s | Global ETA: 1h 7m 8s [2025-11-22T02:21:07.019193] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:07.019258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:07.024029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.025762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.026233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.026615] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:07.029004] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:07.032883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:07.033346] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:07.034354] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:07.035960] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:07.036948] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:07.037631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.231342] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 9.0s | Global ETA: 1h 7m 8s [2025-11-22T02:21:07.232279] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:07.232353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.234139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.234627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.235044] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:07.235945] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:07.237703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:07.240629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:07.242227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.361167] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 18.5s | Global ETA: 1h 7m 8s [2025-11-22T02:21:07.362054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:07.362122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:07.366890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.368669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.369144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.369542] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:07.370214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.423979] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 4.3s | Global ETA: 1h 7m 8s [2025-11-22T02:21:07.424865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:07.424928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:07.425753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:07.428215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:07.429340] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:07.431955] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:07.434284] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:07.453427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.629213] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 3.0s | Global ETA: 1h 7m 9s [2025-11-22T02:21:07.630136] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:07.630201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:07.634937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.636669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.637138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.637545] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:07.639894] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:07.643691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:07.644149] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:07.645156] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:07.646986] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:07.648224] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:07.648939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.829970] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 8.4s | Global ETA: 1h 7m 9s [2025-11-22T02:21:07.830921] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:07.830994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.832785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.833280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.833739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:07.834624] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:07.836363] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:07.839322] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:07.840927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:07.955948] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 17.9s | Global ETA: 1h 7m 9s [2025-11-22T02:21:07.956826] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:07.956888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:07.961690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:07.963395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:07.963914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:07.964295] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:07.964960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:08.041150] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.6s | Global ETA: 1h 7m 9s [2025-11-22T02:21:08.042088] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:08.042160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:08.043040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:08.045583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:08.046881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:08.049713] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:08.052135] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:08.068958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:08.236049] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.79% | Symbol ETA: 2.4s | Global ETA: 1h 7m 9s [2025-11-22T02:21:08.406385] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.31%, Actual: 19.68% [2025-11-22T02:21:08.424969] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 7.8s | Global ETA: 1h 7m 10s [2025-11-22T02:21:08.425966] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:08.426032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:08.427768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:08.428263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:08.428689] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:08.429625] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:08.431319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:08.434216] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:08.435934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:08.556058] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.90% | Symbol ETA: 17.4s | Global ETA: 1h 7m 10s [2025-11-22T02:21:08.557019] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:08.557088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:08.562440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:08.564333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:08.564862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:08.565256] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:08.565980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:08.574578] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 11.57%, Actual: 4.03% [2025-11-22T02:21:08.657167] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 3.0s | Global ETA: 1h 7m 10s [2025-11-22T02:21:08.742848] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.96%, Actual: 1.68% [2025-11-22T02:21:08.827480] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.80%, Actual: 1.03% [2025-11-22T02:21:08.913007] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.00%, Actual: 0.22% [2025-11-22T02:21:08.999013] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.17%, Actual: 0.69% [2025-11-22T02:21:09.036810] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 7.2s | Global ETA: 1h 7m 11s [2025-11-22T02:21:09.037763] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:09.037826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:09.039479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:09.039968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:09.040350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:09.041224] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:09.043088] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:09.045891] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:09.047476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:09.085207] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.37%, Actual: 0.66% [2025-11-22T02:21:09.171237] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 2.52% [2025-11-22T02:21:09.184120] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 16.8s | Global ETA: 1h 7m 11s [2025-11-22T02:21:09.185214] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:09.185278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:09.190973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:09.193169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:09.193675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:09.194071] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:09.194898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:09.258545] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -8.56%, Actual: 2.40% [2025-11-22T02:21:09.342197] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 0.62% [2025-11-22T02:21:09.440960] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.56%, Actual: 4.99% [2025-11-22T02:21:09.514759] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.19% [2025-11-22T02:21:09.609031] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.95%, Actual: 0.08% [2025-11-22T02:21:09.624711] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 6.6s | Global ETA: 1h 7m 11s [2025-11-22T02:21:09.625612] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:09.625706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:09.627772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:09.628261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:09.628716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:09.629608] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:09.631269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:09.634128] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:09.635765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:09.688393] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 1.14% [2025-11-22T02:21:09.779693] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.85%, Actual: 11.99% [2025-11-22T02:21:09.782886] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 16.2s | Global ETA: 1h 7m 12s [2025-11-22T02:21:09.783784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:09.783846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:09.788718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:09.790480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:09.790971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:09.791352] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:09.792015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:09.859969] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.99% [2025-11-22T02:21:09.951829] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.79%, Actual: 28.93% [2025-11-22T02:21:09.952055] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.9707% [2025-11-22T02:21:09.952139] [INFO ] [main ] BW: DISCARDED add_return_volume_nonlinearity_proxies (score: 30.97%) [2025-11-22T02:21:09.952182] [INFO ] [main ] BW: Testing feature 42/53: add_shelf_lag [2025-11-22T02:21:09.952215] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_shelf_lag'] [2025-11-22T02:21:09.952250] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:09.964828] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:09.966168] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:09.966232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:09.971051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:09.972802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:09.973283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:09.973699] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:09.976046] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:09.979887] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:09.980989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:10.046922] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.61% [2025-11-22T02:21:10.212004] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 6.0s | Global ETA: 1h 7m 12s [2025-11-22T02:21:10.212947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:10.213009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:10.214678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:10.215149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:10.215536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:10.216435] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:10.216411] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.03% [2025-11-22T02:21:10.218165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:10.221043] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:10.222630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:10.388675] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.96%, Actual: 0.43% [2025-11-22T02:21:10.389263] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 38.3447% [2025-11-22T02:21:10.389352] [INFO ] [main ] AIZN: DISCARDED add_regime (score: 38.34%) [2025-11-22T02:21:10.389396] [INFO ] [main ] AIZN: Testing feature 40/53: add_regime_flags [2025-11-22T02:21:10.389432] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_regime_flags'] [2025-11-22T02:21:10.389468] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:10.399048] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 15.6s | Global ETA: 1h 7m 12s [2025-11-22T02:21:10.400062] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:10.400140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:10.405319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:10.407353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:10.407400] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:10.407926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:10.408356] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:10.409054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:10.409184] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:10.409259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:10.410326] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:10.414149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:10.415946] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:10.420248] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:10.424279] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:10.426139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:10.667030] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -5.54% | Symbol ETA: 8.4s | Global ETA: 1h 7m 13s [2025-11-22T02:21:10.667937] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:10.668000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:10.672791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:10.674548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:10.675049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:10.675461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:10.677898] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:10.681789] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:10.682887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:10.822751] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 5.4s | Global ETA: 1h 7m 13s [2025-11-22T02:21:10.823712] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:10.823777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:10.825489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:10.826045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:10.826453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:10.827373] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:10.829090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:10.832086] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:10.833812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.022576] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.92% | Symbol ETA: 15.0s | Global ETA: 1h 7m 13s [2025-11-22T02:21:11.023481] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:11.023544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:11.028384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:11.030155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:11.030634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:11.031047] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:11.031724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.040954] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 8.4s | Global ETA: 1h 7m 13s [2025-11-22T02:21:11.041873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:11.041937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:11.042783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:11.045259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:11.046399] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:11.049097] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:11.051638] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:11.052793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.345939] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: -4.13% | Symbol ETA: 7.6s | Global ETA: 1h 7m 14s [2025-11-22T02:21:11.346821] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:11.346884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:11.351705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:11.353438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:11.353986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:11.354371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:11.356671] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:11.360470] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:11.361562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.436115] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.26% | Symbol ETA: 4.8s | Global ETA: 1h 7m 14s [2025-11-22T02:21:11.437036] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:11.437100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:11.438781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:11.439262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:11.439670] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:11.440533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:11.442186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:11.445131] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:21:11.446919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.634188] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 14.4s | Global ETA: 1h 7m 14s [2025-11-22T02:21:11.635134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:11.635206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:11.639269] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.47% | Symbol ETA: 7.6s | Global ETA: 1h 7m 14s [2025-11-22T02:21:11.640225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:11.640291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:11.640756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:11.641149] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:11.642599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:11.643126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:11.643541] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:11.643816] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:11.644239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:11.645131] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:11.648142] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:11.650634] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:11.651733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:12.027541] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.39% | Symbol ETA: 6.9s | Global ETA: 1h 7m 15s [2025-11-22T02:21:12.031391] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:12.031456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:12.036252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:12.038060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:12.038543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:12.038958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:12.041303] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:12.045184] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:12.046321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:12.057671] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.57% | Symbol ETA: 4.2s | Global ETA: 1h 7m 15s [2025-11-22T02:21:12.228875] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.38% [2025-11-22T02:21:12.249991] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 13.8s | Global ETA: 1h 7m 15s [2025-11-22T02:21:12.251582] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:12.251678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:12.256629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:12.258596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:12.259107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:12.259500] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:21:12.260187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:12.289119] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 7.1s | Global ETA: 1h 7m 15s [2025-11-22T02:21:12.290222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:12.290322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:12.291251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:12.293962] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:12.295228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:12.298146] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:12.300591] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:12.301634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:12.404615] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.34% [2025-11-22T02:21:12.581354] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.56% [2025-11-22T02:21:12.721785] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -7.01% | Symbol ETA: 6.2s | Global ETA: 1h 7m 16s [2025-11-22T02:21:12.722776] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:12.722843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:12.727829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:12.729669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:12.730176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:12.730582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:12.733170] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:12.737268] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:12.738481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:12.747196] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.67%, Actual: 1.89% [2025-11-22T02:21:12.869937] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 13.2s | Global ETA: 1h 7m 16s [2025-11-22T02:21:12.906184] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -1.03% | Symbol ETA: 6.4s | Global ETA: 1h 7m 16s [2025-11-22T02:21:12.907071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:12.907134] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:12.908012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:12.910440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:12.911575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:12.913304] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 0.14% [2025-11-22T02:21:12.914206] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:12.916533] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:12.917566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:13.049132] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.51% [2025-11-22T02:21:13.103547] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.66%, Actual: 1.89% [2025-11-22T02:21:13.227803] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 1.90% [2025-11-22T02:21:13.271846] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.76% [2025-11-22T02:21:13.402109] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.90%, Actual: 0.37% [2025-11-22T02:21:13.422353] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -11.61% | Symbol ETA: 5.6s | Global ETA: 1h 7m 17s [2025-11-22T02:21:13.423323] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:13.423387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:13.428550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:13.430421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:13.430926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:13.431324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:13.433833] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:13.437972] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:13.439179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:13.440985] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 1.57% [2025-11-22T02:21:13.502242] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.39% | Symbol ETA: 5.8s | Global ETA: 1h 7m 17s [2025-11-22T02:21:13.503135] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:13.503199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:13.504033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:13.506462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:13.507609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:13.510244] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:13.512576] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:13.517507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:13.577943] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -3.23%, Actual: 0.90% [2025-11-22T02:21:13.609446] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.26%, Actual: 1.46% [2025-11-22T02:21:13.751495] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 2.19% [2025-11-22T02:21:13.777732] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.57%, Actual: 0.32% [2025-11-22T02:21:13.777933] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 47.6001% [2025-11-22T02:21:13.778020] [INFO ] [main ] AHH: DISCARDED add_prior_mag_lag (score: 47.60%) [2025-11-22T02:21:13.778063] [INFO ] [main ] AHH: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:21:13.778096] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_range_overlap_v_prior_day'] [2025-11-22T02:21:13.778131] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:13.791424] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:13.792893] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:13.792956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:13.794673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:13.795195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:13.795620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:13.796538] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:13.798257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:13.801055] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:13.803778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:13.925345] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.41% [2025-11-22T02:21:14.105356] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 5.1s | Global ETA: 1h 7m 17s [2025-11-22T02:21:14.106284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:14.106347] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:14.106573] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.92%, Actual: 0.75% [2025-11-22T02:21:14.107176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:14.109709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:14.110843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:14.111468] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 4.9s | Global ETA: 1h 7m 17s [2025-11-22T02:21:14.113587] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:14.114942] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:14.115005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:14.116006] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:14.117020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.119911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:14.121606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:14.122093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:14.122474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:14.124845] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:14.128698] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:14.129823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.296828] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.68% [2025-11-22T02:21:14.384357] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 9.1s | Global ETA: 1h 7m 18s [2025-11-22T02:21:14.385266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:14.385330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:14.387265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:14.387823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:14.388208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:14.389075] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:14.390706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:14.393512] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:14.395830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.472495] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 1.47% [2025-11-22T02:21:14.647531] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.48%, Actual: 0.49% [2025-11-22T02:21:14.647792] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 49.3937% [2025-11-22T02:21:14.647938] [INFO ] [main ] GTY: DISCARDED add_morning_followthrough_mag_T0 (score: 49.39%) [2025-11-22T02:21:14.648357] [INFO ] [main ] GTY: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:21:14.648399] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_morning_range_expansion'] [2025-11-22T02:21:14.648438] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:14.664595] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:14.666249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:14.666316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:14.671558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:14.673479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:14.674016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:14.674418] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:14.678878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.710736] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 4.5s | Global ETA: 1h 7m 18s [2025-11-22T02:21:14.711669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:14.711736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:14.712607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:14.715193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:14.716420] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:14.719312] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:14.721776] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:14.722822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.806617] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 4.2s | Global ETA: 1h 7m 18s [2025-11-22T02:21:14.807583] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:14.807696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:14.812737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:14.814557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:14.815066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:14.815462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:14.817959] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:14.821892] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:14.823058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:14.984850] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 8.5s | Global ETA: 1h 7m 19s [2025-11-22T02:21:14.985957] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:14.986032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:14.987933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:14.988435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:14.988857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:14.989793] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:14.991507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:14.994458] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:14.996898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.315809] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 3.9s | Global ETA: 1h 7m 19s [2025-11-22T02:21:15.315906] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 17.5s | Global ETA: 1h 7m 19s [2025-11-22T02:21:15.316705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:15.316771] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:15.316856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:15.316921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:15.317593] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:15.320100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:15.321234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:15.321865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:15.323878] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:15.323865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:15.324407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:15.324842] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:15.326218] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:15.327245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.329335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.552982] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 3.5s | Global ETA: 1h 7m 19s [2025-11-22T02:21:15.553897] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:15.553961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:15.558764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:15.560508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:15.560993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:15.561372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:15.563766] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:15.567734] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:15.568916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.600856] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 8.0s | Global ETA: 1h 7m 20s [2025-11-22T02:21:15.601784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:15.601855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:15.603564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:15.604098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:15.604502] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:15.605470] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:15.607166] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:15.610064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:15.612498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.925549] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 16.7s | Global ETA: 1h 7m 20s [2025-11-22T02:21:15.926511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:15.926575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:15.931357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:15.933104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:15.933568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:15.933975] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:15.938109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:15.945713] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 3.3s | Global ETA: 1h 7m 20s [2025-11-22T02:21:15.946583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:15.946666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:15.947496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:15.949979] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:15.951102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:15.953735] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:15.956043] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:15.957054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:16.207308] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 7.4s | Global ETA: 1h 7m 20s [2025-11-22T02:21:16.208225] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:16.208287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:16.209966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:16.210445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:16.210856] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:16.211740] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:16.213385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:16.216233] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:16.218628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:16.231357] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 2.8s | Global ETA: 1h 7m 20s [2025-11-22T02:21:16.232283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:16.232347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:16.237415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:16.239232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:16.239730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:16.240111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:16.242478] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:16.246406] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:16.247603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:16.542025] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 16.0s | Global ETA: 1h 7m 21s [2025-11-22T02:21:16.542677] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.41% | Symbol ETA: 2.7s | Global ETA: 1h 7m 21s [2025-11-22T02:21:16.542954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:16.543020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:16.548090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:16.550019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:16.550541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:16.550991] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:16.555351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:16.711280] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 1.03% [2025-11-22T02:21:16.815654] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.95% | Symbol ETA: 6.8s | Global ETA: 1h 7m 21s [2025-11-22T02:21:16.816584] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:16.816670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:16.818377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:16.818889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:16.819297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:16.820207] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:16.821876] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:16.824759] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:16.827093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:16.881036] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.47%, Actual: 0.69% [2025-11-22T02:21:16.904896] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -3.33% | Symbol ETA: 2.1s | Global ETA: 1h 7m 21s [2025-11-22T02:21:17.049560] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 2.52% [2025-11-22T02:21:17.077018] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -5.54%, Actual: 19.68% [2025-11-22T02:21:17.163252] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 15.4s | Global ETA: 1h 7m 22s [2025-11-22T02:21:17.164230] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:17.164298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:17.169242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:17.171161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:17.171675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:17.172060] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:17.176286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:17.239954] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -1.03%, Actual: 0.62% [2025-11-22T02:21:17.248635] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: -4.13%, Actual: 4.03% [2025-11-22T02:21:17.409135] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.39%, Actual: 0.19% [2025-11-22T02:21:17.421398] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.39%, Actual: 1.68% [2025-11-22T02:21:17.428611] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.44% | Symbol ETA: 6.2s | Global ETA: 1h 7m 22s [2025-11-22T02:21:17.429908] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:17.429996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:17.431860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:17.432432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:17.432915] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:17.433958] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:17.436412] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:17.439586] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:17.442054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:17.582743] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.14% [2025-11-22T02:21:17.593354] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -7.01%, Actual: 0.22% [2025-11-22T02:21:17.752129] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.99% [2025-11-22T02:21:17.764401] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -11.61%, Actual: 0.66% [2025-11-22T02:21:17.777039] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 14.8s | Global ETA: 1h 7m 23s [2025-11-22T02:21:17.777980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:17.778042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:17.782834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:17.784573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:17.785051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:17.785431] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:17.789598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:17.936102] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 2.40% [2025-11-22T02:21:17.977544] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 0.61% [2025-11-22T02:21:18.036950] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 5.6s | Global ETA: 1h 7m 23s [2025-11-22T02:21:18.037927] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:18.037991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.039720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:18.040212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:18.040615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:18.041544] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:18.043269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:18.046167] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:18.048677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.104589] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 4.99% [2025-11-22T02:21:18.147596] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.03% [2025-11-22T02:21:18.275450] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.08% [2025-11-22T02:21:18.317968] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.41%, Actual: 0.43% [2025-11-22T02:21:18.318165] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 39.5201% [2025-11-22T02:21:18.318243] [INFO ] [main ] AIZN: DISCARDED add_regime_flags (score: 39.52%) [2025-11-22T02:21:18.318286] [INFO ] [main ] AIZN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:21:18.318320] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:21:18.318354] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:18.330668] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:18.331969] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:18.332034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:18.333143] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:18.338583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:18.339786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:18.342447] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:18.344792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.346518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:18.347016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:18.348103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:18.349727] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:18.350809] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:18.351482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.386305] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 14.1s | Global ETA: 1h 7m 23s [2025-11-22T02:21:18.387188] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:18.387274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:18.392084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.393810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:18.394314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:18.395048] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:18.399154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.443298] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 11.99% [2025-11-22T02:21:18.612610] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -3.33%, Actual: 28.93% [2025-11-22T02:21:18.612842] [INFO ] [main ] BW: Magnitude Forecast Confidence: 25.9275% [2025-11-22T02:21:18.612936] [INFO ] [main ] BW: DISCARDED add_shelf_lag (score: 25.93%) [2025-11-22T02:21:18.612978] [INFO ] [main ] BW: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:21:18.613012] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_signed_carry_history_11'] [2025-11-22T02:21:18.613048] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:18.625685] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:18.626959] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:18.627022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:18.631883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.633691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:18.634199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:18.634589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:18.636979] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:18.637745] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 5.0s | Global ETA: 1h 7m 24s [2025-11-22T02:21:18.638829] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:18.638908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.640621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:18.640893] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:18.641154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:18.641565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:18.642227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.642477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:18.644197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:18.647122] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:18.649575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.945972] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 7.9s | Global ETA: 1h 7m 24s [2025-11-22T02:21:18.946907] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:18.946974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:18.947870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:18.950464] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:18.951710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:18.954603] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:18.957088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:18.958937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:18.959423] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:18.960468] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:18.962191] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:18.963371] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:18.964100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:18.996006] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 13.5s | Global ETA: 1h 7m 24s [2025-11-22T02:21:18.996911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:18.996973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:19.001978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.003859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:19.004343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:19.004744] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:19.008944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:19.231975] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -13.31% | Symbol ETA: 7.5s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.232859] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:19.232922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:19.238064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.238910] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 4.4s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.239788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:19.239811] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:19.239876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.240249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:19.240630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:19.241494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:19.242028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:19.242427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:19.242909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:19.243306] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:19.244969] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:19.246692] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:19.247789] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:19.248086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:19.250088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:19.559207] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 7.3s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.560708] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:19.560776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:19.561580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:19.564080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:19.565207] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:19.568008] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:19.570327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.572077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:19.572544] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:19.573594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:19.575253] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:19.576311] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:19.577139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:19.610817] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 12.9s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.611728] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:19.611792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:19.616674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.618585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:19.619119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:19.619500] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:19.623756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:19.840155] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: -2.39% | Symbol ETA: 6.9s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.841054] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:19.841118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:19.842491] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 3.8s | Global ETA: 1h 7m 25s [2025-11-22T02:21:19.845933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:19.847771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:19.848290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:19.848727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:19.851133] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:19.855071] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:19.856464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:20.021300] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 1.38% [2025-11-22T02:21:20.171373] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 6.7s | Global ETA: 1h 7m 26s [2025-11-22T02:21:20.172318] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:20.172384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:20.173230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:20.175680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:20.176823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:20.179485] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:20.181801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:20.183521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:20.184009] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:20.185047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:20.186621] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:20.187702] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:20.188404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:20.206518] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 0.34% [2025-11-22T02:21:20.221973] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 12.3s | Global ETA: 1h 7m 26s [2025-11-22T02:21:20.222861] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:20.222923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:20.227706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:20.229512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:20.230002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:20.230381] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:21:20.234499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:20.383780] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 0.56% [2025-11-22T02:21:20.445100] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.02% | Symbol ETA: 6.3s | Global ETA: 1h 7m 26s [2025-11-22T02:21:20.445984] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:20.446050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:20.450894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:20.452590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:20.453421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:20.453826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:20.456132] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:20.460087] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:20.461544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:20.558480] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.89% [2025-11-22T02:21:20.733523] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.95%, Actual: 0.14% [2025-11-22T02:21:20.782286] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 6.1s | Global ETA: 1h 7m 27s [2025-11-22T02:21:20.783237] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:20.783305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:20.784160] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:20.786725] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:20.787983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:20.790746] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:20.793178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:20.795034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:20.795525] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:20.796602] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:20.801884] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:20.803027] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:20.803755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:20.829037] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 11.6s | Global ETA: 1h 7m 27s [2025-11-22T02:21:20.909197] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.44%, Actual: 1.89% [2025-11-22T02:21:21.003292] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 1.51% [2025-11-22T02:21:21.052491] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.11% | Symbol ETA: 5.7s | Global ETA: 1h 7m 27s [2025-11-22T02:21:21.053378] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:21.053441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:21.058216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:21.060002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:21.060469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:21.060876] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:21.063158] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:21.066933] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:21.068321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:21.083100] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 0.76% [2025-11-22T02:21:21.173180] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 1.90% [2025-11-22T02:21:21.256366] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 1.57% [2025-11-22T02:21:21.341704] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 0.37% [2025-11-22T02:21:21.395789] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 5.4s | Global ETA: 1h 7m 28s [2025-11-22T02:21:21.396682] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:21.396747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:21.397576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:21.400079] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:21.401201] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:21.403849] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:21.406191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:21.407952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:21.408425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:21.409433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:21.411030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:21.412067] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:21.412753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:21.429711] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 1.46% [2025-11-22T02:21:21.511689] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.55%, Actual: 0.90% [2025-11-22T02:21:21.603240] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.32% [2025-11-22T02:21:21.603462] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.5616% [2025-11-22T02:21:21.603572] [INFO ] [main ] AHH: DISCARDED add_range_overlap_v_prior_day (score: 48.56%) [2025-11-22T02:21:21.603627] [INFO ] [main ] AHH: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:21:21.603684] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency'] [2025-11-22T02:21:21.603730] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:21.616633] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:21.618024] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:21.618089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:21.619820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:21.620367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:21.620802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:21.621712] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:21.623387] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:21.626313] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:21.628684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:21.659325] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -6.03% | Symbol ETA: 5.1s | Global ETA: 1h 7m 28s [2025-11-22T02:21:21.660263] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:21.660328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:21.665385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:21.667231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:21.667787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:21.668211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:21.670592] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:21.674554] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:21.676005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:21.682718] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 2.19% [2025-11-22T02:21:21.853176] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.41% [2025-11-22T02:21:22.000518] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 4.8s | Global ETA: 1h 7m 28s [2025-11-22T02:21:22.001431] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:22.001497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:22.002360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:22.004825] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:22.006058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:22.008770] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:22.011111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.012834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:22.013347] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:22.014357] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:22.015981] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:22.017026] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:22.017756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.024360] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 0.75% [2025-11-22T02:21:22.211057] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.68% [2025-11-22T02:21:22.224894] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 8.9s | Global ETA: 1h 7m 29s [2025-11-22T02:21:22.226270] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:22.226336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.228128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:22.228627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:22.229049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:22.229973] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:22.231617] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:22.234748] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:22.237047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.271445] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: 1.25% | Symbol ETA: 4.5s | Global ETA: 1h 7m 29s [2025-11-22T02:21:22.272420] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:22.272485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:22.277545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.279565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:22.280091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:22.280478] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:22.282851] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:22.286746] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:22.288206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.385360] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 1.47% [2025-11-22T02:21:22.555410] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.49% [2025-11-22T02:21:22.555619] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 39.0996% [2025-11-22T02:21:22.555722] [INFO ] [main ] GTY: DISCARDED add_morning_range_expansion (score: 39.10%) [2025-11-22T02:21:22.555766] [INFO ] [main ] GTY: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:21:22.555817] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_11_elasticity'] [2025-11-22T02:21:22.555861] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:22.570538] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:22.572059] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:22.572124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:22.577060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.578928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:22.579417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:22.579845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:22.580983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.616929] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 4.2s | Global ETA: 1h 7m 29s [2025-11-22T02:21:22.617877] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:22.617945] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:22.618809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:22.621414] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:22.622587] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:22.625361] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:22.627885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.629727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:22.630214] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:22.631249] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:22.633020] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:22.634113] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:22.634841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.878732] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.22% | Symbol ETA: 3.9s | Global ETA: 1h 7m 30s [2025-11-22T02:21:22.879615] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:22.879702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:22.884534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.886266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:22.886762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:22.887186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:22.888140] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 8.6s | Global ETA: 1h 7m 30s [2025-11-22T02:21:22.889064] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:22.889128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:22.889611] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:22.890766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:22.891249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:22.891634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:22.892502] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:22.893465] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:22.894171] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:22.894994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:22.896974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:22.899108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.181473] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 16.3s | Global ETA: 1h 7m 30s [2025-11-22T02:21:23.182400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:23.182464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:23.187278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.189125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:23.189600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:23.190001] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:23.191098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.219847] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 3.6s | Global ETA: 1h 7m 30s [2025-11-22T02:21:23.220730] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:23.220795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:23.221594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:23.224046] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:23.225165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:23.227780] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:23.230113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.231815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:23.232284] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:23.233292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:23.234885] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:23.235910] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:23.236596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.474133] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.24% | Symbol ETA: 3.3s | Global ETA: 1h 7m 30s [2025-11-22T02:21:23.475011] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:23.475072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:23.479879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.481577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:23.482060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:23.482448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:23.484779] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:23.486678] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 7.8s | Global ETA: 1h 7m 30s [2025-11-22T02:21:23.487570] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:23.487634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.488671] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:23.489351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:23.489858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:23.490018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.490242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:23.491103] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:23.492711] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:23.495467] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:23.497556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.793504] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.95% | Symbol ETA: 15.7s | Global ETA: 1h 7m 31s [2025-11-22T02:21:23.794446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:23.794511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:23.799439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.801233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:23.801736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:23.802166] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:23.803278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:23.835717] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 3.0s | Global ETA: 1h 7m 31s [2025-11-22T02:21:23.839533] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:21:23.839601] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:23.840455] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:23.843553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:23.844750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:23.847528] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:23.850368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:23.852168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:23.852705] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:23.853919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:23.855744] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:23.856839] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:23.857587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:24.068245] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 2.7s | Global ETA: 1h 7m 31s [2025-11-22T02:21:24.069628] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:24.069712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:24.070909] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 7.2s | Global ETA: 1h 7m 31s [2025-11-22T02:21:24.071851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:24.071918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:24.073627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:24.074162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:24.074565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:24.074779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:24.075463] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:24.076496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:24.076980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:24.077218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:24.077394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:24.079693] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:24.080163] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:24.082331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:24.083445] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:24.084823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:24.409992] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.64% | Symbol ETA: 15.1s | Global ETA: 1h 7m 32s [2025-11-22T02:21:24.410896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:24.410976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:24.415886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:24.417821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:24.418389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:24.418811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:24.419960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:24.465352] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 2.4s | Global ETA: 1h 7m 32s [2025-11-22T02:21:24.673182] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.44%, Actual: 1.03% [2025-11-22T02:21:24.677335] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 4.16% | Symbol ETA: 2.1s | Global ETA: 1h 7m 32s [2025-11-22T02:21:24.696187] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 6.6s | Global ETA: 1h 7m 32s [2025-11-22T02:21:24.697108] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:24.697173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:24.698807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:24.699283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:24.699690] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:24.700545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:24.702203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:24.705003] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:24.707086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:24.847922] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -13.31%, Actual: 19.68% [2025-11-22T02:21:24.851457] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 0.69% [2025-11-22T02:21:25.017354] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: -2.39%, Actual: 4.03% [2025-11-22T02:21:25.019020] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.02% | Symbol ETA: 14.5s | Global ETA: 1h 7m 32s [2025-11-22T02:21:25.019968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:25.020030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:25.021325] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 2.52% [2025-11-22T02:21:25.024853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:25.026707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:25.027189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:25.027591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:25.028719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:25.194658] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.62% [2025-11-22T02:21:25.199884] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.02%, Actual: 1.68% [2025-11-22T02:21:25.290304] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.72% | Symbol ETA: 5.9s | Global ETA: 1h 7m 33s [2025-11-22T02:21:25.291212] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:25.291274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:25.292904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:25.293386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:25.293799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:25.294666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:25.296287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:25.299065] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:25.301094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:25.366089] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.11%, Actual: 0.22% [2025-11-22T02:21:25.366819] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 0.19% [2025-11-22T02:21:25.538518] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 1.14% [2025-11-22T02:21:25.549891] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -6.03%, Actual: 0.66% [2025-11-22T02:21:25.619971] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.51% | Symbol ETA: 13.8s | Global ETA: 1h 7m 33s [2025-11-22T02:21:25.620844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:25.620906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:25.625615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:25.627379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:25.627868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:25.628247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:25.629320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:25.711061] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.99% [2025-11-22T02:21:25.721871] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: 1.25%, Actual: 2.40% [2025-11-22T02:21:25.877888] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.05% | Symbol ETA: 5.3s | Global ETA: 1h 7m 34s [2025-11-22T02:21:25.878789] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:25.878855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:25.880567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:25.881072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:25.881459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:25.882332] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:25.883954] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:25.885611] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.61% [2025-11-22T02:21:25.886706] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:25.888810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:25.892039] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.22%, Actual: 4.99% [2025-11-22T02:21:26.054757] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 0.03% [2025-11-22T02:21:26.063242] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.24%, Actual: 0.08% [2025-11-22T02:21:26.223559] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 13.2s | Global ETA: 1h 7m 34s [2025-11-22T02:21:26.223998] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 0.43% [2025-11-22T02:21:26.224203] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 36.8666% [2025-11-22T02:21:26.224293] [INFO ] [main ] AIZN: DISCARDED add_return_volume_nonlinearity_proxies (score: 36.87%) [2025-11-22T02:21:26.224336] [INFO ] [main ] AIZN: Testing feature 42/53: add_shelf_lag [2025-11-22T02:21:26.224368] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_shelf_lag'] [2025-11-22T02:21:26.224405] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:26.224459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:26.224522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:26.229306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:26.231132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:26.231607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:26.232010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:26.233099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:26.236836] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 11.99% [2025-11-22T02:21:26.237698] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:26.239031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:26.239103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:26.239985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:26.242523] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:26.243702] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:26.246324] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:26.248748] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:26.250163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:26.406261] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 4.16%, Actual: 28.93% [2025-11-22T02:21:26.406465] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.5789% [2025-11-22T02:21:26.406548] [INFO ] [main ] BW: DISCARDED add_signed_carry_history_11 (score: 30.58%) [2025-11-22T02:21:26.406590] [INFO ] [main ] BW: Testing feature 44/53: add_sma_ratio [2025-11-22T02:21:26.406623] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_sma_ratio'] [2025-11-22T02:21:26.406678] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:26.418860] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:26.420083] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:26.420145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:26.424909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:26.426664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:26.427126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:26.427556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:26.429871] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:26.433671] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:26.434383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:26.460582] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 4.7s | Global ETA: 1h 7m 34s [2025-11-22T02:21:26.461479] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:26.461542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:26.463174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:26.463672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:26.464063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:26.464922] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:26.466513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:26.469290] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:26.471340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:26.815728] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 12.6s | Global ETA: 1h 7m 35s [2025-11-22T02:21:26.816588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:26.816669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:26.821393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:26.823122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:26.823587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:26.823985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:26.825067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:26.926172] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.98% | Symbol ETA: 8.3s | Global ETA: 1h 7m 35s [2025-11-22T02:21:26.927134] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:26.927383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:26.928245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:26.930778] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:26.932092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:26.934820] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:26.937327] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:26.938769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.011596] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -12.84% | Symbol ETA: 7.0s | Global ETA: 1h 7m 35s [2025-11-22T02:21:27.012483] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:27.012544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:27.017367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:27.019138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:27.019599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:27.020001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:27.022308] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:27.026123] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:27.026826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.047252] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 4.1s | Global ETA: 1h 7m 35s [2025-11-22T02:21:27.048176] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:27.048239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:27.049884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:27.050369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:27.050777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:27.051626] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:27.053246] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:27.055989] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:21:27.058061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.408070] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 12.0s | Global ETA: 1h 7m 36s [2025-11-22T02:21:27.408979] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:27.409040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:27.413918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:27.415695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:27.416188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:27.416564] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:27.417697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.600830] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 7.6s | Global ETA: 1h 7m 36s [2025-11-22T02:21:27.601874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:27.601948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:27.602873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:27.602971] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 10.24% | Symbol ETA: 6.4s | Global ETA: 1h 7m 36s [2025-11-22T02:21:27.603865] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:27.603935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:27.605526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:27.606819] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:27.608834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:27.609721] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:27.610576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:27.611064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:27.611444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:27.612188] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:27.613773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.613818] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:27.617750] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:27.618476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:27.634238] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 3.5s | Global ETA: 1h 7m 36s [2025-11-22T02:21:27.804070] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.38% [2025-11-22T02:21:27.972257] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.34% [2025-11-22T02:21:28.007351] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 11.4s | Global ETA: 1h 7m 37s [2025-11-22T02:21:28.008285] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:28.008347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:28.013224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:28.015116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:28.015583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:28.015984] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:28.017063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:28.141391] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 0.56% [2025-11-22T02:21:28.202848] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.75% | Symbol ETA: 5.8s | Global ETA: 1h 7m 37s [2025-11-22T02:21:28.203744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:28.203815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:28.208694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:28.210388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:28.210868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:28.211283] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:28.213612] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:28.217548] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:28.218297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:28.285924] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 6.9s | Global ETA: 1h 7m 37s [2025-11-22T02:21:28.286841] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:28.286906] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:28.287849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:28.290474] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:28.294802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:28.297728] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:28.300223] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:28.301760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:28.315711] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.89% [2025-11-22T02:21:28.489687] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.14% [2025-11-22T02:21:28.611136] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 10.8s | Global ETA: 1h 7m 37s [2025-11-22T02:21:28.664741] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 1.89% [2025-11-22T02:21:28.781414] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 1.51% [2025-11-22T02:21:28.801889] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.25% | Symbol ETA: 5.2s | Global ETA: 1h 7m 38s [2025-11-22T02:21:28.802813] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:28.802875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:28.807727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:28.809477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:28.809957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:28.810361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:28.812633] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:28.816549] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:28.817288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:28.839210] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.76% [2025-11-22T02:21:28.953775] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.95%, Actual: 1.90% [2025-11-22T02:21:28.982680] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 6.2s | Global ETA: 1h 7m 38s [2025-11-22T02:21:28.983614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:28.983708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:28.984541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:28.987052] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:28.988240] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:28.990867] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:28.993226] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:28.994616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:29.016955] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 1.57% [2025-11-22T02:21:29.124818] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.64%, Actual: 0.37% [2025-11-22T02:21:29.189524] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 1.46% [2025-11-22T02:21:29.292493] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.02%, Actual: 0.90% [2025-11-22T02:21:29.360065] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 0.32% [2025-11-22T02:21:29.360282] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 48.2727% [2025-11-22T02:21:29.360377] [INFO ] [main ] AHH: DISCARDED add_range_volume_efficiency (score: 48.27%) [2025-11-22T02:21:29.360421] [INFO ] [main ] AHH: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:21:29.360455] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:21:29.360493] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:29.374206] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:29.375502] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:29.375566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:29.377304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:29.377845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:29.378250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:29.379147] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:29.380960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:29.384025] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:29.388366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:29.398437] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 4.6s | Global ETA: 1h 7m 39s [2025-11-22T02:21:29.399323] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:29.399385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:29.404142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:29.405885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:29.406382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:29.406783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:29.409253] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:29.413191] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:29.413897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:29.464619] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.51%, Actual: 2.19% [2025-11-22T02:21:29.636300] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 0.41% [2025-11-22T02:21:29.647242] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 5.5s | Global ETA: 1h 7m 39s [2025-11-22T02:21:29.648152] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:29.648215] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:29.649084] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:29.651547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:29.652706] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:29.655309] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:29.657639] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:29.659089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:29.807140] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 0.75% [2025-11-22T02:21:29.981911] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 0.68% [2025-11-22T02:21:29.986994] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 8.7s | Global ETA: 1h 7m 39s [2025-11-22T02:21:29.988072] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:29.988151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:29.990001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:29.990534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:29.991342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:29.992240] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:29.993958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:29.995621] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -8.70% | Symbol ETA: 4.0s | Global ETA: 1h 7m 39s [2025-11-22T02:21:29.996507] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:29.996568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:29.996875] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:30.001035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.001365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:30.003130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:30.003586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:30.003992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:30.006356] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:30.010410] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:30.011110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.149726] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 1.47% [2025-11-22T02:21:30.316487] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.90%, Actual: 0.49% [2025-11-22T02:21:30.316702] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 55.9973% [2025-11-22T02:21:30.316785] [INFO ] [main ] GTY: DISCARDED add_open_11_elasticity (score: 56.00%) [2025-11-22T02:21:30.316827] [INFO ] [main ] GTY: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:21:30.316859] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_reversal_intensity'] [2025-11-22T02:21:30.316893] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:30.331429] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:30.332697] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:30.332758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:30.337537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:30.339395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:30.339878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:30.340276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:30.341520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.351939] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 4.9s | Global ETA: 1h 7m 40s [2025-11-22T02:21:30.352886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:30.352951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:30.353811] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:30.356340] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:30.357590] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:30.360352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:30.362954] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:30.364379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.591365] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.56% | Symbol ETA: 3.4s | Global ETA: 1h 7m 40s [2025-11-22T02:21:30.592239] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:30.592302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:30.597148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:30.599007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:30.599494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:30.599903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:30.602269] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:30.605323] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 8.1s | Global ETA: 1h 7m 40s [2025-11-22T02:21:30.606124] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:30.606291] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:30.606358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:30.606853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.608204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:30.608720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:30.609104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:30.609970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:30.611607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:30.614703] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:30.618892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:30.928001] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 15.1s | Global ETA: 1h 7m 41s [2025-11-22T02:21:30.928917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:30.928980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:30.933715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:30.935445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:30.935935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:30.936348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:30.937610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.037854] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 4.2s | Global ETA: 1h 7m 41s [2025-11-22T02:21:31.038791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:31.038857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:31.039723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:31.042231] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:31.043437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:31.046153] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:31.048592] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:31.050097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.183584] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.75% | Symbol ETA: 2.8s | Global ETA: 1h 7m 41s [2025-11-22T02:21:31.184473] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:31.184535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:31.189254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:31.190975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:31.191432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:31.191834] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:31.194134] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:31.195191] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 7.4s | Global ETA: 1h 7m 41s [2025-11-22T02:21:31.196076] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:31.196140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:31.197798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:31.197980] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:31.198271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:31.198675] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:31.198691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.199521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:31.201150] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:31.203922] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:31.207740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.520778] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.61% | Symbol ETA: 14.5s | Global ETA: 1h 7m 41s [2025-11-22T02:21:31.521664] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:31.521727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:31.526688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:31.528483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:31.528964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:31.529398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:31.530693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.721758] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 3.5s | Global ETA: 1h 7m 42s [2025-11-22T02:21:31.722744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:31.722810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:31.723701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:31.726360] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:31.727634] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:31.730470] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:31.733058] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:31.734590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.772368] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 3.45% | Symbol ETA: 2.2s | Global ETA: 1h 7m 42s [2025-11-22T02:21:31.773268] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:31.773330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:31.778125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:31.779879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:31.780345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:31.780747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:31.783082] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:31.786879] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:31.787987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:31.802279] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 6.8s | Global ETA: 1h 7m 42s [2025-11-22T02:21:31.803248] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:31.803312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:31.804981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:31.805478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:31.805899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:31.806769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:31.808597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:31.811448] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:31.815327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:32.117363] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.69% | Symbol ETA: 14.0s | Global ETA: 1h 7m 42s [2025-11-22T02:21:32.118259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:32.118322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:32.123112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:32.124854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:32.125316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:32.125714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:32.126958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:32.360043] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 1.6s | Global ETA: 1h 7m 43s [2025-11-22T02:21:32.393351] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 3.06% | Symbol ETA: 6.2s | Global ETA: 1h 7m 43s [2025-11-22T02:21:32.394246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:32.394309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:32.395970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:32.396441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:32.396848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:32.397730] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:32.399357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:32.402107] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:32.405951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:32.417323] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 2.8s | Global ETA: 1h 7m 43s [2025-11-22T02:21:32.418239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:32.418304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:32.419159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:32.421625] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:32.422804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:32.425449] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:32.427877] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:21:32.429604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:32.529003] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -12.84%, Actual: 19.68% [2025-11-22T02:21:32.696720] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 10.24%, Actual: 4.03% [2025-11-22T02:21:32.706998] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 13.3s | Global ETA: 1h 7m 43s [2025-11-22T02:21:32.707905] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:32.708300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:32.713031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:32.714785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:32.715250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:32.715624] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:32.716895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:32.865765] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.75%, Actual: 1.68% [2025-11-22T02:21:32.980599] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 5.5s | Global ETA: 1h 7m 43s [2025-11-22T02:21:32.981553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:32.981617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:32.983449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:32.984004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:32.984406] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:32.985286] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:32.987100] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:32.990123] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:32.994052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:33.034257] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.25%, Actual: 0.22% [2025-11-22T02:21:33.109550] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.77% | Symbol ETA: 2.1s | Global ETA: 1h 7m 44s [2025-11-22T02:21:33.199938] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 0.66% [2025-11-22T02:21:33.281285] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.98%, Actual: 1.03% [2025-11-22T02:21:33.311706] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.97% | Symbol ETA: 12.8s | Global ETA: 1h 7m 44s [2025-11-22T02:21:33.312567] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:33.312630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:33.317388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:33.319155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:33.319617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:33.320013] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:33.321306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:33.365639] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -8.70%, Actual: 2.40% [2025-11-22T02:21:33.457510] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 0.69% [2025-11-22T02:21:33.532900] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.56%, Actual: 4.99% [2025-11-22T02:21:33.570742] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 4.9s | Global ETA: 1h 7m 44s [2025-11-22T02:21:33.571638] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:33.572044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:33.573743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:33.574262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:33.574679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:33.575559] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:33.577292] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:33.580229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:33.584084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:33.634073] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 2.52% [2025-11-22T02:21:33.702907] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.75%, Actual: 0.08% [2025-11-22T02:21:33.804263] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.62% [2025-11-22T02:21:33.872898] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 3.45%, Actual: 11.99% [2025-11-22T02:21:33.921266] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 12.2s | Global ETA: 1h 7m 45s [2025-11-22T02:21:33.922186] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:33.922252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:33.927273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:33.929080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:33.929558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:33.929975] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:33.931316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:33.973038] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 0.19% [2025-11-22T02:21:34.051952] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.13%, Actual: 28.93% [2025-11-22T02:21:34.052184] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.9659% [2025-11-22T02:21:34.052278] [INFO ] [main ] BW: DISCARDED add_sma_ratio (score: 29.97%) [2025-11-22T02:21:34.052320] [INFO ] [main ] BW: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:21:34.052352] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_vol_of_vol'] [2025-11-22T02:21:34.052386] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:34.064840] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:34.066269] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:34.066344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:34.071272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:34.073147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:34.073657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:34.074056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:34.076457] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:34.080587] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:34.081750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:34.140886] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.14% [2025-11-22T02:21:34.162484] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 4.3s | Global ETA: 1h 7m 45s [2025-11-22T02:21:34.163415] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:34.163479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:34.165113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:34.165575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:34.165980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:34.166897] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:34.168527] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:34.171315] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:34.175158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:34.310761] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 0.99% [2025-11-22T02:21:34.480026] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 0.61% [2025-11-22T02:21:34.549700] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 11.6s | Global ETA: 1h 7m 46s [2025-11-22T02:21:34.550612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:34.550697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:34.555694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:34.557519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:34.558021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:34.558449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:34.559780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:34.649464] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.03% [2025-11-22T02:21:34.672881] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -17.74% | Symbol ETA: 6.7s | Global ETA: 1h 7m 46s [2025-11-22T02:21:34.673820] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:34.673882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:34.678855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:34.680715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:34.681193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:34.681587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:34.683989] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:34.688301] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:34.689427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:34.748818] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 3.7s | Global ETA: 1h 7m 46s [2025-11-22T02:21:34.749985] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:34.750062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:34.752144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:34.752682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:34.753098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:34.753999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:34.755697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:34.758610] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:34.762563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:34.817877] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.77%, Actual: 0.43% [2025-11-22T02:21:34.818084] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 28.3055% [2025-11-22T02:21:34.818190] [INFO ] [main ] AIZN: DISCARDED add_shelf_lag (score: 28.31%) [2025-11-22T02:21:34.818243] [INFO ] [main ] AIZN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:21:34.818282] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_signed_carry_history_11'] [2025-11-22T02:21:34.818318] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:34.831606] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:34.833024] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:34.833090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:34.833979] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:34.836509] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:34.837686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:34.840404] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:34.842809] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:34.844168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:35.153126] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 11.0s | Global ETA: 1h 7m 46s [2025-11-22T02:21:35.154073] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:35.154141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:35.159086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:35.160935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:35.161422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:35.161848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:35.163184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:35.278587] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 5.87% | Symbol ETA: 6.1s | Global ETA: 1h 7m 47s [2025-11-22T02:21:35.279542] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:35.279606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:35.284425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:35.286176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:35.286669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:35.287048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:35.289405] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:35.293272] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:35.294350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:35.338364] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 3.1s | Global ETA: 1h 7m 47s [2025-11-22T02:21:35.431104] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 7.4s | Global ETA: 1h 7m 47s [2025-11-22T02:21:35.432005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:35.432068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:35.432923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:35.435480] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:35.436617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:35.439365] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:35.441790] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:35.443156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:35.508574] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 1.38% [2025-11-22T02:21:35.684965] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.34% [2025-11-22T02:21:35.751008] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 10.4s | Global ETA: 1h 7m 47s [2025-11-22T02:21:35.751930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:35.751994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:35.757010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:35.758911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:35.759424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:35.759843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:21:35.761162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:35.854024] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.56% [2025-11-22T02:21:35.880259] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -16.23% | Symbol ETA: 5.5s | Global ETA: 1h 7m 47s [2025-11-22T02:21:35.881221] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:35.881285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:35.886074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:35.888033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:35.888547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:35.888959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:35.891303] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:35.895211] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:35.896363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:36.022158] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 1.89% [2025-11-22T02:21:36.028288] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 6.8s | Global ETA: 1h 7m 48s [2025-11-22T02:21:36.029192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:36.029256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:36.030081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:36.032555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:36.033723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:36.036342] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:36.038690] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:36.040050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:36.192441] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 3.06%, Actual: 0.14% [2025-11-22T02:21:36.362428] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.02%, Actual: 1.89% [2025-11-22T02:21:36.402729] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 9.8s | Global ETA: 1h 7m 48s [2025-11-22T02:21:36.482864] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.36% | Symbol ETA: 4.8s | Global ETA: 1h 7m 48s [2025-11-22T02:21:36.483754] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:36.484164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:36.489131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:36.490861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:36.491342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:36.491761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:36.494180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:36.498207] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:36.499338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:36.529315] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.76% [2025-11-22T02:21:36.572894] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 1.51% [2025-11-22T02:21:36.620719] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 6.2s | Global ETA: 1h 7m 48s [2025-11-22T02:21:36.621587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:36.621668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:36.622480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:36.624930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:36.626085] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:36.628726] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:36.631037] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:36.632399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:36.741552] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.61%, Actual: 1.90% [2025-11-22T02:21:36.755293] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 1.57% [2025-11-22T02:21:36.911594] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.69%, Actual: 0.37% [2025-11-22T02:21:36.922229] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 1.46% [2025-11-22T02:21:37.077270] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -3.50% | Symbol ETA: 4.2s | Global ETA: 1h 7m 49s [2025-11-22T02:21:37.078171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:37.078234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:37.079490] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 0.90% [2025-11-22T02:21:37.083031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:37.084783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:37.085254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:37.085631] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:37.087372] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 0.32% [2025-11-22T02:21:37.087582] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 40.8719% [2025-11-22T02:21:37.087688] [INFO ] [main ] AHH: DISCARDED add_range_volume_efficiency_refinements (score: 40.87%) [2025-11-22T02:21:37.087734] [INFO ] [main ] AHH: Testing feature 39/53: add_regime [2025-11-22T02:21:37.087767] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_regime'] [2025-11-22T02:21:37.087803] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:37.088039] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:37.091981] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:37.093076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.101185] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:37.102471] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:37.102535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:37.104225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:37.104748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:37.105133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:37.106056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:37.107733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:37.110598] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:37.131529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.205297] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 5.6s | Global ETA: 1h 7m 49s [2025-11-22T02:21:37.206208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:37.206275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:37.207092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:37.212443] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:37.213571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:37.216223] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:37.218610] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:37.220004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.246972] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.97%, Actual: 2.19% [2025-11-22T02:21:37.416504] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 0.41% [2025-11-22T02:21:37.588748] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 0.75% [2025-11-22T02:21:37.672712] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -3.23% | Symbol ETA: 3.6s | Global ETA: 1h 7m 50s [2025-11-22T02:21:37.673599] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:37.673688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:37.678659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:37.680391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:37.680920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:37.681306] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:37.683627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:37.687606] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:37.688745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.711158] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 8.3s | Global ETA: 1h 7m 50s [2025-11-22T02:21:37.712050] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:37.712113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:37.713800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:37.714268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:37.714667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:37.715550] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:37.717174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:37.723444] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:37.743193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.760458] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 0.68% [2025-11-22T02:21:37.798713] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.87% | Symbol ETA: 5.0s | Global ETA: 1h 7m 50s [2025-11-22T02:21:37.799626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:37.799708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:37.800550] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:37.803026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:37.804150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:37.806779] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:37.809111] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:37.810528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:37.931356] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 1.47% [2025-11-22T02:21:38.100709] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.49% [2025-11-22T02:21:38.100900] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 46.3754% [2025-11-22T02:21:38.101317] [INFO ] [main ] GTY: DISCARDED add_open_reversal_intensity (score: 46.38%) [2025-11-22T02:21:38.101363] [INFO ] [main ] GTY: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:21:38.101395] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:21:38.101428] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:38.115867] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:38.117257] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:38.117319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:38.122139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.123976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.124448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.124852] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:38.126334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.270153] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -9.35% | Symbol ETA: 3.0s | Global ETA: 1h 7m 51s [2025-11-22T02:21:38.271045] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:38.271108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:38.275933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.277685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.278144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.278554] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:38.280866] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:38.284619] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:38.285732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.329106] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 7.8s | Global ETA: 1h 7m 51s [2025-11-22T02:21:38.329998] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:38.330061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.331703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.332174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.332584] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:38.333463] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:38.335086] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:38.338019] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:38.358195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.387792] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 4.4s | Global ETA: 1h 7m 51s [2025-11-22T02:21:38.388727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:38.388791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:38.389691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:38.392127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:38.393253] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:38.396078] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:38.398666] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:38.400057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.716534] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 14.5s | Global ETA: 1h 7m 51s [2025-11-22T02:21:38.717447] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:38.717510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:38.722282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.724026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.724498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.724897] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:38.726381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.866852] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 2.4s | Global ETA: 1h 7m 52s [2025-11-22T02:21:38.867893] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:38.867956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:38.872828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.874552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.875030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.875441] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:38.877812] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:38.881705] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:38.882816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.941062] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 7.1s | Global ETA: 1h 7m 52s [2025-11-22T02:21:38.941949] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:38.942013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:38.943750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:38.944225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:38.944606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:38.945482] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:38.947131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:38.949988] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:38.970239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:38.985437] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 3.8s | Global ETA: 1h 7m 52s [2025-11-22T02:21:38.986346] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:38.986414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:38.987261] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:38.989735] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:38.990907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:38.993544] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:38.995913] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:38.997290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:39.326003] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.49% | Symbol ETA: 13.9s | Global ETA: 1h 7m 52s [2025-11-22T02:21:39.326925] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:39.326987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:39.331922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:39.333713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:39.334195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:39.334585] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:39.336179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:39.458154] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 2.15% | Symbol ETA: 1.8s | Global ETA: 1h 7m 52s [2025-11-22T02:21:39.459079] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:39.459141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:39.463900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:39.465626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:39.466113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:39.466525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:39.468935] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:39.472734] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:39.473861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:39.548557] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.39% | Symbol ETA: 6.5s | Global ETA: 1h 7m 52s [2025-11-22T02:21:39.549764] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:39.549843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:39.551838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:39.552330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:39.552752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:39.553634] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:39.555334] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:39.558248] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:39.577623] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 3.2s | Global ETA: 1h 7m 53s [2025-11-22T02:21:39.578301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:39.578541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:39.578605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:39.579458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:39.581909] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:39.583024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:39.585681] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:39.588046] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:39.589467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:39.922773] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.10% | Symbol ETA: 13.3s | Global ETA: 1h 7m 53s [2025-11-22T02:21:39.923692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:39.923754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:39.928597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:39.930415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:39.930902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:39.931293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:39.932762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:40.055765] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 1.2s | Global ETA: 1h 7m 53s [2025-11-22T02:21:40.166944] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.66% | Symbol ETA: 5.9s | Global ETA: 1h 7m 53s [2025-11-22T02:21:40.167939] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:40.168007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:40.169761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:40.170250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:40.170665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:40.171556] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:40.173278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:40.176122] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:40.178444] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 2.6s | Global ETA: 1h 7m 53s [2025-11-22T02:21:40.179395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:40.179461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:40.180298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:40.182838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:40.183991] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:40.186735] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:40.189251] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:21:40.190667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:40.196558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:40.224909] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -17.74%, Actual: 19.68% [2025-11-22T02:21:40.393176] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.87%, Actual: 4.03% [2025-11-22T02:21:40.514988] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.12% | Symbol ETA: 12.7s | Global ETA: 1h 7m 54s [2025-11-22T02:21:40.515906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:40.515971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:40.520904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:40.522747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:40.523230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:40.523675] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:40.525131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:40.561290] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -16.23%, Actual: 1.68% [2025-11-22T02:21:40.730932] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.36%, Actual: 0.22% [2025-11-22T02:21:40.773196] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 1.42% | Symbol ETA: 2.0s | Global ETA: 1h 7m 54s [2025-11-22T02:21:40.778853] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 5.3s | Global ETA: 1h 7m 54s [2025-11-22T02:21:40.779779] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:40.779842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:40.781449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:40.781931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:40.782317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:40.783183] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:40.784832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:40.787680] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:40.807308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:40.899826] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -3.50%, Actual: 0.66% [2025-11-22T02:21:40.945469] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 1.03% [2025-11-22T02:21:41.067951] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -3.23%, Actual: 2.40% [2025-11-22T02:21:41.109209] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 12.1s | Global ETA: 1h 7m 55s [2025-11-22T02:21:41.110110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:41.110174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:41.114722] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.69% [2025-11-22T02:21:41.115048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:41.116846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:41.117347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:41.117753] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:41.119281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:41.234384] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -9.35%, Actual: 4.99% [2025-11-22T02:21:41.283055] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 2.52% [2025-11-22T02:21:41.391460] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 4.7s | Global ETA: 1h 7m 55s [2025-11-22T02:21:41.392396] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:41.392462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:41.394316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:41.394983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:41.395390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:41.396456] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:41.398790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:41.403994] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 0.08% [2025-11-22T02:21:41.404518] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:41.424192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:41.454903] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.62% [2025-11-22T02:21:41.573132] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 2.15%, Actual: 11.99% [2025-11-22T02:21:41.623758] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.87%, Actual: 0.19% [2025-11-22T02:21:41.719948] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: 1h 7m 55s [2025-11-22T02:21:41.720827] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:41.720913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:41.725673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:41.727788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:41.728261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:41.728638] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:41.730112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:41.741616] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 28.93% [2025-11-22T02:21:41.741829] [INFO ] [main ] BW: Magnitude Forecast Confidence: 34.2960% [2025-11-22T02:21:41.741910] [INFO ] [main ] BW: DISCARDED add_vol_of_vol (score: 34.30%) [2025-11-22T02:21:41.741952] [INFO ] [main ] BW: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:21:41.741984] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_volatility_decay_ratio'] [2025-11-22T02:21:41.742018] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:41.754712] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:41.755979] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:41.756041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:41.760956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:41.762742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:41.763229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:41.763838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:41.766483] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:41.770692] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:41.771839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:41.793967] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 1.14% [2025-11-22T02:21:41.965556] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.99% [2025-11-22T02:21:42.002061] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 4.1s | Global ETA: 1h 7m 56s [2025-11-22T02:21:42.002957] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:42.003021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.004844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.005307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.005710] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:42.006561] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:42.008232] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:42.011387] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:42.032226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.139696] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.61% [2025-11-22T02:21:42.309710] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.03% [2025-11-22T02:21:42.318306] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 10.9s | Global ETA: 1h 7m 56s [2025-11-22T02:21:42.319215] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:42.319279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:42.324032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.325820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.326295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.326696] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:42.328165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.358990] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -14.55% | Symbol ETA: 6.4s | Global ETA: 1h 7m 56s [2025-11-22T02:21:42.360087] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:42.360150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:42.365259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.367027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.367533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.367939] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:42.370573] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:42.374538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:42.375868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.476638] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 1.42%, Actual: 0.43% [2025-11-22T02:21:42.476867] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 46.9869% [2025-11-22T02:21:42.476956] [INFO ] [main ] AIZN: DISCARDED add_signed_carry_history_11 (score: 46.99%) [2025-11-22T02:21:42.476997] [INFO ] [main ] AIZN: Testing feature 44/53: add_sma_ratio [2025-11-22T02:21:42.477031] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_sma_ratio'] [2025-11-22T02:21:42.477087] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:42.489231] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:42.490680] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:42.490744] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:42.491595] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:42.494104] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:42.495283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:42.497932] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:42.500235] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:42.500983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.612515] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.70% | Symbol ETA: 3.5s | Global ETA: 1h 7m 57s [2025-11-22T02:21:42.613473] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:42.613538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.615229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.615761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.616151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:42.617049] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:42.618815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:42.621668] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:21:42.642141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.909240] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 10.3s | Global ETA: 1h 7m 57s [2025-11-22T02:21:42.910130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:42.910192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:42.914917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.916618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.917109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.917513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:42.918982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:42.961942] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 7.90% | Symbol ETA: 5.8s | Global ETA: 1h 7m 57s [2025-11-22T02:21:42.962829] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:42.962891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:42.967665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:42.969395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:42.969896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:42.970276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:42.972559] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:42.976355] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:42.977538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:43.078189] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.45% | Symbol ETA: 6.9s | Global ETA: 1h 7m 57s [2025-11-22T02:21:43.079099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:43.079164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:43.080067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:43.082703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:43.083868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:43.086494] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:43.088879] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:43.089634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:43.216737] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 2.8s | Global ETA: 1h 7m 58s [2025-11-22T02:21:43.384767] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 1.38% [2025-11-22T02:21:43.496901] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 9.7s | Global ETA: 1h 7m 58s [2025-11-22T02:21:43.497865] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:43.497930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:43.502888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:43.504679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:43.505161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:43.505554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:21:43.507069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:43.549516] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.34% [2025-11-22T02:21:43.567580] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -13.97% | Symbol ETA: 5.2s | Global ETA: 1h 7m 58s [2025-11-22T02:21:43.568635] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:43.568718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:43.573552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:43.575274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:43.575757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:43.576137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:43.578478] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:43.582293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:43.583508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:43.667979] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.67% | Symbol ETA: 6.3s | Global ETA: 1h 7m 58s [2025-11-22T02:21:43.668960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:43.669025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:43.669907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:43.672446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:43.673624] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:43.676334] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:43.678849] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:43.679621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:43.715839] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 0.56% [2025-11-22T02:21:43.888537] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.39%, Actual: 1.89% [2025-11-22T02:21:44.058957] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.66%, Actual: 0.14% [2025-11-22T02:21:44.089930] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.39% | Symbol ETA: 9.1s | Global ETA: 1h 7m 59s [2025-11-22T02:21:44.169489] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 4.6s | Global ETA: 1h 7m 59s [2025-11-22T02:21:44.170416] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:44.170490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:44.175217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:44.177035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:44.177548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:44.177953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:44.180666] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:44.184509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:44.185729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:44.237612] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 1.89% [2025-11-22T02:21:44.258806] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 1.51% [2025-11-22T02:21:44.264954] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 5.7s | Global ETA: 1h 7m 59s [2025-11-22T02:21:44.265911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:44.265976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:44.266843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:44.269386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:44.270537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:44.273206] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:44.275576] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:44.276352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:44.415159] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.76% [2025-11-22T02:21:44.423154] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.49%, Actual: 1.90% [2025-11-22T02:21:44.588867] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.10%, Actual: 0.37% [2025-11-22T02:21:44.590775] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 1.57% [2025-11-22T02:21:44.754399] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.12%, Actual: 0.90% [2025-11-22T02:21:44.756586] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.70%, Actual: 1.46% [2025-11-22T02:21:44.765671] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.90% | Symbol ETA: 4.0s | Global ETA: 1h 7m 60s [2025-11-22T02:21:44.766537] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:44.766602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:44.771450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:44.773191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:44.773666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:44.774050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:44.776342] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:44.780193] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:44.781319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:44.848581] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 5.1s | Global ETA: 1h 7m 60s [2025-11-22T02:21:44.849461] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:44.849546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:44.850402] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:44.852890] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:44.854028] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:44.856688] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:44.859019] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:44.859744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:44.918815] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.89%, Actual: 2.19% [2025-11-22T02:21:44.923450] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 0.32% [2025-11-22T02:21:44.923687] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 54.1569% [2025-11-22T02:21:44.923774] [INFO ] [main ] AHH: DISCARDED add_regime (score: 54.16%) [2025-11-22T02:21:44.923817] [INFO ] [main ] AHH: Testing feature 40/53: add_regime_flags [2025-11-22T02:21:44.923850] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_regime_flags'] [2025-11-22T02:21:44.923887] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:44.937732] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:44.939069] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:44.939132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:44.940830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:44.941333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:44.941747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:44.942609] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:44.944288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:44.947129] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:44.948210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:45.083414] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.41% [2025-11-22T02:21:45.247693] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.75% [2025-11-22T02:21:45.360019] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -11.47% | Symbol ETA: 3.4s | Global ETA: 1h 8m 0s [2025-11-22T02:21:45.360929] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:45.360992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:45.365793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:45.367612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:45.368097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:45.368480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:45.370801] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:45.374627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:45.375785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:45.413068] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 0.68% [2025-11-22T02:21:45.451880] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 4.6s | Global ETA: 1h 8m 1s [2025-11-22T02:21:45.452794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:45.452861] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:45.453748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:45.456628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:45.457822] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:45.460482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:45.463014] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:45.463810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:45.537141] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 8.0s | Global ETA: 1h 8m 1s [2025-11-22T02:21:45.538105] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:45.538170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:45.539866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:45.540363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:45.540783] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:45.541666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:45.543320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:45.546173] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:45.547214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:45.578156] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.47% [2025-11-22T02:21:45.745794] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.39%, Actual: 0.49% [2025-11-22T02:21:45.745954] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 48.5260% [2025-11-22T02:21:45.746029] [INFO ] [main ] GTY: DISCARDED add_open_vs_close_liquidity_ratio (score: 48.53%) [2025-11-22T02:21:45.746070] [INFO ] [main ] GTY: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:21:45.746102] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_open_vs_prev_range_position'] [2025-11-22T02:21:45.746137] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:45.760331] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:45.761558] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:45.761620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:45.766365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:45.768154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:45.768625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:45.769027] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:45.771818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:45.956316] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.03% | Symbol ETA: 2.8s | Global ETA: 1h 8m 1s [2025-11-22T02:21:45.957200] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:45.957288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:45.962088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:45.963834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:45.964295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:45.964694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:45.966993] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:45.970834] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:45.971990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.039921] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 4.0s | Global ETA: 1h 8m 1s [2025-11-22T02:21:46.040893] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:46.040967] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:46.042042] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:46.045217] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:46.046436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:46.049262] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:46.051718] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:46.052462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.141274] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 7.4s | Global ETA: 1h 8m 2s [2025-11-22T02:21:46.144963] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:46.145028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:46.147372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:46.147904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:46.148302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:46.149183] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:46.150837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:46.153606] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:46.154609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.349625] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.09% | Symbol ETA: 13.6s | Global ETA: 1h 8m 2s [2025-11-22T02:21:46.350505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:46.350568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:46.355241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:46.356976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:46.357457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:46.357854] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:46.360976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.552857] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 2.2s | Global ETA: 1h 8m 2s [2025-11-22T02:21:46.553786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:46.553850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:46.558688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:46.560418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:46.560932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:46.561315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:46.563621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:46.567547] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:46.568704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.650030] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 3.4s | Global ETA: 1h 8m 2s [2025-11-22T02:21:46.650949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:46.651014] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:46.651904] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:46.654402] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:46.655541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:46.658282] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:46.660724] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:46.661461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.758603] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.79% | Symbol ETA: 6.9s | Global ETA: 1h 8m 2s [2025-11-22T02:21:46.759547] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:46.759613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:46.761737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:46.762264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:46.762929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:46.763831] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:46.765857] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:46.768914] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:46.770087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:46.943615] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.21% | Symbol ETA: 13.0s | Global ETA: 1h 8m 3s [2025-11-22T02:21:46.944484] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:46.944547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:46.949362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:46.951099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:46.951569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:46.951967] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:46.954736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.151579] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 1.6s | Global ETA: 1h 8m 3s [2025-11-22T02:21:47.152471] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:47.152555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:47.157348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:47.159108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:47.159587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:47.160001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:47.162306] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:47.166110] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:21:47.167317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.258096] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 2.8s | Global ETA: 1h 8m 3s [2025-11-22T02:21:47.258967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:47.259030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:47.259878] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:47.262321] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:47.263456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:47.266087] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:47.268470] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:47.269215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.345007] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 6.2s | Global ETA: 1h 8m 3s [2025-11-22T02:21:47.345898] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:47.345961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:47.347613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:47.348108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:47.348507] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:47.349365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:47.350989] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:47.353762] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:47.354774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.535047] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.06% | Symbol ETA: 12.4s | Global ETA: 1h 8m 3s [2025-11-22T02:21:47.535932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:47.535993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:47.540843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:47.542554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:47.543040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:47.543419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:47.546180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.743183] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 1.0s | Global ETA: 1h 8m 4s [2025-11-22T02:21:47.852874] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 2.2s | Global ETA: 1h 8m 4s [2025-11-22T02:21:47.853755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:47.853819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:47.854630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:47.857075] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:47.858217] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:47.860885] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:47.863229] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:21:47.863957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:47.911608] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -14.55%, Actual: 19.68% [2025-11-22T02:21:47.917529] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.89% | Symbol ETA: 5.6s | Global ETA: 1h 8m 4s [2025-11-22T02:21:47.918436] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:47.918513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:47.920173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:47.920665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:47.921057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:47.921921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:47.923534] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:47.926342] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:47.927395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:48.080940] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 7.90%, Actual: 4.03% [2025-11-22T02:21:48.124557] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 11.8s | Global ETA: 1h 8m 4s [2025-11-22T02:21:48.125429] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:48.125619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:48.130355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:48.132091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:48.132556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:48.132961] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:48.135731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:48.248807] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -13.97%, Actual: 1.68% [2025-11-22T02:21:48.417334] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 0.22% [2025-11-22T02:21:48.436291] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 1.6s | Global ETA: 1h 8m 5s [2025-11-22T02:21:48.491763] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 5.0s | Global ETA: 1h 8m 5s [2025-11-22T02:21:48.492635] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:48.492730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:48.494377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:48.494885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:48.495275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:48.496140] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:48.497800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:48.500529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:48.501526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:48.585918] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.90%, Actual: 0.66% [2025-11-22T02:21:48.604356] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.45%, Actual: 1.03% [2025-11-22T02:21:48.712696] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.55% | Symbol ETA: 11.2s | Global ETA: 1h 8m 5s [2025-11-22T02:21:48.713554] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:48.713616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:48.718323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:48.720049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:48.720518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:48.720915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:48.723673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:48.752367] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -11.47%, Actual: 2.40% [2025-11-22T02:21:48.773582] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.67%, Actual: 0.69% [2025-11-22T02:21:48.920105] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.03%, Actual: 4.99% [2025-11-22T02:21:48.939572] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 2.52% [2025-11-22T02:21:49.062474] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 4.4s | Global ETA: 1h 8m 6s [2025-11-22T02:21:49.063368] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:49.063431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:49.065089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:49.065568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:49.065976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:49.066840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:49.068449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:49.071174] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:49.072184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:49.088792] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.08% [2025-11-22T02:21:49.105097] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 0.62% [2025-11-22T02:21:49.256889] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 11.99% [2025-11-22T02:21:49.270844] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.19% [2025-11-22T02:21:49.301398] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 10.6s | Global ETA: 1h 8m 6s [2025-11-22T02:21:49.302270] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:49.302332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:49.307042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:49.308786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:49.309241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:49.309623] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:49.312388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:49.426420] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 28.93% [2025-11-22T02:21:49.426664] [INFO ] [main ] BW: Magnitude Forecast Confidence: 30.3530% [2025-11-22T02:21:49.426750] [INFO ] [main ] BW: DISCARDED add_volatility_decay_ratio (score: 30.35%) [2025-11-22T02:21:49.426793] [INFO ] [main ] BW: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:21:49.426826] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:21:49.426861] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:49.437195] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 1.14% [2025-11-22T02:21:49.439474] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:49.440770] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:49.440835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:49.445632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:49.447497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:49.447993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:49.448376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:49.450702] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:49.454499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:49.454966] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:49.456079] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:49.458182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:49.603103] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.99% [2025-11-22T02:21:49.646617] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 3.8s | Global ETA: 1h 8m 6s [2025-11-22T02:21:49.650744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:49.650811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:49.652536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:49.653060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:49.653499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:49.654421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:49.656157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:49.659123] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:49.660184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:49.772876] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.61% [2025-11-22T02:21:49.891633] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.15% | Symbol ETA: 10.0s | Global ETA: 1h 8m 7s [2025-11-22T02:21:49.892502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:49.892565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:49.897484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:49.899237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:49.899726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:49.900102] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:49.902849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:49.945155] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.03% [2025-11-22T02:21:50.055892] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.78% | Symbol ETA: 6.4s | Global ETA: 1h 8m 7s [2025-11-22T02:21:50.056817] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:50.056884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:50.061864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.063721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:50.064201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:50.064594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:50.066968] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:50.070962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:50.071423] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:50.072597] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:50.074688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.110739] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.43% [2025-11-22T02:21:50.110939] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.8698% [2025-11-22T02:21:50.111021] [INFO ] [main ] AIZN: DISCARDED add_sma_ratio (score: 35.87%) [2025-11-22T02:21:50.111061] [INFO ] [main ] AIZN: Testing feature 45/53: add_true_range [2025-11-22T02:21:50.111094] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range'] [2025-11-22T02:21:50.111129] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:50.123295] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:50.125148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:50.125227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:50.126141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:50.128889] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:50.130240] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:50.133314] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:50.136070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.137841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.248070] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 3.2s | Global ETA: 1h 8m 7s [2025-11-22T02:21:50.249019] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:50.249085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.250831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:50.251367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:50.251796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:50.252720] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:50.254418] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:50.257385] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:50.258448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.478845] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 9.4s | Global ETA: 1h 8m 7s [2025-11-22T02:21:50.479718] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:50.479781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:50.484447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.486251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:50.486728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:50.487456] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:50.490234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.670696] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.28% | Symbol ETA: 5.7s | Global ETA: 1h 8m 8s [2025-11-22T02:21:50.671590] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:50.671677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:50.676606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.678463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:50.678971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:50.679369] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:50.681780] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:50.685740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:50.686216] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:50.687411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:50.689440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.705873] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 6.6s | Global ETA: 1h 8m 8s [2025-11-22T02:21:50.706779] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:50.706843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:50.707721] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:50.710182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:50.711310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:50.713936] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:50.716267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:50.718048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:50.891390] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 2.6s | Global ETA: 1h 8m 8s [2025-11-22T02:21:51.057397] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.38% [2025-11-22T02:21:51.067149] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.93% | Symbol ETA: 8.8s | Global ETA: 1h 8m 8s [2025-11-22T02:21:51.068045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:51.068106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:51.072796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:51.074499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:51.074980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:51.075356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:51.078125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:51.223546] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.34% [2025-11-22T02:21:51.280506] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -12.91% | Symbol ETA: 5.1s | Global ETA: 1h 8m 9s [2025-11-22T02:21:51.281403] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:51.281468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:51.286228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:51.288028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:51.288502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:51.289111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:51.290610] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.02% | Symbol ETA: 6.1s | Global ETA: 1h 8m 9s [2025-11-22T02:21:51.291624] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:51.291715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:51.291779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:51.292590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:51.295394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:51.295806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:51.296265] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:51.296506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:51.297497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:51.299168] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:51.299540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:51.301496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:51.303352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:51.393542] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.79%, Actual: 0.56% [2025-11-22T02:21:51.561485] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 1.89% [2025-11-22T02:21:51.654936] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 8.3s | Global ETA: 1h 8m 9s [2025-11-22T02:21:51.726323] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.89%, Actual: 0.14% [2025-11-22T02:21:51.821136] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 1.51% [2025-11-22T02:21:51.875320] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 5.5s | Global ETA: 1h 8m 9s [2025-11-22T02:21:51.876204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:51.876268] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:51.877100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:51.879562] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:51.880705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:51.883316] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:51.885631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:51.887399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:51.891689] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 1.89% [2025-11-22T02:21:51.892460] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -1.42% | Symbol ETA: 4.5s | Global ETA: 1h 8m 9s [2025-11-22T02:21:51.893345] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:51.893411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:51.898711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:51.900559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:51.901075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:51.901511] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:51.903932] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:51.908140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:51.908741] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:51.909843] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:51.911921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:51.986818] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.21%, Actual: 1.90% [2025-11-22T02:21:52.059300] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.76% [2025-11-22T02:21:52.152318] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.06%, Actual: 0.37% [2025-11-22T02:21:52.226895] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 1.57% [2025-11-22T02:21:52.324120] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 0.90% [2025-11-22T02:21:52.394747] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 1.46% [2025-11-22T02:21:52.458339] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 4.9s | Global ETA: 1h 8m 10s [2025-11-22T02:21:52.459220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:52.459283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:52.460119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:52.462586] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:52.463726] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:52.466326] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:52.468698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:52.470398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:52.498837] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.55%, Actual: 2.19% [2025-11-22T02:21:52.506565] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -6.36% | Symbol ETA: 3.9s | Global ETA: 1h 8m 10s [2025-11-22T02:21:52.507531] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:52.507598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:52.512585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:52.514457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:52.514974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:52.515372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:52.517842] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:52.521764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:52.522228] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:52.523337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:52.525380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:52.560200] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 0.32% [2025-11-22T02:21:52.560405] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 45.7853% [2025-11-22T02:21:52.560485] [INFO ] [main ] AHH: DISCARDED add_regime_flags (score: 45.79%) [2025-11-22T02:21:52.560531] [INFO ] [main ] AHH: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:21:52.560566] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:21:52.560603] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:21:52.574229] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:52.575715] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:52.575780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:52.577465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:52.577984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:52.578389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:52.579300] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:52.580943] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:52.583734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:52.584206] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:52.585207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:52.586808] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:52.587852] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:52.588507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:52.673321] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.41% [2025-11-22T02:21:52.847988] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.15%, Actual: 0.75% [2025-11-22T02:21:53.049657] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.68% [2025-11-22T02:21:53.061756] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 4.3s | Global ETA: 1h 8m 11s [2025-11-22T02:21:53.062753] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:53.062832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:53.063787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:53.066528] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:53.067760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:53.070530] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:53.072976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.074749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.119316] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -5.12% | Symbol ETA: 3.3s | Global ETA: 1h 8m 11s [2025-11-22T02:21:53.120225] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:53.120290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:53.125021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.126752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:53.127268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:53.127708] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:53.129980] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:53.133804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:53.134257] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:53.135344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:53.137380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.167914] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 7.6s | Global ETA: 1h 8m 11s [2025-11-22T02:21:53.168834] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:53.168912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.170669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:53.171207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:53.171609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:53.172520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:53.174236] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:53.177176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:53.177715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:53.178760] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:53.180415] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:53.181484] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:53.182200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.214207] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 1.47% [2025-11-22T02:21:53.384552] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.49% [2025-11-22T02:21:53.384771] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 51.2159% [2025-11-22T02:21:53.384862] [INFO ] [main ] GTY: DISCARDED add_open_vs_prev_range_position (score: 51.22%) [2025-11-22T02:21:53.384907] [INFO ] [main ] GTY: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:21:53.384939] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_amplitude'] [2025-11-22T02:21:53.384975] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:21:53.400318] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:53.401881] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:53.401944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:53.407039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.408892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:53.409382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:53.409815] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:53.410407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.648163] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 3.7s | Global ETA: 1h 8m 12s [2025-11-22T02:21:53.649047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:53.649110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:53.649950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:53.652749] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:53.653868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:53.656484] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:53.658875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.660591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.725116] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -4.58% | Symbol ETA: 2.7s | Global ETA: 1h 8m 12s [2025-11-22T02:21:53.725997] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:53.726062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:53.730898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.732667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:53.733136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:53.733516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:53.735802] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:53.739846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:53.740299] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:53.741367] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:53.743343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:53.777505] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 7.1s | Global ETA: 1h 8m 12s [2025-11-22T02:21:53.778633] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:53.778728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:53.780389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:53.780906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:53.781309] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:53.782424] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:53.784107] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:53.786952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:53.787474] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:53.788504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:53.790159] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:53.791220] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:53.791942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.006904] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 13.1s | Global ETA: 1h 8m 12s [2025-11-22T02:21:54.007850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:54.007914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:54.012837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.014612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.015123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.015527] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:54.016143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.255081] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 3.2s | Global ETA: 1h 8m 13s [2025-11-22T02:21:54.256028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:54.256095] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:54.256975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:54.259550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:54.260771] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:54.263547] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:54.266048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.267868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.328007] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 2.0s | Global ETA: 1h 8m 13s [2025-11-22T02:21:54.328915] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:54.328978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:54.333879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.335587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.336076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.336461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:54.338847] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:54.342618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:54.343093] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:54.344163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:54.346159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.379715] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 6.5s | Global ETA: 1h 8m 13s [2025-11-22T02:21:54.380622] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:54.380710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.382441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.382979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.383400] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:54.384304] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:54.386055] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:54.389015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:54.389486] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:54.390526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:54.392263] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:54.393359] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:54.394050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.602074] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 12.4s | Global ETA: 1h 8m 13s [2025-11-22T02:21:54.603002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:54.603066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:54.608151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.610090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.610567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.610980] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:54.611574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.846848] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 2.6s | Global ETA: 1h 8m 13s [2025-11-22T02:21:54.847794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:54.847857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:54.848698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:54.851144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:54.852274] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:54.854912] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:54.857295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.859005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.949701] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 1.4s | Global ETA: 1h 8m 14s [2025-11-22T02:21:54.950566] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:21:54.950635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:54.955706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.957481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.958322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.958733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:54.961061] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:54.964941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:54.965417] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:54.966564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:21:54.968565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:54.983503] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 5.9s | Global ETA: 1h 8m 14s [2025-11-22T02:21:54.984365] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:54.984430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:54.986075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:54.986548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:54.986964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:54.987862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:54.989448] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:54.992203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:54.992699] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:54.993689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:54.995257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:54.996289] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:54.996958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:55.237704] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.56% | Symbol ETA: 11.9s | Global ETA: 1h 8m 14s [2025-11-22T02:21:55.238682] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:55.238748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:55.243859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:55.245720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:55.246330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:55.246801] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:55.247435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:55.433882] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 2.0s | Global ETA: 1h 8m 14s [2025-11-22T02:21:55.434764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:21:55.434827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:55.435668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:55.438118] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:55.439242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:55.441854] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:55.444165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:55.445871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:55.574667] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -2.54% | Symbol ETA: 0.8s | Global ETA: 1h 8m 14s [2025-11-22T02:21:55.575963] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.04% | Symbol ETA: 5.3s | Global ETA: 1h 8m 14s [2025-11-22T02:21:55.576850] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:55.576915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:55.578568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:55.579065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:55.579457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:55.580359] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:55.581982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:55.586633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:55.587114] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:55.588112] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:55.589689] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:55.590704] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:55.591348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:55.746292] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.78%, Actual: 19.68% [2025-11-22T02:21:55.828788] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 11.3s | Global ETA: 1h 8m 15s [2025-11-22T02:21:55.829678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:55.829777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:55.834475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:55.836209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:55.836698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:55.837076] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:55.837688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:55.917436] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.28%, Actual: 4.03% [2025-11-22T02:21:56.019773] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 1.4s | Global ETA: 1h 8m 15s [2025-11-22T02:21:56.092750] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -12.91%, Actual: 1.68% [2025-11-22T02:21:56.158791] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.85% | Symbol ETA: 4.7s | Global ETA: 1h 8m 15s [2025-11-22T02:21:56.159737] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:56.159804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:56.161510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:56.162021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:56.162424] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:56.166210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:56.167968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:56.170869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:56.171364] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:56.172397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:56.174037] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:56.175118] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:56.175826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:56.188582] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 1.03% [2025-11-22T02:21:56.272537] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -1.42%, Actual: 0.22% [2025-11-22T02:21:56.356136] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 0.69% [2025-11-22T02:21:56.413111] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.54% | Symbol ETA: 10.7s | Global ETA: 1h 8m 16s [2025-11-22T02:21:56.414001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:56.414064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:56.418813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:56.420529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:56.421027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:56.421411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:56.422019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:56.446160] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -6.36%, Actual: 0.66% [2025-11-22T02:21:56.528881] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 2.52% [2025-11-22T02:21:56.625974] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -5.12%, Actual: 2.40% [2025-11-22T02:21:56.695682] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 0.62% [2025-11-22T02:21:56.764532] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 4.1s | Global ETA: 1h 8m 16s [2025-11-22T02:21:56.765705] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:56.765789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:56.767506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:56.768018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:56.768416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:56.769327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:56.771035] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:56.773970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:56.774463] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:56.775501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:56.777151] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:56.778226] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:56.778928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:56.797311] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -4.58%, Actual: 4.99% [2025-11-22T02:21:56.864965] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 0.19% [2025-11-22T02:21:56.969822] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 0.08% [2025-11-22T02:21:57.002786] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 10.0s | Global ETA: 1h 8m 16s [2025-11-22T02:21:57.003669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:57.003733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:57.008482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.010270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:57.010790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:57.011169] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:57.011769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:57.033491] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.14% [2025-11-22T02:21:57.218206] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 11.99% [2025-11-22T02:21:57.221013] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.99% [2025-11-22T02:21:57.365551] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 3.5s | Global ETA: 1h 8m 17s [2025-11-22T02:21:57.366466] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:57.366533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.368287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:57.368813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:57.369225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:57.370134] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:57.371847] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:57.374787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:57.375253] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:57.376287] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:57.377990] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:57.379073] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:57.379758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:57.386464] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -2.54%, Actual: 28.93% [2025-11-22T02:21:57.386706] [INFO ] [main ] BW: Magnitude Forecast Confidence: 32.1246% [2025-11-22T02:21:57.386798] [INFO ] [main ] BW: DISCARDED add_volatility_state_percentiles (score: 32.12%) [2025-11-22T02:21:57.386841] [INFO ] [main ] BW: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:21:57.386874] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_volume_dispersion'] [2025-11-22T02:21:57.386910] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:21:57.387827] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 0.61% [2025-11-22T02:21:57.399436] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:57.400746] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:57.400809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:57.405556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.407349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:57.407845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:57.408239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:57.410714] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:57.414604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:21:57.415998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:57.556085] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.03% [2025-11-22T02:21:57.595275] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 9.4s | Global ETA: 1h 8m 17s [2025-11-22T02:21:57.596148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:57.596212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:57.600937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.602637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:57.603125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:57.603506] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:57.604101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:57.724719] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.43% [2025-11-22T02:21:57.724921] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 54.0706% [2025-11-22T02:21:57.725043] [INFO ] [main ] AIZN: KEPT add_true_range (score: 54.07%) [2025-11-22T02:21:57.725087] [INFO ] [main ] AIZN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:21:57.725121] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_vol_of_vol'] [2025-11-22T02:21:57.725157] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:21:57.737801] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:21:57.739107] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:57.739173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:57.740054] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:57.742691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:57.743891] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:57.746639] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:57.749115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.750937] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:57.752084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:57.957663] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.57% | Symbol ETA: 2.9s | Global ETA: 1h 8m 18s [2025-11-22T02:21:57.958524] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:21:57.958590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:57.960238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:57.960736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:57.961122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:57.962003] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:21:57.963605] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:21:57.966362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:21:57.966842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:21:57.967948] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:21:57.969491] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:21:57.970508] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:21:57.971168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:58.002420] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -12.31% | Symbol ETA: 6.1s | Global ETA: 1h 8m 18s [2025-11-22T02:21:58.003348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:58.003414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:58.008547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:58.010372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:58.010883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:58.011277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:58.013627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:58.017673] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:21:58.019059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:58.212924] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 8.8s | Global ETA: 1h 8m 18s [2025-11-22T02:21:58.214137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:58.214216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:58.220090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:58.222026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:58.222536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:58.222955] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:58.223557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:58.345088] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 6.6s | Global ETA: 1h 8m 18s [2025-11-22T02:21:58.346303] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:58.346370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:58.347293] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:58.350922] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:58.352275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:58.355148] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:58.357763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:58.360248] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:58.361639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:58.569277] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -2.19% | Symbol ETA: 2.3s | Global ETA: 1h 8m 19s [2025-11-22T02:21:58.648038] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 9.54% | Symbol ETA: 5.7s | Global ETA: 1h 8m 19s [2025-11-22T02:21:58.649060] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:58.649141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:58.655259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:58.657770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:58.658496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:58.659045] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:58.661670] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:58.665900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:21:58.667448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:58.808531] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 1.38% [2025-11-22T02:21:58.991778] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 8.3s | Global ETA: 1h 8m 19s [2025-11-22T02:21:58.992907] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:21:58.992976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:58.998580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:59.000570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:59.001187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:59.001737] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:21:59.002549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:59.073685] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.34% [2025-11-22T02:21:59.123020] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 6.7s | Global ETA: 1h 8m 19s [2025-11-22T02:21:59.124400] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:59.124497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:59.125887] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:59.128981] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:59.130269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:59.133462] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:59.136055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:59.138589] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:59.140253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:59.301925] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.56% [2025-11-22T02:21:59.432974] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.33% | Symbol ETA: 5.4s | Global ETA: 1h 8m 20s [2025-11-22T02:21:59.433896] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:59.433961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:21:59.438826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:59.440629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:21:59.441157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:21:59.441634] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:59.444152] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:21:59.448163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:21:59.449938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:59.480300] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 1.89% [2025-11-22T02:21:59.658429] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.04%, Actual: 0.14% [2025-11-22T02:21:59.696799] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 7.6s | Global ETA: 1h 8m 20s [2025-11-22T02:21:59.819283] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 6.0s | Global ETA: 1h 8m 20s [2025-11-22T02:21:59.820162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:21:59.820227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:21:59.821051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:21:59.823488] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:21:59.824678] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:21:59.827343] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:21:59.829719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:21:59.830957] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 1.89% [2025-11-22T02:21:59.831424] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:21:59.832494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:21:59.874017] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 1.51% [2025-11-22T02:22:00.004047] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.09%, Actual: 0.76% [2025-11-22T02:22:00.037351] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -5.01% | Symbol ETA: 4.6s | Global ETA: 1h 8m 21s [2025-11-22T02:22:00.038253] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:00.038315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:00.043428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:00.045483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:00.046006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:00.046411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:00.046440] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 1.90% [2025-11-22T02:22:00.048853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:00.053154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:00.054570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:00.174813] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.57% [2025-11-22T02:22:00.223471] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.56%, Actual: 0.37% [2025-11-22T02:22:00.340407] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.57%, Actual: 1.46% [2025-11-22T02:22:00.390699] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 0.90% [2025-11-22T02:22:00.445320] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 5.2s | Global ETA: 1h 8m 21s [2025-11-22T02:22:00.446215] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:00.446318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:00.447147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:00.449634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:00.450784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:00.453428] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:00.455833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:00.457603] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:00.458706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:00.507750] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -2.19%, Actual: 0.32% [2025-11-22T02:22:00.507969] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 52.2028% [2025-11-22T02:22:00.508058] [INFO ] [main ] AHH: DISCARDED add_return_volume_nonlinearity_proxies (score: 52.20%) [2025-11-22T02:22:00.508102] [INFO ] [main ] AHH: Testing feature 42/53: add_shelf_lag [2025-11-22T02:22:00.511347] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_shelf_lag'] [2025-11-22T02:22:00.511393] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:00.524905] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:00.526239] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:00.526302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:00.528018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:00.528522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:00.528939] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:00.529812] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:00.531431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:00.534194] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:00.535347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:00.556780] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.54%, Actual: 2.19% [2025-11-22T02:22:00.644141] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -1.69% | Symbol ETA: 3.9s | Global ETA: 1h 8m 21s [2025-11-22T02:22:00.645035] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:00.645099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:00.649875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:00.651611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:00.652101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:00.652486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:00.654797] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:00.658698] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:00.660018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:00.734531] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 0.41% [2025-11-22T02:22:00.906819] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.97%, Actual: 0.75% [2025-11-22T02:22:01.075874] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 4.5s | Global ETA: 1h 8m 22s [2025-11-22T02:22:01.076767] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:01.076831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:01.077715] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:01.080273] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:01.081457] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:01.086254] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:01.090862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:01.092608] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:01.094734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:01.125954] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 0.68% [2025-11-22T02:22:01.355918] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 1.47% [2025-11-22T02:22:01.501727] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 10.9s | Global ETA: 1h 8m 23s [2025-11-22T02:22:01.502617] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:01.502710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:01.504355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:01.504868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:01.505259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:01.506143] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:01.507837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:01.510732] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:01.511927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:01.558898] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -7.74% | Symbol ETA: 3.4s | Global ETA: 1h 8m 23s [2025-11-22T02:22:01.559793] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:01.559869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:01.564616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:01.566355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:01.566843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:01.567244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:01.569559] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:01.573316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:01.574615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:01.603840] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.71%, Actual: 0.49% [2025-11-22T02:22:01.604082] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 51.1392% [2025-11-22T02:22:01.604177] [INFO ] [main ] GTY: DISCARDED add_overnight_gap_amplitude (score: 51.14%) [2025-11-22T02:22:01.604221] [INFO ] [main ] GTY: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:22:01.604255] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_overnight_gap_mag'] [2025-11-22T02:22:01.604291] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:01.619968] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:01.621338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:01.621406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:01.626427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:01.628317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:01.628825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:01.629236] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:01.629936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:01.679779] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 3.8s | Global ETA: 1h 8m 23s [2025-11-22T02:22:01.680704] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:01.680771] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:01.681630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:01.684227] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:01.685418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:01.688385] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:01.691025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:01.692815] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:01.693927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.170395] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -7.97% | Symbol ETA: 2.7s | Global ETA: 1h 8m 24s [2025-11-22T02:22:02.171288] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.171351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:02.176139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.177974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.178452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.178864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:02.181179] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:02.184980] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:02.186313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.216221] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 8.9s | Global ETA: 1h 8m 24s [2025-11-22T02:22:02.217174] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.217263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.219158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.219674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.220272] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:02.221203] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:02.223045] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:02.226605] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:02.227895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.328844] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 14.0s | Global ETA: 1h 8m 24s [2025-11-22T02:22:02.329817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:02.329885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:02.333165] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 3.2s | Global ETA: 1h 8m 24s [2025-11-22T02:22:02.334071] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.334138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:02.334923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.334995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:02.336811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.337358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.337600] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:02.337812] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:02.338759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.338833] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:02.341722] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:02.344186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.345987] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:02.347138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.766921] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 2.0s | Global ETA: 1h 8m 24s [2025-11-22T02:22:02.767846] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.767909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:02.772634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.774367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.774855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.775237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:02.777552] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:02.781361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:02.782683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.905389] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 7.7s | Global ETA: 1h 8m 25s [2025-11-22T02:22:02.906361] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.906427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.908324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.908838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.909226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:02.910165] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:02.911842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:02.914737] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:02.915899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.944677] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.44% | Symbol ETA: 12.9s | Global ETA: 1h 8m 25s [2025-11-22T02:22:02.945568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:02.945632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:02.950746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.952544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:02.952781] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 2.5s | Global ETA: 1h 8m 25s [2025-11-22T02:22:02.953140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:02.953601] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:02.953678] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:02.953743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:02.954404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:02.954552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:02.957033] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:02.958196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:02.960843] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:02.963184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:02.964889] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:02.965955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:03.357681] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 1.3s | Global ETA: 1h 8m 25s [2025-11-22T02:22:03.358538] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:03.358601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:03.363375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:03.365111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:03.365585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:03.365989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:03.368505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:03.372630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:03.373964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:03.554450] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 1.8s | Global ETA: 1h 8m 25s [2025-11-22T02:22:03.555348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:03.555412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:03.556251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:03.558759] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:03.559896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:03.562219] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 12.1s | Global ETA: 1h 8m 25s [2025-11-22T02:22:03.562505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:03.563165] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:03.563232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:03.564862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:03.566552] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:03.567662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:03.568275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:03.570118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:03.570601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:03.571032] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:03.571701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:03.587337] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: 0.97% | Symbol ETA: 6.7s | Global ETA: 1h 8m 26s [2025-11-22T02:22:03.588281] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:03.588346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:03.590059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:03.590540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:03.590960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:03.591889] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:03.593612] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:03.596468] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:03.597681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:03.949916] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 0.7s | Global ETA: 1h 8m 26s [2025-11-22T02:22:04.118021] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -12.31%, Actual: 19.68% [2025-11-22T02:22:04.150926] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 1.2s | Global ETA: 1h 8m 26s [2025-11-22T02:22:04.186210] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -3.03% | Symbol ETA: 11.5s | Global ETA: 1h 8m 26s [2025-11-22T02:22:04.187105] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:04.187166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:04.191964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:04.193695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:04.194158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:04.194537] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:04.195188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:04.284509] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 5.9s | Global ETA: 1h 8m 26s [2025-11-22T02:22:04.285626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:04.285724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:04.286488] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 9.54%, Actual: 4.03% [2025-11-22T02:22:04.287472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:04.287985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:04.288577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:04.289583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:04.291304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:04.294553] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:04.295745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:04.323658] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 1.03% [2025-11-22T02:22:04.457681] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.33%, Actual: 1.68% [2025-11-22T02:22:04.493259] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.69% [2025-11-22T02:22:04.624310] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -5.01%, Actual: 0.22% [2025-11-22T02:22:04.718923] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 2.52% [2025-11-22T02:22:04.788183] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.43% | Symbol ETA: 10.8s | Global ETA: 1h 8m 27s [2025-11-22T02:22:04.789095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:04.789160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:04.790987] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -1.69%, Actual: 0.66% [2025-11-22T02:22:04.794073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:04.795884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:04.796360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:04.796773] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:04.797457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:04.887463] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 0.62% [2025-11-22T02:22:04.958462] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -7.74%, Actual: 2.40% [2025-11-22T02:22:04.982461] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 5.1s | Global ETA: 1h 8m 27s [2025-11-22T02:22:04.983457] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:04.983524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:04.985500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:04.986049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:04.986524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:04.987487] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:04.989327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:04.992548] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:04.993847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:05.058635] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.19% [2025-11-22T02:22:05.125919] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -7.97%, Actual: 4.99% [2025-11-22T02:22:05.227120] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.14% [2025-11-22T02:22:05.293217] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 0.08% [2025-11-22T02:22:05.394135] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.99% [2025-11-22T02:22:05.401356] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 10.1s | Global ETA: 1h 8m 28s [2025-11-22T02:22:05.405615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:05.405694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:05.410848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:05.412618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:05.413108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:05.413489] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:05.414148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:05.461992] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 11.99% [2025-11-22T02:22:05.565431] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.61% [2025-11-22T02:22:05.648958] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 28.93% [2025-11-22T02:22:05.649157] [INFO ] [main ] BW: Magnitude Forecast Confidence: 27.9604% [2025-11-22T02:22:05.649236] [INFO ] [main ] BW: DISCARDED add_volume_dispersion (score: 27.96%) [2025-11-22T02:22:05.649279] [INFO ] [main ] BW: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:22:05.649311] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_volume_flow_differentials'] [2025-11-22T02:22:05.649347] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:22:05.661718] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:05.662988] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:05.663052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:05.667878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:05.669664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:05.670144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:05.670533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:05.672878] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:05.676757] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:05.679667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:05.682587] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 4.3s | Global ETA: 1h 8m 28s [2025-11-22T02:22:05.683561] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:05.683628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:05.685438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:05.686077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:05.686564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:05.687613] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:05.689338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:05.692405] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:05.693676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:05.743519] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.03% [2025-11-22T02:22:05.914523] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.82%, Actual: 0.43% [2025-11-22T02:22:05.914737] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 44.5863% [2025-11-22T02:22:05.914789] [INFO ] [main ] AIZN: DISCARDED add_vol_of_vol (score: 44.59%) [2025-11-22T02:22:05.914827] [INFO ] [main ] AIZN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:22:05.914862] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_volatility_decay_ratio'] [2025-11-22T02:22:05.914901] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:05.927062] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:05.928526] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:05.928590] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:05.929471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:05.932017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:05.933151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:05.935850] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:05.938223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:05.939974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:05.941131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.006111] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 9.5s | Global ETA: 1h 8m 29s [2025-11-22T02:22:06.006997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:06.007059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:06.011828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.013553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:06.014039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:06.014419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:06.015084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.265190] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.98% | Symbol ETA: 5.9s | Global ETA: 1h 8m 29s [2025-11-22T02:22:06.266097] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:06.266160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:06.270973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.272697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:06.273199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:06.273583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:06.275983] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:06.279973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:06.282628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.428479] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 3.6s | Global ETA: 1h 8m 29s [2025-11-22T02:22:06.429409] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:06.429482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.431397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:06.431911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:06.432308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:06.433253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:06.434989] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:06.438272] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:06.439700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.525105] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 6.4s | Global ETA: 1h 8m 30s [2025-11-22T02:22:06.526057] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:06.526122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:06.527359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:06.529907] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:06.531042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:06.533739] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:06.536074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.537831] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:06.538949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.610578] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 8.9s | Global ETA: 1h 8m 30s [2025-11-22T02:22:06.611457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:06.611518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:06.616240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.618032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:06.618501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:06.618899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:06.619531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:06.874204] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 1.85% | Symbol ETA: 5.4s | Global ETA: 1h 8m 30s [2025-11-22T02:22:06.875094] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:06.875158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:06.879926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:06.881669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:06.882151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:06.882537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:06.884863] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:06.888691] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:06.891335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.114314] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 2.9s | Global ETA: 1h 8m 30s [2025-11-22T02:22:07.115474] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:07.115550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:07.117430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:07.117996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:07.118418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:07.119713] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:07.121536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:07.124270] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.88% | Symbol ETA: 5.9s | Global ETA: 1h 8m 30s [2025-11-22T02:22:07.124478] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:22:07.125311] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:07.125376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:07.125869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.126282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:07.128800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:07.129931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:07.132574] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:07.134959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:07.136677] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:07.137817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.205825] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 8.2s | Global ETA: 1h 8m 30s [2025-11-22T02:22:07.206706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:07.206768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:07.211611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:07.213342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:07.213837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:07.214218] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:22:07.214888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.475730] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.19% | Symbol ETA: 4.7s | Global ETA: 1h 8m 31s [2025-11-22T02:22:07.476588] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:07.476675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:07.481371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:07.483117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:07.483585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:07.483988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:07.486313] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:07.490255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:07.492888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.723030] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 5.3s | Global ETA: 1h 8m 31s [2025-11-22T02:22:07.723925] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:07.723989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:07.724817] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:07.727333] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:07.728464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:07.731128] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:07.733556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:07.735286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:07.736449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:07.796098] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 7.6s | Global ETA: 1h 8m 31s [2025-11-22T02:22:07.806685] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 2.1s | Global ETA: 1h 8m 31s [2025-11-22T02:22:07.965145] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.51% [2025-11-22T02:22:07.985903] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 1.38% [2025-11-22T02:22:08.076823] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -4.24% | Symbol ETA: 4.1s | Global ETA: 1h 8m 32s [2025-11-22T02:22:08.077781] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:08.077843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:08.082689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:08.084444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:08.084935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:08.085321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:08.087695] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:08.091529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:08.094182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:08.135340] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.44%, Actual: 1.90% [2025-11-22T02:22:08.165001] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.34% [2025-11-22T02:22:08.302821] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.37% [2025-11-22T02:22:08.323893] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 4.7s | Global ETA: 1h 8m 32s [2025-11-22T02:22:08.324778] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:08.324842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:08.325659] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:08.328231] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:08.329354] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:08.331968] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:08.334311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:08.336181] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:08.337399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:08.340782] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.56% [2025-11-22T02:22:08.470396] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -3.03%, Actual: 0.90% [2025-11-22T02:22:08.517339] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: 0.97%, Actual: 1.89% [2025-11-22T02:22:08.638806] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 2.19% [2025-11-22T02:22:08.682189] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -4.32% | Symbol ETA: 3.5s | Global ETA: 1h 8m 33s [2025-11-22T02:22:08.683107] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:08.683170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:08.688162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:08.689906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:08.690382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:08.690790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:08.693132] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:08.696996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:08.697932] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.14% [2025-11-22T02:22:08.699669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:08.813776] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.41% [2025-11-22T02:22:08.876569] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 1.89% [2025-11-22T02:22:08.922508] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 4.1s | Global ETA: 1h 8m 33s [2025-11-22T02:22:08.923390] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:08.923453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:08.924271] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:08.926712] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:08.927865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:08.930542] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:08.932942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:08.934676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:08.935835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:08.985303] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.75% [2025-11-22T02:22:09.056739] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.76% [2025-11-22T02:22:09.162051] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 0.68% [2025-11-22T02:22:09.231240] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 1.57% [2025-11-22T02:22:09.330441] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -3.67% | Symbol ETA: 3.0s | Global ETA: 1h 8m 33s [2025-11-22T02:22:09.331347] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:09.331411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:09.334320] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 1.47% [2025-11-22T02:22:09.336214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:09.338064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:09.338533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:09.339117] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:09.341444] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:09.345285] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:09.347975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:09.408116] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 1.46% [2025-11-22T02:22:09.504322] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.12%, Actual: 0.49% [2025-11-22T02:22:09.504532] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 45.6692% [2025-11-22T02:22:09.504616] [INFO ] [main ] GTY: DISCARDED add_overnight_gap_mag (score: 45.67%) [2025-11-22T02:22:09.504676] [INFO ] [main ] GTY: Testing feature 29/53: add_pct_change [2025-11-22T02:22:09.504712] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_pct_change'] [2025-11-22T02:22:09.504746] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:09.517690] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 3.5s | Global ETA: 1h 8m 34s [2025-11-22T02:22:09.518548] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:09.518613] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:09.518933] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:09.519473] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:09.520484] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:09.520550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:09.521968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:09.523135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:09.525365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:09.525769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:09.527133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:09.527672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:09.528056] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:09.528094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:09.529856] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:09.530002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:09.530966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:09.584638] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.65%, Actual: 0.32% [2025-11-22T02:22:09.584875] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 40.5366% [2025-11-22T02:22:09.584971] [INFO ] [main ] AHH: DISCARDED add_shelf_lag (score: 40.54%) [2025-11-22T02:22:09.585017] [INFO ] [main ] AHH: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:22:09.585051] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_signed_carry_history_11'] [2025-11-22T02:22:09.585087] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:09.599498] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:09.601240] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:09.601307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:09.603099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:09.603634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:09.604087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:09.605001] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:09.606752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:09.609848] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:09.611253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:09.942695] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -4.28% | Symbol ETA: 2.3s | Global ETA: 1h 8m 34s [2025-11-22T02:22:09.943592] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:09.943679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:09.948506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:09.950265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:09.950746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:09.951129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:09.953465] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:09.957275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:09.959974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.129846] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 2.9s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.130763] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:10.130826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:10.131633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:10.134423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:10.135599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:10.138326] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:10.140697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.142388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:10.143520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.147878] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.57% | Symbol ETA: 12.4s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.148831] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:10.148893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:10.153765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.155639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:10.159265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:10.159672] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:10.161620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.221632] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 7.8s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.222556] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:10.222620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.224298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:10.224803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:10.225217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:10.226108] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:10.227820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:10.230697] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:10.232082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.545318] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 1.68% | Symbol ETA: 1.7s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.546791] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:10.546855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:10.551711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.553453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:10.553938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:10.554324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:10.556670] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:10.560570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:10.563333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.731750] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 2.3s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.732617] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:10.732702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:10.733510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:10.735970] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:10.737156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:10.739877] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:10.742200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.743917] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:10.745205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.774190] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.84% | Symbol ETA: 11.8s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.775191] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:10.775254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:10.780332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.782280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:10.782809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:10.783194] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:10.785142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:10.813806] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 7.0s | Global ETA: 1h 8m 35s [2025-11-22T02:22:10.814696] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:10.814759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:10.816366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:10.816854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:10.817256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:10.818125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:10.819754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:10.822610] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:10.824031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:11.143167] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 1.1s | Global ETA: 1h 8m 36s [2025-11-22T02:22:11.144105] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:11.144169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:11.149370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:11.151427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:11.152012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:11.152432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:11.154998] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:11.159090] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:11.161855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:11.327718] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 1.7s | Global ETA: 1h 8m 36s [2025-11-22T02:22:11.328714] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:11.328779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:11.329636] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:11.332196] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:11.333368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:11.336031] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:11.338452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:11.340144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:11.341266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:11.390137] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.19% | Symbol ETA: 11.1s | Global ETA: 1h 8m 36s [2025-11-22T02:22:11.391022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:11.391084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:11.395864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:11.397606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:11.398089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:11.398468] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:11.400362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:11.426701] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 6.4s | Global ETA: 1h 8m 36s [2025-11-22T02:22:11.427665] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:11.427732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:11.429399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:11.429944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:11.430333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:11.431272] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:11.433037] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:11.435959] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:11.437421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:11.743511] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 0.5s | Global ETA: 1h 8m 37s [2025-11-22T02:22:11.927168] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 1.1s | Global ETA: 1h 8m 37s [2025-11-22T02:22:11.929673] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.98%, Actual: 19.68% [2025-11-22T02:22:11.999036] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 10.5s | Global ETA: 1h 8m 37s [2025-11-22T02:22:11.999955] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:12.000016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:12.004853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:12.006662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:12.007142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:12.007551] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:12.009472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:12.045852] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 5.8s | Global ETA: 1h 8m 37s [2025-11-22T02:22:12.046787] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:12.046851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:12.048623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:12.049156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:12.049558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:12.050486] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:12.052332] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:12.055198] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:12.056584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:12.098972] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 1.03% [2025-11-22T02:22:12.100597] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 1.85%, Actual: 4.03% [2025-11-22T02:22:12.267777] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.88%, Actual: 0.69% [2025-11-22T02:22:12.268031] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.19%, Actual: 1.68% [2025-11-22T02:22:12.435812] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.24%, Actual: 0.22% [2025-11-22T02:22:12.438284] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 2.52% [2025-11-22T02:22:12.605989] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -4.32%, Actual: 0.66% [2025-11-22T02:22:12.608583] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 9.9s | Global ETA: 1h 8m 38s [2025-11-22T02:22:12.609785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:12.609850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:12.612499] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.62% [2025-11-22T02:22:12.614883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:12.616829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:12.617362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:12.617787] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:12.619797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:12.680332] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.69% | Symbol ETA: 5.2s | Global ETA: 1h 8m 38s [2025-11-22T02:22:12.681240] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:12.681491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:12.683140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:12.683608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:12.684032] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:12.684984] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:12.686809] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:12.689860] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:12.691359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:12.786077] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.19% [2025-11-22T02:22:12.786486] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -3.67%, Actual: 2.40% [2025-11-22T02:22:12.959037] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 1.14% [2025-11-22T02:22:12.963106] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -4.28%, Actual: 4.99% [2025-11-22T02:22:13.128492] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.99% [2025-11-22T02:22:13.131766] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.68%, Actual: 0.08% [2025-11-22T02:22:13.225713] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 9.2s | Global ETA: 1h 8m 39s [2025-11-22T02:22:13.226573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:13.226634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:13.231399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.233133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:13.233626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:13.234026] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:13.235952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:13.274602] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 4.6s | Global ETA: 1h 8m 39s [2025-11-22T02:22:13.275916] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:13.275983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.277783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:13.278298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:13.278725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:13.279614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:13.281306] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:13.284207] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:13.285670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:13.297367] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 0.61% [2025-11-22T02:22:13.299893] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 11.99% [2025-11-22T02:22:13.468543] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -1.04%, Actual: 28.93% [2025-11-22T02:22:13.468760] [INFO ] [main ] BW: Magnitude Forecast Confidence: 32.0539% [2025-11-22T02:22:13.468841] [INFO ] [main ] BW: DISCARDED add_volume_flow_differentials (score: 32.05%) [2025-11-22T02:22:13.468884] [INFO ] [main ] BW: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:22:13.468917] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_volume_pressure_into_close'] [2025-11-22T02:22:13.468955] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:22:13.468897] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.03% [2025-11-22T02:22:13.481612] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:13.482913] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:13.482975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:13.487818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.489724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:13.490190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:13.490571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:13.492901] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:13.496829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:13.498503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:13.639379] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.90%, Actual: 0.43% [2025-11-22T02:22:13.639580] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 42.9042% [2025-11-22T02:22:13.639679] [INFO ] [main ] AIZN: DISCARDED add_volatility_decay_ratio (score: 42.90%) [2025-11-22T02:22:13.639725] [INFO ] [main ] AIZN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:22:13.639758] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:22:13.639795] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:13.652334] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:13.653826] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:13.653892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:13.654752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:13.657408] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:13.658574] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:13.661315] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:13.663680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.665405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:13.665909] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:13.666994] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:13.669171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:13.849055] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.36% | Symbol ETA: 8.6s | Global ETA: 1h 8m 40s [2025-11-22T02:22:13.850069] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:13.850137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:13.855341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.857328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:13.857919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:13.858355] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:13.860404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:13.868791] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 4.0s | Global ETA: 1h 8m 40s [2025-11-22T02:22:13.869741] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:13.869806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:13.871484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:13.871995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:13.872418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:13.873349] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:13.875053] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:13.877941] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:13.879404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.108477] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.93% | Symbol ETA: 5.9s | Global ETA: 1h 8m 40s [2025-11-22T02:22:14.109470] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:14.109537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:14.115222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.117272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:14.117808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:14.118207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:14.120678] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:14.124669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:14.126424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.254946] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 6.2s | Global ETA: 1h 8m 40s [2025-11-22T02:22:14.255865] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:14.256245] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:14.257098] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:14.259561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:14.260725] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:14.263364] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:14.265742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.267483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:14.267981] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:14.269057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:14.271070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.454602] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 3.4s | Global ETA: 1h 8m 40s [2025-11-22T02:22:14.455501] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:14.455564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.457209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:14.457745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:14.458146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:14.459061] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:14.459987] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 8.0s | Global ETA: 1h 8m 40s [2025-11-22T02:22:14.460777] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:14.460882] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:14.460944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:14.463665] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:14.465152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.465667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.467395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:14.471185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:14.471575] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:14.473527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.725518] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 8.47% | Symbol ETA: 5.3s | Global ETA: 1h 8m 41s [2025-11-22T02:22:14.727011] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:14.727081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:14.732133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.733943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:14.734418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:14.734838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:14.737264] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:14.741260] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:14.742937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:14.858955] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 5.6s | Global ETA: 1h 8m 41s [2025-11-22T02:22:14.859898] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:14.859964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:14.860804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:14.863251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:14.864385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:14.867024] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:14.869479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:14.871219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:14.871722] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:14.872803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:14.874830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:15.084860] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 2.8s | Global ETA: 1h 8m 41s [2025-11-22T02:22:15.085795] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:15.085861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:15.087570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:15.088100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:15.088496] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:15.089417] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:15.091103] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:15.094133] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:22:15.095531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:15.096743] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 7.4s | Global ETA: 1h 8m 41s [2025-11-22T02:22:15.097667] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:15.097729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:15.102622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:15.104403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:15.104893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:15.105279] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:22:15.107210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:15.349309] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -11.77% | Symbol ETA: 4.7s | Global ETA: 1h 8m 42s [2025-11-22T02:22:15.350202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:15.350265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:15.354953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:15.356672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:15.357136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:15.357530] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:15.359830] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:15.363752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:15.365344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:15.492334] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 5.1s | Global ETA: 1h 8m 42s [2025-11-22T02:22:15.493279] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:15.493346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:15.494213] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:15.496734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:15.497922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:15.500585] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:15.502987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:15.504758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:15.505246] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:15.506329] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:15.508416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:15.676387] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 2.2s | Global ETA: 1h 8m 42s [2025-11-22T02:22:15.700844] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 6.8s | Global ETA: 1h 8m 42s [2025-11-22T02:22:15.846327] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.38% [2025-11-22T02:22:15.871937] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.57%, Actual: 1.51% [2025-11-22T02:22:15.940156] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: -2.35% | Symbol ETA: 4.0s | Global ETA: 1h 8m 43s [2025-11-22T02:22:15.941032] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:15.941094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:15.946356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:15.948123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:15.948583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:15.948987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:15.951284] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:15.955101] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:15.956718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:16.015457] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.34% [2025-11-22T02:22:16.045019] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 1.90% [2025-11-22T02:22:16.093462] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 4.5s | Global ETA: 1h 8m 43s [2025-11-22T02:22:16.094396] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:16.094464] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:16.095400] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:16.098032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:16.099310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:16.102032] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:16.104562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:16.106571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:16.107154] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:16.108393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:16.110600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:16.183216] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.56% [2025-11-22T02:22:16.220924] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.19%, Actual: 0.37% [2025-11-22T02:22:16.348341] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.64%, Actual: 1.89% [2025-11-22T02:22:16.413028] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 0.90% [2025-11-22T02:22:16.517532] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.69%, Actual: 0.14% [2025-11-22T02:22:16.527655] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 3.4s | Global ETA: 1h 8m 43s [2025-11-22T02:22:16.528522] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:16.528584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:16.533302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:16.535027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:16.535485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:16.535886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:16.538204] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:16.542042] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:16.543635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:16.595512] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 2.19% [2025-11-22T02:22:16.692244] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 1.89% [2025-11-22T02:22:16.722816] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.30% | Symbol ETA: 3.9s | Global ETA: 1h 8m 44s [2025-11-22T02:22:16.723730] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:16.723796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:16.724613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:16.727092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:16.728325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:16.730972] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:16.733298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:16.735006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:16.735480] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:16.736569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:16.738614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:16.777382] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 0.41% [2025-11-22T02:22:16.861418] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.76% [2025-11-22T02:22:16.950196] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.36%, Actual: 0.75% [2025-11-22T02:22:17.031384] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 1.57% [2025-11-22T02:22:17.115569] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.68% [2025-11-22T02:22:17.117388] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -5.90% | Symbol ETA: 2.7s | Global ETA: 1h 8m 44s [2025-11-22T02:22:17.118269] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:17.118332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:17.123124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.124840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:17.125301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:17.125701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:17.128014] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:17.131820] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:17.133413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.200509] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 1.46% [2025-11-22T02:22:17.291225] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 1.47% [2025-11-22T02:22:17.320890] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 1.11% | Symbol ETA: 3.3s | Global ETA: 1h 8m 44s [2025-11-22T02:22:17.321788] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:17.321854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:17.322707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:17.325469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:17.326595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:17.329328] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:17.331658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.333382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:17.333877] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:17.334950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:17.336985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.377340] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.32% [2025-11-22T02:22:17.377554] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 41.0759% [2025-11-22T02:22:17.377637] [INFO ] [main ] AHH: DISCARDED add_signed_carry_history_11 (score: 41.08%) [2025-11-22T02:22:17.377699] [INFO ] [main ] AHH: Testing feature 44/53: add_sma_ratio [2025-11-22T02:22:17.377733] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio'] [2025-11-22T02:22:17.377768] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:17.391106] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:17.392532] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:17.392594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.394286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:17.394839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:17.395246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:17.396111] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:17.398096] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:17.400917] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:17.401635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.464249] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 0.49% [2025-11-22T02:22:17.464459] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 47.9486% [2025-11-22T02:22:17.464543] [INFO ] [main ] GTY: DISCARDED add_pct_change (score: 47.95%) [2025-11-22T02:22:17.464585] [INFO ] [main ] GTY: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:22:17.464616] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_preclose_acceleration_mag'] [2025-11-22T02:22:17.464669] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:17.479238] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:17.480619] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:17.480699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:17.485437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.487263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:17.487759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:17.488149] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:17.489169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.734332] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -3.97% | Symbol ETA: 2.1s | Global ETA: 1h 8m 45s [2025-11-22T02:22:17.735227] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:17.735289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:17.740114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.741850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:17.742310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:17.742708] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:17.745003] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:17.748862] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:17.750476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.914741] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2.6s | Global ETA: 1h 8m 45s [2025-11-22T02:22:17.915611] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:17.915705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:17.916533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:17.919012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:17.920141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:17.922775] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:17.925128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.926861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:17.927358] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:17.928426] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:17.930422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:17.992142] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 7.0s | Global ETA: 1h 8m 45s [2025-11-22T02:22:17.993061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:17.993124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:17.994766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:17.995248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:17.995638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:17.996500] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:17.998207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:18.000960] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:18.001693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.076146] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 11.7s | Global ETA: 1h 8m 45s [2025-11-22T02:22:18.077033] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:18.077096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:18.081907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.083627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:18.084111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:18.084488] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:18.085478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.326666] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 3.27% | Symbol ETA: 1.5s | Global ETA: 1h 8m 46s [2025-11-22T02:22:18.327546] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:18.327608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:18.332368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.334137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:18.334595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:18.334996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:18.337324] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:18.341200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:18.342804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.531031] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 2.0s | Global ETA: 1h 8m 46s [2025-11-22T02:22:18.532401] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:18.532468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:18.533353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:18.535977] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:18.537242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:18.540003] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:18.542440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.544368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:18.544921] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:18.546077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:18.548213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.581000] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 6.4s | Global ETA: 1h 8m 46s [2025-11-22T02:22:18.581909] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:18.581972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.583580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:18.584084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:18.584469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:18.585340] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:18.586958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:18.590133] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:18.590907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.670527] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.21% | Symbol ETA: 11.1s | Global ETA: 1h 8m 46s [2025-11-22T02:22:18.671426] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:18.671487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:18.676258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.678022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:18.678520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:18.678914] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:18.679934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:18.918891] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 0.9s | Global ETA: 1h 8m 47s [2025-11-22T02:22:18.919782] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:18.919844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:18.924561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:18.926308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:18.926799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:18.927179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:18.929501] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:18.933328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:18.934934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.159969] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 1.4s | Global ETA: 1h 8m 47s [2025-11-22T02:22:19.161098] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:22:19.161187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:19.162245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:19.164684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:19.165985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:19.168813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:19.170444] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 5.8s | Global ETA: 1h 8m 47s [2025-11-22T02:22:19.171169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:19.171331] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:19.171411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:19.172915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:19.173046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:19.173386] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:19.173523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:19.173929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:19.174451] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:19.174799] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:19.176398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:19.176439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.179178] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:19.179898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.268833] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 10.5s | Global ETA: 1h 8m 47s [2025-11-22T02:22:19.269765] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:19.269838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:19.275201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:19.276978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:19.277686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:19.278075] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:19.279076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.510575] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 0.3s | Global ETA: 1h 8m 47s [2025-11-22T02:22:19.680628] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.93%, Actual: 19.68% [2025-11-22T02:22:19.750314] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 5.2s | Global ETA: 1h 8m 48s [2025-11-22T02:22:19.751220] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:19.751284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:19.752940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:19.753422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:19.754014] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:19.755014] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:19.756810] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:19.759604] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:19.760322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.791561] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 0.8s | Global ETA: 1h 8m 48s [2025-11-22T02:22:19.853848] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 8.47%, Actual: 4.03% [2025-11-22T02:22:19.877157] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 9.9s | Global ETA: 1h 8m 48s [2025-11-22T02:22:19.878193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:19.878255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:19.883437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:19.885494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:19.885978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:19.886355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:19.887380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:19.991692] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.77%, Actual: 1.03% [2025-11-22T02:22:20.030178] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.77%, Actual: 1.68% [2025-11-22T02:22:20.199747] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -2.35%, Actual: 0.22% [2025-11-22T02:22:20.204000] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 0.69% [2025-11-22T02:22:20.353147] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 4.6s | Global ETA: 1h 8m 49s [2025-11-22T02:22:20.354053] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:20.354116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:20.355767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:20.356250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:20.356639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:20.357544] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:20.359189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:20.362121] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:20.363009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:20.370893] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.66% [2025-11-22T02:22:20.380759] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 2.52% [2025-11-22T02:22:20.476331] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 9.3s | Global ETA: 1h 8m 49s [2025-11-22T02:22:20.477249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:20.477313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:20.482122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:20.483870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:20.484391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:20.484798] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:20.485841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:20.540302] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -5.90%, Actual: 2.40% [2025-11-22T02:22:20.549058] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: 0.30%, Actual: 0.62% [2025-11-22T02:22:20.719783] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.30%, Actual: 0.19% [2025-11-22T02:22:20.727093] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -3.97%, Actual: 4.99% [2025-11-22T02:22:20.893083] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 1.11%, Actual: 1.14% [2025-11-22T02:22:20.903204] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 3.27%, Actual: 0.08% [2025-11-22T02:22:20.952166] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 4.0s | Global ETA: 1h 8m 49s [2025-11-22T02:22:20.953273] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:20.953525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:20.955674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:20.956486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:20.957092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:20.958854] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:20.961378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:20.965772] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:20.966896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.063979] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.99% [2025-11-22T02:22:21.078302] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 11.99% [2025-11-22T02:22:21.094319] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 8.7s | Global ETA: 1h 8m 50s [2025-11-22T02:22:21.095243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:21.095305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:21.100072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.101874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:21.102346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:21.102743] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:21.103720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.232668] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.61% [2025-11-22T02:22:21.253304] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 28.93% [2025-11-22T02:22:21.253508] [INFO ] [main ] BW: Magnitude Forecast Confidence: 31.2243% [2025-11-22T02:22:21.253599] [INFO ] [main ] BW: DISCARDED add_volume_pressure_into_close (score: 31.22%) [2025-11-22T02:22:21.253657] [INFO ] [main ] BW: Testing feature 52/53: add_volume_zscore [2025-11-22T02:22:21.253696] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_volume_zscore'] [2025-11-22T02:22:21.253730] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:22:21.267309] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:21.268867] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:21.268930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:21.273771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.275723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:21.276218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:21.276601] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:21.278988] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:21.282940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:21.284559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.402434] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.03% [2025-11-22T02:22:21.557796] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 3.4s | Global ETA: 1h 8m 50s [2025-11-22T02:22:21.558748] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:21.558811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.560792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:21.561328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:21.561923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:21.563041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:21.564813] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:21.567878] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:21.568587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.575270] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.84%, Actual: 0.43% [2025-11-22T02:22:21.575677] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 38.1215% [2025-11-22T02:22:21.575760] [INFO ] [main ] AIZN: DISCARDED add_volatility_state_percentiles (score: 38.12%) [2025-11-22T02:22:21.575802] [INFO ] [main ] AIZN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:22:21.575835] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_volume_dispersion'] [2025-11-22T02:22:21.575891] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:21.589447] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:21.591022] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:21.591086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:21.591950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:21.594477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:21.595630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:21.598297] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:21.601007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.602747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:21.604126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.718610] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 8.1s | Global ETA: 1h 8m 50s [2025-11-22T02:22:21.719579] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:21.719669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:21.724489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.726688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:21.727170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:21.727591] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:21.728627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:21.909012] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -20.32% | Symbol ETA: 5.9s | Global ETA: 1h 8m 51s [2025-11-22T02:22:21.909975] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:21.910039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:21.915312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:21.917263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:21.917765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:21.918162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:21.920627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:21.924630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:21.926314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.160663] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 2.8s | Global ETA: 1h 8m 51s [2025-11-22T02:22:22.161524] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:22.161587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.163317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:22.163819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:22.164223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:22.165127] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:22.166752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:22.169756] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:22.170488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.190231] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.48% | Symbol ETA: 6.1s | Global ETA: 1h 8m 51s [2025-11-22T02:22:22.191146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:22.191209] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:22.192045] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:22.194515] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:22.195683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:22.198348] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:22.200712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.202410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:22.203772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.335484] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 7.5s | Global ETA: 1h 8m 51s [2025-11-22T02:22:22.336609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:22.336689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:22.341572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.343421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:22.343915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:22.344298] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:22.345285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.525774] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 7.49% | Symbol ETA: 5.2s | Global ETA: 1h 8m 52s [2025-11-22T02:22:22.526683] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:22.526745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:22.531510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.533320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:22.533810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:22.534192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:22.536519] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:22.540367] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:22.541993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.753566] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 2.2s | Global ETA: 1h 8m 52s [2025-11-22T02:22:22.754465] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:22.754528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.756201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:22.756740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:22.757124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:22.758016] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:22.759690] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:22.762481] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:22.763236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.780903] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 2.26% | Symbol ETA: 5.4s | Global ETA: 1h 8m 52s [2025-11-22T02:22:22.781783] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:22.781846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:22.782663] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:22.785140] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:22.786285] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:22.788969] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:22.791294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.793022] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:22.794358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:22.953799] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 6.9s | Global ETA: 1h 8m 52s [2025-11-22T02:22:22.954876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:22.954942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:22.960435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:22.962442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:22.963006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:22.963408] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:22:22.964515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:23.132867] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -14.75% | Symbol ETA: 4.5s | Global ETA: 1h 8m 52s [2025-11-22T02:22:23.133767] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:23.133829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:23.138537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:23.140279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:23.140757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:23.141139] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:23.143436] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:23.147302] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:23.148894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:23.335504] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 1.6s | Global ETA: 1h 8m 53s [2025-11-22T02:22:23.373039] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.59% | Symbol ETA: 4.8s | Global ETA: 1h 8m 53s [2025-11-22T02:22:23.373944] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:23.374008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:23.374843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:23.377331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:23.378458] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:23.381089] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:23.383417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:23.385134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:23.386472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:23.505526] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 1.38% [2025-11-22T02:22:23.561172] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 6.3s | Global ETA: 1h 8m 53s [2025-11-22T02:22:23.683855] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.34% [2025-11-22T02:22:23.734904] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 1.51% [2025-11-22T02:22:23.742800] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 3.9s | Global ETA: 1h 8m 53s [2025-11-22T02:22:23.743840] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:23.743902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:23.748951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:23.750698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:23.751157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:23.751573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:23.754093] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:23.758335] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:23.759982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:23.863557] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.56% [2025-11-22T02:22:23.906351] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.21%, Actual: 1.90% [2025-11-22T02:22:23.973774] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 4.2s | Global ETA: 1h 8m 54s [2025-11-22T02:22:23.974668] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:23.974732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:23.975529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:23.977982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:23.979107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:23.981726] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:23.984058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:23.985759] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:23.987093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:24.042071] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.89% [2025-11-22T02:22:24.078688] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.37% [2025-11-22T02:22:24.215526] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.14% [2025-11-22T02:22:24.253690] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 0.90% [2025-11-22T02:22:24.352808] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.84% | Symbol ETA: 3.2s | Global ETA: 1h 8m 54s [2025-11-22T02:22:24.353709] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:24.353771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:24.358874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:24.360736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:24.361239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:24.361661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:24.364124] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:24.368184] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:24.369848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:24.393004] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 1.89% [2025-11-22T02:22:24.426489] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 2.19% [2025-11-22T02:22:24.569854] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 3.6s | Global ETA: 1h 8m 54s [2025-11-22T02:22:24.569952] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.76% [2025-11-22T02:22:24.570928] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:24.570992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:24.572013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:24.574469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:24.575962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:24.578775] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:24.581284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:24.583131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:24.584668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:24.598810] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.41% [2025-11-22T02:22:24.745975] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 1.57% [2025-11-22T02:22:24.831996] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.75% [2025-11-22T02:22:24.916463] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 1.46% [2025-11-22T02:22:24.967516] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 2.6s | Global ETA: 1h 8m 55s [2025-11-22T02:22:24.968392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:24.968454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:24.973540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:24.975257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:24.975733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:24.976133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:24.978457] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:24.982398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:24.984027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.011700] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.68% [2025-11-22T02:22:25.086188] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.32% [2025-11-22T02:22:25.086374] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 56.0958% [2025-11-22T02:22:25.086481] [INFO ] [main ] AHH: KEPT add_sma_ratio (score: 56.10%) [2025-11-22T02:22:25.086548] [INFO ] [main ] AHH: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:22:25.086582] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_vol_of_vol'] [2025-11-22T02:22:25.086615] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:25.100252] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:25.101719] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:25.101783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.103469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:25.104002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:25.104450] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:25.105318] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:25.106979] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:25.109875] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:25.110631] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:25.111747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.173249] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 3.0s | Global ETA: 1h 8m 55s [2025-11-22T02:22:25.174134] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:25.174198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:25.175017] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:25.177525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:25.178710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:25.181352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:25.183727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.185458] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:25.186820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.186948] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 1.47% [2025-11-22T02:22:25.367723] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 0.49% [2025-11-22T02:22:25.367962] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 55.6337% [2025-11-22T02:22:25.368050] [INFO ] [main ] GTY: DISCARDED add_preclose_acceleration_mag (score: 55.63%) [2025-11-22T02:22:25.368094] [INFO ] [main ] GTY: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:22:25.368128] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_1100_to_open'] [2025-11-22T02:22:25.368164] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:25.383237] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:25.384595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:25.384680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:25.390083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.392093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:25.392590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:25.393021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:25.394013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.589908] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -5.91% | Symbol ETA: 2.0s | Global ETA: 1h 8m 56s [2025-11-22T02:22:25.590982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:25.591045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:25.595808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.597605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:25.598104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:25.598566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:25.601018] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:25.605178] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:25.606934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.705590] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 6.7s | Global ETA: 1h 8m 56s [2025-11-22T02:22:25.706511] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:25.706576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.708324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:25.708870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:25.709267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:25.710191] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:25.711912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:25.714830] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:25.715604] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:25.716743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:25.865310] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 2.5s | Global ETA: 1h 8m 56s [2025-11-22T02:22:25.866345] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:25.866417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:25.867420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:25.870353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:25.871705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:25.874881] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:25.877738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:25.879780] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:25.881337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.013977] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 11.5s | Global ETA: 1h 8m 56s [2025-11-22T02:22:26.015109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:26.015175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:26.020278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.022461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.022978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.023410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:26.024291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.208814] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 5.01% | Symbol ETA: 1.4s | Global ETA: 1h 8m 57s [2025-11-22T02:22:26.209697] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:26.209759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:26.214824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.216546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.217025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.217433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:26.219939] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:26.223982] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:26.225555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.298155] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 6.0s | Global ETA: 1h 8m 57s [2025-11-22T02:22:26.299094] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:26.299158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.301184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.301696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.302086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:26.303147] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:26.304980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:26.307813] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:26.308515] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:26.309611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.472202] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 1.9s | Global ETA: 1h 8m 57s [2025-11-22T02:22:26.473088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:26.473153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:26.473996] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:26.476419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:26.477562] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:26.480155] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:26.482469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.484176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:26.485501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.641544] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.31% | Symbol ETA: 10.8s | Global ETA: 1h 8m 57s [2025-11-22T02:22:26.642486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:26.642550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:26.647791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.649919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.650457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.650879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:26.651554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.841526] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 0.8s | Global ETA: 1h 8m 57s [2025-11-22T02:22:26.842410] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:26.842473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:26.847204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.849593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.850188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.850590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:26.853081] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:26.857825] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:26.859884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:26.891119] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 5.4s | Global ETA: 1h 8m 58s [2025-11-22T02:22:26.892039] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:26.892103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:26.893766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:26.894249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:26.894628] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:26.895502] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:26.897323] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:26.900225] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:26.900951] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:26.902015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:27.111944] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 1.3s | Global ETA: 1h 8m 58s [2025-11-22T02:22:27.112978] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:27.113053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:27.114026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:27.116946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:27.118329] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:27.121853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:27.124906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:27.127111] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:27.129004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:27.261000] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 3.03% | Symbol ETA: 10.2s | Global ETA: 1h 8m 58s [2025-11-22T02:22:27.261942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:27.262008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:27.267448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:27.269494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:27.270181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:27.270580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:27.271270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:27.471164] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 0.2s | Global ETA: 1h 8m 58s [2025-11-22T02:22:27.519845] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 4.9s | Global ETA: 1h 8m 58s [2025-11-22T02:22:27.520951] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:27.521031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:27.523027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:27.523508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:27.524082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:27.525053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:27.526998] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:27.529971] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:27.530711] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:27.531791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:27.643195] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -20.32%, Actual: 19.68% [2025-11-22T02:22:27.781141] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 0.7s | Global ETA: 1h 8m 59s [2025-11-22T02:22:27.816256] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 7.49%, Actual: 4.03% [2025-11-22T02:22:27.882765] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.31% | Symbol ETA: 9.5s | Global ETA: 1h 8m 59s [2025-11-22T02:22:27.883626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:27.883707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:27.888473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:27.890259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:27.890746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:27.891125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:27.891782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:27.950721] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.48%, Actual: 1.03% [2025-11-22T02:22:27.990839] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -14.75%, Actual: 1.68% [2025-11-22T02:22:28.120179] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.26%, Actual: 0.69% [2025-11-22T02:22:28.136163] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.91% | Symbol ETA: 4.3s | Global ETA: 1h 8m 59s [2025-11-22T02:22:28.137093] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:28.137156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:28.138833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:28.139302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:28.139746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:28.140598] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:28.142218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:28.145002] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:28.145723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:28.146775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:28.162538] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 0.22% [2025-11-22T02:22:28.288430] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.59%, Actual: 2.52% [2025-11-22T02:22:28.334039] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.84%, Actual: 0.66% [2025-11-22T02:22:28.454993] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.62% [2025-11-22T02:22:28.477188] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.23% | Symbol ETA: 8.9s | Global ETA: 1h 8m 60s [2025-11-22T02:22:28.478680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:28.478745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:28.483712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:28.485474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:28.485981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:28.486379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:28.487060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:28.506290] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 2.40% [2025-11-22T02:22:28.623740] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.31%, Actual: 0.19% [2025-11-22T02:22:28.683354] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -5.91%, Actual: 4.99% [2025-11-22T02:22:28.715537] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.04% | Symbol ETA: 3.6s | Global ETA: 1h 9m 0s [2025-11-22T02:22:28.716452] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:28.716517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:28.718241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:28.718758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:28.719145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:28.720022] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:28.722008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:28.724776] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:28.725482] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:28.726530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:28.790829] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 1.14% [2025-11-22T02:22:28.854443] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 5.01%, Actual: 0.08% [2025-11-22T02:22:28.959255] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 0.99% [2025-11-22T02:22:29.022393] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 11.99% [2025-11-22T02:22:29.106004] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 8.3s | Global ETA: 1h 9m 1s [2025-11-22T02:22:29.110256] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:29.110322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:29.115330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.117193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.117752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.118157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:29.118849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.151119] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 0.61% [2025-11-22T02:22:29.189606] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 28.93% [2025-11-22T02:22:29.189826] [INFO ] [main ] BW: Magnitude Forecast Confidence: 29.2012% [2025-11-22T02:22:29.189904] [INFO ] [main ] BW: DISCARDED add_volume_zscore (score: 29.20%) [2025-11-22T02:22:29.189945] [INFO ] [main ] BW: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:22:29.189977] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements', 'add_vwap_deviations'] [2025-11-22T02:22:29.190013] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T02:22:29.202180] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:29.203563] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:29.203625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:29.208355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.210156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.210697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.211188] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:29.213635] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:29.217592] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:29.223381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.298073] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.16% | Symbol ETA: 3.0s | Global ETA: 1h 9m 1s [2025-11-22T02:22:29.298987] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:29.299051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.300721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.301190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.301573] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:29.302448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:29.304057] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:29.306809] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:29.307537] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:29.308581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.324525] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.03% [2025-11-22T02:22:29.495182] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 0.43% [2025-11-22T02:22:29.495385] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 43.9219% [2025-11-22T02:22:29.495468] [INFO ] [main ] AIZN: DISCARDED add_volume_dispersion (score: 43.92%) [2025-11-22T02:22:29.495510] [INFO ] [main ] AIZN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:22:29.495543] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_volume_flow_differentials'] [2025-11-22T02:22:29.495579] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:29.508862] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:29.511887] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:29.511951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:29.512849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:29.516838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:29.518004] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:29.520725] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:29.523037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.524793] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:29.527520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.734600] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.35% | Symbol ETA: 7.7s | Global ETA: 1h 9m 1s [2025-11-22T02:22:29.735527] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:29.735593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:29.741150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.743073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.743612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.744043] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:29.744756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.818923] [INFO ] [main ] BW: Lookback Days: 2, Magnitude: -19.00% | Symbol ETA: 5.5s | Global ETA: 1h 9m 2s [2025-11-22T02:22:29.819835] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:29.819897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:29.824631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.826579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.827058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.827459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:29.829907] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:29.833743] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:29.839473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:29.900933] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 2.4s | Global ETA: 1h 9m 2s [2025-11-22T02:22:29.901869] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:29.901934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:29.903607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:29.904133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:29.904529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:29.905445] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:29.907114] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:29.910096] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:29.910834] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:29.911922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.121188] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.75% | Symbol ETA: 6.0s | Global ETA: 1h 9m 2s [2025-11-22T02:22:30.122164] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:30.122228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:30.123137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:30.125733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:30.126908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:30.130026] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:30.132501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.134285] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:30.137066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.362551] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 7.0s | Global ETA: 1h 9m 2s [2025-11-22T02:22:30.363430] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:30.363493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:30.368283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.370086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:30.370558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:30.370961] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:30.371601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.467507] [INFO ] [main ] BW: Lookback Days: 3, Magnitude: 9.16% | Symbol ETA: 5.1s | Global ETA: 1h 9m 2s [2025-11-22T02:22:30.468489] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:30.468566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:30.473573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.475573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:30.476082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:30.476481] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:30.478973] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:30.483051] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:30.489038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.493957] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 1.8s | Global ETA: 1h 9m 3s [2025-11-22T02:22:30.494862] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:30.494925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.496675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:30.497164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:30.497592] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:30.498492] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:30.500163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:30.502927] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:30.503675] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:30.504721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.742187] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 5.4s | Global ETA: 1h 9m 3s [2025-11-22T02:22:30.743108] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:30.743173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:30.744013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:30.746481] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:30.747625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:30.750294] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:30.752707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.754403] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:30.757120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:30.972464] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 6.4s | Global ETA: 1h 9m 3s [2025-11-22T02:22:30.973393] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:30.973472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:30.978577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:30.980425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:30.980931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:30.981327] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:22:30.982019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:31.074800] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 1.2s | Global ETA: 1h 9m 3s [2025-11-22T02:22:31.077512] [INFO ] [main ] BW: Lookback Days: 4, Magnitude: -15.45% | Symbol ETA: 4.4s | Global ETA: 1h 9m 3s [2025-11-22T02:22:31.078444] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:31.078513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:31.083446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:31.085256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:31.085747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:31.086151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:31.088611] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:31.092376] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:31.097938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:31.241269] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 1.38% [2025-11-22T02:22:31.338448] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 4.8s | Global ETA: 1h 9m 4s [2025-11-22T02:22:31.339369] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:31.339442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:31.340302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:31.342786] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:31.343907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:31.346538] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:31.348949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:31.350824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:31.353524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:31.409167] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.34% [2025-11-22T02:22:31.576472] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 5.8s | Global ETA: 1h 9m 4s [2025-11-22T02:22:31.576505] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.56% [2025-11-22T02:22:31.684999] [INFO ] [main ] BW: Lookback Days: 5, Magnitude: 3.45% | Symbol ETA: 3.7s | Global ETA: 1h 9m 4s [2025-11-22T02:22:31.685924] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:31.685987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:31.690818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:31.692544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:31.693043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:31.693425] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:31.695755] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:31.699664] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:31.705303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:31.744610] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 1.89% [2025-11-22T02:22:31.753329] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.51% [2025-11-22T02:22:31.914072] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.91%, Actual: 0.14% [2025-11-22T02:22:31.929861] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 1.90% [2025-11-22T02:22:31.939023] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 4.1s | Global ETA: 1h 9m 4s [2025-11-22T02:22:31.939944] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:31.940008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:31.940838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:31.943265] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:31.944412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:31.947068] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:31.949467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:31.951231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:31.953939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:32.080434] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.04%, Actual: 1.89% [2025-11-22T02:22:32.104716] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 3.03%, Actual: 0.37% [2025-11-22T02:22:32.247666] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.16%, Actual: 0.76% [2025-11-22T02:22:32.276723] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.31%, Actual: 0.90% [2025-11-22T02:22:32.305715] [INFO ] [main ] BW: Lookback Days: 6, Magnitude: -2.99% | Symbol ETA: 3.1s | Global ETA: 1h 9m 5s [2025-11-22T02:22:32.307030] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:32.307095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:32.312195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:32.314220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:32.314754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:32.315160] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:32.317626] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:32.321729] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:32.327865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:32.423670] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 1.57% [2025-11-22T02:22:32.452861] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.23%, Actual: 2.19% [2025-11-22T02:22:32.537967] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.80% | Symbol ETA: 3.5s | Global ETA: 1h 9m 5s [2025-11-22T02:22:32.538860] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:32.538934] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:32.539765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:32.542201] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:32.543335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:32.545970] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:32.548314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:32.550022] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:32.552692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:32.601069] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 1.46% [2025-11-22T02:22:32.627292] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 0.41% [2025-11-22T02:22:32.771966] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.32% [2025-11-22T02:22:32.772172] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 47.3921% [2025-11-22T02:22:32.772225] [INFO ] [main ] AHH: DISCARDED add_vol_of_vol (score: 47.39%) [2025-11-22T02:22:32.772264] [INFO ] [main ] AHH: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:22:32.772296] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_volatility_decay_ratio'] [2025-11-22T02:22:32.772332] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:32.786138] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:32.787687] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:32.787752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:32.789490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:32.790022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:32.790422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:32.791363] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:32.793107] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:32.796020] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:32.796762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:32.798299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:32.800031] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.35%, Actual: 0.75% [2025-11-22T02:22:32.919353] [INFO ] [main ] BW: Lookback Days: 7, Magnitude: -3.00% | Symbol ETA: 2.5s | Global ETA: 1h 9m 6s [2025-11-22T02:22:32.920287] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:32.920352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:32.925339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:32.927189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:32.927711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:32.928099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:32.930583] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:32.934573] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:32.940577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:32.989344] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.68% [2025-11-22T02:22:33.133865] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 2.9s | Global ETA: 1h 9m 6s [2025-11-22T02:22:33.135155] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:33.135218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:33.136049] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:33.138508] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:33.139630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:33.142264] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:33.144586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.146294] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:33.149022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.157026] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.47% [2025-11-22T02:22:33.323715] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.49% [2025-11-22T02:22:33.323908] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 46.8140% [2025-11-22T02:22:33.323992] [INFO ] [main ] GTY: DISCARDED add_prev_1100_to_open (score: 46.81%) [2025-11-22T02:22:33.324034] [INFO ] [main ] GTY: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:22:33.324065] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_1100'] [2025-11-22T02:22:33.324100] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:33.338336] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:33.339551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:33.339614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:33.344380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.346153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:33.346621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:33.347039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:33.347726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.391058] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 6.4s | Global ETA: 1h 9m 6s [2025-11-22T02:22:33.391955] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:33.392017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.393674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:33.394146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:33.394529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:33.395406] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:33.397046] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:33.399892] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:33.400657] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:33.401759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.534793] [INFO ] [main ] BW: Lookback Days: 8, Magnitude: -4.88% | Symbol ETA: 1.9s | Global ETA: 1h 9m 7s [2025-11-22T02:22:33.535694] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:33.535756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:33.540543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.542285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:33.542770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:33.543152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:33.545459] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:33.549283] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:33.555001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.734806] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 2.3s | Global ETA: 1h 9m 7s [2025-11-22T02:22:33.735731] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:33.735796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:33.736633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:33.739193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:33.740397] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:33.743112] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:33.745525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.747313] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:33.750096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.941231] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 10.8s | Global ETA: 1h 9m 7s [2025-11-22T02:22:33.942182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:33.942246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:33.947305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.949253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:33.950195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:33.950714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:33.951466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:33.966059] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 5.7s | Global ETA: 1h 9m 7s [2025-11-22T02:22:33.966977] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:33.967041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:33.968742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:33.969217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:33.969604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:33.970477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:33.972096] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:33.974870] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:33.975569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:33.976689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.134595] [INFO ] [main ] BW: Lookback Days: 9, Magnitude: 2.77% | Symbol ETA: 1.2s | Global ETA: 1h 9m 8s [2025-11-22T02:22:34.135481] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:34.135548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:34.140265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.142019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:34.142481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:34.142879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:34.145179] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:34.149009] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:34.154487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.347180] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 1.7s | Global ETA: 1h 9m 8s [2025-11-22T02:22:34.348166] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:34.348232] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:34.349105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:34.351732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:34.352922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:34.355666] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:34.358189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.360308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:34.363246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.558374] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 5.1s | Global ETA: 1h 9m 8s [2025-11-22T02:22:34.559312] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:34.559377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.561104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:34.561594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:34.562019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:34.562171] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 10.3s | Global ETA: 1h 9m 8s [2025-11-22T02:22:34.562905] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:34.563107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:34.563172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:34.564543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:34.567392] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:34.568156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.568178] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:34.569337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.569974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:34.570455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:34.570878] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:34.571560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.735274] [INFO ] [main ] BW: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 0.6s | Global ETA: 1h 9m 8s [2025-11-22T02:22:34.736165] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:34.736228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:34.741076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.742812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:34.743274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:34.743674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:34.745972] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:22:34.749824] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:34.755516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:34.957263] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 1.1s | Global ETA: 1h 9m 9s [2025-11-22T02:22:34.958212] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:34.958278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:34.959152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:34.961608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:34.962767] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:34.965396] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:34.967837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:34.969570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:34.972441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:35.151596] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 4.5s | Global ETA: 1h 9m 9s [2025-11-22T02:22:35.152525] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:35.152590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:35.154255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:35.154766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:35.155160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:35.156027] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:35.158353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:35.161887] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:35.162738] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:35.163845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:35.163824] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.18% | Symbol ETA: 9.6s | Global ETA: 1h 9m 9s [2025-11-22T02:22:35.164772] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:35.164838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:35.169795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:35.171595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:35.172114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:35.172514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:35.173201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:35.335517] [INFO ] [main ] BW: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 0.0s | Global ETA: 1h 9m 9s [2025-11-22T02:22:35.510560] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.00%, Actual: 19.68% [2025-11-22T02:22:35.563884] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 0.5s | Global ETA: 1h 9m 9s [2025-11-22T02:22:35.681843] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 9.16%, Actual: 4.03% [2025-11-22T02:22:35.736087] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.75%, Actual: 1.03% [2025-11-22T02:22:35.750414] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 4.0s | Global ETA: 1h 9m 10s [2025-11-22T02:22:35.751358] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:35.751425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:35.753120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:35.753620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:35.754037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:35.754906] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:35.756535] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:35.759423] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:35.760196] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:35.761339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:35.791012] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -3.03% | Symbol ETA: 9.1s | Global ETA: 1h 9m 10s [2025-11-22T02:22:35.791980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:35.792045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:35.797095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:35.799160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:35.799670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:35.800062] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:35.800739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:35.848909] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -15.45%, Actual: 1.68% [2025-11-22T02:22:35.907163] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.69% [2025-11-22T02:22:36.017409] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: 3.45%, Actual: 0.22% [2025-11-22T02:22:36.076636] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 2.52% [2025-11-22T02:22:36.185402] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 0.66% [2025-11-22T02:22:36.243195] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: 0.18%, Actual: 0.62% [2025-11-22T02:22:36.351722] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 3.4s | Global ETA: 1h 9m 11s [2025-11-22T02:22:36.352014] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -3.00%, Actual: 2.40% [2025-11-22T02:22:36.352629] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:36.352723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:36.354762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:36.355261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:36.355677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:36.356530] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:36.358236] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:36.361073] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:36.361815] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:36.362949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:36.390103] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 2.22% | Symbol ETA: 8.4s | Global ETA: 1h 9m 11s [2025-11-22T02:22:36.391533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:36.391596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:36.396511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:36.398478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:36.398989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:36.399377] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:36.400054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:36.411927] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.80%, Actual: 0.19% [2025-11-22T02:22:36.516487] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -4.88%, Actual: 4.99% [2025-11-22T02:22:36.577793] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 1.14% [2025-11-22T02:22:36.682408] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 2.77%, Actual: 0.08% [2025-11-22T02:22:36.744164] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.99% [2025-11-22T02:22:36.847754] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 11.99% [2025-11-22T02:22:36.910439] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.61% [2025-11-22T02:22:36.932895] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.84% | Symbol ETA: 2.8s | Global ETA: 1h 9m 11s [2025-11-22T02:22:36.933818] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:36.933883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:36.935488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:36.935985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:36.936373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:36.937257] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:36.938885] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:36.941637] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:36.942372] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:36.943497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:36.975091] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 7.8s | Global ETA: 1h 9m 11s [2025-11-22T02:22:36.976007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:36.976068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:36.981905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:36.983961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:36.984567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:36.985001] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:36.985710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:37.014404] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 28.93% [2025-11-22T02:22:37.014591] [INFO ] [main ] BW: Magnitude Forecast Confidence: 32.5049% [2025-11-22T02:22:37.015034] [INFO ] [main ] BW: DISCARDED add_vwap_deviations (score: 32.50%) [2025-11-22T02:22:37.015077] [INFO ] [main ] BW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:22:37.015109] [INFO ] [main ] BW: Best accuracy: 37.25% [2025-11-22T02:22:37.015140] [INFO ] [main ] BW: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:22:37.015170] [INFO ] [main ] BW: Improvement over baseline: 10.92% [2025-11-22T02:22:37.015196] [INFO ] [main ] BW: Total time: 6.8 minutes [2025-11-22T02:22:37.015222] [INFO ] [main ] BW: Average time per feature: 7.9 seconds [2025-11-22T02:22:37.015249] [INFO ] [main ] BW: Average speed: 0.13 features/sec [2025-11-22T02:22:37.081387] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.03% [2025-11-22T02:22:37.182836] [DEBUG] [METRICS ] BW: 2025-11-20:2025-11-21: Predicted: -19.63%, Actual: 19.68% [2025-11-22T02:22:37.251397] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:22:37.251612] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 35.3597% [2025-11-22T02:22:37.251723] [INFO ] [main ] AIZN: DISCARDED add_volume_flow_differentials (score: 35.36%) [2025-11-22T02:22:37.251767] [INFO ] [main ] AIZN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:22:37.251803] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_volume_pressure_into_close'] [2025-11-22T02:22:37.251841] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:37.264481] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:37.266013] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:37.266290] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:37.267197] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:37.273788] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:37.275136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:37.277986] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:37.280385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:37.282206] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:37.283893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:37.351189] [DEBUG] [METRICS ] BW: 2025-11-19:2025-11-20: Predicted: 5.47%, Actual: 4.03% [2025-11-22T02:22:37.517165] [DEBUG] [METRICS ] BW: 2025-11-18:2025-11-19: Predicted: -11.77%, Actual: 1.68% [2025-11-22T02:22:37.517840] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 2.2s | Global ETA: 1h 9m 12s [2025-11-22T02:22:37.518782] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:37.518849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:37.520618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:37.521142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:37.521565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:37.522499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:37.524291] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:37.527304] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:37.528097] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:37.529236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:37.583772] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.11% | Symbol ETA: 7.2s | Global ETA: 1h 9m 12s [2025-11-22T02:22:37.584720] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:37.584784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:37.589875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:37.591806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:37.592304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:37.592728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:37.593395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:37.687101] [DEBUG] [METRICS ] BW: 2025-11-17:2025-11-18: Predicted: -4.59%, Actual: 0.22% [2025-11-22T02:22:37.860907] [DEBUG] [METRICS ] BW: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.66% [2025-11-22T02:22:37.865123] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 5.7s | Global ETA: 1h 9m 13s [2025-11-22T02:22:37.866017] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:37.866081] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:37.866921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:37.869396] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:37.870542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:37.873217] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:37.875635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:37.877576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:37.879192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:38.034766] [DEBUG] [METRICS ] BW: 2025-11-13:2025-11-14: Predicted: -6.81%, Actual: 2.40% [2025-11-22T02:22:38.119296] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 1.6s | Global ETA: 1h 9m 13s [2025-11-22T02:22:38.120235] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:38.120300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:38.122073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:38.122576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:38.123002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:38.123933] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:38.125617] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:38.128794] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:38.129538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:22:38.130731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:38.200662] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 6.6s | Global ETA: 1h 9m 13s [2025-11-22T02:22:38.201865] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:38.202116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:38.207528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:38.210771] [DEBUG] [METRICS ] BW: 2025-11-12:2025-11-13: Predicted: -3.53%, Actual: 4.99% [2025-11-22T02:22:38.209469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:38.213848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:38.214248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:38.214944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:38.382939] [DEBUG] [METRICS ] BW: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 0.08% [2025-11-22T02:22:38.467064] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 5.1s | Global ETA: 1h 9m 13s [2025-11-22T02:22:38.467992] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:38.468056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:38.468896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:38.471381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:38.472544] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:38.475270] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:38.477809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:38.479605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:38.481264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:38.555751] [DEBUG] [METRICS ] BW: 2025-11-10:2025-11-11: Predicted: 2.71%, Actual: 11.99% [2025-11-22T02:22:38.713883] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 1.0s | Global ETA: 1h 9m 14s [2025-11-22T02:22:38.728578] [DEBUG] [METRICS ] BW: 2025-11-07:2025-11-10: Predicted: 1.77%, Actual: 28.93% [2025-11-22T02:22:38.729201] [INFO ] [LOCAL ] Saved configuration for BW: 6 features, 37.25% accuracy -> ./output/feature-sets/BW.json [2025-11-22T02:22:38.731890] [INFO ] [main ] Progress: 25/57 symbols completed (43.9%). BW finished in 6m 60s. ETA: 1h 4m 27s. Rate: 0.50 symbols/min [2025-11-22T02:22:38.737374] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:22:38.749633] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:38.750183] [INFO ] [main ] PEG: Testing with 53 available features [2025-11-22T02:22:38.750232] [INFO ] [main ] PEG: Establishing baseline with no features... [2025-11-22T02:22:38.750266] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:22:38.762221] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:38.763501] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:38.809008] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 6.0s | Global ETA: 1h 4m 27s [2025-11-22T02:22:38.809890] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:38.809952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:38.814943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:38.816807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:38.817324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:38.817783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:22:38.818460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:38.883696] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 1.38% [2025-11-22T02:22:39.065408] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.34% [2025-11-22T02:22:39.088403] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 4.6s | Global ETA: 1h 4m 27s [2025-11-22T02:22:39.089306] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:39.089369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:39.090198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:39.092634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:39.093784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:39.096392] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:39.098876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:39.100560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:39.102158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:39.230854] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 0.56% [2025-11-22T02:22:39.396153] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.89% [2025-11-22T02:22:39.396583] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.54% [2025-11-22T02:22:39.397538] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:39.422041] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 5.4s | Global ETA: 1h 4m 28s [2025-11-22T02:22:39.564191] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.14% [2025-11-22T02:22:39.592370] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 1.51% [2025-11-22T02:22:39.676145] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 3.9s | Global ETA: 1h 4m 28s [2025-11-22T02:22:39.677031] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:39.677095] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:39.678036] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:39.680486] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:39.681614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:39.684313] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:39.686687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:39.688446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:39.690059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:39.732809] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.89% [2025-11-22T02:22:39.774893] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.91%, Actual: 1.90% [2025-11-22T02:22:39.901179] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.84%, Actual: 0.76% [2025-11-22T02:22:39.955118] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.18%, Actual: 0.37% [2025-11-22T02:22:40.005363] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.40% [2025-11-22T02:22:40.006524] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:40.074225] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.57% [2025-11-22T02:22:40.137833] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -3.03%, Actual: 0.90% [2025-11-22T02:22:40.247372] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.32%, Actual: 1.46% [2025-11-22T02:22:40.277165] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 3.3s | Global ETA: 1h 4m 29s [2025-11-22T02:22:40.278148] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:40.278236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:40.279174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:40.281803] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:40.283035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:40.285862] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:40.288353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:40.290210] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:40.291928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:40.315431] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.22%, Actual: 2.19% [2025-11-22T02:22:40.425868] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 0.32% [2025-11-22T02:22:40.426103] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 51.7905% [2025-11-22T02:22:40.426193] [INFO ] [main ] AHH: DISCARDED add_volatility_decay_ratio (score: 51.79%) [2025-11-22T02:22:40.426239] [INFO ] [main ] AHH: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:22:40.426274] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:22:40.426311] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:40.440006] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:40.441477] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:40.441543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:40.443350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:40.443900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:40.444667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:40.445564] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:40.447384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:40.450390] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:40.451164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:40.451627] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:40.452737] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:40.454864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:40.489201] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 0.41% [2025-11-22T02:22:40.634991] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.41% [2025-11-22T02:22:40.635996] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:40.663200] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.11%, Actual: 0.75% [2025-11-22T02:22:40.842432] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.68% [2025-11-22T02:22:40.871924] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 2.7s | Global ETA: 1h 4m 30s [2025-11-22T02:22:40.872847] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:40.872910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:40.873740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:40.876180] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:40.877326] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:40.880054] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:40.882399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:40.884158] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:40.885794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.019433] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 1.47% [2025-11-22T02:22:41.053297] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 6.3s | Global ETA: 1h 4m 30s [2025-11-22T02:22:41.054271] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:41.054339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:41.056144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:41.056684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:41.057086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:41.058019] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:41.059737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:41.062662] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:41.063476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:41.063993] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:41.065116] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:41.067201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.192715] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 0.49% [2025-11-22T02:22:41.192929] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 50.7113% [2025-11-22T02:22:41.193020] [INFO ] [main ] GTY: DISCARDED add_prev_close_to_1100 (score: 50.71%) [2025-11-22T02:22:41.193064] [INFO ] [main ] GTY: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:22:41.193095] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prev_close_to_open'] [2025-11-22T02:22:41.193129] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:41.208720] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:41.210018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:41.210106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:41.215189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:41.217061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:41.217569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:41.218013] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:41.218683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.272034] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.88% [2025-11-22T02:22:41.273047] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:41.469303] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 2.1s | Global ETA: 1h 4m 30s [2025-11-22T02:22:41.470203] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:41.470267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:41.471105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:41.473689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:41.474836] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:41.477533] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:41.479976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:41.481778] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:41.483417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.662201] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 5.7s | Global ETA: 1h 4m 31s [2025-11-22T02:22:41.663128] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:41.663195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:41.664917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:41.665413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:41.665869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:41.666768] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:41.668498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:41.671382] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:41.672148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:41.672616] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:41.673774] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:41.675864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.820199] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 10.4s | Global ETA: 1h 4m 31s [2025-11-22T02:22:41.821136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:41.821200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:41.826250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:41.828112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:41.828596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:41.829022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:41.829721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:41.917576] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.14% [2025-11-22T02:22:41.918537] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:42.072538] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 1.5s | Global ETA: 1h 4m 31s [2025-11-22T02:22:42.073457] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:42.073521] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:42.074388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:42.076996] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:42.078189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:42.080943] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:42.083438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:42.085226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:42.086894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:42.256967] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 5.1s | Global ETA: 1h 4m 31s [2025-11-22T02:22:42.257872] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:42.257937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:42.259559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:42.260100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:42.260485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:42.261347] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:42.262976] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:42.265750] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:42.266463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:42.266927] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:42.267984] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:42.269965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:42.423866] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.44% | Symbol ETA: 9.8s | Global ETA: 1h 4m 32s [2025-11-22T02:22:42.424789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:42.424851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:42.429851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:42.431668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:42.432150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:42.432542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:42.433240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:42.529479] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.68% [2025-11-22T02:22:42.530422] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:42.671885] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 0.9s | Global ETA: 1h 4m 32s [2025-11-22T02:22:42.672756] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:42.672820] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:42.673622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:42.676128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:42.677327] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:42.680036] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:42.682443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:42.684269] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:22:42.685953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:42.858448] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 4.4s | Global ETA: 1h 4m 32s [2025-11-22T02:22:42.859421] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:42.859487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:42.861299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:42.861838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:42.862262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:42.863163] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:42.864860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:42.867794] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:42.868518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:42.868986] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:42.870066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:42.872124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:43.050572] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.39% | Symbol ETA: 9.2s | Global ETA: 1h 4m 32s [2025-11-22T02:22:43.051476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:43.051539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:43.056299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:43.058170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:43.058669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:43.059052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:43.059713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:43.169063] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.64% [2025-11-22T02:22:43.170013] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:43.284819] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 0.3s | Global ETA: 1h 4m 33s [2025-11-22T02:22:43.452594] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 1.03% [2025-11-22T02:22:43.489887] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 2.33% | Symbol ETA: 3.9s | Global ETA: 1h 4m 33s [2025-11-22T02:22:43.490869] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:43.491267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:43.493079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:43.493581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:43.494002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:43.494882] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:43.496516] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:43.499410] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:43.500187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:43.500620] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:43.501714] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:43.503734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:43.620097] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.69% [2025-11-22T02:22:43.656278] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -3.03% | Symbol ETA: 8.6s | Global ETA: 1h 4m 33s [2025-11-22T02:22:43.657152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:43.657214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:43.661957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:43.663682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:43.664143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:43.664521] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:43.665173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:43.787354] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 2.52% [2025-11-22T02:22:43.855117] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.99% [2025-11-22T02:22:43.856104] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:43.958384] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.62% [2025-11-22T02:22:44.092202] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.32% | Symbol ETA: 3.2s | Global ETA: 1h 4m 34s [2025-11-22T02:22:44.093183] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:44.093267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:44.094915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:44.095378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:44.095788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:44.096634] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:44.098289] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:44.101046] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:44.101758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:44.102186] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:44.103231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:44.105215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:44.131279] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.35%, Actual: 0.19% [2025-11-22T02:22:44.252367] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.43% | Symbol ETA: 8.0s | Global ETA: 1h 4m 34s [2025-11-22T02:22:44.253443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:44.253509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:44.258570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:44.260572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:44.261140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:44.261547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:44.262264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:44.308628] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 1.14% [2025-11-22T02:22:44.478257] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.99% [2025-11-22T02:22:44.511814] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.06% [2025-11-22T02:22:44.512904] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:22:44.647249] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.61% [2025-11-22T02:22:44.715331] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 2.6s | Global ETA: 1h 4m 35s [2025-11-22T02:22:44.716242] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:44.716308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:44.717973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:44.718436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:44.718870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:44.719747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:44.721358] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:44.724186] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:44.724909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:44.725344] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:44.726405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:44.728415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:44.815918] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.03% [2025-11-22T02:22:44.851086] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 7.3s | Global ETA: 1h 4m 35s [2025-11-22T02:22:44.851998] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:44.852059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:44.856795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:44.858539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:44.859018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:44.859393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:44.860043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:44.984838] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.43% [2025-11-22T02:22:44.985035] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 46.4890% [2025-11-22T02:22:44.985117] [INFO ] [main ] AIZN: DISCARDED add_volume_pressure_into_close (score: 46.49%) [2025-11-22T02:22:44.985160] [INFO ] [main ] AIZN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:22:44.985197] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_volume_zscore'] [2025-11-22T02:22:44.985234] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:44.997500] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:44.998953] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:44.999015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:44.999899] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:45.002777] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:45.003977] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:45.006704] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:45.009195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:45.010910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:45.012465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:45.142337] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.27% [2025-11-22T02:22:45.313980] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 2.06% [2025-11-22T02:22:45.324237] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 2.0s | Global ETA: 1h 4m 35s [2025-11-22T02:22:45.325247] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:45.325315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:45.327052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:45.327577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:45.328033] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:45.328943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:45.330691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:45.333576] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:45.334327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:45.334797] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:45.335919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:45.338071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:45.449855] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 6.7s | Global ETA: 1h 4m 35s [2025-11-22T02:22:45.450730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:45.450811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:45.455538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:45.457280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:45.457766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:45.458149] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:45.458826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:45.492915] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 1.27% [2025-11-22T02:22:45.595828] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 5.5s | Global ETA: 1h 4m 36s [2025-11-22T02:22:45.596717] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:45.596784] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:45.597616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:45.600169] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:45.601313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:45.603974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:45.606327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:45.608066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:45.609637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:45.671034] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 1.43% [2025-11-22T02:22:45.848052] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 0.28% [2025-11-22T02:22:45.931612] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 1.4s | Global ETA: 1h 4m 36s [2025-11-22T02:22:45.932584] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:22:45.932675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:45.934350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:45.934864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:45.935260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:45.936167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:45.937892] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:45.940807] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:45.941592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:22:45.942064] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:22:45.943183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:22:45.945226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:46.029659] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.71% [2025-11-22T02:22:46.045033] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 6.1s | Global ETA: 1h 4m 36s [2025-11-22T02:22:46.045938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:46.046001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:46.050733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:46.052487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:46.052980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:46.053368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:46.054031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:46.209691] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 5.0s | Global ETA: 1h 4m 36s [2025-11-22T02:22:46.211181] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:46.211277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:46.212628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:46.213226] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 0.86% [2025-11-22T02:22:46.216672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:46.218611] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:46.222930] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:46.226815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:46.229826] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:46.232482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:46.458211] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 1.26% [2025-11-22T02:22:46.660163] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 0.8s | Global ETA: 1h 4m 37s [2025-11-22T02:22:46.729233] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.99%, Actual: 0.22% [2025-11-22T02:22:46.908837] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 5.6s | Global ETA: 1h 4m 37s [2025-11-22T02:22:46.910184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:46.910267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:46.917851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:46.920580] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 1.38% [2025-11-22T02:22:46.920677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:46.921397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:46.921927] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:22:46.922758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:46.954672] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.06%, Actual: 0.47% [2025-11-22T02:22:47.015470] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.10% | Symbol ETA: 4.9s | Global ETA: 1h 4m 37s [2025-11-22T02:22:47.016424] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:47.016493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:47.017415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:47.019975] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:47.021160] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:47.023916] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:47.026379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:47.028248] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:47.030034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:47.116628] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.34% [2025-11-22T02:22:47.124040] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.27%, Actual: 1.19% [2025-11-22T02:22:47.124245] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 37.1426% [2025-11-22T02:22:47.124291] [INFO ] [main ] PEG: Baseline score (no features): 37.1426% [2025-11-22T02:22:47.124329] [INFO ] [main ] PEG: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:47.124360] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:22:47.124414] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:22:47.136368] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:47.137749] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:47.137808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:47.142582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:47.317804] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.56% [2025-11-22T02:22:47.485404] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.76%, Actual: 1.89% [2025-11-22T02:22:47.605629] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 4.9s | Global ETA: 1h 4m 38s [2025-11-22T02:22:47.645141] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 4.1s | Global ETA: 1h 4m 38s [2025-11-22T02:22:47.646074] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:47.646139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:47.646998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:47.649691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:47.650904] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:47.653573] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:47.654435] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 2.33%, Actual: 0.14% [2025-11-22T02:22:47.655972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:47.657789] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:47.659438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:47.749333] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.79% | Symbol ETA: 5m 24s | Global ETA: 1h 4m 38s [2025-11-22T02:22:47.750212] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:47.750271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:47.754998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:47.772821] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.51% [2025-11-22T02:22:47.826106] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.32%, Actual: 1.89% [2025-11-22T02:22:47.951824] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.44%, Actual: 1.90% [2025-11-22T02:22:47.996072] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.76% [2025-11-22T02:22:48.120515] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.37% [2025-11-22T02:22:48.164028] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.57% [2025-11-22T02:22:48.257362] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 3.4s | Global ETA: 1h 4m 39s [2025-11-22T02:22:48.258351] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:48.258417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:48.259316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:48.261898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:48.263305] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:48.266278] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:48.268675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:48.270402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:48.272011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:48.293396] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -3.03%, Actual: 0.90% [2025-11-22T02:22:48.353923] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 5m 21s | Global ETA: 1h 4m 39s [2025-11-22T02:22:48.354814] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:48.354873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:48.359615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:48.390035] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 1.46% [2025-11-22T02:22:48.462721] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 2.19% [2025-11-22T02:22:48.560249] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.32% [2025-11-22T02:22:48.560455] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 47.1129% [2025-11-22T02:22:48.560541] [INFO ] [main ] AHH: DISCARDED add_volatility_state_percentiles (score: 47.11%) [2025-11-22T02:22:48.560586] [INFO ] [main ] AHH: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:22:48.560620] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_volume_dispersion'] [2025-11-22T02:22:48.560676] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:48.573956] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:48.575378] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:48.575441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:48.577190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:48.577741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:48.578149] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:48.579062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:48.580742] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:48.583629] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:48.584379] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:48.585783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:48.633903] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 0.41% [2025-11-22T02:22:48.801975] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.75% [2025-11-22T02:22:48.879102] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 2.7s | Global ETA: 1h 4m 40s [2025-11-22T02:22:48.880372] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:48.880439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:48.881302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:48.884051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:48.885339] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:48.888328] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:48.890747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:48.892527] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:48.894215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:48.967928] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.97% | Symbol ETA: 5m 22s | Global ETA: 1h 4m 40s [2025-11-22T02:22:48.968820] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:48.968900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:48.968866] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 0.68% [2025-11-22T02:22:48.975923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.136908] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 1.47% [2025-11-22T02:22:49.171770] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 6.1s | Global ETA: 1h 4m 40s [2025-11-22T02:22:49.172684] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:49.172750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:49.174414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:49.174937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:49.175330] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:49.176229] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:49.177974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:49.180797] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:49.181564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:49.182960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.303504] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.12%, Actual: 0.49% [2025-11-22T02:22:49.303729] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 45.6692% [2025-11-22T02:22:49.303811] [INFO ] [main ] GTY: DISCARDED add_prev_close_to_open (score: 45.67%) [2025-11-22T02:22:49.303859] [INFO ] [main ] GTY: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:22:49.303891] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_day_tail_pressure'] [2025-11-22T02:22:49.303932] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:49.318079] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:49.319310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:49.319373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:49.324199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:49.326186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:49.326674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:49.327061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:49.329711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.490460] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 2.1s | Global ETA: 1h 4m 41s [2025-11-22T02:22:49.491383] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:49.491448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:49.492351] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:49.494915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:49.496065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:49.498753] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:49.501111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:49.502900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:49.504506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.574180] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 5m 20s | Global ETA: 1h 4m 41s [2025-11-22T02:22:49.575100] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:49.575159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:49.579941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.768367] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 5.5s | Global ETA: 1h 4m 41s [2025-11-22T02:22:49.769295] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:49.769363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:49.771040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:49.771526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:49.771943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:49.772857] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:49.774479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:49.777587] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:49.778328] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:49.779736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:49.923487] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 10.1s | Global ETA: 1h 4m 41s [2025-11-22T02:22:49.924423] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:49.924485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:49.929519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:49.931229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:49.931716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:49.932098] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:49.934739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.102189] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 1.4s | Global ETA: 1h 4m 41s [2025-11-22T02:22:50.103182] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:50.103256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:50.104145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:50.106720] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:50.108011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:50.110851] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:50.113546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:50.115359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:50.117003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.203364] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.20% | Symbol ETA: 5m 22s | Global ETA: 1h 4m 42s [2025-11-22T02:22:50.204269] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:50.204329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:50.209111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.391544] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 4.9s | Global ETA: 1h 4m 42s [2025-11-22T02:22:50.392451] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:50.392516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:50.394168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:50.394672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:50.395078] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:50.395979] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:50.397776] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:50.400664] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:50.401379] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:50.402731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.532177] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.97% | Symbol ETA: 9.5s | Global ETA: 1h 4m 42s [2025-11-22T02:22:50.533101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:50.533167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:50.538143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:50.539933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:50.540611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:50.541024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:50.543920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.697122] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 0.8s | Global ETA: 1h 4m 42s [2025-11-22T02:22:50.698089] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:50.698153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:50.699005] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:50.701523] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:50.702709] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:50.705402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:50.707841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:50.709571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:22:50.711183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.818793] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 1.46% | Symbol ETA: 5m 22s | Global ETA: 1h 4m 42s [2025-11-22T02:22:50.819675] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:50.819735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:50.824454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:50.985201] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 4.3s | Global ETA: 1h 4m 43s [2025-11-22T02:22:50.986130] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:50.986195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:50.988240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:50.988746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:50.989141] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:50.990037] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:50.991889] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:50.994901] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:50.995634] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:50.997025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:51.139070] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 8.9s | Global ETA: 1h 4m 43s [2025-11-22T02:22:51.139968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:51.140030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:51.144768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:51.146471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:51.146960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:51.147368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:51.149988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:51.284608] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 0.2s | Global ETA: 1h 4m 43s [2025-11-22T02:22:51.431682] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 5m 21s | Global ETA: 1h 4m 43s [2025-11-22T02:22:51.432558] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:51.432620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:51.437497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:51.453597] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.77%, Actual: 1.03% [2025-11-22T02:22:51.568055] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 3.7s | Global ETA: 1h 4m 43s [2025-11-22T02:22:51.568953] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:51.569016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:51.570624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:51.571137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:51.571524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:51.572382] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:51.573994] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:51.576738] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:51.577466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:51.578807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:51.619662] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 0.69% [2025-11-22T02:22:51.742364] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 8.3s | Global ETA: 1h 4m 43s [2025-11-22T02:22:51.743254] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:51.743317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:51.748320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:51.750107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:51.750580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:51.750996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:51.753901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:51.793095] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.10%, Actual: 2.52% [2025-11-22T02:22:52.029254] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.62% [2025-11-22T02:22:52.047362] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.34% | Symbol ETA: 5m 20s | Global ETA: 1h 4m 44s [2025-11-22T02:22:52.048249] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:52.048308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:52.053074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:52.165905] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.93% | Symbol ETA: 3.1s | Global ETA: 1h 4m 44s [2025-11-22T02:22:52.166812] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:52.166875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:52.168496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:52.169002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:52.169390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:52.170257] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:52.171880] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:52.174627] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:52.175361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:52.176699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:52.196849] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.19% [2025-11-22T02:22:52.345233] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 7.7s | Global ETA: 1h 4m 44s [2025-11-22T02:22:52.346125] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:52.346187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:52.351123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:52.352945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:52.353425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:52.353834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:52.356527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:52.364237] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.14% [2025-11-22T02:22:52.530585] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.99% [2025-11-22T02:22:52.653440] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.13% | Symbol ETA: 5m 19s | Global ETA: 1h 4m 45s [2025-11-22T02:22:52.654328] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:22:52.654387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:52.659160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:52.696525] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 0.61% [2025-11-22T02:22:52.759057] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.76% | Symbol ETA: 2.5s | Global ETA: 1h 4m 45s [2025-11-22T02:22:52.760004] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:52.760070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:52.761819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:52.762308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:52.762720] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:52.763614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:52.765346] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:52.768345] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:52.769128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:52.770502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:52.862335] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.03% [2025-11-22T02:22:52.944672] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 7.1s | Global ETA: 1h 4m 45s [2025-11-22T02:22:52.945876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:52.945972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:52.950852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:52.952594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:52.953108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:52.953502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:52.956180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:53.028933] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 0.43% [2025-11-22T02:22:53.029142] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 42.1247% [2025-11-22T02:22:53.029227] [INFO ] [main ] AIZN: DISCARDED add_volume_zscore (score: 42.12%) [2025-11-22T02:22:53.029275] [INFO ] [main ] AIZN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:22:53.029307] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range', 'add_vwap_deviations'] [2025-11-22T02:22:53.029341] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T02:22:53.041560] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:53.043081] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:53.043145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:53.044021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:53.046524] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:53.048058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:53.050728] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:53.053074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:53.054810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:53.060562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:53.264404] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.58% | Symbol ETA: 5m 19s | Global ETA: 1h 4m 45s [2025-11-22T02:22:53.360966] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.76% | Symbol ETA: 1.9s | Global ETA: 1h 4m 46s [2025-11-22T02:22:53.361898] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:53.361964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:53.363632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:53.364179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:53.364574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:53.365521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:53.367338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:53.370298] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:53.371137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:53.372610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:53.431832] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.79%, Actual: 2.06% [2025-11-22T02:22:53.557079] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 6.5s | Global ETA: 1h 4m 46s [2025-11-22T02:22:53.558001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:53.558068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:53.562812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:53.564523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:53.565012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:53.565393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:53.568037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:53.598884] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.27% [2025-11-22T02:22:53.647483] [INFO ] [main ] AIZN: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 5.4s | Global ETA: 1h 4m 46s [2025-11-22T02:22:53.648416] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:53.648482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:53.649360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:53.651965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:53.653141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:53.655909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:53.658420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:53.660189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:53.665929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:53.764773] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 1.43% [2025-11-22T02:22:53.931021] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.61%, Actual: 0.28% [2025-11-22T02:22:53.955940] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.24% | Symbol ETA: 1.3s | Global ETA: 1h 4m 46s [2025-11-22T02:22:53.956896] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:53.956960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:53.958700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:53.959202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:53.959596] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:53.960492] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:53.962166] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:53.965002] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:53.965765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:22:53.967523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:54.102037] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.71% [2025-11-22T02:22:54.156578] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -1.75% | Symbol ETA: 5.9s | Global ETA: 1h 4m 47s [2025-11-22T02:22:54.157534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:54.157599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:54.162561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:54.164443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:54.164956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:54.165541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:54.168280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:54.262316] [INFO ] [main ] AIZN: Lookback Days: 3, Magnitude: 1.42% | Symbol ETA: 4.9s | Global ETA: 1h 4m 47s [2025-11-22T02:22:54.263246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:54.263311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:54.264171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:54.266708] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:54.267901] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:54.270575] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:54.270768] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 1.46%, Actual: 0.86% [2025-11-22T02:22:54.273002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:54.274762] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:54.280568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:54.437699] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 1.26% [2025-11-22T02:22:54.561863] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 0.7s | Global ETA: 1h 4m 47s [2025-11-22T02:22:54.605693] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.34%, Actual: 0.22% [2025-11-22T02:22:54.728898] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.38% [2025-11-22T02:22:54.763280] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.43% | Symbol ETA: 5.3s | Global ETA: 1h 4m 47s [2025-11-22T02:22:54.764163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:54.764227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:54.769038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:54.770780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:54.771251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:54.771629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:54.774265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:54.775385] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.13%, Actual: 0.47% [2025-11-22T02:22:54.871224] [INFO ] [main ] AIZN: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 4.3s | Global ETA: 1h 4m 48s [2025-11-22T02:22:54.872147] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:54.872212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:54.873066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:54.875777] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:54.876932] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:54.879674] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:54.882056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:54.883848] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:54.889549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:54.894939] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.34% [2025-11-22T02:22:54.946271] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.58%, Actual: 1.19% [2025-11-22T02:22:54.946479] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 48.2215% [2025-11-22T02:22:54.946533] [INFO ] [main ] PEG: KEPT add_afternoon_v_morning_volatility_mix (score: 48.22%) [2025-11-22T02:22:54.946571] [INFO ] [main ] PEG: Testing feature 2/53: add_atr [2025-11-22T02:22:54.946603] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:22:54.946638] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:22:54.958735] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:54.960172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:54.960232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:54.965135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:54.966967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:54.967454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:55.059372] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 0.56% [2025-11-22T02:22:55.227005] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.76%, Actual: 1.89% [2025-11-22T02:22:55.371046] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 4.7s | Global ETA: 1h 4m 48s [2025-11-22T02:22:55.392037] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.14% [2025-11-22T02:22:55.489755] [INFO ] [main ] AIZN: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 3.7s | Global ETA: 1h 4m 48s [2025-11-22T02:22:55.490718] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:55.490796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:55.491749] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:55.494381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:55.495543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:55.498308] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:55.500730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:55.502596] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:55.508667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:55.541216] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 1.51% [2025-11-22T02:22:55.574004] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 1.89% [2025-11-22T02:22:55.592224] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 6m 45s | Global ETA: 1h 4m 48s [2025-11-22T02:22:55.593122] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:55.593181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:55.598045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:55.599855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:55.600319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:55.710264] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.97%, Actual: 1.90% [2025-11-22T02:22:55.740171] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.76%, Actual: 0.76% [2025-11-22T02:22:55.875779] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.42%, Actual: 0.37% [2025-11-22T02:22:55.905250] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.76%, Actual: 1.57% [2025-11-22T02:22:56.042151] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 0.90% [2025-11-22T02:22:56.070322] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.24%, Actual: 1.46% [2025-11-22T02:22:56.104970] [INFO ] [main ] AIZN: Lookback Days: 6, Magnitude: -1.72% | Symbol ETA: 3.1s | Global ETA: 1h 4m 49s [2025-11-22T02:22:56.105902] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:56.105980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:56.106842] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:56.109433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:56.110593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:56.113506] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:56.116051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.118006] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:56.123807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.209658] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 2.19% [2025-11-22T02:22:56.214622] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 6m 44s | Global ETA: 1h 4m 49s [2025-11-22T02:22:56.215504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:56.215563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:56.220530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.222348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:56.222842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.238028] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 0.32% [2025-11-22T02:22:56.238219] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 43.3968% [2025-11-22T02:22:56.238301] [INFO ] [main ] AHH: DISCARDED add_volume_dispersion (score: 43.40%) [2025-11-22T02:22:56.238343] [INFO ] [main ] AHH: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:22:56.238376] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_volume_flow_differentials'] [2025-11-22T02:22:56.238412] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:22:56.251591] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:56.253022] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:56.253099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.254806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:56.255304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:56.255716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:56.256618] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:56.258312] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:56.261103] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:56.261837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:56.264588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.376417] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -1.36%, Actual: 0.41% [2025-11-22T02:22:56.543348] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 0.75% [2025-11-22T02:22:56.710194] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -1.75%, Actual: 0.68% [2025-11-22T02:22:56.712661] [INFO ] [main ] AIZN: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 2.4s | Global ETA: 1h 4m 50s [2025-11-22T02:22:56.713525] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:56.713956] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:56.714799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:56.717278] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:56.718417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:56.721032] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:56.723353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.725083] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:56.730860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.831861] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 5.7s | Global ETA: 1h 4m 50s [2025-11-22T02:22:56.832795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:56.832858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.834479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:56.834977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:56.835381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:56.836249] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:56.836882] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 6m 43s | Global ETA: 1h 4m 50s [2025-11-22T02:22:56.837793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:56.837855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:56.837919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:56.840692] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:56.841407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:56.842638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:56.844091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.844373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:56.844850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:56.874905] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.43%, Actual: 1.47% [2025-11-22T02:22:57.041103] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 0.49% [2025-11-22T02:22:57.041318] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 52.4051% [2025-11-22T02:22:57.041395] [INFO ] [main ] GTY: DISCARDED add_prior_day_tail_pressure (score: 52.41%) [2025-11-22T02:22:57.041437] [INFO ] [main ] GTY: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:22:57.041469] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_prior_mag_lag'] [2025-11-22T02:22:57.041504] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:22:57.055673] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:22:57.056886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:57.056955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:57.061736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.063477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:57.063961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:57.064341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:22:57.065870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:57.320131] [INFO ] [main ] AIZN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 1.8s | Global ETA: 1h 4m 51s [2025-11-22T02:22:57.321029] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:57.321093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:57.321939] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:57.324396] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:57.325512] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:57.328228] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:57.330603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.332383] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:57.338160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:57.416459] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 5.1s | Global ETA: 1h 4m 51s [2025-11-22T02:22:57.417419] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:57.417483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.419129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:57.419630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:57.420045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:57.420910] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:57.422562] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:57.425390] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:57.426138] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:57.428876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:57.477981] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 6m 43s | Global ETA: 1h 4m 51s [2025-11-22T02:22:57.478957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:57.479025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:57.484270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.486683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:57.487432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:57.654610] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 9.5s | Global ETA: 1h 4m 51s [2025-11-22T02:22:57.655491] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:57.655558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:57.660372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.662106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:57.662926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:57.663342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:22:57.664892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:57.912968] [INFO ] [main ] AIZN: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 1.2s | Global ETA: 1h 4m 51s [2025-11-22T02:22:57.913883] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:57.913947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:57.914784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:57.917283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:57.918414] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:57.921088] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:57.923477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:57.925206] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:57.930988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.002197] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 4.6s | Global ETA: 1h 4m 52s [2025-11-22T02:22:58.003087] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:58.003164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.004816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.005315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:58.005718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:58.006594] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:58.008276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:58.011072] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:58.011795] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:58.014458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.186877] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 6m 42s | Global ETA: 1h 4m 52s [2025-11-22T02:22:58.187831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:58.187893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:58.192819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.194696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.195174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.256314] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.51% | Symbol ETA: 8.9s | Global ETA: 1h 4m 52s [2025-11-22T02:22:58.257197] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:58.257274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:58.262037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.263806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.264271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:58.264674] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:22:58.266202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.509384] [INFO ] [main ] AIZN: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 0.6s | Global ETA: 1h 4m 52s [2025-11-22T02:22:58.510265] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:22:58.510328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:58.511148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:22:58.513567] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:22:58.514712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:22:58.517356] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:22:58.519719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.521437] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:22:58.527157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.593320] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -1.41% | Symbol ETA: 4.0s | Global ETA: 1h 4m 52s [2025-11-22T02:22:58.594212] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:58.594276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.595938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.596433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:58.596845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:58.597731] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:58.599368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:58.602177] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:58.602904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:58.605555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.833858] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 6m 42s | Global ETA: 1h 4m 53s [2025-11-22T02:22:58.834900] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:58.834963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:58.840063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.841946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.842457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:58.857692] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 8.3s | Global ETA: 1h 4m 53s [2025-11-22T02:22:58.858561] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:58.858622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:58.863460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:58.865229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:58.865712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:58.866093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:22:58.867608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:59.104920] [INFO ] [main ] AIZN: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 0.0s | Global ETA: 1h 4m 53s [2025-11-22T02:22:59.182266] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 3.4s | Global ETA: 1h 4m 53s [2025-11-22T02:22:59.183173] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:59.183236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:59.184874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:59.185351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:59.185756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:59.186597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:59.188234] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:59.190989] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:59.191712] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:59.194340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:59.272398] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 1.03% [2025-11-22T02:22:59.440887] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 1.42%, Actual: 0.69% [2025-11-22T02:22:59.468366] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 6m 41s | Global ETA: 1h 4m 53s [2025-11-22T02:22:59.469293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:22:59.469353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:59.474220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:59.475976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:59.476436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:59.485591] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 7.7s | Global ETA: 1h 4m 53s [2025-11-22T02:22:59.486485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:22:59.486547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:22:59.491446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:59.493284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:59.493814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:59.494201] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:22:59.495732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:59.611089] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 2.52% [2025-11-22T02:22:59.769846] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 2.8s | Global ETA: 1h 4m 54s [2025-11-22T02:22:59.770736] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:22:59.770799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:22:59.772559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:22:59.773050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:22:59.773481] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:22:59.774522] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:22:59.776161] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:22:59.778971] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:22:59.779718] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:22:59.782341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:22:59.786329] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.62% [2025-11-22T02:22:59.960749] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -1.72%, Actual: 0.19% [2025-11-22T02:23:00.087312] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.26% | Symbol ETA: 6m 40s | Global ETA: 1h 4m 54s [2025-11-22T02:23:00.088250] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:00.088311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:00.093035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.094809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.095296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:00.109680] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 7.1s | Global ETA: 1h 4m 54s [2025-11-22T02:23:00.110556] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:00.110618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:00.115443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.117319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.117833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:00.118258] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:23:00.119861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:00.132231] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 1.14% [2025-11-22T02:23:00.307558] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.99% [2025-11-22T02:23:00.364974] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 2.2s | Global ETA: 1h 4m 55s [2025-11-22T02:23:00.366089] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:00.366152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.367956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.368451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:00.368862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:00.369762] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:00.371551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:00.374325] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:00.375265] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:23:00.378087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:00.485660] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.61% [2025-11-22T02:23:00.661880] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.03% [2025-11-22T02:23:00.714898] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 6m 40s | Global ETA: 1h 4m 55s [2025-11-22T02:23:00.716511] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:00.716572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:00.721663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.723544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.724025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:00.735940] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.04% | Symbol ETA: 6.5s | Global ETA: 1h 4m 55s [2025-11-22T02:23:00.736936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:00.736998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:00.741985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.743841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.744323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:00.744733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:23:00.746322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:00.834749] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.43% [2025-11-22T02:23:00.834969] [INFO ] [main ] AIZN: Magnitude Forecast Confidence: 45.0004% [2025-11-22T02:23:00.835065] [INFO ] [main ] AIZN: DISCARDED add_vwap_deviations (score: 45.00%) [2025-11-22T02:23:00.835110] [INFO ] [main ] AIZN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:23:00.835148] [INFO ] [main ] AIZN: Best accuracy: 54.07% [2025-11-22T02:23:00.835189] [INFO ] [main ] AIZN: Best feature set (6 features): ['add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day', 'add_true_range'] [2025-11-22T02:23:00.835226] [INFO ] [main ] AIZN: Improvement over baseline: 10.67% [2025-11-22T02:23:00.835260] [INFO ] [main ] AIZN: Total time: 6.9 minutes [2025-11-22T02:23:00.835288] [INFO ] [main ] AIZN: Average time per feature: 7.8 seconds [2025-11-22T02:23:00.835314] [INFO ] [main ] AIZN: Average speed: 0.13 features/sec [2025-11-22T02:23:00.969288] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 1.6s | Global ETA: 1h 4m 55s [2025-11-22T02:23:00.970185] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:00.970251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:00.971895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:00.972363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:00.972770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:00.973674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:00.975316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:00.978122] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:00.978875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:23:00.981505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:01.015137] [DEBUG] [METRICS ] AIZN: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 1.03% [2025-11-22T02:23:01.198575] [DEBUG] [METRICS ] AIZN: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 0.69% [2025-11-22T02:23:01.423453] [DEBUG] [METRICS ] AIZN: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 2.52% [2025-11-22T02:23:01.498549] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 6.0s | Global ETA: 1h 4m 56s [2025-11-22T02:23:01.499480] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:01.499543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:01.504389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:01.506174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:01.506662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:01.507047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:23:01.508554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:01.609058] [DEBUG] [METRICS ] AIZN: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 0.62% [2025-11-22T02:23:01.689445] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.17% | Symbol ETA: 6m 39s | Global ETA: 1h 4m 56s [2025-11-22T02:23:01.821355] [DEBUG] [METRICS ] AIZN: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 0.19% [2025-11-22T02:23:01.845164] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 1.1s | Global ETA: 1h 4m 56s [2025-11-22T02:23:01.846076] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:01.846153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:01.847841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:01.848315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:01.849060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:01.849953] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:01.851560] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:01.854359] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:01.855088] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:23:01.857833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:01.879265] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 2.06% [2025-11-22T02:23:01.993931] [DEBUG] [METRICS ] AIZN: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.14% [2025-11-22T02:23:02.109058] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 5.4s | Global ETA: 1h 4m 57s [2025-11-22T02:23:02.109943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:02.110005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:02.114890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:02.116613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:02.120191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:02.120573] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:23:02.122093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:02.172109] [DEBUG] [METRICS ] AIZN: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.99% [2025-11-22T02:23:02.186563] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 1.27% [2025-11-22T02:23:02.344539] [DEBUG] [METRICS ] AIZN: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 0.61% [2025-11-22T02:23:02.354036] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.43% [2025-11-22T02:23:02.479510] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.36% | Symbol ETA: 0.5s | Global ETA: 1h 4m 57s [2025-11-22T02:23:02.516307] [DEBUG] [METRICS ] AIZN: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.03% [2025-11-22T02:23:02.527308] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.28% [2025-11-22T02:23:02.655782] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.38% [2025-11-22T02:23:02.686768] [DEBUG] [METRICS ] AIZN: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.43% [2025-11-22T02:23:02.687324] [INFO ] [LOCAL ] Saved configuration for AIZN: 6 features, 54.07% accuracy -> ./output/feature-sets/AIZN.json [2025-11-22T02:23:02.689166] [INFO ] [main ] Progress: 26/57 symbols completed (45.6%). AIZN finished in 7m 2s. ETA: 1h 0m 30s. Rate: 0.51 symbols/min [2025-11-22T02:23:02.698391] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.71% [2025-11-22T02:23:02.700390] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:02.713465] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:02.714031] [INFO ] [main ] AWI: Testing with 53 available features [2025-11-22T02:23:02.714081] [INFO ] [main ] AWI: Establishing baseline with no features... [2025-11-22T02:23:02.714114] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:02.727030] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.14% | Symbol ETA: 4.7s | Global ETA: 1h 0m 31s [2025-11-22T02:23:02.728154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:02.728216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:02.728320] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:02.730017] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:02.733302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:02.735100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:02.735570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:02.735972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:23:02.737723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:02.836800] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.34% [2025-11-22T02:23:02.876536] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 0.86% [2025-11-22T02:23:03.021039] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.99%, Actual: 0.56% [2025-11-22T02:23:03.055998] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 1.26% [2025-11-22T02:23:03.190564] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -1.41%, Actual: 1.89% [2025-11-22T02:23:03.223118] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 0.22% [2025-11-22T02:23:03.352322] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 4.1s | Global ETA: 1h 0m 31s [2025-11-22T02:23:03.368297] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.14% [2025-11-22T02:23:03.384455] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.46% [2025-11-22T02:23:03.385383] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:03.391549] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 0.47% [2025-11-22T02:23:03.528324] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 1.51% [2025-11-22T02:23:03.543525] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.89% [2025-11-22T02:23:03.558258] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.17%, Actual: 1.19% [2025-11-22T02:23:03.558462] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.3589% [2025-11-22T02:23:03.558534] [INFO ] [main ] PEG: DISCARDED add_atr (score: 38.36%) [2025-11-22T02:23:03.558572] [INFO ] [main ] PEG: Testing feature 3/53: add_atr_10 [2025-11-22T02:23:03.558603] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:23:03.558636] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:03.569494] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:03.570747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:03.570808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:03.575818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:03.577633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:03.578127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:03.699133] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.51%, Actual: 1.90% [2025-11-22T02:23:03.713361] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.76% [2025-11-22T02:23:03.875526] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 0.37% [2025-11-22T02:23:03.882682] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.57% [2025-11-22T02:23:04.037482] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.29% [2025-11-22T02:23:04.038457] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:04.051874] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.90% [2025-11-22T02:23:04.052900] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 1.46% [2025-11-22T02:23:04.199926] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 3m 41s | Global ETA: 1h 0m 32s [2025-11-22T02:23:04.204139] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:04.204202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:04.209100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:04.210872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:04.211334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:04.223001] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.36%, Actual: 0.32% [2025-11-22T02:23:04.223197] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 43.6019% [2025-11-22T02:23:04.224066] [INFO ] [main ] AHH: DISCARDED add_volume_flow_differentials (score: 43.60%) [2025-11-22T02:23:04.224119] [INFO ] [main ] AHH: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:23:04.224152] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_volume_pressure_into_close'] [2025-11-22T02:23:04.224187] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:23:04.224637] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 2.19% [2025-11-22T02:23:04.237778] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:04.239095] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:04.239158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:04.240849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:04.241343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:04.241748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:04.242612] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:04.244227] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:04.247064] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:04.247814] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:04.249389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:04.393060] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.04%, Actual: 0.41% [2025-11-22T02:23:04.562491] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 0.75% [2025-11-22T02:23:04.669167] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -1.04% [2025-11-22T02:23:04.670108] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:04.743489] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.68% [2025-11-22T02:23:04.823689] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.98% | Symbol ETA: 3m 40s | Global ETA: 1h 0m 33s [2025-11-22T02:23:04.824583] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:04.824664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:04.826237] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 5.6s | Global ETA: 1h 0m 33s [2025-11-22T02:23:04.827128] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:04.827192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:04.828853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:04.829330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:04.829509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:04.829734] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:04.830584] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:04.831262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:04.831755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:04.832221] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:04.835028] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:04.835752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:04.837353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:04.912826] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.47% [2025-11-22T02:23:05.080513] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.49% [2025-11-22T02:23:05.080731] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 37.9137% [2025-11-22T02:23:05.080810] [INFO ] [main ] GTY: DISCARDED add_prior_mag_lag (score: 37.91%) [2025-11-22T02:23:05.080854] [INFO ] [main ] GTY: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:23:05.080886] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_overlap_v_prior_day'] [2025-11-22T02:23:05.080919] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:05.095330] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:05.096585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:05.096666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:05.101511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:05.103340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:05.103836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:05.104218] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:05.106547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:05.323863] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.00% [2025-11-22T02:23:05.324828] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:05.423179] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 5.1s | Global ETA: 1h 0m 34s [2025-11-22T02:23:05.424085] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:05.424149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:05.425819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:05.426309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:05.426709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:05.428198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:05.430296] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:05.433195] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:05.434021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:05.435614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:05.461930] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.60% | Symbol ETA: 3m 40s | Global ETA: 1h 0m 34s [2025-11-22T02:23:05.462835] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:05.462896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:05.467688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:05.469407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:05.469889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:05.692688] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 9.3s | Global ETA: 1h 0m 34s [2025-11-22T02:23:05.693568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:05.693630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:05.698426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:05.700149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:05.700621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:05.701025] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:05.703283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:05.941997] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.88% [2025-11-22T02:23:05.942949] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:06.024056] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 4.5s | Global ETA: 1h 0m 34s [2025-11-22T02:23:06.025202] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:06.025274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.027098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:06.027866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:06.028343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:06.029327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:06.031607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:06.034730] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:06.035492] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:06.037181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:06.086725] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.56% | Symbol ETA: 3m 39s | Global ETA: 1h 0m 35s [2025-11-22T02:23:06.087599] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:06.087679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:06.092490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.094271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:06.094750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:06.298230] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.98% | Symbol ETA: 8.7s | Global ETA: 1h 0m 35s [2025-11-22T02:23:06.299119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:06.299182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:06.304032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.305854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:06.306369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:06.306779] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:06.309143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:06.575198] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.71% [2025-11-22T02:23:06.576137] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:06.642296] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 3.9s | Global ETA: 1h 0m 35s [2025-11-22T02:23:06.643255] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:06.643341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.645224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:06.645822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:06.646225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:06.647174] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:06.648842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:06.651611] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:06.652342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:06.653937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:06.710530] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 3m 38s | Global ETA: 1h 0m 35s [2025-11-22T02:23:06.711434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:06.711494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:06.716233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.717983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:06.718439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:06.907366] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 8.1s | Global ETA: 1h 0m 36s [2025-11-22T02:23:06.908241] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:06.908304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:06.913086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:06.914837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:06.915309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:06.915707] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:06.918029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:07.217806] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.23% [2025-11-22T02:23:07.218816] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:07.252163] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 3.3s | Global ETA: 1h 0m 36s [2025-11-22T02:23:07.253158] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:07.253227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:07.255033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:07.255588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:07.256016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:07.256945] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:07.258774] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:07.261629] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:07.262392] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:07.264110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:07.338936] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 3m 38s | Global ETA: 1h 0m 36s [2025-11-22T02:23:07.339859] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:07.339920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:07.344679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:07.346415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:07.346893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:07.503225] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.93% | Symbol ETA: 7.5s | Global ETA: 1h 0m 36s [2025-11-22T02:23:07.504107] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:07.504169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:07.509037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:07.510895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:07.511385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:07.511801] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:07.514093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:07.851468] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.62% [2025-11-22T02:23:07.852423] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:07.871196] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -1.85% | Symbol ETA: 2.7s | Global ETA: 1h 0m 37s [2025-11-22T02:23:07.872151] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:07.872217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:07.874170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:07.874715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:07.875123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:07.876062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:07.877804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:07.880947] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:07.881728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:07.883523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:07.985348] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 3m 37s | Global ETA: 1h 0m 37s [2025-11-22T02:23:07.986273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:07.986335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:07.991109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:07.992850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:07.993309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:08.099632] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 6.9s | Global ETA: 1h 0m 37s [2025-11-22T02:23:08.100505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:08.100567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:08.105303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:08.107089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:08.107593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:08.107991] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:08.110249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:08.496295] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 2.1s | Global ETA: 1h 0m 37s [2025-11-22T02:23:08.497214] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:08.497306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:08.499317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:08.499820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:08.500214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:08.501104] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:08.502734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:08.505513] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:08.506238] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:08.507873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:08.511840] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.63% [2025-11-22T02:23:08.512793] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:08.632327] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 3m 37s | Global ETA: 1h 0m 38s [2025-11-22T02:23:08.633414] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:08.633476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:08.638884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:08.640672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:08.641144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:08.693419] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 6.3s | Global ETA: 1h 0m 38s [2025-11-22T02:23:08.694495] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:08.694557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:08.699572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:08.701281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:08.701774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:08.702153] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:08.704387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.102447] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 1.5s | Global ETA: 1h 0m 38s [2025-11-22T02:23:09.103467] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:09.103548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:09.105447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:09.105968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:09.106373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:09.107330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:09.109118] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:09.112081] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:09.113097] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:09.114974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.181829] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.38% [2025-11-22T02:23:09.261803] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.99% | Symbol ETA: 3m 36s | Global ETA: 1h 0m 38s [2025-11-22T02:23:09.262688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:09.262749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:09.267520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:09.272759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:09.273218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.295414] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.16% | Symbol ETA: 5.7s | Global ETA: 1h 0m 38s [2025-11-22T02:23:09.296290] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:09.296351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:09.301078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:09.303113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:09.303758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:09.304141] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:09.306451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.360868] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.24% [2025-11-22T02:23:09.541110] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.29%, Actual: 0.62% [2025-11-22T02:23:09.710253] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 0.9s | Global ETA: 1h 0m 39s [2025-11-22T02:23:09.711473] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:09.711537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:09.713184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:09.713690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:09.714077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:09.714949] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:09.716552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:09.716668] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 0.73% [2025-11-22T02:23:09.719338] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:09.720068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:09.721694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.890441] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 5.1s | Global ETA: 1h 0m 39s [2025-11-22T02:23:09.891330] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:09.891396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:09.892487] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 1.19% [2025-11-22T02:23:09.896118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:09.898052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:09.898519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:09.898915] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:09.901145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:09.919548] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.85% | Symbol ETA: 3m 35s | Global ETA: 1h 0m 39s [2025-11-22T02:23:10.062700] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 0.16% [2025-11-22T02:23:10.089703] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 2.06% [2025-11-22T02:23:10.236242] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 2.09% [2025-11-22T02:23:10.260139] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.98%, Actual: 1.27% [2025-11-22T02:23:10.291330] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 0.3s | Global ETA: 1h 0m 40s [2025-11-22T02:23:10.408945] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 1.84% [2025-11-22T02:23:10.430177] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.60%, Actual: 1.43% [2025-11-22T02:23:10.459082] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 1.38% [2025-11-22T02:23:10.503761] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.99% | Symbol ETA: 4.5s | Global ETA: 1h 0m 40s [2025-11-22T02:23:10.504625] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:10.504706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:10.509511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:10.511282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:10.511766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:10.512145] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:23:10.514463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:10.574806] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.62%, Actual: 0.67% [2025-11-22T02:23:10.598951] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.56%, Actual: 0.28% [2025-11-22T02:23:10.630804] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.34% [2025-11-22T02:23:10.742892] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.15% [2025-11-22T02:23:10.766911] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.71% [2025-11-22T02:23:10.804577] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 0.56% [2025-11-22T02:23:10.913422] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.38%, Actual: 0.34% [2025-11-22T02:23:10.913994] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 36.3622% [2025-11-22T02:23:10.914042] [INFO ] [main ] AWI: Baseline score (no features): 36.3622% [2025-11-22T02:23:10.914080] [INFO ] [main ] AWI: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:10.914112] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:23:10.914146] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:10.926963] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:10.928457] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:10.928516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:10.933299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:10.937980] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.86% [2025-11-22T02:23:10.985255] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.89% [2025-11-22T02:23:11.102710] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.69% | Symbol ETA: 3.9s | Global ETA: 1h 0m 41s [2025-11-22T02:23:11.110331] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 1.26% [2025-11-22T02:23:11.167155] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.14% [2025-11-22T02:23:11.276978] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 1.51% [2025-11-22T02:23:11.280356] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.22% [2025-11-22T02:23:11.343123] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -1.85%, Actual: 1.89% [2025-11-22T02:23:11.449140] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.99%, Actual: 0.47% [2025-11-22T02:23:11.450200] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.98%, Actual: 1.90% [2025-11-22T02:23:11.522162] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.76% [2025-11-22T02:23:11.574794] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 5m 42s | Global ETA: 1h 0m 41s [2025-11-22T02:23:11.575757] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:11.575821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:11.580835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:11.621768] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 0.37% [2025-11-22T02:23:11.624956] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.85%, Actual: 1.19% [2025-11-22T02:23:11.625160] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 33.2179% [2025-11-22T02:23:11.625244] [INFO ] [main ] PEG: DISCARDED add_atr_10 (score: 33.22%) [2025-11-22T02:23:11.625289] [INFO ] [main ] PEG: Testing feature 4/53: add_atr_5 [2025-11-22T02:23:11.625323] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:23:11.625359] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:11.636800] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:11.638213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:11.638277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:11.643486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:11.645399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:11.645939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:11.697222] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 1.57% [2025-11-22T02:23:11.791191] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.93%, Actual: 0.90% [2025-11-22T02:23:11.875789] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 1.46% [2025-11-22T02:23:11.958871] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 2.19% [2025-11-22T02:23:12.055152] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 0.32% [2025-11-22T02:23:12.055392] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.7992% [2025-11-22T02:23:12.055502] [INFO ] [main ] AHH: DISCARDED add_volume_pressure_into_close (score: 46.80%) [2025-11-22T02:23:12.055576] [INFO ] [main ] AHH: Testing feature 52/53: add_volume_zscore [2025-11-22T02:23:12.055613] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_volume_zscore'] [2025-11-22T02:23:12.055672] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:23:12.070240] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:12.071593] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:12.071690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:12.073480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:12.074031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:12.074433] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:12.075370] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:12.077199] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:12.080880] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:12.081740] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:12.083511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.127982] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 0.41% [2025-11-22T02:23:12.225223] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 2.61% | Symbol ETA: 5m 42s | Global ETA: 1h 0m 42s [2025-11-22T02:23:12.226116] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:12.226176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:12.231257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.272885] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 2m 17s | Global ETA: 1h 0m 42s [2025-11-22T02:23:12.273969] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:12.274031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:12.279196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:12.280951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:12.281408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.306927] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.16%, Actual: 0.75% [2025-11-22T02:23:12.479804] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.68% [2025-11-22T02:23:12.647661] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.99%, Actual: 1.47% [2025-11-22T02:23:12.694357] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 5.8s | Global ETA: 1h 0m 42s [2025-11-22T02:23:12.695320] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:12.695386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:12.697120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:12.697886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:12.698279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:12.699328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:12.701022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:12.703880] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:12.704697] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:12.706629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.814810] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.69%, Actual: 0.49% [2025-11-22T02:23:12.815016] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 51.2557% [2025-11-22T02:23:12.815107] [INFO ] [main ] GTY: DISCARDED add_range_overlap_v_prior_day (score: 51.26%) [2025-11-22T02:23:12.815150] [INFO ] [main ] GTY: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:23:12.815182] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency'] [2025-11-22T02:23:12.815216] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:12.829979] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:12.831272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:12.831333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:12.836146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:12.838249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:12.838740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:12.839122] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:12.841191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.873665] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 5m 42s | Global ETA: 1h 0m 43s [2025-11-22T02:23:12.874519] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:12.874578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:12.879360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:12.911709] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 2m 17s | Global ETA: 1h 0m 43s [2025-11-22T02:23:12.912601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:12.912689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:12.917833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:12.919691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:12.920168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:13.285197] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 5.0s | Global ETA: 1h 0m 43s [2025-11-22T02:23:13.286099] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:13.286162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:13.287841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:13.288323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:13.288763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:13.289612] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:13.291243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:13.294023] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:13.294752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:13.296297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:13.422061] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 8.8s | Global ETA: 1h 0m 43s [2025-11-22T02:23:13.422948] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:13.423010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:13.427844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:13.429658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:13.430145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:13.430530] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:13.432545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:13.504751] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 5m 39s | Global ETA: 1h 0m 43s [2025-11-22T02:23:13.505675] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:13.505734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:13.510635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:13.535527] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 2m 16s | Global ETA: 1h 0m 43s [2025-11-22T02:23:13.536417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:13.536482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:13.541392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:13.543144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:13.543602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:13.879974] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 4.4s | Global ETA: 1h 0m 44s [2025-11-22T02:23:13.880862] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:13.880926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:13.882900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:13.883395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:13.883815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:13.884685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:13.886310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:13.889192] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:13.889943] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:13.891565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.018513] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 8.2s | Global ETA: 1h 0m 44s [2025-11-22T02:23:14.019406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:14.019479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.024390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:14.026324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:14.026838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:14.027217] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:14.029414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.123453] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 5m 36s | Global ETA: 1h 0m 44s [2025-11-22T02:23:14.124340] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:14.124400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.129212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.160970] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 2m 16s | Global ETA: 1h 0m 44s [2025-11-22T02:23:14.161885] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:14.161948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.166902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:14.168769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:14.169250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.469371] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 3.8s | Global ETA: 1h 0m 45s [2025-11-22T02:23:14.470270] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:14.470334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:14.472023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:14.472495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:14.472909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:14.473775] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:14.475383] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:14.478234] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:14.479002] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:14.480579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.625396] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.82% | Symbol ETA: 7.6s | Global ETA: 1h 0m 45s [2025-11-22T02:23:14.626289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:14.626350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.631117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:14.632843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:14.633310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:14.633738] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:14.635752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.782260] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 5m 37s | Global ETA: 1h 0m 45s [2025-11-22T02:23:14.783158] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:14.783218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.788046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:14.790015] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 2m 15s | Global ETA: 1h 0m 45s [2025-11-22T02:23:14.790927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:14.790989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:14.795878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:14.797639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:14.798118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.063902] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.69% | Symbol ETA: 3.1s | Global ETA: 1h 0m 45s [2025-11-22T02:23:15.064812] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:15.064875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:15.066522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:15.067025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:15.067443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:15.068322] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:15.070011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:15.072958] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:15.073785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:15.075634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.221244] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.75% | Symbol ETA: 7.0s | Global ETA: 1h 0m 45s [2025-11-22T02:23:15.222131] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:15.222193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:15.227222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:15.229067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:15.229576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:15.230000] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:15.232077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.410870] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.53% | Symbol ETA: 2m 14s | Global ETA: 1h 0m 46s [2025-11-22T02:23:15.411762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:15.411822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:15.416562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:15.418343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:15.418830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.420916] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.22% | Symbol ETA: 5m 36s | Global ETA: 1h 0m 46s [2025-11-22T02:23:15.421825] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:15.421885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:15.426659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.671525] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.21% | Symbol ETA: 2.6s | Global ETA: 1h 0m 46s [2025-11-22T02:23:15.672445] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:15.672508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:15.674188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:15.674700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:15.675092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:15.675970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:15.677597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:15.680383] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:15.681113] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:15.682686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:15.827547] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 6.4s | Global ETA: 1h 0m 46s [2025-11-22T02:23:15.828848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:15.828914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:15.833767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:15.835659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:15.836153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:15.836541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:15.838661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.031365] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 2m 14s | Global ETA: 1h 0m 46s [2025-11-22T02:23:16.032248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:16.032324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:16.037117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:16.038885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:16.039345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.049198] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 5m 34s | Global ETA: 1h 0m 46s [2025-11-22T02:23:16.050130] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:16.050193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:16.055263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.263321] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 2.0s | Global ETA: 1h 0m 47s [2025-11-22T02:23:16.264234] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:16.264297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:16.265945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:16.266419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:16.266825] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:16.267715] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:16.269316] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:16.272098] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:16.272830] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:16.274373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.424081] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 5.8s | Global ETA: 1h 0m 47s [2025-11-22T02:23:16.425306] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:16.425370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:16.430185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:16.432004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:16.432485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:16.432888] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:16.434917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.648664] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.26% | Symbol ETA: 2m 13s | Global ETA: 1h 0m 47s [2025-11-22T02:23:16.649589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:16.649686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:16.654459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:16.656261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:16.656745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.687902] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 5m 33s | Global ETA: 1h 0m 47s [2025-11-22T02:23:16.688830] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:16.688893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:16.693741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:16.843057] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1.3s | Global ETA: 1h 0m 47s [2025-11-22T02:23:16.843948] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:16.844012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:16.845684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:16.846160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:16.846544] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:16.847426] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:16.849039] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:16.851787] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:16.852484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:16.854018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:17.033681] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.05% | Symbol ETA: 5.2s | Global ETA: 1h 0m 48s [2025-11-22T02:23:17.034578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:17.034662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:17.039632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:17.041459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:17.041961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:17.042349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:17.044468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:17.283595] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 2m 12s | Global ETA: 1h 0m 48s [2025-11-22T02:23:17.284476] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:17.284536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:17.289284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:17.291009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:17.291465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:17.319117] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.91% | Symbol ETA: 5m 32s | Global ETA: 1h 0m 48s [2025-11-22T02:23:17.423117] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 0.7s | Global ETA: 1h 0m 48s [2025-11-22T02:23:17.424047] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:17.424109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:17.425749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:17.426227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:17.426609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:17.427494] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:17.429112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:17.431912] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:17.432621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:23:17.434181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:17.490169] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 0.24% [2025-11-22T02:23:17.656019] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 0.62% [2025-11-22T02:23:17.658449] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 4.6s | Global ETA: 1h 0m 48s [2025-11-22T02:23:17.659329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:17.659390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:17.664089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:17.665840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:17.666325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:17.666728] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:17.668794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:17.821438] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 0.73% [2025-11-22T02:23:17.901701] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.17% | Symbol ETA: 2m 12s | Global ETA: 1h 0m 49s [2025-11-22T02:23:17.987553] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.19% [2025-11-22T02:23:18.000378] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 0.2s | Global ETA: 1h 0m 49s [2025-11-22T02:23:18.080743] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 2.06% [2025-11-22T02:23:18.153203] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.92%, Actual: 0.16% [2025-11-22T02:23:18.167497] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 1.38% [2025-11-22T02:23:18.244865] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.95% | Symbol ETA: 4.0s | Global ETA: 1h 0m 49s [2025-11-22T02:23:18.245775] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:18.245837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:18.247499] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 1.27% [2025-11-22T02:23:18.250602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:18.252596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:18.253104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:18.253487] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:23:18.255540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:18.320074] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 2.09% [2025-11-22T02:23:18.333618] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.34% [2025-11-22T02:23:18.415140] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 1.43% [2025-11-22T02:23:18.487331] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.22%, Actual: 1.84% [2025-11-22T02:23:18.502099] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.56% [2025-11-22T02:23:18.584117] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.28% [2025-11-22T02:23:18.654975] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.67% [2025-11-22T02:23:18.670512] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.89% [2025-11-22T02:23:18.752805] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.71% [2025-11-22T02:23:18.819993] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.15% [2025-11-22T02:23:18.836226] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.94% | Symbol ETA: 3.4s | Global ETA: 1h 0m 50s [2025-11-22T02:23:18.838506] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.69%, Actual: 0.14% [2025-11-22T02:23:18.919989] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 0.86% [2025-11-22T02:23:18.986280] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.91%, Actual: 0.34% [2025-11-22T02:23:18.986488] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 44.7736% [2025-11-22T02:23:18.986539] [INFO ] [main ] AWI: KEPT add_afternoon_v_morning_volatility_mix (score: 44.77%) [2025-11-22T02:23:18.986582] [INFO ] [main ] AWI: Testing feature 2/53: add_atr [2025-11-22T02:23:18.986615] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:23:18.986668] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:18.999307] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:19.000733] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:19.000793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:19.004374] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.21%, Actual: 1.89% [2025-11-22T02:23:19.005537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:19.007346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:19.007849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:19.008423] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 1.51% [2025-11-22T02:23:19.087014] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 1.26% [2025-11-22T02:23:19.171464] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.76% [2025-11-22T02:23:19.182040] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.58%, Actual: 1.90% [2025-11-22T02:23:19.254273] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 0.22% [2025-11-22T02:23:19.337511] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 1.57% [2025-11-22T02:23:19.349522] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.82%, Actual: 0.37% [2025-11-22T02:23:19.421437] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 0.47% [2025-11-22T02:23:19.503624] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 1.46% [2025-11-22T02:23:19.520104] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.75%, Actual: 0.90% [2025-11-22T02:23:19.588614] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.17%, Actual: 1.19% [2025-11-22T02:23:19.588864] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.3589% [2025-11-22T02:23:19.588951] [INFO ] [main ] PEG: DISCARDED add_atr_5 (score: 38.36%) [2025-11-22T02:23:19.588994] [INFO ] [main ] PEG: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:23:19.589025] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:23:19.589058] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:19.600241] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:19.601420] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:19.601480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:19.606279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:19.607068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:19.628772] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 6m 57s | Global ETA: 1h 0m 51s [2025-11-22T02:23:19.629687] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:19.629761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:19.634509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:19.636263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:19.636750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:19.670556] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 0.32% [2025-11-22T02:23:19.670793] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 46.2697% [2025-11-22T02:23:19.670883] [INFO ] [main ] AHH: DISCARDED add_volume_zscore (score: 46.27%) [2025-11-22T02:23:19.670925] [INFO ] [main ] AHH: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:23:19.670957] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_vwap_deviations'] [2025-11-22T02:23:19.671015] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T02:23:19.684312] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:19.685583] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:19.685669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:19.687355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:19.687884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:19.688273] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:19.688366] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 2.19% [2025-11-22T02:23:19.689154] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:19.690786] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:19.693552] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:19.694283] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:19.700334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:19.860095] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 0.41% [2025-11-22T02:23:20.029978] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 0.75% [2025-11-22T02:23:20.198787] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 0.68% [2025-11-22T02:23:20.214420] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 1m 41s | Global ETA: 1h 0m 51s [2025-11-22T02:23:20.215323] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:20.215383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:20.220198] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:20.220993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.271251] [INFO ] [main ] AHH: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 5.3s | Global ETA: 1h 0m 51s [2025-11-22T02:23:20.272190] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:20.272256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:20.274002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:20.274504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:20.274939] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:20.275853] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:20.277531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:20.277818] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.60% | Symbol ETA: 6m 57s | Global ETA: 1h 0m 51s [2025-11-22T02:23:20.278708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:20.278769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:20.280461] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:20.281202] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:20.283497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:20.285255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:20.285753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.287268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.368452] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.95%, Actual: 1.47% [2025-11-22T02:23:20.543034] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.94%, Actual: 0.49% [2025-11-22T02:23:20.543260] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 50.9816% [2025-11-22T02:23:20.543346] [INFO ] [main ] GTY: DISCARDED add_range_volume_efficiency (score: 50.98%) [2025-11-22T02:23:20.543391] [INFO ] [main ] GTY: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:23:20.543424] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:23:20.543461] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:20.557755] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:20.559154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:20.559216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:20.564196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:20.566045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:20.566539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:20.566963] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:20.571061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.826041] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 1m 40s | Global ETA: 1h 0m 52s [2025-11-22T02:23:20.826939] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:20.827000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:20.831718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:20.836213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.877548] [INFO ] [main ] AHH: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 4.8s | Global ETA: 1h 0m 52s [2025-11-22T02:23:20.878492] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:20.878558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:20.880334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:20.880851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:20.881261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:20.882173] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:20.883879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:20.886840] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:20.887598] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:20.893628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:20.904135] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 6m 56s | Global ETA: 1h 0m 52s [2025-11-22T02:23:20.905022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:20.905083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:20.909832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:20.911546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:20.912039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:21.182573] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 8.7s | Global ETA: 1h 0m 53s [2025-11-22T02:23:21.183502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:21.183564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:21.188804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:21.190671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:21.191161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:21.191553] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:21.195503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:21.450317] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.21% | Symbol ETA: 1m 40s | Global ETA: 1h 0m 53s [2025-11-22T02:23:21.451236] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:21.451297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:21.456136] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:21.456967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:21.472980] [INFO ] [main ] AHH: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 4.2s | Global ETA: 1h 0m 53s [2025-11-22T02:23:21.473889] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:21.473952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:21.475916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:21.476386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:21.476794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:21.477693] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:21.479299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:21.482131] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:21.482914] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:21.488778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:21.541181] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 6m 56s | Global ETA: 1h 0m 53s [2025-11-22T02:23:21.542104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:21.542165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:21.546980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:21.548909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:21.549419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:21.792334] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.75% | Symbol ETA: 8.1s | Global ETA: 1h 0m 53s [2025-11-22T02:23:21.793276] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:21.793338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:21.798313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:21.800357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:21.800889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:21.801292] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:21.805308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.062899] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 1m 39s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.063821] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:22.063882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:22.065405] [INFO ] [main ] AHH: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 3.6s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.066364] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:22.066429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:22.068299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:22.068805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:22.068962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:22.069197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:22.069764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.070083] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:22.071732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:22.074513] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:22.075241] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:22.080943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.174068] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.27% | Symbol ETA: 6m 55s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.174995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:22.175058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:22.180063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:22.181923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:22.182412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.410323] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.90% | Symbol ETA: 7.5s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.411223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:22.411287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:22.416199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:22.417996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:22.418457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:22.418856] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:22.422629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.651449] [INFO ] [main ] AHH: Lookback Days: 6, Magnitude: 1.76% | Symbol ETA: 3.0s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.652347] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:22.652410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:22.654046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:22.654515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:22.654920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:22.655795] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:22.657432] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:22.660255] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:22.660982] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:22.666722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.677579] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 1m 39s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.678500] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:22.678562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:22.683369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:22.684236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:22.819573] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 6m 54s | Global ETA: 1h 0m 54s [2025-11-22T02:23:22.820893] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:22.820956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:22.825809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:22.827756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:22.828248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.009291] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 6.8s | Global ETA: 1h 0m 55s [2025-11-22T02:23:23.010216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:23.010281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:23.015172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:23.016968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:23.017492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:23.017909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:23.021778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.235802] [INFO ] [main ] AHH: Lookback Days: 7, Magnitude: -2.05% | Symbol ETA: 2.4s | Global ETA: 1h 0m 55s [2025-11-22T02:23:23.236703] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:23.236767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:23.238482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:23.238977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:23.239363] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:23.240234] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:23.241869] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:23.244674] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:23.245380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:23.251119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.297451] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 1m 38s | Global ETA: 1h 0m 55s [2025-11-22T02:23:23.298353] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:23.298413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:23.303148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:23.303949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.481686] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 6m 54s | Global ETA: 1h 0m 55s [2025-11-22T02:23:23.482694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:23.482764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:23.487784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:23.489774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:23.490327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.606921] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 6.2s | Global ETA: 1h 0m 55s [2025-11-22T02:23:23.607895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:23.607959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:23.612955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:23.614785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:23.615268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:23.615682] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:23.619609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.817839] [INFO ] [main ] AHH: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 1.8s | Global ETA: 1h 0m 56s [2025-11-22T02:23:23.818738] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:23.818802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:23.820423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:23.820909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:23.821299] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:23.822181] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:23.823804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:23.826569] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:23.827309] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:23.832891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:23.909418] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 1m 37s | Global ETA: 1h 0m 56s [2025-11-22T02:23:23.910318] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:23.910379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:23.915090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:23.915889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.124755] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 6m 53s | Global ETA: 1h 0m 56s [2025-11-22T02:23:24.125785] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:24.125859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:24.130890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:24.132980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:24.133579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.204396] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 5.6s | Global ETA: 1h 0m 56s [2025-11-22T02:23:24.205293] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:24.205355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:24.210205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:24.212017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:24.212524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:24.212955] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:24.216847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.405111] [INFO ] [main ] AHH: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 1.2s | Global ETA: 1h 0m 56s [2025-11-22T02:23:24.406044] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:24.406119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:24.407890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:24.408391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:24.408821] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:24.409754] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:24.411447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:24.414765] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:24.415504] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:24.421662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.540257] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 1m 37s | Global ETA: 1h 0m 57s [2025-11-22T02:23:24.541168] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:24.541229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:24.546001] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:24.546792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.764817] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 6m 52s | Global ETA: 1h 0m 57s [2025-11-22T02:23:24.765723] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:24.765784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:24.770762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:24.772600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:24.773092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:24.808062] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 5.0s | Global ETA: 1h 0m 57s [2025-11-22T02:23:24.808951] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:24.809012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:24.813752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:24.815482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:24.815970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:24.816350] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:24.820198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:25.003960] [INFO ] [main ] AHH: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 0.6s | Global ETA: 1h 0m 57s [2025-11-22T02:23:25.004863] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:23:25.004926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:25.006557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:25.007065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:25.007459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:25.008362] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:25.010008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:23:25.012796] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:23:25.013505] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:23:25.019241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:25.144070] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.46% | Symbol ETA: 1m 36s | Global ETA: 1h 0m 57s [2025-11-22T02:23:25.144978] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:25.145039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:25.149856] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:25.150630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:25.417954] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.37% | Symbol ETA: 6m 52s | Global ETA: 1h 0m 58s [2025-11-22T02:23:25.419896] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 4.3s | Global ETA: 1h 0m 58s [2025-11-22T02:23:25.420822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:25.421223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:25.426214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:25.428030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:25.428522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:25.428939] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:25.433046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:25.591597] [INFO ] [main ] AHH: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 0.0s | Global ETA: 1h 0m 58s [2025-11-22T02:23:25.592916] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.24% [2025-11-22T02:23:25.750934] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.66% | Symbol ETA: 1m 36s | Global ETA: 1h 0m 58s [2025-11-22T02:23:25.759719] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 1.38% [2025-11-22T02:23:25.761585] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 0.62% [2025-11-22T02:23:25.917803] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 2.06% [2025-11-22T02:23:25.925440] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.34% [2025-11-22T02:23:25.931059] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.47%, Actual: 0.73% [2025-11-22T02:23:26.026680] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 3.7s | Global ETA: 1h 0m 58s [2025-11-22T02:23:26.027802] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:26.027865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:26.032959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:26.034923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:26.035421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:26.035826] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:23:26.039754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:26.085205] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 1.27% [2025-11-22T02:23:26.101303] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 1.19% [2025-11-22T02:23:26.109759] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 0.56% [2025-11-22T02:23:26.252107] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.21%, Actual: 1.43% [2025-11-22T02:23:26.275842] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 1.89% [2025-11-22T02:23:26.276143] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.27%, Actual: 0.16% [2025-11-22T02:23:26.419777] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 0.28% [2025-11-22T02:23:26.441076] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.76%, Actual: 0.14% [2025-11-22T02:23:26.447056] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 2.09% [2025-11-22T02:23:26.590438] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.71% [2025-11-22T02:23:26.607332] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.05%, Actual: 1.89% [2025-11-22T02:23:26.615576] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 1.84% [2025-11-22T02:23:26.629511] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 3.1s | Global ETA: 1h 0m 59s [2025-11-22T02:23:26.762357] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.86% [2025-11-22T02:23:26.774840] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.76% [2025-11-22T02:23:26.786018] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.67% [2025-11-22T02:23:26.800881] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.51% [2025-11-22T02:23:26.931288] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 1.26% [2025-11-22T02:23:26.939759] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 1.57% [2025-11-22T02:23:26.955303] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.15% [2025-11-22T02:23:26.970347] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.75%, Actual: 1.90% [2025-11-22T02:23:27.099493] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 0.22% [2025-11-22T02:23:27.104508] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 1.46% [2025-11-22T02:23:27.122662] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.37%, Actual: 0.34% [2025-11-22T02:23:27.122843] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 40.6831% [2025-11-22T02:23:27.122894] [INFO ] [main ] AWI: DISCARDED add_atr (score: 40.68%) [2025-11-22T02:23:27.122933] [INFO ] [main ] AWI: Testing feature 3/53: add_atr_10 [2025-11-22T02:23:27.122963] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:23:27.122997] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:27.135570] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:27.137021] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:27.137083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:27.138938] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.90%, Actual: 0.37% [2025-11-22T02:23:27.141913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:27.143707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:27.144190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:27.272089] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 0.32% [2025-11-22T02:23:27.272274] [INFO ] [main ] AHH: Magnitude Forecast Confidence: 57.1068% [2025-11-22T02:23:27.272379] [INFO ] [main ] AHH: KEPT add_vwap_deviations (score: 57.11%) [2025-11-22T02:23:27.272421] [INFO ] [main ] AHH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:23:27.272451] [INFO ] [main ] AHH: Best accuracy: 57.11% [2025-11-22T02:23:27.272482] [INFO ] [main ] AHH: Best feature set (8 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_prev_range_position', 'add_sma_ratio', 'add_vwap_deviations'] [2025-11-22T02:23:27.272513] [INFO ] [main ] AHH: Improvement over baseline: 10.88% [2025-11-22T02:23:27.272539] [INFO ] [main ] AHH: Total time: 6.7 minutes [2025-11-22T02:23:27.272566] [INFO ] [main ] AHH: Average time per feature: 7.8 seconds [2025-11-22T02:23:27.272594] [INFO ] [main ] AHH: Average speed: 0.13 features/sec [2025-11-22T02:23:27.274099] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 0.47% [2025-11-22T02:23:27.310700] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 0.90% [2025-11-22T02:23:27.437748] [DEBUG] [METRICS ] AHH: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 1.38% [2025-11-22T02:23:27.442566] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.66%, Actual: 1.19% [2025-11-22T02:23:27.442808] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 44.1150% [2025-11-22T02:23:27.442905] [INFO ] [main ] PEG: DISCARDED add_close_to_open_alignment (score: 44.12%) [2025-11-22T02:23:27.444931] [INFO ] [main ] PEG: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:23:27.444974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:23:27.445011] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:27.458036] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:27.459467] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:27.459529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:27.464616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:27.465584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:27.484699] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 2.19% [2025-11-22T02:23:27.606362] [DEBUG] [METRICS ] AHH: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.34% [2025-11-22T02:23:27.655802] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.41% [2025-11-22T02:23:27.773933] [DEBUG] [METRICS ] AHH: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 0.56% [2025-11-22T02:23:27.784566] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 3m 29s | Global ETA: 1h 1m 0s [2025-11-22T02:23:27.785482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:27.785545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:27.790969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:27.792824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:27.793316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:27.828490] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 0.75% [2025-11-22T02:23:27.940413] [DEBUG] [METRICS ] AHH: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 1.89% [2025-11-22T02:23:28.001819] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.68% [2025-11-22T02:23:28.077181] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 1m 19s | Global ETA: 1h 1m 1s [2025-11-22T02:23:28.078151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:28.078212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:28.083040] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:28.083985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:28.108203] [DEBUG] [METRICS ] AHH: 2025-11-14:2025-11-17: Predicted: 1.76%, Actual: 0.14% [2025-11-22T02:23:28.168031] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 1.47% [2025-11-22T02:23:28.292590] [DEBUG] [METRICS ] AHH: 2025-11-13:2025-11-14: Predicted: -2.05%, Actual: 1.89% [2025-11-22T02:23:28.333710] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.27%, Actual: 0.49% [2025-11-22T02:23:28.333897] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 43.4904% [2025-11-22T02:23:28.333981] [INFO ] [main ] GTY: DISCARDED add_range_volume_efficiency_refinements (score: 43.49%) [2025-11-22T02:23:28.334025] [INFO ] [main ] GTY: Testing feature 39/53: add_regime [2025-11-22T02:23:28.334057] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime'] [2025-11-22T02:23:28.334092] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:28.348429] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:28.349841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:28.349904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:28.354714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:28.356459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:28.356947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:28.357349] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:28.376763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:28.419135] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 3m 29s | Global ETA: 1h 1m 1s [2025-11-22T02:23:28.420045] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:28.420107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:28.425024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:28.426877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:28.427393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:28.461848] [DEBUG] [METRICS ] AHH: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.76% [2025-11-22T02:23:28.631285] [DEBUG] [METRICS ] AHH: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 1.57% [2025-11-22T02:23:28.692849] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 1m 19s | Global ETA: 1h 1m 1s [2025-11-22T02:23:28.693825] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:28.693888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:28.698903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:28.699884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:28.802720] [DEBUG] [METRICS ] AHH: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 1.46% [2025-11-22T02:23:28.967070] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 8.4s | Global ETA: 1h 1m 2s [2025-11-22T02:23:28.967990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:28.968052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:28.972794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:28.974515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:28.975003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:28.975381] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:28.975484] [DEBUG] [METRICS ] AHH: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 0.32% [2025-11-22T02:23:28.976072] [INFO ] [LOCAL ] Saved configuration for AHH: 8 features, 57.11% accuracy -> ./output/feature-sets/AHH.json [2025-11-22T02:23:28.977193] [INFO ] [main ] Progress: 27/57 symbols completed (47.4%). AHH finished in 6m 54s. ETA: 56m 52s. Rate: 0.53 symbols/min [2025-11-22T02:23:28.982851] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:28.995413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:28.996378] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:28.996877] [INFO ] [main ] SFB: Testing with 53 available features [2025-11-22T02:23:28.996927] [INFO ] [main ] SFB: Establishing baseline with no features... [2025-11-22T02:23:28.996964] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:29.010167] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:29.011463] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:29.062293] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 3m 28s | Global ETA: 56m 53s [2025-11-22T02:23:29.063173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:29.063254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:29.068026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:29.069784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:29.070253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:29.333715] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 1m 18s | Global ETA: 56m 53s [2025-11-22T02:23:29.334622] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:29.334705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:29.339721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:29.340679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:29.574460] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.18% [2025-11-22T02:23:29.575413] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:29.577598] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.54% | Symbol ETA: 7.8s | Global ETA: 56m 53s [2025-11-22T02:23:29.578598] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:29.578680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:29.583410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:29.585199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:29.585682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:29.586069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:29.606197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:29.705322] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 3m 27s | Global ETA: 56m 53s [2025-11-22T02:23:29.706238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:29.706300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:29.711077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:29.712885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:29.713386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:29.955417] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 1m 18s | Global ETA: 56m 54s [2025-11-22T02:23:29.956387] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:29.956451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:29.961338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:29.962311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:30.135043] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.45% [2025-11-22T02:23:30.136039] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:30.267400] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 3.10% | Symbol ETA: 7.3s | Global ETA: 56m 54s [2025-11-22T02:23:30.268349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:30.268414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:30.273263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:30.275097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:30.275580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:30.276335] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:30.297300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:30.337485] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 3m 27s | Global ETA: 56m 54s [2025-11-22T02:23:30.338411] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:30.338471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:30.343214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:30.344950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:30.345415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:30.593765] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 1m 17s | Global ETA: 56m 54s [2025-11-22T02:23:30.594670] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:30.594732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:30.599504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:30.600442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:30.697157] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.58% [2025-11-22T02:23:30.698149] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:30.895525] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.82% | Symbol ETA: 6.7s | Global ETA: 56m 55s [2025-11-22T02:23:30.896413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:30.896476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:30.901222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:30.902957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:30.903425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:30.903829] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:30.923117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:30.970608] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 3m 26s | Global ETA: 56m 55s [2025-11-22T02:23:30.971499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:30.971560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:30.976312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:30.978138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:30.978606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:31.199573] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 1m 16s | Global ETA: 56m 55s [2025-11-22T02:23:31.200467] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:31.200528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:31.205307] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:31.206236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:31.270119] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.51% [2025-11-22T02:23:31.271077] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:31.512929] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 6.0s | Global ETA: 56m 55s [2025-11-22T02:23:31.513871] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:31.513936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:31.518932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:31.520783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:31.521278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:31.521692] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:31.542228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:31.617792] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 3m 25s | Global ETA: 56m 55s [2025-11-22T02:23:31.618702] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:31.618763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:31.623518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:31.625298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:31.625793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:31.804440] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.17% | Symbol ETA: 1m 16s | Global ETA: 56m 56s [2025-11-22T02:23:31.805334] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:31.805396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:31.810375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:31.811444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:31.841387] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.10% [2025-11-22T02:23:31.842322] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:32.144708] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 5.4s | Global ETA: 56m 56s [2025-11-22T02:23:32.145581] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:32.145667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:32.150402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:32.152143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:32.152609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:32.153013] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:32.173287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:32.244841] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 3m 25s | Global ETA: 56m 56s [2025-11-22T02:23:32.245740] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:32.245809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:32.250696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:32.252443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:32.252960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:32.398994] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.84% [2025-11-22T02:23:32.399954] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:32.417043] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.82% | Symbol ETA: 1m 15s | Global ETA: 56m 56s [2025-11-22T02:23:32.417959] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:32.418021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:32.422742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:32.426837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:32.758398] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.79% | Symbol ETA: 4.8s | Global ETA: 56m 57s [2025-11-22T02:23:32.759281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:32.759343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:32.764090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:32.765832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:32.766305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:32.766700] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:32.786045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:32.881981] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.33% | Symbol ETA: 3m 24s | Global ETA: 56m 57s [2025-11-22T02:23:32.882868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:32.882929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:32.887753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:32.889517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:32.890024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:32.974231] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.85% [2025-11-22T02:23:32.975724] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:33.023306] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.36% | Symbol ETA: 1m 14s | Global ETA: 56m 57s [2025-11-22T02:23:33.024215] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:33.024276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:33.029086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:33.030020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:33.389601] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 4.1s | Global ETA: 56m 57s [2025-11-22T02:23:33.390617] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:33.390702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:33.395680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:33.397533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:33.398060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:33.398450] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:33.418496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:33.516554] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 3m 23s | Global ETA: 56m 58s [2025-11-22T02:23:33.600722] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.47% [2025-11-22T02:23:33.601675] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:33.624772] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.92% | Symbol ETA: 1m 14s | Global ETA: 56m 58s [2025-11-22T02:23:33.682812] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.24% [2025-11-22T02:23:33.791273] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 2.06% [2025-11-22T02:23:33.848090] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.62% [2025-11-22T02:23:33.960554] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 1.27% [2025-11-22T02:23:34.013399] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.73% [2025-11-22T02:23:34.025320] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 3.5s | Global ETA: 56m 58s [2025-11-22T02:23:34.026282] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:34.026348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:34.031267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:34.033107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:34.033631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:34.034070] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:23:34.054701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:34.125117] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 1.43% [2025-11-22T02:23:34.170341] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.03% [2025-11-22T02:23:34.171270] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:23:34.178357] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.19% [2025-11-22T02:23:34.290376] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 0.28% [2025-11-22T02:23:34.345287] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.16% [2025-11-22T02:23:34.455548] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.71% [2025-11-22T02:23:34.511286] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 2.09% [2025-11-22T02:23:34.621239] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 0.86% [2025-11-22T02:23:34.669463] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 2.9s | Global ETA: 56m 59s [2025-11-22T02:23:34.678344] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 1.84% [2025-11-22T02:23:34.737990] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.09% [2025-11-22T02:23:34.840014] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.17%, Actual: 1.26% [2025-11-22T02:23:34.843517] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.67% [2025-11-22T02:23:34.845237] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 1.51% [2025-11-22T02:23:34.907871] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 1.09% [2025-11-22T02:23:35.008546] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.82%, Actual: 0.22% [2025-11-22T02:23:35.009244] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 0.15% [2025-11-22T02:23:35.021927] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.54%, Actual: 1.90% [2025-11-22T02:23:35.077157] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 0.76% [2025-11-22T02:23:35.172897] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.36%, Actual: 0.47% [2025-11-22T02:23:35.174008] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 0.34% [2025-11-22T02:23:35.174217] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 54.2185% [2025-11-22T02:23:35.174333] [INFO ] [main ] AWI: KEPT add_atr_10 (score: 54.22%) [2025-11-22T02:23:35.174376] [INFO ] [main ] AWI: Testing feature 4/53: add_atr_5 [2025-11-22T02:23:35.174408] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:23:35.174443] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:35.187206] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:35.188727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:35.188788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:35.193477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:35.195257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:35.195752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:35.196199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:35.196521] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 3.10%, Actual: 0.37% [2025-11-22T02:23:35.261270] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.53% [2025-11-22T02:23:35.336799] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.92%, Actual: 1.19% [2025-11-22T02:23:35.336977] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.0226% [2025-11-22T02:23:35.337058] [INFO ] [main ] PEG: DISCARDED add_composite_volatility_context (score: 38.02%) [2025-11-22T02:23:35.337099] [INFO ] [main ] PEG: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:23:35.337130] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T02:23:35.337163] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:35.348082] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:35.349260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:35.349320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:35.354067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:35.356468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:35.370627] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.82%, Actual: 0.90% [2025-11-22T02:23:35.426709] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.23% [2025-11-22T02:23:35.537339] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 2.19% [2025-11-22T02:23:35.593585] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.09% [2025-11-22T02:23:35.703815] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.41% [2025-11-22T02:23:35.762270] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 1.47% [2025-11-22T02:23:35.820708] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 2m 17s | Global ETA: 57m 0s [2025-11-22T02:23:35.821621] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:35.821702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:35.826457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:35.828433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:35.828939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:35.829379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:35.870383] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.79%, Actual: 0.75% [2025-11-22T02:23:35.932546] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.32% [2025-11-22T02:23:35.963039] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 1m 6s | Global ETA: 57m 0s [2025-11-22T02:23:35.963935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:35.963996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:35.968725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:35.971112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:36.036264] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.68% [2025-11-22T02:23:36.103126] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 1.18% [2025-11-22T02:23:36.201055] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.47% [2025-11-22T02:23:36.271735] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 0.59% [2025-11-22T02:23:36.365993] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.38%, Actual: 0.49% [2025-11-22T02:23:36.366165] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 47.7579% [2025-11-22T02:23:36.366249] [INFO ] [main ] GTY: DISCARDED add_regime (score: 47.76%) [2025-11-22T02:23:36.366311] [INFO ] [main ] GTY: Testing feature 40/53: add_regime_flags [2025-11-22T02:23:36.366344] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_regime_flags'] [2025-11-22T02:23:36.366378] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:36.380799] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:36.382070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:36.382132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.386863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:36.388617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:36.389109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:36.389489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:36.390482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:36.447702] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.94% [2025-11-22T02:23:36.447927] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 45.0390% [2025-11-22T02:23:36.447976] [INFO ] [main ] SFB: Baseline score (no features): 45.0390% [2025-11-22T02:23:36.448015] [INFO ] [main ] SFB: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.448048] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:23:36.448081] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:36.460186] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 2m 17s | Global ETA: 57m 1s [2025-11-22T02:23:36.461102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:36.461165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.462073] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:36.463331] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:36.463392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.466016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:36.467909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:36.468166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:36.468406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:36.468868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:36.579189] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 1m 5s | Global ETA: 57m 1s [2025-11-22T02:23:36.580127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:36.580188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.584895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:36.587312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:36.971796] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 8.0s | Global ETA: 57m 1s [2025-11-22T02:23:36.972696] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:36.972757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:36.977808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:36.979510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:36.979999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:36.980383] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:36.981391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.029600] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 4m 60s | Global ETA: 57m 1s [2025-11-22T02:23:37.030541] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:37.030603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.035457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.122946] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 2m 16s | Global ETA: 57m 2s [2025-11-22T02:23:37.123886] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:37.123946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.128772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:37.130493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:37.130985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:37.131413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.193037] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -4.14% | Symbol ETA: 1m 5s | Global ETA: 57m 2s [2025-11-22T02:23:37.193948] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:37.194009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.199130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:37.201528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.574818] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.25% | Symbol ETA: 7.5s | Global ETA: 57m 2s [2025-11-22T02:23:37.575732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:37.575795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.580680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:37.582464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:37.582984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:37.583407] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:37.584431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.609321] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 5m 3s | Global ETA: 57m 2s [2025-11-22T02:23:37.610233] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:37.610293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.615135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.762283] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 2m 15s | Global ETA: 57m 2s [2025-11-22T02:23:37.763215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:37.763277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.768073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:37.769818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:37.770318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:37.770769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:37.812122] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 1m 4s | Global ETA: 57m 2s [2025-11-22T02:23:37.813017] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:37.813078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:37.817952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:37.820359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.174900] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.63% | Symbol ETA: 6.9s | Global ETA: 57m 3s [2025-11-22T02:23:38.175801] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:38.175863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.181126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:38.182956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:38.183467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:38.183888] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:38.184909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.193392] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 5m 4s | Global ETA: 57m 3s [2025-11-22T02:23:38.194335] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:38.194396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.199674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.433463] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 2m 15s | Global ETA: 57m 3s [2025-11-22T02:23:38.434834] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:38.434916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.442487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:38.445171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:38.445934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:38.446604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.466634] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 1m 4s | Global ETA: 57m 3s [2025-11-22T02:23:38.467901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:38.467982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.475407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:38.478447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.971614] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 5m 30s | Global ETA: 57m 4s [2025-11-22T02:23:38.972995] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:38.973070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.978798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:38.990556] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 6.6s | Global ETA: 57m 4s [2025-11-22T02:23:38.991863] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:38.991941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:38.999228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:39.001618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:39.002264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:39.002780] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:39.004063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.322987] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 1m 3s | Global ETA: 57m 4s [2025-11-22T02:23:39.323886] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:39.323961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:39.328738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:39.331096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.334915] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 2m 14s | Global ETA: 57m 4s [2025-11-22T02:23:39.335890] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:39.335956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:39.341066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:39.343549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:39.344136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:39.344817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.605748] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 5m 30s | Global ETA: 57m 4s [2025-11-22T02:23:39.606685] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:39.606745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:39.611511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.687086] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 6.0s | Global ETA: 57m 4s [2025-11-22T02:23:39.688045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:39.688122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:39.692891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:39.694631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:39.695137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:39.695522] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:39.696554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.946406] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 1m 2s | Global ETA: 57m 5s [2025-11-22T02:23:39.947328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:39.947388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:39.952298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:39.954747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:39.999330] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 2m 14s | Global ETA: 57m 5s [2025-11-22T02:23:40.000235] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:40.000297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.005215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:40.007007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:40.007681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:40.008146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.207775] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 5m 27s | Global ETA: 57m 5s [2025-11-22T02:23:40.208720] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:40.208792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.213994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.276682] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.79% | Symbol ETA: 5.3s | Global ETA: 57m 5s [2025-11-22T02:23:40.277595] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:40.277992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.282722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:40.284454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:40.284953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:40.285338] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:40.286322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.569161] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 4.62% | Symbol ETA: 1m 2s | Global ETA: 57m 5s [2025-11-22T02:23:40.570044] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:40.570104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.574881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:40.577300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.638435] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 2m 13s | Global ETA: 57m 5s [2025-11-22T02:23:40.639418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:40.639494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.644385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:40.646226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:40.646722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:40.647184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.803501] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 5m 24s | Global ETA: 57m 6s [2025-11-22T02:23:40.804393] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:40.804453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.809317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:40.872680] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.32% | Symbol ETA: 4.6s | Global ETA: 57m 6s [2025-11-22T02:23:40.873569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:40.873631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:40.878452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:40.880212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:40.880706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:40.881089] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:40.882066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:41.188365] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 1m 1s | Global ETA: 57m 6s [2025-11-22T02:23:41.189270] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:23:41.189330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:41.194033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:41.196411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:41.288603] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 2m 12s | Global ETA: 57m 6s [2025-11-22T02:23:41.289491] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:41.289552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:41.294313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:41.296049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:41.296539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:41.296994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:41.401818] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 5m 22s | Global ETA: 57m 6s [2025-11-22T02:23:41.402759] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:41.402821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:41.408114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:41.461034] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 1.49% | Symbol ETA: 3.9s | Global ETA: 57m 6s [2025-11-22T02:23:41.461938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:41.461999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:41.466785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:41.468552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:41.469048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:41.469463] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:41.470436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:41.810614] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.53% | Symbol ETA: 1m 1s | Global ETA: 57m 7s [2025-11-22T02:23:41.936716] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.78% | Symbol ETA: 2m 12s | Global ETA: 57m 7s [2025-11-22T02:23:41.983179] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 2.06% [2025-11-22T02:23:42.025663] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.70% | Symbol ETA: 5m 22s | Global ETA: 57m 7s [2025-11-22T02:23:42.026548] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:23:42.026606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:42.031777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:42.055394] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.67% | Symbol ETA: 3.3s | Global ETA: 57m 7s [2025-11-22T02:23:42.056272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:42.056333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:42.061188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:42.062923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:42.063402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:42.063802] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:42.064793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:42.154249] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 1.27% [2025-11-22T02:23:42.160706] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 0.24% [2025-11-22T02:23:42.325349] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -4.14%, Actual: 1.43% [2025-11-22T02:23:42.326590] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.62% [2025-11-22T02:23:42.491140] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 0.73% [2025-11-22T02:23:42.502256] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.32%, Actual: 0.28% [2025-11-22T02:23:42.604351] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 5m 19s | Global ETA: 57m 8s [2025-11-22T02:23:42.642834] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 2.7s | Global ETA: 57m 8s [2025-11-22T02:23:42.658637] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 1.19% [2025-11-22T02:23:42.675443] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.71% [2025-11-22T02:23:42.773624] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 1.09% [2025-11-22T02:23:42.810525] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 1.88%, Actual: 1.51% [2025-11-22T02:23:42.826454] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.37%, Actual: 0.16% [2025-11-22T02:23:42.852093] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.18%, Actual: 0.86% [2025-11-22T02:23:42.942417] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 0.76% [2025-11-22T02:23:42.977165] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.25%, Actual: 1.90% [2025-11-22T02:23:42.992829] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 2.09% [2025-11-22T02:23:43.025160] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 1.26% [2025-11-22T02:23:43.114125] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.86%, Actual: 0.53% [2025-11-22T02:23:43.141673] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.63%, Actual: 0.37% [2025-11-22T02:23:43.158610] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 1.84% [2025-11-22T02:23:43.195201] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 4.62%, Actual: 0.22% [2025-11-22T02:23:43.285102] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.23% [2025-11-22T02:23:43.311094] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 0.90% [2025-11-22T02:23:43.324921] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.67% [2025-11-22T02:23:43.364975] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.47% [2025-11-22T02:23:43.453920] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.09% [2025-11-22T02:23:43.475627] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 2.19% [2025-11-22T02:23:43.491994] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 0.15% [2025-11-22T02:23:43.538287] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.53%, Actual: 1.19% [2025-11-22T02:23:43.538487] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 48.8621% [2025-11-22T02:23:43.538598] [INFO ] [main ] PEG: KEPT add_day_shape_ratios (score: 48.86%) [2025-11-22T02:23:43.538683] [INFO ] [main ] PEG: Testing feature 8/53: add_directional_consistency [2025-11-22T02:23:43.538722] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:23:43.538759] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:43.551529] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:43.552869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:43.552933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:43.558340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:43.560901] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:43.622902] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.47% [2025-11-22T02:23:43.641850] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.79%, Actual: 0.41% [2025-11-22T02:23:43.659351] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 0.34% [2025-11-22T02:23:43.659550] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 36.6309% [2025-11-22T02:23:43.659601] [INFO ] [main ] AWI: DISCARDED add_atr_5 (score: 36.63%) [2025-11-22T02:23:43.659657] [INFO ] [main ] AWI: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:23:43.659693] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:23:43.659750] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:43.672381] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:43.673674] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:43.673735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:43.678492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:43.680298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:43.680788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:43.681523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:43.694010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:43.792079] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.32% [2025-11-22T02:23:43.807756] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.32%, Actual: 0.75% [2025-11-22T02:23:43.962919] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 1.18% [2025-11-22T02:23:43.976343] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 1.49%, Actual: 0.68% [2025-11-22T02:23:44.133711] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.59% [2025-11-22T02:23:44.195370] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.67%, Actual: 1.47% [2025-11-22T02:23:44.304352] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.94% [2025-11-22T02:23:44.304587] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 48.2718% [2025-11-22T02:23:44.304661] [INFO ] [main ] SFB: KEPT add_afternoon_v_morning_volatility_mix (score: 48.27%) [2025-11-22T02:23:44.304702] [INFO ] [main ] SFB: Testing feature 2/53: add_atr [2025-11-22T02:23:44.304734] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:23:44.304767] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:44.305172] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 1m 48s | Global ETA: 57m 9s [2025-11-22T02:23:44.306077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:44.306149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.311041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:44.312787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:44.313273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:44.314018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.318054] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:44.319411] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:44.319472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.324299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:44.326085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:44.326543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.328716] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 59.7s | Global ETA: 57m 10s [2025-11-22T02:23:44.329610] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:44.329691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.334434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:44.336845] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:44.365036] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 0.49% [2025-11-22T02:23:44.365273] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 52.9999% [2025-11-22T02:23:44.365354] [INFO ] [main ] GTY: DISCARDED add_regime_flags (score: 53.00%) [2025-11-22T02:23:44.365396] [INFO ] [main ] GTY: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:23:44.365428] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:23:44.365463] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:44.380024] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:44.381403] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:44.381466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.386288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:44.388074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:44.388588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:44.388991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:44.389409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:44.390412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:44.392006] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:44.393024] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:44.393726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.468535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.905792] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 6m 46s | Global ETA: 57m 10s [2025-11-22T02:23:44.906999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:44.907060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.912096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:44.914008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:44.914499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.939061] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 1m 47s | Global ETA: 57m 10s [2025-11-22T02:23:44.940012] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:44.940073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:44.945025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:44.946808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:44.947339] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:44.948448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:44.999594] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 8.0s | Global ETA: 57m 10s [2025-11-22T02:23:45.000510] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:45.000575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.005341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:45.007093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:45.007588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:45.007990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:45.008432] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:45.009479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:45.011081] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:45.012092] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:45.012761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:45.112791] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 2.01% | Symbol ETA: 59.0s | Global ETA: 57m 10s [2025-11-22T02:23:45.114287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:45.114351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.121522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:45.124052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:45.256436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:45.502367] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 6m 45s | Global ETA: 57m 11s [2025-11-22T02:23:45.503246] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:45.503306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.508021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:45.509747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:45.510205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:45.607045] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 3.12% | Symbol ETA: 7.3s | Global ETA: 57m 11s [2025-11-22T02:23:45.607960] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:45.608024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.612718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:45.614425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:45.614919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:45.615306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:45.615733] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:45.616730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:45.618301] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:45.619313] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:45.619981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:45.635267] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 1m 46s | Global ETA: 57m 11s [2025-11-22T02:23:45.636176] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:45.636237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.641017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:45.642775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:45.643237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:45.643979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:45.870709] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 58.1s | Global ETA: 57m 11s [2025-11-22T02:23:45.871579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:45.871660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:45.876396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:45.878821] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:46.002888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.068722] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 6m 45s | Global ETA: 57m 11s [2025-11-22T02:23:46.069683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:46.069744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.074472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.076207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:46.076680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.205011] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.38% | Symbol ETA: 6.7s | Global ETA: 57m 12s [2025-11-22T02:23:46.205920] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:46.205983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.210793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.212534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:46.213034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:46.213419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:46.213849] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:46.214854] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:46.216433] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:46.217605] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:46.218280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.266399] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 1m 46s | Global ETA: 57m 12s [2025-11-22T02:23:46.267368] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:46.267432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.272343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.274248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:46.274764] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:46.275508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.622610] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 57.3s | Global ETA: 57m 12s [2025-11-22T02:23:46.623495] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:46.623555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.628429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:46.630825] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:46.635985] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 6m 44s | Global ETA: 57m 12s [2025-11-22T02:23:46.636877] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:46.636937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.641706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.643409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:46.643888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.752362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.831582] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 6.1s | Global ETA: 57m 12s [2025-11-22T02:23:46.832521] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:46.832585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.837773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.839879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:46.840395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:46.840971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:46.841408] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:46.842486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:46.844183] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:46.845231] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:46.845925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:46.916967] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.54% | Symbol ETA: 1m 45s | Global ETA: 57m 12s [2025-11-22T02:23:46.917923] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:46.917988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:46.922880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:46.924672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:46.925161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:46.926078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:47.208920] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 6m 44s | Global ETA: 57m 13s [2025-11-22T02:23:47.209843] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:47.209905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:47.214833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:47.216602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:47.217109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:47.362268] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 56.5s | Global ETA: 57m 13s [2025-11-22T02:23:47.363195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:47.363265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:47.368627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:47.371104] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:47.462544] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 5.5s | Global ETA: 57m 13s [2025-11-22T02:23:47.463437] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:47.463502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:47.468811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:47.470590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:47.471096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:47.471482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:47.471914] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:47.472927] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:47.474502] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:47.475538] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:47.476224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:47.499050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:47.600041] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 1m 44s | Global ETA: 57m 13s [2025-11-22T02:23:47.600983] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:47.601048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:47.605980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:47.607799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:47.608286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:47.609058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:47.780986] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 6m 43s | Global ETA: 57m 13s [2025-11-22T02:23:47.781876] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:47.781936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:47.786584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:47.788378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:47.788862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.077034] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 4.9s | Global ETA: 57m 14s [2025-11-22T02:23:48.078000] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:48.078065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.083173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.084934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:48.085402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:48.085802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:48.086210] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:48.087211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:48.088938] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:48.089958] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:48.090605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.115341] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 55.8s | Global ETA: 57m 14s [2025-11-22T02:23:48.116235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:48.116296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.121101] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:48.123585] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:48.255045] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 1m 44s | Global ETA: 57m 14s [2025-11-22T02:23:48.255991] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:48.256054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.256271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.260972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.262822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:48.263313] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:48.264092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.352578] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 6m 42s | Global ETA: 57m 14s [2025-11-22T02:23:48.353494] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:48.353554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.358413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.360161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:48.360625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.679986] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 4.2s | Global ETA: 57m 14s [2025-11-22T02:23:48.680878] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:48.680942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.685639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.687383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:48.687876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:48.688271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:48.688724] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:48.689756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:48.691330] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:48.692359] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:48.693022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.868556] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.41% | Symbol ETA: 55.0s | Global ETA: 57m 15s [2025-11-22T02:23:48.869486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:48.869547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.874251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:48.876629] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:48.908071] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 1m 43s | Global ETA: 57m 15s [2025-11-22T02:23:48.909032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:48.909094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.913867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.915605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:48.916086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:48.916828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.928026] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 6m 42s | Global ETA: 57m 15s [2025-11-22T02:23:48.928937] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:48.928998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:48.933775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:48.935490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:48.935973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:48.998503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:49.296681] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 3.6s | Global ETA: 57m 15s [2025-11-22T02:23:49.297571] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:49.297635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:49.302317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:49.304065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:49.304539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:49.304939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:49.305346] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:49.306354] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:49.307957] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:49.308957] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:49.309598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:49.497466] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 6m 41s | Global ETA: 57m 15s [2025-11-22T02:23:49.498408] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:49.498469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:49.503188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:49.504947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:49.505815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:49.564617] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 42s | Global ETA: 57m 15s [2025-11-22T02:23:49.565665] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:49.565731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:49.570837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:49.572629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:49.573128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:23:49.573901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:49.608896] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.90% | Symbol ETA: 54.2s | Global ETA: 57m 15s [2025-11-22T02:23:49.610219] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:49.610279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:49.615044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:49.617445] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:49.739061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:49.900732] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.74% | Symbol ETA: 3.0s | Global ETA: 57m 16s [2025-11-22T02:23:49.901598] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:23:49.901681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:49.906424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:49.908164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:49.908688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:49.909073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:49.909521] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:23:49.910523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:23:49.912105] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:23:49.913120] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:23:49.913820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:50.071628] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 6m 41s | Global ETA: 57m 16s [2025-11-22T02:23:50.239396] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 1m 42s | Global ETA: 57m 16s [2025-11-22T02:23:50.241366] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 1.09% [2025-11-22T02:23:50.350854] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.86% | Symbol ETA: 53.5s | Global ETA: 57m 16s [2025-11-22T02:23:50.351749] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:50.351810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:50.356562] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:50.359081] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:23:50.420931] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 1.44%, Actual: 0.24% [2025-11-22T02:23:50.423937] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.58%, Actual: 0.76% [2025-11-22T02:23:50.482633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:50.549516] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 2.4s | Global ETA: 57m 16s [2025-11-22T02:23:50.594913] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.53% [2025-11-22T02:23:50.600750] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 0.62% [2025-11-22T02:23:50.729827] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 1.51% [2025-11-22T02:23:50.763736] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 0.23% [2025-11-22T02:23:50.778555] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 0.73% [2025-11-22T02:23:50.902590] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 3.12%, Actual: 1.90% [2025-11-22T02:23:50.929749] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.09% [2025-11-22T02:23:50.952338] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.19% [2025-11-22T02:23:51.075251] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.38%, Actual: 0.37% [2025-11-22T02:23:51.095067] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.37% | Symbol ETA: 52.7s | Global ETA: 57m 17s [2025-11-22T02:23:51.096154] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 1.47% [2025-11-22T02:23:51.124024] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.54%, Actual: 0.16% [2025-11-22T02:23:51.242522] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.58%, Actual: 0.90% [2025-11-22T02:23:51.261197] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.32% [2025-11-22T02:23:51.264460] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 2.06% [2025-11-22T02:23:51.293491] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 2.09% [2025-11-22T02:23:51.411606] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.07%, Actual: 2.19% [2025-11-22T02:23:51.431751] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 1.18% [2025-11-22T02:23:51.436863] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 2.01%, Actual: 1.27% [2025-11-22T02:23:51.462121] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 1.84% [2025-11-22T02:23:51.580713] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.41% [2025-11-22T02:23:51.600149] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 0.59% [2025-11-22T02:23:51.607961] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 1.43% [2025-11-22T02:23:51.640733] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.67% [2025-11-22T02:23:51.750164] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 0.75% [2025-11-22T02:23:51.771494] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 0.94% [2025-11-22T02:23:51.771737] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 46.3350% [2025-11-22T02:23:51.771792] [INFO ] [main ] SFB: DISCARDED add_atr (score: 46.34%) [2025-11-22T02:23:51.771831] [INFO ] [main ] SFB: Testing feature 3/53: add_atr_10 [2025-11-22T02:23:51.771862] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:23:51.771895] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:51.783157] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.28% [2025-11-22T02:23:51.788068] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:51.789881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:51.789942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:51.795106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:51.797060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:51.797571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:51.816975] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.15% [2025-11-22T02:23:51.919681] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.68% [2025-11-22T02:23:51.960341] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.71% [2025-11-22T02:23:51.989480] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.82%, Actual: 0.34% [2025-11-22T02:23:51.989701] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 37.0673% [2025-11-22T02:23:51.989794] [INFO ] [main ] AWI: DISCARDED add_close_to_open_alignment (score: 37.07%) [2025-11-22T02:23:51.989840] [INFO ] [main ] AWI: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:23:51.989873] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:23:51.989910] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:23:52.003274] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:52.004769] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:52.004832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.011752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.013603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:52.014160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:52.015303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.094928] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.74%, Actual: 1.47% [2025-11-22T02:23:52.134283] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.86% [2025-11-22T02:23:52.261275] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.49% [2025-11-22T02:23:52.261470] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 54.7857% [2025-11-22T02:23:52.261550] [INFO ] [main ] GTY: DISCARDED add_return_volume_nonlinearity_proxies (score: 54.79%) [2025-11-22T02:23:52.261592] [INFO ] [main ] GTY: Testing feature 42/53: add_shelf_lag [2025-11-22T02:23:52.261624] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_shelf_lag'] [2025-11-22T02:23:52.261677] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:23:52.278407] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:52.279706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:52.279770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.284845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.286766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:52.287284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:52.287719] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:52.288879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.304185] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.41%, Actual: 1.26% [2025-11-22T02:23:52.373511] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 3m 12s | Global ETA: 57m 18s [2025-11-22T02:23:52.374389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:52.374449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.379342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.381136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:52.381632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.472860] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.90%, Actual: 0.22% [2025-11-22T02:23:52.641683] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.86%, Actual: 0.47% [2025-11-22T02:23:52.659379] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 1m 24s | Global ETA: 57m 19s [2025-11-22T02:23:52.660280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:52.660342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.665062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.666862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:52.667342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:52.668213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.814418] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.37%, Actual: 1.19% [2025-11-22T02:23:52.814623] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 48.1808% [2025-11-22T02:23:52.814696] [INFO ] [main ] PEG: DISCARDED add_directional_consistency (score: 48.18%) [2025-11-22T02:23:52.814737] [INFO ] [main ] PEG: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:23:52.814770] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:23:52.814804] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:23:52.827718] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:52.828944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:52.829004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.833838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:52.836302] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:52.837955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.956326] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 3m 11s | Global ETA: 57m 19s [2025-11-22T02:23:52.957218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:52.957309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.962111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.963864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:52.964109] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 8.3s | Global ETA: 57m 19s [2025-11-22T02:23:52.964317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:52.964992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:52.965056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:52.969885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:52.971687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:52.972162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:52.972550] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:52.973675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:53.287365] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 2.09% | Symbol ETA: 1m 23s | Global ETA: 57m 19s [2025-11-22T02:23:53.288258] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:53.288320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:53.293060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:53.294796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:53.295257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:53.296138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:53.455326] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 56.7s | Global ETA: 57m 20s [2025-11-22T02:23:53.456214] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:53.456275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:53.461182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:53.463571] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:53.465199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:53.534192] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 3m 11s | Global ETA: 57m 20s [2025-11-22T02:23:53.535076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:53.535137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:53.540047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:53.541776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:53.542233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:53.638396] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.69% | Symbol ETA: 7.6s | Global ETA: 57m 20s [2025-11-22T02:23:53.639280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:53.639349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:53.644222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:53.645985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:53.646474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:53.646873] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:53.647976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:53.933953] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.70% | Symbol ETA: 1m 23s | Global ETA: 57m 20s [2025-11-22T02:23:53.934851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:53.934915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:53.939854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:53.941737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:53.942247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:53.943202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.099234] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 56.1s | Global ETA: 57m 20s [2025-11-22T02:23:54.100155] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:54.100215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.105029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:54.107456] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:54.109081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.116703] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 3m 10s | Global ETA: 57m 20s [2025-11-22T02:23:54.117683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:54.117744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.122595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:54.124387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:54.124871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.316874] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.36% | Symbol ETA: 6.9s | Global ETA: 57m 21s [2025-11-22T02:23:54.317770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:54.317832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.322633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:54.324421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:54.324918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:54.325298] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:54.326397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.576547] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.10% | Symbol ETA: 1m 22s | Global ETA: 57m 21s [2025-11-22T02:23:54.577464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:54.577527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.582276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:54.584009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:54.584468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:54.585359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.698812] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 3m 10s | Global ETA: 57m 21s [2025-11-22T02:23:54.699708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:54.699769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.704538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:54.706312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:54.706798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.733475] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 55.5s | Global ETA: 57m 21s [2025-11-22T02:23:54.734352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:54.734412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:54.739338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:54.741785] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:54.743403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:54.995721] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 6.2s | Global ETA: 57m 21s [2025-11-22T02:23:54.996608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:54.996689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.001515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.003241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:55.003735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:55.004113] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:55.005167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.208148] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 1m 22s | Global ETA: 57m 22s [2025-11-22T02:23:55.209103] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:55.209165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.213926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.215704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:55.216163] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:55.217038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.280257] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 3m 9s | Global ETA: 57m 22s [2025-11-22T02:23:55.281549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:55.281609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.286454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.288239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:55.288725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.366043] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.76% | Symbol ETA: 54.8s | Global ETA: 57m 22s [2025-11-22T02:23:55.366960] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:55.367021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.372031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:55.374417] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:55.376066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.673487] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.33% | Symbol ETA: 5.5s | Global ETA: 57m 22s [2025-11-22T02:23:55.674458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:55.674520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.679286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.681032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:55.681495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:55.681887] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:55.682935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.866765] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 1m 21s | Global ETA: 57m 22s [2025-11-22T02:23:55.867685] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:55.867749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.868282] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 3m 8s | Global ETA: 57m 22s [2025-11-22T02:23:55.869238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:55.869317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.872460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.874081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:55.874196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:55.874680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:55.875534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.875833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:55.876300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:55.993757] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 54.2s | Global ETA: 57m 22s [2025-11-22T02:23:55.994659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:55.994719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:55.999474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:56.001870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:56.003479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:56.372404] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 4.8s | Global ETA: 57m 23s [2025-11-22T02:23:56.373338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:56.373402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:56.378407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:56.380199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:56.380707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:56.381100] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:56.382205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:56.438288] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 3m 8s | Global ETA: 57m 23s [2025-11-22T02:23:56.439182] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:56.439242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:56.443969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:56.445692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:56.446154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:56.515159] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 1m 20s | Global ETA: 57m 23s [2025-11-22T02:23:56.516071] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:56.516141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:56.520901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:56.522607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:56.523088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:56.523969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:56.616563] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 53.5s | Global ETA: 57m 23s [2025-11-22T02:23:56.617475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:56.617544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:56.622427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:56.624835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:56.626457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.013295] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 3m 7s | Global ETA: 57m 24s [2025-11-22T02:23:57.014188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:57.014249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.018975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:57.020685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:57.021144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.080392] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.03% | Symbol ETA: 4.2s | Global ETA: 57m 24s [2025-11-22T02:23:57.081345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:57.081410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.091244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:57.093307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:57.093829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:57.094208] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:57.095268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.143500] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 1m 20s | Global ETA: 57m 24s [2025-11-22T02:23:57.144395] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:57.144459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.149344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:57.151097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:57.151556] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:57.152444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.232416] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 52.9s | Global ETA: 57m 24s [2025-11-22T02:23:57.233335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:57.233411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.238202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:57.240816] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:57.242426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.589902] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 3m 7s | Global ETA: 57m 24s [2025-11-22T02:23:57.758257] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.09% [2025-11-22T02:23:57.779704] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 1m 19s | Global ETA: 57m 24s [2025-11-22T02:23:57.780578] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:57.780657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.785380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:57.787153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:57.787639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:23:57.788520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.789774] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 3.5s | Global ETA: 57m 24s [2025-11-22T02:23:57.790763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:57.790864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.795733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:57.797517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:57.798014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:57.798391] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:57.799446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.849779] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 4.63% | Symbol ETA: 52.3s | Global ETA: 57m 25s [2025-11-22T02:23:57.850668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:57.850728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:57.855437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:57.857870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:57.859491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:57.927619] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.76% [2025-11-22T02:23:58.097728] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.53% [2025-11-22T02:23:58.273799] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 0.23% [2025-11-22T02:23:58.428170] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 1m 18s | Global ETA: 57m 25s [2025-11-22T02:23:58.450007] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.09% [2025-11-22T02:23:58.460533] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 2.8s | Global ETA: 57m 25s [2025-11-22T02:23:58.461415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:23:58.461476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:58.466182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:58.467929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:23:58.468413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:58.468839] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:23:58.469940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:58.487175] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.54% | Symbol ETA: 51.6s | Global ETA: 57m 25s [2025-11-22T02:23:58.488105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:23:58.488167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:58.493103] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:23:58.495557] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:23:58.497178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:58.598685] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.24% [2025-11-22T02:23:58.620162] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.47% [2025-11-22T02:23:58.771531] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 0.62% [2025-11-22T02:23:58.792160] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.32% [2025-11-22T02:23:58.942625] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.70%, Actual: 0.73% [2025-11-22T02:23:58.959420] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 1.18% [2025-11-22T02:23:59.116411] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 1.19% [2025-11-22T02:23:59.127324] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.59% [2025-11-22T02:23:59.133217] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 2.1s | Global ETA: 57m 26s [2025-11-22T02:23:59.147317] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.65% | Symbol ETA: 51.0s | Global ETA: 57m 26s [2025-11-22T02:23:59.285004] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.16% [2025-11-22T02:23:59.295856] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.94% [2025-11-22T02:23:59.296063] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 48.3484% [2025-11-22T02:23:59.296184] [INFO ] [main ] SFB: KEPT add_atr_10 (score: 48.35%) [2025-11-22T02:23:59.296231] [INFO ] [main ] SFB: Testing feature 4/53: add_atr_5 [2025-11-22T02:23:59.296264] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:23:59.296302] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:23:59.300289] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 1.51% [2025-11-22T02:23:59.309438] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:23:59.310928] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:59.310992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:59.315957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:59.317927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:59.318417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:59.318892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:59.319710] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 2.06% [2025-11-22T02:23:59.466216] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 1.90% [2025-11-22T02:23:59.470921] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 2.09% [2025-11-22T02:23:59.493587] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 1.27% [2025-11-22T02:23:59.632572] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 0.37% [2025-11-22T02:23:59.641858] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.84% [2025-11-22T02:23:59.662877] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.43% [2025-11-22T02:23:59.797946] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 0.90% [2025-11-22T02:23:59.810356] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.67% [2025-11-22T02:23:59.830796] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.76%, Actual: 0.28% [2025-11-22T02:23:59.896582] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 2m 8s | Global ETA: 57m 27s [2025-11-22T02:23:59.897686] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:23:59.897764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:23:59.902811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:23:59.904671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:23:59.905149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:23:59.905592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:23:59.963007] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.33%, Actual: 2.19% [2025-11-22T02:23:59.977548] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 0.15% [2025-11-22T02:23:59.998623] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.71% [2025-11-22T02:24:00.127913] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 0.41% [2025-11-22T02:24:00.154044] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.34% [2025-11-22T02:24:00.154281] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 45.9759% [2025-11-22T02:24:00.154374] [INFO ] [main ] AWI: DISCARDED add_composite_volatility_context (score: 45.98%) [2025-11-22T02:24:00.154419] [INFO ] [main ] AWI: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:24:00.154451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:24:00.154485] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:00.167866] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:00.169277] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:00.169340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:00.172325] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 0.86% [2025-11-22T02:24:00.174510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:00.176284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:00.176769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:00.179129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:00.314549] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.03%, Actual: 0.75% [2025-11-22T02:24:00.340914] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.26% [2025-11-22T02:24:00.495874] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 2m 8s | Global ETA: 57m 27s [2025-11-22T02:24:00.496756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:00.496818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:00.505320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:00.507078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:00.507555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:00.508015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:00.545501] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 4.63%, Actual: 0.22% [2025-11-22T02:24:00.555259] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 0.68% [2025-11-22T02:24:00.749475] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.54%, Actual: 0.47% [2025-11-22T02:24:00.763248] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: 0.78%, Actual: 1.47% [2025-11-22T02:24:00.970233] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 0.49% [2025-11-22T02:24:00.970421] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 58.0794% [2025-11-22T02:24:00.970500] [INFO ] [main ] GTY: DISCARDED add_shelf_lag (score: 58.08%) [2025-11-22T02:24:00.970541] [INFO ] [main ] GTY: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:24:00.970573] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_signed_carry_history_11'] [2025-11-22T02:24:00.970607] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:00.975913] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.65%, Actual: 1.19% [2025-11-22T02:24:00.976133] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.5088% [2025-11-22T02:24:00.976225] [INFO ] [main ] PEG: DISCARDED add_fullday_parkinson_range (score: 35.51%) [2025-11-22T02:24:00.976271] [INFO ] [main ] PEG: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:24:00.976307] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:24:00.976343] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:00.986533] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:00.988004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:00.988071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:00.989586] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:00.990989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:00.991051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:00.993308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:00.995233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:00.995752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:00.996025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:00.996215] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:00.997596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:00.998683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:01.043403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.061044] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 1m 11s | Global ETA: 57m 28s [2025-11-22T02:24:01.061952] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:01.062015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:01.067056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:01.068900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:01.069375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:01.071795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.400364] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 2m 8s | Global ETA: 57m 28s [2025-11-22T02:24:01.401335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:01.401400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:01.406401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:01.408340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:01.408883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:01.409323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.612626] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 7.7s | Global ETA: 57m 29s [2025-11-22T02:24:01.613588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:01.613692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:01.618638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:01.620469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:01.620987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:01.621397] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:01.622819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.678230] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 45.2s | Global ETA: 57m 29s [2025-11-22T02:24:01.679174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:01.679236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:01.684050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:01.686507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:01.734866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.777291] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 1m 9s | Global ETA: 57m 29s [2025-11-22T02:24:01.778237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:01.778301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:01.783304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:01.785192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:01.785703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:01.788306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:01.998119] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 2m 7s | Global ETA: 57m 29s [2025-11-22T02:24:01.999018] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:01.999079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.003786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:02.005481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:02.005963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:02.006389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:02.231847] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.99% | Symbol ETA: 7.1s | Global ETA: 57m 29s [2025-11-22T02:24:02.232902] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:02.232969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.238014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:02.240243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:02.240775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:02.241193] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:02.242586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:02.355188] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 44.5s | Global ETA: 57m 30s [2025-11-22T02:24:02.356088] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:02.356150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.360902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:02.363570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:02.410390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:02.442882] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 1m 8s | Global ETA: 57m 30s [2025-11-22T02:24:02.443775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:02.443845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.449039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:02.450932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:02.451417] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:02.453906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:02.582788] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 2m 6s | Global ETA: 57m 30s [2025-11-22T02:24:02.583685] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:02.583746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.588559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:02.590293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:02.590814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:02.591243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:02.850046] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.38% | Symbol ETA: 6.4s | Global ETA: 57m 30s [2025-11-22T02:24:02.850933] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:02.850994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:02.856869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:02.858690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:02.859160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:02.859547] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:02.860930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.044828] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -3.33% | Symbol ETA: 43.8s | Global ETA: 57m 30s [2025-11-22T02:24:03.046124] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:03.046188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.051141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:03.053683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:03.098483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.104715] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.04% | Symbol ETA: 1m 7s | Global ETA: 57m 30s [2025-11-22T02:24:03.105612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:03.105705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.112827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:03.114638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:03.115139] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:03.117556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.161496] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 2m 5s | Global ETA: 57m 30s [2025-11-22T02:24:03.162459] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:03.162522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.167360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:03.169194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:03.169692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:03.170120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.453387] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 5.8s | Global ETA: 57m 31s [2025-11-22T02:24:03.454302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:03.454368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.459253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:03.461055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:03.461525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:03.461926] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:03.463250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.721408] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 43.1s | Global ETA: 57m 31s [2025-11-22T02:24:03.722426] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:03.722516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.728163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:03.730843] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 2m 5s | Global ETA: 57m 31s [2025-11-22T02:24:03.731098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:03.731728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:03.731789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.736527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:03.738297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:03.738783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:03.739207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.739890] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 1m 6s | Global ETA: 57m 31s [2025-11-22T02:24:03.740781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:03.740842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:03.745781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:03.747591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:03.748096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:03.750532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:03.775490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.054621] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 5.1s | Global ETA: 57m 31s [2025-11-22T02:24:04.055494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:04.055556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.060312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:04.062054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:04.062520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:04.062918] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:04.064242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.302195] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.44% | Symbol ETA: 2m 4s | Global ETA: 57m 32s [2025-11-22T02:24:04.303079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:04.303140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.307963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:04.309706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:04.310167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:04.310587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.384250] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 1m 5s | Global ETA: 57m 32s [2025-11-22T02:24:04.385156] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:04.385217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.389391] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 42.4s | Global ETA: 57m 32s [2025-11-22T02:24:04.389982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:04.390283] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:04.390345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.391733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:04.392245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:04.394582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.395076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:04.397493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:04.441487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.648165] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -1.48% | Symbol ETA: 4.5s | Global ETA: 57m 32s [2025-11-22T02:24:04.649043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:04.649105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.653934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:04.655636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:04.656115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:04.656491] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:04.657859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:04.873123] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.88% | Symbol ETA: 2m 4s | Global ETA: 57m 32s [2025-11-22T02:24:04.874005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:04.874066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:04.878826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:04.880525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:04.881009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:04.881433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.040255] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 1m 5s | Global ETA: 57m 33s [2025-11-22T02:24:05.041155] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:05.041216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.045935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:05.047707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:05.048174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:05.050488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.059480] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 1.19% | Symbol ETA: 41.7s | Global ETA: 57m 33s [2025-11-22T02:24:05.060363] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:05.060423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.065219] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:05.067633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:05.111111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.235223] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 3.9s | Global ETA: 57m 33s [2025-11-22T02:24:05.236114] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:05.236175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.240987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:05.242751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:05.243216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:05.243596] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:05.244932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.445706] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 2m 3s | Global ETA: 57m 33s [2025-11-22T02:24:05.611492] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 1.09% [2025-11-22T02:24:05.693900] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 1m 4s | Global ETA: 57m 33s [2025-11-22T02:24:05.695219] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:05.695299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.701861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:05.704088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:05.704706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:05.707618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.725718] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 41.0s | Global ETA: 57m 33s [2025-11-22T02:24:05.726585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:05.726670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.731509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:05.733923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:05.777447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.777628] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.76% [2025-11-22T02:24:05.832695] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 3.3s | Global ETA: 57m 33s [2025-11-22T02:24:05.833563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:05.833625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:05.838475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:05.840257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:05.840760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:05.841154] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:05.842552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:05.941377] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 0.53% [2025-11-22T02:24:06.107439] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.23% [2025-11-22T02:24:06.274300] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.09% [2025-11-22T02:24:06.344057] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 1m 3s | Global ETA: 57m 34s [2025-11-22T02:24:06.344997] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:06.345063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:06.352872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:06.355100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:06.355585] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:06.358283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:06.393709] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 4.01% | Symbol ETA: 40.3s | Global ETA: 57m 34s [2025-11-22T02:24:06.394569] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:06.394630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:06.399392] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:06.401822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:06.439041] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 1.47% [2025-11-22T02:24:06.443521] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 2.7s | Global ETA: 57m 34s [2025-11-22T02:24:06.444416] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:06.444477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:06.445180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:06.449615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:06.451466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:06.451975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:06.452373] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:24:06.453813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:06.605245] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.32%, Actual: 0.32% [2025-11-22T02:24:06.770945] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 1.18% [2025-11-22T02:24:06.934832] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 0.59% [2025-11-22T02:24:07.008720] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 1m 3s | Global ETA: 57m 35s [2025-11-22T02:24:07.032883] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 2.1s | Global ETA: 57m 35s [2025-11-22T02:24:07.078550] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.09% | Symbol ETA: 39.7s | Global ETA: 57m 35s [2025-11-22T02:24:07.079466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:07.079527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:07.084297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:07.086734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:07.099711] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.26%, Actual: 0.94% [2025-11-22T02:24:07.099895] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 37.5258% [2025-11-22T02:24:07.099947] [INFO ] [main ] SFB: DISCARDED add_atr_5 (score: 37.53%) [2025-11-22T02:24:07.099985] [INFO ] [main ] SFB: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:24:07.100016] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:24:07.100051] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:07.113082] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:07.114524] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:07.114585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:07.119336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:07.121081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:07.121543] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:07.122294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:07.132486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:07.179516] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.24% [2025-11-22T02:24:07.206579] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 1.51% [2025-11-22T02:24:07.366563] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.62% [2025-11-22T02:24:07.389968] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.99%, Actual: 1.90% [2025-11-22T02:24:07.531956] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 0.73% [2025-11-22T02:24:07.555912] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 0.37% [2025-11-22T02:24:07.682791] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 1m 39s | Global ETA: 57m 35s [2025-11-22T02:24:07.683704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:07.683771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:07.688571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:07.690319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:07.690793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:07.691513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:07.698291] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.04%, Actual: 1.19% [2025-11-22T02:24:07.723482] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 0.90% [2025-11-22T02:24:07.746106] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.77% | Symbol ETA: 39.0s | Global ETA: 57m 36s [2025-11-22T02:24:07.864751] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 0.16% [2025-11-22T02:24:07.890792] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 2.19% [2025-11-22T02:24:07.913538] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 2.06% [2025-11-22T02:24:08.030573] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 2.09% [2025-11-22T02:24:08.057686] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 0.41% [2025-11-22T02:24:08.080305] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 1.27% [2025-11-22T02:24:08.199113] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 1.84% [2025-11-22T02:24:08.227062] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 0.75% [2025-11-22T02:24:08.248625] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -3.33%, Actual: 1.43% [2025-11-22T02:24:08.256081] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 1m 38s | Global ETA: 57m 36s [2025-11-22T02:24:08.256990] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:08.257053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:08.261907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:08.263782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:08.264259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:08.265017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:08.367559] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.67% [2025-11-22T02:24:08.395478] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.68% [2025-11-22T02:24:08.416772] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.28% [2025-11-22T02:24:08.536517] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.15% [2025-11-22T02:24:08.564134] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 1.47% [2025-11-22T02:24:08.587521] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.71% [2025-11-22T02:24:08.703426] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 0.34% [2025-11-22T02:24:08.703616] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.8694% [2025-11-22T02:24:08.703719] [INFO ] [main ] AWI: DISCARDED add_day_shape_ratios (score: 41.87%) [2025-11-22T02:24:08.703766] [INFO ] [main ] AWI: Testing feature 8/53: add_directional_consistency [2025-11-22T02:24:08.703797] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T02:24:08.703853] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:08.716585] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:08.717902] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:08.717963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:08.722767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:08.724561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:08.725052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:08.733742] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.83%, Actual: 0.49% [2025-11-22T02:24:08.733957] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 45.0245% [2025-11-22T02:24:08.734050] [INFO ] [main ] GTY: DISCARDED add_signed_carry_history_11 (score: 45.02%) [2025-11-22T02:24:08.734089] [INFO ] [main ] GTY: Testing feature 44/53: add_sma_ratio [2025-11-22T02:24:08.734120] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_sma_ratio'] [2025-11-22T02:24:08.734154] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:08.748686] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:08.749985] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:08.750045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:08.755085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:08.756079] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 1.19%, Actual: 0.86% [2025-11-22T02:24:08.756961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:08.757492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:08.757890] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:08.758539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:08.832483] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -1.04% | Symbol ETA: 1m 38s | Global ETA: 57m 37s [2025-11-22T02:24:08.833401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:08.833462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:08.838300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:08.840071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:08.840522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:08.841268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:08.850606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:08.925428] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 1.26% [2025-11-22T02:24:09.094622] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 4.01%, Actual: 0.22% [2025-11-22T02:24:09.261196] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.09%, Actual: 0.47% [2025-11-22T02:24:09.342516] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 7.0s | Global ETA: 57m 37s [2025-11-22T02:24:09.343453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:09.343524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:09.348715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:09.350504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:09.351003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:09.351411] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:09.352142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:09.428882] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 1m 37s | Global ETA: 57m 37s [2025-11-22T02:24:09.429317] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.77%, Actual: 1.19% [2025-11-22T02:24:09.429781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:09.429844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:09.429513] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.2455% [2025-11-22T02:24:09.433181] [INFO ] [main ] PEG: DISCARDED add_gap_fill_state (score: 35.25%) [2025-11-22T02:24:09.433232] [INFO ] [main ] PEG: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:24:09.433264] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:24:09.433299] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:09.434604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:09.436417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:09.436898] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:09.437661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:09.445685] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:09.446931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:09.446991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:09.451786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:09.454196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:09.455333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:09.489802] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 1m 2s | Global ETA: 57m 37s [2025-11-22T02:24:09.490758] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:09.490820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:09.495664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:09.497458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:09.497965] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:09.626250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:09.993326] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 6.6s | Global ETA: 57m 38s [2025-11-22T02:24:09.994222] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:09.994283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:09.999128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:10.000889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:10.001361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:10.001761] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:10.002407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.004102] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 1m 37s | Global ETA: 57m 38s [2025-11-22T02:24:10.005000] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:10.005062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.009841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:10.011572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:10.012056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:10.012800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.076520] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 41.2s | Global ETA: 57m 38s [2025-11-22T02:24:10.077433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:10.077494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.082252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:10.084658] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:10.085605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.248971] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 1m 1s | Global ETA: 57m 38s [2025-11-22T02:24:10.249911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:10.249976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.254842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:10.256740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:10.257229] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:10.387923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.577635] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.08% | Symbol ETA: 1m 36s | Global ETA: 57m 39s [2025-11-22T02:24:10.578521] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:10.578583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.583328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:10.585062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:10.585530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:10.586278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.591671] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 5.9s | Global ETA: 57m 39s [2025-11-22T02:24:10.592578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:10.592676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.597606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:10.599404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:10.599961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:10.600363] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:10.601075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:10.696430] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 40.5s | Global ETA: 57m 39s [2025-11-22T02:24:10.697374] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:10.697436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:10.702249] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:10.704755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:10.705739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.014433] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 1m 0s | Global ETA: 57m 39s [2025-11-22T02:24:11.015321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:11.015383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.020176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.021952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:11.022407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:11.145949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.146844] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 1m 35s | Global ETA: 57m 39s [2025-11-22T02:24:11.147747] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:11.147812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.152547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.154280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:11.154765] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:11.155489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.191457] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 5.3s | Global ETA: 57m 39s [2025-11-22T02:24:11.192457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:11.192523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.197543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.199409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:11.199954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:11.200356] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:11.201184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.326469] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 39.9s | Global ETA: 57m 40s [2025-11-22T02:24:11.327374] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:11.327436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.332350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:11.335010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:11.335997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.716838] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 1m 35s | Global ETA: 57m 40s [2025-11-22T02:24:11.717762] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:11.717828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.722560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.724294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:11.724781] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:11.725501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.765532] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 59.5s | Global ETA: 57m 40s [2025-11-22T02:24:11.766423] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:11.766485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.771225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.772974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:11.773433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:11.793231] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 4.7s | Global ETA: 57m 40s [2025-11-22T02:24:11.794139] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:11.794267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.798996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:11.800832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:11.801303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:11.801720] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:11.802382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.898157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:11.951425] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 39.3s | Global ETA: 57m 40s [2025-11-22T02:24:11.952336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:11.952401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:11.957295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:11.959709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:11.960631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:12.287424] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 1m 34s | Global ETA: 57m 41s [2025-11-22T02:24:12.288317] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:12.288378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:12.293137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:12.294863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:12.295325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:24:12.296061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:12.384358] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 4.0s | Global ETA: 57m 41s [2025-11-22T02:24:12.385251] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:12.385323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:12.390143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:12.391983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:12.392465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:12.392940] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:12.393609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:12.514847] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 58.8s | Global ETA: 57m 41s [2025-11-22T02:24:12.516110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:12.516172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:12.521040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:12.522829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:12.523338] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:12.576081] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 38.6s | Global ETA: 57m 41s [2025-11-22T02:24:12.577032] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:12.577096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:12.582098] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:12.584710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:12.585728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:12.651078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:12.891669] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 1m 34s | Global ETA: 57m 41s [2025-11-22T02:24:13.000901] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.23% | Symbol ETA: 3.4s | Global ETA: 57m 41s [2025-11-22T02:24:13.001810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:13.001879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:13.006697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:13.008499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:13.009005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:13.009399] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:13.010093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:13.060850] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 1.09% [2025-11-22T02:24:13.228625] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 0.76% [2025-11-22T02:24:13.228938] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 38.0s | Global ETA: 57m 42s [2025-11-22T02:24:13.229878] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:13.229940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:13.234868] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:13.237364] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:13.238328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:13.288343] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 58.0s | Global ETA: 57m 42s [2025-11-22T02:24:13.289235] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:13.289297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:13.294065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:13.295860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:13.296320] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:13.393180] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 0.53% [2025-11-22T02:24:13.422330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:13.558050] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.23% [2025-11-22T02:24:13.598920] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 2.8s | Global ETA: 57m 42s [2025-11-22T02:24:13.600417] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:13.600481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:13.605221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:13.606976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:13.607458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:13.607860] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:13.608515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:13.722660] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.09% [2025-11-22T02:24:13.868613] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 37.4s | Global ETA: 57m 42s [2025-11-22T02:24:13.869504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:13.869565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:13.874367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:13.876823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:13.877799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:13.887488] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.08%, Actual: 1.47% [2025-11-22T02:24:14.051848] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.32% [2025-11-22T02:24:14.073623] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 57.3s | Global ETA: 57m 43s [2025-11-22T02:24:14.074519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:14.074580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:14.079393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:14.081194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:14.081673] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:14.191516] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 2.2s | Global ETA: 57m 43s [2025-11-22T02:24:14.192396] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:14.192457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:14.197340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:14.199060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:14.199525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:14.199928] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:24:14.200577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:14.210371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:14.217624] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 1.18% [2025-11-22T02:24:14.383514] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 0.59% [2025-11-22T02:24:14.499961] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.16% | Symbol ETA: 36.8s | Global ETA: 57m 43s [2025-11-22T02:24:14.500864] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:14.500924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:14.505793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:14.508163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:14.509146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:14.550463] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.94% [2025-11-22T02:24:14.550682] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 46.9379% [2025-11-22T02:24:14.550775] [INFO ] [main ] SFB: DISCARDED add_close_to_open_alignment (score: 46.94%) [2025-11-22T02:24:14.550819] [INFO ] [main ] SFB: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:24:14.550851] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:24:14.550888] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:14.563898] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:14.565217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:14.565280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:14.570208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:14.571997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:14.572456] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:14.573351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:14.781295] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 1.6s | Global ETA: 57m 43s [2025-11-22T02:24:14.835269] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 56.5s | Global ETA: 57m 43s [2025-11-22T02:24:14.836246] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:14.836310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:14.841352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:14.843220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:14.843722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:14.964608] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 1.51% [2025-11-22T02:24:14.972359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:15.130117] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.37% | Symbol ETA: 36.2s | Global ETA: 57m 44s [2025-11-22T02:24:15.131033] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:15.131095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:15.132081] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.90% [2025-11-22T02:24:15.135975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:15.138506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:15.138674] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 1m 15s | Global ETA: 57m 44s [2025-11-22T02:24:15.139487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:15.139569] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:15.139631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:15.144423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:15.146163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:15.146990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:15.147889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:15.301488] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 0.41%, Actual: 0.37% [2025-11-22T02:24:15.480249] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.65%, Actual: 0.90% [2025-11-22T02:24:15.608072] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 55.7s | Global ETA: 57m 44s [2025-11-22T02:24:15.608993] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:15.609057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:15.614137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:15.615878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:15.616336] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:15.653161] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 2.19% [2025-11-22T02:24:15.719093] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 1m 15s | Global ETA: 57m 44s [2025-11-22T02:24:15.719988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:15.720049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:15.724722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:15.726465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:15.726943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:15.728011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:15.741102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:15.756313] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.67% | Symbol ETA: 35.5s | Global ETA: 57m 44s [2025-11-22T02:24:15.822346] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 0.41% [2025-11-22T02:24:15.931591] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 2.06% [2025-11-22T02:24:15.990970] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.23%, Actual: 0.75% [2025-11-22T02:24:16.105296] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 1.27% [2025-11-22T02:24:16.159671] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 0.68% [2025-11-22T02:24:16.279989] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 1.43% [2025-11-22T02:24:16.292845] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 1m 14s | Global ETA: 57m 45s [2025-11-22T02:24:16.293740] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:16.293803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:16.298624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:16.300351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:16.300832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:16.301715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:16.328848] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.61%, Actual: 1.47% [2025-11-22T02:24:16.378749] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.88% | Symbol ETA: 55.0s | Global ETA: 57m 45s [2025-11-22T02:24:16.451001] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 0.28% [2025-11-22T02:24:16.514124] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 0.49% [2025-11-22T02:24:16.514327] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 42.7692% [2025-11-22T02:24:16.514409] [INFO ] [main ] GTY: DISCARDED add_sma_ratio (score: 42.77%) [2025-11-22T02:24:16.514453] [INFO ] [main ] GTY: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:24:16.514484] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vol_of_vol'] [2025-11-22T02:24:16.514518] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:16.528617] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:16.530387] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:16.530449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:16.535308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:16.537082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:16.537605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:16.538017] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:16.539087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:16.546367] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.24% [2025-11-22T02:24:16.623528] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.71% [2025-11-22T02:24:16.712253] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 0.62% [2025-11-22T02:24:16.790956] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.86% [2025-11-22T02:24:16.864143] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 1m 13s | Global ETA: 57m 46s [2025-11-22T02:24:16.865066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:16.865150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:16.869961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:16.871752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:16.872255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:16.873163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:16.879173] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.73% [2025-11-22T02:24:16.958486] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 1.26% [2025-11-22T02:24:17.045312] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.19% [2025-11-22T02:24:17.121339] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 6.6s | Global ETA: 57m 46s [2025-11-22T02:24:17.122248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:17.122311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:17.127125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:17.128908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:17.128988] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.16%, Actual: 0.22% [2025-11-22T02:24:17.129372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:17.129777] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:17.130875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:17.212774] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.16% [2025-11-22T02:24:17.307819] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.37%, Actual: 0.47% [2025-11-22T02:24:17.379776] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 2.09% [2025-11-22T02:24:17.440996] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 1m 13s | Global ETA: 57m 46s [2025-11-22T02:24:17.441888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:17.441949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:17.446761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:17.448520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:17.449004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:17.449867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:17.483753] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.67%, Actual: 1.19% [2025-11-22T02:24:17.483964] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 34.2350% [2025-11-22T02:24:17.484075] [INFO ] [main ] PEG: DISCARDED add_gap_morning_composite (score: 34.23%) [2025-11-22T02:24:17.484123] [INFO ] [main ] PEG: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:24:17.484157] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:24:17.484193] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:17.497329] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:17.498612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:17.498700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:17.503797] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:17.506507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:17.557192] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 1.84% [2025-11-22T02:24:17.570520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:17.727186] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -2.45%, Actual: 0.67% [2025-11-22T02:24:17.773189] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.30% | Symbol ETA: 6.2s | Global ETA: 57m 47s [2025-11-22T02:24:17.774083] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:17.774145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:17.778973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:17.780723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:17.781220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:17.781596] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:17.782675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:17.895723] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.15% [2025-11-22T02:24:18.044837] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 1m 12s | Global ETA: 57m 47s [2025-11-22T02:24:18.045751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:18.045815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.050919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.052774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:18.053284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:18.054179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.066109] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.88%, Actual: 0.34% [2025-11-22T02:24:18.066321] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.4761% [2025-11-22T02:24:18.066413] [INFO ] [main ] AWI: DISCARDED add_directional_consistency (score: 41.48%) [2025-11-22T02:24:18.066458] [INFO ] [main ] AWI: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:24:18.066491] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:24:18.066528] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:18.079907] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:18.081271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:18.081336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.086298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.088180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:18.088667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:18.090288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.209238] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 36.4s | Global ETA: 57m 47s [2025-11-22T02:24:18.210213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:18.210278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.215529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:18.218230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:18.276168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.379565] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.30% | Symbol ETA: 5.6s | Global ETA: 57m 47s [2025-11-22T02:24:18.380441] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:18.380504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.385360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.387060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:18.387544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:18.387944] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:18.389011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.645926] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.82% | Symbol ETA: 1m 12s | Global ETA: 57m 48s [2025-11-22T02:24:18.646821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:18.646883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.651729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.653448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:18.653931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:18.654828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.722338] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.12% | Symbol ETA: 57.3s | Global ETA: 57m 48s [2025-11-22T02:24:18.723232] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:18.723293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.728179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.730035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:18.730517] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:18.732196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:18.938971] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 35.8s | Global ETA: 57m 48s [2025-11-22T02:24:18.940042] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:18.940120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.945620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:18.948416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:18.978353] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 4.9s | Global ETA: 57m 48s [2025-11-22T02:24:18.979361] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:18.979425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:18.984229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:18.986011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:18.986480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:18.986877] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:18.987956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.006784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.221490] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 1m 11s | Global ETA: 57m 48s [2025-11-22T02:24:19.222377] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:19.222438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.227276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:19.229001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:19.229458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:19.230379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.353729] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 56.6s | Global ETA: 57m 48s [2025-11-22T02:24:19.354662] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:19.354724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.359432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:19.361171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:19.361631] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:19.363224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.568903] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.11% | Symbol ETA: 4.3s | Global ETA: 57m 49s [2025-11-22T02:24:19.569843] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:19.569915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.574807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:19.576580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:19.577079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:19.577492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:19.578572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.625712] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 35.0s | Global ETA: 57m 49s [2025-11-22T02:24:19.626586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:19.626672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.631396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:19.633773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:19.686999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.794075] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 1m 11s | Global ETA: 57m 49s [2025-11-22T02:24:19.795306] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:19.795368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.800130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:19.801861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:19.802349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:24:19.803222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:19.989807] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 55.9s | Global ETA: 57m 49s [2025-11-22T02:24:19.990698] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:19.990759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:19.995492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:19.997228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:19.997730] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:19.999341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:20.166390] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 3.7s | Global ETA: 57m 49s [2025-11-22T02:24:20.167299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:20.167361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:20.172237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:20.173990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:20.174477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:20.174879] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:20.175936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:20.319445] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 34.2s | Global ETA: 57m 50s [2025-11-22T02:24:20.321369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:20.321433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:20.329121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:20.331702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:20.367553] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 1m 10s | Global ETA: 57m 50s [2025-11-22T02:24:20.387856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:20.534126] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.09% [2025-11-22T02:24:20.632032] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.24% | Symbol ETA: 55.3s | Global ETA: 57m 50s [2025-11-22T02:24:20.632955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:20.633048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:20.638025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:20.639810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:20.640283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:20.641903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:20.698623] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.58%, Actual: 0.76% [2025-11-22T02:24:20.765232] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.60% | Symbol ETA: 3.1s | Global ETA: 57m 50s [2025-11-22T02:24:20.766478] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:20.766539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:20.771375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:20.773157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:20.773618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:20.774016] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:20.775067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:20.865658] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 0.53% [2025-11-22T02:24:21.012827] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 33.5s | Global ETA: 57m 50s [2025-11-22T02:24:21.013793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:21.013855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.018820] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:21.021368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:21.037746] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 0.23% [2025-11-22T02:24:21.077472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:21.204393] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.09% [2025-11-22T02:24:21.267477] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 54.7s | Global ETA: 57m 51s [2025-11-22T02:24:21.268364] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:21.268425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.273177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:21.274923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:21.275382] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:21.277024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:21.352094] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 2.4s | Global ETA: 57m 51s [2025-11-22T02:24:21.353523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:21.353594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.358428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:21.360210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:21.360706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:21.361106] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:21.362187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:21.371577] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 1.47% [2025-11-22T02:24:21.598157] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.82%, Actual: 0.32% [2025-11-22T02:24:21.705918] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 32.8s | Global ETA: 57m 51s [2025-11-22T02:24:21.706877] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:21.706941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.711949] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:21.714464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:21.767667] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 1.18% [2025-11-22T02:24:21.770319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:21.916268] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 54.1s | Global ETA: 57m 51s [2025-11-22T02:24:21.917171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:21.917247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.922123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:21.923854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:21.924318] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:21.925917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:21.936287] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.30%, Actual: 0.59% [2025-11-22T02:24:21.954627] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 1.8s | Global ETA: 57m 51s [2025-11-22T02:24:21.955516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:21.955579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:21.960317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:21.962053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:21.962514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:21.962913] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:21.963969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:22.106825] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.94% [2025-11-22T02:24:22.107070] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 39.7121% [2025-11-22T02:24:22.107159] [INFO ] [main ] SFB: DISCARDED add_composite_volatility_context (score: 39.71%) [2025-11-22T02:24:22.107203] [INFO ] [main ] SFB: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:24:22.107285] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:24:22.107332] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:22.119621] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:22.121092] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:22.121155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:22.126255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:22.128117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:22.128594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:22.131057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:22.403563] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 32.1s | Global ETA: 57m 52s [2025-11-22T02:24:22.404531] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:22.404596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:22.409886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:22.412428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:22.468565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:22.551226] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 1.2s | Global ETA: 57m 52s [2025-11-22T02:24:22.573166] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 53.4s | Global ETA: 57m 52s [2025-11-22T02:24:22.574059] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:22.574120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:22.578952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:22.580763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:22.581230] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:22.582836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:22.717263] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 1m 3s | Global ETA: 57m 52s [2025-11-22T02:24:22.718250] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:22.718317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:22.723184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:22.723639] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.51% [2025-11-22T02:24:22.724966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:22.725429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:22.727806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:22.893945] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 1.90% [2025-11-22T02:24:23.059678] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.30%, Actual: 0.37% [2025-11-22T02:24:23.084313] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.08% | Symbol ETA: 31.4s | Global ETA: 57m 53s [2025-11-22T02:24:23.085207] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:23.085268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.090054] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:23.092476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:23.146289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.218364] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 52.8s | Global ETA: 57m 53s [2025-11-22T02:24:23.219254] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:23.219315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.224112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:23.225301] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 0.90% [2025-11-22T02:24:23.226173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:23.226639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:23.228266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.298835] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.69% | Symbol ETA: 1m 3s | Global ETA: 57m 53s [2025-11-22T02:24:23.299713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:23.299775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.304549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:23.306269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:23.306746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:23.309188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.395284] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.11%, Actual: 2.19% [2025-11-22T02:24:23.569744] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 0.41% [2025-11-22T02:24:23.741126] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.60%, Actual: 0.75% [2025-11-22T02:24:23.761734] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 30.7s | Global ETA: 57m 53s [2025-11-22T02:24:23.762619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:23.762704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.767555] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:23.770003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:23.824125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.859540] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 52.1s | Global ETA: 57m 53s [2025-11-22T02:24:23.860422] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:23.860484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.865243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:23.866977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:23.867464] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:23.869057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.882320] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.58% | Symbol ETA: 1m 2s | Global ETA: 57m 53s [2025-11-22T02:24:23.883240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:23.883303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:23.888059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:23.889810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:23.890316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:23.892672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:23.914173] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.68% [2025-11-22T02:24:24.086782] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 1.47% [2025-11-22T02:24:24.261146] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 0.49% [2025-11-22T02:24:24.261388] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 49.0374% [2025-11-22T02:24:24.261493] [INFO ] [main ] GTY: DISCARDED add_vol_of_vol (score: 49.04%) [2025-11-22T02:24:24.261541] [INFO ] [main ] GTY: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:24:24.261576] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volatility_decay_ratio'] [2025-11-22T02:24:24.261613] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:24.276839] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:24.278420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:24.278484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:24.283659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:24.285507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:24.286031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:24.286427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:24.287623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:24.439200] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.65% | Symbol ETA: 30.0s | Global ETA: 57m 54s [2025-11-22T02:24:24.469907] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 1m 1s | Global ETA: 57m 54s [2025-11-22T02:24:24.470791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:24.470852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:24.475620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:24.477365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:24.477843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:24.480200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:24.510712] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 51.5s | Global ETA: 57m 54s [2025-11-22T02:24:24.608513] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 2.06% [2025-11-22T02:24:24.678436] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.12%, Actual: 0.24% [2025-11-22T02:24:24.777684] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 1.27% [2025-11-22T02:24:24.844896] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 0.62% [2025-11-22T02:24:24.884325] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 6.5s | Global ETA: 57m 55s [2025-11-22T02:24:24.885227] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:24.885291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:24.890267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:24.892052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:24.892538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:24.892950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:24.894094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:24.953108] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 1.43% [2025-11-22T02:24:25.015772] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.73% [2025-11-22T02:24:25.083206] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.20% | Symbol ETA: 1m 1s | Global ETA: 57m 55s [2025-11-22T02:24:25.084125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:25.084187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:25.088938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:25.090751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:25.091221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:25.093605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:25.123604] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 0.28% [2025-11-22T02:24:25.182627] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.24%, Actual: 1.19% [2025-11-22T02:24:25.296236] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.71% [2025-11-22T02:24:25.351758] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.16% [2025-11-22T02:24:25.486860] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 0.86% [2025-11-22T02:24:25.537391] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.53% | Symbol ETA: 6.0s | Global ETA: 57m 55s [2025-11-22T02:24:25.538747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:25.538843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:25.546248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:25.549099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:25.550333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:25.550903] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:25.552479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:25.583287] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 2.09% [2025-11-22T02:24:25.723726] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.26% [2025-11-22T02:24:25.814835] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 1m 0s | Global ETA: 57m 56s [2025-11-22T02:24:25.816131] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:25.816215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:25.822777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:25.825220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:25.825885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:25.828989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:25.854231] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 1.84% [2025-11-22T02:24:26.065510] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.08%, Actual: 0.22% [2025-11-22T02:24:26.076061] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.67% [2025-11-22T02:24:26.260211] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.15% [2025-11-22T02:24:26.267766] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 0.47% [2025-11-22T02:24:26.356277] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.89% | Symbol ETA: 5.9s | Global ETA: 57m 56s [2025-11-22T02:24:26.357698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:26.357786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:26.364347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:26.366393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:26.367021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:26.367521] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:26.368885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:26.447210] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.65%, Actual: 1.19% [2025-11-22T02:24:26.447461] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 39.5234% [2025-11-22T02:24:26.447555] [INFO ] [main ] PEG: DISCARDED add_gap_resolution_state (score: 39.52%) [2025-11-22T02:24:26.447598] [INFO ] [main ] PEG: Testing feature 13/53: add_gaps [2025-11-22T02:24:26.447633] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:24:26.447703] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:26.448874] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 0.34% [2025-11-22T02:24:26.449101] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 43.3686% [2025-11-22T02:24:26.449207] [INFO ] [main ] AWI: DISCARDED add_fullday_parkinson_range (score: 43.37%) [2025-11-22T02:24:26.449253] [INFO ] [main ] AWI: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:24:26.449286] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T02:24:26.449321] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:26.460977] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:26.462579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:26.462823] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:26.462663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:26.464440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:26.464508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:26.470128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:26.472552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:26.473073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:26.473169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:26.475960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:26.476833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:26.519676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:26.607379] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 59.9s | Global ETA: 57m 56s [2025-11-22T02:24:26.608278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:26.608340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:26.613110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:26.614857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:26.615320] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:26.617714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:26.981215] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 5.1s | Global ETA: 57m 57s [2025-11-22T02:24:26.982196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:26.982262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:26.987591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:26.989469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:26.989974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:26.990376] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:26.991532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.138512] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.58% | Symbol ETA: 36.0s | Global ETA: 57m 57s [2025-11-22T02:24:27.139425] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:27.139486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.144341] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:27.146861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:27.147717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.157132] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 46.3s | Global ETA: 57m 57s [2025-11-22T02:24:27.158051] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:27.158116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.163034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:27.164891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:27.165372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:27.195821] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 59.2s | Global ETA: 57m 57s [2025-11-22T02:24:27.197040] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:27.197122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.204407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:27.207391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:27.208212] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:27.210763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.211831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.597867] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 4.3s | Global ETA: 57m 58s [2025-11-22T02:24:27.598810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:27.598876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.603861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:27.605700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:27.606199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:27.606586] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:27.607854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.774131] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 35.1s | Global ETA: 57m 58s [2025-11-22T02:24:27.775035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:27.775096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.780152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:27.782667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:27.783502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.793655] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 58.6s | Global ETA: 57m 58s [2025-11-22T02:24:27.794539] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:27.794602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.799511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:27.801295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:27.801805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:27.804222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:27.838342] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 45.5s | Global ETA: 57m 58s [2025-11-22T02:24:27.839230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:27.839306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:27.844112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:27.845861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:27.846360] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:27.889971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:28.212879] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 3.6s | Global ETA: 57m 58s [2025-11-22T02:24:28.213824] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:28.213887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:28.218762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:28.220491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:28.220974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:28.221347] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:28.222443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:28.380811] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 57.9s | Global ETA: 57m 58s [2025-11-22T02:24:28.411668] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 34.4s | Global ETA: 57m 59s [2025-11-22T02:24:28.412566] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:28.412630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:28.417538] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:28.420095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:28.420945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:28.529679] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.24% | Symbol ETA: 44.9s | Global ETA: 57m 59s [2025-11-22T02:24:28.530549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:28.530612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:28.535456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:28.537317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:28.537827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:28.551248] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 1.09% [2025-11-22T02:24:28.581978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:28.719270] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 0.76% [2025-11-22T02:24:28.805794] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 3.0s | Global ETA: 57m 59s [2025-11-22T02:24:28.806703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:28.806766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:28.811471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:28.813203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:28.813708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:28.814161] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:28.815264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:28.888779] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.58%, Actual: 0.53% [2025-11-22T02:24:29.050007] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 33.8s | Global ETA: 57m 59s [2025-11-22T02:24:29.051295] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:29.051391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:29.057720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:29.060926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:29.061984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:29.063282] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 0.23% [2025-11-22T02:24:29.217210] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: 0.62% | Symbol ETA: 44.2s | Global ETA: 57m 59s [2025-11-22T02:24:29.218178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:29.218680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:29.225049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:29.227427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:29.228038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:29.233381] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.20%, Actual: 0.09% [2025-11-22T02:24:29.288122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:29.403410] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 1.47% [2025-11-22T02:24:29.418265] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 2.3s | Global ETA: 57m 60s [2025-11-22T02:24:29.419177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:29.419253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:29.424245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:29.426073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:29.426599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:29.427010] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:29.428212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:29.572733] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.32% [2025-11-22T02:24:29.682401] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 33.1s | Global ETA: 57m 60s [2025-11-22T02:24:29.683277] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:29.683336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:29.688128] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:29.690568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:29.691348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:29.737425] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 1.18% [2025-11-22T02:24:29.902205] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.59% [2025-11-22T02:24:29.935078] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 43.5s | Global ETA: 58m 0s [2025-11-22T02:24:29.935963] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:29.936024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:29.940900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:29.942672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:29.943195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:29.986721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.009948] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 1.6s | Global ETA: 58m 0s [2025-11-22T02:24:30.010841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:30.010904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.015796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:30.017769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:30.018622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:30.019031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:24:30.020155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.066092] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.33%, Actual: 0.94% [2025-11-22T02:24:30.066241] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 48.1986% [2025-11-22T02:24:30.066320] [INFO ] [main ] SFB: DISCARDED add_day_shape_ratios (score: 48.20%) [2025-11-22T02:24:30.066363] [INFO ] [main ] SFB: Testing feature 8/53: add_directional_consistency [2025-11-22T02:24:30.066395] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T02:24:30.066429] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:30.078420] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:30.079792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:30.079853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.084569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:30.086363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:30.086844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:30.211210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.316541] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 32.4s | Global ETA: 58m 1s [2025-11-22T02:24:30.317464] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:30.317524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.322321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:30.324716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:30.325475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.615476] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.99% | Symbol ETA: 1.0s | Global ETA: 58m 1s [2025-11-22T02:24:30.644416] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 42.8s | Global ETA: 58m 1s [2025-11-22T02:24:30.645313] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:30.645376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.650171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:30.651922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:30.652386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:30.696288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.772438] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 57.4s | Global ETA: 58m 1s [2025-11-22T02:24:30.773319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:30.773380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.778329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:30.780053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:30.780515] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:30.785961] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.51% [2025-11-22T02:24:30.905126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:30.947513] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.45% | Symbol ETA: 31.8s | Global ETA: 58m 1s [2025-11-22T02:24:30.948447] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:30.948518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:30.953572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:30.955142] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.53%, Actual: 1.90% [2025-11-22T02:24:30.955944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:30.956725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:31.132977] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.89%, Actual: 0.37% [2025-11-22T02:24:31.307916] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 0.90% [2025-11-22T02:24:31.349279] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 42.1s | Global ETA: 58m 2s [2025-11-22T02:24:31.350171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:31.350233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:31.355404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:31.357136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:31.357621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:31.401797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:31.476811] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 56.8s | Global ETA: 58m 2s [2025-11-22T02:24:31.477270] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 2.19% [2025-11-22T02:24:31.477719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:31.477781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:31.482485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:31.484221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:31.484696] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:31.596864] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.22% | Symbol ETA: 31.2s | Global ETA: 58m 2s [2025-11-22T02:24:31.597817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:31.597880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:31.602726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:31.605173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:31.607461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:31.605979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:31.645907] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.41% [2025-11-22T02:24:31.815573] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 0.75% [2025-11-22T02:24:31.985393] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.68% [2025-11-22T02:24:32.045058] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 41.4s | Global ETA: 58m 3s [2025-11-22T02:24:32.045999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:32.046061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.050821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.052556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.053050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:32.095917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.159755] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 1.47% [2025-11-22T02:24:32.166435] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 56.0s | Global ETA: 58m 3s [2025-11-22T02:24:32.167356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:32.167419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.172129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.173863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.174319] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:32.230609] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.93% | Symbol ETA: 30.5s | Global ETA: 58m 3s [2025-11-22T02:24:32.231507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:24:32.231592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.236514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:32.238913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:32.239688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.296113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.329065] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.99%, Actual: 0.49% [2025-11-22T02:24:32.329255] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 47.7997% [2025-11-22T02:24:32.329335] [INFO ] [main ] GTY: DISCARDED add_volatility_decay_ratio (score: 47.80%) [2025-11-22T02:24:32.329379] [INFO ] [main ] GTY: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:24:32.329412] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:24:32.329448] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:32.344055] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:32.345310] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:32.345372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.350255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.352041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:32.352513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:32.352910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.353314] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:32.354459] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:32.356529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.760983] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 40.8s | Global ETA: 58m 3s [2025-11-22T02:24:32.761895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:32.761959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.766766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.768694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.769181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:32.812156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.851579] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.53% | Symbol ETA: 29.9s | Global ETA: 58m 3s [2025-11-22T02:24:32.854408] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.08% | Symbol ETA: 55.3s | Global ETA: 58m 3s [2025-11-22T02:24:32.855290] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:32.855352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.860049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.861784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.862246] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:32.969997] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 6.5s | Global ETA: 58m 4s [2025-11-22T02:24:32.970925] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:32.970990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:32.976039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:32.978048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:32.978747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:32.979143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:32.979760] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:32.980908] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:32.983156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:32.986733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:33.022393] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.58%, Actual: 2.06% [2025-11-22T02:24:33.197355] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.66%, Actual: 1.27% [2025-11-22T02:24:33.364004] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 1.43% [2025-11-22T02:24:33.476340] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 40.1s | Global ETA: 58m 4s [2025-11-22T02:24:33.549076] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.28% [2025-11-22T02:24:33.560213] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.25% | Symbol ETA: 54.6s | Global ETA: 58m 4s [2025-11-22T02:24:33.561104] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:33.561166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:33.566181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:33.567969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:33.568442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:33.607822] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.34% | Symbol ETA: 5.9s | Global ETA: 58m 4s [2025-11-22T02:24:33.608732] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:33.608797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:33.614066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:33.615822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:33.616310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:33.616882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:33.617322] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:33.618612] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:33.620631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:33.647702] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.24% [2025-11-22T02:24:33.692297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:33.729753] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.71% [2025-11-22T02:24:33.816760] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.62% [2025-11-22T02:24:33.908984] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.86% [2025-11-22T02:24:33.990667] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 0.73% [2025-11-22T02:24:34.088688] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.45%, Actual: 1.26% [2025-11-22T02:24:34.162894] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.19% [2025-11-22T02:24:34.235317] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 5.3s | Global ETA: 58m 5s [2025-11-22T02:24:34.236271] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:34.236337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:34.241351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:34.243203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:34.243929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:34.244313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:34.244928] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:34.246011] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:34.248058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:34.262303] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 54.0s | Global ETA: 58m 5s [2025-11-22T02:24:34.263192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:34.263253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:34.266048] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.22%, Actual: 0.22% [2025-11-22T02:24:34.267968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:34.269923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:34.270386] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:34.344506] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.16% [2025-11-22T02:24:34.395778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:34.448889] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.93%, Actual: 0.47% [2025-11-22T02:24:34.529954] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 2.09% [2025-11-22T02:24:34.632871] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.53%, Actual: 1.19% [2025-11-22T02:24:34.633082] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 50.7792% [2025-11-22T02:24:34.633204] [INFO ] [main ] PEG: KEPT add_gaps (score: 50.78%) [2025-11-22T02:24:34.633251] [INFO ] [main ] PEG: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:24:34.633284] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_intraday_skewness_proxies'] [2025-11-22T02:24:34.633321] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:34.647209] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:34.648799] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:34.648877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:34.654273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:34.657006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:34.657959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:34.659289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:34.707520] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 1.84% [2025-11-22T02:24:34.882127] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 4.7s | Global ETA: 58m 6s [2025-11-22T02:24:34.883341] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:34.883408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:34.888160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:34.890022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:34.890497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:34.890901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:34.891366] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:34.892427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:34.894430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:34.929956] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 0.67% [2025-11-22T02:24:34.960216] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.57% | Symbol ETA: 53.3s | Global ETA: 58m 6s [2025-11-22T02:24:34.961107] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:34.961168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:34.965882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:34.967617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:34.968103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:35.089098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.097670] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.15% [2025-11-22T02:24:35.265670] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 0.34% [2025-11-22T02:24:35.265870] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 38.9808% [2025-11-22T02:24:35.265952] [INFO ] [main ] AWI: DISCARDED add_gap_fill_state (score: 38.98%) [2025-11-22T02:24:35.265995] [INFO ] [main ] AWI: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:24:35.266026] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_morning_composite'] [2025-11-22T02:24:35.266060] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:35.278980] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:35.280604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:35.280705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.285628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:35.287504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:35.287995] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:35.288977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.320358] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.07% | Symbol ETA: 30.6s | Global ETA: 58m 6s [2025-11-22T02:24:35.321313] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:35.321394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.326335] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:35.329218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:35.330157] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:35.331502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.496612] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 4.0s | Global ETA: 58m 6s [2025-11-22T02:24:35.497567] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:35.497632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.502583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:35.504369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:35.504883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:35.505284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:35.505733] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:35.506853] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:35.508969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.650550] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.88% | Symbol ETA: 52.6s | Global ETA: 58m 7s [2025-11-22T02:24:35.651793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:35.651854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.656549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:35.658298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:35.658838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:35.783696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.920203] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 42.8s | Global ETA: 58m 7s [2025-11-22T02:24:35.921435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:35.921498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.926368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:35.928276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:35.928806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:35.929767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:35.979955] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 29.9s | Global ETA: 58m 7s [2025-11-22T02:24:35.980853] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:35.980914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:35.985680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:35.988103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:35.988883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:35.990071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:36.096912] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 3.4s | Global ETA: 58m 7s [2025-11-22T02:24:36.097869] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:36.097934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:36.103041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:36.104875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:36.105393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:36.105835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:36.106284] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:36.107447] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:36.109525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:36.346559] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 51.9s | Global ETA: 58m 7s [2025-11-22T02:24:36.347483] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:36.347546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:36.352271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:36.354014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:36.354484] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:24:36.475036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:36.547488] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 42.1s | Global ETA: 58m 8s [2025-11-22T02:24:36.548410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:36.548473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:36.553233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:36.554986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:36.555459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:36.556393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:36.617663] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 29.2s | Global ETA: 58m 8s [2025-11-22T02:24:36.618567] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:36.618629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:36.623403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:36.625809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:36.626566] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:36.627796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:36.709255] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 2.7s | Global ETA: 58m 8s [2025-11-22T02:24:36.710180] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:36.710253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:36.715267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:36.717086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:36.717606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:36.718047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:36.718481] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:36.719668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:36.721748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.060992] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 51.2s | Global ETA: 58m 8s [2025-11-22T02:24:37.181992] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 41.5s | Global ETA: 58m 8s [2025-11-22T02:24:37.182889] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:37.182951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.187781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:37.189500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:37.189981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:37.190915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.234977] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 1.09% [2025-11-22T02:24:37.254888] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 28.5s | Global ETA: 58m 8s [2025-11-22T02:24:37.255839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:37.255904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.260685] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:37.263081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:37.263854] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:37.268175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.306044] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 2.1s | Global ETA: 58m 8s [2025-11-22T02:24:37.306957] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:37.307022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.311975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:37.313767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:37.314259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:37.314680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:37.315111] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:37.316222] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:37.318296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.411000] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.76% [2025-11-22T02:24:37.583560] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.53% [2025-11-22T02:24:37.761871] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.08%, Actual: 0.23% [2025-11-22T02:24:37.812073] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 40.8s | Global ETA: 58m 9s [2025-11-22T02:24:37.812974] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:37.813035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.817794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:37.819538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:37.820017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:37.820940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.876735] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 27.8s | Global ETA: 58m 9s [2025-11-22T02:24:37.877661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:37.877723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.882476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:37.884876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:37.885635] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:37.886823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.901227] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 1.5s | Global ETA: 58m 9s [2025-11-22T02:24:37.902175] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:24:37.902258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:37.907323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:37.909146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:37.909680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:37.910081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:37.910526] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:24:37.911674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:24:37.913773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:37.933243] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.25%, Actual: 0.09% [2025-11-22T02:24:38.106621] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 1.47% [2025-11-22T02:24:38.275466] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.57%, Actual: 0.32% [2025-11-22T02:24:38.438511] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.62% | Symbol ETA: 40.2s | Global ETA: 58m 10s [2025-11-22T02:24:38.439461] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:38.439523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:38.444239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:38.445973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:38.446430] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:38.447379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:38.449912] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.88%, Actual: 1.18% [2025-11-22T02:24:38.497391] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 27.1s | Global ETA: 58m 10s [2025-11-22T02:24:38.498322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:38.498384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:38.503184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:38.505577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:38.506351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:38.507689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:38.513174] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 0.9s | Global ETA: 58m 10s [2025-11-22T02:24:38.619623] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.59% [2025-11-22T02:24:38.680218] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 1.51% [2025-11-22T02:24:38.790589] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.46%, Actual: 0.94% [2025-11-22T02:24:38.790821] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.4671% [2025-11-22T02:24:38.790908] [INFO ] [main ] SFB: DISCARDED add_directional_consistency (score: 40.47%) [2025-11-22T02:24:38.790954] [INFO ] [main ] SFB: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:24:38.790988] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:24:38.791024] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:38.804221] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:38.805759] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:38.805821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:38.810860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:38.812754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:38.813237] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:38.814944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:38.852444] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.34%, Actual: 1.90% [2025-11-22T02:24:39.028329] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 0.37% [2025-11-22T02:24:39.071036] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 39.6s | Global ETA: 58m 10s [2025-11-22T02:24:39.071928] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.071990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.076726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:39.078504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:39.078984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:39.079912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:39.133446] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 26.5s | Global ETA: 58m 10s [2025-11-22T02:24:39.134335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.134398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.139285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:39.141746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:39.142500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:39.143684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:39.200512] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.90% [2025-11-22T02:24:39.368089] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 2.19% [2025-11-22T02:24:39.404848] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 53.4s | Global ETA: 58m 11s [2025-11-22T02:24:39.405769] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.405830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.411053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:39.412877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:39.413359] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:39.414986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:39.536576] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 0.41% [2025-11-22T02:24:39.703436] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 0.75% [2025-11-22T02:24:39.710016] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 38.9s | Global ETA: 58m 11s [2025-11-22T02:24:39.710919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.710980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.715724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:39.717459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:39.717939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:39.719307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:39.760665] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.09% | Symbol ETA: 25.8s | Global ETA: 58m 11s [2025-11-22T02:24:39.761541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.761626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.766394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:39.768870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:39.769717] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:39.770885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:39.877670] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 0.68% [2025-11-22T02:24:39.980078] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 52.7s | Global ETA: 58m 11s [2025-11-22T02:24:39.980960] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:39.981021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:39.985764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:39.987498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:39.987974] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:39.989543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.047276] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 1.47% [2025-11-22T02:24:40.218693] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 0.49% [2025-11-22T02:24:40.218899] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 44.7442% [2025-11-22T02:24:40.218982] [INFO ] [main ] GTY: DISCARDED add_volatility_state_percentiles (score: 44.74%) [2025-11-22T02:24:40.219026] [INFO ] [main ] GTY: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:24:40.219060] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_dispersion'] [2025-11-22T02:24:40.219095] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:40.234026] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:40.235462] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:40.235527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.240548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:40.242370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:40.242889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:40.243289] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:40.244638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.340173] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 38.3s | Global ETA: 58m 12s [2025-11-22T02:24:40.341076] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:40.341137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.345958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:40.347736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:40.348193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:40.349170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.391788] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -3.49% | Symbol ETA: 25.2s | Global ETA: 58m 12s [2025-11-22T02:24:40.392721] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:40.392784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.397920] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:40.400663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:40.401525] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:24:40.402749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.552622] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 52.1s | Global ETA: 58m 12s [2025-11-22T02:24:40.553517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:40.553579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.558506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:40.560433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:40.560936] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:40.562539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.851558] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 6.2s | Global ETA: 58m 12s [2025-11-22T02:24:40.852500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:40.852569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.857634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:40.859511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:40.860050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:40.860471] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:40.861861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:40.982821] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.62% | Symbol ETA: 37.7s | Global ETA: 58m 12s [2025-11-22T02:24:40.983719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:40.983781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:40.988667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:40.990408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:40.990913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:40.991843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:41.059386] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.56% | Symbol ETA: 24.6s | Global ETA: 58m 13s [2025-11-22T02:24:41.128327] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 51.5s | Global ETA: 58m 13s [2025-11-22T02:24:41.129250] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:41.129310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:41.134052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:41.135782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:41.136251] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:41.137872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:41.243725] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 2.06% [2025-11-22T02:24:41.414551] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.43%, Actual: 1.27% [2025-11-22T02:24:41.473889] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 5.6s | Global ETA: 58m 13s [2025-11-22T02:24:41.474808] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:41.474873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:41.479752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:41.481508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:41.482021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:41.482439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:41.483798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:41.581340] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 1.43% [2025-11-22T02:24:41.618485] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 37.0s | Global ETA: 58m 13s [2025-11-22T02:24:41.703413] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 50.9s | Global ETA: 58m 13s [2025-11-22T02:24:41.704302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:41.704362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:41.709142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:41.710900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:41.711365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:41.712958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:41.748079] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 0.28% [2025-11-22T02:24:41.787165] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 0.24% [2025-11-22T02:24:41.917156] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.71% [2025-11-22T02:24:41.954600] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.62% [2025-11-22T02:24:42.084173] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 0.86% [2025-11-22T02:24:42.085551] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.42% | Symbol ETA: 5.0s | Global ETA: 58m 14s [2025-11-22T02:24:42.086529] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:42.086599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:42.091833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:42.093623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:42.094144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:42.094544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:42.095920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:42.121524] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 0.73% [2025-11-22T02:24:42.249370] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 1.26% [2025-11-22T02:24:42.274931] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 50.3s | Global ETA: 58m 14s [2025-11-22T02:24:42.275827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:42.275887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:42.280755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:42.282473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:42.282970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:42.284542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:42.287626] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 1.19% [2025-11-22T02:24:42.416206] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.09%, Actual: 0.22% [2025-11-22T02:24:42.455295] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.62%, Actual: 0.16% [2025-11-22T02:24:42.597464] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -3.49%, Actual: 0.47% [2025-11-22T02:24:42.623094] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 2.09% [2025-11-22T02:24:42.710954] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -2.43% | Symbol ETA: 4.4s | Global ETA: 58m 14s [2025-11-22T02:24:42.711934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:42.711998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:42.716982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:42.718869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:42.719442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:42.719872] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:42.721395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:42.765779] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.56%, Actual: 1.19% [2025-11-22T02:24:42.765982] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 32.5437% [2025-11-22T02:24:42.766035] [INFO ] [main ] PEG: DISCARDED add_intraday_skewness_proxies (score: 32.54%) [2025-11-22T02:24:42.766073] [INFO ] [main ] PEG: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:24:42.766105] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_intraday_volatility_percentile'] [2025-11-22T02:24:42.766139] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:42.778831] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:42.780270] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:42.780332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:42.787883] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:42.790379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:42.790524] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 1.84% [2025-11-22T02:24:42.791169] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:42.851914] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 49.7s | Global ETA: 58m 15s [2025-11-22T02:24:42.852811] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:42.852872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:42.857635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:42.859355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:42.859846] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:42.861413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:42.876317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:42.959142] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.67% [2025-11-22T02:24:43.125356] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 0.15% [2025-11-22T02:24:43.290457] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.34% [2025-11-22T02:24:43.290690] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 49.8089% [2025-11-22T02:24:43.290809] [INFO ] [main ] AWI: DISCARDED add_gap_morning_composite (score: 49.81%) [2025-11-22T02:24:43.290854] [INFO ] [main ] AWI: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:24:43.290886] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_resolution_state'] [2025-11-22T02:24:43.290921] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:43.303910] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:43.305231] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:43.305294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:43.310089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:43.311959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:43.312433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:43.330273] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.43% | Symbol ETA: 3.8s | Global ETA: 58m 15s [2025-11-22T02:24:43.331208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:43.331273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:43.336279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:43.338144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:43.339041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:43.339443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:43.340827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:43.368269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:43.420088] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.83% | Symbol ETA: 49.1s | Global ETA: 58m 15s [2025-11-22T02:24:43.420989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:43.421049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:43.425822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:43.427540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:43.428031] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:43.429622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:43.504714] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 28.6s | Global ETA: 58m 15s [2025-11-22T02:24:43.505583] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:43.505664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:43.510537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:43.512947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:43.513757] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:43.601777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:43.949306] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 3.1s | Global ETA: 58m 16s [2025-11-22T02:24:43.950285] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:43.950351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:43.955332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:43.957183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:43.957773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:43.958168] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:43.959591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:43.997752] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -1.01% | Symbol ETA: 48.6s | Global ETA: 58m 16s [2025-11-22T02:24:43.998634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:43.998729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.000768] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 36.2s | Global ETA: 58m 16s [2025-11-22T02:24:44.001656] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:44.001719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.003451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:44.005184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:44.005666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:24:44.006523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:44.007255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:44.008314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:44.008800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:44.065539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:44.227063] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 27.9s | Global ETA: 58m 16s [2025-11-22T02:24:44.228002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:44.228064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.232867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:44.235287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:44.236084] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:44.322516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:44.554097] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 2.5s | Global ETA: 58m 16s [2025-11-22T02:24:44.555028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:44.555094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.560184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:44.562002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:44.562512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:44.562933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:44.564301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:44.567550] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 48.0s | Global ETA: 58m 16s [2025-11-22T02:24:44.688822] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 35.4s | Global ETA: 58m 17s [2025-11-22T02:24:44.689737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:44.689799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.694523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:44.696280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:44.696762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:44.733805] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.13%, Actual: 1.09% [2025-11-22T02:24:44.752234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:44.900986] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 0.76% [2025-11-22T02:24:44.947798] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 27.1s | Global ETA: 58m 17s [2025-11-22T02:24:44.948733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:44.948793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:44.953503] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:44.956160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:44.956999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:45.047892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:45.066443] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.53% [2025-11-22T02:24:45.173103] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1.9s | Global ETA: 58m 17s [2025-11-22T02:24:45.174048] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:45.174113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:45.179260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:45.181176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:45.181716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:45.182171] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:45.183562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:45.234548] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 0.23% [2025-11-22T02:24:45.381364] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 34.8s | Global ETA: 58m 17s [2025-11-22T02:24:45.382246] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:45.382307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:45.387093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:45.389842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:45.390450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:45.399669] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.09% [2025-11-22T02:24:45.446332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:45.565873] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 1.47% [2025-11-22T02:24:45.666503] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 26.4s | Global ETA: 58m 18s [2025-11-22T02:24:45.667408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:45.667470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:45.672197] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:45.674576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:45.675358] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:45.732147] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.32% [2025-11-22T02:24:45.759418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:45.796061] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 1.3s | Global ETA: 58m 18s [2025-11-22T02:24:45.796975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:45.797040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:45.802093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:45.803897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:45.804394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:45.804813] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:24:45.806264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:45.897138] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.83%, Actual: 1.18% [2025-11-22T02:24:46.064399] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.59% [2025-11-22T02:24:46.077296] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 34.1s | Global ETA: 58m 18s [2025-11-22T02:24:46.078214] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:46.078278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:46.083235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:46.085056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:46.085543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:46.139988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:46.228747] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.94% [2025-11-22T02:24:46.228930] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.4402% [2025-11-22T02:24:46.229011] [INFO ] [main ] SFB: DISCARDED add_fullday_parkinson_range (score: 44.44%) [2025-11-22T02:24:46.229053] [INFO ] [main ] SFB: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:24:46.229113] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T02:24:46.229149] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:46.244118] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:46.245810] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:46.245872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:46.250763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:46.252600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:46.253120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:46.297059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:46.377678] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 25.7s | Global ETA: 58m 18s [2025-11-22T02:24:46.378544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:46.378605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:46.383288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:46.385741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:46.386501] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:46.414940] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 0.7s | Global ETA: 58m 19s [2025-11-22T02:24:46.470284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:46.592049] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.51% [2025-11-22T02:24:46.761315] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.51% | Symbol ETA: 33.4s | Global ETA: 58m 19s [2025-11-22T02:24:46.762247] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:46.762310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:46.767216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:46.769035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:46.769521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:46.771094] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 1.90% [2025-11-22T02:24:46.822525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:46.862881] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 41.1s | Global ETA: 58m 19s [2025-11-22T02:24:46.863771] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:46.863832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:46.868661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:46.870375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:46.870858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:46.914187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:46.945299] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.42%, Actual: 0.37% [2025-11-22T02:24:47.091509] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 24.9s | Global ETA: 58m 19s [2025-11-22T02:24:47.092394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:47.092455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:47.097214] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:47.099631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:47.100416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:47.122123] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -2.43%, Actual: 0.90% [2025-11-22T02:24:47.187991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:47.296885] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.43%, Actual: 2.19% [2025-11-22T02:24:47.470634] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 0.41% [2025-11-22T02:24:47.472394] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 32.7s | Global ETA: 58m 20s [2025-11-22T02:24:47.473295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:47.473357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:47.478465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:47.480302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:47.480811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:47.493991] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 40.5s | Global ETA: 58m 20s [2025-11-22T02:24:47.494935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:47.495000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:47.500001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:47.501811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:47.502293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:47.537969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:47.547944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:47.647628] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.75% [2025-11-22T02:24:47.805542] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 24.2s | Global ETA: 58m 20s [2025-11-22T02:24:47.806428] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:47.806490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:47.811270] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:47.813719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:47.814490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:47.824247] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.68% [2025-11-22T02:24:47.899350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.000590] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 1.47% [2025-11-22T02:24:48.160973] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 40.0s | Global ETA: 58m 20s [2025-11-22T02:24:48.161852] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:48.161914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.166676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.168426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:48.168915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:48.178739] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 0.49% [2025-11-22T02:24:48.178944] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 40.9755% [2025-11-22T02:24:48.179031] [INFO ] [main ] GTY: DISCARDED add_volume_dispersion (score: 40.98%) [2025-11-22T02:24:48.179073] [INFO ] [main ] GTY: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:24:48.179106] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_flow_differentials'] [2025-11-22T02:24:48.179141] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:48.194428] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:48.195912] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:48.195976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.201119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.202425] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 32.0s | Global ETA: 58m 20s [2025-11-22T02:24:48.203139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:48.203457] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:48.203523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.203666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:48.204074] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:48.207026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.208600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.210695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:48.211296] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:48.213178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.268513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.518255] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.04% | Symbol ETA: 23.5s | Global ETA: 58m 21s [2025-11-22T02:24:48.519183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:48.519244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.524000] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:48.526373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:48.527152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:48.612759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.789582] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 39.4s | Global ETA: 58m 21s [2025-11-22T02:24:48.790473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:48.790537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.795303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.797029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:48.797517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:48.825139] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 6.2s | Global ETA: 58m 21s [2025-11-22T02:24:48.826065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:48.826156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.831148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.832979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:48.833486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:48.833926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:48.836776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.842629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:48.915716] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 31.3s | Global ETA: 58m 21s [2025-11-22T02:24:48.916630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:48.916714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:48.921733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:48.923599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:48.924103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:48.980615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:49.221996] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.23% | Symbol ETA: 22.8s | Global ETA: 58m 22s [2025-11-22T02:24:49.222890] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:49.222951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:49.227743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:49.230107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:49.230881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:24:49.314289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:49.409739] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 38.7s | Global ETA: 58m 22s [2025-11-22T02:24:49.410608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:49.410687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:49.415400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:49.417137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:49.417670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:49.461016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:49.483531] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 5.6s | Global ETA: 58m 22s [2025-11-22T02:24:49.484497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:49.484561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:49.489997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:49.491902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:49.492410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:49.492829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:49.495807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:49.632203] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 30.6s | Global ETA: 58m 22s [2025-11-22T02:24:49.633187] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:49.633252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:49.638399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:49.640368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:49.640892] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:24:49.697910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:49.933916] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.20% | Symbol ETA: 22.1s | Global ETA: 58m 22s [2025-11-22T02:24:50.028017] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 38.1s | Global ETA: 58m 23s [2025-11-22T02:24:50.028919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:50.028981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:50.033750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:50.035461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:50.035974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:50.079684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:50.093897] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.34% | Symbol ETA: 4.9s | Global ETA: 58m 23s [2025-11-22T02:24:50.094784] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:50.094846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:50.099710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:50.101412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:50.101908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:50.102288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:50.102586] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 2.06% [2025-11-22T02:24:50.104994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:50.270338] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 1.27% [2025-11-22T02:24:50.343103] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 29.9s | Global ETA: 58m 23s [2025-11-22T02:24:50.437594] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.89%, Actual: 1.43% [2025-11-22T02:24:50.515202] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.24% [2025-11-22T02:24:50.605538] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.96%, Actual: 0.28% [2025-11-22T02:24:50.654466] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 37.4s | Global ETA: 58m 23s [2025-11-22T02:24:50.655361] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:50.655823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:50.660693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:50.662400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:50.662879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:50.686086] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.62% [2025-11-22T02:24:50.695255] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 4.2s | Global ETA: 58m 23s [2025-11-22T02:24:50.696173] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:50.696235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:50.701237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:50.703012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:50.703486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:50.703926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:50.706584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:50.706939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:50.777847] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.71% [2025-11-22T02:24:50.858110] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 0.73% [2025-11-22T02:24:50.946597] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 0.86% [2025-11-22T02:24:51.028353] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.19% [2025-11-22T02:24:51.115279] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 1.26% [2025-11-22T02:24:51.198263] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 0.16% [2025-11-22T02:24:51.276565] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 36.8s | Global ETA: 58m 24s [2025-11-22T02:24:51.277479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:51.277541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:51.282242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:51.282270] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.04%, Actual: 0.22% [2025-11-22T02:24:51.283975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:51.284438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:51.296680] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 3.6s | Global ETA: 58m 24s [2025-11-22T02:24:51.297568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:51.297630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:51.302452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:51.304212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:51.304704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:51.305089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:51.307767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:51.327549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:51.369752] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 2.09% [2025-11-22T02:24:51.451540] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.23%, Actual: 0.47% [2025-11-22T02:24:51.541573] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 1.84% [2025-11-22T02:24:51.621527] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.20%, Actual: 1.19% [2025-11-22T02:24:51.621755] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 37.8983% [2025-11-22T02:24:51.621837] [INFO ] [main ] PEG: DISCARDED add_intraday_volatility_percentile (score: 37.90%) [2025-11-22T02:24:51.621880] [INFO ] [main ] PEG: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:24:51.621912] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_last_hour_momentum_mag'] [2025-11-22T02:24:51.621946] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:51.634169] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:51.635397] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:51.635458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:51.640386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:51.642871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:51.643657] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:51.644275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:51.712783] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.67% [2025-11-22T02:24:51.883341] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.15% [2025-11-22T02:24:51.896272] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 3.0s | Global ETA: 58m 25s [2025-11-22T02:24:51.897175] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:51.897257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:51.901949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:51.903635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:51.904119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:51.904498] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:51.907259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:51.911121] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 36.2s | Global ETA: 58m 25s [2025-11-22T02:24:51.912061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:51.912127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:51.917056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:51.918895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:51.919377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:51.966063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:52.053926] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.20%, Actual: 0.34% [2025-11-22T02:24:52.054162] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 38.6751% [2025-11-22T02:24:52.054264] [INFO ] [main ] AWI: DISCARDED add_gap_resolution_state (score: 38.68%) [2025-11-22T02:24:52.054307] [INFO ] [main ] AWI: Testing feature 13/53: add_gaps [2025-11-22T02:24:52.054340] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gaps'] [2025-11-22T02:24:52.054377] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:24:52.067551] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:52.069071] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:52.069134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:52.074050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:52.075870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:52.076367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:52.077144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:52.271203] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 27.6s | Global ETA: 58m 25s [2025-11-22T02:24:52.272129] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:52.272193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:52.277193] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:52.279727] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:52.280538] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:52.281201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:52.489212] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 2.3s | Global ETA: 58m 25s [2025-11-22T02:24:52.490143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:52.490206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:52.495007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:52.496727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:52.497193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:52.497596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:52.500307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:52.565890] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 35.5s | Global ETA: 58m 25s [2025-11-22T02:24:52.711820] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 35.0s | Global ETA: 58m 26s [2025-11-22T02:24:52.712795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:52.712859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:52.717831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:52.719604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:52.720117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:52.720920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:52.742427] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 1.09% [2025-11-22T02:24:52.916411] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 0.76% [2025-11-22T02:24:52.918381] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 27.0s | Global ETA: 58m 26s [2025-11-22T02:24:52.919270] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:52.919331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:52.924122] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:52.926515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:52.927313] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:52.927950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:53.084956] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 1.7s | Global ETA: 58m 26s [2025-11-22T02:24:53.085841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:53.085903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:53.090636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:53.092368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:53.092847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:53.093224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:53.094595] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.53% [2025-11-22T02:24:53.095843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:53.268467] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 0.23% [2025-11-22T02:24:53.369769] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.73% | Symbol ETA: 34.4s | Global ETA: 58m 26s [2025-11-22T02:24:53.370667] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:53.370729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:53.375506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:53.377352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:53.377838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:53.378572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:53.441603] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 0.09% [2025-11-22T02:24:53.543611] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 26.3s | Global ETA: 58m 26s [2025-11-22T02:24:53.544510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:53.544571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:53.549398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:53.551918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:53.556464] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:53.557119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:53.617934] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 1.47% [2025-11-22T02:24:53.673691] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.09% | Symbol ETA: 1.1s | Global ETA: 58m 27s [2025-11-22T02:24:53.674545] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:53.674607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:53.679419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:53.681145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:53.681617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:53.682016] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:24:53.684628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:53.784054] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.32% [2025-11-22T02:24:53.950604] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.79%, Actual: 1.18% [2025-11-22T02:24:54.048986] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 33.8s | Global ETA: 58m 27s [2025-11-22T02:24:54.049922] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:54.049985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.055096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:54.056997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:54.057579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:54.058372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:54.123940] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.59% [2025-11-22T02:24:54.175962] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 25.7s | Global ETA: 58m 27s [2025-11-22T02:24:54.176881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:54.176942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.182062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:54.184454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:54.185230] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:54.185863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:54.303749] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.94% [2025-11-22T02:24:54.303950] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 60.4974% [2025-11-22T02:24:54.304085] [INFO ] [main ] SFB: KEPT add_gap_fill_state (score: 60.50%) [2025-11-22T02:24:54.304144] [INFO ] [main ] SFB: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:24:54.304179] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T02:24:54.304216] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:24:54.316991] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:54.318618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:54.318702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.323691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:54.325468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:54.325982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:54.329006] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 0.5s | Global ETA: 58m 27s [2025-11-22T02:24:54.373251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:54.374460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:54.502353] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 1.51% [2025-11-22T02:24:54.675604] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.77%, Actual: 1.90% [2025-11-22T02:24:54.726837] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.63% | Symbol ETA: 33.2s | Global ETA: 58m 28s [2025-11-22T02:24:54.727788] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:54.727865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.732880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:54.734771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:54.735304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:54.736108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:54.806035] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 25.0s | Global ETA: 58m 28s [2025-11-22T02:24:54.806939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:54.806999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.812074] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:54.814559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:54.815359] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:54.816007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:54.851191] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.34%, Actual: 0.37% [2025-11-22T02:24:54.963302] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 39.7s | Global ETA: 58m 28s [2025-11-22T02:24:54.964242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:54.964305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:54.969149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:54.970905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:54.971366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:55.014538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:55.015533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:55.016881] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.90% [2025-11-22T02:24:55.183039] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 2.19% [2025-11-22T02:24:55.347116] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.41% [2025-11-22T02:24:55.386438] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 32.5s | Global ETA: 58m 28s [2025-11-22T02:24:55.387405] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:55.387470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:55.392991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:55.394859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:55.395336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:55.396207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:55.443822] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 24.4s | Global ETA: 58m 29s [2025-11-22T02:24:55.444734] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:55.444794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:55.449793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:55.452187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:55.452968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:55.453578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:55.519636] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 0.75% [2025-11-22T02:24:55.593362] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 39.0s | Global ETA: 58m 29s [2025-11-22T02:24:55.594264] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:55.594374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:55.599147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:55.600879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:55.601339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:55.644563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:55.645676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:55.685247] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.68% [2025-11-22T02:24:55.850879] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 1.47% [2025-11-22T02:24:56.016886] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 1.60%, Actual: 0.49% [2025-11-22T02:24:56.017087] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 46.7842% [2025-11-22T02:24:56.017169] [INFO ] [main ] GTY: DISCARDED add_volume_flow_differentials (score: 46.78%) [2025-11-22T02:24:56.017211] [INFO ] [main ] GTY: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:24:56.017261] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_pressure_into_close'] [2025-11-22T02:24:56.017299] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:24:56.031069] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:56.032292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:56.032353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.037127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.038905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:56.039371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:56.039770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:56.041346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.046173] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.06% | Symbol ETA: 31.9s | Global ETA: 58m 29s [2025-11-22T02:24:56.047059] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:56.047120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.051901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.053677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:56.054139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:56.054907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.084628] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 23.8s | Global ETA: 58m 29s [2025-11-22T02:24:56.085542] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:56.085605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.090732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:56.093261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:56.094066] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:56.094725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.209956] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 38.3s | Global ETA: 58m 29s [2025-11-22T02:24:56.210845] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:56.210908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.215665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.217407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:56.217883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:56.261065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:56.262182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.623043] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.13% | Symbol ETA: 5.6s | Global ETA: 58m 30s [2025-11-22T02:24:56.623918] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:56.623979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.628927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.630702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:56.631191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:56.631594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:56.633258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.683526] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.71% | Symbol ETA: 31.2s | Global ETA: 58m 30s [2025-11-22T02:24:56.684541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:56.684606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.689701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.691495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:56.691994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:56.692807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.733591] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 4.27% | Symbol ETA: 23.1s | Global ETA: 58m 30s [2025-11-22T02:24:56.734491] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:56.734552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.739966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:56.742559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:56.743345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:56.743979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:56.833925] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 37.7s | Global ETA: 58m 30s [2025-11-22T02:24:56.834909] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:56.834974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:56.840323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:56.842135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:56.842618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:56.887844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:56.888949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.211748] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.34% | Symbol ETA: 5.0s | Global ETA: 58m 31s [2025-11-22T02:24:57.212672] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:57.212732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:57.217448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:57.219157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:57.219629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:57.220030] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:57.221634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.350884] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 30.5s | Global ETA: 58m 31s [2025-11-22T02:24:57.351817] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:57.351892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:57.357271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:57.359196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:57.359698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:57.360518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.365942] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 22.5s | Global ETA: 58m 31s [2025-11-22T02:24:57.366869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:57.366933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:57.371735] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:57.374134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:57.374918] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:24:57.375528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.464452] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 37.1s | Global ETA: 58m 31s [2025-11-22T02:24:57.465368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:57.465434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:57.470199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:57.471927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:57.472386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:57.517797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:57.519042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.804855] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 1.93% | Symbol ETA: 4.5s | Global ETA: 58m 31s [2025-11-22T02:24:57.805787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:57.805851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:57.811145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:57.812926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:57.813406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:57.813824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:57.815461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:57.994740] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.68% | Symbol ETA: 29.9s | Global ETA: 58m 31s [2025-11-22T02:24:57.995621] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:57.995701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:58.000442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:58.000939] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.38% | Symbol ETA: 21.8s | Global ETA: 58m 31s [2025-11-22T02:24:58.002197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:58.002676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:58.003419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:58.084665] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 36.4s | Global ETA: 58m 31s [2025-11-22T02:24:58.085561] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:58.085623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:58.090386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:58.092110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:58.092701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:58.136202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:58.137193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:58.176438] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 2.06% [2025-11-22T02:24:58.346021] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 1.27% [2025-11-22T02:24:58.412407] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 3.9s | Global ETA: 58m 32s [2025-11-22T02:24:58.413283] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:58.413345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:58.418031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:58.419737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:58.420218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:58.420595] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:58.422212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:58.516935] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 1.43% [2025-11-22T02:24:58.634915] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 29.2s | Global ETA: 58m 32s [2025-11-22T02:24:58.685498] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 0.28% [2025-11-22T02:24:58.709400] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 35.8s | Global ETA: 58m 32s [2025-11-22T02:24:58.710301] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:58.710363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:58.715104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:58.716834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:58.717318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:58.760965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:58.761954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:58.811343] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 0.24% [2025-11-22T02:24:58.857217] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.71% [2025-11-22T02:24:58.987343] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.73%, Actual: 0.62% [2025-11-22T02:24:59.005607] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 3.3s | Global ETA: 58m 32s [2025-11-22T02:24:59.006483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:59.006544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:59.011594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:59.013491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:59.013975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:59.014373] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:59.016133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:59.032638] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.86% [2025-11-22T02:24:59.165355] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 0.73% [2025-11-22T02:24:59.207051] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 1.26% [2025-11-22T02:24:59.341839] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 35.2s | Global ETA: 58m 33s [2025-11-22T02:24:59.342780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:59.342844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:59.343997] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.63%, Actual: 1.19% [2025-11-22T02:24:59.347819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:59.349625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:59.350126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:24:59.380726] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 4.27%, Actual: 0.22% [2025-11-22T02:24:59.394222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:24:59.395264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:59.521099] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 0.16% [2025-11-22T02:24:59.551159] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 0.47% [2025-11-22T02:24:59.599807] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 2.7s | Global ETA: 58m 33s [2025-11-22T02:24:59.600726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:59.600788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:59.605700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:59.607452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:24:59.607980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:24:59.608384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:24:59.610016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:59.698190] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.06%, Actual: 2.09% [2025-11-22T02:24:59.726519] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.38%, Actual: 1.19% [2025-11-22T02:24:59.726762] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.7929% [2025-11-22T02:24:59.726852] [INFO ] [main ] PEG: DISCARDED add_last_hour_momentum_mag (score: 38.79%) [2025-11-22T02:24:59.726916] [INFO ] [main ] PEG: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:24:59.726953] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_day_volatility'] [2025-11-22T02:24:59.726989] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:24:59.739602] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:24:59.741084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:24:59.741148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:59.746217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:24:59.748785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:24:59.749586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:24:59.751405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:24:59.875277] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 1.84% [2025-11-22T02:24:59.974287] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 34.5s | Global ETA: 58m 34s [2025-11-22T02:24:59.975224] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:24:59.975288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:24:59.980298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:24:59.982033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:24:59.982510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:00.028971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:25:00.030597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:00.052073] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.67% [2025-11-22T02:25:00.194238] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.00% | Symbol ETA: 2.1s | Global ETA: 58m 34s [2025-11-22T02:25:00.195176] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:00.195241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:00.200116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:00.201877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:00.202358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:00.202770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:25:00.204417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:00.223480] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 0.15% [2025-11-22T02:25:00.415095] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 24.3s | Global ETA: 58m 34s [2025-11-22T02:25:00.416025] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:00.416090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:00.421146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:00.423724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:00.424543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:00.426469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:00.566892] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.34% [2025-11-22T02:25:00.567096] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 40.9312% [2025-11-22T02:25:00.567180] [INFO ] [main ] AWI: DISCARDED add_gaps (score: 40.93%) [2025-11-22T02:25:00.567271] [INFO ] [main ] AWI: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:25:00.567313] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies'] [2025-11-22T02:25:00.567349] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:00.592998] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:00.596661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:00.596726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:00.607407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:00.613437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:00.614011] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:00.618318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:00.647300] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 33.9s | Global ETA: 58m 34s [2025-11-22T02:25:00.839396] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 1.5s | Global ETA: 58m 35s [2025-11-22T02:25:00.840317] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:00.840381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:00.844063] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 1.09% [2025-11-22T02:25:00.845243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:00.847043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:00.847575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:00.848023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:25:00.849680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:01.083239] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.76% [2025-11-22T02:25:01.249176] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.53% [2025-11-22T02:25:01.255683] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 24.3s | Global ETA: 58m 35s [2025-11-22T02:25:01.256561] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:01.256622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:01.261363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:01.263784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:01.264554] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:01.266547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:01.424623] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.23% [2025-11-22T02:25:01.444227] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.27% | Symbol ETA: 0.9s | Global ETA: 58m 35s [2025-11-22T02:25:01.445126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:01.445188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:01.450036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:01.451743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:01.452214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:01.452593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:25:01.454199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:01.535108] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 34.0s | Global ETA: 58m 35s [2025-11-22T02:25:01.536192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:01.536302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:01.542324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:01.544253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:01.544780] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:01.546128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:01.624546] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.09% [2025-11-22T02:25:01.803564] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.09%, Actual: 1.47% [2025-11-22T02:25:01.976536] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 23.5s | Global ETA: 58m 36s [2025-11-22T02:25:01.977534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:01.977603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:01.982879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:01.985327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:01.986155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:01.986561] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.32% [2025-11-22T02:25:01.987997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:02.072775] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 0.3s | Global ETA: 58m 36s [2025-11-22T02:25:02.176069] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.18% [2025-11-22T02:25:02.220806] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 32.0s | Global ETA: 58m 36s [2025-11-22T02:25:02.221733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:02.221797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:02.226619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:02.228576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:02.229104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:02.230319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:02.251830] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.13%, Actual: 1.51% [2025-11-22T02:25:02.362676] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.59% [2025-11-22T02:25:02.421428] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.34%, Actual: 1.90% [2025-11-22T02:25:02.544770] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 0.94% [2025-11-22T02:25:02.545041] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 45.5331% [2025-11-22T02:25:02.545121] [INFO ] [main ] SFB: DISCARDED add_gap_morning_composite (score: 45.53%) [2025-11-22T02:25:02.545173] [INFO ] [main ] SFB: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:25:02.545208] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T02:25:02.545244] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:02.558561] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:02.560301] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:02.560375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:02.565825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:02.568240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:02.568830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:02.614138] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.93%, Actual: 0.37% [2025-11-22T02:25:02.617075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:02.624307] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.82% | Symbol ETA: 22.6s | Global ETA: 58m 37s [2025-11-22T02:25:02.625253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:02.625318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:02.630459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:02.633047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:02.633898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:02.635739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:02.674385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:02.790694] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 0.90% [2025-11-22T02:25:02.880083] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 30.9s | Global ETA: 58m 37s [2025-11-22T02:25:02.880979] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:02.881046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:02.885796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:02.887584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:02.888100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:02.889324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:02.964758] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 2.19% [2025-11-22T02:25:03.132856] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 0.41% [2025-11-22T02:25:03.263635] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 21.8s | Global ETA: 58m 37s [2025-11-22T02:25:03.264536] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:03.264597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:03.269465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:03.271973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:03.272797] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:03.274575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:03.301540] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 37.4s | Global ETA: 58m 37s [2025-11-22T02:25:03.302500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:03.302565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:03.307635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:03.309676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:03.310201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:03.312060] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.00%, Actual: 0.75% [2025-11-22T02:25:03.357637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:03.414686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:03.486037] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.68% [2025-11-22T02:25:03.512549] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 29.9s | Global ETA: 58m 38s [2025-11-22T02:25:03.513601] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:03.513709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:03.518925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:03.520843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:03.521339] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:03.522603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:03.660685] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.27%, Actual: 1.47% [2025-11-22T02:25:03.831186] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 0.49% [2025-11-22T02:25:03.831392] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 36.3795% [2025-11-22T02:25:03.831479] [INFO ] [main ] GTY: DISCARDED add_volume_pressure_into_close (score: 36.38%) [2025-11-22T02:25:03.831523] [INFO ] [main ] GTY: Testing feature 52/53: add_volume_zscore [2025-11-22T02:25:03.831556] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_volume_zscore'] [2025-11-22T02:25:03.831591] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:25:03.846289] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:03.847805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:03.847869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:03.852889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:03.854755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:03.855246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:03.855669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:03.857324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:03.930358] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 21.0s | Global ETA: 58m 38s [2025-11-22T02:25:03.931288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:03.931354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:03.936960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:03.939738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:03.940538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:03.942483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.014200] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.85% | Symbol ETA: 36.5s | Global ETA: 58m 38s [2025-11-22T02:25:04.015142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:04.015208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.020132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:04.022045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:04.022541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:04.066973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:04.120563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.172868] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 29.1s | Global ETA: 58m 38s [2025-11-22T02:25:04.174041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:04.174119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.179628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:04.181553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:04.182103] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:04.183546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.463126] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 5.7s | Global ETA: 58m 39s [2025-11-22T02:25:04.464207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:04.464285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.469968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:04.472084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:04.472581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:04.473039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:04.475079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.582975] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 20.3s | Global ETA: 58m 39s [2025-11-22T02:25:04.583904] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:04.583968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.589035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:04.591594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:04.592447] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:04.594280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.732611] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 35.8s | Global ETA: 58m 39s [2025-11-22T02:25:04.733517] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:04.733581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.738419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:04.740219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:04.740716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:04.787107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:04.822607] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 28.4s | Global ETA: 58m 39s [2025-11-22T02:25:04.823498] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:04.823567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:04.828290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:04.830030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:04.830513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:04.831731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:04.843432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.069674] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 5.0s | Global ETA: 58m 39s [2025-11-22T02:25:05.070598] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:05.070689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.075572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:05.077362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:05.077862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:05.078284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:05.079923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.226231] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.74% | Symbol ETA: 19.6s | Global ETA: 58m 39s [2025-11-22T02:25:05.227322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:05.227394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.232531] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:05.235134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:05.235978] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:05.238068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.429635] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 35.0s | Global ETA: 58m 40s [2025-11-22T02:25:05.430586] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:05.430685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.435828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:05.437978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:05.438554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:05.485742] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 27.6s | Global ETA: 58m 40s [2025-11-22T02:25:05.486662] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:05.486734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.487292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:05.492064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:05.494023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:05.494525] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:05.495804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.540563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.673007] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.04% | Symbol ETA: 4.4s | Global ETA: 58m 40s [2025-11-22T02:25:05.673901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:05.673962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.678635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:05.680357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:05.680844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:05.681229] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:05.682792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:05.888461] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.32% | Symbol ETA: 18.9s | Global ETA: 58m 40s [2025-11-22T02:25:05.889470] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:05.889537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:05.894697] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:05.897286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:05.898189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:05.900140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.130615] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 34.3s | Global ETA: 58m 40s [2025-11-22T02:25:06.131523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:06.131586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.136451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.137544] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 26.9s | Global ETA: 58m 40s [2025-11-22T02:25:06.138306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:06.138470] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:06.138534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.138811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:06.143402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.145255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:06.145751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:06.146961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.182339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:06.234875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.260658] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 3.8s | Global ETA: 58m 41s [2025-11-22T02:25:06.261516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:06.261579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.266356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.268127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:06.268602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:06.269007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:06.270725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.543399] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.74% | Symbol ETA: 18.2s | Global ETA: 58m 41s [2025-11-22T02:25:06.709870] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 2.06% [2025-11-22T02:25:06.788915] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 26.2s | Global ETA: 58m 41s [2025-11-22T02:25:06.789839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:06.789903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.794952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.797095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:06.797661] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:06.798985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.836162] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 33.6s | Global ETA: 58m 41s [2025-11-22T02:25:06.837182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:06.837275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.842303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.844329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:06.844906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:06.861016] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 3.2s | Global ETA: 58m 41s [2025-11-22T02:25:06.861952] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:06.862014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:06.866904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:06.869133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:06.869624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:06.870029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:06.871664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:06.877820] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 1.27% [2025-11-22T02:25:06.890127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:06.942135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:07.046120] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 1.43% [2025-11-22T02:25:07.235605] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.82%, Actual: 0.28% [2025-11-22T02:25:07.401423] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 0.71% [2025-11-22T02:25:07.449898] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.79% | Symbol ETA: 25.5s | Global ETA: 58m 42s [2025-11-22T02:25:07.484833] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 2.6s | Global ETA: 58m 42s [2025-11-22T02:25:07.485713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:07.485774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:07.490527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:07.492265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:07.492753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:07.493140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:07.494714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:07.567531] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.86% [2025-11-22T02:25:07.571722] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 32.9s | Global ETA: 58m 42s [2025-11-22T02:25:07.572688] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:07.572753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:07.577964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:07.580582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:07.581121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:07.621778] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.24% [2025-11-22T02:25:07.629804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:07.685000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:07.733700] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.04%, Actual: 1.26% [2025-11-22T02:25:07.787607] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.62% [2025-11-22T02:25:07.901221] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.74%, Actual: 0.22% [2025-11-22T02:25:07.954386] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.73% [2025-11-22T02:25:08.071275] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 0.47% [2025-11-22T02:25:08.072836] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 2.0s | Global ETA: 58m 43s [2025-11-22T02:25:08.073712] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:08.073775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:08.078467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:08.080176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:08.080660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:08.081045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:08.082591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:08.121731] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.19% [2025-11-22T02:25:08.249913] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.74%, Actual: 1.19% [2025-11-22T02:25:08.250127] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 44.2023% [2025-11-22T02:25:08.250213] [INFO ] [main ] PEG: DISCARDED add_late_day_volatility (score: 44.20%) [2025-11-22T02:25:08.250255] [INFO ] [main ] PEG: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:25:08.250289] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:25:08.250324] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:08.262603] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:08.264162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:08.264226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:08.269165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:08.271731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:08.272532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:08.275291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:08.287579] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.16% [2025-11-22T02:25:08.311542] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.47% | Symbol ETA: 32.2s | Global ETA: 58m 43s [2025-11-22T02:25:08.312496] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:08.312561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:08.317824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:08.319794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:08.320333] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:08.368349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:08.425123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:08.454472] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 2.09% [2025-11-22T02:25:08.625423] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.54%, Actual: 1.84% [2025-11-22T02:25:08.668663] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 1.4s | Global ETA: 58m 43s [2025-11-22T02:25:08.669521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:08.669583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:08.674300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:08.676069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:08.676533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:08.676931] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:08.678511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:08.793356] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 0.67% [2025-11-22T02:25:08.912025] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 23.4s | Global ETA: 58m 44s [2025-11-22T02:25:08.912953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:08.913015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:08.918002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:08.920521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:08.921345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:08.924039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:08.961057] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.15% [2025-11-22T02:25:09.055246] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 31.4s | Global ETA: 58m 44s [2025-11-22T02:25:09.056237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:09.056303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:09.061637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:09.063671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:09.064214] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:09.111261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:25:09.127684] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.79%, Actual: 0.34% [2025-11-22T02:25:09.127879] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.1921% [2025-11-22T02:25:09.127958] [INFO ] [main ] AWI: DISCARDED add_intraday_skewness_proxies (score: 41.19%) [2025-11-22T02:25:09.128000] [INFO ] [main ] AWI: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:25:09.128033] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile'] [2025-11-22T02:25:09.128068] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:09.140677] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:09.142095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:09.142163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:09.146957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:09.148745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:09.149214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:09.165921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:09.239500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:09.258470] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -1.22% | Symbol ETA: 0.8s | Global ETA: 58m 44s [2025-11-22T02:25:09.259340] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:09.259401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:09.264111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:09.265857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:09.266326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:09.266723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:25:09.268367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:09.544947] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 22.7s | Global ETA: 58m 44s [2025-11-22T02:25:09.545860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:09.545921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:09.550805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:09.553243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:09.554032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:09.557129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:09.787804] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 30.7s | Global ETA: 58m 44s [2025-11-22T02:25:09.850604] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 0.2s | Global ETA: 58m 45s [2025-11-22T02:25:09.863486] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 29.7s | Global ETA: 58m 45s [2025-11-22T02:25:09.864371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:09.864433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:09.869207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:09.870957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:09.871419] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:09.956200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:09.957222] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 1.09% [2025-11-22T02:25:10.016387] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 1.51% [2025-11-22T02:25:10.183502] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.01% | Symbol ETA: 22.0s | Global ETA: 58m 45s [2025-11-22T02:25:10.184399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:10.184462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:10.189337] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:10.190332] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 0.76% [2025-11-22T02:25:10.190485] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 1.90% [2025-11-22T02:25:10.191805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:10.192587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:10.195230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:10.361936] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.53% [2025-11-22T02:25:10.362402] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.04%, Actual: 0.37% [2025-11-22T02:25:10.536016] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.90% [2025-11-22T02:25:10.536831] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.23% [2025-11-22T02:25:10.574198] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 29.0s | Global ETA: 58m 45s [2025-11-22T02:25:10.575104] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:10.575180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:10.579982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:10.581737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:10.582203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:10.672103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:10.703725] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 2.19% [2025-11-22T02:25:10.711748] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.09% [2025-11-22T02:25:10.820501] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 21.4s | Global ETA: 58m 46s [2025-11-22T02:25:10.821424] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:10.821487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:10.826430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:10.829138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:10.829972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:10.832679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:10.870848] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 0.41% [2025-11-22T02:25:10.880321] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.47% [2025-11-22T02:25:11.036372] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 1.51%, Actual: 0.75% [2025-11-22T02:25:11.046486] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.32% [2025-11-22T02:25:11.203003] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.68% [2025-11-22T02:25:11.212471] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.47%, Actual: 1.18% [2025-11-22T02:25:11.305940] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.47% | Symbol ETA: 28.3s | Global ETA: 58m 46s [2025-11-22T02:25:11.306848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:11.306914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:11.311870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:11.313729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:11.314211] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:11.370723] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.22%, Actual: 1.47% [2025-11-22T02:25:11.378021] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.59% [2025-11-22T02:25:11.403710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:11.473516] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 20.8s | Global ETA: 58m 46s [2025-11-22T02:25:11.474454] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:11.474519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:11.479564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:11.482148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:11.482980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:11.485740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:11.541550] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.49% [2025-11-22T02:25:11.541772] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 48.6955% [2025-11-22T02:25:11.541854] [INFO ] [main ] GTY: DISCARDED add_volume_zscore (score: 48.70%) [2025-11-22T02:25:11.541895] [INFO ] [main ] GTY: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:25:11.541928] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_vwap_deviations'] [2025-11-22T02:25:11.541961] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T02:25:11.546477] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.73%, Actual: 0.94% [2025-11-22T02:25:11.546693] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 52.7888% [2025-11-22T02:25:11.546810] [INFO ] [main ] SFB: DISCARDED add_gap_resolution_state (score: 52.79%) [2025-11-22T02:25:11.546853] [INFO ] [main ] SFB: Testing feature 13/53: add_gaps [2025-11-22T02:25:11.546886] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:25:11.546921] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:11.556318] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:11.557829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:11.557893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:11.559262] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:11.562913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:11.560544] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:11.563259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:11.564736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:11.565216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:11.565601] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:11.568250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:11.570101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:11.570577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:11.571349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:11.614112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:11.614959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.031924] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 27.6s | Global ETA: 58m 47s [2025-11-22T02:25:12.032829] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:12.032891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.037657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.039395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:12.039874] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:12.116924] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 20.1s | Global ETA: 58m 47s [2025-11-22T02:25:12.117851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:12.117913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.122814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:12.124335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.125254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:12.126042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:12.128696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.182926] [INFO ] [main ] GTY: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 5.6s | Global ETA: 58m 47s [2025-11-22T02:25:12.183850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:12.183912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.184605] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 35.6s | Global ETA: 58m 47s [2025-11-22T02:25:12.185498] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:12.185561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.188765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.190395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.190497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:12.190994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:12.191380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:12.192140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:12.192610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:12.197057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.235831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:12.236749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.742169] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 26.8s | Global ETA: 58m 48s [2025-11-22T02:25:12.743040] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:12.743102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.747826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.749555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:12.750062] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:12.754354] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 19.5s | Global ETA: 58m 48s [2025-11-22T02:25:12.755244] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:12.755305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.760244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:12.762931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:12.763789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:12.766546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.789628] [INFO ] [main ] GTY: Lookback Days: 3, Magnitude: 2.42% | Symbol ETA: 4.9s | Global ETA: 58m 48s [2025-11-22T02:25:12.790514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:12.790576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.795325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.797052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:12.797545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:12.797945] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:12.803474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.808574] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 35.0s | Global ETA: 58m 48s [2025-11-22T02:25:12.809471] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:12.809533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:12.814266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:12.816006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:12.816473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:12.836608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:12.859804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:12.860742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:13.390977] [INFO ] [main ] GTY: Lookback Days: 4, Magnitude: 2.38% | Symbol ETA: 4.3s | Global ETA: 58m 48s [2025-11-22T02:25:13.391941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:13.392002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:13.396854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:13.398669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:13.399146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:13.399563] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:13.405080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:13.408885] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.85% | Symbol ETA: 18.8s | Global ETA: 58m 49s [2025-11-22T02:25:13.409792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:13.409870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:13.414660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:13.417195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:13.418042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:13.420726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:13.444888] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 34.4s | Global ETA: 58m 49s [2025-11-22T02:25:13.445893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:13.445960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:13.451112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:13.453111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:13.453638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:13.460166] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.23% | Symbol ETA: 26.1s | Global ETA: 58m 49s [2025-11-22T02:25:13.461111] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:13.461173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:13.466225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:13.468007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:13.468512] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:13.502558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:13.503673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:13.551636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:13.984816] [INFO ] [main ] GTY: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 3.6s | Global ETA: 58m 49s [2025-11-22T02:25:13.985754] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:13.985816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:13.990562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:13.992290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:13.992898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:13.993282] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:13.998859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.045734] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 18.2s | Global ETA: 58m 49s [2025-11-22T02:25:14.046620] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:14.046722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.051795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:14.054401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:14.055324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:14.058197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.077541] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 33.8s | Global ETA: 58m 49s [2025-11-22T02:25:14.078475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:14.078536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.083576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:14.085505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:14.086019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:14.128913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:14.129915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.191455] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 25.4s | Global ETA: 58m 49s [2025-11-22T02:25:14.192383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:14.192448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.197270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:14.199103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:14.199602] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:14.286950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.595218] [INFO ] [main ] GTY: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 3.0s | Global ETA: 58m 50s [2025-11-22T02:25:14.596106] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:14.596168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.600936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:14.602680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:14.603155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:14.603534] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:14.609104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.689094] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 17.5s | Global ETA: 58m 50s [2025-11-22T02:25:14.715232] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 33.2s | Global ETA: 58m 50s [2025-11-22T02:25:14.716142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:14.716204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.721055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:14.722798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:14.723269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:14.766130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:14.767038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:14.858176] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.06% [2025-11-22T02:25:14.915364] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 24.7s | Global ETA: 58m 50s [2025-11-22T02:25:14.916264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:14.916326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:14.922059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:14.924150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:14.924630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:15.007466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:15.027456] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 1.27% [2025-11-22T02:25:15.194789] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 1.43% [2025-11-22T02:25:15.198958] [INFO ] [main ] GTY: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 2.4s | Global ETA: 58m 50s [2025-11-22T02:25:15.199870] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:15.199932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:15.204870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:15.206668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:15.207153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:15.207573] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:15.213279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:15.341672] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 32.5s | Global ETA: 58m 51s [2025-11-22T02:25:15.342585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:15.342667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:15.347435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:15.349270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:15.349810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:15.362889] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.28% [2025-11-22T02:25:15.393355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:15.394260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:15.531479] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.71% [2025-11-22T02:25:15.654607] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 24.0s | Global ETA: 58m 51s [2025-11-22T02:25:15.655629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:15.655714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:15.660953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:15.662865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:15.663367] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:15.697717] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 0.86% [2025-11-22T02:25:15.752871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:15.815394] [INFO ] [main ] GTY: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 1.8s | Global ETA: 58m 51s [2025-11-22T02:25:15.816340] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:15.816417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:15.821490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:15.823431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:15.823958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:15.824353] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:15.830204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:15.867127] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 1.26% [2025-11-22T02:25:15.983804] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.20% | Symbol ETA: 31.9s | Global ETA: 58m 51s [2025-11-22T02:25:15.984764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:15.987981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:15.993136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:15.994931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:15.995426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:16.035939] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.85%, Actual: 0.22% [2025-11-22T02:25:16.041043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:16.041942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:16.205501] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 0.47% [2025-11-22T02:25:16.374718] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 1.19% [2025-11-22T02:25:16.374902] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 58.5019% [2025-11-22T02:25:16.375005] [INFO ] [main ] PEG: KEPT add_late_hour_microstructure (score: 58.50%) [2025-11-22T02:25:16.375048] [INFO ] [main ] PEG: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:25:16.375081] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_late_session_pressure'] [2025-11-22T02:25:16.375116] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:16.387198] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:16.388503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:16.388575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:16.393520] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:16.396045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:16.396859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:16.399586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:16.400675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:16.425850] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 23.2s | Global ETA: 58m 52s [2025-11-22T02:25:16.432096] [INFO ] [main ] GTY: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 1.2s | Global ETA: 58m 52s [2025-11-22T02:25:16.433031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:16.433095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:16.438163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:16.440040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:16.440533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:16.440966] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:16.447042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:16.601878] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.24% [2025-11-22T02:25:16.631454] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.99% | Symbol ETA: 31.3s | Global ETA: 58m 52s [2025-11-22T02:25:16.632404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:16.632468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:16.637219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:16.638961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:16.639431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:16.682608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:16.683621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:16.774275] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.62% [2025-11-22T02:25:16.943521] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.47%, Actual: 0.73% [2025-11-22T02:25:17.021841] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 21.1s | Global ETA: 58m 53s [2025-11-22T02:25:17.022722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:17.022783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:17.027927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:17.030470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:17.031264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:17.033892] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:17.034915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:17.044937] [INFO ] [main ] GTY: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 0.6s | Global ETA: 58m 53s [2025-11-22T02:25:17.045864] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:17.045926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:17.050626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:17.052347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:17.052830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:17.053208] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:25:17.058886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:17.112571] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 1.19% [2025-11-22T02:25:17.263181] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 30.6s | Global ETA: 58m 53s [2025-11-22T02:25:17.264128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:17.264204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:17.269077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:17.270834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:17.271319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:17.282870] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.16% [2025-11-22T02:25:17.315587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:17.316635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:17.452871] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.23%, Actual: 2.09% [2025-11-22T02:25:17.626892] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 1.84% [2025-11-22T02:25:17.652526] [INFO ] [main ] GTY: Lookback Days: 11, Magnitude: 2.72% | Symbol ETA: 0.0s | Global ETA: 58m 53s [2025-11-22T02:25:17.678978] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 20.5s | Global ETA: 58m 53s [2025-11-22T02:25:17.679886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:17.679949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:17.684836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:17.687328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:17.688135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:17.690814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:17.691865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:17.796397] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.67% [2025-11-22T02:25:17.822678] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 1.51% [2025-11-22T02:25:17.932823] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 30.0s | Global ETA: 58m 54s [2025-11-22T02:25:17.966168] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.15% [2025-11-22T02:25:17.991500] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 2.42%, Actual: 1.90% [2025-11-22T02:25:18.108926] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 1.09% [2025-11-22T02:25:18.137407] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 0.34% [2025-11-22T02:25:18.137633] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 51.2075% [2025-11-22T02:25:18.137733] [INFO ] [main ] AWI: DISCARDED add_intraday_volatility_percentile (score: 51.21%) [2025-11-22T02:25:18.137777] [INFO ] [main ] AWI: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:25:18.137809] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag'] [2025-11-22T02:25:18.137844] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:18.150885] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:18.152191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:18.152254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:18.157377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:18.158601] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 2.38%, Actual: 0.37% [2025-11-22T02:25:18.159229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:18.159767] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:18.160407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:18.285306] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.76% [2025-11-22T02:25:18.314109] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 19.8s | Global ETA: 58m 54s [2025-11-22T02:25:18.314997] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:18.315059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:18.320037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:18.322486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:18.323267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:18.324872] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 0.90% [2025-11-22T02:25:18.326010] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:18.327032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:18.455805] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 0.53% [2025-11-22T02:25:18.489881] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 2.19% [2025-11-22T02:25:18.625123] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.55%, Actual: 0.23% [2025-11-22T02:25:18.653255] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 0.41% [2025-11-22T02:25:18.797547] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.09% [2025-11-22T02:25:18.800935] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 28.1s | Global ETA: 58m 54s [2025-11-22T02:25:18.801827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:18.801888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:18.806619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:18.808415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:18.808896] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:18.809507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:18.817095] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.75% [2025-11-22T02:25:18.968606] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.47% [2025-11-22T02:25:18.981253] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 0.68% [2025-11-22T02:25:19.005498] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 19.3s | Global ETA: 58m 55s [2025-11-22T02:25:19.006401] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:19.006462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:19.011230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:19.013610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:19.014388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:19.016986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:19.018015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:19.136740] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.20%, Actual: 0.32% [2025-11-22T02:25:19.144230] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 1.47% [2025-11-22T02:25:19.307005] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 2.72%, Actual: 0.49% [2025-11-22T02:25:19.307160] [INFO ] [main ] GTY: Magnitude Forecast Confidence: 46.2667% [2025-11-22T02:25:19.307261] [INFO ] [main ] GTY: DISCARDED add_vwap_deviations (score: 46.27%) [2025-11-22T02:25:19.307303] [INFO ] [main ] GTY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:25:19.307338] [INFO ] [main ] GTY: Best accuracy: 59.69% [2025-11-22T02:25:19.307273] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.18% [2025-11-22T02:25:19.307370] [INFO ] [main ] GTY: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:25:19.307404] [INFO ] [main ] GTY: Improvement over baseline: 17.79% [2025-11-22T02:25:19.307432] [INFO ] [main ] GTY: Total time: 6.9 minutes [2025-11-22T02:25:19.307459] [INFO ] [main ] GTY: Average time per feature: 7.9 seconds [2025-11-22T02:25:19.307486] [INFO ] [main ] GTY: Average speed: 0.13 features/sec [2025-11-22T02:25:19.433479] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.77% | Symbol ETA: 27.4s | Global ETA: 58m 55s [2025-11-22T02:25:19.434377] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:19.434440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:19.439220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:19.440959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:19.441422] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:19.442052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:19.473386] [DEBUG] [METRICS ] GTY: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 1.51% [2025-11-22T02:25:19.476503] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.59% [2025-11-22T02:25:19.632241] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -2.21% | Symbol ETA: 18.6s | Global ETA: 58m 55s [2025-11-22T02:25:19.633154] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:19.633218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:19.638372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:19.640870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:19.641296] [DEBUG] [METRICS ] GTY: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 1.90% [2025-11-22T02:25:19.641667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:19.644274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:19.645301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:19.649336] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.94% [2025-11-22T02:25:19.649528] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 36.4115% [2025-11-22T02:25:19.649638] [INFO ] [main ] SFB: DISCARDED add_gaps (score: 36.41%) [2025-11-22T02:25:19.649706] [INFO ] [main ] SFB: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:25:19.649741] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T02:25:19.649778] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:19.662217] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:19.663747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:19.663811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:19.668758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:19.670536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:19.671053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:19.736803] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:19.738304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:19.844983] [DEBUG] [METRICS ] GTY: 2025-11-18:2025-11-19: Predicted: 1.39%, Actual: 0.37% [2025-11-22T02:25:20.013416] [DEBUG] [METRICS ] GTY: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 0.90% [2025-11-22T02:25:20.071048] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 26.7s | Global ETA: 58m 56s [2025-11-22T02:25:20.071938] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:20.072001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.076700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:20.078429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:20.078917] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:20.079537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:20.179935] [DEBUG] [METRICS ] GTY: 2025-11-14:2025-11-17: Predicted: 2.14%, Actual: 2.19% [2025-11-22T02:25:20.284664] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 17.9s | Global ETA: 58m 56s [2025-11-22T02:25:20.285527] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:20.285590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.290339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:20.292793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:20.293560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:20.296156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:20.297166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:20.303150] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 30.1s | Global ETA: 58m 56s [2025-11-22T02:25:20.304044] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:20.304106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.308877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:20.310570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:20.311056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:20.347946] [DEBUG] [METRICS ] GTY: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 0.41% [2025-11-22T02:25:20.353993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:20.355271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:20.517329] [DEBUG] [METRICS ] GTY: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 0.75% [2025-11-22T02:25:20.682288] [DEBUG] [METRICS ] GTY: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.68% [2025-11-22T02:25:20.700278] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 26.0s | Global ETA: 58m 57s [2025-11-22T02:25:20.701180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:20.701242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.705976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:20.707745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:20.708206] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:20.708837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:20.850920] [DEBUG] [METRICS ] GTY: 2025-11-10:2025-11-11: Predicted: -1.12%, Actual: 1.47% [2025-11-22T02:25:20.920245] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 29.3s | Global ETA: 58m 57s [2025-11-22T02:25:20.921160] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:20.921222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.925946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:20.927709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:20.928193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:20.932306] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.46% | Symbol ETA: 17.3s | Global ETA: 58m 57s [2025-11-22T02:25:20.933193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:20.933255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:20.938057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:20.940543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:20.941309] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:20.943915] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:20.944962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:20.974814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:20.976224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:21.015838] [DEBUG] [METRICS ] GTY: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 0.49% [2025-11-22T02:25:21.016419] [INFO ] [LOCAL ] Saved configuration for GTY: 4 features, 59.69% accuracy -> ./output/feature-sets/GTY.json [2025-11-22T02:25:21.018909] [INFO ] [main ] Progress: 28/57 symbols completed (49.1%). GTY finished in 7m 2s. ETA: 54m 57s. Rate: 0.53 symbols/min [2025-11-22T02:25:21.030974] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:21.045658] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:21.046162] [INFO ] [main ] PFGC: Testing with 53 available features [2025-11-22T02:25:21.046210] [INFO ] [main ] PFGC: Establishing baseline with no features... [2025-11-22T02:25:21.046243] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:21.060524] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:21.061800] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:21.325022] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 25.4s | Global ETA: 54m 57s [2025-11-22T02:25:21.325924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:21.325984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:21.330875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:21.332587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:21.333076] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:21.333701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:21.549431] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 28.7s | Global ETA: 54m 57s [2025-11-22T02:25:21.550375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:21.550441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:21.555487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:21.557336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:21.557840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:21.566264] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 4.12% | Symbol ETA: 16.6s | Global ETA: 54m 58s [2025-11-22T02:25:21.567213] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:21.567294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:21.572154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:21.574589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:21.575380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:21.578062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:21.579143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:21.601196] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:21.602579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:21.686712] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.74% [2025-11-22T02:25:21.687737] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:21.973292] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 24.8s | Global ETA: 54m 58s [2025-11-22T02:25:21.974210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:21.974274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:21.979168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:21.981028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:21.981510] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:21.982148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:22.184060] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 28.1s | Global ETA: 54m 58s [2025-11-22T02:25:22.184994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:22.185058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:22.189627] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.61% | Symbol ETA: 16.0s | Global ETA: 54m 58s [2025-11-22T02:25:22.190043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:22.191056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:22.191117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:22.191822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:22.192315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:22.195832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:22.198253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:22.199050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:22.201631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:22.202729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:22.236622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:22.238186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:22.297444] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.10% [2025-11-22T02:25:22.298377] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:22.638529] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 24.1s | Global ETA: 54m 59s [2025-11-22T02:25:22.639422] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:22.639484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:22.644247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:22.645989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:22.646453] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:22.647091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:22.817975] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.93% | Symbol ETA: 15.3s | Global ETA: 54m 59s [2025-11-22T02:25:22.840344] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 27.5s | Global ETA: 54m 59s [2025-11-22T02:25:22.841239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:22.841301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:22.846023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:22.847797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:22.848268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:22.891003] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:22.892362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:22.918912] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.09% [2025-11-22T02:25:22.919906] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:22.985050] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 2.06% [2025-11-22T02:25:23.150777] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 1.27% [2025-11-22T02:25:23.291666] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 23.5s | Global ETA: 54m 59s [2025-11-22T02:25:23.292538] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:23.292600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:23.297379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:23.299127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:23.299594] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:23.300239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:23.315637] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 1.43% [2025-11-22T02:25:23.460234] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 26.8s | Global ETA: 54m 59s [2025-11-22T02:25:23.461127] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:23.461191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:23.465967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:23.467770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:23.468240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:23.481637] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 0.28% [2025-11-22T02:25:23.511367] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:23.512613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:23.525988] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.49% [2025-11-22T02:25:23.526941] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:23.649629] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -2.21%, Actual: 0.71% [2025-11-22T02:25:23.816490] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.86% [2025-11-22T02:25:23.926284] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.72% | Symbol ETA: 22.9s | Global ETA: 54m 60s [2025-11-22T02:25:23.927218] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:23.927295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:23.932440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:23.934191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:23.934686] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:23.935307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:23.983319] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 1.26% [2025-11-22T02:25:24.080836] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 26.2s | Global ETA: 55m 0s [2025-11-22T02:25:24.081730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:24.081792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:24.086539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:24.088304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:24.088812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:24.131170] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:24.132537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:24.151811] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.57% [2025-11-22T02:25:24.152848] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:24.169371] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 4.12%, Actual: 0.22% [2025-11-22T02:25:24.338528] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 0.47% [2025-11-22T02:25:24.506427] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.93%, Actual: 1.19% [2025-11-22T02:25:24.506587] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 37.0270% [2025-11-22T02:25:24.506638] [INFO ] [main ] PEG: DISCARDED add_late_session_pressure (score: 37.03%) [2025-11-22T02:25:24.506699] [INFO ] [main ] PEG: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:25:24.506730] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity'] [2025-11-22T02:25:24.506765] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:24.518669] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:24.519909] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:24.519971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:24.524725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:24.527152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:24.528312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:24.530956] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:24.532958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:24.569678] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 22.2s | Global ETA: 55m 1s [2025-11-22T02:25:24.713595] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 25.6s | Global ETA: 55m 1s [2025-11-22T02:25:24.714504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:24.714569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:24.719353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:24.721106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:24.721574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:24.736239] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 0.24% [2025-11-22T02:25:24.764785] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:24.766098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:24.767628] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.78% [2025-11-22T02:25:24.768611] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:24.903235] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.77%, Actual: 0.62% [2025-11-22T02:25:25.071514] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.73% [2025-11-22T02:25:25.162427] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 19.9s | Global ETA: 55m 1s [2025-11-22T02:25:25.163322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:25.163385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:25.168189] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:25.170639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:25.171436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:25.174138] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:25.176141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:25.239928] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 1.19% [2025-11-22T02:25:25.332903] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 24.9s | Global ETA: 55m 1s [2025-11-22T02:25:25.333801] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:25.333863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:25.338733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:25.343627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:25.344257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:25.381858] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.34% [2025-11-22T02:25:25.382810] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:25.387035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:25:25.388387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:25.406805] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 0.16% [2025-11-22T02:25:25.574999] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 2.09% [2025-11-22T02:25:25.741465] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 1.84% [2025-11-22T02:25:25.806585] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 19.3s | Global ETA: 55m 2s [2025-11-22T02:25:25.807506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:25.807569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:25.812364] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:25.814802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:25.815561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:25.818207] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:25.820158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:25.908339] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 0.67% [2025-11-22T02:25:25.959919] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 24.3s | Global ETA: 55m 2s [2025-11-22T02:25:25.995095] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.15% [2025-11-22T02:25:25.996067] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:26.075785] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 0.15% [2025-11-22T02:25:26.130466] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 1.09% [2025-11-22T02:25:26.244682] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.34% [2025-11-22T02:25:26.244878] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 34.2538% [2025-11-22T02:25:26.244963] [INFO ] [main ] AWI: DISCARDED add_last_hour_momentum_mag (score: 34.25%) [2025-11-22T02:25:26.245007] [INFO ] [main ] AWI: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:25:26.245040] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_day_volatility'] [2025-11-22T02:25:26.245075] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:26.257931] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:26.259350] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:26.259411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:26.264277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:26.266068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:26.266531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:26.268323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:26.302221] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 0.76% [2025-11-22T02:25:26.469932] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.53% [2025-11-22T02:25:26.481470] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 18.7s | Global ETA: 55m 3s [2025-11-22T02:25:26.482473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:26.482540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:26.487683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:26.490519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:26.491354] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:26.494299] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:26.496383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:26.605103] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.32% [2025-11-22T02:25:26.606072] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:25:26.635252] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 0.23% [2025-11-22T02:25:26.799987] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.09% [2025-11-22T02:25:26.902361] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 24.0s | Global ETA: 55m 3s [2025-11-22T02:25:26.903263] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:26.903324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:26.908124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:26.909853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:26.910312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:26.912075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:26.971810] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 1.47% [2025-11-22T02:25:27.140111] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 0.32% [2025-11-22T02:25:27.155029] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 18.1s | Global ETA: 55m 3s [2025-11-22T02:25:27.156198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:27.156276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:27.161467] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:27.164015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:27.164837] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:27.167675] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:27.170100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:27.217170] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.95% [2025-11-22T02:25:27.307715] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 1.18% [2025-11-22T02:25:27.385334] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.74%, Actual: 0.04% [2025-11-22T02:25:27.473549] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.59% [2025-11-22T02:25:27.533708] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 23.3s | Global ETA: 55m 4s [2025-11-22T02:25:27.534580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:27.534661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:27.539546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:27.541308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:27.541826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:27.543546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:27.552249] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.31% [2025-11-22T02:25:27.644310] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.94% [2025-11-22T02:25:27.644534] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 36.6217% [2025-11-22T02:25:27.644627] [INFO ] [main ] SFB: DISCARDED add_intraday_skewness_proxies (score: 36.62%) [2025-11-22T02:25:27.644695] [INFO ] [main ] SFB: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:25:27.644733] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_intraday_volatility_percentile'] [2025-11-22T02:25:27.644768] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:27.657008] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:27.658457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:27.658525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:27.663521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:27.665356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:27.665872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:27.711052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:27.720218] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 1.15% [2025-11-22T02:25:27.801227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:27.834547] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 17.4s | Global ETA: 55m 4s [2025-11-22T02:25:27.835550] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:27.835625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:27.841278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:27.843911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:27.844737] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:27.847545] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:27.849671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:27.889615] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.54% [2025-11-22T02:25:28.057746] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 0.43% [2025-11-22T02:25:28.171861] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 22.7s | Global ETA: 55m 4s [2025-11-22T02:25:28.172790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:28.172851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.177559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:28.179338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:28.179825] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:28.181581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:28.224435] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 1.69% [2025-11-22T02:25:28.387706] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 28.3s | Global ETA: 55m 5s [2025-11-22T02:25:28.388626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:28.388712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.392251] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 0.13% [2025-11-22T02:25:28.393736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:28.395528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:28.396073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:28.442605] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:28.513284] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 16.8s | Global ETA: 55m 5s [2025-11-22T02:25:28.514350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:28.514429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.520119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:28.522950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:28.523864] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:28.526848] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:28.529126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:28.531509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:28.560564] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.17% [2025-11-22T02:25:28.727788] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.32%, Actual: 2.38% [2025-11-22T02:25:28.870965] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 22.2s | Global ETA: 55m 5s [2025-11-22T02:25:28.871874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:28.871935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.876717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:28.878457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:28.878934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:28.880701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:28.897408] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.95%, Actual: 2.45% [2025-11-22T02:25:28.897601] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 52.2256% [2025-11-22T02:25:28.897667] [INFO ] [main ] PFGC: Baseline score (no features): 52.2256% [2025-11-22T02:25:28.897708] [INFO ] [main ] PFGC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.897739] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:25:28.897772] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:28.910893] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:28.912126] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:28.912187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:28.916945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.111843] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 27.5s | Global ETA: 55m 5s [2025-11-22T02:25:29.112762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:29.112828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.117869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:29.119683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:29.120177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:29.164867] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:29.211632] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 16.1s | Global ETA: 55m 5s [2025-11-22T02:25:29.212592] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:29.212678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.218745] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:29.221300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:29.222106] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:29.224995] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:29.226976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.255597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.499669] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.42% | Symbol ETA: 21.5s | Global ETA: 55m 6s [2025-11-22T02:25:29.500910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:29.500970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.505727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:29.507464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:29.507951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:29.509729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.525420] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.82% | Symbol ETA: 5m 25s | Global ETA: 55m 6s [2025-11-22T02:25:29.526313] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:29.526373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.531205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.834242] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 26.8s | Global ETA: 55m 6s [2025-11-22T02:25:29.835138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:29.835201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.840074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:29.841889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:29.842356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:29.887140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:29.887840] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.34% | Symbol ETA: 15.5s | Global ETA: 55m 6s [2025-11-22T02:25:29.888762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:29.888825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:29.893578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:29.895974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:29.896750] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:29.899332] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:29.901325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:29.973199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.137959] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 20.8s | Global ETA: 55m 6s [2025-11-22T02:25:30.138856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:30.138958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.143676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:30.145375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:30.145863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:30.146908] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 5m 26s | Global ETA: 55m 6s [2025-11-22T02:25:30.147666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.147824] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:30.147884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.152610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.542775] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 26.0s | Global ETA: 55m 7s [2025-11-22T02:25:30.543752] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:30.543838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.548832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:30.550913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:30.551428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:30.558520] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.74% | Symbol ETA: 14.8s | Global ETA: 55m 7s [2025-11-22T02:25:30.559444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:30.559508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.564567] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:30.567038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:30.567872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:30.570546] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:30.572632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.597746] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:30.690570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.766384] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 5m 26s | Global ETA: 55m 7s [2025-11-22T02:25:30.767689] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:30.767761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.772546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:30.787380] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 20.2s | Global ETA: 55m 7s [2025-11-22T02:25:30.788287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:30.788348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:30.793103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:30.794852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:30.795318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:30.797082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:31.198338] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.33% | Symbol ETA: 14.1s | Global ETA: 55m 7s [2025-11-22T02:25:31.278123] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 25.3s | Global ETA: 55m 8s [2025-11-22T02:25:31.279028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:31.279090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:31.283836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:31.285547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:31.286047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:31.329301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:31.366307] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 2.06% [2025-11-22T02:25:31.381558] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 5m 25s | Global ETA: 55m 8s [2025-11-22T02:25:31.382463] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:31.382522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:31.387283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:31.413549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:31.450195] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 19.5s | Global ETA: 55m 8s [2025-11-22T02:25:31.451365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:31.451432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:31.456769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:31.458694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:31.459191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:31.461250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:31.536252] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 1.27% [2025-11-22T02:25:31.703422] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 1.43% [2025-11-22T02:25:31.873177] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 0.28% [2025-11-22T02:25:31.986152] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 24.6s | Global ETA: 55m 8s [2025-11-22T02:25:31.987052] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:31.987115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:31.991847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:31.993569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:31.994069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:32.001923] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 5m 24s | Global ETA: 55m 8s [2025-11-22T02:25:32.002817] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:32.002876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:32.007614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.037772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:32.039728] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.71% [2025-11-22T02:25:32.095840] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 18.9s | Global ETA: 55m 8s [2025-11-22T02:25:32.096729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:32.096790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:32.101458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:32.103200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:32.103674] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:32.105387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.122390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.203988] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.86% [2025-11-22T02:25:32.369188] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 1.26% [2025-11-22T02:25:32.534937] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.34%, Actual: 0.22% [2025-11-22T02:25:32.611111] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.68% | Symbol ETA: 5m 23s | Global ETA: 55m 9s [2025-11-22T02:25:32.612009] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:32.612069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:32.616804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.690419] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.30% | Symbol ETA: 23.9s | Global ETA: 55m 9s [2025-11-22T02:25:32.691330] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:32.691412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:32.696222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:32.698237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:32.698758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:32.699985] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.74%, Actual: 0.47% [2025-11-22T02:25:32.732246] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 18.2s | Global ETA: 55m 9s [2025-11-22T02:25:32.742615] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:32.826944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.866240] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.33%, Actual: 1.19% [2025-11-22T02:25:32.866445] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 36.2403% [2025-11-22T02:25:32.866527] [INFO ] [main ] PEG: DISCARDED add_micro_gap_fill_velocity (score: 36.24%) [2025-11-22T02:25:32.866569] [INFO ] [main ] PEG: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:25:32.866602] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:25:32.866639] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:32.879049] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:32.880347] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:32.880409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:32.885119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:32.887582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:32.888361] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:32.890965] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:32.891669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:32.899754] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.24% [2025-11-22T02:25:33.066087] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.62% [2025-11-22T02:25:33.221225] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 5m 22s | Global ETA: 55m 10s [2025-11-22T02:25:33.222108] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:33.222168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:33.226901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:33.232034] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 0.73% [2025-11-22T02:25:33.399691] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 1.19% [2025-11-22T02:25:33.434560] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 23.1s | Global ETA: 55m 10s [2025-11-22T02:25:33.435719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:33.435784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:33.441764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:33.443849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:33.444551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:33.493085] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:33.522742] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.57% | Symbol ETA: 19.2s | Global ETA: 55m 10s [2025-11-22T02:25:33.523799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:33.523866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:33.529015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:33.531562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:33.532400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:33.535475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:33.536210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:33.576484] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.42%, Actual: 0.16% [2025-11-22T02:25:33.586062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:33.763777] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 2.09% [2025-11-22T02:25:33.906785] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 5m 26s | Global ETA: 55m 10s [2025-11-22T02:25:33.907886] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:33.907957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:33.914399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:34.031001] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 1.84% [2025-11-22T02:25:34.277951] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.67% [2025-11-22T02:25:34.363884] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 19.3s | Global ETA: 55m 11s [2025-11-22T02:25:34.364888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:34.364955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:34.370105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:34.372861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:34.373743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:34.376807] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:34.377578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:34.450602] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 22.5s | Global ETA: 55m 11s [2025-11-22T02:25:34.451770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:34.451846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:34.457385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:34.460105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:34.460723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:34.523606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:25:34.529491] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.15% [2025-11-22T02:25:34.636467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:34.696465] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.06% | Symbol ETA: 5m 35s | Global ETA: 55m 11s [2025-11-22T02:25:34.697407] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:25:34.697469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:34.702341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:34.710511] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.34% [2025-11-22T02:25:34.710751] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.9380% [2025-11-22T02:25:34.710869] [INFO ] [main ] AWI: DISCARDED add_late_day_volatility (score: 39.94%) [2025-11-22T02:25:34.710914] [INFO ] [main ] AWI: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:25:34.710948] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_hour_microstructure'] [2025-11-22T02:25:34.710984] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:34.724549] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:34.725973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:34.726039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:34.731800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:34.734046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:34.734621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:34.737897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:35.012319] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 18.4s | Global ETA: 55m 11s [2025-11-22T02:25:35.013364] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:35.013433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:35.018553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:35.021346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:35.022192] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:35.025163] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:35.025928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:35.243166] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 21.7s | Global ETA: 55m 12s [2025-11-22T02:25:35.314761] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.07% | Symbol ETA: 5m 33s | Global ETA: 55m 12s [2025-11-22T02:25:35.407027] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 23.6s | Global ETA: 55m 12s [2025-11-22T02:25:35.408032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:35.408096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:35.412754] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.66%, Actual: 1.09% [2025-11-22T02:25:35.413467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:35.415422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:35.415928] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:35.418895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:35.481478] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.82%, Actual: 0.04% [2025-11-22T02:25:35.583394] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.76% [2025-11-22T02:25:35.649832] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.31% [2025-11-22T02:25:35.704265] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 17.6s | Global ETA: 55m 12s [2025-11-22T02:25:35.705331] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:35.705394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:35.710310] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:35.712691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:35.713445] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:35.716083] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:35.716792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:35.755011] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.53% [2025-11-22T02:25:35.820326] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 1.15% [2025-11-22T02:25:35.924432] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 0.23% [2025-11-22T02:25:35.989834] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: -1.68%, Actual: 0.54% [2025-11-22T02:25:36.091730] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.09% [2025-11-22T02:25:36.094188] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 22.9s | Global ETA: 55m 13s [2025-11-22T02:25:36.095346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:36.095423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:36.100478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:36.102347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:36.102877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:36.105832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:36.157577] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.43% [2025-11-22T02:25:36.261423] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.47% [2025-11-22T02:25:36.327453] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.68%, Actual: 1.69% [2025-11-22T02:25:36.347203] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 16.8s | Global ETA: 55m 13s [2025-11-22T02:25:36.348249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:36.348314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:36.353275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:36.356223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:36.357331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:36.360301] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:36.361054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:36.428662] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.30%, Actual: 0.32% [2025-11-22T02:25:36.495435] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.13% [2025-11-22T02:25:36.594961] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.26%, Actual: 1.18% [2025-11-22T02:25:36.661742] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.17% [2025-11-22T02:25:36.763001] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.59% [2025-11-22T02:25:36.786204] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 22.2s | Global ETA: 55m 13s [2025-11-22T02:25:36.787148] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:36.787212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:36.792245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:36.794175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:36.794692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:36.797386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:36.829916] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.06%, Actual: 2.38% [2025-11-22T02:25:36.928561] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 0.94% [2025-11-22T02:25:36.928790] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.9513% [2025-11-22T02:25:36.928880] [INFO ] [main ] SFB: DISCARDED add_intraday_volatility_percentile (score: 40.95%) [2025-11-22T02:25:36.928923] [INFO ] [main ] SFB: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:25:36.928956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T02:25:36.932334] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:36.944840] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:36.946065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:36.946128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:36.950946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:36.952743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:36.953215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:36.985128] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 16.1s | Global ETA: 55m 13s [2025-11-22T02:25:36.986016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:36.986077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:36.991021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:36.993416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:36.994197] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:36.996816] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:36.997519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:36.997568] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:36.997709] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.07%, Actual: 2.45% [2025-11-22T02:25:36.997903] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 41.7968% [2025-11-22T02:25:36.997955] [INFO ] [main ] PFGC: DISCARDED add_afternoon_v_morning_volatility_mix (score: 41.80%) [2025-11-22T02:25:36.997991] [INFO ] [main ] PFGC: Testing feature 2/53: add_atr [2025-11-22T02:25:36.998022] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:25:36.998056] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:36.998270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:37.013637] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:37.014838] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:37.014897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:37.016700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:37.017398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:37.479918] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.98% | Symbol ETA: 21.6s | Global ETA: 55m 14s [2025-11-22T02:25:37.480924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:37.480995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:37.486467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:37.488417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:37.488956] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:37.492282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:37.575135] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 28.6s | Global ETA: 55m 14s [2025-11-22T02:25:37.576095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:37.576158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:37.580973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:37.582698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:37.583204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:37.626986] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:37.627701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:37.633892] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 15.4s | Global ETA: 55m 14s [2025-11-22T02:25:37.634783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:37.634848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:37.639563] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 6m 59s | Global ETA: 55m 14s [2025-11-22T02:25:37.640482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:37.640992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:37.641051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:37.642710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:37.642913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:37.643187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:37.643695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:37.646370] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:37.647082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.152391] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 20.9s | Global ETA: 55m 15s [2025-11-22T02:25:38.153291] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:38.153351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.158581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.160457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:38.160942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:38.163515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.200058] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 27.9s | Global ETA: 55m 15s [2025-11-22T02:25:38.200975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:38.201037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.205814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.207539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:38.208037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:38.252189] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:38.252858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.258818] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 6m 58s | Global ETA: 55m 15s [2025-11-22T02:25:38.259713] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:38.259771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.261409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:38.261915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.294920] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.98% | Symbol ETA: 14.7s | Global ETA: 55m 15s [2025-11-22T02:25:38.295844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:38.295916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.301192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:38.303753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:38.304535] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:38.307353] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:38.308106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.794008] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 20.1s | Global ETA: 55m 15s [2025-11-22T02:25:38.794916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:38.794977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.799791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.801541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:38.802019] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:38.804619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.819334] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 27.3s | Global ETA: 55m 15s [2025-11-22T02:25:38.820238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:38.820301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.825088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.826822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:38.827310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:38.871304] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:38.872005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.875054] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 6m 57s | Global ETA: 55m 15s [2025-11-22T02:25:38.875938] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:38.875997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:38.877659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:38.878128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:38.942987] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 14.0s | Global ETA: 55m 16s [2025-11-22T02:25:38.943932] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:38.944325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:38.949691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:38.952331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:38.953223] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:38.956832] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:38.957710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:39.440277] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 26.6s | Global ETA: 55m 16s [2025-11-22T02:25:39.441181] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:39.441242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:39.446066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:39.447844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:39.448341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:39.469014] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 19.5s | Global ETA: 55m 16s [2025-11-22T02:25:39.469901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:39.469965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:39.474714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:39.476460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:39.476959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:39.479591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:39.490561] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 6m 57s | Global ETA: 55m 16s [2025-11-22T02:25:39.491446] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:39.491505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:39.492322] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:39.493005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:39.493153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:39.493630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:39.580756] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.28% | Symbol ETA: 13.4s | Global ETA: 55m 16s [2025-11-22T02:25:39.751559] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.57%, Actual: 2.06% [2025-11-22T02:25:39.924085] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 1.27% [2025-11-22T02:25:40.067287] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 26.0s | Global ETA: 55m 17s [2025-11-22T02:25:40.068200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:40.068262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:40.073081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.074829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:40.075304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:40.102767] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 6m 56s | Global ETA: 55m 17s [2025-11-22T02:25:40.103623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:40.103705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.105312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:40.105581] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 1.43% [2025-11-22T02:25:40.105804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.115953] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 18.8s | Global ETA: 55m 17s [2025-11-22T02:25:40.116856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:40.116918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:40.119759] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:40.120797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.121694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.123809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:40.124289] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:40.126902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.277081] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 0.28% [2025-11-22T02:25:40.446576] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.71% [2025-11-22T02:25:40.617717] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 0.86% [2025-11-22T02:25:40.695034] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 25.4s | Global ETA: 55m 17s [2025-11-22T02:25:40.695957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:40.696018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:40.700775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.702473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:40.702975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:40.718378] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 6m 56s | Global ETA: 55m 17s [2025-11-22T02:25:40.719255] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:40.719314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.720972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:40.721439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.746688] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:40.747440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.761769] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 18.1s | Global ETA: 55m 17s [2025-11-22T02:25:40.762618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:40.762810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:40.767571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:40.769330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:40.769858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:40.772438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:40.790135] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 1.26% [2025-11-22T02:25:40.963923] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.98%, Actual: 0.22% [2025-11-22T02:25:41.135096] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 0.47% [2025-11-22T02:25:41.305581] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.28%, Actual: 1.19% [2025-11-22T02:25:41.305843] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 36.4212% [2025-11-22T02:25:41.305947] [INFO ] [main ] PEG: DISCARDED add_morning_followthrough_mag_T0 (score: 36.42%) [2025-11-22T02:25:41.305994] [INFO ] [main ] PEG: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:25:41.306026] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_morning_range_expansion'] [2025-11-22T02:25:41.306061] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:41.318331] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:41.319632] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:41.319720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:41.322916] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 24.8s | Global ETA: 55m 18s [2025-11-22T02:25:41.323818] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:41.323881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:41.324726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:41.327280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:41.328100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:41.328748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:41.329481] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 6m 55s | Global ETA: 55m 18s [2025-11-22T02:25:41.330379] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:41.330439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:41.330472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:41.330917] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:41.330975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:41.332120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:41.332598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:41.335402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:41.374530] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:41.375341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:41.411904] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 17.4s | Global ETA: 55m 18s [2025-11-22T02:25:41.580354] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 0.24% [2025-11-22T02:25:41.747511] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.62% [2025-11-22T02:25:41.918109] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.73% [2025-11-22T02:25:41.939828] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 6m 54s | Global ETA: 55m 19s [2025-11-22T02:25:41.940702] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:41.940761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:41.942401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:41.942905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:41.943786] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 24.2s | Global ETA: 55m 19s [2025-11-22T02:25:41.944669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:41.944732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:41.949555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:41.951297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:41.951792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:41.979760] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 18.4s | Global ETA: 55m 19s [2025-11-22T02:25:41.980685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:41.980748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:41.985515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:41.987982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:41.988771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:41.991382] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:41.995288] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:41.995684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:41.996133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:42.090446] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.98%, Actual: 1.19% [2025-11-22T02:25:42.258626] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.16% [2025-11-22T02:25:42.424966] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 2.09% [2025-11-22T02:25:42.562700] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 23.5s | Global ETA: 55m 19s [2025-11-22T02:25:42.563574] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:42.563655] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:42.568448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:42.570207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:42.570694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:42.597175] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.84% [2025-11-22T02:25:42.604392] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 6m 54s | Global ETA: 55m 19s [2025-11-22T02:25:42.605295] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:42.605353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:42.607004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:25:42.607495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:42.614031] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:25:42.614848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:42.642068] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.12% | Symbol ETA: 17.7s | Global ETA: 55m 19s [2025-11-22T02:25:42.643000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:42.643064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:42.648182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:42.650684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:42.651467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:42.654220] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:42.658668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:42.764970] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.67% [2025-11-22T02:25:42.936162] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.15% [2025-11-22T02:25:43.108550] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.34% [2025-11-22T02:25:43.108789] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 32.9704% [2025-11-22T02:25:43.108878] [INFO ] [main ] AWI: DISCARDED add_late_hour_microstructure (score: 32.97%) [2025-11-22T02:25:43.108923] [INFO ] [main ] AWI: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:25:43.108959] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure'] [2025-11-22T02:25:43.108996] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:43.121700] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:43.123098] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:43.123158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:43.127966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:43.129792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:43.130282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:43.131315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:43.207046] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 22.9s | Global ETA: 55m 20s [2025-11-22T02:25:43.212498] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.45% | Symbol ETA: 6m 53s | Global ETA: 55m 20s [2025-11-22T02:25:43.310036] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.16% | Symbol ETA: 17.1s | Global ETA: 55m 20s [2025-11-22T02:25:43.310928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:43.310991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:43.315783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:43.318287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:43.320849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:43.323683] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:43.328144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:43.375136] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 1.09% [2025-11-22T02:25:43.382699] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 0.04% [2025-11-22T02:25:43.542478] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 0.76% [2025-11-22T02:25:43.549795] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.31% [2025-11-22T02:25:43.709553] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.53% [2025-11-22T02:25:43.717318] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.15% [2025-11-22T02:25:43.782885] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 21.8s | Global ETA: 55m 21s [2025-11-22T02:25:43.783848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:43.783912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:43.788778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:43.790710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:43.791217] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:43.792233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:43.876952] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 0.23% [2025-11-22T02:25:43.883709] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 0.54% [2025-11-22T02:25:43.961122] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 16.4s | Global ETA: 55m 21s [2025-11-22T02:25:43.962048] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:43.962112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:43.967124] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:43.970061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:43.970869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:43.973582] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:43.978076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:44.047459] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.09% [2025-11-22T02:25:44.062464] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.43% [2025-11-22T02:25:44.213979] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.36%, Actual: 1.47% [2025-11-22T02:25:44.248988] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 1.69% [2025-11-22T02:25:44.381666] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.32% [2025-11-22T02:25:44.416462] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.13% [2025-11-22T02:25:44.418438] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 21.0s | Global ETA: 55m 21s [2025-11-22T02:25:44.419324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:44.419386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:44.424108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:44.425852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:44.426326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:44.427343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:44.548234] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.42%, Actual: 1.18% [2025-11-22T02:25:44.588995] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.17% [2025-11-22T02:25:44.618158] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 15.8s | Global ETA: 55m 21s [2025-11-22T02:25:44.619079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:44.619141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:44.623929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:44.626427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:44.627234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:44.630100] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:44.634586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:44.716008] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.59% [2025-11-22T02:25:44.761769] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.87%, Actual: 2.38% [2025-11-22T02:25:44.883736] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.94% [2025-11-22T02:25:44.883965] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 39.8705% [2025-11-22T02:25:44.884050] [INFO ] [main ] SFB: DISCARDED add_last_hour_momentum_mag (score: 39.87%) [2025-11-22T02:25:44.884094] [INFO ] [main ] SFB: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:25:44.884126] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_late_day_volatility'] [2025-11-22T02:25:44.884162] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:44.896493] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:44.898041] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:44.898106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:44.903064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:44.904964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:44.905454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:44.934251] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.45%, Actual: 2.45% [2025-11-22T02:25:44.934434] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 40.4210% [2025-11-22T02:25:44.934520] [INFO ] [main ] PFGC: DISCARDED add_atr (score: 40.42%) [2025-11-22T02:25:44.934570] [INFO ] [main ] PFGC: Testing feature 3/53: add_atr_10 [2025-11-22T02:25:44.934603] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:25:44.934657] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:44.949605] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:44.950553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:44.950960] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:44.951034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:44.952505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:44.952823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:44.953342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.048575] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 20.4s | Global ETA: 55m 22s [2025-11-22T02:25:45.049494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:45.049559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:45.054635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:45.056442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:45.056966] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:45.058008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.281283] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 15.1s | Global ETA: 55m 22s [2025-11-22T02:25:45.282269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:45.282335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:45.287579] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:45.290345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:45.291253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:45.294177] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:45.298950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.521754] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 23.5s | Global ETA: 55m 22s [2025-11-22T02:25:45.522675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:45.522737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:45.527508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:45.529230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:45.529721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:45.573819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:45.574145] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 3m 24s | Global ETA: 55m 22s [2025-11-22T02:25:45.575066] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:45.575129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:45.575685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.576816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:45.577325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.684963] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 19.7s | Global ETA: 55m 22s [2025-11-22T02:25:45.685906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:45.686302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:45.691318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:45.693165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:45.693676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:45.694715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:45.940973] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 14.4s | Global ETA: 55m 23s [2025-11-22T02:25:45.941887] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:45.941952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:45.946765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:45.949247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:45.950039] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:45.952688] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:45.956949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.146231] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 22.9s | Global ETA: 55m 23s [2025-11-22T02:25:46.150188] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:46.150250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:46.155023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.156777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.157255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:46.200390] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.42% | Symbol ETA: 3m 23s | Global ETA: 55m 23s [2025-11-22T02:25:46.201178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:46.201295] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:46.201358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.203024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.203085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.203565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.317355] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 19.1s | Global ETA: 55m 23s [2025-11-22T02:25:46.318280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:46.318343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:46.323252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.325115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.325608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:46.326662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.589280] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.48% | Symbol ETA: 13.8s | Global ETA: 55m 23s [2025-11-22T02:25:46.590423] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:46.590487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:46.595475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:46.598042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:46.598865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:46.601692] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:46.606159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.780034] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 22.3s | Global ETA: 55m 24s [2025-11-22T02:25:46.780974] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:46.781039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:46.785993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.787917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.788404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:46.811056] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 3m 23s | Global ETA: 55m 24s [2025-11-22T02:25:46.811964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:46.812031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.813676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.814148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.833560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:46.835757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:46.960845] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 18.4s | Global ETA: 55m 24s [2025-11-22T02:25:46.961786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:46.961848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:46.966568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:46.968375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:46.968927] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:46.969960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:47.240907] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 13.1s | Global ETA: 55m 24s [2025-11-22T02:25:47.241886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:47.241951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:47.247282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:47.250281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:47.251161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:47.253945] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:25:47.258466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:47.421424] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 21.7s | Global ETA: 55m 24s [2025-11-22T02:25:47.422354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:47.422418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:47.427372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:47.429178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:47.429662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:47.441223] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 3m 22s | Global ETA: 55m 24s [2025-11-22T02:25:47.442110] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:47.442183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:47.443807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:47.444272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:47.474175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:47.476306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:47.614480] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 17.8s | Global ETA: 55m 24s [2025-11-22T02:25:47.615412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:47.615475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:47.620308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:47.622078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:47.622567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:47.623590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:47.910998] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.34% | Symbol ETA: 12.5s | Global ETA: 55m 25s [2025-11-22T02:25:48.053601] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 21.1s | Global ETA: 55m 25s [2025-11-22T02:25:48.054500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:48.054563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:48.059337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.061098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.061565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:48.072508] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 3m 22s | Global ETA: 55m 25s [2025-11-22T02:25:48.073388] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:48.073448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.075094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.075570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.082665] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 2.06% [2025-11-22T02:25:48.104337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:48.106268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.255565] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 17.1s | Global ETA: 55m 25s [2025-11-22T02:25:48.256497] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:48.256560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:48.261412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.263293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.263794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:48.264825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.271267] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 1.27% [2025-11-22T02:25:48.442446] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.16%, Actual: 1.43% [2025-11-22T02:25:48.614207] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 0.28% [2025-11-22T02:25:48.681750] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.24% | Symbol ETA: 20.4s | Global ETA: 55m 26s [2025-11-22T02:25:48.682692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:48.682754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:48.687712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.689426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.689913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:48.693713] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 3m 21s | Global ETA: 55m 26s [2025-11-22T02:25:48.694572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:48.694632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.696317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.696805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.733399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:48.735411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.785069] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.71% [2025-11-22T02:25:48.912412] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 16.5s | Global ETA: 55m 26s [2025-11-22T02:25:48.913322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:48.913386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:48.918316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:48.920108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:48.920591] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:25:48.921661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:48.953273] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 0.86% [2025-11-22T02:25:49.124117] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 1.26% [2025-11-22T02:25:49.291336] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.48%, Actual: 0.22% [2025-11-22T02:25:49.301263] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 19.8s | Global ETA: 55m 26s [2025-11-22T02:25:49.302171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:49.302233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:49.306946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:49.308701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:49.309172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:49.326097] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 3m 20s | Global ETA: 55m 26s [2025-11-22T02:25:49.326983] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:49.327043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:49.328687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:49.329154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:49.351836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:49.353747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:49.458202] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 0.47% [2025-11-22T02:25:49.566110] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 15.9s | Global ETA: 55m 27s [2025-11-22T02:25:49.627072] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.34%, Actual: 1.19% [2025-11-22T02:25:49.627297] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 37.7053% [2025-11-22T02:25:49.627387] [INFO ] [main ] PEG: DISCARDED add_morning_range_expansion (score: 37.71%) [2025-11-22T02:25:49.627830] [INFO ] [main ] PEG: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:25:49.627870] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_open_11_elasticity'] [2025-11-22T02:25:49.627905] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:49.640092] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:49.641514] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:49.641575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:49.646360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:49.648824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:49.649603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:49.652281] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:49.653404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:49.738600] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.24% [2025-11-22T02:25:49.913339] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 0.62% [2025-11-22T02:25:49.922498] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 19.2s | Global ETA: 55m 27s [2025-11-22T02:25:49.923407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:49.923469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:49.928184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:49.929920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:49.930387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:49.942091] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 3m 20s | Global ETA: 55m 27s [2025-11-22T02:25:49.943302] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:49.943362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:49.945157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:49.945627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:49.975044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:49.976916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:50.090461] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 0.73% [2025-11-22T02:25:50.261431] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 1.19% [2025-11-22T02:25:50.271966] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 17.0s | Global ETA: 55m 27s [2025-11-22T02:25:50.272938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:50.273003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:50.277986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:50.280549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:50.281385] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:50.284128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:50.285300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:50.426935] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.16% [2025-11-22T02:25:50.542972] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 18.5s | Global ETA: 55m 28s [2025-11-22T02:25:50.543885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:50.543948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:50.548712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:50.550444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:50.550929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:50.574877] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.64% | Symbol ETA: 3m 19s | Global ETA: 55m 28s [2025-11-22T02:25:50.576042] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:50.576109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:50.577888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:50.578405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:50.593039] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:25:50.593387] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 2.09% [2025-11-22T02:25:50.594898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:50.758902] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 1.84% [2025-11-22T02:25:50.907192] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 16.4s | Global ETA: 55m 28s [2025-11-22T02:25:50.908145] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:50.908210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:50.913131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:50.915595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:50.916429] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:50.919082] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:50.920188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:50.925040] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.78%, Actual: 0.67% [2025-11-22T02:25:51.091269] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.15% [2025-11-22T02:25:51.166935] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 17.9s | Global ETA: 55m 28s [2025-11-22T02:25:51.207851] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.50% | Symbol ETA: 3m 18s | Global ETA: 55m 28s [2025-11-22T02:25:51.255933] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 0.34% [2025-11-22T02:25:51.256123] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 47.6889% [2025-11-22T02:25:51.256210] [INFO ] [main ] AWI: DISCARDED add_late_session_pressure (score: 47.69%) [2025-11-22T02:25:51.256252] [INFO ] [main ] AWI: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:25:51.256284] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity'] [2025-11-22T02:25:51.256320] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:51.269091] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:51.270712] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:51.270775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:51.275603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:51.277421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:51.277921] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:51.279861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:51.337719] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.09% [2025-11-22T02:25:51.373815] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.04% [2025-11-22T02:25:51.506431] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 0.76% [2025-11-22T02:25:51.537885] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 15.8s | Global ETA: 55m 29s [2025-11-22T02:25:51.538768] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:51.538830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:51.539901] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.42%, Actual: 0.31% [2025-11-22T02:25:51.543628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:51.546044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:51.546827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:51.549477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:51.550592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:51.682559] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.53% [2025-11-22T02:25:51.705415] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.15% [2025-11-22T02:25:51.851343] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.23% [2025-11-22T02:25:51.872242] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 0.54% [2025-11-22T02:25:51.912949] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 19.9s | Global ETA: 55m 29s [2025-11-22T02:25:51.913891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:51.913954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:51.918746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:51.920491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:51.920980] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:51.922948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:52.020735] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.09% [2025-11-22T02:25:52.040102] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.43% [2025-11-22T02:25:52.174792] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 15.1s | Global ETA: 55m 29s [2025-11-22T02:25:52.175674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:52.175808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:52.181532] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:52.184024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:52.184823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:52.187531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:52.188225] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 1.47% [2025-11-22T02:25:52.188689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:52.206874] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 1.69% [2025-11-22T02:25:52.355842] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.32% [2025-11-22T02:25:52.371411] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.13% [2025-11-22T02:25:52.522815] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 1.18% [2025-11-22T02:25:52.536609] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.17% [2025-11-22T02:25:52.559098] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.57% | Symbol ETA: 19.3s | Global ETA: 55m 30s [2025-11-22T02:25:52.560006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:52.560070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:52.565122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:52.566933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:52.567433] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:52.569518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:52.689592] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.59% [2025-11-22T02:25:52.701599] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.64%, Actual: 2.38% [2025-11-22T02:25:52.807443] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 14.5s | Global ETA: 55m 30s [2025-11-22T02:25:52.808345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:52.808406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:52.813135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:52.815531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:52.816316] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:52.818948] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:52.820102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:52.856188] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.54%, Actual: 0.94% [2025-11-22T02:25:52.856409] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 49.6149% [2025-11-22T02:25:52.856512] [INFO ] [main ] SFB: DISCARDED add_late_day_volatility (score: 49.61%) [2025-11-22T02:25:52.856556] [INFO ] [main ] SFB: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:25:52.856589] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_late_hour_microstructure'] [2025-11-22T02:25:52.856623] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:25:52.866215] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.50%, Actual: 2.45% [2025-11-22T02:25:52.866409] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 45.7262% [2025-11-22T02:25:52.866488] [INFO ] [main ] PFGC: DISCARDED add_atr_10 (score: 45.73%) [2025-11-22T02:25:52.866529] [INFO ] [main ] PFGC: Testing feature 4/53: add_atr_5 [2025-11-22T02:25:52.866561] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:25:52.866595] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:25:52.869177] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:52.870518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:52.870583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:52.875468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:52.877454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:52.877968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:52.881115] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:52.882560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:52.882621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:52.884295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:52.884808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:52.922316] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:52.925332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:53.232861] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.16% | Symbol ETA: 18.7s | Global ETA: 55m 30s [2025-11-22T02:25:53.233757] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:53.233820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:53.238582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:53.240308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:53.240806] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:53.242751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:53.458390] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 13.9s | Global ETA: 55m 31s [2025-11-22T02:25:53.459335] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:53.459397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:53.464171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:53.467031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:53.467872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:53.470523] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:53.471683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:53.495948] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 2m 15s | Global ETA: 55m 31s [2025-11-22T02:25:53.496833] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:53.496892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:53.498521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:53.499018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:53.512282] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -1.02% | Symbol ETA: 22.2s | Global ETA: 55m 31s [2025-11-22T02:25:53.513201] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:53.513263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:53.518145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:53.520018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:53.520493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:53.565381] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:53.568540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:53.879241] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 18.1s | Global ETA: 55m 31s [2025-11-22T02:25:53.880128] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:53.880193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:53.885000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:53.886766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:53.887233] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:53.889325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.091500] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 13.3s | Global ETA: 55m 31s [2025-11-22T02:25:54.093475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:54.093556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:54.100705] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:54.104232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:54.105339] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:54.106613] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 2m 14s | Global ETA: 55m 31s [2025-11-22T02:25:54.107502] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:54.107563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:54.109144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:54.109212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:54.109693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.110760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.144373] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 21.5s | Global ETA: 55m 31s [2025-11-22T02:25:54.145267] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:54.145330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:54.150124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:54.151861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:54.152323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:54.195855] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:54.198496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.529717] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 17.4s | Global ETA: 55m 32s [2025-11-22T02:25:54.530632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:54.530738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:54.535862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:54.537862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:54.538353] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:54.540416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.720855] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 2m 14s | Global ETA: 55m 32s [2025-11-22T02:25:54.721735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:54.721795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:54.723407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:54.723888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.734258] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.88% | Symbol ETA: 12.6s | Global ETA: 55m 32s [2025-11-22T02:25:54.735147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:54.735212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:54.739972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:54.742350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:54.743138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:54.745780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:54.746906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:54.765866] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 20.8s | Global ETA: 55m 32s [2025-11-22T02:25:54.766764] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:54.766826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:54.771548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:54.773281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:54.773763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:54.817026] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:54.819676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.182120] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.00% | Symbol ETA: 16.8s | Global ETA: 55m 32s [2025-11-22T02:25:55.183037] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:55.183101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:55.187903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:55.189738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:55.190230] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:55.192240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.335312] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 2m 13s | Global ETA: 55m 32s [2025-11-22T02:25:55.336219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:55.336279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:55.337946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:55.338429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.362407] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.41% | Symbol ETA: 12.0s | Global ETA: 55m 33s [2025-11-22T02:25:55.363294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:55.363356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:55.368087] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:55.370470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:55.371253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:55.373894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:25:55.375007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.387201] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 20.2s | Global ETA: 55m 33s [2025-11-22T02:25:55.388118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:55.391432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:55.396221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:55.397984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:55.398461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:55.441773] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:55.444478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.862370] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 16.1s | Global ETA: 55m 33s [2025-11-22T02:25:55.863306] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:55.863371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:55.868357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:55.870147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:55.870629] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:55.873037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.946419] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 2m 13s | Global ETA: 55m 33s [2025-11-22T02:25:55.947339] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:55.947403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:55.949580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:55.950115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:55.993042] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.07% | Symbol ETA: 11.3s | Global ETA: 55m 33s [2025-11-22T02:25:56.017041] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 19.6s | Global ETA: 55m 33s [2025-11-22T02:25:56.017953] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:56.018015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:56.022799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:56.024514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:56.024993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:56.068725] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:56.071341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:56.161455] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 2.06% [2025-11-22T02:25:56.329377] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 1.27% [2025-11-22T02:25:56.496922] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 1.43% [2025-11-22T02:25:56.519896] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 15.5s | Global ETA: 55m 34s [2025-11-22T02:25:56.520770] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:56.520855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:56.525593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:56.527347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:56.527838] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:56.529759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:56.568476] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 2m 12s | Global ETA: 55m 34s [2025-11-22T02:25:56.569372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:56.569433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:56.571071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:56.571544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:56.638916] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 18.9s | Global ETA: 55m 34s [2025-11-22T02:25:56.639813] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:56.639877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:56.644602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:56.646401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:56.646886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:56.664611] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 0.28% [2025-11-22T02:25:56.690555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:56.693194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:56.833108] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 0.71% [2025-11-22T02:25:57.000463] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 0.86% [2025-11-22T02:25:57.169698] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 1.26% [2025-11-22T02:25:57.177480] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 2m 11s | Global ETA: 55m 34s [2025-11-22T02:25:57.178390] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:57.178451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:57.180026] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 14.8s | Global ETA: 55m 34s [2025-11-22T02:25:57.180111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:57.180579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:57.181014] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:57.181087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:57.186200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:57.188038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:57.188519] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:25:57.190534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:57.261228] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 18.3s | Global ETA: 55m 34s [2025-11-22T02:25:57.262139] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:57.262202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:57.266953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:57.268771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:57.269240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:57.315876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:57.319027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:57.339197] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.88%, Actual: 0.22% [2025-11-22T02:25:57.506928] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.41%, Actual: 0.47% [2025-11-22T02:25:57.676522] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.07%, Actual: 1.19% [2025-11-22T02:25:57.676742] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 41.4969% [2025-11-22T02:25:57.676827] [INFO ] [main ] PEG: DISCARDED add_open_11_elasticity (score: 41.50%) [2025-11-22T02:25:57.676869] [INFO ] [main ] PEG: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:25:57.676901] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_open_reversal_intensity'] [2025-11-22T02:25:57.676936] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:25:57.689066] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:57.690315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:57.690377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:57.695330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:57.697834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:57.698658] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:57.701279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:25:57.702545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:57.801680] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 2m 11s | Global ETA: 55m 35s [2025-11-22T02:25:57.802541] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:57.802601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:57.804274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:57.804761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:57.846006] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 14.2s | Global ETA: 55m 35s [2025-11-22T02:25:57.893753] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 17.7s | Global ETA: 55m 35s [2025-11-22T02:25:57.894635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:57.894716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:57.899499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:57.901222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:57.901757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:57.945722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:57.948560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:58.016338] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 0.24% [2025-11-22T02:25:58.189870] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.57%, Actual: 0.62% [2025-11-22T02:25:58.332399] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 15.9s | Global ETA: 55m 36s [2025-11-22T02:25:58.333293] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:58.333356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:58.338136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:58.340517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:58.341308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:58.344434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:25:58.345730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:58.363175] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.16%, Actual: 0.73% [2025-11-22T02:25:58.414117] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.87% | Symbol ETA: 2m 10s | Global ETA: 55m 36s [2025-11-22T02:25:58.415001] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:25:58.415061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:58.416712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:25:58.417172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:58.528780] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 17.0s | Global ETA: 55m 36s [2025-11-22T02:25:58.529686] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:58.529748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:58.534487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:58.536229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:58.536712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:25:58.537494] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.19% [2025-11-22T02:25:58.579859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:58.582474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:58.711100] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.16% [2025-11-22T02:25:58.880320] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 2.09% [2025-11-22T02:25:58.968837] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 15.3s | Global ETA: 55m 36s [2025-11-22T02:25:58.969767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:58.969830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:58.974534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:58.976922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:58.977729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:58.980367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:25:58.981631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:59.020120] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.45% | Symbol ETA: 2m 10s | Global ETA: 55m 36s [2025-11-22T02:25:59.066048] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 1.84% [2025-11-22T02:25:59.153851] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 16.4s | Global ETA: 55m 36s [2025-11-22T02:25:59.186389] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 0.04% [2025-11-22T02:25:59.238855] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.41%, Actual: 0.67% [2025-11-22T02:25:59.321527] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 1.09% [2025-11-22T02:25:59.352027] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.31% [2025-11-22T02:25:59.409567] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 0.15% [2025-11-22T02:25:59.494046] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 0.76% [2025-11-22T02:25:59.518415] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.15% [2025-11-22T02:25:59.579114] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.34% [2025-11-22T02:25:59.579313] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 40.1153% [2025-11-22T02:25:59.579397] [INFO ] [main ] AWI: DISCARDED add_micro_gap_fill_velocity (score: 40.12%) [2025-11-22T02:25:59.579439] [INFO ] [main ] AWI: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:25:59.579474] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:25:59.579511] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:25:59.594103] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:25:59.595550] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:25:59.595610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:59.600411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:25:59.600613] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 14.6s | Global ETA: 55m 37s [2025-11-22T02:25:59.601506] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:25:59.601568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:25:59.602198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:25:59.602694] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:25:59.603366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:59.606314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:25:59.608747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:25:59.609547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:25:59.612162] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:25:59.613431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:25:59.664949] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.53% [2025-11-22T02:25:59.684072] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 0.54% [2025-11-22T02:25:59.848703] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.23% [2025-11-22T02:25:59.848742] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.43% [2025-11-22T02:26:00.014341] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 1.69% [2025-11-22T02:26:00.021223] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.09% [2025-11-22T02:26:00.181021] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.13% [2025-11-22T02:26:00.192668] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 1.47% [2025-11-22T02:26:00.233875] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 14.0s | Global ETA: 55m 38s [2025-11-22T02:26:00.234776] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:00.234838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:00.239679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:00.242104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:00.242881] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:00.245548] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:00.246832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:00.255411] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 19.3s | Global ETA: 55m 38s [2025-11-22T02:26:00.256302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:00.256364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:00.262525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:00.264277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:00.264771] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:00.265482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:00.347005] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.17% [2025-11-22T02:26:00.360470] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.32% [2025-11-22T02:26:00.536249] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 1.18% [2025-11-22T02:26:00.537932] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.87%, Actual: 2.38% [2025-11-22T02:26:00.863192] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.45%, Actual: 2.45% [2025-11-22T02:26:00.863462] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 40.4210% [2025-11-22T02:26:00.863585] [INFO ] [main ] PFGC: DISCARDED add_atr_5 (score: 40.42%) [2025-11-22T02:26:00.863666] [INFO ] [main ] PFGC: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:26:00.863716] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:26:00.863761] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:00.881996] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:00.883586] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:00.883676] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:00.884420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:00.926672] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 13.4s | Global ETA: 55m 38s [2025-11-22T02:26:00.927576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:00.927639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:00.928546] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.59% [2025-11-22T02:26:00.932388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:00.934835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:00.935598] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:00.938308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:00.939684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.126683] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.93% | Symbol ETA: 19.4s | Global ETA: 55m 38s [2025-11-22T02:26:01.127630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:01.127712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:01.134493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:01.139539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:01.140099] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:01.143568] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.94% [2025-11-22T02:26:01.143819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.143788] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.4158% [2025-11-22T02:26:01.143952] [INFO ] [main ] SFB: DISCARDED add_late_hour_microstructure (score: 44.42%) [2025-11-22T02:26:01.143999] [INFO ] [main ] SFB: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:26:01.144032] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_late_session_pressure'] [2025-11-22T02:26:01.144068] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:01.159816] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:01.161258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:01.161320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:01.169171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:01.174002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:01.174475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:01.224629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:01.225798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.549217] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 1m 42s | Global ETA: 55m 39s [2025-11-22T02:26:01.550186] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:01.550248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:01.550991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.751904] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.25% | Symbol ETA: 12.9s | Global ETA: 55m 39s [2025-11-22T02:26:01.752794] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:01.752857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:01.757613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:01.760041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:01.760833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:01.763440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:01.764739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.807065] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 18.5s | Global ETA: 55m 39s [2025-11-22T02:26:01.808007] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:01.808072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:01.813340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:01.815357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:01.815871] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:01.816702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:01.860054] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 21.9s | Global ETA: 55m 39s [2025-11-22T02:26:01.860987] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:01.861050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:01.865878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:01.867668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:01.868135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:01.911442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:01.912591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:02.185541] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 1m 41s | Global ETA: 55m 40s [2025-11-22T02:26:02.186430] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:02.186489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:02.187219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:02.387110] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 12.2s | Global ETA: 55m 40s [2025-11-22T02:26:02.388152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:02.388219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:02.393510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:02.396365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:02.397302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:02.400240] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:02.401730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:02.455302] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 17.6s | Global ETA: 55m 40s [2025-11-22T02:26:02.456199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:02.456261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:02.461088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:02.462986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:02.463484] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:02.464180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:02.490314] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 21.0s | Global ETA: 55m 40s [2025-11-22T02:26:02.491263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:02.491328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:02.496180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:02.498037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:02.498525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:02.543200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:02.544480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:02.800513] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.94% | Symbol ETA: 1m 40s | Global ETA: 55m 40s [2025-11-22T02:26:02.801425] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:02.801484] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:02.802174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.050873] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.49% | Symbol ETA: 11.5s | Global ETA: 55m 40s [2025-11-22T02:26:03.052248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:03.052331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.058228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:03.061438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:03.062279] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:03.065047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:03.066404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.118783] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 16.8s | Global ETA: 55m 41s [2025-11-22T02:26:03.119727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:03.119790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.124907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:03.126787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:03.127300] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:03.128048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.129548] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 20.2s | Global ETA: 55m 41s [2025-11-22T02:26:03.130467] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:03.130529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.135318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:03.137128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:03.137612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:03.181525] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:03.182590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.412607] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.16% | Symbol ETA: 1m 40s | Global ETA: 55m 41s [2025-11-22T02:26:03.413515] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:03.413577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:03.414284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.690626] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.10% | Symbol ETA: 10.8s | Global ETA: 55m 41s [2025-11-22T02:26:03.691531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:03.691593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.696352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:03.698783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:03.699613] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:03.702357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:03.703688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.773137] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 19.6s | Global ETA: 55m 41s [2025-11-22T02:26:03.774051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:03.774112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.778936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:03.780700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:03.781170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:03.794224] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 16.1s | Global ETA: 55m 41s [2025-11-22T02:26:03.795188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:03.795253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:03.800715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:03.802626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:03.803164] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:03.803912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:03.826487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:03.827860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:04.027093] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.03% | Symbol ETA: 1m 39s | Global ETA: 55m 41s [2025-11-22T02:26:04.028003] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:04.028064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:04.028756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:04.321582] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.27% | Symbol ETA: 10.1s | Global ETA: 55m 42s [2025-11-22T02:26:04.426328] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 18.9s | Global ETA: 55m 42s [2025-11-22T02:26:04.427291] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:04.427360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:04.432223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:04.434447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:04.435014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:04.454262] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 15.4s | Global ETA: 55m 42s [2025-11-22T02:26:04.455153] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:04.455214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:04.460014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:04.461766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:04.462234] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:04.462929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:04.481297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:04.482412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:04.493170] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 2.06% [2025-11-22T02:26:04.642769] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 1m 38s | Global ETA: 55m 42s [2025-11-22T02:26:04.643673] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:04.643732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:04.644396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:04.662533] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 1.27% [2025-11-22T02:26:04.834315] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.43% [2025-11-22T02:26:05.004385] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 0.28% [2025-11-22T02:26:05.069153] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 18.3s | Global ETA: 55m 43s [2025-11-22T02:26:05.070096] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:05.070179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:05.074985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:05.077117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:05.077668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:05.080254] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.17% | Symbol ETA: 14.7s | Global ETA: 55m 43s [2025-11-22T02:26:05.081172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:05.081235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:05.086097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:05.087940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:05.088422] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:05.089118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:05.121687] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:05.122792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:05.173706] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.71% [2025-11-22T02:26:05.259825] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.50% | Symbol ETA: 1m 38s | Global ETA: 55m 43s [2025-11-22T02:26:05.260929] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:05.261003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:05.261782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:05.343676] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.86% [2025-11-22T02:26:05.512147] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.26% [2025-11-22T02:26:05.680138] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.49%, Actual: 0.22% [2025-11-22T02:26:05.697886] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 17.6s | Global ETA: 55m 43s [2025-11-22T02:26:05.698780] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:05.698842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:05.703797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:05.705508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:05.705995] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:05.730506] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.33% | Symbol ETA: 14.0s | Global ETA: 55m 43s [2025-11-22T02:26:05.731413] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:05.731474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:05.736293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:05.738143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:05.738666] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:05.739339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:05.750009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:05.751070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:05.849592] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.10%, Actual: 0.47% [2025-11-22T02:26:05.876768] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 1m 37s | Global ETA: 55m 43s [2025-11-22T02:26:05.877708] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:05.877792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:05.878467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:06.017570] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.27%, Actual: 1.19% [2025-11-22T02:26:06.017800] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 49.0213% [2025-11-22T02:26:06.017882] [INFO ] [main ] PEG: DISCARDED add_open_reversal_intensity (score: 49.02%) [2025-11-22T02:26:06.017923] [INFO ] [main ] PEG: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:26:06.017957] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:26:06.017992] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:06.030122] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:06.031404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:06.031468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:06.036321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:06.038816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:06.039581] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:06.042321] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:06.043839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:06.338927] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 16.9s | Global ETA: 55m 44s [2025-11-22T02:26:06.339860] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:06.339923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:06.344711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:06.346426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:06.346916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:06.373859] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.32% | Symbol ETA: 13.3s | Global ETA: 55m 44s [2025-11-22T02:26:06.390273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:06.391384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:06.488479] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.48% | Symbol ETA: 1m 37s | Global ETA: 55m 44s [2025-11-22T02:26:06.489390] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:06.489453] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:26:06.490169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:06.545236] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.24% [2025-11-22T02:26:06.682802] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 15.6s | Global ETA: 55m 44s [2025-11-22T02:26:06.683796] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:06.683863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:06.688883] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:06.691399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:06.692206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:06.695009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:06.696594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:06.710635] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.93%, Actual: 0.62% [2025-11-22T02:26:06.875933] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.73% [2025-11-22T02:26:06.964947] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 16.3s | Global ETA: 55m 45s [2025-11-22T02:26:06.966013] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:06.966086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:06.971609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:06.973987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:06.974592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:07.020599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:26:07.021895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:07.041469] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 1.19% [2025-11-22T02:26:07.093092] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.52% | Symbol ETA: 1m 36s | Global ETA: 55m 45s [2025-11-22T02:26:07.208711] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.16% [2025-11-22T02:26:07.259260] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.04% [2025-11-22T02:26:07.330768] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 14.9s | Global ETA: 55m 45s [2025-11-22T02:26:07.331674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:07.331736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:07.336515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:07.338963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:07.339850] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:07.342501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:07.344110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:07.379885] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 2.09% [2025-11-22T02:26:07.424704] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 0.31% [2025-11-22T02:26:07.545822] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 1.84% [2025-11-22T02:26:07.588596] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.94%, Actual: 1.15% [2025-11-22T02:26:07.601133] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 15.7s | Global ETA: 55m 45s [2025-11-22T02:26:07.715722] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.17%, Actual: 0.67% [2025-11-22T02:26:07.755423] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.16%, Actual: 0.54% [2025-11-22T02:26:07.769552] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 1.09% [2025-11-22T02:26:07.882912] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 0.15% [2025-11-22T02:26:07.920256] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.03%, Actual: 0.43% [2025-11-22T02:26:07.935630] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 0.76% [2025-11-22T02:26:07.962060] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 14.2s | Global ETA: 55m 46s [2025-11-22T02:26:07.962993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:07.963058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:07.967987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:07.970509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:07.971319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:07.974365] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:07.975921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:08.050659] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.32%, Actual: 0.34% [2025-11-22T02:26:08.050842] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 33.7154% [2025-11-22T02:26:08.050922] [INFO ] [main ] AWI: DISCARDED add_morning_followthrough_mag_T0 (score: 33.72%) [2025-11-22T02:26:08.050967] [INFO ] [main ] AWI: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:26:08.050998] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_morning_range_expansion'] [2025-11-22T02:26:08.051033] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:08.064018] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:08.065525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:08.065589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:08.070388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:08.072179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:08.072673] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:08.076818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:08.084122] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 1.69% [2025-11-22T02:26:08.102905] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 0.53% [2025-11-22T02:26:08.248050] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.50%, Actual: 0.13% [2025-11-22T02:26:08.267925] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 0.23% [2025-11-22T02:26:08.412248] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 0.17% [2025-11-22T02:26:08.433976] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.09% [2025-11-22T02:26:08.580692] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.48%, Actual: 2.38% [2025-11-22T02:26:08.598164] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 13.6s | Global ETA: 55m 46s [2025-11-22T02:26:08.599090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:08.599152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:08.601412] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 1.47% [2025-11-22T02:26:08.603948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:08.606353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:08.607140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:08.609799] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:08.611258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:08.700192] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 18.2s | Global ETA: 55m 46s [2025-11-22T02:26:08.701094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:08.701155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:08.705866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:08.707625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:08.708120] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:08.712379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:08.748077] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.52%, Actual: 2.45% [2025-11-22T02:26:08.748263] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 41.6374% [2025-11-22T02:26:08.748346] [INFO ] [main ] PFGC: DISCARDED add_close_to_open_alignment (score: 41.64%) [2025-11-22T02:26:08.748388] [INFO ] [main ] PFGC: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:26:08.748418] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T02:26:08.748451] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:08.761717] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:08.762957] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:08.763017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:08.763893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:08.772625] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.02%, Actual: 0.32% [2025-11-22T02:26:08.941534] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 1.18% [2025-11-22T02:26:09.126453] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.59% [2025-11-22T02:26:09.234421] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 12.9s | Global ETA: 55m 47s [2025-11-22T02:26:09.235308] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:09.235370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.240140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:09.242525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:09.243308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:09.245995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:09.247515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.291318] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.94% [2025-11-22T02:26:09.291524] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 31.0410% [2025-11-22T02:26:09.291618] [INFO ] [main ] SFB: DISCARDED add_late_session_pressure (score: 31.04%) [2025-11-22T02:26:09.291681] [INFO ] [main ] SFB: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:26:09.291716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_micro_gap_fill_velocity'] [2025-11-22T02:26:09.291752] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:09.303866] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:09.305146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:09.305210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.310095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:09.311863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:09.312324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:09.332045] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 17.6s | Global ETA: 55m 47s [2025-11-22T02:26:09.332979] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:09.333044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.337919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:09.339847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:09.340367] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:09.344674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.355771] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:09.358043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.364291] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.51% | Symbol ETA: 1m 20s | Global ETA: 55m 47s [2025-11-22T02:26:09.365516] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:09.365580] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:09.366417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.865161] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 12.3s | Global ETA: 55m 48s [2025-11-22T02:26:09.866054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:09.866116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.870899] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:09.873296] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:09.874084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:09.876709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:09.878202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.944866] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 19.9s | Global ETA: 55m 48s [2025-11-22T02:26:09.945796] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:09.945859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.950882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:09.952784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:09.953273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:09.971428] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 1m 19s | Global ETA: 55m 48s [2025-11-22T02:26:09.972317] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:09.972377] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:09.973219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:09.977393] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 17.0s | Global ETA: 55m 48s [2025-11-22T02:26:09.978278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:09.978339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:09.983104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:09.984912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:09.985381] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:09.989530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:10.000345] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:10.003850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:10.495188] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 11.6s | Global ETA: 55m 48s [2025-11-22T02:26:10.496090] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:10.496153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:10.501099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:10.503492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:10.504264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:10.506898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:10.508405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:10.576573] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 1m 18s | Global ETA: 55m 48s [2025-11-22T02:26:10.577480] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:10.577541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:10.578377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:10.594550] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 19.3s | Global ETA: 55m 48s [2025-11-22T02:26:10.595503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:10.595568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:10.600490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:10.602299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:10.602803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:10.633363] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 16.4s | Global ETA: 55m 48s [2025-11-22T02:26:10.634307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:10.634371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:10.639224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:10.641205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:10.641742] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:10.645989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:10.649570] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:10.651887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.183121] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 1m 18s | Global ETA: 55m 49s [2025-11-22T02:26:11.184003] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:11.184063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:11.184902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.187597] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.15% | Symbol ETA: 11.0s | Global ETA: 55m 49s [2025-11-22T02:26:11.188485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:11.188546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.193408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:11.195806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:11.196579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:11.199230] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:11.200751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.254888] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 18.7s | Global ETA: 55m 49s [2025-11-22T02:26:11.255804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:11.255869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.260861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:11.262627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:11.263132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:11.267903] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 15.7s | Global ETA: 55m 49s [2025-11-22T02:26:11.268841] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:11.268905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.273670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:11.275392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:11.275888] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:11.280083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.308790] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:11.310941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.787217] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 1m 17s | Global ETA: 55m 50s [2025-11-22T02:26:11.788132] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:11.788191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:11.789028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.811768] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.09% | Symbol ETA: 10.4s | Global ETA: 55m 50s [2025-11-22T02:26:11.812631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:11.812727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.817489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:11.820020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:11.820801] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:11.823389] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:11.824895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.902018] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.10% | Symbol ETA: 18.0s | Global ETA: 55m 50s [2025-11-22T02:26:11.902906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:11.902968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.907757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:11.909458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:11.909959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:11.914811] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 15.1s | Global ETA: 55m 50s [2025-11-22T02:26:11.915703] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:11.915765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:11.920505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:11.922248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:11.922742] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:11.930396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:11.952758] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:11.954750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:12.393068] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 1m 17s | Global ETA: 55m 50s [2025-11-22T02:26:12.393962] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:12.394021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:12.394937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:12.450285] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.97% | Symbol ETA: 9.7s | Global ETA: 55m 50s [2025-11-22T02:26:12.546014] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 17.4s | Global ETA: 55m 50s [2025-11-22T02:26:12.547089] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:12.547177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:12.552686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:12.554852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:12.555440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:12.584927] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 14.4s | Global ETA: 55m 50s [2025-11-22T02:26:12.585835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:12.585897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:12.590659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:12.592355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:12.592846] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:12.596980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:12.607402] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:12.610314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:12.617496] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.81%, Actual: 2.06% [2025-11-22T02:26:12.784978] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 1.27% [2025-11-22T02:26:12.953276] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.49%, Actual: 1.43% [2025-11-22T02:26:13.029431] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 1m 16s | Global ETA: 55m 51s [2025-11-22T02:26:13.030341] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:13.030401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:13.031244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.124168] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 0.28% [2025-11-22T02:26:13.210262] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 16.8s | Global ETA: 55m 51s [2025-11-22T02:26:13.211179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:13.211242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:13.215947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:13.217697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:13.218165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:13.241687] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 13.8s | Global ETA: 55m 51s [2025-11-22T02:26:13.242558] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:13.242620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:13.247500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:13.249261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:13.249759] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:13.253934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.260531] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:13.262506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.291419] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.71% [2025-11-22T02:26:13.461332] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.86% [2025-11-22T02:26:13.633251] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 1.26% [2025-11-22T02:26:13.633487] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 1m 15s | Global ETA: 55m 51s [2025-11-22T02:26:13.634371] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:13.634431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:13.635288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.804685] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.15%, Actual: 0.22% [2025-11-22T02:26:13.842717] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 16.1s | Global ETA: 55m 52s [2025-11-22T02:26:13.844159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:13.844223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:13.849115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:13.850855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:13.851321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:13.887853] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.70% | Symbol ETA: 13.2s | Global ETA: 55m 52s [2025-11-22T02:26:13.888787] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:13.888874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:13.893710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:13.894950] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:13.895490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:13.895984] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:13.897006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.900258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:13.975800] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 0.47% [2025-11-22T02:26:14.147209] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.97%, Actual: 1.19% [2025-11-22T02:26:14.147425] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 53.3261% [2025-11-22T02:26:14.147519] [INFO ] [main ] PEG: DISCARDED add_open_vs_close_liquidity_ratio (score: 53.33%) [2025-11-22T02:26:14.147563] [INFO ] [main ] PEG: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:26:14.147597] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_open_vs_prev_range_position'] [2025-11-22T02:26:14.147632] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:14.160103] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:14.161422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:14.161487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:14.166471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:14.169014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:14.169811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:14.172501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:14.175438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:14.245886] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.01% | Symbol ETA: 1m 15s | Global ETA: 55m 52s [2025-11-22T02:26:14.246785] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:14.246844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:26:14.247719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:14.486768] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.62% | Symbol ETA: 15.4s | Global ETA: 55m 52s [2025-11-22T02:26:14.487756] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:14.487827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:14.492970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:14.494906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:14.495408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:14.542600] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:14.545007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:14.580040] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.78% | Symbol ETA: 12.5s | Global ETA: 55m 52s [2025-11-22T02:26:14.761200] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 0.24% [2025-11-22T02:26:14.816718] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 14.7s | Global ETA: 55m 53s [2025-11-22T02:26:14.817601] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:14.817699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:14.822584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:14.825037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:14.825849] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:14.828520] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:14.831358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:14.855882] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.51% | Symbol ETA: 1m 14s | Global ETA: 55m 53s [2025-11-22T02:26:14.932113] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 0.62% [2025-11-22T02:26:15.025833] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.51%, Actual: 0.04% [2025-11-22T02:26:15.103700] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.73% [2025-11-22T02:26:15.141031] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 14.8s | Global ETA: 55m 53s [2025-11-22T02:26:15.141958] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:15.142023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:15.147050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:15.148965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:15.149447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:15.194387] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 0.31% [2025-11-22T02:26:15.195625] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:26:15.198298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:15.273494] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 1.19% [2025-11-22T02:26:15.365566] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 1.15% [2025-11-22T02:26:15.442824] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.16% [2025-11-22T02:26:15.463348] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 14.0s | Global ETA: 55m 53s [2025-11-22T02:26:15.464271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:15.464334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:15.469181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:15.471703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:15.472503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:15.475218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:15.478396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:15.533836] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 0.54% [2025-11-22T02:26:15.611972] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 2.09% [2025-11-22T02:26:15.702461] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 0.43% [2025-11-22T02:26:15.781003] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 1.84% [2025-11-22T02:26:15.806541] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 14.2s | Global ETA: 55m 54s [2025-11-22T02:26:15.870451] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 1.69% [2025-11-22T02:26:15.950956] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 0.67% [2025-11-22T02:26:15.978383] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 1.09% [2025-11-22T02:26:16.037688] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.13% [2025-11-22T02:26:16.113253] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 13.3s | Global ETA: 55m 54s [2025-11-22T02:26:16.114190] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:16.114259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:16.119403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:16.119592] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 0.15% [2025-11-22T02:26:16.122068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:16.122882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:16.125670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:16.128867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:16.143482] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 0.76% [2025-11-22T02:26:16.205468] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.17% [2025-11-22T02:26:16.289970] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.78%, Actual: 0.34% [2025-11-22T02:26:16.290191] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 47.1459% [2025-11-22T02:26:16.290271] [INFO ] [main ] AWI: DISCARDED add_morning_range_expansion (score: 47.15%) [2025-11-22T02:26:16.290315] [INFO ] [main ] AWI: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:26:16.290347] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_11_elasticity'] [2025-11-22T02:26:16.290381] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:16.303169] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:16.304587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:16.304666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:16.308538] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.53% [2025-11-22T02:26:16.309488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:16.311295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:16.311838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:16.312968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:16.373914] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.01%, Actual: 2.38% [2025-11-22T02:26:16.472955] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.10%, Actual: 0.23% [2025-11-22T02:26:16.541502] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.51%, Actual: 2.45% [2025-11-22T02:26:16.541722] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 35.9365% [2025-11-22T02:26:16.541799] [INFO ] [main ] PFGC: DISCARDED add_composite_volatility_context (score: 35.94%) [2025-11-22T02:26:16.541840] [INFO ] [main ] PFGC: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:26:16.541872] [DEBUG] [main ] Testing with features: ['add_day_shape_ratios'] [2025-11-22T02:26:16.541906] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:16.556097] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:16.557506] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:16.557565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:16.559900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:16.637399] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.09% [2025-11-22T02:26:16.760295] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 12.7s | Global ETA: 55m 55s [2025-11-22T02:26:16.761177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:16.761240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:16.766016] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:16.768419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:16.769290] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:16.771957] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:16.774853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:16.801390] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 1.47% [2025-11-22T02:26:16.945148] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 17.0s | Global ETA: 55m 55s [2025-11-22T02:26:16.946034] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:16.946097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:16.950922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:16.952678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:16.953151] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:16.954270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:16.967086] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.32% [2025-11-22T02:26:17.132737] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.62%, Actual: 1.18% [2025-11-22T02:26:17.193984] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 1m 5s | Global ETA: 55m 55s [2025-11-22T02:26:17.194887] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:17.194946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:17.197304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:17.299766] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 0.59% [2025-11-22T02:26:17.399140] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 12.0s | Global ETA: 55m 55s [2025-11-22T02:26:17.400068] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:17.400134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:17.404877] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:17.407273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:17.408399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:17.410996] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:17.413876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:17.465853] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 0.94% [2025-11-22T02:26:17.466056] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 36.7972% [2025-11-22T02:26:17.466159] [INFO ] [main ] SFB: DISCARDED add_micro_gap_fill_velocity (score: 36.80%) [2025-11-22T02:26:17.466202] [INFO ] [main ] SFB: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:26:17.466234] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:26:17.466268] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:17.479413] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:17.480751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:17.480825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:17.485552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:17.487350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:17.487849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:17.531083] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:17.531901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:17.585945] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.31% | Symbol ETA: 16.4s | Global ETA: 55m 56s [2025-11-22T02:26:17.586836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:17.586898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:17.591750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:17.596811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:17.597335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:17.598454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:17.861443] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 1m 5s | Global ETA: 55m 56s [2025-11-22T02:26:17.862324] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:17.862384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:17.864706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.037073] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 11.4s | Global ETA: 55m 56s [2025-11-22T02:26:18.038036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:18.038098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.042863] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:18.045253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:18.046041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:18.048894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:18.051800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.112469] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.89% | Symbol ETA: 18.8s | Global ETA: 55m 56s [2025-11-22T02:26:18.113407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:18.113469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.118321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:18.122018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:18.122500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:18.166918] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:18.167728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.255412] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.57% | Symbol ETA: 15.8s | Global ETA: 55m 56s [2025-11-22T02:26:18.256356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:18.256418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.261794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:18.263744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:18.264232] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:18.265401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.489600] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 1m 4s | Global ETA: 55m 56s [2025-11-22T02:26:18.490507] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:18.490567] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:18.492875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.691839] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.20% | Symbol ETA: 10.7s | Global ETA: 55m 57s [2025-11-22T02:26:18.692774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:18.692852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.697916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:18.700405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:18.701267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:18.704112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:18.707218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.743865] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 18.1s | Global ETA: 55m 57s [2025-11-22T02:26:18.744773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:18.744836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.749697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:18.751425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:18.751913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:18.796406] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:18.797148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:18.907832] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 15.1s | Global ETA: 55m 57s [2025-11-22T02:26:18.908756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:18.908824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:18.913788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:18.915583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:18.916101] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:18.917281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.125723] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 1m 4s | Global ETA: 55m 57s [2025-11-22T02:26:19.126587] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:19.126679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:19.129163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.331374] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.13% | Symbol ETA: 10.1s | Global ETA: 55m 57s [2025-11-22T02:26:19.332271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:19.332334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:19.337102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:19.339536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:19.340340] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:19.342928] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:19.345739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.377869] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 17.5s | Global ETA: 55m 57s [2025-11-22T02:26:19.378789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:19.378854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:19.383837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:19.385613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:19.386116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:19.431731] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:19.432568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.554851] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -3.02% | Symbol ETA: 14.5s | Global ETA: 55m 58s [2025-11-22T02:26:19.555815] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:19.555887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:19.560904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:19.562745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:19.563233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:19.564375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.764444] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 1m 3s | Global ETA: 55m 58s [2025-11-22T02:26:19.765334] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:19.765394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:19.767740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:19.963886] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.20% | Symbol ETA: 9.4s | Global ETA: 55m 58s [2025-11-22T02:26:19.964777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:19.964839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:19.969604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:19.972033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:19.972850] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:19.975533] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:19.978392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.016790] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 16.9s | Global ETA: 55m 58s [2025-11-22T02:26:20.017726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:20.017798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:20.022600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:20.024381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:20.024869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:20.069676] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:20.070493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.215739] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 13.8s | Global ETA: 55m 58s [2025-11-22T02:26:20.216634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:20.216718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:20.221670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:20.223480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:20.224021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:20.225160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.393757] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 1m 2s | Global ETA: 55m 58s [2025-11-22T02:26:20.394629] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:20.394709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:20.397043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.598919] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.39% | Symbol ETA: 8.8s | Global ETA: 55m 59s [2025-11-22T02:26:20.657265] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 16.3s | Global ETA: 55m 59s [2025-11-22T02:26:20.658201] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:20.658265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:20.663136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:20.665037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:20.665522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:20.709219] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:20.710034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.767094] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 2.06% [2025-11-22T02:26:20.886902] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 13.2s | Global ETA: 55m 59s [2025-11-22T02:26:20.887918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:20.887988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:20.893729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:20.896503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:20.897271] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:20.899015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:20.940067] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.50%, Actual: 1.27% [2025-11-22T02:26:21.120151] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 1m 2s | Global ETA: 55m 59s [2025-11-22T02:26:21.121375] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:21.121458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:21.124464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:21.195552] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.43% [2025-11-22T02:26:21.471511] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.28% [2025-11-22T02:26:21.542720] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 15.8s | Global ETA: 55m 60s [2025-11-22T02:26:21.543717] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:21.543783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:21.549143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:21.551274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:21.551904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:21.612102] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:21.613458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:21.676154] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.71% [2025-11-22T02:26:21.846170] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 12.6s | Global ETA: 55m 60s [2025-11-22T02:26:21.847140] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:21.847204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:21.853107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:21.855005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:21.855773] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:21.857364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:21.857447] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.86% [2025-11-22T02:26:21.924210] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -2.38% | Symbol ETA: 1m 1s | Global ETA: 56m 0s [2025-11-22T02:26:21.925325] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:21.925386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:21.927905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:22.042207] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.20%, Actual: 1.26% [2025-11-22T02:26:22.217442] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 0.22% [2025-11-22T02:26:22.264668] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 15.1s | Global ETA: 56m 0s [2025-11-22T02:26:22.265608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:22.265700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:22.270751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:22.272686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:22.273242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:22.319600] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:22.320666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:22.393239] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.20%, Actual: 0.47% [2025-11-22T02:26:22.491694] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 11.9s | Global ETA: 56m 1s [2025-11-22T02:26:22.492587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:22.492668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:22.497416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:22.499190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:22.499681] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:22.500778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:22.535233] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 5.65% | Symbol ETA: 1m 0s | Global ETA: 56m 1s [2025-11-22T02:26:22.536113] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:22.536172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:22.538505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:22.570471] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.39%, Actual: 1.19% [2025-11-22T02:26:22.570708] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 40.2080% [2025-11-22T02:26:22.570802] [INFO ] [main ] PEG: DISCARDED add_open_vs_prev_range_position (score: 40.21%) [2025-11-22T02:26:22.570850] [INFO ] [main ] PEG: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:26:22.570883] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_overnight_gap_amplitude'] [2025-11-22T02:26:22.570918] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:22.583691] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:22.584985] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:22.585048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:22.590109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:22.592708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:22.593519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:22.596226] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:22.597287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:22.905268] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 14.4s | Global ETA: 56m 1s [2025-11-22T02:26:22.906171] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:22.906233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:22.910981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:22.912706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:22.913179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:22.955837] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:22.956682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:23.131938] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 11.2s | Global ETA: 56m 1s [2025-11-22T02:26:23.169740] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -1.73% | Symbol ETA: 59.7s | Global ETA: 56m 1s [2025-11-22T02:26:23.253304] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.81% | Symbol ETA: 14.4s | Global ETA: 56m 1s [2025-11-22T02:26:23.254269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:23.254333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:23.259777] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:23.262693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:23.263598] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:23.266711] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:23.267363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:23.302121] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 0.24% [2025-11-22T02:26:23.338228] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.26%, Actual: 0.04% [2025-11-22T02:26:23.468186] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.31%, Actual: 0.62% [2025-11-22T02:26:23.505231] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 0.31% [2025-11-22T02:26:23.528842] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 13.8s | Global ETA: 56m 2s [2025-11-22T02:26:23.529744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:23.529806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:23.534528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:23.536296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:23.536781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:23.581439] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:26:23.582347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:23.635559] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.57%, Actual: 0.73% [2025-11-22T02:26:23.671442] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 1.15% [2025-11-22T02:26:23.801709] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 1.19% [2025-11-22T02:26:23.838167] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 0.54% [2025-11-22T02:26:23.921870] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 13.8s | Global ETA: 56m 2s [2025-11-22T02:26:23.922817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:23.922894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:23.928120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:23.930663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:23.931443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:23.934286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:23.935009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:23.968728] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -3.02%, Actual: 0.16% [2025-11-22T02:26:24.005487] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.43% [2025-11-22T02:26:24.135175] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 2.09% [2025-11-22T02:26:24.172451] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.69% [2025-11-22T02:26:24.187390] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 13.1s | Global ETA: 56m 2s [2025-11-22T02:26:24.302662] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 1.84% [2025-11-22T02:26:24.338738] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.13% [2025-11-22T02:26:24.356472] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.89%, Actual: 1.09% [2025-11-22T02:26:24.469939] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 0.67% [2025-11-22T02:26:24.506115] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -2.38%, Actual: 0.17% [2025-11-22T02:26:24.525824] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.76% [2025-11-22T02:26:24.591513] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 13.1s | Global ETA: 56m 3s [2025-11-22T02:26:24.592509] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:24.592574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:24.597724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:24.600313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:24.601141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:24.603954] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:24.604613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:24.636216] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.15% [2025-11-22T02:26:24.671376] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 5.65%, Actual: 2.38% [2025-11-22T02:26:24.694213] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.53% [2025-11-22T02:26:24.802440] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.34% [2025-11-22T02:26:24.802619] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 35.9564% [2025-11-22T02:26:24.802723] [INFO ] [main ] AWI: DISCARDED add_open_11_elasticity (score: 35.96%) [2025-11-22T02:26:24.802767] [INFO ] [main ] AWI: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:26:24.802799] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T02:26:24.802833] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:24.815548] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:24.816849] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:24.816911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:24.821768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:24.823568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:24.824064] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:24.825347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:24.840482] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -1.73%, Actual: 2.45% [2025-11-22T02:26:24.840703] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 38.7309% [2025-11-22T02:26:24.840782] [INFO ] [main ] PFGC: DISCARDED add_day_shape_ratios (score: 38.73%) [2025-11-22T02:26:24.840825] [INFO ] [main ] PFGC: Testing feature 8/53: add_directional_consistency [2025-11-22T02:26:24.840859] [DEBUG] [main ] Testing with features: ['add_directional_consistency'] [2025-11-22T02:26:24.840894] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:24.855367] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:24.856619] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:24.856699] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:24.862361] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.23% [2025-11-22T02:26:24.989688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:25.030580] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.09% [2025-11-22T02:26:25.218364] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.84%, Actual: 1.47% [2025-11-22T02:26:25.260141] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 12.4s | Global ETA: 56m 3s [2025-11-22T02:26:25.261134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:25.261243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:25.266258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:25.269083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:25.269916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:25.272850] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:25.273534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:25.389462] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.32% [2025-11-22T02:26:25.460470] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 16.5s | Global ETA: 56m 4s [2025-11-22T02:26:25.461354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:25.461417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:25.466196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:25.467998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:25.468471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:25.469777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:25.557638] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 1.18% [2025-11-22T02:26:25.605564] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 1m 0s | Global ETA: 56m 4s [2025-11-22T02:26:25.606448] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:25.606517] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:25.726032] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.59% [2025-11-22T02:26:25.738201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:25.895060] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 0.94% [2025-11-22T02:26:25.895261] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 51.3750% [2025-11-22T02:26:25.895360] [INFO ] [main ] SFB: DISCARDED add_morning_followthrough_mag_T0 (score: 51.38%) [2025-11-22T02:26:25.895404] [INFO ] [main ] SFB: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:26:25.895437] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_morning_range_expansion'] [2025-11-22T02:26:25.895471] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:25.907570] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:25.909105] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:25.909170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:25.914070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:25.915855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:25.916324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:25.919164] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 11.8s | Global ETA: 56m 4s [2025-11-22T02:26:25.920053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:25.920116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:25.924824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:25.927199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:25.927984] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:25.930539] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:25.931189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:25.961730] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:25.966133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:26.103450] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 15.9s | Global ETA: 56m 4s [2025-11-22T02:26:26.104352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:26.104414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:26.109196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:26.111055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:26.111532] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:26.112864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:26.364000] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 59.4s | Global ETA: 56m 5s [2025-11-22T02:26:26.364900] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:26.364960] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:26.492560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:26.538186] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 11.1s | Global ETA: 56m 5s [2025-11-22T02:26:26.539070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:26.539132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:26.542685] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 18.2s | Global ETA: 56m 5s [2025-11-22T02:26:26.543557] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:26.543620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:26.543965] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:26.546329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:26.547100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:26.548391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:26.549706] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:26.550135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:26.550319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:26.550602] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:26.594013] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:26.598237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:26.750137] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.30% | Symbol ETA: 15.2s | Global ETA: 56m 5s [2025-11-22T02:26:26.751018] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:26.751079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:26.755796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:26.757532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:26.758009] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:26.759261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.111291] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 58.6s | Global ETA: 56m 5s [2025-11-22T02:26:27.112484] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:27.112562] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:27.165074] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.89% | Symbol ETA: 10.4s | Global ETA: 56m 5s [2025-11-22T02:26:27.165967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:27.166029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:27.170834] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:27.173205] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:27.174304] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:27.176921] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:27.177555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.183444] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 17.5s | Global ETA: 56m 5s [2025-11-22T02:26:27.184359] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:27.184422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:27.189352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:27.191164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:27.191666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:27.235838] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:27.240445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.249938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.385380] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 14.6s | Global ETA: 56m 6s [2025-11-22T02:26:27.386264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:27.386327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:27.391054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:27.392844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:27.393310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:27.394578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.790948] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.93% | Symbol ETA: 9.7s | Global ETA: 56m 6s [2025-11-22T02:26:27.791853] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:27.791914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:27.796623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:27.799022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:27.799804] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:27.802410] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:27.803053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.816000] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 16.9s | Global ETA: 56m 6s [2025-11-22T02:26:27.816898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:27.816960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:27.821792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:27.823511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:27.824002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:27.868230] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:27.872657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:27.883090] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 57.9s | Global ETA: 56m 6s [2025-11-22T02:26:27.884192] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:27.884263] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:28.010598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:28.017198] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -3.08% | Symbol ETA: 13.9s | Global ETA: 56m 6s [2025-11-22T02:26:28.018122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:28.018184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:28.022924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:28.024684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:28.025148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:28.026407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:28.413182] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 9.1s | Global ETA: 56m 7s [2025-11-22T02:26:28.414069] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:28.414131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:28.418973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:28.421323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:28.422100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:28.424671] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:28.425289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:28.449684] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 16.3s | Global ETA: 56m 7s [2025-11-22T02:26:28.450601] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:28.450687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:28.455746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:28.457629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:28.458169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:28.501824] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:28.506273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:28.617763] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.59% | Symbol ETA: 57.1s | Global ETA: 56m 7s [2025-11-22T02:26:28.618671] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:28.618731] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:28.669988] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 13.3s | Global ETA: 56m 7s [2025-11-22T02:26:28.670905] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:28.670969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:28.675868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:28.677731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:28.678207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:28.679531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:28.742546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:29.032784] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.32% | Symbol ETA: 8.4s | Global ETA: 56m 7s [2025-11-22T02:26:29.116400] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 15.7s | Global ETA: 56m 7s [2025-11-22T02:26:29.117309] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:29.117372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:29.122129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:29.123848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:29.124311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:29.167678] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:29.171983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:29.202739] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.81%, Actual: 2.06% [2025-11-22T02:26:29.330362] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 12.7s | Global ETA: 56m 8s [2025-11-22T02:26:29.331273] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:29.331337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:29.336226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:29.338047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:29.338518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:29.339835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:29.352239] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 56.3s | Global ETA: 56m 8s [2025-11-22T02:26:29.353125] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:29.353184] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:29.377511] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 1.27% [2025-11-22T02:26:29.478780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:29.553416] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 1.43% [2025-11-22T02:26:29.733342] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 0.28% [2025-11-22T02:26:29.743869] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 15.0s | Global ETA: 56m 8s [2025-11-22T02:26:29.745273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:29.745339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:29.750469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:29.752347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:29.752868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:29.796738] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:29.801053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:29.909922] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.71% [2025-11-22T02:26:29.990397] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 12.0s | Global ETA: 56m 8s [2025-11-22T02:26:29.991354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:29.991436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:29.996593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:29.998517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:29.999032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:30.000359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:30.078126] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.86% [2025-11-22T02:26:30.088203] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 55.6s | Global ETA: 56m 8s [2025-11-22T02:26:30.089095] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:30.089154] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:30.212856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:30.244430] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.89%, Actual: 1.26% [2025-11-22T02:26:30.389101] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 14.4s | Global ETA: 56m 9s [2025-11-22T02:26:30.390098] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:30.390166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:30.394995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:30.396851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:30.397372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:30.410254] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.93%, Actual: 0.22% [2025-11-22T02:26:30.440408] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:30.444967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:30.574893] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.51%, Actual: 0.47% [2025-11-22T02:26:30.643806] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.77% | Symbol ETA: 11.4s | Global ETA: 56m 9s [2025-11-22T02:26:30.644692] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:30.644754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:30.649546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:30.651277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:30.651754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:30.653102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:30.741100] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.32%, Actual: 1.19% [2025-11-22T02:26:30.741316] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 39.0900% [2025-11-22T02:26:30.741396] [INFO ] [main ] PEG: DISCARDED add_overnight_gap_amplitude (score: 39.09%) [2025-11-22T02:26:30.741436] [INFO ] [main ] PEG: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:26:30.741468] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_overnight_gap_mag'] [2025-11-22T02:26:30.741502] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:30.753485] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:30.754700] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:30.754763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:30.759501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:30.761901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:30.762679] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:30.765279] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:30.765982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:30.818469] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -2.26% | Symbol ETA: 54.8s | Global ETA: 56m 9s [2025-11-22T02:26:30.819355] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:30.819415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:30.946871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:31.040638] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.31% | Symbol ETA: 13.7s | Global ETA: 56m 9s [2025-11-22T02:26:31.041617] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:31.041706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:31.046893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:31.048833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:31.049347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:31.094219] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:31.098858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:31.288067] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.74% | Symbol ETA: 10.7s | Global ETA: 56m 10s [2025-11-22T02:26:31.408459] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 13.5s | Global ETA: 56m 10s [2025-11-22T02:26:31.409430] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:31.409494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:31.414311] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:31.416802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:31.417599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:31.420238] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:31.420950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:31.456187] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.24% [2025-11-22T02:26:31.555359] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.32% | Symbol ETA: 54.1s | Global ETA: 56m 10s [2025-11-22T02:26:31.556295] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:31.556358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:26:31.659276] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 0.62% [2025-11-22T02:26:31.681763] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 13.1s | Global ETA: 56m 10s [2025-11-22T02:26:31.682534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:31.682701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:31.682767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:31.687605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:31.689467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:31.689987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:31.732715] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:26:31.737208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:31.839800] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.30%, Actual: 0.73% [2025-11-22T02:26:32.021706] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 1.19% [2025-11-22T02:26:32.054834] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 12.8s | Global ETA: 56m 11s [2025-11-22T02:26:32.055797] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:32.055859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:32.060845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:32.063415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:32.064261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:32.067051] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:32.068172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:32.198291] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -3.08%, Actual: 0.16% [2025-11-22T02:26:32.286218] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.98% | Symbol ETA: 53.4s | Global ETA: 56m 11s [2025-11-22T02:26:32.303127] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 12.4s | Global ETA: 56m 11s [2025-11-22T02:26:32.365310] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 2.09% [2025-11-22T02:26:32.453473] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 0.04% [2025-11-22T02:26:32.471088] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 1.09% [2025-11-22T02:26:32.547831] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 1.84% [2025-11-22T02:26:32.620466] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 0.31% [2025-11-22T02:26:32.642802] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.20%, Actual: 0.76% [2025-11-22T02:26:32.711822] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 12.1s | Global ETA: 56m 11s [2025-11-22T02:26:32.712703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:32.712788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:32.717536] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:32.719927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:32.720703] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:32.723299] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:32.723997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:32.727182] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.67% [2025-11-22T02:26:32.816043] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.53% [2025-11-22T02:26:32.848541] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 1.15% [2025-11-22T02:26:32.897504] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.77%, Actual: 0.15% [2025-11-22T02:26:32.982961] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 0.23% [2025-11-22T02:26:33.016348] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 0.54% [2025-11-22T02:26:33.070199] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.74%, Actual: 0.34% [2025-11-22T02:26:33.070438] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 36.3926% [2025-11-22T02:26:33.070557] [INFO ] [main ] AWI: DISCARDED add_open_reversal_intensity (score: 36.39%) [2025-11-22T02:26:33.070619] [INFO ] [main ] AWI: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:26:33.070681] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:26:33.070719] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:33.084512] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:33.086042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:33.086105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:33.091206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:33.093447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:33.094035] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:33.095777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:33.149402] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.09% [2025-11-22T02:26:33.185995] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.59%, Actual: 0.43% [2025-11-22T02:26:33.320228] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.47% [2025-11-22T02:26:33.346688] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 11.5s | Global ETA: 56m 12s [2025-11-22T02:26:33.347589] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:33.347667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:33.352485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:33.354475] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 1.69% [2025-11-22T02:26:33.354885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:33.355628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:33.358276] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:33.358970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:33.486868] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.32% [2025-11-22T02:26:33.533438] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.13% [2025-11-22T02:26:33.654268] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 1.18% [2025-11-22T02:26:33.704308] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -2.26%, Actual: 0.17% [2025-11-22T02:26:33.746147] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 15.6s | Global ETA: 56m 12s [2025-11-22T02:26:33.747093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:33.747157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:33.752391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:33.754182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:33.754706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:33.758981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:33.827527] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.59% [2025-11-22T02:26:33.891073] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.32%, Actual: 2.38% [2025-11-22T02:26:33.983890] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 10.8s | Global ETA: 56m 13s [2025-11-22T02:26:33.984788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:33.984849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:33.989703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:33.992077] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:33.992853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:33.995497] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:33.996245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.004016] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.94% [2025-11-22T02:26:34.004235] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 47.7362% [2025-11-22T02:26:34.004338] [INFO ] [main ] SFB: DISCARDED add_morning_range_expansion (score: 47.74%) [2025-11-22T02:26:34.004383] [INFO ] [main ] SFB: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:26:34.004420] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_open_11_elasticity'] [2025-11-22T02:26:34.004477] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:34.016813] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:34.018292] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:34.018354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:34.023165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:34.024948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:34.025421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:34.072503] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:34.073858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.076093] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.98%, Actual: 2.45% [2025-11-22T02:26:34.076316] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 31.1774% [2025-11-22T02:26:34.076399] [INFO ] [main ] PFGC: DISCARDED add_directional_consistency (score: 31.18%) [2025-11-22T02:26:34.076441] [INFO ] [main ] PFGC: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:26:34.076472] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range'] [2025-11-22T02:26:34.076504] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:34.090040] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:34.091394] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:34.091455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:34.093044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.392751] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.81% | Symbol ETA: 14.9s | Global ETA: 56m 13s [2025-11-22T02:26:34.393847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:34.393909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:34.398852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:34.400657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:34.401119] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:34.402581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.632083] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 10.2s | Global ETA: 56m 13s [2025-11-22T02:26:34.633348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:34.633435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:34.640753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:34.644687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:34.645811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:34.649081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:34.649839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.663880] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 16.9s | Global ETA: 56m 13s [2025-11-22T02:26:34.664804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:34.664866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:34.670039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:34.671787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:34.672267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:34.714607] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.49% | Symbol ETA: 56.4s | Global ETA: 56m 13s [2025-11-22T02:26:34.715524] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:34.715587] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:34.716328] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:34.717220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:34.717808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.038174] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 14.2s | Global ETA: 56m 14s [2025-11-22T02:26:35.039062] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:35.039124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.043884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:35.045612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:35.046089] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:35.047576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.265183] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 9.5s | Global ETA: 56m 14s [2025-11-22T02:26:35.266070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:35.266131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.270902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:35.273276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:35.274056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:35.276670] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:35.277362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.290783] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 16.1s | Global ETA: 56m 14s [2025-11-22T02:26:35.291712] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:35.291778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.296801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:35.298679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:35.299182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:35.335748] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 55.8s | Global ETA: 56m 14s [2025-11-22T02:26:35.336611] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:35.336694] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:35.338276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.343615] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:35.344873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.673135] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 13.5s | Global ETA: 56m 14s [2025-11-22T02:26:35.674020] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:35.674082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.678845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:35.680562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:35.681065] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:35.682544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.898377] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.40% | Symbol ETA: 8.9s | Global ETA: 56m 15s [2025-11-22T02:26:35.899300] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:35.899366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.904278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:35.906876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:35.907710] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:35.910451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:35.911183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.920965] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 15.5s | Global ETA: 56m 15s [2025-11-22T02:26:35.921873] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:35.921935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:35.926725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:35.928471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:35.928963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:35.957813] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.95% | Symbol ETA: 55.2s | Global ETA: 56m 15s [2025-11-22T02:26:35.958743] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:35.958806] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:35.960363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:35.976838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:35.978351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:36.299116] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 12.9s | Global ETA: 56m 15s [2025-11-22T02:26:36.300008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:36.300069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:36.304823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:36.306547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:36.307025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:36.308524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:36.530110] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.67% | Symbol ETA: 8.2s | Global ETA: 56m 15s [2025-11-22T02:26:36.531031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:36.531095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:36.536028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:36.538510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:36.539667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:36.542328] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:36.543076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:36.566264] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 14.9s | Global ETA: 56m 15s [2025-11-22T02:26:36.567158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:36.567221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:36.572016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:36.573794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:36.574263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:36.584454] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 54.5s | Global ETA: 56m 15s [2025-11-22T02:26:36.585335] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:36.585395] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:36.586949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:36.618607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:36.619859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:36.939773] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 12.2s | Global ETA: 56m 16s [2025-11-22T02:26:36.940683] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:36.940744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:36.945473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:36.947208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:36.947705] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:36.949175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:37.168014] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.34% | Symbol ETA: 7.6s | Global ETA: 56m 16s [2025-11-22T02:26:37.191706] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 14.2s | Global ETA: 56m 16s [2025-11-22T02:26:37.192600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:37.192687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:37.197769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:37.199746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:37.200288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:37.211833] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 53.9s | Global ETA: 56m 16s [2025-11-22T02:26:37.212790] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:37.212854] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:37.214500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:37.243116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:37.244292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:37.337565] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 2.06% [2025-11-22T02:26:37.508942] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 1.27% [2025-11-22T02:26:37.581978] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 11.6s | Global ETA: 56m 16s [2025-11-22T02:26:37.582863] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:37.582925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:37.587707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:37.589428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:37.589908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:37.591370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:37.678768] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.43% [2025-11-22T02:26:37.815374] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 13.6s | Global ETA: 56m 16s [2025-11-22T02:26:37.816349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:37.816415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:37.820434] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 53.3s | Global ETA: 56m 16s [2025-11-22T02:26:37.821317] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:37.821378] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:37.821493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:37.822949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:37.823330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:37.823833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:37.848910] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.28% [2025-11-22T02:26:37.868385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:37.869670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:38.039047] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.71% [2025-11-22T02:26:38.204842] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.86% [2025-11-22T02:26:38.218051] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.40% | Symbol ETA: 10.9s | Global ETA: 56m 17s [2025-11-22T02:26:38.218943] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:38.219005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:38.224118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:38.226113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:38.226622] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:38.228209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:38.372856] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 1.26% [2025-11-22T02:26:38.423158] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.60% | Symbol ETA: 52.7s | Global ETA: 56m 17s [2025-11-22T02:26:38.424037] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:38.424095] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:38.425662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:38.448162] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 13.0s | Global ETA: 56m 17s [2025-11-22T02:26:38.449202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:38.449275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:38.454285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:38.456088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:38.456573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:38.500385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:38.501740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:38.543882] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.40%, Actual: 0.22% [2025-11-22T02:26:38.710094] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.67%, Actual: 0.47% [2025-11-22T02:26:38.863410] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.37% | Symbol ETA: 10.3s | Global ETA: 56m 18s [2025-11-22T02:26:38.867533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:38.867635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:38.872773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:38.874692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:38.875165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:38.876670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:38.878235] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.34%, Actual: 1.19% [2025-11-22T02:26:38.878458] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.2622% [2025-11-22T02:26:38.879141] [INFO ] [main ] PEG: DISCARDED add_overnight_gap_mag (score: 35.26%) [2025-11-22T02:26:38.879190] [INFO ] [main ] PEG: Testing feature 29/53: add_pct_change [2025-11-22T02:26:38.879229] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_pct_change'] [2025-11-22T02:26:38.879272] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:38.891434] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:38.892890] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:38.892951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:38.897803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:38.900237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:38.901044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:38.903658] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:38.905672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.041421] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 52.0s | Global ETA: 56m 18s [2025-11-22T02:26:39.042349] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:39.042411] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:39.044174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.093331] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.55% | Symbol ETA: 12.3s | Global ETA: 56m 18s [2025-11-22T02:26:39.094249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:39.094663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:39.099584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:39.101496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:39.101997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:39.144879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:39.146052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.524191] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 9.6s | Global ETA: 56m 18s [2025-11-22T02:26:39.549608] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 12.9s | Global ETA: 56m 18s [2025-11-22T02:26:39.550678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:39.550742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:39.555877] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:39.558476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:39.559295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:39.562252] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:39.564306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.663619] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.09% | Symbol ETA: 51.4s | Global ETA: 56m 18s [2025-11-22T02:26:39.664517] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:39.664576] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:26:39.666134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.713832] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.26% | Symbol ETA: 11.7s | Global ETA: 56m 18s [2025-11-22T02:26:39.713881] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 0.24% [2025-11-22T02:26:39.714738] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:39.714800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:39.719659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:39.721396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:39.721885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:39.764304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:26:39.765625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:39.887259] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 0.62% [2025-11-22T02:26:40.071071] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 0.73% [2025-11-22T02:26:40.226624] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 12.3s | Global ETA: 56m 19s [2025-11-22T02:26:40.227596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:40.227685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:40.233275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:40.235915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:40.236783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:40.239685] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:40.241952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:40.242517] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 1.19% [2025-11-22T02:26:40.271923] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.84% | Symbol ETA: 50.8s | Global ETA: 56m 19s [2025-11-22T02:26:40.326836] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 11.1s | Global ETA: 56m 19s [2025-11-22T02:26:40.412840] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 0.16% [2025-11-22T02:26:40.439162] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.49%, Actual: 0.04% [2025-11-22T02:26:40.493569] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 1.09% [2025-11-22T02:26:40.580778] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 2.09% [2025-11-22T02:26:40.605403] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 0.31% [2025-11-22T02:26:40.670797] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 0.76% [2025-11-22T02:26:40.749448] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 1.84% [2025-11-22T02:26:40.773535] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 1.15% [2025-11-22T02:26:40.840132] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.53% [2025-11-22T02:26:40.900203] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 11.7s | Global ETA: 56m 20s [2025-11-22T02:26:40.901137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:40.901200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:40.906093] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:40.908664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:40.909442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:40.912104] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:40.914136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:40.918725] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.40%, Actual: 0.67% [2025-11-22T02:26:40.940744] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 0.54% [2025-11-22T02:26:41.011507] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.23% [2025-11-22T02:26:41.089256] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.37%, Actual: 0.15% [2025-11-22T02:26:41.106529] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 0.43% [2025-11-22T02:26:41.185866] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -1.18%, Actual: 0.09% [2025-11-22T02:26:41.258576] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 0.34% [2025-11-22T02:26:41.258806] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 37.6494% [2025-11-22T02:26:41.258903] [INFO ] [main ] AWI: DISCARDED add_open_vs_close_liquidity_ratio (score: 37.65%) [2025-11-22T02:26:41.258950] [INFO ] [main ] AWI: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:26:41.258983] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position'] [2025-11-22T02:26:41.259020] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:41.271842] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:41.272775] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 1.69% [2025-11-22T02:26:41.273171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:41.273236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:41.278954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:41.281222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:41.281753] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:41.285230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:41.362623] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 1.47% [2025-11-22T02:26:41.439963] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.60%, Actual: 0.13% [2025-11-22T02:26:41.535723] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.32% [2025-11-22T02:26:41.547158] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 11.0s | Global ETA: 56m 20s [2025-11-22T02:26:41.548087] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:41.548148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:41.552963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:41.555441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:41.556219] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:41.558859] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:41.560971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:41.605150] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.17% [2025-11-22T02:26:41.703528] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.55%, Actual: 1.18% [2025-11-22T02:26:41.770786] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.09%, Actual: 2.38% [2025-11-22T02:26:41.880603] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.26%, Actual: 0.59% [2025-11-22T02:26:41.937763] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.84%, Actual: 2.45% [2025-11-22T02:26:41.937953] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 39.1432% [2025-11-22T02:26:41.938030] [INFO ] [main ] PFGC: DISCARDED add_fullday_parkinson_range (score: 39.14%) [2025-11-22T02:26:41.938072] [INFO ] [main ] PFGC: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:26:41.938103] [DEBUG] [main ] Testing with features: ['add_gap_fill_state'] [2025-11-22T02:26:41.938136] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:41.952498] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:41.953744] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:41.953803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:41.976676] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 15.2s | Global ETA: 56m 21s [2025-11-22T02:26:41.977684] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:41.977748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:41.983258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:41.985742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:41.986363] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:41.990435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:41.997523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.056804] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.94% [2025-11-22T02:26:42.057013] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.5283% [2025-11-22T02:26:42.057111] [INFO ] [main ] SFB: DISCARDED add_open_11_elasticity (score: 44.53%) [2025-11-22T02:26:42.057153] [INFO ] [main ] SFB: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:26:42.057185] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_open_reversal_intensity'] [2025-11-22T02:26:42.057219] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:42.069356] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:42.070835] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:42.070897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:42.075716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:42.077546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:42.078043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:42.121550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:42.123057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.183554] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 10.3s | Global ETA: 56m 21s [2025-11-22T02:26:42.184438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:42.184499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:42.189430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:42.191831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:42.192587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:42.195199] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:42.197160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.605183] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.09% | Symbol ETA: 43.4s | Global ETA: 56m 21s [2025-11-22T02:26:42.606080] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:42.606140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:42.637553] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 14.3s | Global ETA: 56m 21s [2025-11-22T02:26:42.638510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:42.638573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:42.643458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:42.645326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:42.645823] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:42.648749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.649907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.698053] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 15.8s | Global ETA: 56m 22s [2025-11-22T02:26:42.698988] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:42.699053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:42.704142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:42.705969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:42.706516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:42.752481] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:42.754084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:42.815899] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 9.6s | Global ETA: 56m 22s [2025-11-22T02:26:42.816822] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:42.816885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:42.821771] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:42.824241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:42.825051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:42.827802] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:42.829851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.255393] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.23% | Symbol ETA: 42.8s | Global ETA: 56m 22s [2025-11-22T02:26:43.256269] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:43.256329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:43.267920] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.46% | Symbol ETA: 13.5s | Global ETA: 56m 22s [2025-11-22T02:26:43.268815] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:43.268877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:43.273596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:43.275335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:43.275818] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:43.278634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.300126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.328526] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.40% | Symbol ETA: 15.2s | Global ETA: 56m 22s [2025-11-22T02:26:43.329431] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:43.329533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:43.334317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:43.336063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:43.336530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:43.380779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:43.382159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.455085] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 8.9s | Global ETA: 56m 22s [2025-11-22T02:26:43.455970] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:43.456031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:43.460858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:43.463241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:43.464032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:43.466618] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:43.468611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.899229] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.14% | Symbol ETA: 12.8s | Global ETA: 56m 23s [2025-11-22T02:26:43.900125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:43.900187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:43.904923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:43.906636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:43.907116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:43.909941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.914272] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 42.1s | Global ETA: 56m 23s [2025-11-22T02:26:43.915155] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:43.915215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:43.952282] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 14.5s | Global ETA: 56m 23s [2025-11-22T02:26:43.953174] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:43.953236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:43.958051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:43.959858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:43.960485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:43.960675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:44.004872] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:44.006350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:44.090993] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.28% | Symbol ETA: 8.3s | Global ETA: 56m 23s [2025-11-22T02:26:44.091943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:44.092003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:44.096814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:44.099333] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:44.100175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:44.102869] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:44.104932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:44.533616] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.99% | Symbol ETA: 12.1s | Global ETA: 56m 23s [2025-11-22T02:26:44.534512] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:44.534574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:44.539368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:44.541118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:44.541582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:44.544375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:44.590785] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.34% | Symbol ETA: 41.5s | Global ETA: 56m 24s [2025-11-22T02:26:44.592029] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:44.592089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:44.597569] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 13.9s | Global ETA: 56m 24s [2025-11-22T02:26:44.598484] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:44.598548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:44.603370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:44.605201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:44.605718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:44.636558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:44.651263] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:44.652938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:44.731761] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.36% | Symbol ETA: 7.6s | Global ETA: 56m 24s [2025-11-22T02:26:44.732671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:44.732733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:44.737773] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:44.740257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:44.741059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:44.743758] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:26:44.745789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.172076] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 11.4s | Global ETA: 56m 24s [2025-11-22T02:26:45.172980] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:45.173042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:45.177780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:45.179494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:45.179972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:45.182783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.233812] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 13.3s | Global ETA: 56m 24s [2025-11-22T02:26:45.234815] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:45.234881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:45.239992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:45.242132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:45.242801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:45.244864] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 40.9s | Global ETA: 56m 24s [2025-11-22T02:26:45.245760] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:45.245819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:45.287152] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:45.288872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.290149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.379363] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.46% | Symbol ETA: 7.0s | Global ETA: 56m 24s [2025-11-22T02:26:45.550140] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 2.06% [2025-11-22T02:26:45.720352] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 1.27% [2025-11-22T02:26:45.820114] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 10.8s | Global ETA: 56m 25s [2025-11-22T02:26:45.821020] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:45.821082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:45.825863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:45.827601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:45.828080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:45.830871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.860174] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 12.7s | Global ETA: 56m 25s [2025-11-22T02:26:45.861091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:45.861153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:45.865919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:45.867681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:45.868155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:45.890991] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 1.43% [2025-11-22T02:26:45.895544] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 40.2s | Global ETA: 56m 25s [2025-11-22T02:26:45.896432] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:45.896492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:45.912228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:45.913663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:45.939251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:46.063241] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 0.28% [2025-11-22T02:26:46.234162] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.71% [2025-11-22T02:26:46.405230] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 0.86% [2025-11-22T02:26:46.448799] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 10.1s | Global ETA: 56m 25s [2025-11-22T02:26:46.449691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:46.449752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:46.454479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:46.456208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:46.456688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:46.459517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:46.478038] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 12.0s | Global ETA: 56m 25s [2025-11-22T02:26:46.478939] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:46.479001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:46.483791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:46.485503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:46.486006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:46.528192] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:46.529574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:46.542714] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 39.5s | Global ETA: 56m 26s [2025-11-22T02:26:46.543574] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:46.543634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:46.575810] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.26% [2025-11-22T02:26:46.586080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:46.747083] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.28%, Actual: 0.22% [2025-11-22T02:26:46.917573] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.36%, Actual: 0.47% [2025-11-22T02:26:47.088938] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.46%, Actual: 1.19% [2025-11-22T02:26:47.089140] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 32.3646% [2025-11-22T02:26:47.089224] [INFO ] [main ] PEG: DISCARDED add_pct_change (score: 32.36%) [2025-11-22T02:26:47.089269] [INFO ] [main ] PEG: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:26:47.089302] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_preclose_acceleration_mag'] [2025-11-22T02:26:47.089338] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:47.092851] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.59% | Symbol ETA: 11.4s | Global ETA: 56m 26s [2025-11-22T02:26:47.093749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:47.093812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:47.097621] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 9.5s | Global ETA: 56m 26s [2025-11-22T02:26:47.098523] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:47.098585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:47.098610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:47.100344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:47.100839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:47.102121] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:47.103853] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:47.103914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:47.106465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:47.108342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:47.108841] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:47.108855] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:47.111346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:47.111630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.112158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:47.114878] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:47.115951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.145756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:47.147161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.187094] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 1.07% | Symbol ETA: 38.9s | Global ETA: 56m 26s [2025-11-22T02:26:47.188043] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:47.188103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:47.230348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.713907] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 10.8s | Global ETA: 56m 27s [2025-11-22T02:26:47.714805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:47.714868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:47.719638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:47.721364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:47.721859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:47.736694] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 8.8s | Global ETA: 56m 27s [2025-11-22T02:26:47.776239] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.92% | Symbol ETA: 12.6s | Global ETA: 56m 27s [2025-11-22T02:26:47.777144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:47.777208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:47.782295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:47.784241] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:26:47.784821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:47.785719] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:47.785779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.788459] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:47.789544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.829656] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.03% | Symbol ETA: 38.2s | Global ETA: 56m 27s [2025-11-22T02:26:47.830524] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:47.830584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:47.872957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:47.904896] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 0.24% [2025-11-22T02:26:48.070127] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 0.62% [2025-11-22T02:26:48.236007] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.46%, Actual: 0.73% [2025-11-22T02:26:48.354659] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 10.2s | Global ETA: 56m 27s [2025-11-22T02:26:48.401908] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.14%, Actual: 1.19% [2025-11-22T02:26:48.420061] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 11.8s | Global ETA: 56m 27s [2025-11-22T02:26:48.420981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:48.421043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:48.425916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:48.428331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:48.429115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:48.431814] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:48.432869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:48.476522] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.65% | Symbol ETA: 37.6s | Global ETA: 56m 28s [2025-11-22T02:26:48.520420] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 1.09% [2025-11-22T02:26:48.569906] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.99%, Actual: 0.16% [2025-11-22T02:26:48.643357] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 0.04% [2025-11-22T02:26:48.686622] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.40%, Actual: 0.76% [2025-11-22T02:26:48.740380] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 2.09% [2025-11-22T02:26:48.809247] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 0.31% [2025-11-22T02:26:48.852811] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.53% [2025-11-22T02:26:48.910391] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 1.84% [2025-11-22T02:26:48.974065] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.15% [2025-11-22T02:26:49.018986] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 0.23% [2025-11-22T02:26:49.055599] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 11.1s | Global ETA: 56m 28s [2025-11-22T02:26:49.056518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:49.056582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:49.061549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:49.064106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:49.064918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:49.067635] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:49.068732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:49.078921] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 0.67% [2025-11-22T02:26:49.139270] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.34%, Actual: 0.54% [2025-11-22T02:26:49.184775] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.09% [2025-11-22T02:26:49.249095] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.15% [2025-11-22T02:26:49.304129] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 0.43% [2025-11-22T02:26:49.350690] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 1.47% [2025-11-22T02:26:49.415765] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 0.34% [2025-11-22T02:26:49.415964] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.4903% [2025-11-22T02:26:49.416045] [INFO ] [main ] AWI: DISCARDED add_open_vs_prev_range_position (score: 39.49%) [2025-11-22T02:26:49.416086] [INFO ] [main ] AWI: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:26:49.416121] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude'] [2025-11-22T02:26:49.416154] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:49.429102] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:49.430573] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:49.430686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:49.435476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:49.437308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:49.437799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:49.441506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:49.469625] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.69% [2025-11-22T02:26:49.516044] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.32% [2025-11-22T02:26:49.635455] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.13% [2025-11-22T02:26:49.686264] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.59%, Actual: 1.18% [2025-11-22T02:26:49.694944] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.75% | Symbol ETA: 10.4s | Global ETA: 56m 29s [2025-11-22T02:26:49.695856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:49.695918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:49.700864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:49.703352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:49.704167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:49.706879] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:49.707983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:49.801212] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 1.07%, Actual: 0.17% [2025-11-22T02:26:49.853812] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.59% [2025-11-22T02:26:49.967028] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.03%, Actual: 2.38% [2025-11-22T02:26:50.038963] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.94% [2025-11-22T02:26:50.039194] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.8395% [2025-11-22T02:26:50.039303] [INFO ] [main ] SFB: DISCARDED add_open_reversal_intensity (score: 44.84%) [2025-11-22T02:26:50.039355] [INFO ] [main ] SFB: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:26:50.039415] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:26:50.039467] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:50.052199] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:50.053580] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:50.053662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.058543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:50.060450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:50.060953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:50.071099] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 13.9s | Global ETA: 56m 29s [2025-11-22T02:26:50.072027] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:50.072090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.076936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:50.078861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:50.079340] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:50.079996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.105228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:50.107271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.135161] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.65%, Actual: 2.45% [2025-11-22T02:26:50.135366] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.5158% [2025-11-22T02:26:50.135446] [INFO ] [main ] PFGC: DISCARDED add_gap_fill_state (score: 36.52%) [2025-11-22T02:26:50.135488] [INFO ] [main ] PFGC: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:26:50.135519] [DEBUG] [main ] Testing with features: ['add_gap_morning_composite'] [2025-11-22T02:26:50.135552] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:50.149908] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:50.151316] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:50.151374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:50.152277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.333397] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 9.7s | Global ETA: 56m 29s [2025-11-22T02:26:50.334310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:50.334372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.339345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:50.341845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:50.342631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:50.345339] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:50.346417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.684296] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 15.0s | Global ETA: 56m 30s [2025-11-22T02:26:50.685229] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:50.685295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.690394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:50.692301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:50.692811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:50.702548] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.68% | Symbol ETA: 13.2s | Global ETA: 56m 30s [2025-11-22T02:26:50.703440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:50.703502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.708298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:50.710128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:50.710591] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:50.711211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.738834] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:50.740703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.765552] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 40.0s | Global ETA: 56m 30s [2025-11-22T02:26:50.766452] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:50.766514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:50.767439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:50.982708] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 9.1s | Global ETA: 56m 30s [2025-11-22T02:26:50.983630] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:50.983719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:50.988733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:50.991220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:50.992054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:50.994892] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:50.996062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:51.348126] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 12.6s | Global ETA: 56m 31s [2025-11-22T02:26:51.349021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:51.349084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:51.353856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:51.355586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:51.356068] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:51.356681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:51.374609] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 39.3s | Global ETA: 56m 31s [2025-11-22T02:26:51.375875] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:51.375934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:51.376819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:51.386874] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 14.6s | Global ETA: 56m 31s [2025-11-22T02:26:51.388756] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:51.388923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:51.393892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:51.395730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:51.396206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:51.439693] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:51.441364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:51.616844] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 8.4s | Global ETA: 56m 31s [2025-11-22T02:26:51.617749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:51.617811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:51.622523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:51.624987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:51.625768] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:51.628385] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:51.629423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:51.997487] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.61% | Symbol ETA: 12.0s | Global ETA: 56m 31s [2025-11-22T02:26:51.998375] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:51.998439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.003206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:52.004928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:52.005410] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:52.006034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.012477] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 2.30% | Symbol ETA: 38.8s | Global ETA: 56m 31s [2025-11-22T02:26:52.012768] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 13.9s | Global ETA: 56m 31s [2025-11-22T02:26:52.013393] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:52.013454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:52.013635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:52.013720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.014334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.018464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:52.020173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:52.020639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:52.065035] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:52.066816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.254657] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.25% | Symbol ETA: 7.8s | Global ETA: 56m 31s [2025-11-22T02:26:52.255516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:52.255577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.260293] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:52.262705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:52.263493] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:52.266218] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:52.267347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.628392] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.51% | Symbol ETA: 11.4s | Global ETA: 56m 32s [2025-11-22T02:26:52.629332] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:52.629396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.634317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:52.636137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:52.636615] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:52.637277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.644942] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 13.2s | Global ETA: 56m 32s [2025-11-22T02:26:52.645894] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:52.645966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.651357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:52.653243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:52.653761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:52.655345] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 38.2s | Global ETA: 56m 32s [2025-11-22T02:26:52.656430] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:52.656506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:52.657664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.699707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:52.701999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:52.886776] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.44% | Symbol ETA: 7.2s | Global ETA: 56m 32s [2025-11-22T02:26:52.887690] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:52.887752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:52.892553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:52.894983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:52.895763] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:52.898387] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:26:52.899432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.276029] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 10.7s | Global ETA: 56m 33s [2025-11-22T02:26:53.276968] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:53.277031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:53.279263] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -1.13% | Symbol ETA: 37.6s | Global ETA: 56m 33s [2025-11-22T02:26:53.280012] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 12.5s | Global ETA: 56m 33s [2025-11-22T02:26:53.280164] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:53.280224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:53.280903] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:53.280966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:53.281105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.281931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:53.283709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:53.284191] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:53.284837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.285803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:53.287546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:53.288022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:53.333103] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:53.334739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.520029] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.01% | Symbol ETA: 6.5s | Global ETA: 56m 33s [2025-11-22T02:26:53.688534] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.92%, Actual: 2.06% [2025-11-22T02:26:53.858821] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 1.27% [2025-11-22T02:26:53.889120] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 36.9s | Global ETA: 56m 33s [2025-11-22T02:26:53.890097] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:53.890158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:53.891112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.905393] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 11.9s | Global ETA: 56m 33s [2025-11-22T02:26:53.906289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:53.906351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:53.911131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:53.912887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:53.913352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:53.956121] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:53.957481] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 10.1s | Global ETA: 56m 33s [2025-11-22T02:26:53.957741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:53.958401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:53.958465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:53.963910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:53.965761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:53.966245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:53.966935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:54.028302] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.43% [2025-11-22T02:26:54.197467] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 0.28% [2025-11-22T02:26:54.368182] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.71% [2025-11-22T02:26:54.503331] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 36.3s | Global ETA: 56m 34s [2025-11-22T02:26:54.504213] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:54.504272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:54.505173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:54.528243] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 11.2s | Global ETA: 56m 34s [2025-11-22T02:26:54.529157] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:54.529219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:54.534026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:54.535779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:54.536241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:54.537133] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 0.86% [2025-11-22T02:26:54.579423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:54.581060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:54.603787] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 9.5s | Global ETA: 56m 34s [2025-11-22T02:26:54.605191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:54.605255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:54.613192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:54.614996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:54.615494] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:54.616150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:54.705585] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 1.26% [2025-11-22T02:26:54.874255] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.25%, Actual: 0.22% [2025-11-22T02:26:55.042870] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.44%, Actual: 0.47% [2025-11-22T02:26:55.124290] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 35.7s | Global ETA: 56m 34s [2025-11-22T02:26:55.125188] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:55.125264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:55.126151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.150417] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 10.6s | Global ETA: 56m 34s [2025-11-22T02:26:55.151309] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:55.151373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:55.156111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:55.157863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:55.158324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:55.201356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:55.202959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.216482] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.01%, Actual: 1.19% [2025-11-22T02:26:55.216728] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 52.0733% [2025-11-22T02:26:55.216831] [INFO ] [main ] PEG: DISCARDED add_preclose_acceleration_mag (score: 52.07%) [2025-11-22T02:26:55.216876] [INFO ] [main ] PEG: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:26:55.216910] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_1100_to_open'] [2025-11-22T02:26:55.216947] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:26:55.230139] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:55.231412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:55.231474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:55.236406] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:55.238967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:55.239781] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:55.242459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:55.243184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.270166] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.58% | Symbol ETA: 8.8s | Global ETA: 56m 35s [2025-11-22T02:26:55.271117] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:55.271181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:55.276265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:55.278169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:55.278679] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:26:55.279291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.743102] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.01% | Symbol ETA: 35.1s | Global ETA: 56m 35s [2025-11-22T02:26:55.743982] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:55.744042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:26:55.744928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.772392] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 9.9s | Global ETA: 56m 35s [2025-11-22T02:26:55.773289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:55.773351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:55.778236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:55.779994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:55.780456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:55.824172] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:26:55.825886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.891022] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 11.9s | Global ETA: 56m 35s [2025-11-22T02:26:55.891951] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:55.892013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:55.896870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:55.899312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:55.900129] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:55.902780] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:55.903452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:55.931174] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.01% | Symbol ETA: 8.2s | Global ETA: 56m 35s [2025-11-22T02:26:56.099991] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.67%, Actual: 0.24% [2025-11-22T02:26:56.271561] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.68%, Actual: 0.62% [2025-11-22T02:26:56.364880] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.01% | Symbol ETA: 34.4s | Global ETA: 56m 36s [2025-11-22T02:26:56.400011] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 9.3s | Global ETA: 56m 36s [2025-11-22T02:26:56.441496] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.86%, Actual: 0.73% [2025-11-22T02:26:56.520056] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 11.1s | Global ETA: 56m 36s [2025-11-22T02:26:56.521298] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:56.521366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:56.526188] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:56.528600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:56.529411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:56.532030] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.16%, Actual: 0.04% [2025-11-22T02:26:56.532072] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:56.532787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:56.568342] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 1.09% [2025-11-22T02:26:56.612270] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.19% [2025-11-22T02:26:56.702035] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 0.31% [2025-11-22T02:26:56.733509] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.76% [2025-11-22T02:26:56.777630] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.51%, Actual: 0.16% [2025-11-22T02:26:56.867571] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 2.30%, Actual: 1.15% [2025-11-22T02:26:56.900762] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.53% [2025-11-22T02:26:56.944102] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 2.09% [2025-11-22T02:26:57.031568] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.54% [2025-11-22T02:26:57.066238] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 0.23% [2025-11-22T02:26:57.109491] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.84% [2025-11-22T02:26:57.169181] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 10.5s | Global ETA: 56m 37s [2025-11-22T02:26:57.170095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:57.170159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:57.175135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:57.177673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:57.178463] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:57.181144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:57.181893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:57.199122] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 0.43% [2025-11-22T02:26:57.231971] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.09% [2025-11-22T02:26:57.276811] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.67% [2025-11-22T02:26:57.369591] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.35%, Actual: 1.69% [2025-11-22T02:26:57.399305] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 1.47% [2025-11-22T02:26:57.445280] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.58%, Actual: 0.15% [2025-11-22T02:26:57.537810] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.13% [2025-11-22T02:26:57.565597] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.32% [2025-11-22T02:26:57.615015] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.01%, Actual: 0.34% [2025-11-22T02:26:57.615227] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 40.5206% [2025-11-22T02:26:57.615310] [INFO ] [main ] AWI: DISCARDED add_overnight_gap_amplitude (score: 40.52%) [2025-11-22T02:26:57.615352] [INFO ] [main ] AWI: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:26:57.615384] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_overnight_gap_mag'] [2025-11-22T02:26:57.615418] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:26:57.628420] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:57.629946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:57.630006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:57.634856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:57.636690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:57.637158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:57.637938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:57.706425] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.17% [2025-11-22T02:26:57.731118] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.65%, Actual: 1.18% [2025-11-22T02:26:57.812197] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 9.8s | Global ETA: 56m 37s [2025-11-22T02:26:57.813147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:57.813210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:57.818184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:57.820702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:57.821501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:57.824365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:57.825156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:57.874171] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.01%, Actual: 2.38% [2025-11-22T02:26:57.897171] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.59% [2025-11-22T02:26:58.040312] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.01%, Actual: 2.45% [2025-11-22T02:26:58.040507] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 50.9751% [2025-11-22T02:26:58.040599] [INFO ] [main ] PFGC: DISCARDED add_gap_morning_composite (score: 50.98%) [2025-11-22T02:26:58.040661] [INFO ] [main ] PFGC: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:26:58.040700] [DEBUG] [main ] Testing with features: ['add_gap_resolution_state'] [2025-11-22T02:26:58.040740] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:26:58.055016] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:58.056297] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:58.056693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:26:58.062936] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 0.94% [2025-11-22T02:26:58.063140] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 50.1450% [2025-11-22T02:26:58.063250] [INFO ] [main ] SFB: DISCARDED add_open_vs_close_liquidity_ratio (score: 50.15%) [2025-11-22T02:26:58.063295] [INFO ] [main ] SFB: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:26:58.063328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_open_vs_prev_range_position'] [2025-11-22T02:26:58.063363] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:26:58.075420] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:26:58.076879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:58.076941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:58.081743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:58.083494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:58.083977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:58.113333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.128078] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:58.131275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.291275] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 13.5s | Global ETA: 56m 38s [2025-11-22T02:26:58.292170] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:58.292232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:58.297021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:58.298927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:58.299402] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:58.300103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.458495] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 9.2s | Global ETA: 56m 38s [2025-11-22T02:26:58.459386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:58.459447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:58.464207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:58.466605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:58.467450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:58.470133] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:58.470886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.720349] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 14.5s | Global ETA: 56m 38s [2025-11-22T02:26:58.721364] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:58.721433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:58.724887] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.24% | Symbol ETA: 35.5s | Global ETA: 56m 38s [2025-11-22T02:26:58.725786] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:58.725845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:26:58.726451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:58.728442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:58.731104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:58.775879] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:58.778823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.783686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:58.926437] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 12.8s | Global ETA: 56m 38s [2025-11-22T02:26:58.927381] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:58.927450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:58.932202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:58.933947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:58.934429] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:58.935113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.104660] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 8.5s | Global ETA: 56m 39s [2025-11-22T02:26:59.105685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:59.105753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:59.111083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:59.113693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:59.114484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:59.117238] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:59.118036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.350899] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 13.8s | Global ETA: 56m 39s [2025-11-22T02:26:59.351814] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:59.351878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:59.356594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:59.358357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:59.358845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:26:59.394523] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 34.8s | Global ETA: 56m 39s [2025-11-22T02:26:59.395452] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:26:59.395514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:26:59.402199] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:26:59.404989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.451487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.565376] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 12.1s | Global ETA: 56m 39s [2025-11-22T02:26:59.566268] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:26:59.566329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:59.571114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:59.572864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:59.573323] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:26:59.574003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.741346] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.83% | Symbol ETA: 7.9s | Global ETA: 56m 39s [2025-11-22T02:26:59.742326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:59.742404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:59.747438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:26:59.750017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:26:59.750851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:26:59.753597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:26:59.754350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:26:59.976230] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 13.1s | Global ETA: 56m 39s [2025-11-22T02:26:59.977128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:26:59.977191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:26:59.981948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:26:59.983713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:26:59.984178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:00.027713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:00.030557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:00.070862] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 34.2s | Global ETA: 56m 40s [2025-11-22T02:27:00.071941] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:00.072000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:00.127534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:00.202447] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 11.5s | Global ETA: 56m 40s [2025-11-22T02:27:00.203347] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:00.203409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:00.208212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:00.209947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:00.210411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:00.211105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:00.392493] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 5.15% | Symbol ETA: 7.3s | Global ETA: 56m 40s [2025-11-22T02:27:00.393435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:00.393499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:00.398584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:00.401172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:00.402036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:00.404812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:00.405517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:00.608291] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 12.5s | Global ETA: 56m 40s [2025-11-22T02:27:00.609244] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:00.609308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:00.614078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:00.615827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:00.616297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:00.660018] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:00.662839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:00.765474] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 33.5s | Global ETA: 56m 40s [2025-11-22T02:27:00.766404] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:00.766465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:00.871602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.057936] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 11.0s | Global ETA: 56m 41s [2025-11-22T02:27:01.058865] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:01.058937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:01.063933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:01.065849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:01.066327] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:01.067064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.283535] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 11.9s | Global ETA: 56m 41s [2025-11-22T02:27:01.284428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:01.284491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:01.289277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:01.291016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:01.291475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:01.333910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:01.336865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.436907] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.59% | Symbol ETA: 6.6s | Global ETA: 56m 41s [2025-11-22T02:27:01.438294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:01.438360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:01.459680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:01.478491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:01.491218] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:01.496294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:01.497102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.615166] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.55% | Symbol ETA: 33.0s | Global ETA: 56m 41s [2025-11-22T02:27:01.616065] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:01.616142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:01.676468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.700281] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 10.3s | Global ETA: 56m 41s [2025-11-22T02:27:01.701202] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:01.701264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:01.706030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:01.707833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:01.708299] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:01.708989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:01.932857] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 11.2s | Global ETA: 56m 41s [2025-11-22T02:27:01.933790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:01.933857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:01.938966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:01.940778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:01.941262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:01.987520] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:01.990439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:02.176670] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.05% | Symbol ETA: 6.0s | Global ETA: 56m 42s [2025-11-22T02:27:02.293986] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 32.3s | Global ETA: 56m 42s [2025-11-22T02:27:02.294907] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:02.294970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:02.342969] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 2.06% [2025-11-22T02:27:02.349628] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 9.6s | Global ETA: 56m 42s [2025-11-22T02:27:02.350534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:02.350596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:02.350567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:02.355354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:02.357138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:02.357683] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:02.358339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:02.509197] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 1.27% [2025-11-22T02:27:02.572854] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 10.6s | Global ETA: 56m 42s [2025-11-22T02:27:02.573778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:02.573840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:02.578769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:02.580579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:02.581089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:02.624781] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:02.631453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:02.675879] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 1.43% [2025-11-22T02:27:02.842872] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 0.28% [2025-11-22T02:27:02.983487] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 31.6s | Global ETA: 56m 43s [2025-11-22T02:27:02.984411] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:02.984472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:03.009114] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.71% [2025-11-22T02:27:03.015843] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 8.9s | Global ETA: 56m 43s [2025-11-22T02:27:03.016781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:03.016844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:03.021801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:03.023630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:03.024148] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:03.024861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.040825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.185474] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 0.86% [2025-11-22T02:27:03.219190] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 10.0s | Global ETA: 56m 43s [2025-11-22T02:27:03.220097] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:03.220159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:03.224930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:03.226673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:03.227144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:03.270138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:03.273089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.424580] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.83%, Actual: 1.26% [2025-11-22T02:27:03.605558] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 5.15%, Actual: 0.22% [2025-11-22T02:27:03.654617] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 30.9s | Global ETA: 56m 43s [2025-11-22T02:27:03.655499] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:03.655559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:03.668979] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 8.3s | Global ETA: 56m 43s [2025-11-22T02:27:03.669940] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:03.670004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:03.675053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:03.676898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:03.677421] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:03.678172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.711438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.787393] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.59%, Actual: 0.47% [2025-11-22T02:27:03.862185] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 9.3s | Global ETA: 56m 43s [2025-11-22T02:27:03.863239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:03.863310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:03.868560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:03.870579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:03.871142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:03.917540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:27:03.921022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:03.966577] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.05%, Actual: 1.19% [2025-11-22T02:27:03.966806] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 36.8352% [2025-11-22T02:27:03.966896] [INFO ] [main ] PEG: DISCARDED add_prev_1100_to_open (score: 36.84%) [2025-11-22T02:27:03.966941] [INFO ] [main ] PEG: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:27:03.966974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_close_to_1100'] [2025-11-22T02:27:03.967011] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:03.979862] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:03.981434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:03.981501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:03.986759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:03.989573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:03.990449] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:03.993415] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:03.994143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:04.328928] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 30.2s | Global ETA: 56m 44s [2025-11-22T02:27:04.329812] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:04.329895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:27:04.336085] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 7.6s | Global ETA: 56m 44s [2025-11-22T02:27:04.386115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:04.512571] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.24% [2025-11-22T02:27:04.522931] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 8.7s | Global ETA: 56m 44s [2025-11-22T02:27:04.630351] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 11.8s | Global ETA: 56m 44s [2025-11-22T02:27:04.631303] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:04.631365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:04.636217] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:04.638659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:04.639442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:04.642054] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:04.642799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:04.686149] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 0.62% [2025-11-22T02:27:04.694669] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.09% [2025-11-22T02:27:04.861059] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.73% [2025-11-22T02:27:04.861892] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 0.76% [2025-11-22T02:27:04.997718] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.57% | Symbol ETA: 29.5s | Global ETA: 56m 45s [2025-11-22T02:27:05.029746] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.53% [2025-11-22T02:27:05.035171] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.19% [2025-11-22T02:27:05.168500] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.24%, Actual: 0.04% [2025-11-22T02:27:05.196816] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 0.23% [2025-11-22T02:27:05.206029] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.16% [2025-11-22T02:27:05.258454] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 11.0s | Global ETA: 56m 45s [2025-11-22T02:27:05.259381] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:05.259443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:05.264280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:05.266762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:05.267621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:05.270263] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:05.270967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:05.337681] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 0.31% [2025-11-22T02:27:05.365138] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.09% [2025-11-22T02:27:05.375546] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 2.09% [2025-11-22T02:27:05.507367] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.15% [2025-11-22T02:27:05.535502] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.47% [2025-11-22T02:27:05.544374] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 1.84% [2025-11-22T02:27:05.676908] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.54% [2025-11-22T02:27:05.712676] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 0.32% [2025-11-22T02:27:05.713293] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.67% [2025-11-22T02:27:05.848302] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.55%, Actual: 0.43% [2025-11-22T02:27:05.887703] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:27:05.887765] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 10.4s | Global ETA: 56m 46s [2025-11-22T02:27:05.888457] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 1.18% [2025-11-22T02:27:05.888663] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:05.888786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:05.893494] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:05.895953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:05.896736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:05.899428] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:05.900158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.018327] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 1.69% [2025-11-22T02:27:06.054872] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.34% [2025-11-22T02:27:06.055074] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.5948% [2025-11-22T02:27:06.055162] [INFO ] [main ] AWI: DISCARDED add_overnight_gap_mag (score: 39.59%) [2025-11-22T02:27:06.055232] [INFO ] [main ] AWI: Testing feature 29/53: add_pct_change [2025-11-22T02:27:06.055611] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_pct_change'] [2025-11-22T02:27:06.055667] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:06.062230] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 0.59% [2025-11-22T02:27:06.068519] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:06.070002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:06.070063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:06.074938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:06.076735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:06.077235] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:06.079246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.189287] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.13% [2025-11-22T02:27:06.230075] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.94% [2025-11-22T02:27:06.230279] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.9836% [2025-11-22T02:27:06.230373] [INFO ] [main ] SFB: DISCARDED add_open_vs_prev_range_position (score: 40.98%) [2025-11-22T02:27:06.230418] [INFO ] [main ] SFB: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:27:06.230450] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_overnight_gap_amplitude'] [2025-11-22T02:27:06.230485] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:06.242531] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:06.244009] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:06.244074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:06.248875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:06.250685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:06.251149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:06.294759] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:06.295443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.362297] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 0.17% [2025-11-22T02:27:06.519032] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 9.7s | Global ETA: 56m 46s [2025-11-22T02:27:06.520247] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:06.520309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:06.525037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:06.527457] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:06.528246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:06.530842] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:06.531517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.540337] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 2.38% [2025-11-22T02:27:06.709058] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 13.0s | Global ETA: 56m 46s [2025-11-22T02:27:06.709984] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:06.710045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:06.712257] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.57%, Actual: 2.45% [2025-11-22T02:27:06.712457] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.3969% [2025-11-22T02:27:06.712538] [INFO ] [main ] PFGC: DISCARDED add_gap_resolution_state (score: 36.40%) [2025-11-22T02:27:06.712580] [INFO ] [main ] PFGC: Testing feature 13/53: add_gaps [2025-11-22T02:27:06.712612] [DEBUG] [main ] Testing with features: ['add_gaps'] [2025-11-22T02:27:06.712663] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:06.714876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:06.716602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:06.717115] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:06.719110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.726322] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:06.727550] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:06.727609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:06.728346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:06.863733] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 13.7s | Global ETA: 56m 47s [2025-11-22T02:27:06.864609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:06.864691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:06.869571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:06.871334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:06.871816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:06.915255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:06.916100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.145267] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 9.1s | Global ETA: 56m 47s [2025-11-22T02:27:07.146159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:07.146220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:07.151032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:07.153439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:07.154224] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:07.156832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:07.157559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.349343] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 12.4s | Global ETA: 56m 47s [2025-11-22T02:27:07.350285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:07.350349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:07.355264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:07.356718] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 34.6s | Global ETA: 56m 47s [2025-11-22T02:27:07.357147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:07.357609] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:07.357662] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:07.357688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:07.358379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.359660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.485395] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 13.1s | Global ETA: 56m 47s [2025-11-22T02:27:07.486354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:07.486418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:07.491156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:07.492909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:07.493370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:07.536708] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:07.537515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.781183] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 8.5s | Global ETA: 56m 48s [2025-11-22T02:27:07.782159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:07.782232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:07.787472] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:07.790070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:07.790867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:07.793623] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:07.794350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:07.995732] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 34.0s | Global ETA: 56m 48s [2025-11-22T02:27:07.996601] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:07.996679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:07.997426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.010486] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 11.8s | Global ETA: 56m 48s [2025-11-22T02:27:08.011424] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:08.011485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:08.016240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:08.018040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:08.018508] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:08.020432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.156194] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 12.6s | Global ETA: 56m 48s [2025-11-22T02:27:08.157237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:08.157347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:08.162911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:08.164985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:08.165512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:08.213531] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:08.214351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.459728] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.02% | Symbol ETA: 7.8s | Global ETA: 56m 48s [2025-11-22T02:27:08.460666] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:08.460731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:08.465915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:08.468519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:08.469369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:08.472186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:08.472909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.634111] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 33.4s | Global ETA: 56m 48s [2025-11-22T02:27:08.634998] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:08.635056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:08.635770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.673794] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.00% | Symbol ETA: 11.1s | Global ETA: 56m 48s [2025-11-22T02:27:08.674768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:08.674831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:08.679883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:08.681723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:08.682219] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:08.684318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:08.832740] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 12.1s | Global ETA: 56m 49s [2025-11-22T02:27:08.833703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:08.833770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:08.839085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:08.840985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:08.841472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:08.889122] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:08.890022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.106254] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.42% | Symbol ETA: 7.2s | Global ETA: 56m 49s [2025-11-22T02:27:09.107196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:09.107279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:09.112268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:09.114801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:09.115665] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:09.118389] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:09.119169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.272714] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 32.7s | Global ETA: 56m 49s [2025-11-22T02:27:09.273581] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:09.273665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:09.274355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.328868] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 10.5s | Global ETA: 56m 49s [2025-11-22T02:27:09.329796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:09.329857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:09.334669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:09.336500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:09.337004] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:09.339048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.502334] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 11.4s | Global ETA: 56m 49s [2025-11-22T02:27:09.503327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:09.503392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:09.509075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:09.510890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:09.511400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:09.559576] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:09.560418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.748479] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 6.6s | Global ETA: 56m 50s [2025-11-22T02:27:09.749441] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:09.749504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:09.754447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:09.757236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:09.758103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:09.760827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:09.761553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:09.906635] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 32.1s | Global ETA: 56m 50s [2025-11-22T02:27:09.907625] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:09.907716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:09.908493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.002620] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 9.9s | Global ETA: 56m 50s [2025-11-22T02:27:10.003533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:10.003595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:10.008435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:10.010224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:10.010713] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:10.012673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.176278] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 10.8s | Global ETA: 56m 50s [2025-11-22T02:27:10.177273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:10.177337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:10.182667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:10.184460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:10.184961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:10.230435] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:10.231301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.397944] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.56% | Symbol ETA: 5.9s | Global ETA: 56m 50s [2025-11-22T02:27:10.535828] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 31.4s | Global ETA: 56m 50s [2025-11-22T02:27:10.536715] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:10.536773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:10.537469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.578782] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 2.06% [2025-11-22T02:27:10.659855] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 9.2s | Global ETA: 56m 51s [2025-11-22T02:27:10.660780] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:10.660841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:10.665965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:10.667789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:10.668287] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:10.670250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.751039] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 1.27% [2025-11-22T02:27:10.840421] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 10.1s | Global ETA: 56m 51s [2025-11-22T02:27:10.841328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:10.841391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:10.846207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:10.847970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:10.848463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:10.890983] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:10.891669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:10.920935] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 1.43% [2025-11-22T02:27:11.104790] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 0.28% [2025-11-22T02:27:11.164751] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 30.8s | Global ETA: 56m 51s [2025-11-22T02:27:11.165676] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:11.165740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:11.166463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:11.277774] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.71% [2025-11-22T02:27:11.290353] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.45% | Symbol ETA: 8.5s | Global ETA: 56m 51s [2025-11-22T02:27:11.291251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:11.291311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:11.296038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:11.297811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:11.298326] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:11.300281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:11.450538] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 0.86% [2025-11-22T02:27:11.459249] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.02% | Symbol ETA: 9.5s | Global ETA: 56m 51s [2025-11-22T02:27:11.460226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:11.460293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:11.465691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:11.467800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:11.468314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:11.513686] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:11.514504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:11.622069] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.02%, Actual: 1.26% [2025-11-22T02:27:11.794729] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.42%, Actual: 0.22% [2025-11-22T02:27:11.801587] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 30.2s | Global ETA: 56m 52s [2025-11-22T02:27:11.802505] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:11.802567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:11.803315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:11.955942] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.06% | Symbol ETA: 7.9s | Global ETA: 56m 52s [2025-11-22T02:27:11.956849] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:11.956911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:11.961681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:11.963446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:11.963933] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:11.965882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:11.979170] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 0.47% [2025-11-22T02:27:12.104600] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 8.8s | Global ETA: 56m 52s [2025-11-22T02:27:12.105552] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:12.105618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:12.111085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:12.112899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:12.113444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:12.153933] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.56%, Actual: 1.19% [2025-11-22T02:27:12.154139] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 50.8057% [2025-11-22T02:27:12.154218] [INFO ] [main ] PEG: DISCARDED add_prev_close_to_1100 (score: 50.81%) [2025-11-22T02:27:12.154261] [INFO ] [main ] PEG: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:27:12.154293] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_close_to_open'] [2025-11-22T02:27:12.154328] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:12.159912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:27:12.160759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:12.166420] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:12.167902] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:12.167965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:12.172922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:12.175414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:12.176224] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:12.178962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:12.179694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:12.430736] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.29% | Symbol ETA: 29.5s | Global ETA: 56m 52s [2025-11-22T02:27:12.432001] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:12.432060] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:12.432792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:12.604158] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 7.2s | Global ETA: 56m 53s [2025-11-22T02:27:12.753437] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 8.2s | Global ETA: 56m 53s [2025-11-22T02:27:12.773223] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.24% [2025-11-22T02:27:12.836517] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 11.1s | Global ETA: 56m 53s [2025-11-22T02:27:12.837576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:12.837664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:12.842682] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:12.845376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:12.846245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:12.848945] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:12.849731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:12.920576] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 1.09% [2025-11-22T02:27:12.943661] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 0.62% [2025-11-22T02:27:13.054464] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.84% | Symbol ETA: 28.9s | Global ETA: 56m 53s [2025-11-22T02:27:13.086676] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 0.76% [2025-11-22T02:27:13.111811] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.73% [2025-11-22T02:27:13.222191] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.04% [2025-11-22T02:27:13.258532] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.53% [2025-11-22T02:27:13.277270] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 1.19% [2025-11-22T02:27:13.395845] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.89%, Actual: 0.31% [2025-11-22T02:27:13.437501] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 0.23% [2025-11-22T02:27:13.446256] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.16% [2025-11-22T02:27:13.483087] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 10.4s | Global ETA: 56m 53s [2025-11-22T02:27:13.484321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:13.484397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:13.492275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:13.496035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:13.497446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:13.502107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:13.503165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:13.623062] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.09% [2025-11-22T02:27:13.623749] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 2.09% [2025-11-22T02:27:13.645449] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 1.15% [2025-11-22T02:27:13.843615] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 1.47% [2025-11-22T02:27:13.895319] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.54% [2025-11-22T02:27:13.948841] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.84% [2025-11-22T02:27:14.095312] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.32% [2025-11-22T02:27:14.138055] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.43% [2025-11-22T02:27:14.180891] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.45%, Actual: 0.67% [2025-11-22T02:27:14.302852] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 1.18% [2025-11-22T02:27:14.350843] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 10.2s | Global ETA: 56m 54s [2025-11-22T02:27:14.352339] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:14.352416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:14.359948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:14.361888] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 1.69% [2025-11-22T02:27:14.363846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:14.365089] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:14.369239] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:14.370389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:14.402237] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 0.15% [2025-11-22T02:27:14.497399] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.47%, Actual: 0.59% [2025-11-22T02:27:14.562881] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 0.13% [2025-11-22T02:27:14.582848] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 0.34% [2025-11-22T02:27:14.583037] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.9172% [2025-11-22T02:27:14.583123] [INFO ] [main ] AWI: DISCARDED add_pct_change (score: 39.92%) [2025-11-22T02:27:14.583165] [INFO ] [main ] AWI: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:27:14.583197] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_preclose_acceleration_mag'] [2025-11-22T02:27:14.583231] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:14.597903] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:14.599407] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:14.599468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:14.604658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:14.606446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:14.606931] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:14.607973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:14.684602] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.94% [2025-11-22T02:27:14.684841] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 48.4816% [2025-11-22T02:27:14.684943] [INFO ] [main ] SFB: DISCARDED add_overnight_gap_amplitude (score: 48.48%) [2025-11-22T02:27:14.684988] [INFO ] [main ] SFB: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:27:14.685025] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_overnight_gap_mag'] [2025-11-22T02:27:14.685065] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:14.697901] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:14.699383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:14.699448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:14.704693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:14.706625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:14.707171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:14.744540] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 0.17% [2025-11-22T02:27:14.755411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:14.756356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:14.918213] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.29%, Actual: 2.38% [2025-11-22T02:27:15.054544] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 9.4s | Global ETA: 56m 55s [2025-11-22T02:27:15.055440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:15.055501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:15.060845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:15.063521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:15.064308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:15.066995] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:15.067742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.089004] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.84%, Actual: 2.45% [2025-11-22T02:27:15.089240] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 32.1204% [2025-11-22T02:27:15.089327] [INFO ] [main ] PFGC: DISCARDED add_gaps (score: 32.12%) [2025-11-22T02:27:15.089372] [INFO ] [main ] PFGC: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:27:15.089405] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies'] [2025-11-22T02:27:15.089439] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:15.104122] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:15.105538] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:15.105612] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:15.106836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.237104] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 12.5s | Global ETA: 56m 55s [2025-11-22T02:27:15.238047] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:15.238125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:15.243140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:15.245033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:15.245546] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:15.246622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.375802] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 13.9s | Global ETA: 56m 55s [2025-11-22T02:27:15.376767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:15.376833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:15.382185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:15.384183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:15.384692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:15.432153] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:15.433214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.692841] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 8.6s | Global ETA: 56m 56s [2025-11-22T02:27:15.693778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:15.693850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:15.698715] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:15.701180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:15.701968] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:15.704568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:15.705279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.733534] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 30.8s | Global ETA: 56m 56s [2025-11-22T02:27:15.734467] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:15.734529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:15.735810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:15.878070] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 11.9s | Global ETA: 56m 56s [2025-11-22T02:27:15.878988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:15.879050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:15.883927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:15.885681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:15.886146] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:15.887161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.043748] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 13.2s | Global ETA: 56m 56s [2025-11-22T02:27:16.044743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:16.044810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:16.050315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:16.052314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:16.052817] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:16.100633] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:16.101626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.324083] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 7.9s | Global ETA: 56m 56s [2025-11-22T02:27:16.325295] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:16.325357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:16.330230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:16.332666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:16.333475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:16.336273] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:16.336984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.365547] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 30.2s | Global ETA: 56m 56s [2025-11-22T02:27:16.366511] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:16.366574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:16.367794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.519714] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 11.2s | Global ETA: 56m 57s [2025-11-22T02:27:16.520965] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:16.521052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:16.526067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:16.528048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:16.528550] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:16.529776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.724430] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 12.6s | Global ETA: 56m 57s [2025-11-22T02:27:16.725445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:16.725513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:16.730837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:16.732834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:16.733309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:16.780888] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:16.782019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.955785] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 7.2s | Global ETA: 56m 57s [2025-11-22T02:27:16.956673] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:16.956734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:16.961478] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:16.963918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:16.964706] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:16.967326] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:16.968035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:16.998289] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 29.5s | Global ETA: 56m 57s [2025-11-22T02:27:16.999198] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:16.999267] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:17.000441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:17.167811] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 10.6s | Global ETA: 56m 57s [2025-11-22T02:27:17.168706] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:17.168768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:17.173484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:17.175235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:17.175716] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:17.176729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:17.393622] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 11.9s | Global ETA: 56m 57s [2025-11-22T02:27:17.394508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:17.394572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:17.399377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:17.401127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:17.401589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:17.446200] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:17.447290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:17.596331] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.40% | Symbol ETA: 6.5s | Global ETA: 56m 58s [2025-11-22T02:27:17.597219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:17.597308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:17.601986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:17.604353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:17.605133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:17.607760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:17.608447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:17.629766] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 28.9s | Global ETA: 56m 58s [2025-11-22T02:27:17.630692] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:17.630755] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:17.631959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:17.801968] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 10.0s | Global ETA: 56m 58s [2025-11-22T02:27:17.802974] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:17.803036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:17.808800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:17.810756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:17.811261] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:17.812346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.028971] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 11.2s | Global ETA: 56m 58s [2025-11-22T02:27:18.033799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:18.033867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:18.039305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:18.041352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:18.041910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:18.089915] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:18.090807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.226048] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.67% | Symbol ETA: 5.8s | Global ETA: 56m 58s [2025-11-22T02:27:18.226931] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:18.226992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:18.231753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:18.234135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:18.234913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:18.237536] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:18.238252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.294461] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 28.3s | Global ETA: 56m 58s [2025-11-22T02:27:18.295501] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:18.295582] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:18.296846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.458430] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 9.3s | Global ETA: 56m 59s [2025-11-22T02:27:18.459344] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:18.459405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:18.464127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:18.465895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:18.466355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:18.467377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.674917] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 10.5s | Global ETA: 56m 59s [2025-11-22T02:27:18.676082] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:18.676150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:18.681240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:18.683093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:18.683595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:18.729128] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:18.729945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:18.853197] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.34% | Symbol ETA: 5.1s | Global ETA: 56m 59s [2025-11-22T02:27:18.906044] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 27.7s | Global ETA: 56m 59s [2025-11-22T02:27:18.906945] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:18.907005] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:18.908154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:19.022576] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 2.06% [2025-11-22T02:27:19.096111] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 8.7s | Global ETA: 56m 59s [2025-11-22T02:27:19.097008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:19.097069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:19.101844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:19.103591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:19.104070] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:19.105104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:19.189441] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 1.27% [2025-11-22T02:27:19.305520] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 9.8s | Global ETA: 56m 59s [2025-11-22T02:27:19.306413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:19.306475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:19.311203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:19.312912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:19.313385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:19.356025] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:19.356401] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 1.43% [2025-11-22T02:27:19.356752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:19.518113] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.26% | Symbol ETA: 27.0s | Global ETA: 56m 60s [2025-11-22T02:27:19.519025] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:19.519451] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:19.520580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:19.524620] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.28% [2025-11-22T02:27:19.691260] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 0.71% [2025-11-22T02:27:19.732451] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 8.0s | Global ETA: 56m 60s [2025-11-22T02:27:19.733337] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:19.733399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:19.738136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:19.739869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:19.740331] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:19.741348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:19.860283] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.86% [2025-11-22T02:27:19.928438] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 9.1s | Global ETA: 57m 0s [2025-11-22T02:27:19.929325] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:19.929388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:19.934111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:19.935875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:19.936348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:19.979085] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:19.979904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:20.026893] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 1.26% [2025-11-22T02:27:20.124298] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 26.4s | Global ETA: 57m 0s [2025-11-22T02:27:20.125195] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:20.125260] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:20.126396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:20.193411] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.40%, Actual: 0.22% [2025-11-22T02:27:20.359590] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.67%, Actual: 0.47% [2025-11-22T02:27:20.400299] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 7.4s | Global ETA: 57m 1s [2025-11-22T02:27:20.401221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:20.401284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:20.406137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:20.407954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:20.408434] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:20.409506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:20.527165] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.34%, Actual: 1.19% [2025-11-22T02:27:20.527392] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.2622% [2025-11-22T02:27:20.527478] [INFO ] [main ] PEG: DISCARDED add_prev_close_to_open (score: 35.26%) [2025-11-22T02:27:20.527522] [INFO ] [main ] PEG: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:27:20.527553] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_prior_day_tail_pressure'] [2025-11-22T02:27:20.527609] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:20.539534] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:20.540768] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:20.540829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:20.545588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:20.547983] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.78% | Symbol ETA: 8.5s | Global ETA: 57m 1s [2025-11-22T02:27:20.548053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:20.548880] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:20.548925] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:20.548988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:20.551504] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:20.553741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:20.554187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:20.555481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:20.555973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:20.599316] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:27:20.600065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:20.733322] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 25.8s | Global ETA: 57m 1s [2025-11-22T02:27:20.734207] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:27:20.734268] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:20.735388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:21.076391] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 6.8s | Global ETA: 57m 1s [2025-11-22T02:27:21.175164] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 10.5s | Global ETA: 57m 1s [2025-11-22T02:27:21.176055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:21.176117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:21.181253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:21.183686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:21.183853] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 7.8s | Global ETA: 57m 1s [2025-11-22T02:27:21.184451] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:21.187068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:21.189783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:21.258448] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.24% [2025-11-22T02:27:21.349249] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.05% | Symbol ETA: 25.1s | Global ETA: 57m 2s [2025-11-22T02:27:21.357506] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 1.09% [2025-11-22T02:27:21.437145] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.62% [2025-11-22T02:27:21.522340] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.04% [2025-11-22T02:27:21.525003] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.76% [2025-11-22T02:27:21.611069] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.73% [2025-11-22T02:27:21.693416] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.53% [2025-11-22T02:27:21.698803] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 0.31% [2025-11-22T02:27:21.777568] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 1.19% [2025-11-22T02:27:21.814213] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 9.9s | Global ETA: 57m 2s [2025-11-22T02:27:21.815109] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:21.815173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:21.820145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:21.822560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:21.823342] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:21.826065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:21.828942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:21.869425] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 1.15% [2025-11-22T02:27:21.877842] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.23% [2025-11-22T02:27:21.946231] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.16% [2025-11-22T02:27:22.040093] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.54% [2025-11-22T02:27:22.044506] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.09% [2025-11-22T02:27:22.112476] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 2.09% [2025-11-22T02:27:22.208756] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.43% [2025-11-22T02:27:22.211834] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 1.47% [2025-11-22T02:27:22.279333] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 1.84% [2025-11-22T02:27:22.378018] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 1.69% [2025-11-22T02:27:22.383715] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.32% [2025-11-22T02:27:22.445728] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 0.67% [2025-11-22T02:27:22.448027] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 9.3s | Global ETA: 57m 3s [2025-11-22T02:27:22.448917] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:22.448980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:22.453764] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:22.456146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:22.456931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:22.459627] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:22.462408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:22.549501] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 0.13% [2025-11-22T02:27:22.554537] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.18% [2025-11-22T02:27:22.611243] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 0.15% [2025-11-22T02:27:22.720341] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 0.59% [2025-11-22T02:27:22.723215] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 0.17% [2025-11-22T02:27:22.797042] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.34% [2025-11-22T02:27:22.797275] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.7234% [2025-11-22T02:27:22.797376] [INFO ] [main ] AWI: DISCARDED add_preclose_acceleration_mag (score: 39.72%) [2025-11-22T02:27:22.797444] [INFO ] [main ] AWI: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:27:22.797478] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_1100_to_open'] [2025-11-22T02:27:22.797513] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:22.810442] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:22.811947] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:22.812009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:22.816874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:22.818831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:22.819339] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:22.820049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:22.886446] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.94% [2025-11-22T02:27:22.886706] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 56.5252% [2025-11-22T02:27:22.886800] [INFO ] [main ] SFB: DISCARDED add_overnight_gap_mag (score: 56.53%) [2025-11-22T02:27:22.886840] [INFO ] [main ] SFB: Testing feature 29/53: add_pct_change [2025-11-22T02:27:22.886873] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_pct_change'] [2025-11-22T02:27:22.886907] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:22.888459] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 1.97%, Actual: 2.38% [2025-11-22T02:27:22.899213] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:22.900464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:22.900526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:22.905344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:22.907131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:22.911038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:22.955174] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:22.957349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.083813] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 8.6s | Global ETA: 57m 3s [2025-11-22T02:27:23.084698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:23.084760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:23.089670] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:23.092060] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:23.092844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:23.095437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:23.098127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.108785] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.05%, Actual: 2.45% [2025-11-22T02:27:23.108993] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 54.5098% [2025-11-22T02:27:23.109068] [INFO ] [main ] PFGC: KEPT add_intraday_skewness_proxies (score: 54.51%) [2025-11-22T02:27:23.109110] [INFO ] [main ] PFGC: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:27:23.109143] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_intraday_volatility_percentile'] [2025-11-22T02:27:23.109177] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:23.123220] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:23.124600] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:23.124679] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:23.125836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:23.209908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.446988] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 11.7s | Global ETA: 57m 4s [2025-11-22T02:27:23.447889] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:23.447950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:23.452697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:23.454412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:23.454890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:23.455544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.551751] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 12.9s | Global ETA: 57m 4s [2025-11-22T02:27:23.552694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:23.552759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:23.557787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:23.559631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:23.560138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:23.613830] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:23.616593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.716074] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 8.0s | Global ETA: 57m 4s [2025-11-22T02:27:23.716969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:23.717031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:23.721801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:23.724173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:23.724954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:23.727567] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:23.730263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:23.812234] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.95% | Symbol ETA: 28.0s | Global ETA: 57m 4s [2025-11-22T02:27:23.813126] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:23.813187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:23.814301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:23.899141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.071719] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 11.1s | Global ETA: 57m 4s [2025-11-22T02:27:24.072592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:24.072673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.077444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:24.079214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:24.079720] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:24.080383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.236483] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 12.4s | Global ETA: 57m 5s [2025-11-22T02:27:24.237416] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:24.237487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.242256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:24.244020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:24.244489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:24.288111] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:24.290141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.348151] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 7.4s | Global ETA: 57m 5s [2025-11-22T02:27:24.349033] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:24.349096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.353839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:24.356212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:24.356988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:24.359618] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:24.362360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.504462] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 27.3s | Global ETA: 57m 5s [2025-11-22T02:27:24.505335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:24.505397] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:24.506541] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:24.591970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.707784] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.53% | Symbol ETA: 10.4s | Global ETA: 57m 5s [2025-11-22T02:27:24.708678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:24.708739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.713489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:24.715230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:24.715732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:24.716393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.864077] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 11.6s | Global ETA: 57m 5s [2025-11-22T02:27:24.864960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:24.865023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.869853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:24.871544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:24.872031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:24.914779] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:24.916769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:24.984678] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 6.7s | Global ETA: 57m 5s [2025-11-22T02:27:24.985562] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:24.985625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:24.990421] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:24.992878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:24.993665] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:24.996278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:24.999002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.201417] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 26.6s | Global ETA: 57m 6s [2025-11-22T02:27:25.202282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:25.202342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:25.203461] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:25.288934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.340474] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 9.8s | Global ETA: 57m 6s [2025-11-22T02:27:25.341372] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:25.341433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:25.346130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:25.347907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:25.348373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:25.349048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.491264] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 10.9s | Global ETA: 57m 6s [2025-11-22T02:27:25.492151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:25.492213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:25.497041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:25.498849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:25.499316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:25.542425] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:25.544678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.618937] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.26% | Symbol ETA: 6.1s | Global ETA: 57m 6s [2025-11-22T02:27:25.620207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:25.620270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:25.624982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:25.627368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:25.628149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:25.630753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:25.633434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.888400] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.86% | Symbol ETA: 25.9s | Global ETA: 57m 6s [2025-11-22T02:27:25.889277] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:25.889338] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:25.890458] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:25.973670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:25.975008] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.59% | Symbol ETA: 9.2s | Global ETA: 57m 6s [2025-11-22T02:27:25.975892] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:25.975954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:25.980704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:25.982416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:25.982897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:25.983551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.131724] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: 57m 7s [2025-11-22T02:27:26.132597] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:26.132678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:26.137484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:26.139225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:26.139719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:26.184817] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:26.186936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.252053] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 5.5s | Global ETA: 57m 7s [2025-11-22T02:27:26.252953] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:26.253015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:26.257772] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:26.260129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:26.260913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:26.263561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:26.266239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.571495] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 25.2s | Global ETA: 57m 7s [2025-11-22T02:27:26.572374] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:26.572435] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:26.573558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:26.609778] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 8.6s | Global ETA: 57m 7s [2025-11-22T02:27:26.610662] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:26.610724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:26.615430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:26.617160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:26.618009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:26.618699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.656048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.768358] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 9.6s | Global ETA: 57m 7s [2025-11-22T02:27:26.769275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:26.769340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:26.774275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:26.776085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:26.776566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:26.821310] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:26.823524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:26.894664] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.03% | Symbol ETA: 4.8s | Global ETA: 57m 7s [2025-11-22T02:27:27.072450] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 2.06% [2025-11-22T02:27:27.241368] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 1.27% [2025-11-22T02:27:27.248933] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 7.9s | Global ETA: 57m 8s [2025-11-22T02:27:27.249836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:27.249898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:27.250698] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 24.5s | Global ETA: 57m 8s [2025-11-22T02:27:27.251554] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:27.251615] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:27.252790] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:27.254683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:27.256414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:27.256952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:27.257637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:27.335008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:27.399584] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 9.0s | Global ETA: 57m 8s [2025-11-22T02:27:27.400470] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:27.400534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:27.405440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:27.407276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:27.409606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:27.409624] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 1.43% [2025-11-22T02:27:27.455839] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:27.457998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:27.577100] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.28% [2025-11-22T02:27:27.744538] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.71% [2025-11-22T02:27:27.887167] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 7.3s | Global ETA: 57m 8s [2025-11-22T02:27:27.888102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:27.888163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:27.892862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:27.894568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:27.895048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:27.895732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:27.914034] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.86% [2025-11-22T02:27:27.932583] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 23.8s | Global ETA: 57m 8s [2025-11-22T02:27:27.933459] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:27.933527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:27.934639] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:28.017069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:28.035105] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 8.3s | Global ETA: 57m 9s [2025-11-22T02:27:28.036013] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:28.036075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:28.041561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:28.043621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:28.044138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:28.081965] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 1.26% [2025-11-22T02:27:28.088834] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:28.090963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:28.250112] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.26%, Actual: 0.22% [2025-11-22T02:27:28.418979] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.47% [2025-11-22T02:27:28.534262] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.19% | Symbol ETA: 6.7s | Global ETA: 57m 9s [2025-11-22T02:27:28.535158] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:28.535219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:28.539966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:28.541705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:28.542162] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:28.542841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:28.588199] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.03%, Actual: 1.19% [2025-11-22T02:27:28.588409] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 55.1028% [2025-11-22T02:27:28.589189] [INFO ] [main ] PEG: DISCARDED add_prior_day_tail_pressure (score: 55.10%) [2025-11-22T02:27:28.589243] [INFO ] [main ] PEG: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:27:28.589277] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_prior_mag_lag'] [2025-11-22T02:27:28.589311] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:28.601327] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:28.602566] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:28.602630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:28.607670] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:28.610111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:28.610899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:28.613507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:28.615105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:28.615073] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 23.1s | Global ETA: 57m 9s [2025-11-22T02:27:28.615955] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:28.616017] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:28.617144] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:28.690252] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 7.7s | Global ETA: 57m 9s [2025-11-22T02:27:28.691189] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:28.691251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:28.696193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:28.698047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:28.698528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:28.699093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:28.740862] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:27:28.742887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:29.173847] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 6.0s | Global ETA: 57m 10s [2025-11-22T02:27:29.246255] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -2.41% | Symbol ETA: 10.1s | Global ETA: 57m 10s [2025-11-22T02:27:29.247182] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:29.247274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:29.252162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:29.254598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:29.255411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:29.258125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:29.259678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:29.297775] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.27% | Symbol ETA: 22.5s | Global ETA: 57m 10s [2025-11-22T02:27:29.298668] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:29.298728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:29.299847] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:27:29.321341] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 7.0s | Global ETA: 57m 10s [2025-11-22T02:27:29.343778] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 0.24% [2025-11-22T02:27:29.386385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:29.488173] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 1.09% [2025-11-22T02:27:29.512951] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 0.62% [2025-11-22T02:27:29.653956] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 0.76% [2025-11-22T02:27:29.684166] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.53%, Actual: 0.73% [2025-11-22T02:27:29.821027] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.53% [2025-11-22T02:27:29.852918] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 1.19% [2025-11-22T02:27:29.884182] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 9.4s | Global ETA: 57m 10s [2025-11-22T02:27:29.885076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:29.885138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:29.889952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:29.892376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:29.893184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:29.895805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:29.897364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:29.990001] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.23% [2025-11-22T02:27:30.021604] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.59%, Actual: 0.16% [2025-11-22T02:27:30.060799] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -5.12% | Symbol ETA: 21.8s | Global ETA: 57m 11s [2025-11-22T02:27:30.159377] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.09% [2025-11-22T02:27:30.189526] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.90%, Actual: 2.09% [2025-11-22T02:27:30.227861] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.95%, Actual: 0.04% [2025-11-22T02:27:30.335320] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.47% [2025-11-22T02:27:30.355202] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.06%, Actual: 1.84% [2025-11-22T02:27:30.392581] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.31% [2025-11-22T02:27:30.503854] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.32% [2025-11-22T02:27:30.522312] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.67% [2025-11-22T02:27:30.535075] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 8.8s | Global ETA: 57m 11s [2025-11-22T02:27:30.535976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:30.536041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:30.540975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:30.543753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:30.544532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:30.547282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:30.548957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:30.564520] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 1.15% [2025-11-22T02:27:30.675506] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 1.18% [2025-11-22T02:27:30.690986] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.19%, Actual: 0.15% [2025-11-22T02:27:30.731955] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.86%, Actual: 0.54% [2025-11-22T02:27:30.843802] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.59% [2025-11-22T02:27:30.858325] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.34% [2025-11-22T02:27:30.858554] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 48.7809% [2025-11-22T02:27:30.858663] [INFO ] [main ] AWI: DISCARDED add_prev_1100_to_open (score: 48.78%) [2025-11-22T02:27:30.858708] [INFO ] [main ] AWI: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:27:30.858740] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_close_to_1100'] [2025-11-22T02:27:30.858775] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:30.871347] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:30.872778] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:30.872839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:30.877750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:30.879527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:30.880023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:30.880698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:30.898590] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.43% [2025-11-22T02:27:31.010662] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.94% [2025-11-22T02:27:31.010852] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 41.3334% [2025-11-22T02:27:31.010940] [INFO ] [main ] SFB: DISCARDED add_pct_change (score: 41.33%) [2025-11-22T02:27:31.010983] [INFO ] [main ] SFB: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:27:31.011033] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_preclose_acceleration_mag'] [2025-11-22T02:27:31.011068] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:31.024162] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:31.025459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:31.025524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:31.030570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:31.032411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:31.032943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:31.064617] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.69% [2025-11-22T02:27:31.078889] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:31.080050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:31.185412] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 8.1s | Global ETA: 57m 12s [2025-11-22T02:27:31.186352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:31.186416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:31.191612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:31.194281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:31.195209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:31.198037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:31.199709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:31.229776] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.13% [2025-11-22T02:27:31.394678] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.17% [2025-11-22T02:27:31.506905] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 11.2s | Global ETA: 57m 12s [2025-11-22T02:27:31.507847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:31.507908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:31.512799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:31.514529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:31.515010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:31.515685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:31.562084] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.27%, Actual: 2.38% [2025-11-22T02:27:31.660761] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 12.2s | Global ETA: 57m 12s [2025-11-22T02:27:31.661627] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:31.661709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:31.666546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:31.668366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:31.668903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:31.713971] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:31.715396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:31.727706] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -5.12%, Actual: 2.45% [2025-11-22T02:27:31.727915] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.9412% [2025-11-22T02:27:31.727987] [INFO ] [main ] PFGC: DISCARDED add_intraday_volatility_percentile (score: 36.94%) [2025-11-22T02:27:31.728026] [INFO ] [main ] PFGC: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:27:31.728056] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_last_hour_momentum_mag'] [2025-11-22T02:27:31.728089] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:31.742294] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:31.743552] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:31.743611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:31.744778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:31.745424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:31.827328] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 7.5s | Global ETA: 57m 12s [2025-11-22T02:27:31.828265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:31.828340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:31.833248] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:31.835716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:31.836518] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:31.839251] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:31.840925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.146510] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.71% | Symbol ETA: 10.6s | Global ETA: 57m 13s [2025-11-22T02:27:32.147423] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:32.147489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:32.152555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:32.154306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:32.154788] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:32.155449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.285137] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 11.5s | Global ETA: 57m 13s [2025-11-22T02:27:32.286042] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:32.286105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:32.291015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:32.292779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:32.293254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:32.336196] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:32.337331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.359289] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 26.8s | Global ETA: 57m 13s [2025-11-22T02:27:32.360228] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:32.360291] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:32.361467] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:32.362154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.469751] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 6.8s | Global ETA: 57m 13s [2025-11-22T02:27:32.470706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:32.470784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:32.475687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:32.478219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:32.479237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:32.482703] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:32.484424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.787067] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 9.9s | Global ETA: 57m 13s [2025-11-22T02:27:32.787983] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:32.788045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:32.792840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:32.794603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:32.795081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:32.795813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:32.928901] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 10.9s | Global ETA: 57m 14s [2025-11-22T02:27:32.929856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:32.929942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:32.934912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:32.936673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:32.937150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:32.981671] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:32.983016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.011190] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 26.3s | Global ETA: 57m 14s [2025-11-22T02:27:33.012747] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:33.012809] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:33.014095] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:33.014774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.117272] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 6.2s | Global ETA: 57m 14s [2025-11-22T02:27:33.118203] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:33.118265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:33.123039] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:33.125488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:33.126302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:33.129019] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:33.130623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.422531] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.90% | Symbol ETA: 9.3s | Global ETA: 57m 14s [2025-11-22T02:27:33.423425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:33.423486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:33.428238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:33.429981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:33.430444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:33.431115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.566062] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 10.3s | Global ETA: 57m 14s [2025-11-22T02:27:33.566967] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:33.567029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:33.572120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:33.573887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:33.574354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:33.618459] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:33.619566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.654103] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 25.7s | Global ETA: 57m 14s [2025-11-22T02:27:33.654989] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:33.655049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:33.656163] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:33.656870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:33.766887] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.35% | Symbol ETA: 5.6s | Global ETA: 57m 14s [2025-11-22T02:27:33.767837] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:33.767901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:33.772951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:33.775422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:33.776230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:33.778945] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:33.780536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.060633] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 8.6s | Global ETA: 57m 15s [2025-11-22T02:27:34.061534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:34.061601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:34.067002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:34.069024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:34.069538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:34.070260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.193689] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 9.6s | Global ETA: 57m 15s [2025-11-22T02:27:34.194591] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:34.194673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:34.199483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:34.201222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:34.201705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:34.245363] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:34.246539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.276775] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 25.1s | Global ETA: 57m 15s [2025-11-22T02:27:34.277876] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:34.277940] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:34.279219] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:34.280005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.410378] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.84% | Symbol ETA: 4.9s | Global ETA: 57m 15s [2025-11-22T02:27:34.411277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:34.411339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:34.416133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:34.418684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:34.419441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:34.422120] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:34.423758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.713863] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 8.0s | Global ETA: 57m 15s [2025-11-22T02:27:34.714784] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:34.714847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:34.719871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:34.721728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:34.722203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:34.722910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.823160] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 9.0s | Global ETA: 57m 16s [2025-11-22T02:27:34.824083] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:34.824146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:34.828965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:34.830751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:34.831215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:34.874994] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:34.876253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:34.893552] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.71% | Symbol ETA: 24.4s | Global ETA: 57m 16s [2025-11-22T02:27:34.894445] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:34.894506] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:34.895695] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:34.896332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:35.052665] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.43% | Symbol ETA: 4.3s | Global ETA: 57m 16s [2025-11-22T02:27:35.222021] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -2.41%, Actual: 2.06% [2025-11-22T02:27:35.364126] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 7.4s | Global ETA: 57m 16s [2025-11-22T02:27:35.365017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:35.365080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:35.369905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:35.371659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:35.372118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:35.372800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:35.391079] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 1.27% [2025-11-22T02:27:35.459809] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 8.3s | Global ETA: 57m 16s [2025-11-22T02:27:35.460705] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:35.460767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:35.465535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:35.467328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:35.467815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:35.503284] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 23.8s | Global ETA: 57m 16s [2025-11-22T02:27:35.504196] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:35.504258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:35.505377] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:35.506070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:35.512270] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:35.513363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:35.563609] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 1.43% [2025-11-22T02:27:35.735325] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 0.28% [2025-11-22T02:27:35.905688] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.71% [2025-11-22T02:27:35.995334] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.82% | Symbol ETA: 6.7s | Global ETA: 57m 17s [2025-11-22T02:27:35.996267] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:35.996328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:36.001253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:36.003066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:36.003526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:36.004212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.081818] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 0.86% [2025-11-22T02:27:36.087439] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 7.7s | Global ETA: 57m 17s [2025-11-22T02:27:36.088320] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:36.088383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:36.093238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:36.094977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:36.095453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:36.111346] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 23.1s | Global ETA: 57m 17s [2025-11-22T02:27:36.112229] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:36.112290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:36.113400] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:36.114054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.138814] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:36.139921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.252230] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 1.26% [2025-11-22T02:27:36.423269] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.35%, Actual: 0.22% [2025-11-22T02:27:36.599877] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.84%, Actual: 0.47% [2025-11-22T02:27:36.632502] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 6.1s | Global ETA: 57m 17s [2025-11-22T02:27:36.633390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:36.633451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:36.638199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:36.639946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:36.640416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:36.641126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.713796] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 7.1s | Global ETA: 57m 17s [2025-11-22T02:27:36.714701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:36.714763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:36.719533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:36.721275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:36.721768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:36.722237] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 22.5s | Global ETA: 57m 17s [2025-11-22T02:27:36.723128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:36.723190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:36.724374] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:36.725036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.764848] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:27:36.767567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:36.769314] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.43%, Actual: 1.19% [2025-11-22T02:27:36.769507] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 39.1624% [2025-11-22T02:27:36.769618] [INFO ] [main ] PEG: DISCARDED add_prior_mag_lag (score: 39.16%) [2025-11-22T02:27:36.769681] [INFO ] [main ] PEG: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:27:36.769716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:27:36.769751] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:36.781803] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:36.783181] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:36.783242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:36.788028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:36.790442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:36.791235] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:36.793934] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:36.796328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:37.266835] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.27% | Symbol ETA: 5.5s | Global ETA: 57m 18s [2025-11-22T02:27:37.325687] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.98% | Symbol ETA: 21.9s | Global ETA: 57m 18s [2025-11-22T02:27:37.326555] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:37.326617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:37.327860] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:27:37.328495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:37.352865] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 6.4s | Global ETA: 57m 18s [2025-11-22T02:27:37.430190] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 9.8s | Global ETA: 57m 18s [2025-11-22T02:27:37.431086] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:37.431148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:37.433942] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 0.24% [2025-11-22T02:27:37.436089] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:37.438572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:37.439388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:37.442123] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:37.444603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:37.521557] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.09% [2025-11-22T02:27:37.599637] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.71%, Actual: 0.62% [2025-11-22T02:27:37.693906] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 0.76% [2025-11-22T02:27:37.765514] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 0.73% [2025-11-22T02:27:37.863684] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.53% [2025-11-22T02:27:37.929164] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.04% | Symbol ETA: 21.3s | Global ETA: 57m 19s [2025-11-22T02:27:37.931791] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.90%, Actual: 1.19% [2025-11-22T02:27:38.030755] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 0.23% [2025-11-22T02:27:38.078413] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 9.2s | Global ETA: 57m 19s [2025-11-22T02:27:38.079502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:38.079564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:38.084724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:38.087313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:38.088140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:38.090938] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:38.093456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:38.097812] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.04% [2025-11-22T02:27:38.098617] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 0.16% [2025-11-22T02:27:38.199161] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.09% [2025-11-22T02:27:38.266039] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 0.31% [2025-11-22T02:27:38.266548] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 2.09% [2025-11-22T02:27:38.366951] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 1.47% [2025-11-22T02:27:38.434049] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 1.84% [2025-11-22T02:27:38.458982] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 1.15% [2025-11-22T02:27:38.535855] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.32% [2025-11-22T02:27:38.601303] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 0.67% [2025-11-22T02:27:38.626663] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 0.54% [2025-11-22T02:27:38.706401] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 1.18% [2025-11-22T02:27:38.727676] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.78% | Symbol ETA: 8.5s | Global ETA: 57m 20s [2025-11-22T02:27:38.728579] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:38.728679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:38.733722] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:38.736175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:38.737034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:38.739754] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:38.742226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:38.767330] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.60%, Actual: 0.15% [2025-11-22T02:27:38.794747] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 0.43% [2025-11-22T02:27:38.874465] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.59% [2025-11-22T02:27:38.932993] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.27%, Actual: 0.34% [2025-11-22T02:27:38.933194] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 42.9371% [2025-11-22T02:27:38.933280] [INFO ] [main ] AWI: DISCARDED add_prev_close_to_1100 (score: 42.94%) [2025-11-22T02:27:38.933323] [INFO ] [main ] AWI: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:27:38.933355] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prev_close_to_open'] [2025-11-22T02:27:38.933390] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:38.946347] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:38.947770] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:38.947830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:38.952594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:38.954382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:38.954864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:38.955524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:38.962456] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 1.69% [2025-11-22T02:27:39.043583] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.55%, Actual: 0.94% [2025-11-22T02:27:39.043817] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 45.5113% [2025-11-22T02:27:39.043918] [INFO ] [main ] SFB: DISCARDED add_preclose_acceleration_mag (score: 45.51%) [2025-11-22T02:27:39.043962] [INFO ] [main ] SFB: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:27:39.043995] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_prev_1100_to_open'] [2025-11-22T02:27:39.044031] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:39.056315] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:39.057816] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:39.057881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:39.062805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:39.064628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:39.065134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:39.112154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:39.113014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:39.130685] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.13% [2025-11-22T02:27:39.297109] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.17% [2025-11-22T02:27:39.421802] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.42% | Symbol ETA: 7.9s | Global ETA: 57m 20s [2025-11-22T02:27:39.422706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:39.422769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:39.427556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:39.429949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:39.430727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:39.433307] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:39.435661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:39.488551] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.98%, Actual: 2.38% [2025-11-22T02:27:39.578339] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 10.7s | Global ETA: 57m 20s [2025-11-22T02:27:39.579245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:39.579306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:39.584088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:39.585889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:39.586349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:39.587030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:39.657405] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.04%, Actual: 2.45% [2025-11-22T02:27:39.657624] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 49.7300% [2025-11-22T02:27:39.657738] [INFO ] [main ] PFGC: DISCARDED add_last_hour_momentum_mag (score: 49.73%) [2025-11-22T02:27:39.657782] [INFO ] [main ] PFGC: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:27:39.657814] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_late_day_volatility'] [2025-11-22T02:27:39.657848] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:39.672792] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:39.674064] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:39.674124] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:39.675273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:39.677121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:39.689007] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 11.6s | Global ETA: 57m 21s [2025-11-22T02:27:39.689887] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:39.689973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:39.694766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:39.696489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:39.696978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:39.740384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:39.741147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.047602] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 7.2s | Global ETA: 57m 21s [2025-11-22T02:27:40.048492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:40.048554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.053277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:40.056012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:40.056800] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:40.059414] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:40.061777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.242493] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 10.2s | Global ETA: 57m 21s [2025-11-22T02:27:40.243390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:40.243452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.248282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:40.250245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:40.250815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:40.251498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.297996] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.69% | Symbol ETA: 23.5s | Global ETA: 57m 21s [2025-11-22T02:27:40.298933] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:40.298996] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:40.300176] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:40.302063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.312188] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 10.9s | Global ETA: 57m 21s [2025-11-22T02:27:40.313235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:40.313335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.318449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:40.320564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:40.321140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:40.367502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:40.368355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.671316] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.25% | Symbol ETA: 6.6s | Global ETA: 57m 22s [2025-11-22T02:27:40.672211] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:40.672272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.677010] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:40.679422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:40.680198] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:40.682857] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:40.685200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.914039] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 22.8s | Global ETA: 57m 22s [2025-11-22T02:27:40.915550] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:40.915613] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:40.916798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:40.918694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.924500] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.16% | Symbol ETA: 9.7s | Global ETA: 57m 22s [2025-11-22T02:27:40.925664] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:40.925750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.932117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:40.934360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:40.934886] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:40.935661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:40.943038] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 10.3s | Global ETA: 57m 22s [2025-11-22T02:27:40.943930] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:40.943993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:40.948750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:40.950474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:40.950958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:40.994892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:40.995880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:41.293804] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 5.9s | Global ETA: 57m 22s [2025-11-22T02:27:41.294715] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:41.294776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:41.299468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:41.301851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:41.302607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:41.305224] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:41.307588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:41.544600] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 22.2s | Global ETA: 57m 22s [2025-11-22T02:27:41.545493] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:41.545556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:41.546748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:41.548636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:41.566794] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 9.7s | Global ETA: 57m 23s [2025-11-22T02:27:41.567726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:41.567797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:41.572708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:41.574511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:41.575014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:41.591870] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 9.0s | Global ETA: 57m 23s [2025-11-22T02:27:41.592762] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:41.592823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:41.597592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:41.599310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:41.599830] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:41.600478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:41.621073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:41.622174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:41.946839] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.04% | Symbol ETA: 5.3s | Global ETA: 57m 23s [2025-11-22T02:27:41.947795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:41.947867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:41.952565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:41.955093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:41.955873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:41.958505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:41.960866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.197297] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 21.6s | Global ETA: 57m 23s [2025-11-22T02:27:42.198237] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:42.198300] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:42.199437] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:42.201260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.207147] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 9.0s | Global ETA: 57m 23s [2025-11-22T02:27:42.208195] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:42.208261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:42.213771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:42.215628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:42.216135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:42.216867] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 8.3s | Global ETA: 57m 23s [2025-11-22T02:27:42.217804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:42.217867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:42.222808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:42.224590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:42.225087] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:42.225794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.264124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:42.265066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.579068] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -3.05% | Symbol ETA: 4.6s | Global ETA: 57m 24s [2025-11-22T02:27:42.579994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:42.580057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:42.584998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:42.587458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:42.588287] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:42.590998] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:27:42.593417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.821153] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 21.0s | Global ETA: 57m 24s [2025-11-22T02:27:42.822077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:42.822140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:42.823324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:42.825199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.867622] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 7.7s | Global ETA: 57m 24s [2025-11-22T02:27:42.868513] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:42.868574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:42.872193] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.15% | Symbol ETA: 8.4s | Global ETA: 57m 24s [2025-11-22T02:27:42.873134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:42.873199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:42.873306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:42.875050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:42.875508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:42.876193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:42.878268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:42.880176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:42.880675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:42.926907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:42.927871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:43.224449] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.90% | Symbol ETA: 4.0s | Global ETA: 57m 24s [2025-11-22T02:27:43.395589] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 2.06% [2025-11-22T02:27:43.431086] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 20.3s | Global ETA: 57m 24s [2025-11-22T02:27:43.432055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:43.432116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:43.433300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:43.435093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:43.519457] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 7.0s | Global ETA: 57m 25s [2025-11-22T02:27:43.520341] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:43.520403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:43.525253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:43.526995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:43.527478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:43.528160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:43.558068] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.59% | Symbol ETA: 7.8s | Global ETA: 57m 25s [2025-11-22T02:27:43.558988] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:43.559050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:43.563846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:43.565580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:43.566100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:43.566856] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.27% [2025-11-22T02:27:43.610520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:43.611490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:43.739107] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.78%, Actual: 1.43% [2025-11-22T02:27:43.907588] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.42%, Actual: 0.28% [2025-11-22T02:27:44.044883] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 19.7s | Global ETA: 57m 25s [2025-11-22T02:27:44.045786] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:44.045847] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:44.046977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:44.048842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.076622] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.71% [2025-11-22T02:27:44.161676] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 6.4s | Global ETA: 57m 25s [2025-11-22T02:27:44.162616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:44.162700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:44.167576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:44.169390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:44.169897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:44.170595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.185861] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 7.2s | Global ETA: 57m 25s [2025-11-22T02:27:44.186750] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:44.186812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:44.191593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:44.193596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:44.194099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:44.237800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:44.238572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.246318] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.25%, Actual: 0.86% [2025-11-22T02:27:44.416017] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 1.26% [2025-11-22T02:27:44.593800] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.04%, Actual: 0.22% [2025-11-22T02:27:44.665192] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 19.1s | Global ETA: 57m 26s [2025-11-22T02:27:44.666213] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:44.666275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:44.667505] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:44.669563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.762267] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -3.05%, Actual: 0.47% [2025-11-22T02:27:44.802057] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 5.7s | Global ETA: 57m 26s [2025-11-22T02:27:44.802988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:44.803055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:44.807875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:44.809688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:44.810145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:44.810820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.816730] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 6.5s | Global ETA: 57m 26s [2025-11-22T02:27:44.817674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:44.817738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:44.822634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:44.824420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:44.824926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:44.869217] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:27:44.870001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:44.933635] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.90%, Actual: 1.19% [2025-11-22T02:27:44.933876] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 39.8110% [2025-11-22T02:27:44.933976] [INFO ] [main ] PEG: DISCARDED add_range_overlap_v_prior_day (score: 39.81%) [2025-11-22T02:27:44.934021] [INFO ] [main ] PEG: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:27:44.934054] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_range_volume_efficiency'] [2025-11-22T02:27:44.934090] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:44.946327] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:44.947774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:44.947848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:44.952679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:44.955106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:44.955911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:44.958900] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:44.961039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:45.306250] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.21% | Symbol ETA: 18.5s | Global ETA: 57m 26s [2025-11-22T02:27:45.307170] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:45.307233] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:45.308412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:27:45.310341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:45.452082] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 5.9s | Global ETA: 57m 27s [2025-11-22T02:27:45.457138] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 5.0s | Global ETA: 57m 27s [2025-11-22T02:27:45.583796] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 9.4s | Global ETA: 57m 27s [2025-11-22T02:27:45.584684] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:45.584747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:45.589673] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:45.592082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:45.592865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:45.595470] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:45.597751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:45.623703] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 1.09% [2025-11-22T02:27:45.627693] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.84%, Actual: 0.24% [2025-11-22T02:27:45.795027] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 0.62% [2025-11-22T02:27:45.795368] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.76% [2025-11-22T02:27:45.952183] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 17.8s | Global ETA: 57m 27s [2025-11-22T02:27:45.963259] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 0.73% [2025-11-22T02:27:45.966141] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.53% [2025-11-22T02:27:46.126991] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.69%, Actual: 0.04% [2025-11-22T02:27:46.133865] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.19% [2025-11-22T02:27:46.134897] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 0.23% [2025-11-22T02:27:46.217661] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.85% | Symbol ETA: 8.7s | Global ETA: 57m 27s [2025-11-22T02:27:46.218529] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:46.218591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:46.223445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:46.225907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:46.226701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:46.229438] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:46.231628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:46.305087] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.09% [2025-11-22T02:27:46.305576] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.31% [2025-11-22T02:27:46.307159] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.16% [2025-11-22T02:27:46.473816] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.15%, Actual: 1.47% [2025-11-22T02:27:46.477928] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 2.09% [2025-11-22T02:27:46.482562] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 1.15% [2025-11-22T02:27:46.642159] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.59%, Actual: 0.32% [2025-11-22T02:27:46.650610] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 1.84% [2025-11-22T02:27:46.661191] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.54% [2025-11-22T02:27:46.812162] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 1.18% [2025-11-22T02:27:46.817760] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 0.67% [2025-11-22T02:27:46.836852] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.43% [2025-11-22T02:27:46.848278] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.63% | Symbol ETA: 8.1s | Global ETA: 57m 28s [2025-11-22T02:27:46.849180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:46.849241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:46.854063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:46.856485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:46.857283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:46.859969] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:46.862090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:46.982281] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.59% [2025-11-22T02:27:46.987547] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:27:47.008700] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 1.69% [2025-11-22T02:27:47.151630] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.94% [2025-11-22T02:27:47.151850] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 56.5293% [2025-11-22T02:27:47.151948] [INFO ] [main ] SFB: DISCARDED add_prev_1100_to_open (score: 56.53%) [2025-11-22T02:27:47.151990] [INFO ] [main ] SFB: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:27:47.152022] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_prev_close_to_1100'] [2025-11-22T02:27:47.152056] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:47.157774] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.34% [2025-11-22T02:27:47.157953] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.5948% [2025-11-22T02:27:47.158035] [INFO ] [main ] AWI: DISCARDED add_prev_close_to_open (score: 39.59%) [2025-11-22T02:27:47.158080] [INFO ] [main ] AWI: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:27:47.158113] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_day_tail_pressure'] [2025-11-22T02:27:47.158148] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:47.164163] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:47.165538] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:47.169267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:47.170700] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:47.172077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:47.172137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:47.174285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:47.174970] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.13% [2025-11-22T02:27:47.176133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:47.176629] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:47.176894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:47.178752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:47.179234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:47.182056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:47.223076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:47.224022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:47.342970] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.77%, Actual: 0.17% [2025-11-22T02:27:47.488428] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 2.01% | Symbol ETA: 7.4s | Global ETA: 57m 29s [2025-11-22T02:27:47.489398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:47.489487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:47.494455] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:47.496943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:47.497770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:47.500429] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:47.502605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:47.509007] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.21%, Actual: 2.38% [2025-11-22T02:27:47.675674] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -1.84%, Actual: 2.45% [2025-11-22T02:27:47.675870] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 45.0337% [2025-11-22T02:27:47.675953] [INFO ] [main ] PFGC: DISCARDED add_late_day_volatility (score: 45.03%) [2025-11-22T02:27:47.675995] [INFO ] [main ] PFGC: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:27:47.676026] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_late_hour_microstructure'] [2025-11-22T02:27:47.676059] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:47.690437] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:47.691667] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:47.691728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:47.692873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:47.695558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:47.798077] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 11.2s | Global ETA: 57m 29s [2025-11-22T02:27:47.798975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:47.799038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:47.803746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:47.805473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:47.805963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:47.819214] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 10.6s | Global ETA: 57m 29s [2025-11-22T02:27:47.820153] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:47.820231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:47.829845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:47.834265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:47.835111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:47.839863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:47.858442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:47.859365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.142576] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 6.8s | Global ETA: 57m 29s [2025-11-22T02:27:48.143528] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:48.143594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:48.148896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:48.152185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:48.153065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:48.155785] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:48.157989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.323223] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 22.2s | Global ETA: 57m 30s [2025-11-22T02:27:48.324113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:48.324189] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:48.325306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:48.328023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.461040] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 10.7s | Global ETA: 57m 30s [2025-11-22T02:27:48.462008] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:48.462073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:48.467335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:48.469311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:48.469858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:48.479124] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 10.0s | Global ETA: 57m 30s [2025-11-22T02:27:48.480033] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:48.480096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:48.484887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:48.486601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:48.487083] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:48.489758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.518357] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:48.519234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.789053] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.37% | Symbol ETA: 6.2s | Global ETA: 57m 30s [2025-11-22T02:27:48.789944] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:48.790006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:48.794774] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:48.797200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:48.798021] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:48.800601] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:48.802764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:48.953385] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 21.6s | Global ETA: 57m 30s [2025-11-22T02:27:48.954419] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:48.954480] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:48.955593] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:48.958325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.103812] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 10.0s | Global ETA: 57m 30s [2025-11-22T02:27:49.104879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:49.104946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:49.110161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:49.112061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:49.112560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:49.117768] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 9.3s | Global ETA: 57m 30s [2025-11-22T02:27:49.118635] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:49.118721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:49.123484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:49.125225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:49.125709] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:49.128350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.160461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:49.161536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.422170] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 5.5s | Global ETA: 57m 31s [2025-11-22T02:27:49.423066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:49.423128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:49.427982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:49.430782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:49.431550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:49.434180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:49.436332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.588818] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 20.9s | Global ETA: 57m 31s [2025-11-22T02:27:49.589745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:49.589806] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:49.590938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:49.593613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.749430] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 9.4s | Global ETA: 57m 31s [2025-11-22T02:27:49.750518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:49.750599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:49.755552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:49.756027] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 8.6s | Global ETA: 57m 31s [2025-11-22T02:27:49.756950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:49.757014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:49.757390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:49.757945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:49.762113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:49.763928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:49.764403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:49.767142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:49.803976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:49.804793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.058463] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 4.9s | Global ETA: 57m 31s [2025-11-22T02:27:50.059391] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:50.059454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:50.064393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:50.066883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:50.067697] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:50.070399] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:50.072541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.221214] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 20.3s | Global ETA: 57m 31s [2025-11-22T02:27:50.222158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:50.222222] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:50.223433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:50.226327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.382940] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 8.7s | Global ETA: 57m 32s [2025-11-22T02:27:50.383846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:50.383908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:50.388808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:50.390546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:50.391033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:50.393433] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 8.0s | Global ETA: 57m 32s [2025-11-22T02:27:50.394303] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:50.394364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:50.399272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:50.400997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:50.401477] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:50.404124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.434667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:50.435416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.705872] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.32% | Symbol ETA: 4.3s | Global ETA: 57m 32s [2025-11-22T02:27:50.706795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:50.706858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:50.711742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:50.714194] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:50.715050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:50.717750] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:27:50.720087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:50.844005] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 19.7s | Global ETA: 57m 32s [2025-11-22T02:27:50.844890] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:50.844951] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:50.846118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:50.848998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.016410] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 8.1s | Global ETA: 57m 32s [2025-11-22T02:27:51.017318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:51.017380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:51.022087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:51.023878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:51.024342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:51.041093] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 7.3s | Global ETA: 57m 32s [2025-11-22T02:27:51.041985] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:51.042046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:51.046821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:51.048561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:51.049041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:51.051670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.066985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:51.067749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.343145] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.74% | Symbol ETA: 3.6s | Global ETA: 57m 33s [2025-11-22T02:27:51.457735] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 19.0s | Global ETA: 57m 33s [2025-11-22T02:27:51.458590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:51.458687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:51.459816] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:51.462466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.511662] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 2.06% [2025-11-22T02:27:51.650775] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 7.4s | Global ETA: 57m 33s [2025-11-22T02:27:51.652015] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:51.652078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:51.659841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:51.661567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:51.662053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:51.681797] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 1.27% [2025-11-22T02:27:51.687348] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 6.7s | Global ETA: 57m 33s [2025-11-22T02:27:51.688234] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:51.688309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:51.693020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:51.694746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:51.695214] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:51.697875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.705323] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:51.706138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:51.861257] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.63%, Actual: 1.43% [2025-11-22T02:27:52.026515] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 2.01%, Actual: 0.28% [2025-11-22T02:27:52.073959] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 18.4s | Global ETA: 57m 33s [2025-11-22T02:27:52.074865] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:52.074926] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:52.076050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:52.078831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:52.191539] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.71% [2025-11-22T02:27:52.275017] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 6.8s | Global ETA: 57m 34s [2025-11-22T02:27:52.275936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:52.275999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:52.280761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:52.282493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:52.282981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:52.314748] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 6.0s | Global ETA: 57m 34s [2025-11-22T02:27:52.315611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:52.315692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:52.320415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:52.322182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:52.322659] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:52.325285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:52.325974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:52.326707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:52.358056] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.37%, Actual: 0.86% [2025-11-22T02:27:52.527511] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.29%, Actual: 1.26% [2025-11-22T02:27:52.693301] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 0.22% [2025-11-22T02:27:52.700154] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 17.8s | Global ETA: 57m 34s [2025-11-22T02:27:52.701045] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:52.701105] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:52.702229] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:52.704892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:52.860911] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 0.47% [2025-11-22T02:27:52.911232] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 6.1s | Global ETA: 57m 34s [2025-11-22T02:27:52.912136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:52.912199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:52.916952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:52.918712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:52.919184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:52.955755] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -1.09% | Symbol ETA: 5.4s | Global ETA: 57m 34s [2025-11-22T02:27:52.956993] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:52.957057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:52.961945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:52.963711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:52.964173] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:27:52.964310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:27:52.965059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:52.966812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:53.027667] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.74%, Actual: 1.19% [2025-11-22T02:27:53.027851] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 46.5840% [2025-11-22T02:27:53.027930] [INFO ] [main ] PEG: DISCARDED add_range_volume_efficiency (score: 46.58%) [2025-11-22T02:27:53.027972] [INFO ] [main ] PEG: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:27:53.028041] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:27:53.028085] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:27:53.040042] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:53.041232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:53.041294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:53.046102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:53.048554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:53.049336] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:53.051963] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:53.055830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:53.313616] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.61% | Symbol ETA: 17.1s | Global ETA: 57m 35s [2025-11-22T02:27:53.314494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:53.314555] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:53.315706] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:53.318407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:53.531872] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 5.5s | Global ETA: 57m 35s [2025-11-22T02:27:53.595669] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 4.7s | Global ETA: 57m 35s [2025-11-22T02:27:53.689085] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.65% | Symbol ETA: 9.1s | Global ETA: 57m 35s [2025-11-22T02:27:53.689996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:53.690058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:53.695246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:53.697405] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 1.09% [2025-11-22T02:27:53.697742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:53.698507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:53.701134] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:53.704955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:53.775504] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.24% [2025-11-22T02:27:53.862824] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 0.76% [2025-11-22T02:27:53.950578] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.62% [2025-11-22T02:27:53.959962] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.79% | Symbol ETA: 16.5s | Global ETA: 57m 35s [2025-11-22T02:27:54.028252] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.53% [2025-11-22T02:27:54.126348] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 0.73% [2025-11-22T02:27:54.129759] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.04% [2025-11-22T02:27:54.194822] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 0.23% [2025-11-22T02:27:54.293172] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 1.19% [2025-11-22T02:27:54.298082] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 0.31% [2025-11-22T02:27:54.359808] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.09% [2025-11-22T02:27:54.382733] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 8.6s | Global ETA: 57m 36s [2025-11-22T02:27:54.383600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:54.383686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:54.388415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:54.390806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:54.391565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:54.394509] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:54.398363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:54.458328] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 0.16% [2025-11-22T02:27:54.467470] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 1.15% [2025-11-22T02:27:54.528361] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 1.47% [2025-11-22T02:27:54.623273] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 2.09% [2025-11-22T02:27:54.638300] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 0.54% [2025-11-22T02:27:54.693760] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.32% [2025-11-22T02:27:54.788038] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 1.84% [2025-11-22T02:27:54.809157] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.43% [2025-11-22T02:27:54.859639] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 1.18% [2025-11-22T02:27:54.953733] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 0.67% [2025-11-22T02:27:54.975717] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 1.69% [2025-11-22T02:27:55.017004] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 7.9s | Global ETA: 57m 36s [2025-11-22T02:27:55.017923] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:55.017984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.022776] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:55.025319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:55.026103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:55.028321] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.59% [2025-11-22T02:27:55.028729] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:55.032604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.119836] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -1.09%, Actual: 0.15% [2025-11-22T02:27:55.143585] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 0.13% [2025-11-22T02:27:55.193955] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.94% [2025-11-22T02:27:55.194142] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 39.6706% [2025-11-22T02:27:55.194248] [INFO ] [main ] SFB: DISCARDED add_prev_close_to_1100 (score: 39.67%) [2025-11-22T02:27:55.194290] [INFO ] [main ] SFB: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:27:55.194322] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_prev_close_to_open'] [2025-11-22T02:27:55.194357] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:27:55.206233] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:55.207667] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:55.207728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.212477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:55.214234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:55.214721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:55.259109] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:55.259836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.287234] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.34% [2025-11-22T02:27:55.287458] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 45.8122% [2025-11-22T02:27:55.287547] [INFO ] [main ] AWI: DISCARDED add_prior_day_tail_pressure (score: 45.81%) [2025-11-22T02:27:55.287589] [INFO ] [main ] AWI: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:27:55.287620] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_prior_mag_lag'] [2025-11-22T02:27:55.287674] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:27:55.300393] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:55.301621] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:55.301744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.306510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:55.308509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:55.308989] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:55.310670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.311352] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.17% [2025-11-22T02:27:55.478399] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.61%, Actual: 2.38% [2025-11-22T02:27:55.645304] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.79%, Actual: 2.45% [2025-11-22T02:27:55.645510] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 41.3349% [2025-11-22T02:27:55.645602] [INFO ] [main ] PFGC: DISCARDED add_late_hour_microstructure (score: 41.33%) [2025-11-22T02:27:55.645665] [INFO ] [main ] PFGC: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:27:55.645703] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_late_session_pressure'] [2025-11-22T02:27:55.645738] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:27:55.660408] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:27:55.661751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:55.661814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:55.662996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:55.664082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.675617] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 7.2s | Global ETA: 57m 37s [2025-11-22T02:27:55.676602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:55.676696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.681881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:55.684516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:55.685341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:55.688132] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:55.692277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.826681] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 10.6s | Global ETA: 57m 37s [2025-11-22T02:27:55.827570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:55.827633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.832381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:55.834120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:55.834586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:55.878795] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:55.879491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:55.933507] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 10.0s | Global ETA: 57m 37s [2025-11-22T02:27:55.934395] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:55.934457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:55.939356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:55.941096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:55.941564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:55.943131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.287449] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 20.7s | Global ETA: 57m 38s [2025-11-22T02:27:56.288372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:56.288435] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:56.289722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:56.290799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.328026] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 6.6s | Global ETA: 57m 38s [2025-11-22T02:27:56.328972] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:56.329060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:56.334098] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:56.336579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:56.337420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:56.340225] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:56.344215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.449574] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 10.0s | Global ETA: 57m 38s [2025-11-22T02:27:56.450457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:56.450519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:56.455525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:56.460586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:56.461091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:56.504391] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:56.505126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.567928] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.25% | Symbol ETA: 9.4s | Global ETA: 57m 38s [2025-11-22T02:27:56.568830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:56.568891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:56.573679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:56.575410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:56.575903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:56.577468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.895676] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 20.0s | Global ETA: 57m 38s [2025-11-22T02:27:56.896567] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:56.896629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:56.897831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:56.898901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:56.974337] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 5.9s | Global ETA: 57m 38s [2025-11-22T02:27:56.975232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:56.975316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:56.980218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:56.982677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:56.983450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:56.986105] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:56.989964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.077315] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 9.4s | Global ETA: 57m 39s [2025-11-22T02:27:57.078200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:57.078262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:57.082992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:57.084708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:57.085171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:57.128586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:57.129337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.203317] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 8.7s | Global ETA: 57m 39s [2025-11-22T02:27:57.204201] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:57.204263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:57.209114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:57.210866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:57.211330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:57.212868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.513273] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 19.4s | Global ETA: 57m 39s [2025-11-22T02:27:57.514164] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:57.514239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:57.515398] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:57.516409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.618900] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 5.2s | Global ETA: 57m 39s [2025-11-22T02:27:57.619783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:57.619844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:57.624598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:57.626985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:57.627784] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:57.630371] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:57.634255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.696474] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 8.8s | Global ETA: 57m 39s [2025-11-22T02:27:57.697375] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:57.697437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:57.702290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:57.704025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:57.704488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:57.748084] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:57.748858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:57.836792] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -3.02% | Symbol ETA: 8.1s | Global ETA: 57m 39s [2025-11-22T02:27:57.837696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:57.837756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:57.842534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:57.844272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:57.844753] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:57.846352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.132050] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.97% | Symbol ETA: 18.8s | Global ETA: 57m 40s [2025-11-22T02:27:58.132954] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:58.133015] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:58.134166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:58.135195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.256216] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.19% | Symbol ETA: 4.6s | Global ETA: 57m 40s [2025-11-22T02:27:58.257092] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:58.257152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:58.262130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:58.264699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:58.265446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:58.268035] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:58.271833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.315597] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 8.1s | Global ETA: 57m 40s [2025-11-22T02:27:58.316494] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:58.316558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:58.321330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:58.323074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:58.323540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:58.369085] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:58.369911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.472369] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 7.5s | Global ETA: 57m 40s [2025-11-22T02:27:58.473288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:58.473349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:58.479128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:58.481342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:58.481958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:58.484177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.752505] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 18.1s | Global ETA: 57m 40s [2025-11-22T02:27:58.753395] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:58.753456] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:58.754595] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:58.755610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.903755] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.74% | Symbol ETA: 3.9s | Global ETA: 57m 40s [2025-11-22T02:27:58.904711] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:58.904773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:58.909872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:27:58.912220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:27:58.913056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:27:58.915629] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:27:58.919551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:58.942463] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 7.5s | Global ETA: 57m 41s [2025-11-22T02:27:58.943399] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:58.943464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:58.948855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:58.950706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:58.951211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:58.997704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:58.998615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:59.120223] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 6.8s | Global ETA: 57m 41s [2025-11-22T02:27:59.121100] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:59.121165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:59.125904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:59.127637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:59.128135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:59.129681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:59.360985] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 17.5s | Global ETA: 57m 41s [2025-11-22T02:27:59.361876] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:59.361937] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:59.363099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:59.364158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:59.540331] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.34% | Symbol ETA: 3.3s | Global ETA: 57m 41s [2025-11-22T02:27:59.584827] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 6.9s | Global ETA: 57m 41s [2025-11-22T02:27:59.585735] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:27:59.585797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:59.590621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:59.592374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:59.592860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:27:59.635991] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:27:59.636980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:59.715549] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 2.06% [2025-11-22T02:27:59.773421] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 6.2s | Global ETA: 57m 41s [2025-11-22T02:27:59.774350] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:27:59.774411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:27:59.779312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:27:59.781077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:27:59.781535] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:27:59.783084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:27:59.890147] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 1.27% [2025-11-22T02:27:59.994926] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 16.9s | Global ETA: 57m 42s [2025-11-22T02:27:59.995862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:27:59.995922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:27:59.997051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:27:59.998081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:00.063027] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 1.43% [2025-11-22T02:28:00.212716] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.19% | Symbol ETA: 6.3s | Global ETA: 57m 42s [2025-11-22T02:28:00.213618] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:00.213699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:00.218512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:00.220253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:00.220742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:00.238917] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 0.28% [2025-11-22T02:28:00.265288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:28:00.266075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:00.409626] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.71% [2025-11-22T02:28:00.411883] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -1.85% | Symbol ETA: 5.6s | Global ETA: 57m 42s [2025-11-22T02:28:00.412976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:00.413037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:00.418319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:00.420081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:00.420549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:00.422105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:00.585496] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 0.86% [2025-11-22T02:28:00.682316] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 16.3s | Global ETA: 57m 42s [2025-11-22T02:28:00.683811] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:00.683886] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:00.685497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:28:00.686790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:00.776859] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -2.25%, Actual: 1.26% [2025-11-22T02:28:01.029252] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.19%, Actual: 0.22% [2025-11-22T02:28:01.282930] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.78% | Symbol ETA: 5.7s | Global ETA: 57m 43s [2025-11-22T02:28:01.284233] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:01.284311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:01.296286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:01.298899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:01.299685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:01.311281] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.74%, Actual: 0.47% [2025-11-22T02:28:01.359456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:28:01.360771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:01.411666] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 5.0s | Global ETA: 57m 43s [2025-11-22T02:28:01.412634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:01.412718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:01.417982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:01.419868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:01.420356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:01.422057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:01.561697] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.34%, Actual: 1.19% [2025-11-22T02:28:01.561934] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 42.6498% [2025-11-22T02:28:01.562049] [INFO ] [main ] PEG: DISCARDED add_range_volume_efficiency_refinements (score: 42.65%) [2025-11-22T02:28:01.562096] [INFO ] [main ] PEG: Testing feature 39/53: add_regime [2025-11-22T02:28:01.562131] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_regime'] [2025-11-22T02:28:01.562168] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:01.576390] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:01.578243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:01.578344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:01.585274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:01.589051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:01.590201] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:01.593848] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:01.613187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:01.831097] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.92% | Symbol ETA: 15.7s | Global ETA: 57m 44s [2025-11-22T02:28:01.832088] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:01.832155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:01.833367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:28:01.834456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:02.037833] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 5.0s | Global ETA: 57m 44s [2025-11-22T02:28:02.214672] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 1.09% [2025-11-22T02:28:02.282974] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 9.5s | Global ETA: 57m 44s [2025-11-22T02:28:02.283866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:02.283928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:02.288761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:02.291161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:02.291944] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:02.294589] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:02.310783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:02.314398] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 4.3s | Global ETA: 57m 44s [2025-11-22T02:28:02.392682] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.76% [2025-11-22T02:28:02.460899] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 15.1s | Global ETA: 57m 44s [2025-11-22T02:28:02.482145] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.24% [2025-11-22T02:28:02.569075] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.53% [2025-11-22T02:28:02.633659] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 0.04% [2025-11-22T02:28:02.655448] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 0.62% [2025-11-22T02:28:02.747151] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 0.23% [2025-11-22T02:28:02.804563] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.31% [2025-11-22T02:28:02.828482] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.73% [2025-11-22T02:28:02.913567] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 0.09% [2025-11-22T02:28:02.934784] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 8.6s | Global ETA: 57m 45s [2025-11-22T02:28:02.935671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:02.935734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:02.940518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:02.943010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:02.943812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:02.946411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:02.962705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:02.975465] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 1.15% [2025-11-22T02:28:03.002361] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -3.02%, Actual: 1.19% [2025-11-22T02:28:03.078370] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 1.47% [2025-11-22T02:28:03.155747] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.97%, Actual: 0.54% [2025-11-22T02:28:03.173340] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.16% [2025-11-22T02:28:03.249291] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.32% [2025-11-22T02:28:03.331487] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.43% [2025-11-22T02:28:03.342693] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 2.09% [2025-11-22T02:28:03.423735] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.19%, Actual: 1.18% [2025-11-22T02:28:03.497487] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 1.69% [2025-11-22T02:28:03.514472] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 1.84% [2025-11-22T02:28:03.580701] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.84% | Symbol ETA: 7.8s | Global ETA: 57m 45s [2025-11-22T02:28:03.581567] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:03.581629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:03.586415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:03.588841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:03.589635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:03.592253] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:03.596784] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.78%, Actual: 0.59% [2025-11-22T02:28:03.608792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:03.664199] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.13% [2025-11-22T02:28:03.685363] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -1.85%, Actual: 0.67% [2025-11-22T02:28:03.773117] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.94% [2025-11-22T02:28:03.773319] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 56.5252% [2025-11-22T02:28:03.773426] [INFO ] [main ] SFB: DISCARDED add_prev_close_to_open (score: 56.53%) [2025-11-22T02:28:03.773477] [INFO ] [main ] SFB: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:28:03.773510] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_prior_day_tail_pressure'] [2025-11-22T02:28:03.773546] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:03.786165] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:03.787677] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:03.787741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:03.792868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:03.794705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:03.795181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:03.830171] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.17% [2025-11-22T02:28:03.843443] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:03.846398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:03.862353] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.56%, Actual: 0.15% [2025-11-22T02:28:03.996837] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.92%, Actual: 2.38% [2025-11-22T02:28:04.045549] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.34% [2025-11-22T02:28:04.045799] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.1149% [2025-11-22T02:28:04.045895] [INFO ] [main ] AWI: DISCARDED add_prior_mag_lag (score: 41.11%) [2025-11-22T02:28:04.045940] [INFO ] [main ] AWI: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:28:04.045976] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_range_overlap_v_prior_day'] [2025-11-22T02:28:04.046010] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:04.059389] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:04.060982] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:04.061046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:04.066083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:04.068223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:04.068823] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:04.071591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.165970] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 2.45% [2025-11-22T02:28:04.166177] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 35.8033% [2025-11-22T02:28:04.166265] [INFO ] [main ] PFGC: DISCARDED add_late_session_pressure (score: 35.80%) [2025-11-22T02:28:04.166313] [INFO ] [main ] PFGC: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:28:04.166347] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_micro_gap_fill_velocity'] [2025-11-22T02:28:04.166382] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:04.181358] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:04.182962] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:04.183026] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:04.184342] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:04.186491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.252083] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 7.2s | Global ETA: 57m 46s [2025-11-22T02:28:04.253011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:04.253075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:04.258216] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:04.260702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:04.261487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:04.267469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:04.284347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.429207] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 10.7s | Global ETA: 57m 46s [2025-11-22T02:28:04.430189] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:04.430256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:04.435345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:04.437119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:04.438297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:04.484368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:04.487388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.709792] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 10.1s | Global ETA: 57m 46s [2025-11-22T02:28:04.710713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:04.710776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:04.715561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:04.717408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:04.717898] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:04.720223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.825477] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 20.6s | Global ETA: 57m 47s [2025-11-22T02:28:04.826373] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:04.826434] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:04.827587] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:04.829587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:04.908849] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 6.5s | Global ETA: 57m 47s [2025-11-22T02:28:04.909776] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:04.909840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:04.914995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:04.917576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:04.918475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:04.921210] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:04.943733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:05.065121] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 10.1s | Global ETA: 57m 47s [2025-11-22T02:28:05.066037] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:05.066108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:05.070883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:05.072584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:05.073063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:05.116531] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:05.119511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:05.415194] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 9.7s | Global ETA: 57m 47s [2025-11-22T02:28:05.416134] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:05.416200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:05.421241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:05.423117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:05.423596] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:05.426042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:05.442486] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 19.8s | Global ETA: 57m 47s [2025-11-22T02:28:05.443399] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:05.443459] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:05.444575] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:05.446583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:05.589638] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 5.8s | Global ETA: 57m 47s [2025-11-22T02:28:05.591207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:05.591276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:05.596873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:05.599521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:05.600369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:05.603210] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:05.621130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:05.730237] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 9.5s | Global ETA: 57m 48s [2025-11-22T02:28:05.731163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:05.731228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:05.736030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:05.737939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:05.738444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:05.784965] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:05.788121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.062864] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 8.9s | Global ETA: 57m 48s [2025-11-22T02:28:06.063773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:06.063835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:06.067588] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 19.2s | Global ETA: 57m 48s [2025-11-22T02:28:06.068509] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:06.068572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:06.068670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:06.069761] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:06.070458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:06.070943] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:06.071821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.073236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.305339] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 5.2s | Global ETA: 57m 48s [2025-11-22T02:28:06.306305] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:06.306370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:06.311818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:06.314577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:06.315393] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:06.318326] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:06.336311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.373113] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 8.8s | Global ETA: 57m 48s [2025-11-22T02:28:06.374048] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:06.374113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:06.379034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:06.380848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:06.381318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:06.428969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:06.431960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.695391] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.69% | Symbol ETA: 8.2s | Global ETA: 57m 49s [2025-11-22T02:28:06.696282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:06.696346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:06.701233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:06.703007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:06.703473] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:06.705770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:06.713076] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 18.6s | Global ETA: 57m 49s [2025-11-22T02:28:06.713976] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:06.714037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:06.715171] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:06.717159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.002994] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.25% | Symbol ETA: 4.5s | Global ETA: 57m 49s [2025-11-22T02:28:07.003951] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:07.004027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.009281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:07.011795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:07.012630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:07.013793] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 8.2s | Global ETA: 57m 49s [2025-11-22T02:28:07.014701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:07.014765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.015986] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:07.019727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:07.021525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:07.022007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:07.033397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.065659] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:07.068717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.333033] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 7.5s | Global ETA: 57m 49s [2025-11-22T02:28:07.333955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:07.334018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.339014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:07.340855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:07.341329] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:07.343671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.355466] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.51% | Symbol ETA: 18.0s | Global ETA: 57m 49s [2025-11-22T02:28:07.356585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:07.356679] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:07.357904] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:07.359992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.655440] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 7.5s | Global ETA: 57m 50s [2025-11-22T02:28:07.656420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:07.656487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.661418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:07.663294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:07.663829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:07.664965] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 3.8s | Global ETA: 57m 50s [2025-11-22T02:28:07.665921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:07.666023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.671459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:07.674175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:07.674981] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:07.677801] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:07.695300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.710097] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:07.713273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.983156] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 17.3s | Global ETA: 57m 50s [2025-11-22T02:28:07.984108] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:07.984170] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:07.985377] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:07.987465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:07.987632] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 6.9s | Global ETA: 57m 50s [2025-11-22T02:28:07.988527] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:07.988589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:07.993364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:07.995181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:07.995670] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:07.998000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:08.298072] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 6.9s | Global ETA: 57m 50s [2025-11-22T02:28:08.299088] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:08.299153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:08.304297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:08.306193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:08.306695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:08.351096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:08.353855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:08.360285] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.33% | Symbol ETA: 3.1s | Global ETA: 57m 50s [2025-11-22T02:28:08.539150] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 2.06% [2025-11-22T02:28:08.646331] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 16.7s | Global ETA: 57m 51s [2025-11-22T02:28:08.647300] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:08.647363] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:08.648517] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:08.650769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:08.657125] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 6.2s | Global ETA: 57m 51s [2025-11-22T02:28:08.658044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:08.658107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:08.662943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:08.664769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:08.665252] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:08.667589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:08.715939] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 1.27% [2025-11-22T02:28:08.889990] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.84%, Actual: 1.43% [2025-11-22T02:28:08.930740] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 6.2s | Global ETA: 57m 51s [2025-11-22T02:28:08.931664] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:08.931732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:08.936571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:08.938405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:08.938903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:08.990227] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:08.994744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:09.066133] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 0.28% [2025-11-22T02:28:09.248833] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.71% [2025-11-22T02:28:09.303238] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 5.6s | Global ETA: 57m 51s [2025-11-22T02:28:09.304150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:09.304540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:09.309433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:09.311294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:09.311398] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 16.1s | Global ETA: 57m 51s [2025-11-22T02:28:09.311804] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:09.312418] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:09.312512] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:09.314141] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:09.314217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:09.316352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:09.424609] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 0.86% [2025-11-22T02:28:09.582895] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 5.6s | Global ETA: 57m 52s [2025-11-22T02:28:09.583832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:09.583898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:09.588789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:09.590576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:09.591074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:09.605315] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 1.26% [2025-11-22T02:28:09.635892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:28:09.638789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:09.784903] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.25%, Actual: 0.22% [2025-11-22T02:28:09.961832] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 0.47% [2025-11-22T02:28:09.973381] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.20% | Symbol ETA: 15.4s | Global ETA: 57m 52s [2025-11-22T02:28:09.974474] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:09.974539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:09.975816] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:28:09.977979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:09.983379] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 4.9s | Global ETA: 57m 52s [2025-11-22T02:28:09.984335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:09.984401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:09.989683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:09.991682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:09.992191] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:09.994629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:10.141978] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.33%, Actual: 1.19% [2025-11-22T02:28:10.142179] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 40.6748% [2025-11-22T02:28:10.142269] [INFO ] [main ] PEG: DISCARDED add_regime (score: 40.67%) [2025-11-22T02:28:10.142326] [INFO ] [main ] PEG: Testing feature 40/53: add_regime_flags [2025-11-22T02:28:10.142378] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_regime_flags'] [2025-11-22T02:28:10.142843] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:10.155818] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:10.157347] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:10.157425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:10.162991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:10.165606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:10.166522] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:10.169692] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:10.170808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:10.221279] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 4.9s | Global ETA: 57m 52s [2025-11-22T02:28:10.392060] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 1.09% [2025-11-22T02:28:10.562813] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 0.76% [2025-11-22T02:28:10.596282] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.44% | Symbol ETA: 14.8s | Global ETA: 57m 53s [2025-11-22T02:28:10.642081] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 4.3s | Global ETA: 57m 53s [2025-11-22T02:28:10.736278] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.53% [2025-11-22T02:28:10.777383] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.04% [2025-11-22T02:28:10.813462] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 0.24% [2025-11-22T02:28:10.824231] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.35% | Symbol ETA: 8.9s | Global ETA: 57m 53s [2025-11-22T02:28:10.825255] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:10.825319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:10.830510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:10.833160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:10.834033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:10.836867] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:10.838070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:10.907857] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.23% [2025-11-22T02:28:10.953370] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 0.31% [2025-11-22T02:28:10.999839] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 0.62% [2025-11-22T02:28:11.080609] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.09% [2025-11-22T02:28:11.129818] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 1.15% [2025-11-22T02:28:11.179511] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 0.73% [2025-11-22T02:28:11.252814] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 1.47% [2025-11-22T02:28:11.311002] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 0.54% [2025-11-22T02:28:11.347845] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 1.19% [2025-11-22T02:28:11.422411] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 0.32% [2025-11-22T02:28:11.489853] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.51%, Actual: 0.43% [2025-11-22T02:28:11.502375] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 8.2s | Global ETA: 57m 54s [2025-11-22T02:28:11.503301] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:11.503365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:11.508469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:11.511309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:11.512339] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:11.515188] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:11.516288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:11.516392] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.16% [2025-11-22T02:28:11.594217] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.18% [2025-11-22T02:28:11.664901] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.69% [2025-11-22T02:28:11.683023] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.32%, Actual: 2.09% [2025-11-22T02:28:11.765116] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.59% [2025-11-22T02:28:11.844386] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.13% [2025-11-22T02:28:11.850492] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 1.84% [2025-11-22T02:28:11.933838] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 0.94% [2025-11-22T02:28:11.934060] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 48.4830% [2025-11-22T02:28:11.934159] [INFO ] [main ] SFB: DISCARDED add_prior_day_tail_pressure (score: 48.48%) [2025-11-22T02:28:11.934203] [INFO ] [main ] SFB: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:28:11.934237] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_prior_mag_lag'] [2025-11-22T02:28:11.937919] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:11.950333] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:11.951706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:11.951770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:11.956744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:11.958560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:11.959055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:12.003627] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:12.005285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:12.016936] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.67% [2025-11-22T02:28:12.023597] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 0.17% [2025-11-22T02:28:12.169996] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 7.6s | Global ETA: 57m 54s [2025-11-22T02:28:12.170915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:12.170978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:12.176099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:12.178723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:12.179498] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:12.182230] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:12.183341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:12.183462] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 0.15% [2025-11-22T02:28:12.202595] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.20%, Actual: 2.38% [2025-11-22T02:28:12.351440] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.34% [2025-11-22T02:28:12.351688] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.8002% [2025-11-22T02:28:12.351784] [INFO ] [main ] AWI: DISCARDED add_range_overlap_v_prior_day (score: 41.80%) [2025-11-22T02:28:12.351830] [INFO ] [main ] AWI: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:28:12.351863] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_range_volume_efficiency'] [2025-11-22T02:28:12.351899] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:12.364994] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:12.366293] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:12.366355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:12.371314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:12.373170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:12.373419] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.44%, Actual: 2.45% [2025-11-22T02:28:12.373624] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 45.3467% [2025-11-22T02:28:12.373669] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:12.373738] [INFO ] [main ] PFGC: DISCARDED add_micro_gap_fill_velocity (score: 45.35%) [2025-11-22T02:28:12.373784] [INFO ] [main ] PFGC: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:28:12.373817] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:28:12.373852] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:12.375827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:12.388350] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:12.389705] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:12.389767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:12.390963] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:12.391723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:12.620985] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 10.3s | Global ETA: 57m 55s [2025-11-22T02:28:12.621955] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:12.622020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:12.626907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:12.628797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:12.629279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:12.673748] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:12.675582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:12.844993] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 6.9s | Global ETA: 57m 55s [2025-11-22T02:28:12.846034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:12.846101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:12.851356] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:12.854013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:12.854868] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:12.857674] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:12.858741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.008522] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.00% | Symbol ETA: 18.7s | Global ETA: 57m 55s [2025-11-22T02:28:13.009450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:13.009511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:13.010629] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:13.011359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.021594] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 9.6s | Global ETA: 57m 55s [2025-11-22T02:28:13.022565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:13.022629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:13.027442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:13.029309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:13.029838] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:13.031950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.256978] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.21% | Symbol ETA: 9.5s | Global ETA: 57m 55s [2025-11-22T02:28:13.257899] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:13.257962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:13.262742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:13.264510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:13.264998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:13.309474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:13.311308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.519346] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -1.34% | Symbol ETA: 6.2s | Global ETA: 57m 56s [2025-11-22T02:28:13.520260] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:13.520324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:13.525569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:13.528089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:13.529062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:13.531906] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:13.532946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.634358] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 18.1s | Global ETA: 57m 56s [2025-11-22T02:28:13.635260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:13.635322] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:13.636450] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:13.637170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.650085] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.51% | Symbol ETA: 8.8s | Global ETA: 57m 56s [2025-11-22T02:28:13.650983] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:13.651046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:13.655783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:13.657554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:13.658031] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:13.660075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:13.891594] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: 0.09% | Symbol ETA: 8.8s | Global ETA: 57m 56s [2025-11-22T02:28:13.892473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:13.892540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:13.897287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:13.899011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:13.899473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:13.943384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:13.944994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.213474] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 5.6s | Global ETA: 57m 56s [2025-11-22T02:28:14.214481] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:14.214551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:14.220313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:14.223184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:14.224039] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:14.228076] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:14.229246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.293544] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.26% | Symbol ETA: 8.2s | Global ETA: 57m 56s [2025-11-22T02:28:14.294452] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:14.294516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:14.299264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:14.301024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:14.301494] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:14.303516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.353486] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 17.7s | Global ETA: 57m 56s [2025-11-22T02:28:14.354403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:14.354466] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:14.355803] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:14.356523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.523255] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 8.2s | Global ETA: 57m 57s [2025-11-22T02:28:14.524163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:14.524228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:14.529070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:14.530899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:14.531393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:14.575707] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:14.577569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.899106] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 4.9s | Global ETA: 57m 57s [2025-11-22T02:28:14.900114] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:14.900178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:14.905534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:14.908345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:14.909156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:14.911852] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:14.913021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:14.921304] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 7.5s | Global ETA: 57m 57s [2025-11-22T02:28:14.922551] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:14.922613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:14.927378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:14.929223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:14.929709] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:14.931738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.013443] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 17.1s | Global ETA: 57m 57s [2025-11-22T02:28:15.014375] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:15.014438] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:15.015844] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:15.016572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.169692] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 7.5s | Global ETA: 57m 57s [2025-11-22T02:28:15.170565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:15.170628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:15.175448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:15.177281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:15.177781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:15.223092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:15.225006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.570755] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.29% | Symbol ETA: 6.9s | Global ETA: 57m 58s [2025-11-22T02:28:15.571661] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:15.571723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:15.574082] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.28% | Symbol ETA: 4.2s | Global ETA: 57m 58s [2025-11-22T02:28:15.575054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:15.575118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:15.576514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:15.578286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:15.578769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:15.580516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:15.581375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.583050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:15.583860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:15.586626] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:15.587759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.651402] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 16.4s | Global ETA: 57m 58s [2025-11-22T02:28:15.652621] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:15.652701] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:15.653836] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:15.654528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:15.827717] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 57m 58s [2025-11-22T02:28:15.828669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:15.828732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:15.833500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:15.835259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:15.835741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:15.879954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:15.881577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.241977] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 6.3s | Global ETA: 57m 58s [2025-11-22T02:28:16.242866] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:16.242926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:16.247898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:16.249716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:16.250192] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:16.252292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.257082] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 15.7s | Global ETA: 57m 58s [2025-11-22T02:28:16.258546] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:16.258607] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:16.259774] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:16.260473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.308216] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.00% | Symbol ETA: 3.5s | Global ETA: 57m 58s [2025-11-22T02:28:16.309216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:16.309281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:16.314851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:16.317542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:16.318364] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:16.321193] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:16.322409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.465158] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 6.3s | Global ETA: 57m 59s [2025-11-22T02:28:16.466075] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:16.466138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:16.471086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:16.472901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:16.473378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:16.518323] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:16.520154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.866795] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 15.1s | Global ETA: 57m 59s [2025-11-22T02:28:16.867741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:16.867803] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:16.868952] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:16.869692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.885192] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 5.6s | Global ETA: 57m 59s [2025-11-22T02:28:16.886079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:16.886141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:16.891189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:16.892939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:16.893401] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:16.895454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:16.961984] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.15% | Symbol ETA: 2.9s | Global ETA: 57m 59s [2025-11-22T02:28:17.092013] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.13% | Symbol ETA: 5.6s | Global ETA: 57m 59s [2025-11-22T02:28:17.092898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:17.092960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:17.097719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:17.099419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:17.099896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:17.132950] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 2.06% [2025-11-22T02:28:17.143161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:17.144811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:17.300755] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 1.27% [2025-11-22T02:28:17.479997] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 14.4s | Global ETA: 57m 60s [2025-11-22T02:28:17.480917] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:17.480980] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:17.482172] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:17.482938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:17.492340] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 1.43% [2025-11-22T02:28:17.511391] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 5.0s | Global ETA: 57m 60s [2025-11-22T02:28:17.512285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:17.512347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:17.517224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:17.519107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:17.519577] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:17.521637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:17.664943] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.28% [2025-11-22T02:28:17.715485] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 5.0s | Global ETA: 57m 60s [2025-11-22T02:28:17.716384] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:17.716447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:17.721179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:17.722924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:17.723382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:17.766680] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:28:17.768333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:17.838563] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -1.34%, Actual: 0.71% [2025-11-22T02:28:18.011376] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 0.86% [2025-11-22T02:28:18.131559] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.86% | Symbol ETA: 13.8s | Global ETA: 58m 0s [2025-11-22T02:28:18.132480] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:18.132542] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:18.133735] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:28:18.134456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:18.167367] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.88% | Symbol ETA: 4.3s | Global ETA: 58m 0s [2025-11-22T02:28:18.168259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:18.168320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:18.173039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:18.174826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:18.175294] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:18.177344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:18.184690] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.07%, Actual: 1.26% [2025-11-22T02:28:18.342740] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 4.3s | Global ETA: 58m 1s [2025-11-22T02:28:18.357723] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.28%, Actual: 0.22% [2025-11-22T02:28:18.510593] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 1.09% [2025-11-22T02:28:18.528248] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 0.47% [2025-11-22T02:28:18.677104] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 0.76% [2025-11-22T02:28:18.694353] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.15%, Actual: 1.19% [2025-11-22T02:28:18.694576] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 49.3976% [2025-11-22T02:28:18.694675] [INFO ] [main ] PEG: DISCARDED add_regime_flags (score: 49.40%) [2025-11-22T02:28:18.694723] [INFO ] [main ] PEG: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:28:18.694756] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:28:18.694791] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:18.706728] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:18.707994] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:18.708059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:18.712874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:18.715284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:18.716070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:18.718785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:18.720569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:18.721060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:18.722066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:18.723675] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:18.724736] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:18.725407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:18.743869] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -1.96% | Symbol ETA: 13.1s | Global ETA: 58m 1s [2025-11-22T02:28:18.817572] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 3.7s | Global ETA: 58m 1s [2025-11-22T02:28:18.842530] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: 0.09%, Actual: 0.53% [2025-11-22T02:28:18.912303] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.00%, Actual: 0.04% [2025-11-22T02:28:18.985499] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.24% [2025-11-22T02:28:19.009443] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 0.23% [2025-11-22T02:28:19.078797] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.31% [2025-11-22T02:28:19.165863] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.51%, Actual: 0.62% [2025-11-22T02:28:19.177098] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.09% [2025-11-22T02:28:19.247139] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.15% [2025-11-22T02:28:19.335007] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.26%, Actual: 0.73% [2025-11-22T02:28:19.346946] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.47% [2025-11-22T02:28:19.349001] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 8.3s | Global ETA: 58m 2s [2025-11-22T02:28:19.349912] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:19.349977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:19.354703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:19.357082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:19.358211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:19.360868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:19.362751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:19.363229] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:19.364251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:19.365862] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:19.366901] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:19.367586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:19.415069] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 0.54% [2025-11-22T02:28:19.510378] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.19% [2025-11-22T02:28:19.515490] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.48%, Actual: 0.32% [2025-11-22T02:28:19.585172] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 0.43% [2025-11-22T02:28:19.683074] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.13%, Actual: 1.18% [2025-11-22T02:28:19.692106] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.29%, Actual: 0.16% [2025-11-22T02:28:19.768333] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 1.69% [2025-11-22T02:28:19.850992] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.59% [2025-11-22T02:28:19.866986] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 2.09% [2025-11-22T02:28:19.947553] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 0.13% [2025-11-22T02:28:20.009344] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.04% | Symbol ETA: 7.8s | Global ETA: 58m 2s [2025-11-22T02:28:20.010339] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:20.010407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:20.015475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:20.018057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:20.018293] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.94% [2025-11-22T02:28:20.018493] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.2419% [2025-11-22T02:28:20.018581] [INFO ] [main ] SFB: DISCARDED add_prior_mag_lag (score: 40.24%) [2025-11-22T02:28:20.018623] [INFO ] [main ] SFB: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:28:20.018674] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_range_overlap_v_prior_day'] [2025-11-22T02:28:20.018711] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:20.018873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:20.021572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:20.023406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:20.023930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:20.025005] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:20.026678] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:20.027792] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:20.028674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:20.030619] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:20.032016] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:20.032077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:20.036911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:20.038724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:20.039191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:20.040125] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.84% [2025-11-22T02:28:20.083446] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:20.085918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:20.126056] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 0.17% [2025-11-22T02:28:20.211402] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.67% [2025-11-22T02:28:20.305718] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.86%, Actual: 2.38% [2025-11-22T02:28:20.383608] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 0.15% [2025-11-22T02:28:20.486836] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -1.96%, Actual: 2.45% [2025-11-22T02:28:20.487077] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 45.5124% [2025-11-22T02:28:20.487169] [INFO ] [main ] PFGC: DISCARDED add_morning_followthrough_mag_T0 (score: 45.51%) [2025-11-22T02:28:20.487214] [INFO ] [main ] PFGC: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:28:20.487245] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_morning_range_expansion'] [2025-11-22T02:28:20.487311] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:20.502326] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:20.503688] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:20.503767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:20.504963] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:20.509479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:20.554579] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.34% [2025-11-22T02:28:20.554795] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 41.0301% [2025-11-22T02:28:20.554879] [INFO ] [main ] AWI: DISCARDED add_range_volume_efficiency (score: 41.03%) [2025-11-22T02:28:20.554922] [INFO ] [main ] AWI: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:28:20.554956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:28:20.555023] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:20.567992] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:20.569453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:20.569517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:20.574542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:20.576447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:20.576955] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:20.581026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:20.663812] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 9.6s | Global ETA: 58m 3s [2025-11-22T02:28:20.664806] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:20.664904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:20.670404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:20.672492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:20.673049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:20.682125] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 7.2s | Global ETA: 58m 3s [2025-11-22T02:28:20.683060] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:20.683127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:20.688098] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:20.690702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:20.691476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:20.694184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:20.696018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:20.696515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:20.697582] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:20.699225] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:20.700282] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:20.700986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:20.720769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:20.723828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.161959] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 17.9s | Global ETA: 58m 4s [2025-11-22T02:28:21.162881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:21.162943] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:21.164120] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:21.168410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.230600] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 9.3s | Global ETA: 58m 4s [2025-11-22T02:28:21.231489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:21.231550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:21.236369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:21.238137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:21.238600] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:21.242422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.321077] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 9.1s | Global ETA: 58m 4s [2025-11-22T02:28:21.323837] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:21.323899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:21.330067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:21.331834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:21.332291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:21.348018] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 6.5s | Global ETA: 58m 4s [2025-11-22T02:28:21.348908] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:21.348973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:21.353743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:21.356137] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:21.356914] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:21.359533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:21.361505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:21.362008] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:21.363039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:21.364690] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:21.365781] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:21.366448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.376224] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:21.378856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.806868] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 17.2s | Global ETA: 58m 4s [2025-11-22T02:28:21.808251] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:21.808316] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:21.809714] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:21.814192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.876682] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 8.6s | Global ETA: 58m 4s [2025-11-22T02:28:21.877579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:21.877685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:21.882678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:21.884463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:21.884978] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:21.888962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:21.981144] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 8.5s | Global ETA: 58m 4s [2025-11-22T02:28:21.982029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:21.982091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:21.986919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:21.988703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:21.989162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:22.015902] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 5.9s | Global ETA: 58m 4s [2025-11-22T02:28:22.016796] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:22.016861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:22.021727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:22.024129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:22.024906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:22.027507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:22.029274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:22.029760] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:22.030760] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:22.032331] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:22.033353] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:22.034038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:22.034307] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:22.036911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:22.436769] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 16.5s | Global ETA: 58m 5s [2025-11-22T02:28:22.437763] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:22.437827] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:22.438987] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:22.443250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:22.529429] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 7.9s | Global ETA: 58m 5s [2025-11-22T02:28:22.530394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:22.530459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:22.535318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:22.537183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:22.537757] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:22.541751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:22.609689] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.96% | Symbol ETA: 7.8s | Global ETA: 58m 5s [2025-11-22T02:28:22.610553] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:22.610615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:22.615420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:22.617212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:22.617788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:22.660854] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:22.663184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:22.679968] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.70% | Symbol ETA: 5.2s | Global ETA: 58m 5s [2025-11-22T02:28:22.681319] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:22.681400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:22.687007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:22.689489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:22.690288] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:22.692999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:22.694827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:22.695308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:22.696378] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:22.698120] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:22.699269] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:22.699987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.090604] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 15.9s | Global ETA: 58m 6s [2025-11-22T02:28:23.091483] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:23.091544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:23.092686] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:23.096848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.180099] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 7.2s | Global ETA: 58m 6s [2025-11-22T02:28:23.180992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:23.181053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:23.185868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:23.187718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:23.188196] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:23.192106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.297817] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 7.2s | Global ETA: 58m 6s [2025-11-22T02:28:23.298733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:23.298798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:23.303723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:23.305560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:23.306066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:23.351238] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:23.354081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.375399] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 4.6s | Global ETA: 58m 6s [2025-11-22T02:28:23.376367] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:23.376434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:23.381360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:23.383829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:23.384615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:23.387385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:23.389240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:23.389741] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:23.390835] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:23.392555] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:23.393626] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:23.394382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.708696] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 15.2s | Global ETA: 58m 6s [2025-11-22T02:28:23.709623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:23.709726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:23.710888] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:23.715193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.821999] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 6.6s | Global ETA: 58m 6s [2025-11-22T02:28:23.822898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:23.822961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:23.827763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:23.829519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:23.830014] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:23.833867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:23.926846] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.72% | Symbol ETA: 6.5s | Global ETA: 58m 6s [2025-11-22T02:28:23.927812] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:23.927877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:23.932628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:23.934374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:23.934865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:23.977573] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:23.980161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.058371] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 3.9s | Global ETA: 58m 7s [2025-11-22T02:28:24.059371] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:24.059440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:24.064475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:24.067054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:24.067959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:24.070765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:24.072674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:24.073238] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:24.074392] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:24.076135] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:24.077331] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:24.078084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.323671] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.89% | Symbol ETA: 14.5s | Global ETA: 58m 7s [2025-11-22T02:28:24.324574] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:24.324637] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:24.325814] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:24.330124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.470449] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 5.9s | Global ETA: 58m 7s [2025-11-22T02:28:24.471341] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:24.471403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:24.476141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:24.477905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:24.478363] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:24.482153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.551841] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 5.9s | Global ETA: 58m 7s [2025-11-22T02:28:24.552758] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:24.552835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:24.557579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:24.559349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:24.559841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:24.603235] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:24.605929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.711124] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 3.2s | Global ETA: 58m 7s [2025-11-22T02:28:24.712035] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:28:24.712099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:24.716849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:24.719228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:24.720002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:24.722577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:24.724355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:24.724842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:24.725831] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:24.727413] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:24.728439] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:24.729122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:24.946511] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 13.9s | Global ETA: 58m 7s [2025-11-22T02:28:24.947986] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:24.948048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:24.949201] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:24.953468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.126292] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 5.3s | Global ETA: 58m 8s [2025-11-22T02:28:25.127221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:25.127303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:25.132538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:25.134399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:25.134909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:25.138859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.175155] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 5.2s | Global ETA: 58m 8s [2025-11-22T02:28:25.176084] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:25.176147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:25.180964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:25.182691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:25.183152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:25.226288] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:25.229468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.349599] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.09% | Symbol ETA: 2.6s | Global ETA: 58m 8s [2025-11-22T02:28:25.528878] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 2.06% [2025-11-22T02:28:25.560999] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 13.2s | Global ETA: 58m 8s [2025-11-22T02:28:25.561880] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:25.561941] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:25.563066] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:25.567294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.708773] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.04%, Actual: 1.27% [2025-11-22T02:28:25.774405] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 4.6s | Global ETA: 58m 8s [2025-11-22T02:28:25.775313] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:25.775376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:25.780334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:25.782156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:25.782633] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:25.786558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.805736] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 4.6s | Global ETA: 58m 8s [2025-11-22T02:28:25.808509] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:25.808571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:25.815104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:25.817024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:25.817577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:25.860968] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:28:25.863707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:25.886498] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.43% [2025-11-22T02:28:26.064428] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.28% [2025-11-22T02:28:26.175861] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.09% | Symbol ETA: 12.6s | Global ETA: 58m 9s [2025-11-22T02:28:26.176845] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:26.176907] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:26.178061] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:28:26.182252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:26.245132] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 0.71% [2025-11-22T02:28:26.422749] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.70%, Actual: 0.86% [2025-11-22T02:28:26.430601] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.20% | Symbol ETA: 4.0s | Global ETA: 58m 9s [2025-11-22T02:28:26.431586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:26.431669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:26.435262] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 3.9s | Global ETA: 58m 9s [2025-11-22T02:28:26.437861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:26.440209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:26.440776] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:26.445327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:26.602464] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 1.09% [2025-11-22T02:28:26.604748] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 1.26% [2025-11-22T02:28:26.769303] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.76% [2025-11-22T02:28:26.782888] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 0.22% [2025-11-22T02:28:26.814957] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.73% | Symbol ETA: 12.0s | Global ETA: 58m 9s [2025-11-22T02:28:26.935786] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.53% [2025-11-22T02:28:26.958009] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 0.47% [2025-11-22T02:28:26.980729] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.04% [2025-11-22T02:28:27.088474] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 3.3s | Global ETA: 58m 10s [2025-11-22T02:28:27.102488] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.96%, Actual: 0.23% [2025-11-22T02:28:27.133163] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.09%, Actual: 1.19% [2025-11-22T02:28:27.133384] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 42.3741% [2025-11-22T02:28:27.133473] [INFO ] [main ] PEG: DISCARDED add_return_volume_nonlinearity_proxies (score: 42.37%) [2025-11-22T02:28:27.133881] [INFO ] [main ] PEG: Testing feature 42/53: add_shelf_lag [2025-11-22T02:28:27.133916] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_shelf_lag'] [2025-11-22T02:28:27.133951] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:27.145936] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.31% [2025-11-22T02:28:27.147054] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:27.148297] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:27.148359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:27.153165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:27.155603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:27.156400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:27.159053] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:27.160414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:27.260434] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.24% [2025-11-22T02:28:27.271094] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.09% [2025-11-22T02:28:27.312163] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 1.15% [2025-11-22T02:28:27.430201] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 0.62% [2025-11-22T02:28:27.435134] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.72%, Actual: 1.47% [2025-11-22T02:28:27.477570] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.49%, Actual: 0.54% [2025-11-22T02:28:27.599541] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 0.73% [2025-11-22T02:28:27.600000] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.32% [2025-11-22T02:28:27.642162] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 0.43% [2025-11-22T02:28:27.765321] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 1.18% [2025-11-22T02:28:27.769119] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 1.19% [2025-11-22T02:28:27.808890] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.89%, Actual: 1.69% [2025-11-22T02:28:27.892444] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.63% | Symbol ETA: 9.0s | Global ETA: 58m 10s [2025-11-22T02:28:27.893353] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:27.893420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:27.898354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:27.900747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:27.901505] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:27.904148] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:27.905544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:27.932220] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.59% [2025-11-22T02:28:27.937011] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.16% [2025-11-22T02:28:27.973333] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.13% [2025-11-22T02:28:28.100314] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 0.94% [2025-11-22T02:28:28.100521] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 47.8159% [2025-11-22T02:28:28.100631] [INFO ] [main ] SFB: DISCARDED add_range_overlap_v_prior_day (score: 47.82%) [2025-11-22T02:28:28.100696] [INFO ] [main ] SFB: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:28:28.100731] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_range_volume_efficiency'] [2025-11-22T02:28:28.100767] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:28.106416] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 2.09% [2025-11-22T02:28:28.113427] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:28.114732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:28.114793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:28.119586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:28.121376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:28.121881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:28.141434] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.17% [2025-11-22T02:28:28.165869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:28.167983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:28.277184] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 1.84% [2025-11-22T02:28:28.307789] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.09%, Actual: 2.38% [2025-11-22T02:28:28.445452] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.67% [2025-11-22T02:28:28.473813] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.73%, Actual: 2.45% [2025-11-22T02:28:28.474364] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 44.1074% [2025-11-22T02:28:28.474442] [INFO ] [main ] PFGC: DISCARDED add_morning_range_expansion (score: 44.11%) [2025-11-22T02:28:28.474484] [INFO ] [main ] PFGC: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:28:28.474514] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_open_11_elasticity'] [2025-11-22T02:28:28.474549] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:28.488787] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:28.490206] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:28.490267] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:28.491403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:28.492567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:28.618599] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.20%, Actual: 0.15% [2025-11-22T02:28:28.649865] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -1.26% | Symbol ETA: 8.3s | Global ETA: 58m 11s [2025-11-22T02:28:28.650767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:28.650834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:28.655601] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:28.658133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:28.658918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:28.661556] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:28.662959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:28.736532] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 9.2s | Global ETA: 58m 11s [2025-11-22T02:28:28.737505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:28.737566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:28.742314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:28.744085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:28.744542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:28.788618] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.16%, Actual: 0.34% [2025-11-22T02:28:28.788870] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 36.2119% [2025-11-22T02:28:28.788915] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:28.788957] [INFO ] [main ] AWI: DISCARDED add_range_volume_efficiency_refinements (score: 36.21%) [2025-11-22T02:28:28.789005] [INFO ] [main ] AWI: Testing feature 39/53: add_regime [2025-11-22T02:28:28.789039] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_regime'] [2025-11-22T02:28:28.789098] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:28.791050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:28.802278] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:28.803839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:28.803905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:28.809114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:28.811080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:28.811571] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:28.832287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.111099] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.72% | Symbol ETA: 16.5s | Global ETA: 58m 12s [2025-11-22T02:28:29.112042] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:29.112106] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:29.113299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:29.114510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.362420] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 8.6s | Global ETA: 58m 12s [2025-11-22T02:28:29.363310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:29.363372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:29.368157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:29.369891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:29.370355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:29.396307] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.16% | Symbol ETA: 7.5s | Global ETA: 58m 12s [2025-11-22T02:28:29.397229] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:29.397318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:29.402163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:29.404597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:29.405382] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:29.408058] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:29.409386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.414084] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:29.416190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.473220] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 9.1s | Global ETA: 58m 12s [2025-11-22T02:28:29.474113] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:29.474176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:29.479151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:29.481082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:29.481560] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:29.501697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.726015] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 15.8s | Global ETA: 58m 12s [2025-11-22T02:28:29.726895] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:29.726957] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:29.728153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:29.729341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:29.984727] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 8.0s | Global ETA: 58m 13s [2025-11-22T02:28:29.985600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:29.985682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:29.990431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:29.992170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:29.992659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:30.036978] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:30.039408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.143141] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 3.42% | Symbol ETA: 6.8s | Global ETA: 58m 13s [2025-11-22T02:28:30.144036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:30.144099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:30.148931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:30.151408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:30.152206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:30.154830] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:30.156194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.157430] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 2.32% | Symbol ETA: 8.5s | Global ETA: 58m 13s [2025-11-22T02:28:30.158371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:30.158437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:30.163310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:30.165081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:30.165544] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:30.185109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.353148] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 15.2s | Global ETA: 58m 13s [2025-11-22T02:28:30.354033] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:30.354094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:30.355208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:30.356361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.610128] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 7.3s | Global ETA: 58m 13s [2025-11-22T02:28:30.611026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:30.611088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:30.616237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:30.618023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:30.618489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:30.662435] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:30.664759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.825454] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 7.8s | Global ETA: 58m 14s [2025-11-22T02:28:30.826745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:30.826810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:30.831950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:30.833771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:30.834260] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:30.855108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.900515] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 6.0s | Global ETA: 58m 14s [2025-11-22T02:28:30.901445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:30.901510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:30.906476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:30.909098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:30.909921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:30.912622] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:30.914119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:30.963150] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 14.6s | Global ETA: 58m 14s [2025-11-22T02:28:30.964063] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:30.964125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:30.965251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:30.966416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:31.238522] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 6.7s | Global ETA: 58m 14s [2025-11-22T02:28:31.239412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:31.239474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:31.244246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:31.245989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:31.246508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:31.289921] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:31.292074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:31.489741] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 7.1s | Global ETA: 58m 14s [2025-11-22T02:28:31.490618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:31.490704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:31.495558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:31.497345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:31.497838] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:31.517224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:31.575847] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 14.0s | Global ETA: 58m 14s [2025-11-22T02:28:31.577356] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:31.577419] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:31.578593] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:31.579793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:31.649493] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 5.3s | Global ETA: 58m 14s [2025-11-22T02:28:31.650459] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:31.650524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:31.655602] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:31.658320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:31.662905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:31.665946] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:31.667401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:31.864420] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.89% | Symbol ETA: 6.1s | Global ETA: 58m 15s [2025-11-22T02:28:31.865308] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:31.865370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:31.870239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:31.871988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:31.872451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:31.915879] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:31.918339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.156362] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.57% | Symbol ETA: 6.4s | Global ETA: 58m 15s [2025-11-22T02:28:32.157298] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:32.157364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:32.162278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:32.164100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:32.164581] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:32.185749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.196630] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 13.4s | Global ETA: 58m 15s [2025-11-22T02:28:32.197532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:32.197594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:32.198737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:32.199875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.430815] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 4.5s | Global ETA: 58m 15s [2025-11-22T02:28:32.431714] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:32.431776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:32.436490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:32.438913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:32.439698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:32.442304] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:32.443624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.489564] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 5.5s | Global ETA: 58m 15s [2025-11-22T02:28:32.490463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:32.490527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:32.495328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:32.497156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:32.497691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:32.541358] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:32.543772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.812835] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.88% | Symbol ETA: 12.7s | Global ETA: 58m 16s [2025-11-22T02:28:32.813740] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:32.813802] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:32.814950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:32.816111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:32.830341] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 5.7s | Global ETA: 58m 16s [2025-11-22T02:28:32.831275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:32.831339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:32.836437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:32.838335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:32.838836] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:32.858713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.109284] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 4.8s | Global ETA: 58m 16s [2025-11-22T02:28:33.110185] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:33.110247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:33.115044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:33.116800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:33.117325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:33.160215] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:33.162348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.171222] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 3.8s | Global ETA: 58m 16s [2025-11-22T02:28:33.172120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:33.172182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:33.176913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:33.179278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:33.180054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:33.182633] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:33.183983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.434978] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 12.1s | Global ETA: 58m 16s [2025-11-22T02:28:33.435894] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:33.435961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:33.437093] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:33.438674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.507556] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 5.0s | Global ETA: 58m 16s [2025-11-22T02:28:33.508495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:33.508561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:33.513484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:33.515334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:33.515863] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:33.535690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.788330] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 4.2s | Global ETA: 58m 17s [2025-11-22T02:28:33.789223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:33.789285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:33.794092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:33.795832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:33.796304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:33.839259] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:28:33.841357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:33.909457] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 3.0s | Global ETA: 58m 17s [2025-11-22T02:28:33.910365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:33.910428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:33.915237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:33.917700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:33.918495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:33.921148] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:33.922542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:34.053842] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.33% | Symbol ETA: 11.5s | Global ETA: 58m 17s [2025-11-22T02:28:34.054787] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:34.054851] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:34.056017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:28:34.057216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:34.170724] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 4.4s | Global ETA: 58m 17s [2025-11-22T02:28:34.171604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:34.171686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:34.176381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:34.178165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:34.178629] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:34.198189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:34.408489] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 3.6s | Global ETA: 58m 17s [2025-11-22T02:28:34.574905] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 1.09% [2025-11-22T02:28:34.657054] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.32% | Symbol ETA: 2.3s | Global ETA: 58m 18s [2025-11-22T02:28:34.677758] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.90% | Symbol ETA: 10.9s | Global ETA: 58m 18s [2025-11-22T02:28:34.742417] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.64%, Actual: 0.76% [2025-11-22T02:28:34.823329] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.63%, Actual: 2.06% [2025-11-22T02:28:34.843322] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.7s | Global ETA: 58m 18s [2025-11-22T02:28:34.844249] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:34.844313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:34.849268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:34.851058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:34.851542] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:34.851921] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.72%, Actual: 0.04% [2025-11-22T02:28:34.870816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:34.908543] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.53% [2025-11-22T02:28:34.988683] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -1.26%, Actual: 1.27% [2025-11-22T02:28:35.030505] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 0.31% [2025-11-22T02:28:35.075361] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 0.23% [2025-11-22T02:28:35.155557] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.16%, Actual: 1.43% [2025-11-22T02:28:35.210366] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 1.15% [2025-11-22T02:28:35.241914] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.09% [2025-11-22T02:28:35.324577] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 3.42%, Actual: 0.28% [2025-11-22T02:28:35.380032] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.54% [2025-11-22T02:28:35.408621] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.89%, Actual: 1.47% [2025-11-22T02:28:35.493801] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.71% [2025-11-22T02:28:35.521036] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.0s | Global ETA: 58m 18s [2025-11-22T02:28:35.550612] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.43% [2025-11-22T02:28:35.575729] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.32% [2025-11-22T02:28:35.662523] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 0.86% [2025-11-22T02:28:35.692959] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.24% [2025-11-22T02:28:35.719993] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 1.69% [2025-11-22T02:28:35.742895] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 1.18% [2025-11-22T02:28:35.832524] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.26% [2025-11-22T02:28:35.866176] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 2.32%, Actual: 0.62% [2025-11-22T02:28:35.888398] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.88%, Actual: 0.13% [2025-11-22T02:28:35.909382] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.29%, Actual: 0.59% [2025-11-22T02:28:36.001853] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.22% [2025-11-22T02:28:36.036275] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 0.73% [2025-11-22T02:28:36.057594] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.85%, Actual: 0.17% [2025-11-22T02:28:36.082492] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 0.94% [2025-11-22T02:28:36.082714] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 53.2340% [2025-11-22T02:28:36.082828] [INFO ] [main ] SFB: DISCARDED add_range_volume_efficiency (score: 53.23%) [2025-11-22T02:28:36.083279] [INFO ] [main ] SFB: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:28:36.083318] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:28:36.083354] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:36.097518] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:36.098866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:36.098945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:36.103859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:36.105624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:36.106135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:36.150351] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:36.154684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:36.172408] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.47% [2025-11-22T02:28:36.203316] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.19% [2025-11-22T02:28:36.228811] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.33%, Actual: 2.38% [2025-11-22T02:28:36.340192] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.32%, Actual: 1.19% [2025-11-22T02:28:36.340382] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 51.1832% [2025-11-22T02:28:36.340475] [INFO ] [main ] PEG: DISCARDED add_shelf_lag (score: 51.18%) [2025-11-22T02:28:36.340519] [INFO ] [main ] PEG: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:28:36.340552] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_signed_carry_history_11'] [2025-11-22T02:28:36.340588] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:36.352958] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:36.354402] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:36.354466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:36.359492] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:36.362013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:36.362823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:36.365530] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:36.366989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:36.377051] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.57%, Actual: 0.16% [2025-11-22T02:28:36.396594] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.90%, Actual: 2.45% [2025-11-22T02:28:36.396816] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 41.4298% [2025-11-22T02:28:36.396900] [INFO ] [main ] PFGC: DISCARDED add_open_11_elasticity (score: 41.43%) [2025-11-22T02:28:36.396944] [INFO ] [main ] PFGC: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:28:36.396974] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_open_reversal_intensity'] [2025-11-22T02:28:36.397008] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:36.411230] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:36.412670] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:36.412730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:36.413881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:36.415189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:36.553371] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 2.09% [2025-11-22T02:28:36.720984] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 1.84% [2025-11-22T02:28:36.733279] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 9.0s | Global ETA: 58m 20s [2025-11-22T02:28:36.734192] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:36.734271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:36.739357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:36.741145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:36.741625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:36.786869] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:36.791008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:36.891599] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.67% [2025-11-22T02:28:36.992851] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.98% | Symbol ETA: 7.9s | Global ETA: 58m 20s [2025-11-22T02:28:36.993740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:36.993802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:36.998537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:37.000947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:37.001745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:37.004350] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:37.005742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.019222] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 15.5s | Global ETA: 58m 20s [2025-11-22T02:28:37.020115] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:37.020175] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:37.021308] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:37.022621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.059527] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.15% [2025-11-22T02:28:37.228044] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.34% [2025-11-22T02:28:37.228269] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 35.1312% [2025-11-22T02:28:37.228362] [INFO ] [main ] AWI: DISCARDED add_regime (score: 35.13%) [2025-11-22T02:28:37.228409] [INFO ] [main ] AWI: Testing feature 40/53: add_regime_flags [2025-11-22T02:28:37.228442] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_regime_flags'] [2025-11-22T02:28:37.228478] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:37.242282] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:37.243572] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:37.243636] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:37.248546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:37.250399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:37.250896] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:37.251964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.365634] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 8.3s | Global ETA: 58m 20s [2025-11-22T02:28:37.366513] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:37.366575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:37.372367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:37.374394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:37.374893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:37.419188] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:37.423344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.624497] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 7.3s | Global ETA: 58m 21s [2025-11-22T02:28:37.625393] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:37.625455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:37.630275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:37.632719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:37.633485] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:37.636108] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:37.637492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.637730] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 14.9s | Global ETA: 58m 21s [2025-11-22T02:28:37.638598] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:37.638676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:37.639804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:37.641081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.879705] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 8.5s | Global ETA: 58m 21s [2025-11-22T02:28:37.880698] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:37.880762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:37.885744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:37.887542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:37.888042] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:37.889114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:37.987316] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 7.6s | Global ETA: 58m 21s [2025-11-22T02:28:37.988242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:37.988308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:37.993087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:37.994799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:37.995412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:38.040108] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:38.044063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.246298] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 14.3s | Global ETA: 58m 21s [2025-11-22T02:28:38.247191] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:38.247271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:38.248469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:38.249778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.261961] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 6.6s | Global ETA: 58m 21s [2025-11-22T02:28:38.263036] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:38.263101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:38.268392] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:38.270799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:38.271558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:38.274144] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:38.275500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.517005] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.37% | Symbol ETA: 7.9s | Global ETA: 58m 22s [2025-11-22T02:28:38.518112] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:38.518185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:38.523498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:38.525601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:38.526146] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:38.527221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.611698] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 7.0s | Global ETA: 58m 22s [2025-11-22T02:28:38.612578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:38.612658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:38.617416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:38.619141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:38.619605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:38.662396] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:38.666343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.858175] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.43% | Symbol ETA: 13.7s | Global ETA: 58m 22s [2025-11-22T02:28:38.859118] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:38.859189] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:38.860315] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:38.861600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:38.893255] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.05% | Symbol ETA: 6.0s | Global ETA: 58m 22s [2025-11-22T02:28:38.894141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:38.894203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:38.898972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:38.901352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:38.902138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:38.904746] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:38.906112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.165875] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.24% | Symbol ETA: 7.3s | Global ETA: 58m 22s [2025-11-22T02:28:39.166766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:39.166828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:39.171670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:39.173427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:39.173921] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:39.174936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.230630] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 6.4s | Global ETA: 58m 22s [2025-11-22T02:28:39.231761] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:39.231823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:39.237087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:39.238877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:39.239346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:39.282181] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:39.286352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.485496] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 13.1s | Global ETA: 58m 23s [2025-11-22T02:28:39.486450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:39.486513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:39.487750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:39.489569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.527883] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 5.4s | Global ETA: 58m 23s [2025-11-22T02:28:39.528804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:39.528867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:39.533674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:39.536065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:39.536847] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:39.539482] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:39.540869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.806813] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 6.7s | Global ETA: 58m 23s [2025-11-22T02:28:39.807755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:39.807818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:39.812668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:39.814699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:39.815195] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:39.816257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:39.855137] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 5.7s | Global ETA: 58m 23s [2025-11-22T02:28:39.856081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:39.856144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:39.860909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:39.866287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:39.866803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:39.910296] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:39.914625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.110229] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 12.5s | Global ETA: 58m 23s [2025-11-22T02:28:40.111140] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:40.111202] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:40.112355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:40.113701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.161718] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 4.7s | Global ETA: 58m 23s [2025-11-22T02:28:40.162672] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:40.162733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:40.167490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:40.169955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:40.170745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:40.173402] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:40.174797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.466085] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 6.0s | Global ETA: 58m 24s [2025-11-22T02:28:40.467029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:40.467093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:40.472003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:40.473818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:40.474308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:40.475344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.485485] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 5.1s | Global ETA: 58m 24s [2025-11-22T02:28:40.486380] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:40.486442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:40.491176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:40.492881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:40.493350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:40.535698] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:40.539699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.731896] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 11.8s | Global ETA: 58m 24s [2025-11-22T02:28:40.732784] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:40.732844] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:40.733965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:40.735253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:40.790346] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 4.1s | Global ETA: 58m 24s [2025-11-22T02:28:40.791241] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:40.791303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:40.796044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:40.798440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:40.799220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:40.801831] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:40.803198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.109788] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.18% | Symbol ETA: 4.5s | Global ETA: 58m 24s [2025-11-22T02:28:41.110549] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 5.4s | Global ETA: 58m 24s [2025-11-22T02:28:41.110675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:41.110796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:41.111598] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:41.111686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:41.115489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:41.116885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:41.117213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:41.117718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:41.118984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:41.119487] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:41.120554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.162627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:41.166558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.353326] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 11.2s | Global ETA: 58m 24s [2025-11-22T02:28:41.354221] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:41.354282] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:41.355399] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:41.356734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.422031] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.19% | Symbol ETA: 3.5s | Global ETA: 58m 25s [2025-11-22T02:28:41.422914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:41.422975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:41.427725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:41.430092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:41.430869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:41.433837] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:41.435200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.734730] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 3.9s | Global ETA: 58m 25s [2025-11-22T02:28:41.735599] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:41.735680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:41.740408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:41.742172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:41.742638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:41.782077] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 4.8s | Global ETA: 58m 25s [2025-11-22T02:28:41.782964] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:41.783025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:41.785666] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:28:41.787792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:41.789536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:41.789834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.790028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:41.791037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:41.974726] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.47% | Symbol ETA: 10.6s | Global ETA: 58m 25s [2025-11-22T02:28:41.975617] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:41.975700] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:41.976845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:28:41.978167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:42.056184] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 2.8s | Global ETA: 58m 25s [2025-11-22T02:28:42.057074] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:42.057135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:42.062192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:42.064748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:42.065516] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:42.068336] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:28:42.069719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:42.375908] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.12% | Symbol ETA: 3.2s | Global ETA: 58m 25s [2025-11-22T02:28:42.414925] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 4.1s | Global ETA: 58m 26s [2025-11-22T02:28:42.415827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:42.415889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:42.420724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:42.422477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:42.422969] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:42.423986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:42.544751] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 1.09% [2025-11-22T02:28:42.596716] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.67% | Symbol ETA: 10.0s | Global ETA: 58m 26s [2025-11-22T02:28:42.692435] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 5.80% | Symbol ETA: 2.2s | Global ETA: 58m 26s [2025-11-22T02:28:42.714996] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.76% [2025-11-22T02:28:42.767734] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 0.04% [2025-11-22T02:28:42.863372] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 2.06% [2025-11-22T02:28:42.882198] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.53% [2025-11-22T02:28:42.937430] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.31% [2025-11-22T02:28:43.049455] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 0.23% [2025-11-22T02:28:43.055353] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 1.27% [2025-11-22T02:28:43.077796] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 3.5s | Global ETA: 58m 26s [2025-11-22T02:28:43.078700] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:43.078764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:43.083776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:43.085590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:43.086096] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:43.087139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:43.108615] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 1.15% [2025-11-22T02:28:43.217481] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.09% [2025-11-22T02:28:43.243120] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 1.43% [2025-11-22T02:28:43.275772] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.43%, Actual: 0.54% [2025-11-22T02:28:43.384363] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 1.47% [2025-11-22T02:28:43.422694] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.05%, Actual: 0.28% [2025-11-22T02:28:43.443690] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 0.43% [2025-11-22T02:28:43.554388] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.89%, Actual: 0.32% [2025-11-22T02:28:43.609288] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.71% [2025-11-22T02:28:43.613494] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 1.69% [2025-11-22T02:28:43.722436] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.18%, Actual: 1.18% [2025-11-22T02:28:43.726474] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 2.8s | Global ETA: 58m 27s [2025-11-22T02:28:43.778927] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.13% [2025-11-22T02:28:43.781605] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 0.86% [2025-11-22T02:28:43.889675] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.59% [2025-11-22T02:28:43.897767] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 0.24% [2025-11-22T02:28:43.946060] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 0.17% [2025-11-22T02:28:43.951584] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 1.26% [2025-11-22T02:28:44.064595] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.12%, Actual: 0.94% [2025-11-22T02:28:44.064761] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.37%, Actual: 0.62% [2025-11-22T02:28:44.064841] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 39.9434% [2025-11-22T02:28:44.064933] [INFO ] [main ] SFB: DISCARDED add_range_volume_efficiency_refinements (score: 39.94%) [2025-11-22T02:28:44.064977] [INFO ] [main ] SFB: Testing feature 39/53: add_regime [2025-11-22T02:28:44.065009] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_regime'] [2025-11-22T02:28:44.065044] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:44.078048] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:44.079336] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:44.079399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:44.084223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:44.085992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:44.086473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:44.112911] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.47%, Actual: 2.38% [2025-11-22T02:28:44.120971] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.19%, Actual: 0.22% [2025-11-22T02:28:44.130831] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:44.151844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:44.233030] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 0.73% [2025-11-22T02:28:44.283440] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.67%, Actual: 2.45% [2025-11-22T02:28:44.284094] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 47.5282% [2025-11-22T02:28:44.284174] [INFO ] [main ] PFGC: DISCARDED add_open_reversal_intensity (score: 47.53%) [2025-11-22T02:28:44.284310] [INFO ] [main ] PFGC: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:28:44.284346] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:28:44.284380] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:44.295778] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 0.47% [2025-11-22T02:28:44.299504] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:44.300970] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:44.301031] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:44.302176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:44.303745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:44.405585] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 1.19% [2025-11-22T02:28:44.466751] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 5.80%, Actual: 1.19% [2025-11-22T02:28:44.466959] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 40.8268% [2025-11-22T02:28:44.467042] [INFO ] [main ] PEG: DISCARDED add_signed_carry_history_11 (score: 40.83%) [2025-11-22T02:28:44.467087] [INFO ] [main ] PEG: Testing feature 44/53: add_sma_ratio [2025-11-22T02:28:44.467120] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_sma_ratio'] [2025-11-22T02:28:44.467156] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:44.479324] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:44.480756] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:44.480817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:44.485592] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:44.488140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:44.488952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:44.491570] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:44.492337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:44.574260] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.16%, Actual: 0.16% [2025-11-22T02:28:44.733408] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 8.8s | Global ETA: 58m 28s [2025-11-22T02:28:44.734283] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:44.734346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:44.739151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:44.740907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:44.741374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:44.743142] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 2.09% [2025-11-22T02:28:44.785346] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:44.810313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:44.910497] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 1.84% [2025-11-22T02:28:44.914539] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -3.17% | Symbol ETA: 14.7s | Global ETA: 58m 28s [2025-11-22T02:28:44.915415] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:44.915476] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:44.916810] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:44.918370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:45.078803] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.67% [2025-11-22T02:28:45.131338] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 7.6s | Global ETA: 58m 28s [2025-11-22T02:28:45.132324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:45.132388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:45.137443] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:45.140007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:45.140829] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:45.143576] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:45.144369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:45.245575] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.15% [2025-11-22T02:28:45.403977] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 8.2s | Global ETA: 58m 29s [2025-11-22T02:28:45.404881] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:45.404945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:45.409708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:45.411415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:45.411904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:45.417857] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 0.34% [2025-11-22T02:28:45.418054] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 38.4008% [2025-11-22T02:28:45.418149] [INFO ] [main ] AWI: DISCARDED add_regime_flags (score: 38.40%) [2025-11-22T02:28:45.418196] [INFO ] [main ] AWI: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:28:45.418238] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:28:45.418281] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:45.431334] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:45.432818] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:45.432881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:45.437703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:45.439493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:45.440000] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:45.441023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:45.442611] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:45.443661] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:45.444317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:45.455063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:45.474370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:45.530147] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 14.1s | Global ETA: 58m 29s [2025-11-22T02:28:45.531038] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:45.531099] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:45.532248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:45.536510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:45.781890] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 6.9s | Global ETA: 58m 29s [2025-11-22T02:28:45.782783] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:45.782845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:45.787592] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:45.790021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:45.790790] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:45.793381] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:45.794138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.048898] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 7.5s | Global ETA: 58m 29s [2025-11-22T02:28:46.049817] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:46.049881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:46.054611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:46.056356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:46.056843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:46.101050] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:46.118693] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.01% | Symbol ETA: 8.6s | Global ETA: 58m 29s [2025-11-22T02:28:46.119691] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:46.119759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:46.121623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.124985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:46.126923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:46.127489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:46.128564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:46.130231] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:46.131336] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:46.132040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.155333] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 13.5s | Global ETA: 58m 29s [2025-11-22T02:28:46.156239] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:46.156301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:46.157570] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:46.159100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.412425] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.02% | Symbol ETA: 6.2s | Global ETA: 58m 30s [2025-11-22T02:28:46.413315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:46.413376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:46.418162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:46.420546] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:46.421327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:46.423996] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:46.424760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.695845] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 6.9s | Global ETA: 58m 30s [2025-11-22T02:28:46.696721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:46.696785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:46.701580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:46.703337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:46.703836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:46.748447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:46.768962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.785086] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.57% | Symbol ETA: 12.9s | Global ETA: 58m 30s [2025-11-22T02:28:46.786069] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:46.786134] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:46.787315] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:46.789112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:46.793704] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 7.9s | Global ETA: 58m 30s [2025-11-22T02:28:46.794666] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:46.794731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:46.799836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:46.801684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:46.802217] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:46.803297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:46.805001] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:46.806089] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:46.806856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.044606] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 5.5s | Global ETA: 58m 30s [2025-11-22T02:28:47.045508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:47.045570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:47.050372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:47.052782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:47.053541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:47.056163] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:47.056913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.342660] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 6.2s | Global ETA: 58m 31s [2025-11-22T02:28:47.343534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:47.343597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:47.348365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:47.350148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:47.350617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:47.394866] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:47.408180] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 12.3s | Global ETA: 58m 31s [2025-11-22T02:28:47.409128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:47.409192] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:47.410364] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:47.411941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.414989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.443914] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 7.2s | Global ETA: 58m 31s [2025-11-22T02:28:47.444821] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:47.444884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:47.449610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:47.451345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:47.451847] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:47.452867] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:47.454441] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:47.455473] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:47.456151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.679606] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 4.9s | Global ETA: 58m 31s [2025-11-22T02:28:47.680540] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:47.680601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:47.685441] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:47.687910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:47.688723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:47.691327] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:47.692071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:47.993721] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 5.6s | Global ETA: 58m 31s [2025-11-22T02:28:47.994591] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:47.994686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:47.999743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:48.001484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:48.001983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:48.045426] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:48.058781] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 11.7s | Global ETA: 58m 31s [2025-11-22T02:28:48.059690] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:48.059753] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:48.060939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:48.062544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.064958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.120169] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.96% | Symbol ETA: 6.5s | Global ETA: 58m 31s [2025-11-22T02:28:48.121065] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:48.121153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:48.125911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:48.127678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:48.128149] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:48.129164] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:48.130756] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:48.131773] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:48.132421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.309089] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 4.3s | Global ETA: 58m 32s [2025-11-22T02:28:48.309984] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:48.310046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:48.314791] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:48.317175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:48.317983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:48.320585] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:48.321332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.636350] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.53% | Symbol ETA: 4.9s | Global ETA: 58m 32s [2025-11-22T02:28:48.637223] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:48.637298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:48.642103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:48.643869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:48.644343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:48.680455] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 11.1s | Global ETA: 58m 32s [2025-11-22T02:28:48.681339] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:48.681401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:48.682534] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:48.684068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.687427] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:48.706511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.766711] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.56% | Symbol ETA: 5.8s | Global ETA: 58m 32s [2025-11-22T02:28:48.767687] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:48.767752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:48.772483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:48.774219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:48.774714] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:48.775735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:48.777337] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:48.778471] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:48.779170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:48.929869] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 3.6s | Global ETA: 58m 32s [2025-11-22T02:28:48.930763] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:48.930824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:48.935570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:48.938027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:48.938842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:48.941451] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:48.942191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.278969] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.63% | Symbol ETA: 4.2s | Global ETA: 58m 33s [2025-11-22T02:28:49.279858] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:49.279921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:49.284688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:49.286396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:49.286880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:49.302474] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 10.5s | Global ETA: 58m 33s [2025-11-22T02:28:49.303370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:49.303432] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:49.304559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:49.306115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.331477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:49.352511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.436530] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 2.55% | Symbol ETA: 5.1s | Global ETA: 58m 33s [2025-11-22T02:28:49.437489] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:49.437554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:49.442523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:49.444331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:49.444851] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:49.445925] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:49.447662] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:49.448753] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:49.449424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.556844] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 3.0s | Global ETA: 58m 33s [2025-11-22T02:28:49.557749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:49.557811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:49.562573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:49.564976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:49.565756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:49.568380] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:49.569124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.931772] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3.6s | Global ETA: 58m 33s [2025-11-22T02:28:49.932706] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:49.932768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:49.936497] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.98% | Symbol ETA: 9.8s | Global ETA: 58m 33s [2025-11-22T02:28:49.937460] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:49.937524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:49.937522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:49.938683] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:28:49.939243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:49.939753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:49.940245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:49.982407] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:28:50.001616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:50.106506] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 4.5s | Global ETA: 58m 34s [2025-11-22T02:28:50.107424] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:50.107487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:50.112308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:50.114077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:50.114545] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:50.115562] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:50.117158] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:50.118566] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:50.119248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:50.181164] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 2.3s | Global ETA: 58m 34s [2025-11-22T02:28:50.182061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:50.182123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:50.186859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:50.189264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:50.190044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:50.192633] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:28:50.193377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:50.572622] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 9.2s | Global ETA: 58m 34s [2025-11-22T02:28:50.576910] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 2.9s | Global ETA: 58m 34s [2025-11-22T02:28:50.744485] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 1.09% [2025-11-22T02:28:50.745967] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -3.17%, Actual: 0.04% [2025-11-22T02:28:50.746011] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 3.8s | Global ETA: 58m 34s [2025-11-22T02:28:50.747106] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:50.747181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:50.752736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:50.754633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:50.755167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:50.756194] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:50.757939] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:50.759259] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:50.760098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:50.809567] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.23% | Symbol ETA: 1.7s | Global ETA: 58m 34s [2025-11-22T02:28:50.911400] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.76% [2025-11-22T02:28:50.918445] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 0.31% [2025-11-22T02:28:50.982064] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 2.06% [2025-11-22T02:28:51.075852] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 0.53% [2025-11-22T02:28:51.087072] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 1.15% [2025-11-22T02:28:51.160851] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 1.27% [2025-11-22T02:28:51.243100] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.23% [2025-11-22T02:28:51.253963] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 0.54% [2025-11-22T02:28:51.334461] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 1.43% [2025-11-22T02:28:51.409857] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.09% [2025-11-22T02:28:51.418453] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 3.1s | Global ETA: 58m 35s [2025-11-22T02:28:51.419432] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:28:51.419504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:51.424490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:51.426332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:51.426452] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.43% [2025-11-22T02:28:51.426850] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:51.427935] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:28:51.429692] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:28:51.430795] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:28:51.431473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:51.558878] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 0.28% [2025-11-22T02:28:51.575983] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.47% [2025-11-22T02:28:51.599099] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.69% [2025-11-22T02:28:51.728034] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.71% [2025-11-22T02:28:51.741617] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.53%, Actual: 0.32% [2025-11-22T02:28:51.771128] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 0.13% [2025-11-22T02:28:51.898411] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 0.86% [2025-11-22T02:28:51.907227] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.63%, Actual: 1.18% [2025-11-22T02:28:51.939500] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.17% [2025-11-22T02:28:52.070587] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 1.26% [2025-11-22T02:28:52.072229] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.59% [2025-11-22T02:28:52.102025] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 2.5s | Global ETA: 58m 36s [2025-11-22T02:28:52.107131] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.98%, Actual: 2.38% [2025-11-22T02:28:52.238004] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.94% [2025-11-22T02:28:52.238219] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.6471% [2025-11-22T02:28:52.238314] [INFO ] [main ] SFB: DISCARDED add_regime (score: 40.65%) [2025-11-22T02:28:52.238356] [INFO ] [main ] SFB: Testing feature 40/53: add_regime_flags [2025-11-22T02:28:52.238387] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_regime_flags'] [2025-11-22T02:28:52.238422] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:28:52.250735] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 0.22% [2025-11-22T02:28:52.251429] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:52.252900] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:52.252962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:52.257783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:52.259527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:52.260032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:52.274900] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.17%, Actual: 2.45% [2025-11-22T02:28:52.275095] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 48.3987% [2025-11-22T02:28:52.275175] [INFO ] [main ] PFGC: DISCARDED add_open_vs_close_liquidity_ratio (score: 48.40%) [2025-11-22T02:28:52.277564] [INFO ] [main ] PFGC: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:28:52.277604] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_open_vs_prev_range_position'] [2025-11-22T02:28:52.277659] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:28:52.280283] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 0.24% [2025-11-22T02:28:52.292933] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:52.294228] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:52.294291] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:52.295574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:52.298727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:52.303515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:52.304589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:52.422690] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 0.47% [2025-11-22T02:28:52.458324] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 0.62% [2025-11-22T02:28:52.590003] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.23%, Actual: 1.19% [2025-11-22T02:28:52.590202] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 40.9792% [2025-11-22T02:28:52.590281] [INFO ] [main ] PEG: DISCARDED add_sma_ratio (score: 40.98%) [2025-11-22T02:28:52.590322] [INFO ] [main ] PEG: Testing feature 45/53: add_true_range [2025-11-22T02:28:52.590357] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_true_range'] [2025-11-22T02:28:52.590392] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:28:52.602412] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:52.603863] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:52.603925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:52.608790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:52.611226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:52.612042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:52.614675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:52.616439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:52.641138] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.73% [2025-11-22T02:28:52.823661] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.96%, Actual: 1.19% [2025-11-22T02:28:52.885959] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 8.4s | Global ETA: 58m 36s [2025-11-22T02:28:52.886877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:52.886939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:52.895150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:52.897079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:52.897582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:52.943610] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:52.945001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:52.951448] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.52% | Symbol ETA: 14.5s | Global ETA: 58m 36s [2025-11-22T02:28:52.952601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:52.952699] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:52.954075] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:52.957575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:53.004635] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.56%, Actual: 0.16% [2025-11-22T02:28:53.178994] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 2.55%, Actual: 2.09% [2025-11-22T02:28:53.240073] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.37% | Symbol ETA: 7.2s | Global ETA: 58m 37s [2025-11-22T02:28:53.240991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:53.241054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:53.246052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:53.248587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:53.249397] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:53.252158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:53.254010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:53.345815] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 1.84% [2025-11-22T02:28:53.511742] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 0.67% [2025-11-22T02:28:53.515245] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 7.8s | Global ETA: 58m 37s [2025-11-22T02:28:53.516140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:53.516202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:53.521016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:53.522760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:53.523229] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:53.566303] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:53.567412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:53.580089] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 13.8s | Global ETA: 58m 37s [2025-11-22T02:28:53.581388] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:53.581527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:53.583359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:53.587817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:53.680582] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 0.15% [2025-11-22T02:28:53.846219] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.60%, Actual: 0.34% [2025-11-22T02:28:53.846458] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 46.5955% [2025-11-22T02:28:53.846542] [INFO ] [main ] AWI: DISCARDED add_return_volume_nonlinearity_proxies (score: 46.60%) [2025-11-22T02:28:53.846585] [INFO ] [main ] AWI: Testing feature 42/53: add_shelf_lag [2025-11-22T02:28:53.846616] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_shelf_lag'] [2025-11-22T02:28:53.846667] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:28:53.860284] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:28:53.861766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:53.861828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:53.866556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:53.868462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:53.868975] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:53.870171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:53.895370] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 6.6s | Global ETA: 58m 37s [2025-11-22T02:28:53.896326] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:53.896392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:53.901352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:53.904167] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:53.905020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:53.907893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:53.909831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.145028] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 7.1s | Global ETA: 58m 38s [2025-11-22T02:28:54.145919] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:54.145984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:54.150736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:54.152435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:54.152922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:54.195612] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:54.196720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.216221] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 13.1s | Global ETA: 58m 38s [2025-11-22T02:28:54.217142] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:54.217203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:54.218367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:54.221243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.543818] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 6.0s | Global ETA: 58m 38s [2025-11-22T02:28:54.544788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:54.544852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:54.549888] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:54.552471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:54.553280] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:54.556029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:54.557867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.628235] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 9.2s | Global ETA: 58m 38s [2025-11-22T02:28:54.629204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:54.629267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:54.634466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:54.636306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:54.636819] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:54.637985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.767604] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 6.5s | Global ETA: 58m 38s [2025-11-22T02:28:54.768897] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:54.768960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:54.773762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:54.775471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:54.775965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:54.819908] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:54.821238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:54.849246] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 12.5s | Global ETA: 58m 38s [2025-11-22T02:28:54.850188] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:54.850251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:54.851406] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:54.854353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:55.178661] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 5.3s | Global ETA: 58m 39s [2025-11-22T02:28:55.179527] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:55.179588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:55.184346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:55.186754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:55.187547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:55.190181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:55.191953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:55.393247] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 5.9s | Global ETA: 58m 39s [2025-11-22T02:28:55.394138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:55.394200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:55.396061] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.57% | Symbol ETA: 8.4s | Global ETA: 58m 39s [2025-11-22T02:28:55.396960] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:55.397051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:55.398923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:55.400638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:55.401140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:55.401886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:55.403721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:55.404197] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:55.405304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:55.444176] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:55.445287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:55.471496] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.67% | Symbol ETA: 11.8s | Global ETA: 58m 39s [2025-11-22T02:28:55.472423] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:55.472486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:55.473664] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:55.476596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:55.822472] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 4.7s | Global ETA: 58m 39s [2025-11-22T02:28:55.823406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:55.823469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:55.828519] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:55.831050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:55.831855] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:55.834622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:55.836475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.010279] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 5.2s | Global ETA: 58m 40s [2025-11-22T02:28:56.011178] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:56.011241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:56.016098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:56.018038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:56.018511] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:56.065146] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:56.066211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.101207] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 11.2s | Global ETA: 58m 40s [2025-11-22T02:28:56.102152] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:56.102215] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:56.103420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:56.106455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.165585] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 7.6s | Global ETA: 58m 40s [2025-11-22T02:28:56.166486] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:56.166547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:56.171331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:56.173096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:56.173589] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:56.174695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.478704] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 4.1s | Global ETA: 58m 40s [2025-11-22T02:28:56.479926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:56.479988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:56.484868] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:56.487270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:56.488054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:56.490665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:56.492403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.631950] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 4.6s | Global ETA: 58m 40s [2025-11-22T02:28:56.632844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:56.632905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:56.637659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:56.639366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:56.639851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:56.682627] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:56.683717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.735109] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 10.5s | Global ETA: 58m 40s [2025-11-22T02:28:56.736027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:56.736090] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:56.737288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:56.740252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:56.982172] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -3.57% | Symbol ETA: 6.9s | Global ETA: 58m 41s [2025-11-22T02:28:56.983071] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:56.983133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:56.988107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:56.990034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:56.990536] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:56.991686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.116137] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 3.4s | Global ETA: 58m 41s [2025-11-22T02:28:57.117143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:57.117208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:57.122495] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:57.125119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:57.125961] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:57.128843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:57.130843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.252987] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 4.0s | Global ETA: 58m 41s [2025-11-22T02:28:57.253872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:57.253956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:57.258774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:57.260511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:57.260993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:57.304482] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:57.305531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.364669] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 9.9s | Global ETA: 58m 41s [2025-11-22T02:28:57.365542] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:57.365604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:57.366769] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:57.369733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.749172] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 6.1s | Global ETA: 58m 41s [2025-11-22T02:28:57.750091] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:57.750153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:57.755023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:57.756798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:57.757288] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:57.758382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.781486] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.21% | Symbol ETA: 2.8s | Global ETA: 58m 41s [2025-11-22T02:28:57.782374] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:57.782436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:57.787238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:57.789758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:57.790532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:57.793209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:57.794996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.878315] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 3.3s | Global ETA: 58m 42s [2025-11-22T02:28:57.879214] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:57.879277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:57.884072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:57.885810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:57.886283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:28:57.929740] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:28:57.930844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:57.998011] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.83% | Symbol ETA: 9.3s | Global ETA: 58m 42s [2025-11-22T02:28:57.998899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:28:57.998961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:28:58.000173] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:28:58.003209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:58.420242] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.85% | Symbol ETA: 2.1s | Global ETA: 58m 42s [2025-11-22T02:28:58.421164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:28:58.421225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:58.426067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:28:58.428466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:28:58.429281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:28:58.431919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:58.433793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:58.514220] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 2.7s | Global ETA: 58m 42s [2025-11-22T02:28:58.516837] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 5.4s | Global ETA: 58m 42s [2025-11-22T02:28:58.517855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:58.517920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:58.523102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:58.525344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:58.525903] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:58.527036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:58.632225] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.11% | Symbol ETA: 8.6s | Global ETA: 58m 42s [2025-11-22T02:28:58.686044] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 1.09% [2025-11-22T02:28:58.804615] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.52%, Actual: 0.04% [2025-11-22T02:28:58.854999] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.76% [2025-11-22T02:28:58.976367] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -2.06%, Actual: 0.31% [2025-11-22T02:28:59.023459] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 0.53% [2025-11-22T02:28:59.057773] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.89% | Symbol ETA: 1.5s | Global ETA: 58m 43s [2025-11-22T02:28:59.146188] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 1.15% [2025-11-22T02:28:59.196465] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 0.23% [2025-11-22T02:28:59.230846] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.37%, Actual: 2.06% [2025-11-22T02:28:59.283581] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 4.6s | Global ETA: 58m 43s [2025-11-22T02:28:59.284463] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:28:59.284525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:28:59.289306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:28:59.291039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:28:59.291512] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:28:59.292597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:28:59.331837] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 0.54% [2025-11-22T02:28:59.368473] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 0.09% [2025-11-22T02:28:59.401416] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 1.27% [2025-11-22T02:28:59.501811] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:28:59.538767] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 1.47% [2025-11-22T02:28:59.571667] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 1.43% [2025-11-22T02:28:59.672474] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.69% [2025-11-22T02:28:59.707862] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.32% [2025-11-22T02:28:59.741826] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 0.28% [2025-11-22T02:28:59.842726] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.13% [2025-11-22T02:28:59.876284] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 1.18% [2025-11-22T02:28:59.911719] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.71% [2025-11-22T02:29:00.020818] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 0.17% [2025-11-22T02:29:00.032501] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 3.8s | Global ETA: 58m 44s [2025-11-22T02:29:00.033488] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:00.033563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:00.038358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:00.040101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:00.040582] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:00.041697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:00.045633] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.59% [2025-11-22T02:29:00.086969] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 0.86% [2025-11-22T02:29:00.215038] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.94% [2025-11-22T02:29:00.215619] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 35.3477% [2025-11-22T02:29:00.215733] [INFO ] [main ] SFB: DISCARDED add_regime_flags (score: 35.35%) [2025-11-22T02:29:00.215779] [INFO ] [main ] SFB: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:29:00.215815] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:29:00.215850] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:00.227115] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.83%, Actual: 2.38% [2025-11-22T02:29:00.228205] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:00.229484] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:00.229562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:00.234404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:00.236374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:00.236873] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:00.257577] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 1.26% [2025-11-22T02:29:00.281587] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:00.282692] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:00.284324] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:00.285363] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:00.286052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:00.398890] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.11%, Actual: 2.45% [2025-11-22T02:29:00.399159] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 31.9696% [2025-11-22T02:29:00.399249] [INFO ] [main ] PFGC: DISCARDED add_open_vs_prev_range_position (score: 31.97%) [2025-11-22T02:29:00.399311] [INFO ] [main ] PFGC: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:29:00.399346] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude'] [2025-11-22T02:29:00.399381] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:00.414257] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:00.415783] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:00.415845] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:00.417006] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:00.417744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:00.426749] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.21%, Actual: 0.22% [2025-11-22T02:29:00.596995] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.85%, Actual: 0.47% [2025-11-22T02:29:00.764978] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.89%, Actual: 1.19% [2025-11-22T02:29:00.765175] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.8302% [2025-11-22T02:29:00.765260] [INFO ] [main ] PEG: DISCARDED add_true_range (score: 35.83%) [2025-11-22T02:29:00.765302] [INFO ] [main ] PEG: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:29:00.765342] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_vol_of_vol'] [2025-11-22T02:29:00.765377] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:00.774520] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 3.0s | Global ETA: 58m 45s [2025-11-22T02:29:00.775636] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:00.775718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:00.777497] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:00.778791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:00.778854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:00.780558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:00.782318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:00.782823] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:00.783770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:00.783930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:00.786238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:00.787022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:00.789669] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:00.790735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:00.865738] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 8.1s | Global ETA: 58m 45s [2025-11-22T02:29:00.866606] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:00.866700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:00.871546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:00.873300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:00.873789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:00.918339] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:00.919674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:00.921543] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:00.922613] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:00.923300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:01.188007] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 15.1s | Global ETA: 58m 45s [2025-11-22T02:29:01.188908] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:01.188970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:01.190158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:01.193844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:01.525221] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -2.27% | Symbol ETA: 8.0s | Global ETA: 58m 45s [2025-11-22T02:29:01.526153] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:01.526216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:01.534508] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:01.537035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:01.537845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:01.540492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:01.541570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:01.579765] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 7.8s | Global ETA: 58m 45s [2025-11-22T02:29:01.580665] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:01.580730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:01.588555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:01.593350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:01.593870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:01.641427] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:01.642789] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:01.644611] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:01.645725] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:01.646400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:01.969668] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 2.3s | Global ETA: 58m 46s [2025-11-22T02:29:01.989379] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 14.4s | Global ETA: 58m 46s [2025-11-22T02:29:01.990341] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:01.990406] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:01.991611] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:01.992323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:02.143278] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.24% [2025-11-22T02:29:02.238849] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 7.1s | Global ETA: 58m 46s [2025-11-22T02:29:02.239762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:02.239826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:02.244737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:02.247444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:02.248263] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:02.250984] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:02.252091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:02.312253] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.57%, Actual: 0.62% [2025-11-22T02:29:02.387590] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 7.4s | Global ETA: 58m 46s [2025-11-22T02:29:02.388868] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:02.388953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:02.396933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:02.399925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:02.400668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:02.454742] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:02.456604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:02.459355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:02.461153] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:02.462180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:02.482727] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.73% [2025-11-22T02:29:02.618746] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 13.3s | Global ETA: 58m 46s [2025-11-22T02:29:02.619623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:02.619719] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:02.620870] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:02.621495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:02.656268] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -3.57%, Actual: 1.19% [2025-11-22T02:29:02.825720] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 0.16% [2025-11-22T02:29:02.887529] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 6.2s | Global ETA: 58m 47s [2025-11-22T02:29:02.888422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:02.888486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:02.893443] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:02.895953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:02.896762] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:02.899439] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:02.900520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:02.995688] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 2.09% [2025-11-22T02:29:03.143876] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 6.8s | Global ETA: 58m 47s [2025-11-22T02:29:03.144794] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:03.144861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:03.149871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:03.151685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:03.152172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:03.168012] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 1.84% [2025-11-22T02:29:03.198414] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:03.199763] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:03.201549] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:03.202615] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:03.203312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:03.229310] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 12.3s | Global ETA: 58m 47s [2025-11-22T02:29:03.230208] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:03.230270] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:03.231395] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:03.232038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:03.355798] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.67% [2025-11-22T02:29:03.529266] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 5.4s | Global ETA: 58m 47s [2025-11-22T02:29:03.530219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:03.530283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:03.535166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:03.537765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:03.537706] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.15% [2025-11-22T02:29:03.538567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:03.541286] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:03.542441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:03.709618] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.53%, Actual: 0.34% [2025-11-22T02:29:03.709850] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 46.3515% [2025-11-22T02:29:03.709934] [INFO ] [main ] AWI: DISCARDED add_shelf_lag (score: 46.35%) [2025-11-22T02:29:03.709976] [INFO ] [main ] AWI: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:29:03.710010] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_signed_carry_history_11'] [2025-11-22T02:29:03.710044] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:03.724068] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:03.725339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:03.725400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:03.730439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:03.732299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:03.732798] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:03.734148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:03.788622] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 6.0s | Global ETA: 58m 48s [2025-11-22T02:29:03.789520] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:03.789584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:03.794401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:03.796235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:03.796787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:03.840816] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:03.842061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:03.843206] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.67% | Symbol ETA: 11.5s | Global ETA: 58m 48s [2025-11-22T02:29:03.843769] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:03.844223] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:03.844291] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:03.844804] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:03.845460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:03.845459] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:03.846146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:04.179063] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 4.7s | Global ETA: 58m 48s [2025-11-22T02:29:04.180667] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:04.180747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:04.185584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:04.188106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:04.188916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:04.191591] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:04.192715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:04.375374] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 8.2s | Global ETA: 58m 48s [2025-11-22T02:29:04.376281] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:04.376342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:04.381270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:04.383023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:04.383496] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:04.384871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:04.428800] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 5.2s | Global ETA: 58m 48s [2025-11-22T02:29:04.429723] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:04.429790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:04.434622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:04.436487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:04.437002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:04.460985] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.24% | Symbol ETA: 10.8s | Global ETA: 58m 48s [2025-11-22T02:29:04.461874] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:04.461934] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:04.463066] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:04.463710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:04.481052] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:04.482363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:04.484108] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:04.485173] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:04.485863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:04.809716] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 4.0s | Global ETA: 58m 49s [2025-11-22T02:29:04.810681] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:04.810745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:04.815612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:04.818124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:04.818913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:04.821562] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:04.822688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.017016] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 7.5s | Global ETA: 58m 49s [2025-11-22T02:29:05.018017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:05.018080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:05.023216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:05.025057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:05.025559] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:05.027004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.081755] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.39% | Symbol ETA: 10.1s | Global ETA: 58m 49s [2025-11-22T02:29:05.082623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:05.082706] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:05.083866] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:05.084490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.089571] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 4.5s | Global ETA: 58m 49s [2025-11-22T02:29:05.090550] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:05.090614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:05.095414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:05.097189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:05.097698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:05.141669] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:05.142965] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:05.144830] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:05.145880] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:05.146548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.446758] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 3.3s | Global ETA: 58m 49s [2025-11-22T02:29:05.447702] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:05.447780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:05.452803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:05.455289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:05.456094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:05.458801] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:05.459894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.679673] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 6.9s | Global ETA: 58m 50s [2025-11-22T02:29:05.680549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:05.680626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:05.684427] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 9.4s | Global ETA: 58m 50s [2025-11-22T02:29:05.685311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:05.685332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:05.685371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:05.686489] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:05.687096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:05.687136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.687589] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:05.688935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:05.730418] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.96% | Symbol ETA: 3.8s | Global ETA: 58m 50s [2025-11-22T02:29:05.731302] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:05.731365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:05.736150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:05.737905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:05.738368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:05.781686] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:05.782725] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:05.784322] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:05.785339] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:05.786025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.096962] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 2.6s | Global ETA: 58m 50s [2025-11-22T02:29:06.097884] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:06.098270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:06.103065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:06.105456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:06.106239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:06.108892] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:06.109955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.317682] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 6.2s | Global ETA: 58m 50s [2025-11-22T02:29:06.318547] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:06.318609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:06.323409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:06.325186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:06.325670] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:06.327010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.341381] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 8.8s | Global ETA: 58m 50s [2025-11-22T02:29:06.342270] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:29:06.342330] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:06.343437] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:06.344084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.358724] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 3.1s | Global ETA: 58m 50s [2025-11-22T02:29:06.359590] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:06.359671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:06.364439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:06.366172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:06.366634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:06.409764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:29:06.411099] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:06.412810] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:06.413844] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:29:06.414508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.741934] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 1.9s | Global ETA: 58m 51s [2025-11-22T02:29:06.742820] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:06.742881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:06.748108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:06.750537] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:06.751320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:06.753978] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:06.755050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.960201] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.37% | Symbol ETA: 5.6s | Global ETA: 58m 51s [2025-11-22T02:29:06.961098] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:06.961160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:06.961587] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 8.1s | Global ETA: 58m 51s [2025-11-22T02:29:06.965931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:06.967696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:06.968187] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:06.969537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:06.987141] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 2.4s | Global ETA: 58m 51s [2025-11-22T02:29:07.126376] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.04% [2025-11-22T02:29:07.153880] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.09% [2025-11-22T02:29:07.290475] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 0.31% [2025-11-22T02:29:07.320110] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 0.76% [2025-11-22T02:29:07.368810] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 1.3s | Global ETA: 58m 51s [2025-11-22T02:29:07.455298] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 1.15% [2025-11-22T02:29:07.486250] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.53% [2025-11-22T02:29:07.539884] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -2.27%, Actual: 2.06% [2025-11-22T02:29:07.606161] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.26% | Symbol ETA: 4.9s | Global ETA: 58m 52s [2025-11-22T02:29:07.608239] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:07.608301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:07.615068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:07.616828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:07.617327] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:07.618771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:07.619345] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.54% [2025-11-22T02:29:07.654153] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 0.23% [2025-11-22T02:29:07.710467] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 1.27% [2025-11-22T02:29:07.782783] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:29:07.820527] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.09% [2025-11-22T02:29:07.882552] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 1.43% [2025-11-22T02:29:07.945731] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 1.69% [2025-11-22T02:29:07.987185] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 1.47% [2025-11-22T02:29:08.059779] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.55%, Actual: 0.28% [2025-11-22T02:29:08.113099] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.39%, Actual: 0.13% [2025-11-22T02:29:08.165215] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.32% [2025-11-22T02:29:08.305520] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.71% [2025-11-22T02:29:08.314107] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 4.3s | Global ETA: 58m 52s [2025-11-22T02:29:08.315580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:08.315694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:08.317178] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.17% [2025-11-22T02:29:08.323373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:08.326385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:08.327155] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:08.329246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:08.422988] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.96%, Actual: 1.18% [2025-11-22T02:29:08.556228] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 2.38% [2025-11-22T02:29:08.585316] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 0.86% [2025-11-22T02:29:08.694720] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.59% [2025-11-22T02:29:08.815561] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 2.45% [2025-11-22T02:29:08.815844] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 55.1071% [2025-11-22T02:29:08.816023] [INFO ] [main ] PFGC: KEPT add_overnight_gap_amplitude (score: 55.11%) [2025-11-22T02:29:08.816081] [INFO ] [main ] PFGC: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:29:08.816121] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag'] [2025-11-22T02:29:08.816166] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:08.832460] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:08.832994] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 1.26% [2025-11-22T02:29:08.834058] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:08.834138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:08.835325] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:08.836028] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:08.836724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:08.946150] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 0.94% [2025-11-22T02:29:08.946405] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.1290% [2025-11-22T02:29:08.946566] [INFO ] [main ] SFB: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.13%) [2025-11-22T02:29:08.946627] [INFO ] [main ] SFB: Testing feature 42/53: add_shelf_lag [2025-11-22T02:29:08.946684] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_shelf_lag'] [2025-11-22T02:29:08.946721] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:08.961848] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:08.963483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:08.963551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:08.968807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:08.970847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:08.971489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:09.019766] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:09.021391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:09.044674] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.87%, Actual: 0.22% [2025-11-22T02:29:09.204895] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 3.7s | Global ETA: 58m 53s [2025-11-22T02:29:09.205845] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:09.205909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:09.210811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:09.212598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:09.213109] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:09.214490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:09.245676] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 0.47% [2025-11-22T02:29:09.416088] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 1.29%, Actual: 1.19% [2025-11-22T02:29:09.416292] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 37.9185% [2025-11-22T02:29:09.416375] [INFO ] [main ] PEG: DISCARDED add_vol_of_vol (score: 37.92%) [2025-11-22T02:29:09.416419] [INFO ] [main ] PEG: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:29:09.416451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_volatility_decay_ratio'] [2025-11-22T02:29:09.416486] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:09.428024] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:09.429327] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:09.429390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:09.434530] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:09.437084] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:09.437921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:09.440674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:09.441852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:09.501633] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 13.8s | Global ETA: 58m 54s [2025-11-22T02:29:09.502544] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:09.502606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:09.503785] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:09.504495] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:09.505222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:09.723894] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 9.2s | Global ETA: 58m 54s [2025-11-22T02:29:09.724811] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:09.724874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:09.729781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:09.731510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:09.732032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:09.775724] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:09.776949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:09.852435] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 3.0s | Global ETA: 58m 54s [2025-11-22T02:29:09.853331] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:09.853392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:09.858189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:09.859996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:09.860466] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:09.861905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.082858] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -2.32% | Symbol ETA: 7.0s | Global ETA: 58m 54s [2025-11-22T02:29:10.083799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:10.083862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:10.088723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:10.091245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:10.092068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:10.094700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:10.095829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.124491] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 13.0s | Global ETA: 58m 54s [2025-11-22T02:29:10.125440] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:10.125502] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:10.127026] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:10.127697] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:10.128519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.428551] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 8.2s | Global ETA: 58m 55s [2025-11-22T02:29:10.429460] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:10.429524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:10.434437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:10.436255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:10.436763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:10.481080] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:10.482562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.493846] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 2.3s | Global ETA: 58m 55s [2025-11-22T02:29:10.660368] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.24% [2025-11-22T02:29:10.718403] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 1.75% | Symbol ETA: 6.3s | Global ETA: 58m 55s [2025-11-22T02:29:10.719319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:10.719381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:10.724299] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:10.726768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:10.727552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:10.730196] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:10.731337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.780627] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 12.3s | Global ETA: 58m 55s [2025-11-22T02:29:10.781570] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:10.781636] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:10.782808] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:10.783450] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:10.784185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:10.827934] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.62% [2025-11-22T02:29:10.993197] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 0.73% [2025-11-22T02:29:11.148927] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 7.4s | Global ETA: 58m 55s [2025-11-22T02:29:11.149830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:11.149891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:11.154638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:11.156392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:11.156884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:11.157848] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.99%, Actual: 1.19% [2025-11-22T02:29:11.201232] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:11.202580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:11.327060] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.37%, Actual: 0.16% [2025-11-22T02:29:11.350558] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.12% | Symbol ETA: 5.6s | Global ETA: 58m 56s [2025-11-22T02:29:11.351437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:11.351501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:11.356265] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:11.359048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:11.359829] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:11.362490] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:11.363607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:11.422896] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 11.7s | Global ETA: 58m 56s [2025-11-22T02:29:11.423869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:11.423938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:11.425147] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:11.425955] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:11.426700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:11.500062] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.26%, Actual: 2.09% [2025-11-22T02:29:11.667504] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 1.84% [2025-11-22T02:29:11.836131] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 0.67% [2025-11-22T02:29:11.869476] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 6.7s | Global ETA: 58m 56s [2025-11-22T02:29:11.870395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:11.870460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:11.875461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:11.877347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:11.877857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:11.922991] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:11.924366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:11.998568] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 5.0s | Global ETA: 58m 56s [2025-11-22T02:29:11.999489] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:11.999552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:12.003023] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.15% [2025-11-22T02:29:12.004707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:12.007302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:12.008117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:12.010922] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:12.012090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.072694] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 11.0s | Global ETA: 58m 56s [2025-11-22T02:29:12.073718] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:12.073784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:12.075096] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:12.075803] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:12.076468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.168047] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.34% [2025-11-22T02:29:12.168210] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.5519% [2025-11-22T02:29:12.168292] [INFO ] [main ] AWI: DISCARDED add_signed_carry_history_11 (score: 39.55%) [2025-11-22T02:29:12.168333] [INFO ] [main ] AWI: Testing feature 44/53: add_sma_ratio [2025-11-22T02:29:12.168365] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_sma_ratio'] [2025-11-22T02:29:12.168420] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:12.180996] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:12.182373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:12.182434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:12.187189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:12.189061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:12.189537] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:12.190245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.586711] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 6.0s | Global ETA: 58m 57s [2025-11-22T02:29:12.587730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:12.587806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:12.592964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:12.594874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:12.595388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:12.641571] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:12.643511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.653072] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 4.4s | Global ETA: 58m 57s [2025-11-22T02:29:12.654023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:12.654087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:12.659047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:12.661559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:12.662358] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:12.665042] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:12.666234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.710611] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 10.4s | Global ETA: 58m 57s [2025-11-22T02:29:12.711488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:12.711549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:12.712719] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:12.713338] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:12.714062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:12.815003] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 7.5s | Global ETA: 58m 57s [2025-11-22T02:29:12.815902] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:12.815963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:12.820807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:12.822521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:12.823047] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:12.823754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.304325] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 3.7s | Global ETA: 58m 58s [2025-11-22T02:29:13.305348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:13.305413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:13.310439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:13.313056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:13.313337] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 5.2s | Global ETA: 58m 58s [2025-11-22T02:29:13.313878] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:13.314235] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:13.314298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:13.316668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:13.317892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.319196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:13.320955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:13.321424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:13.324774] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 9.7s | Global ETA: 58m 58s [2025-11-22T02:29:13.325691] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:13.325754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:13.326922] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:13.327560] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:13.328240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.366262] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:13.367564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.450897] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 6.8s | Global ETA: 58m 58s [2025-11-22T02:29:13.451804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:13.451865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:13.456623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:13.458477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:13.458967] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:13.459663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.936083] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 9.1s | Global ETA: 58m 58s [2025-11-22T02:29:13.936962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:13.937023] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:13.938199] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:13.938844] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:13.939489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:13.941999] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 3.1s | Global ETA: 58m 58s [2025-11-22T02:29:13.942953] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:13.943027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:13.948120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:13.950679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:13.951464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:13.954246] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:13.955403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.036340] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 4.5s | Global ETA: 58m 58s [2025-11-22T02:29:14.037283] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:14.037357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:14.042263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:14.044102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:14.044573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:14.084755] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 6.2s | Global ETA: 58m 58s [2025-11-22T02:29:14.085616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:14.085699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:14.090281] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:14.090528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:14.091719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.092242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:14.092732] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:14.093410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.559080] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.40% | Symbol ETA: 8.4s | Global ETA: 58m 59s [2025-11-22T02:29:14.560002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:14.560065] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:14.561287] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:14.561971] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:29:14.562666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.588916] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 2.4s | Global ETA: 58m 59s [2025-11-22T02:29:14.589804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:14.589866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:14.594619] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:14.597027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:14.597886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:14.602049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:14.603226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.716775] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 5.6s | Global ETA: 58m 59s [2025-11-22T02:29:14.717680] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:14.717741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:14.722450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:14.724214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:14.724702] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:14.725394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:14.757291] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.21% | Symbol ETA: 3.8s | Global ETA: 58m 59s [2025-11-22T02:29:14.758231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:14.758294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:14.763107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:14.764881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:14.765341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:14.811160] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:14.812636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:15.200156] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -5.09% | Symbol ETA: 7.8s | Global ETA: 58m 59s [2025-11-22T02:29:15.224716] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.07% | Symbol ETA: 1.8s | Global ETA: 58m 60s [2025-11-22T02:29:15.225671] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:15.225737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:15.230714] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:15.233223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:15.234042] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:15.236790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:15.237997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:15.337797] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 4.9s | Global ETA: 58m 60s [2025-11-22T02:29:15.338691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:15.338752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:15.343486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:15.345234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:15.345728] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:15.346407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:15.370117] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.04% [2025-11-22T02:29:15.477709] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 3.1s | Global ETA: 58m 60s [2025-11-22T02:29:15.478666] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:15.478731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:15.483892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:15.485761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:15.486272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:15.531147] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:29:15.532500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:15.536966] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.31% [2025-11-22T02:29:15.702246] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 1.15% [2025-11-22T02:29:15.866574] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 4.33% | Symbol ETA: 1.1s | Global ETA: 59m 0s [2025-11-22T02:29:15.868352] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 0.54% [2025-11-22T02:29:15.980402] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 4.3s | Global ETA: 59m 0s [2025-11-22T02:29:15.981329] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:15.981392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:15.986209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:15.988032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:15.988494] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:15.989180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:16.034524] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.43% [2025-11-22T02:29:16.037884] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -2.32%, Actual: 2.06% [2025-11-22T02:29:16.186527] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 2.3s | Global ETA: 59m 1s [2025-11-22T02:29:16.199826] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 1.69% [2025-11-22T02:29:16.208849] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 1.75%, Actual: 1.27% [2025-11-22T02:29:16.355376] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 1.09% [2025-11-22T02:29:16.365899] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 0.13% [2025-11-22T02:29:16.382878] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.12%, Actual: 1.43% [2025-11-22T02:29:16.524298] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 0.76% [2025-11-22T02:29:16.530162] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.17% [2025-11-22T02:29:16.567490] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.28% [2025-11-22T02:29:16.635205] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 3.7s | Global ETA: 59m 1s [2025-11-22T02:29:16.636167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:16.636229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:16.641033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:16.642781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:16.643248] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:16.643941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:16.691812] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.53% [2025-11-22T02:29:16.695010] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.40%, Actual: 2.38% [2025-11-22T02:29:16.740276] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.71% [2025-11-22T02:29:16.858767] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 0.23% [2025-11-22T02:29:16.861179] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -5.09%, Actual: 2.45% [2025-11-22T02:29:16.861373] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 37.9467% [2025-11-22T02:29:16.861425] [INFO ] [main ] PFGC: DISCARDED add_overnight_gap_mag (score: 37.95%) [2025-11-22T02:29:16.861463] [INFO ] [main ] PFGC: Testing feature 29/53: add_pct_change [2025-11-22T02:29:16.861494] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_pct_change'] [2025-11-22T02:29:16.861531] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:16.876502] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:16.877894] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:16.877962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:16.879174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:16.879868] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:16.881918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:16.910423] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.86% [2025-11-22T02:29:17.027097] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.09% [2025-11-22T02:29:17.082430] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 1.26% [2025-11-22T02:29:17.196902] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.47% [2025-11-22T02:29:17.252575] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 0.22% [2025-11-22T02:29:17.264782] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 3.0s | Global ETA: 59m 2s [2025-11-22T02:29:17.265684] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:17.265745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:17.270534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:17.272321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:17.272808] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:17.273523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:17.367367] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.32% [2025-11-22T02:29:17.441908] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.07%, Actual: 0.47% [2025-11-22T02:29:17.500556] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 1.40% | Symbol ETA: 12.5s | Global ETA: 59m 2s [2025-11-22T02:29:17.501429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:17.501490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:17.502603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:17.503255] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:17.505228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:17.542046] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 1.18% [2025-11-22T02:29:17.610490] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 4.33%, Actual: 1.19% [2025-11-22T02:29:17.610704] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 51.8120% [2025-11-22T02:29:17.610786] [INFO ] [main ] PEG: DISCARDED add_volatility_decay_ratio (score: 51.81%) [2025-11-22T02:29:17.610829] [INFO ] [main ] PEG: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:29:17.610861] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:29:17.610897] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:17.623255] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:17.624482] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:17.624546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:17.629467] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:17.631929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:17.632714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:17.635357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:17.637189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:17.637701] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:17.638752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:17.640818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:17.719992] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 0.59% [2025-11-22T02:29:17.891614] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 0.94% [2025-11-22T02:29:17.891859] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 47.2550% [2025-11-22T02:29:17.891969] [INFO ] [main ] SFB: DISCARDED add_shelf_lag (score: 47.26%) [2025-11-22T02:29:17.892015] [INFO ] [main ] SFB: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:29:17.892048] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_signed_carry_history_11'] [2025-11-22T02:29:17.892118] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:17.905507] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:17.906975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:17.907036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:17.909758] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.85% | Symbol ETA: 2.4s | Global ETA: 59m 2s [2025-11-22T02:29:17.910713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:17.910773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:17.911918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:17.913740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:17.914212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:17.915561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:17.917321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:17.920050] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:17.920790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:17.960155] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:17.961795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:18.120261] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 11.9s | Global ETA: 59m 3s [2025-11-22T02:29:18.121142] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:18.121203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:18.122309] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:18.122955] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:18.124887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:18.269758] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 6.7s | Global ETA: 59m 3s [2025-11-22T02:29:18.270613] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:18.270695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:18.275513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:18.277934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:18.278717] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:18.281423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:18.283215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:18.283708] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:18.284768] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:18.286767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:18.554225] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 1.8s | Global ETA: 59m 3s [2025-11-22T02:29:18.572920] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 8.1s | Global ETA: 59m 3s [2025-11-22T02:29:18.574139] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:18.574200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:18.578984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:18.580735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:18.581234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:18.626054] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:18.627693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:18.725135] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 0.24% [2025-11-22T02:29:18.741063] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 11.2s | Global ETA: 59m 3s [2025-11-22T02:29:18.741948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:18.742009] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:18.743158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:18.743800] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:18.745782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:18.909385] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.62% [2025-11-22T02:29:18.911271] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 2.83% | Symbol ETA: 6.0s | Global ETA: 59m 3s [2025-11-22T02:29:18.912164] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:18.912228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:18.917086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:18.919516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:18.920297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:18.922904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:18.924659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:18.925129] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:18.926192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:18.928229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:19.082128] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.00%, Actual: 0.73% [2025-11-22T02:29:19.217425] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 7.4s | Global ETA: 59m 4s [2025-11-22T02:29:19.218354] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:19.218441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:19.223435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:19.225349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:19.225844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:19.255908] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 1.19% [2025-11-22T02:29:19.272160] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:19.273775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:19.362896] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 10.6s | Global ETA: 59m 4s [2025-11-22T02:29:19.363808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:19.363870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:19.365000] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:19.365618] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:19.367585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:19.429721] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.16% [2025-11-22T02:29:19.544497] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -3.29% | Symbol ETA: 5.4s | Global ETA: 59m 4s [2025-11-22T02:29:19.545389] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:19.545487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:19.550285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:19.552695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:19.553459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:19.556112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:19.557927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:19.558400] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:19.559462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:19.561452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:19.598659] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 2.09% [2025-11-22T02:29:19.771800] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 1.84% [2025-11-22T02:29:19.851193] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 6.7s | Global ETA: 59m 4s [2025-11-22T02:29:19.852102] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:19.852165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:19.856919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:19.858722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:19.859186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:19.902950] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:19.904587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:19.941128] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.67% [2025-11-22T02:29:19.979913] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 10.0s | Global ETA: 59m 4s [2025-11-22T02:29:19.980822] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:19.980883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:19.982034] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:19.982669] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:19.984607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.106906] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.85%, Actual: 0.15% [2025-11-22T02:29:20.174927] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.87% | Symbol ETA: 4.7s | Global ETA: 59m 5s [2025-11-22T02:29:20.175808] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:20.175872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:20.180610] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:20.183323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:20.184104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:20.186735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:20.188487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:20.188974] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:20.190028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:20.192075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.277203] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.34% [2025-11-22T02:29:20.277440] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 26.4019% [2025-11-22T02:29:20.277534] [INFO ] [main ] AWI: DISCARDED add_sma_ratio (score: 26.40%) [2025-11-22T02:29:20.277599] [INFO ] [main ] AWI: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:29:20.277634] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_vol_of_vol'] [2025-11-22T02:29:20.277693] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:20.290459] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:20.291943] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:20.292007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:20.296922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:20.298755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:20.299233] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:20.300370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.481836] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 6.0s | Global ETA: 59m 5s [2025-11-22T02:29:20.482743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:20.482805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:20.487619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:20.489495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:20.490153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:20.535937] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:20.537701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.598330] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 9.4s | Global ETA: 59m 5s [2025-11-22T02:29:20.599225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:20.599285] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:20.600407] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:20.601042] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:20.602999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.805045] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 4.1s | Global ETA: 59m 5s [2025-11-22T02:29:20.806617] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:20.806719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:20.814376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:20.816765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:20.817557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:20.820182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:20.821931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:20.822398] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:20.823461] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:20.825450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:20.925611] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 7.0s | Global ETA: 59m 5s [2025-11-22T02:29:20.926505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:20.926567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:20.931378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:20.933141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:20.933619] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:20.934729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.122192] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 5.3s | Global ETA: 59m 6s [2025-11-22T02:29:21.123135] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:21.123201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:21.128212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:21.130050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:21.130526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:21.175871] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:21.177596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.219009] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -2.24% | Symbol ETA: 8.8s | Global ETA: 59m 6s [2025-11-22T02:29:21.220026] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:21.220095] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:21.221300] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:21.221980] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:21.223964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.436358] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 3.4s | Global ETA: 59m 6s [2025-11-22T02:29:21.437244] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:21.437327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:21.442064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:21.444425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:21.445204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:21.447822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:21.449574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:21.450065] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:21.451117] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:21.453099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.578908] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 6.4s | Global ETA: 59m 6s [2025-11-22T02:29:21.579888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:21.579954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:21.585319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:21.587247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:21.587769] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:21.588926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.766268] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 4.7s | Global ETA: 59m 6s [2025-11-22T02:29:21.767193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:21.767278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:21.772104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:21.773837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:21.774295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:21.817164] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:21.818686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:21.845550] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 8.1s | Global ETA: 59m 6s [2025-11-22T02:29:21.846471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:21.846539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:21.847776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:21.848416] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:21.850448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.064689] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 2.8s | Global ETA: 59m 7s [2025-11-22T02:29:22.065559] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:22.065623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:22.070387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:22.072771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:22.073533] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:22.076140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:22.077913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:22.078388] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:22.079449] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:22.081439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.220758] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 5.8s | Global ETA: 59m 7s [2025-11-22T02:29:22.221668] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:22.221731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:22.226427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:22.228185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:22.228669] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:22.229754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.397504] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 4.1s | Global ETA: 59m 7s [2025-11-22T02:29:22.398413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:22.398475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:22.403237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:22.404973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:22.405449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:22.448262] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:22.449736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.466160] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.29% | Symbol ETA: 7.5s | Global ETA: 59m 7s [2025-11-22T02:29:22.467050] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:22.467113] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:22.468254] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:22.468944] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:29:22.470881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.698196] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 2.1s | Global ETA: 59m 7s [2025-11-22T02:29:22.699842] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:22.699906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:22.704682] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:22.707068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:22.707872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:22.710500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:22.712252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:22.712741] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:22.713806] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:22.715780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:22.851846] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 5.1s | Global ETA: 59m 7s [2025-11-22T02:29:22.852749] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:22.852815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:22.857547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:22.859324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:22.859833] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:22.860912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:23.024966] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 3.4s | Global ETA: 59m 8s [2025-11-22T02:29:23.025872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:23.025934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:23.030874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:23.032617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:23.033116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:23.078740] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:23.080196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:23.100767] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 6.9s | Global ETA: 59m 8s [2025-11-22T02:29:23.265596] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 1.40%, Actual: 0.04% [2025-11-22T02:29:23.328514] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -2.33% | Symbol ETA: 1.5s | Global ETA: 59m 8s [2025-11-22T02:29:23.329421] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:29:23.329484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:23.334237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:23.336603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:23.337401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:23.340011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:23.341752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:23.342218] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:23.343277] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:23.345265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:23.433486] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 0.31% [2025-11-22T02:29:23.480621] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.81% | Symbol ETA: 4.5s | Global ETA: 59m 8s [2025-11-22T02:29:23.481508] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:23.481589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:23.486289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:23.490595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:23.491088] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:23.492178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:23.599148] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.15% [2025-11-22T02:29:23.660888] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 2.8s | Global ETA: 59m 8s [2025-11-22T02:29:23.661789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:23.661852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:23.666579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:23.668416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:23.668895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:23.712372] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:29:23.713948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:23.765875] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 0.54% [2025-11-22T02:29:23.937015] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.43% [2025-11-22T02:29:23.958121] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.70% | Symbol ETA: 0.9s | Global ETA: 59m 9s [2025-11-22T02:29:24.102610] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 1.69% [2025-11-22T02:29:24.125616] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 2.06% [2025-11-22T02:29:24.142896] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.36% | Symbol ETA: 3.9s | Global ETA: 59m 9s [2025-11-22T02:29:24.143791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:24.143852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:24.148626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:24.150367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:24.150853] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:24.151952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:24.267696] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -2.24%, Actual: 0.13% [2025-11-22T02:29:24.291339] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 2.1s | Global ETA: 59m 9s [2025-11-22T02:29:24.293054] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 2.83%, Actual: 1.27% [2025-11-22T02:29:24.434035] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.17% [2025-11-22T02:29:24.458570] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 1.09% [2025-11-22T02:29:24.459967] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -3.29%, Actual: 1.43% [2025-11-22T02:29:24.598567] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.29%, Actual: 2.38% [2025-11-22T02:29:24.625242] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.87%, Actual: 0.28% [2025-11-22T02:29:24.625262] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 0.76% [2025-11-22T02:29:24.763541] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 2.45% [2025-11-22T02:29:24.763771] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.6579% [2025-11-22T02:29:24.763853] [INFO ] [main ] PFGC: DISCARDED add_pct_change (score: 36.66%) [2025-11-22T02:29:24.763895] [INFO ] [main ] PFGC: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:29:24.763984] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag'] [2025-11-22T02:29:24.764022] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:24.779528] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:24.781008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:24.781070] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:24.782221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:24.782896] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:24.783919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:24.789708] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.71% [2025-11-22T02:29:24.803090] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 3.2s | Global ETA: 59m 9s [2025-11-22T02:29:24.804032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:24.804097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:24.809107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:24.811057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:24.811542] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:24.812637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:24.852188] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.53% [2025-11-22T02:29:24.953518] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 0.86% [2025-11-22T02:29:25.017427] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 0.23% [2025-11-22T02:29:25.118518] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 1.26% [2025-11-22T02:29:25.184437] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.09% [2025-11-22T02:29:25.283238] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 0.22% [2025-11-22T02:29:25.350586] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.47% [2025-11-22T02:29:25.393363] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.28% | Symbol ETA: 11.8s | Global ETA: 59m 10s [2025-11-22T02:29:25.394335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:25.394401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:25.395578] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:25.396271] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:25.397321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:25.448072] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -2.33%, Actual: 0.47% [2025-11-22T02:29:25.453137] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 2.6s | Global ETA: 59m 10s [2025-11-22T02:29:25.454126] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:25.454192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:25.459464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:25.461426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:25.461947] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:25.463107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:25.519726] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.32% [2025-11-22T02:29:25.614216] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.70%, Actual: 1.19% [2025-11-22T02:29:25.614359] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 45.4847% [2025-11-22T02:29:25.614433] [INFO ] [main ] PEG: DISCARDED add_volatility_state_percentiles (score: 45.48%) [2025-11-22T02:29:25.614475] [INFO ] [main ] PEG: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:29:25.614506] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_dispersion'] [2025-11-22T02:29:25.614540] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:25.626527] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:25.627920] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:25.627982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:25.632786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:25.635211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:25.635996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:25.638682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:25.640067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:25.688968] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.18% [2025-11-22T02:29:25.858926] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.59% [2025-11-22T02:29:26.004167] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 11.2s | Global ETA: 59m 11s [2025-11-22T02:29:26.005065] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:26.005127] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:26.006272] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:26.006928] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:26.007947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.024015] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 0.94% [2025-11-22T02:29:26.024175] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 47.4393% [2025-11-22T02:29:26.024281] [INFO ] [main ] SFB: DISCARDED add_signed_carry_history_11 (score: 47.44%) [2025-11-22T02:29:26.024322] [INFO ] [main ] SFB: Testing feature 44/53: add_sma_ratio [2025-11-22T02:29:26.024354] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_sma_ratio'] [2025-11-22T02:29:26.024388] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:26.037402] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:26.039173] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:26.039235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:26.044037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:26.045805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:26.046261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:26.090553] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:26.091309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.110945] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 1.9s | Global ETA: 59m 11s [2025-11-22T02:29:26.111853] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:26.111915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:26.116665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:26.118407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:26.118891] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:26.119981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.252442] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 6.3s | Global ETA: 59m 11s [2025-11-22T02:29:26.253319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:26.253379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:26.258164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:26.260603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:26.261381] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:26.263987] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:26.265324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.618709] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 10.6s | Global ETA: 59m 11s [2025-11-22T02:29:26.620028] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:26.620090] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:26.621234] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:26.621887] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:26.622897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.694443] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 7.6s | Global ETA: 59m 11s [2025-11-22T02:29:26.695531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:26.695605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:26.701800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:26.704146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:26.704789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:26.755035] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 1.3s | Global ETA: 59m 11s [2025-11-22T02:29:26.756354] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:26.757714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.880241] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 5.7s | Global ETA: 59m 12s [2025-11-22T02:29:26.881142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:26.881203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:26.885928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:26.888321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:26.889107] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:26.891727] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:26.893063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:26.925774] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.24% [2025-11-22T02:29:27.105581] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 0.62% [2025-11-22T02:29:27.233191] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 9.9s | Global ETA: 59m 12s [2025-11-22T02:29:27.234720] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:27.234784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:27.235951] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:27.236591] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:27.237668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:27.283987] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 0.73% [2025-11-22T02:29:27.333258] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 6.9s | Global ETA: 59m 12s [2025-11-22T02:29:27.334159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:27.334227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:27.339178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:27.340948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:27.341407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:27.385745] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:27.386637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:27.456161] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.19% [2025-11-22T02:29:27.515465] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -1.37% | Symbol ETA: 5.1s | Global ETA: 59m 12s [2025-11-22T02:29:27.516341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:27.516403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:27.521201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:27.523576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:27.524358] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:27.526967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:27.528349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:27.637295] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.81%, Actual: 0.16% [2025-11-22T02:29:27.813733] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.36%, Actual: 2.09% [2025-11-22T02:29:27.854333] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 9.3s | Global ETA: 59m 13s [2025-11-22T02:29:27.855272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:27.855336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:27.856511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:27.857175] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:27.858214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:27.952426] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 6.2s | Global ETA: 59m 13s [2025-11-22T02:29:27.953328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:27.953812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:27.958547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:27.960276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:27.960884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:27.993913] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 1.84% [2025-11-22T02:29:28.004099] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:28.004841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:28.141614] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 4.4s | Global ETA: 59m 13s [2025-11-22T02:29:28.142509] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:28.142571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:28.147396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:28.149980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:28.150838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:28.153766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:28.155178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:28.169986] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.98%, Actual: 0.67% [2025-11-22T02:29:28.345452] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.15% [2025-11-22T02:29:28.473443] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 8.7s | Global ETA: 59m 13s [2025-11-22T02:29:28.474527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:28.474597] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:28.475889] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:28.476607] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:28.477793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:28.521978] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.34% [2025-11-22T02:29:28.522195] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 42.1650% [2025-11-22T02:29:28.522287] [INFO ] [main ] AWI: DISCARDED add_vol_of_vol (score: 42.16%) [2025-11-22T02:29:28.522333] [INFO ] [main ] AWI: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:29:28.522368] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_volatility_decay_ratio'] [2025-11-22T02:29:28.522404] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:28.536182] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:28.537891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:28.537957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:28.543157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:28.545198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:28.545726] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:28.546954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:28.572245] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 5.5s | Global ETA: 59m 13s [2025-11-22T02:29:28.573138] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:28.573201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:28.578042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:28.579815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:28.580274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:28.623897] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:28.624624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:28.769366] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 1.23% | Symbol ETA: 3.8s | Global ETA: 59m 14s [2025-11-22T02:29:28.770660] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:28.770723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:28.775499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:28.777999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:28.778811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:28.781444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:28.782827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.120093] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 8.1s | Global ETA: 59m 14s [2025-11-22T02:29:29.120974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:29.121037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:29.122179] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:29.122835] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:29.123854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.188836] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 6.9s | Global ETA: 59m 14s [2025-11-22T02:29:29.189737] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:29.189821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:29.191062] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 4.9s | Global ETA: 59m 14s [2025-11-22T02:29:29.191959] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:29.192021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:29.196757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:29.197381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:29.198500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:29.198982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:29.199156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:29.199623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:29.200775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.241969] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:29.242722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.405511] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 3.2s | Global ETA: 59m 14s [2025-11-22T02:29:29.406397] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:29.406457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:29.411415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:29.413831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:29.414587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:29.417200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:29.418576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.736392] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 7.5s | Global ETA: 59m 15s [2025-11-22T02:29:29.737292] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:29.737359] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:29.738473] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:29.739152] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:29.740220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.808701] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 4.2s | Global ETA: 59m 15s [2025-11-22T02:29:29.809594] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:29.809674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:29.814379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:29.816107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:29.816563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:29.825284] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 6.2s | Global ETA: 59m 15s [2025-11-22T02:29:29.826241] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:29.826329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:29.831303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:29.833150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:29.833629] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:29.834816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:29.860080] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:29.861053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.026704] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 2.6s | Global ETA: 59m 15s [2025-11-22T02:29:30.027587] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:30.027670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:30.032408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:30.034838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:30.035620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:30.038266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:30.039604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.364509] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.23% | Symbol ETA: 6.9s | Global ETA: 59m 15s [2025-11-22T02:29:30.365431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:30.365493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:30.366677] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:30.367364] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:29:30.368394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.434945] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 3.6s | Global ETA: 59m 15s [2025-11-22T02:29:30.435943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:30.436005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:30.440810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:30.442607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:30.443102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:30.477818] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 5.6s | Global ETA: 59m 15s [2025-11-22T02:29:30.478827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:30.478900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:30.483840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:30.485784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:30.486287] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:30.486252] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:30.487295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.487567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.652243] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 1.9s | Global ETA: 59m 15s [2025-11-22T02:29:30.653141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:30.653203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:30.658007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:30.660403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:30.661188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:30.663802] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:30.665137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:30.991487] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.56% | Symbol ETA: 6.3s | Global ETA: 59m 16s [2025-11-22T02:29:31.068922] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.03% | Symbol ETA: 3.0s | Global ETA: 59m 16s [2025-11-22T02:29:31.069849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:31.069911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:31.074763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:31.076505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:31.076991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:31.119398] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:31.120079] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -2.22% | Symbol ETA: 4.9s | Global ETA: 59m 16s [2025-11-22T02:29:31.120247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:31.120986] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:31.121049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:31.125852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:31.127689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:31.128184] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:31.129344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:31.160448] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.28%, Actual: 0.04% [2025-11-22T02:29:31.273000] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 1.3s | Global ETA: 59m 16s [2025-11-22T02:29:31.273874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:31.273936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:31.278742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:31.281102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:31.281889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:31.284470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:31.285842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:31.329827] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.71%, Actual: 0.31% [2025-11-22T02:29:31.502117] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.42%, Actual: 1.15% [2025-11-22T02:29:31.670624] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.54% [2025-11-22T02:29:31.685174] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 2.3s | Global ETA: 59m 17s [2025-11-22T02:29:31.686141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:31.686205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:31.691024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:31.692882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:31.693373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:31.736121] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:29:31.737132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:31.751974] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.48% | Symbol ETA: 4.3s | Global ETA: 59m 17s [2025-11-22T02:29:31.752874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:31.752936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:31.757806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:31.759533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:31.760025] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:31.761158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:31.841251] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.43% [2025-11-22T02:29:31.897305] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.93% | Symbol ETA: 0.7s | Global ETA: 59m 17s [2025-11-22T02:29:32.012798] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 1.69% [2025-11-22T02:29:32.064661] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 2.06% [2025-11-22T02:29:32.182914] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 0.13% [2025-11-22T02:29:32.230148] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 1.27% [2025-11-22T02:29:32.301206] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 1.7s | Global ETA: 59m 17s [2025-11-22T02:29:32.349832] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 0.17% [2025-11-22T02:29:32.395962] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 1.43% [2025-11-22T02:29:32.409771] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.07% | Symbol ETA: 3.7s | Global ETA: 59m 17s [2025-11-22T02:29:32.410739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:32.410804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:32.415891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:32.417760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:32.418237] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:32.419391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:32.476481] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 1.09% [2025-11-22T02:29:32.516411] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.23%, Actual: 2.38% [2025-11-22T02:29:32.560964] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 0.28% [2025-11-22T02:29:32.651788] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 0.76% [2025-11-22T02:29:32.682994] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.56%, Actual: 2.45% [2025-11-22T02:29:32.683199] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 37.7012% [2025-11-22T02:29:32.683667] [INFO ] [main ] PFGC: DISCARDED add_preclose_acceleration_mag (score: 37.70%) [2025-11-22T02:29:32.683716] [INFO ] [main ] PFGC: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:29:32.683748] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open'] [2025-11-22T02:29:32.683798] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:32.698980] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:32.700492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:32.700554] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:32.701727] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:32.702376] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:32.703066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:32.725528] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 1.23%, Actual: 0.71% [2025-11-22T02:29:32.852638] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.53% [2025-11-22T02:29:32.890010] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 0.86% [2025-11-22T02:29:33.025197] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 0.23% [2025-11-22T02:29:33.055343] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 1.26% [2025-11-22T02:29:33.087566] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 3.0s | Global ETA: 59m 18s [2025-11-22T02:29:33.088494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:33.088558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:33.093414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:33.095268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:33.095765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:33.096921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:33.200418] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.09% [2025-11-22T02:29:33.221261] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 0.22% [2025-11-22T02:29:33.326230] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 11.4s | Global ETA: 59m 18s [2025-11-22T02:29:33.327157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:33.327221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:33.328421] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:33.329127] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:33.329848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:33.372194] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 1.47% [2025-11-22T02:29:33.385721] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.47% [2025-11-22T02:29:33.538326] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 0.32% [2025-11-22T02:29:33.549304] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.93%, Actual: 1.19% [2025-11-22T02:29:33.549450] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 32.7986% [2025-11-22T02:29:33.549534] [INFO ] [main ] PEG: DISCARDED add_volume_dispersion (score: 32.80%) [2025-11-22T02:29:33.549576] [INFO ] [main ] PEG: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:29:33.549607] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_flow_differentials'] [2025-11-22T02:29:33.549657] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:33.561583] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:33.562976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:33.563037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:33.568161] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:33.570604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:33.571391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:33.574035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:33.576737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:33.704607] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.03%, Actual: 1.18% [2025-11-22T02:29:33.719767] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 2.4s | Global ETA: 59m 19s [2025-11-22T02:29:33.720657] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:33.720720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:33.725433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:33.727168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:33.727669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:33.728819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:33.873597] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.59% [2025-11-22T02:29:33.959335] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 10.8s | Global ETA: 59m 19s [2025-11-22T02:29:33.960253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:33.960318] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:33.961510] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:33.962194] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:33.962938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.039969] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.94% [2025-11-22T02:29:34.040179] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 46.3056% [2025-11-22T02:29:34.040280] [INFO ] [main ] SFB: DISCARDED add_sma_ratio (score: 46.31%) [2025-11-22T02:29:34.040325] [INFO ] [main ] SFB: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:29:34.040361] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_vol_of_vol'] [2025-11-22T02:29:34.040398] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:34.053006] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:34.054408] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:34.054473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:34.059775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:34.061680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:34.062263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:34.115355] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:34.117158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.196498] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 6.2s | Global ETA: 59m 19s [2025-11-22T02:29:34.197422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:34.197484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:34.202231] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:34.204608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:34.205379] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:34.208007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:34.210726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.394193] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 1.7s | Global ETA: 59m 19s [2025-11-22T02:29:34.395103] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:34.395165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:34.400189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:34.402131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:34.402686] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:34.403889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.597038] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 10.2s | Global ETA: 59m 20s [2025-11-22T02:29:34.597979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:34.598042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:34.599212] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:34.599910] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:34.600612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.726318] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 7.3s | Global ETA: 59m 20s [2025-11-22T02:29:34.727490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:34.727563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:34.732684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:34.734601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:34.735121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:34.783807] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:34.785387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:34.833697] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 5.6s | Global ETA: 59m 20s [2025-11-22T02:29:34.834563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:34.834625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:34.839395] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:34.841787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:34.842549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:34.845172] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:34.847866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:35.047018] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 2.33% | Symbol ETA: 1.1s | Global ETA: 59m 20s [2025-11-22T02:29:35.213665] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.24% [2025-11-22T02:29:35.230469] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.06% | Symbol ETA: 9.6s | Global ETA: 59m 20s [2025-11-22T02:29:35.231335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:35.231401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:35.232522] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:35.233159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:35.233895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:35.376178] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 6.6s | Global ETA: 59m 20s [2025-11-22T02:29:35.377095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:35.377158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:35.380721] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.62% [2025-11-22T02:29:35.382094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:35.383890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:35.384361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:35.428573] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:35.430004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:35.480691] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -3.30% | Symbol ETA: 5.0s | Global ETA: 59m 20s [2025-11-22T02:29:35.481573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:35.481636] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:35.486434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:35.488943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:35.489806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:35.492563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:35.495365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:35.546952] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 0.73% [2025-11-22T02:29:35.713370] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -2.22%, Actual: 1.19% [2025-11-22T02:29:35.844091] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 9.0s | Global ETA: 59m 21s [2025-11-22T02:29:35.844999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:35.845061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:35.846176] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:35.846818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:35.847517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:35.881597] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.48%, Actual: 0.16% [2025-11-22T02:29:36.009636] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 5.8s | Global ETA: 59m 21s [2025-11-22T02:29:36.010545] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:36.010609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:36.015542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:36.017414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:36.017904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:36.051787] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 2.09% [2025-11-22T02:29:36.061339] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:36.062683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:36.150901] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 4.4s | Global ETA: 59m 21s [2025-11-22T02:29:36.151805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:36.151867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:36.156677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:36.159063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:36.159852] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:36.162455] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:36.165132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:36.218099] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 1.84% [2025-11-22T02:29:36.388116] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 0.67% [2025-11-22T02:29:36.459871] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 8.3s | Global ETA: 59m 22s [2025-11-22T02:29:36.460751] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:36.460812] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:36.461968] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:36.462591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:36.463314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:36.553278] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.15% [2025-11-22T02:29:36.641117] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.77% | Symbol ETA: 5.2s | Global ETA: 59m 22s [2025-11-22T02:29:36.642026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:36.642089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:36.646877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:36.648699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:36.649172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:36.692208] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:36.693523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:36.718366] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 2.33%, Actual: 0.34% [2025-11-22T02:29:36.718573] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 44.6314% [2025-11-22T02:29:36.718675] [INFO ] [main ] AWI: DISCARDED add_volatility_decay_ratio (score: 44.63%) [2025-11-22T02:29:36.718721] [INFO ] [main ] AWI: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:29:36.718756] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:29:36.718792] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:36.731426] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:36.732770] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:36.732833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:36.737777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:36.739800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:36.740297] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:36.741419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:36.743468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:36.806360] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 3.7s | Global ETA: 59m 22s [2025-11-22T02:29:36.807331] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:36.807395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:36.812350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:36.814919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:36.815776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:36.818663] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:36.821430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.079623] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.18% | Symbol ETA: 7.7s | Global ETA: 59m 22s [2025-11-22T02:29:37.080508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:37.080570] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:37.081731] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:37.082351] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:37.083045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.267766] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 4.5s | Global ETA: 59m 22s [2025-11-22T02:29:37.268629] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:37.268716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:37.273466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:37.275216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:37.275699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:37.319491] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:37.320636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.391554] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.09% | Symbol ETA: 6.8s | Global ETA: 59m 22s [2025-11-22T02:29:37.392453] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:37.392521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:37.397228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:37.399053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:37.399529] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:37.400670] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:37.402749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.461196] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 3.1s | Global ETA: 59m 23s [2025-11-22T02:29:37.462152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:37.462217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:37.467082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:37.469617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:37.470538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:37.473211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:37.476127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.712941] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 7.1s | Global ETA: 59m 23s [2025-11-22T02:29:37.713832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:37.713894] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:37.715016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:37.715657] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:37.716327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:37.888968] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 3.8s | Global ETA: 59m 23s [2025-11-22T02:29:37.889859] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:37.889921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:37.894685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:37.896404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:37.896880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:37.939695] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:37.940885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.029932] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 6.1s | Global ETA: 59m 23s [2025-11-22T02:29:38.030852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:38.030914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:38.035669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:38.037420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:38.037905] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:38.038985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:38.041075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.116093] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 2.4s | Global ETA: 59m 23s [2025-11-22T02:29:38.117066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:38.117136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:38.122183] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:38.124773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:38.125667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:38.128400] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:38.131405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.335869] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.47% | Symbol ETA: 6.4s | Global ETA: 59m 23s [2025-11-22T02:29:38.336751] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:38.336814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:38.337956] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:38.338586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:29:38.339269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.507501] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 3.2s | Global ETA: 59m 24s [2025-11-22T02:29:38.508400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:38.508464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:38.513222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:38.514966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:38.515422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:38.558079] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:38.559256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.672952] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 1.30% | Symbol ETA: 5.4s | Global ETA: 59m 24s [2025-11-22T02:29:38.673839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:38.673917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:38.678715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:38.680418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:38.680917] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:38.682182] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:38.684566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.774317] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.51% | Symbol ETA: 1.8s | Global ETA: 59m 24s [2025-11-22T02:29:38.775255] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:38.775319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:38.780574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:38.783294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:38.784104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:38.786832] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:38.789692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:38.957234] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.81% | Symbol ETA: 5.8s | Global ETA: 59m 24s [2025-11-22T02:29:39.125440] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.83% | Symbol ETA: 2.5s | Global ETA: 59m 24s [2025-11-22T02:29:39.126322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:39.126385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:39.128217] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 0.04% [2025-11-22T02:29:39.131150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:39.132893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:39.133347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:39.175846] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:39.177022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:39.298898] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.31% [2025-11-22T02:29:39.315759] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 4.7s | Global ETA: 59m 24s [2025-11-22T02:29:39.319710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:39.319774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:39.324960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:39.326721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:39.327194] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:39.328292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:39.330320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:39.459672] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 1.1s | Global ETA: 59m 25s [2025-11-22T02:29:39.460580] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:39.460666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:39.465588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:39.468091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:39.468491] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.15% [2025-11-22T02:29:39.468893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:39.471605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:39.474424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:39.638444] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.06%, Actual: 0.54% [2025-11-22T02:29:39.742426] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 1.9s | Global ETA: 59m 25s [2025-11-22T02:29:39.743313] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:39.743375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:39.748117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:39.749838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:39.750308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:39.792282] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:39.793418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:39.810868] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 0.43% [2025-11-22T02:29:39.958769] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 4.1s | Global ETA: 59m 25s [2025-11-22T02:29:39.959632] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:39.959718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:39.964462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:39.966214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:39.966704] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:39.967874] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:39.969864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:40.010938] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 1.69% [2025-11-22T02:29:40.184282] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.66% | Symbol ETA: 0.5s | Global ETA: 59m 25s [2025-11-22T02:29:40.195255] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.18%, Actual: 0.13% [2025-11-22T02:29:40.355841] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 1.3s | Global ETA: 59m 26s [2025-11-22T02:29:40.363957] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 2.06% [2025-11-22T02:29:40.364549] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.17% [2025-11-22T02:29:40.530891] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 1.09% [2025-11-22T02:29:40.535478] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.47%, Actual: 2.38% [2025-11-22T02:29:40.541077] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 1.27% [2025-11-22T02:29:40.610454] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 3.5s | Global ETA: 59m 26s [2025-11-22T02:29:40.611341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:40.611404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:40.616168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:40.617942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:40.618410] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:40.619488] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:40.621493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:40.702167] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.81%, Actual: 2.45% [2025-11-22T02:29:40.702380] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 40.0476% [2025-11-22T02:29:40.702485] [INFO ] [main ] PFGC: DISCARDED add_prev_1100_to_open (score: 40.05%) [2025-11-22T02:29:40.702532] [INFO ] [main ] PFGC: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:29:40.702567] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100'] [2025-11-22T02:29:40.702603] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:40.706507] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.76% [2025-11-22T02:29:40.716131] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 1.43% [2025-11-22T02:29:40.717036] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:40.718505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:40.718566] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:40.719747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:40.720399] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:40.721099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:40.882963] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 0.28% [2025-11-22T02:29:40.884059] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.53% [2025-11-22T02:29:41.050963] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.71% [2025-11-22T02:29:41.059561] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 0.23% [2025-11-22T02:29:41.215621] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.86% [2025-11-22T02:29:41.237425] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.09% [2025-11-22T02:29:41.264048] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 2.8s | Global ETA: 59m 26s [2025-11-22T02:29:41.264941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:41.265004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:41.269758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:41.271561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:41.272062] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:41.273133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:41.275108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:41.340349] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 11.0s | Global ETA: 59m 27s [2025-11-22T02:29:41.341345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:41.341411] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:41.342598] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:41.343313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:41.344033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:41.380192] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 1.26% [2025-11-22T02:29:41.415196] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 1.47% [2025-11-22T02:29:41.546443] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.51%, Actual: 0.22% [2025-11-22T02:29:41.585793] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.32% [2025-11-22T02:29:41.712015] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 0.47% [2025-11-22T02:29:41.761312] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.83%, Actual: 1.18% [2025-11-22T02:29:41.877016] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.66%, Actual: 1.19% [2025-11-22T02:29:41.877212] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 34.8224% [2025-11-22T02:29:41.877317] [INFO ] [main ] PEG: DISCARDED add_volume_flow_differentials (score: 34.82%) [2025-11-22T02:29:41.877360] [INFO ] [main ] PEG: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:29:41.877391] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_pressure_into_close'] [2025-11-22T02:29:41.877426] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:41.889447] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:41.890739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:41.890801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:41.895521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:41.897938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:41.898713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:41.901314] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:41.902912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:41.906789] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 2.2s | Global ETA: 59m 27s [2025-11-22T02:29:41.907748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:41.907813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:41.912738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:41.914760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:41.915249] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:41.916325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:41.918343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:41.938358] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.59% [2025-11-22T02:29:41.970464] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 10.4s | Global ETA: 59m 27s [2025-11-22T02:29:41.971365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:41.971427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:41.972579] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:41.973221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:41.973929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:42.112762] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.69%, Actual: 0.94% [2025-11-22T02:29:42.112977] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 45.6663% [2025-11-22T02:29:42.113099] [INFO ] [main ] SFB: DISCARDED add_vol_of_vol (score: 45.67%) [2025-11-22T02:29:42.113142] [INFO ] [main ] SFB: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:29:42.113175] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio'] [2025-11-22T02:29:42.113210] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:42.126594] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:42.128082] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:42.128157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:42.133353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:42.135368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:42.135875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:42.182364] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:42.183756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:42.522451] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -1.42% | Symbol ETA: 6.0s | Global ETA: 59m 28s [2025-11-22T02:29:42.523359] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:42.523422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:42.528325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:42.530771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:42.531527] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:42.534159] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:42.535762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:42.563949] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.5s | Global ETA: 59m 28s [2025-11-22T02:29:42.564853] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:42.564923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:42.569701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:42.571420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:42.571919] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:42.573118] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:42.575169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:42.587587] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 9.8s | Global ETA: 59m 28s [2025-11-22T02:29:42.588503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:42.588574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:42.589808] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:42.590439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:42.591152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:42.797476] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 7.1s | Global ETA: 59m 28s [2025-11-22T02:29:42.798490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:42.798567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:42.803809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:42.805696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:42.806243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:42.853374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:42.854743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.153046] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 5.4s | Global ETA: 59m 28s [2025-11-22T02:29:43.153951] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:43.154013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:43.159135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:43.161516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:43.162298] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:43.164944] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:43.166511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.207778] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 9.2s | Global ETA: 59m 29s [2025-11-22T02:29:43.208997] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:43.209059] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:43.210211] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:43.210848] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:43.211528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.238199] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 0.9s | Global ETA: 59m 29s [2025-11-22T02:29:43.412489] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 0.24% [2025-11-22T02:29:43.421989] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 6.2s | Global ETA: 59m 29s [2025-11-22T02:29:43.422880] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:43.422942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:43.427855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:43.429606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:43.430100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:43.474045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:43.475317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.587661] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 0.62% [2025-11-22T02:29:43.763165] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 1.30%, Actual: 0.73% [2025-11-22T02:29:43.784511] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 4.8s | Global ETA: 59m 29s [2025-11-22T02:29:43.785437] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:43.785500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:43.790666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:43.793195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:43.794090] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:43.796893] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:43.798574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.815210] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 8.5s | Global ETA: 59m 29s [2025-11-22T02:29:43.816110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:43.816172] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:43.817322] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:43.817979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:43.818662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:43.932464] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 1.19% [2025-11-22T02:29:44.046381] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 5.5s | Global ETA: 59m 29s [2025-11-22T02:29:44.047414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:44.047485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:44.052227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:44.053992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:44.054470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:44.099515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:44.100717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:44.103390] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 0.16% [2025-11-22T02:29:44.271773] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 2.09% [2025-11-22T02:29:44.424088] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 7.9s | Global ETA: 59m 30s [2025-11-22T02:29:44.424970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:44.425032] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:44.426144] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:44.426788] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:44.427471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:44.436770] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 4.2s | Global ETA: 59m 30s [2025-11-22T02:29:44.437703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:44.437778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:44.442557] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 1.84% [2025-11-22T02:29:44.442740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:44.445326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:44.446166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:44.448980] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:44.450730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:44.610860] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 0.67% [2025-11-22T02:29:44.666954] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 4.9s | Global ETA: 59m 30s [2025-11-22T02:29:44.667857] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:44.667920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:44.672733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:44.674440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:44.674922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:44.718822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:44.720062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:44.778716] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.15% [2025-11-22T02:29:44.951120] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 0.34% [2025-11-22T02:29:44.956026] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 37.4630% [2025-11-22T02:29:44.956163] [INFO ] [main ] AWI: DISCARDED add_volatility_state_percentiles (score: 37.46%) [2025-11-22T02:29:44.956226] [INFO ] [main ] AWI: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:29:44.956274] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_volume_dispersion'] [2025-11-22T02:29:44.956310] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:44.969322] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:44.970679] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:44.970758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:44.975860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:44.977743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:44.978229] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:44.979591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.034586] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 7.3s | Global ETA: 59m 30s [2025-11-22T02:29:45.035502] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:45.035564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:45.036753] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:45.037412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:45.038111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.111334] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 3.6s | Global ETA: 59m 30s [2025-11-22T02:29:45.112260] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:45.112323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:45.117741] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:45.120292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:45.121105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:45.124030] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:45.125782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.293295] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 4.2s | Global ETA: 59m 31s [2025-11-22T02:29:45.294175] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:45.294238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:45.299111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:45.300919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:45.301387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:45.344974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:45.346387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.623417] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 6.6s | Global ETA: 59m 31s [2025-11-22T02:29:45.624304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:45.624365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:45.632785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:45.634679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:45.635187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:45.636555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.679987] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 6.7s | Global ETA: 59m 31s [2025-11-22T02:29:45.680867] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:45.680929] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:45.682044] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:45.682683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:45.683349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.738585] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2.9s | Global ETA: 59m 31s [2025-11-22T02:29:45.739516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:45.739582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:45.744514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:45.746954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:45.747773] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:45.750445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:45.752081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:45.935560] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 3.6s | Global ETA: 59m 31s [2025-11-22T02:29:45.936529] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:45.936595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:45.941636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:45.943499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:45.944017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:45.991063] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:45.992484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.283878] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.06% | Symbol ETA: 6.1s | Global ETA: 59m 32s [2025-11-22T02:29:46.284470] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 5.9s | Global ETA: 59m 32s [2025-11-22T02:29:46.284789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:46.284852] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:46.285380] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:46.285445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:46.285986] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:46.286609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:29:46.287317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.290474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:46.292298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:46.292895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:46.294597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.361456] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 2.2s | Global ETA: 59m 32s [2025-11-22T02:29:46.362348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:46.362410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:46.367125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:46.369497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:46.370269] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:46.372852] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:46.374405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.565588] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 3.0s | Global ETA: 59m 32s [2025-11-22T02:29:46.566531] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:46.566597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:46.571957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:46.573810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:46.574301] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:46.621331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:46.622874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.890857] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.62% | Symbol ETA: 5.4s | Global ETA: 59m 32s [2025-11-22T02:29:46.962460] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 5.3s | Global ETA: 59m 32s [2025-11-22T02:29:46.963379] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:46.963445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:46.968309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:46.970088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:46.970574] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:46.971968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:46.985863] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.84% | Symbol ETA: 1.6s | Global ETA: 59m 32s [2025-11-22T02:29:46.986767] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:46.986829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:46.991503] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:46.993875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:46.994629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:46.997225] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:46.998842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:47.056911] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.26%, Actual: 0.04% [2025-11-22T02:29:47.191596] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 2.3s | Global ETA: 59m 33s [2025-11-22T02:29:47.192502] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:47.192574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:47.197369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:47.199095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:47.199564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:47.226005] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.31% [2025-11-22T02:29:47.242033] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:47.243187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:47.391199] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 1.15% [2025-11-22T02:29:47.558234] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.54% [2025-11-22T02:29:47.604549] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 4.6s | Global ETA: 59m 33s [2025-11-22T02:29:47.605434] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:47.605496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:47.610351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:47.612085] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.96% | Symbol ETA: 1.0s | Global ETA: 59m 33s [2025-11-22T02:29:47.612470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:47.613150] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:47.613877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:47.613954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:47.614473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:47.619859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:47.622767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:47.623568] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:47.626639] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:29:47.629394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:47.724283] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 0.43% [2025-11-22T02:29:47.810885] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 1.7s | Global ETA: 59m 33s [2025-11-22T02:29:47.811785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:47.811848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:47.816506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:47.818253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:47.818783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:47.861616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:47.862814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:47.890498] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 1.69% [2025-11-22T02:29:48.057508] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 0.13% [2025-11-22T02:29:48.223119] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 0.17% [2025-11-22T02:29:48.232550] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 3.9s | Global ETA: 59m 34s [2025-11-22T02:29:48.233565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:48.233627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:48.238422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:48.240160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:48.240658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:48.241991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:48.261734] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.37% | Symbol ETA: 0.3s | Global ETA: 59m 34s [2025-11-22T02:29:48.411958] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.06%, Actual: 2.38% [2025-11-22T02:29:48.428676] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 2.06% [2025-11-22T02:29:48.440598] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 1.1s | Global ETA: 59m 34s [2025-11-22T02:29:48.579585] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.62%, Actual: 2.45% [2025-11-22T02:29:48.579805] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 40.8415% [2025-11-22T02:29:48.579887] [INFO ] [main ] PFGC: DISCARDED add_prev_close_to_1100 (score: 40.84%) [2025-11-22T02:29:48.579929] [INFO ] [main ] PFGC: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:29:48.579960] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_prev_close_to_open'] [2025-11-22T02:29:48.579993] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:48.594165] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:48.594468] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 1.27% [2025-11-22T02:29:48.595412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:48.595475] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:48.596977] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:48.597665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:48.598334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:48.620448] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 1.09% [2025-11-22T02:29:48.762855] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.43% [2025-11-22T02:29:48.810736] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.76% [2025-11-22T02:29:48.882590] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 3.3s | Global ETA: 59m 34s [2025-11-22T02:29:48.883521] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:48.883583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:48.888363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:48.890124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:48.890593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:48.891939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:48.927608] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 0.28% [2025-11-22T02:29:48.977330] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.53% [2025-11-22T02:29:49.092759] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.71% [2025-11-22T02:29:49.143507] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.23% [2025-11-22T02:29:49.206591] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 10.4s | Global ETA: 59m 35s [2025-11-22T02:29:49.207500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:49.207562] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:49.208700] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:49.209312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:49.210001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:49.260491] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.86% [2025-11-22T02:29:49.326793] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.09% [2025-11-22T02:29:49.444087] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 1.26% [2025-11-22T02:29:49.492507] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 1.47% [2025-11-22T02:29:49.528439] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 2.6s | Global ETA: 59m 35s [2025-11-22T02:29:49.529329] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:49.529391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:49.534313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:49.536129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:49.536612] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:49.538033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:49.616458] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.84%, Actual: 0.22% [2025-11-22T02:29:49.661223] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.32% [2025-11-22T02:29:49.782388] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.96%, Actual: 0.47% [2025-11-22T02:29:49.826526] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 9.8s | Global ETA: 59m 35s [2025-11-22T02:29:49.827525] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:49.827589] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:49.828797] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:49.828743] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.18% [2025-11-22T02:29:49.829463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:49.830184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:49.949699] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.37%, Actual: 1.19% [2025-11-22T02:29:49.949902] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.1414% [2025-11-22T02:29:49.949982] [INFO ] [main ] PEG: DISCARDED add_volume_pressure_into_close (score: 38.14%) [2025-11-22T02:29:49.950023] [INFO ] [main ] PEG: Testing feature 52/53: add_volume_zscore [2025-11-22T02:29:49.950054] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_zscore'] [2025-11-22T02:29:49.950088] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:49.962054] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:49.963290] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:49.963351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:49.968139] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:49.970527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:49.971308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:49.973946] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:49.975515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:49.993170] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.59% [2025-11-22T02:29:50.158186] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.94% [2025-11-22T02:29:50.158383] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 60.7329% [2025-11-22T02:29:50.158509] [INFO ] [main ] SFB: KEPT add_volatility_decay_ratio (score: 60.73%) [2025-11-22T02:29:50.158551] [INFO ] [main ] SFB: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:29:50.158586] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:29:50.158622] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:50.170602] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:50.172049] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:50.172112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:50.176897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:50.178677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:50.179147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:50.222482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:50.223671] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:50.224723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:50.226733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:50.231480] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 2.0s | Global ETA: 59m 36s [2025-11-22T02:29:50.232406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:50.232468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:50.237455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:50.239271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:50.239779] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:50.241143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:50.452207] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 9.3s | Global ETA: 59m 36s [2025-11-22T02:29:50.453125] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:50.453190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:50.454356] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:50.455050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:50.455767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:50.632734] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 6.2s | Global ETA: 59m 36s [2025-11-22T02:29:50.633678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:50.633743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:50.638560] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:50.641095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:50.641915] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:50.644711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:50.646333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:50.796502] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 6.5s | Global ETA: 59m 36s [2025-11-22T02:29:50.797432] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:50.797496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:50.802296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:50.804025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:50.804495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:50.847896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:50.849134] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:50.850200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:50.852210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:50.880329] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 1.3s | Global ETA: 59m 36s [2025-11-22T02:29:50.881377] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:50.881439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:50.886388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:50.888351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:50.888882] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:50.890196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:51.076331] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.28% | Symbol ETA: 8.6s | Global ETA: 59m 37s [2025-11-22T02:29:51.077232] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:51.077314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:51.078437] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:51.079073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:51.079753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:51.275824] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 5.4s | Global ETA: 59m 37s [2025-11-22T02:29:51.276719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:51.276781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:51.281622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:51.284012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:51.284787] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:51.287427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:51.289003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:51.420226] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 5.9s | Global ETA: 59m 37s [2025-11-22T02:29:51.421117] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:51.421181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:51.425920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:51.427676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:51.428153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:51.471015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:51.472206] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:51.473612] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:51.475603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:51.531196] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 0.7s | Global ETA: 59m 37s [2025-11-22T02:29:51.699100] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 0.24% [2025-11-22T02:29:51.717892] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 8.0s | Global ETA: 59m 37s [2025-11-22T02:29:51.718829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:51.718894] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:51.720092] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:51.720789] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:51.721491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:51.875740] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 0.62% [2025-11-22T02:29:51.952628] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 4.8s | Global ETA: 59m 38s [2025-11-22T02:29:51.953578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:51.953679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:51.958620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:51.961143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:51.961957] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:51.964666] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:51.966257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:52.043914] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.73% [2025-11-22T02:29:52.049163] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 5.2s | Global ETA: 59m 38s [2025-11-22T02:29:52.050054] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:52.050119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:52.054801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:52.056494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:52.056983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:52.099677] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:52.100968] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:52.102039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:52.104029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:52.214469] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 1.19% [2025-11-22T02:29:52.344635] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 7.4s | Global ETA: 59m 38s [2025-11-22T02:29:52.345567] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:52.345632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:52.346871] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:52.347549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:52.348266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:52.381782] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.48%, Actual: 0.16% [2025-11-22T02:29:52.552006] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 2.09% [2025-11-22T02:29:52.581774] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 0.88% | Symbol ETA: 4.1s | Global ETA: 59m 38s [2025-11-22T02:29:52.582888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:52.582963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:52.589564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:52.592682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:52.593484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:52.596259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:52.597913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:52.671662] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 4.6s | Global ETA: 59m 38s [2025-11-22T02:29:52.672554] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:52.672617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:52.677421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:52.679225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:52.679711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:52.722559] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:52.723855] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:52.724924] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:52.724931] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 1.84% [2025-11-22T02:29:52.726970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:52.896616] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.70%, Actual: 0.67% [2025-11-22T02:29:52.964438] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 6.8s | Global ETA: 59m 39s [2025-11-22T02:29:52.965370] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:52.965433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:52.966582] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:52.967395] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:52.968188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.068322] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.15% [2025-11-22T02:29:53.223967] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: 0.97% | Symbol ETA: 3.4s | Global ETA: 59m 39s [2025-11-22T02:29:53.224850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:53.224936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.229793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:53.232259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:53.233070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:53.235744] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:53.237405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.239923] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.45%, Actual: 0.34% [2025-11-22T02:29:53.240118] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 38.7870% [2025-11-22T02:29:53.240200] [INFO ] [main ] AWI: DISCARDED add_volume_dispersion (score: 38.79%) [2025-11-22T02:29:53.240246] [INFO ] [main ] AWI: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:29:53.240280] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_volume_flow_differentials'] [2025-11-22T02:29:53.240316] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:29:53.253117] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:53.254578] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:53.254665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.259443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:53.261254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:53.261758] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:53.264430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.297722] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 4.0s | Global ETA: 59m 39s [2025-11-22T02:29:53.298593] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:53.298681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.303414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:53.305144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:53.305614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:53.348159] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:53.349363] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:53.350427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:53.352422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.592425] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 6.2s | Global ETA: 59m 39s [2025-11-22T02:29:53.593389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:53.593454] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:53.594603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:53.595267] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:53.596319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.886669] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 2.8s | Global ETA: 59m 40s [2025-11-22T02:29:53.887592] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:53.887676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.892754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:53.895281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:53.896103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:53.898944] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:53.900658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.931129] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 3.4s | Global ETA: 59m 40s [2025-11-22T02:29:53.932033] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:53.932097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.936875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:53.938723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:53.939232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:53.939981] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 6.7s | Global ETA: 59m 40s [2025-11-22T02:29:53.941108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:53.941178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:53.946445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:53.948638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:53.949153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:53.951973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:53.982541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:53.983907] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:53.985062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:53.987117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:54.212863] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.40% | Symbol ETA: 5.5s | Global ETA: 59m 40s [2025-11-22T02:29:54.213750] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:54.213811] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:54.214970] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:54.215598] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:29:54.216296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:54.539847] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -2.27% | Symbol ETA: 2.1s | Global ETA: 59m 40s [2025-11-22T02:29:54.540734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:54.540798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:54.545629] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:54.548148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:54.548930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:54.551569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:54.553151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:54.582661] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 2.7s | Global ETA: 59m 40s [2025-11-22T02:29:54.583579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:54.583662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:54.588611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:54.590387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:54.590883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:54.603776] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 5.9s | Global ETA: 59m 40s [2025-11-22T02:29:54.604690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:54.604751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:54.609543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:54.611305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:54.611793] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:54.614494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:54.634877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:54.636316] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:54.637435] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:54.639570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:54.827532] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -5.09% | Symbol ETA: 4.9s | Global ETA: 59m 41s [2025-11-22T02:29:55.000452] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.04% [2025-11-22T02:29:55.173697] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.31% [2025-11-22T02:29:55.179363] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 3.13% | Symbol ETA: 1.5s | Global ETA: 59m 41s [2025-11-22T02:29:55.180336] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:55.180399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:55.185549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:55.188411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:55.189529] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:55.192352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:55.194449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:55.224010] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.14% | Symbol ETA: 2.1s | Global ETA: 59m 41s [2025-11-22T02:29:55.224922] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:55.224985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:55.229773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:55.231528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:55.232030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:55.255863] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 5.2s | Global ETA: 59m 41s [2025-11-22T02:29:55.256741] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:55.256818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:55.261671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:55.263581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:55.264111] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:55.267084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:55.274825] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:55.276247] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:55.277365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:55.279452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:55.419196] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 1.15% [2025-11-22T02:29:55.637520] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.28%, Actual: 0.54% [2025-11-22T02:29:55.914422] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.43% [2025-11-22T02:29:56.029973] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -1.68% | Symbol ETA: 0.8s | Global ETA: 59m 42s [2025-11-22T02:29:56.031021] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:56.031090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:56.036840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:56.039775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:56.040762] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:56.044295] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:29:56.046595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:56.067435] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 1.5s | Global ETA: 59m 42s [2025-11-22T02:29:56.068831] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:29:56.068917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:56.076285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:56.079023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:56.079816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:56.085535] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 4.8s | Global ETA: 59m 42s [2025-11-22T02:29:56.086469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:56.086533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:56.091521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:56.093512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:56.094060] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:56.096919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:56.113592] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 1.69% [2025-11-22T02:29:56.138629] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:56.140211] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:29:56.141393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:29:56.143591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:56.286154] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 0.13% [2025-11-22T02:29:56.453816] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.17% [2025-11-22T02:29:56.621088] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.40%, Actual: 2.38% [2025-11-22T02:29:56.710527] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 3.63% | Symbol ETA: 0.2s | Global ETA: 59m 42s [2025-11-22T02:29:56.731276] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.23% | Symbol ETA: 4.0s | Global ETA: 59m 43s [2025-11-22T02:29:56.732171] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:56.732232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:56.737075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:56.738896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:56.739381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:56.742132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:56.757249] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 0.9s | Global ETA: 59m 43s [2025-11-22T02:29:56.793514] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -5.09%, Actual: 2.45% [2025-11-22T02:29:56.793758] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 37.9467% [2025-11-22T02:29:56.793853] [INFO ] [main ] PFGC: DISCARDED add_prev_close_to_open (score: 37.95%) [2025-11-22T02:29:56.793898] [INFO ] [main ] PFGC: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:29:56.793931] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure'] [2025-11-22T02:29:56.793967] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:29:56.809491] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:56.811017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:56.811080] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:56.812281] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:56.812978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:29:56.815809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:56.877529] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 2.06% [2025-11-22T02:29:56.941329] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 1.09% [2025-11-22T02:29:57.043956] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 1.27% [2025-11-22T02:29:57.117341] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 0.76% [2025-11-22T02:29:57.210590] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 1.43% [2025-11-22T02:29:57.287831] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 0.53% [2025-11-22T02:29:57.374506] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 0.28% [2025-11-22T02:29:57.382004] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 3.3s | Global ETA: 59m 43s [2025-11-22T02:29:57.382899] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:57.382961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:57.387821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:57.389610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:57.390102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:57.392760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:57.446877] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.28% | Symbol ETA: 10.5s | Global ETA: 59m 43s [2025-11-22T02:29:57.447800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:57.447883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:57.449022] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:57.449675] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:29:57.452327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:57.458877] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.56%, Actual: 0.23% [2025-11-22T02:29:57.541087] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.71% [2025-11-22T02:29:57.630344] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.09% [2025-11-22T02:29:57.708850] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.86% [2025-11-22T02:29:57.801108] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 1.47% [2025-11-22T02:29:57.875619] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -2.27%, Actual: 1.26% [2025-11-22T02:29:57.975475] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.32% [2025-11-22T02:29:58.043408] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 0.22% [2025-11-22T02:29:58.044928] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 2.6s | Global ETA: 59m 44s [2025-11-22T02:29:58.045852] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:58.045922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:58.054410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:58.056183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:58.056676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:58.059439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:58.116341] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 10.0s | Global ETA: 59m 44s [2025-11-22T02:29:58.117353] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:58.117421] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:58.118675] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:58.119350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:29:58.122191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:58.151137] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.14%, Actual: 1.18% [2025-11-22T02:29:58.213058] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.68%, Actual: 0.47% [2025-11-22T02:29:58.327048] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.59% [2025-11-22T02:29:58.395224] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 3.63%, Actual: 1.19% [2025-11-22T02:29:58.395476] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 35.7369% [2025-11-22T02:29:58.395597] [INFO ] [main ] PEG: DISCARDED add_volume_zscore (score: 35.74%) [2025-11-22T02:29:58.395683] [INFO ] [main ] PEG: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:29:58.396132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure', 'add_vwap_deviations'] [2025-11-22T02:29:58.396173] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T02:29:58.409688] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:58.411166] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:58.411228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:58.416109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:58.418584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:58.419404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:58.422051] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:29:58.427738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:58.500814] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.94% [2025-11-22T02:29:58.501018] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 40.5275% [2025-11-22T02:29:58.501072] [INFO ] [main ] SFB: DISCARDED add_volatility_state_percentiles (score: 40.53%) [2025-11-22T02:29:58.501113] [INFO ] [main ] SFB: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:29:58.501146] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_volume_dispersion'] [2025-11-22T02:29:58.501183] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:29:58.514466] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:29:58.516003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:29:58.516069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:58.521131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:58.522971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:58.523466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:58.573679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:58.575148] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:58.576623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:58.711072] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: 1.00% | Symbol ETA: 1.9s | Global ETA: 59m 45s [2025-11-22T02:29:58.712178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:58.712242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:58.717291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:58.719181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:58.719713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:58.722611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:58.744229] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 9.2s | Global ETA: 59m 45s [2025-11-22T02:29:58.745126] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:58.745188] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:58.746343] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:58.746983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:29:58.749816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.082702] [INFO ] [main ] PEG: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 6.0s | Global ETA: 59m 45s [2025-11-22T02:29:59.083574] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:59.083637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:59.088793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:59.091376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:59.092232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:59.095319] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:29:59.101559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.176994] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 6.6s | Global ETA: 59m 45s [2025-11-22T02:29:59.177907] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:29:59.177978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:59.182752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:59.184490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:59.184985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:59.229010] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:59.230220] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:59.231581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.384038] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 8.6s | Global ETA: 59m 45s [2025-11-22T02:29:59.384924] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:29:59.384986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:29:59.386124] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:29:59.386773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:29:59.389512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.391596] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 1.2s | Global ETA: 59m 45s [2025-11-22T02:29:59.392599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:29:59.392690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:59.397682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:59.399535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:59.400040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:29:59.402893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.745524] [INFO ] [main ] PEG: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 5.3s | Global ETA: 59m 46s [2025-11-22T02:29:59.746402] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:29:59.746464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:59.751415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:29:59.753969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:29:59.754802] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:29:59.757659] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:29:59.763605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:29:59.819604] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 5.9s | Global ETA: 59m 46s [2025-11-22T02:29:59.820595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:29:59.820684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:29:59.825746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:29:59.827743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:29:59.828265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:29:59.874103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:29:59.875610] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:29:59.877209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:00.003785] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 7.9s | Global ETA: 59m 46s [2025-11-22T02:30:00.004863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:00.004924] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:00.006049] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:00.006682] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:30:00.009556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:00.067376] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 0.5s | Global ETA: 59m 46s [2025-11-22T02:30:00.241603] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 0.24% [2025-11-22T02:30:00.402267] [INFO ] [main ] PEG: Lookback Days: 4, Magnitude: -2.68% | Symbol ETA: 4.6s | Global ETA: 59m 46s [2025-11-22T02:30:00.403287] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:00.403354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:00.408747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:00.411405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:00.411693] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 0.62% [2025-11-22T02:30:00.412266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:00.417483] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:00.424139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:00.481060] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 5.3s | Global ETA: 59m 46s [2025-11-22T02:30:00.481973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:00.482354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:00.487166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:00.489031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:00.489507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:00.535130] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:00.536415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:00.537869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:00.582284] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 0.73% [2025-11-22T02:30:00.618012] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 7.3s | Global ETA: 59m 47s [2025-11-22T02:30:00.618911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:00.618977] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:00.620110] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:00.620751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:30:00.623428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:00.752324] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 1.19% [2025-11-22T02:30:00.922761] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.23%, Actual: 0.16% [2025-11-22T02:30:01.115628] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 2.09% [2025-11-22T02:30:01.128382] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 4.6s | Global ETA: 59m 47s [2025-11-22T02:30:01.129325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:01.129392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:01.134366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:01.136250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:01.136770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:01.184973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:01.186484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:01.190964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:01.230848] [INFO ] [main ] PEG: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 4.2s | Global ETA: 59m 47s [2025-11-22T02:30:01.231728] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:01.231790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:01.238588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:01.247023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:01.248025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:01.252998] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:01.265539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:01.292878] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 6.6s | Global ETA: 59m 47s [2025-11-22T02:30:01.293983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:01.294048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:01.295266] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:01.296032] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:30:01.299062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:01.480305] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 1.84% [2025-11-22T02:30:01.818681] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 1.00%, Actual: 0.67% [2025-11-22T02:30:01.993960] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 4.2s | Global ETA: 59m 48s [2025-11-22T02:30:01.994877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:01.994942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:01.999781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:02.000503] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 0.15% [2025-11-22T02:30:02.001541] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 6.0s | Global ETA: 59m 48s [2025-11-22T02:30:02.001737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:02.002223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:02.002538] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:02.002604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:02.003797] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:02.004460] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:30:02.007434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.094401] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:02.099212] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:02.100796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.127548] [INFO ] [main ] PEG: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 3.7s | Global ETA: 59m 48s [2025-11-22T02:30:02.128488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:02.128570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:02.133588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:02.136149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:02.136972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:02.140073] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:02.146125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.184720] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 0.34% [2025-11-22T02:30:02.184998] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 36.7021% [2025-11-22T02:30:02.185107] [INFO ] [main ] AWI: DISCARDED add_volume_flow_differentials (score: 36.70%) [2025-11-22T02:30:02.185153] [INFO ] [main ] AWI: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:30:02.185189] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_volume_pressure_into_close'] [2025-11-22T02:30:02.185226] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:30:02.199414] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:02.201007] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:02.201073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:02.206371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:02.210358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:02.211236] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:02.213678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.722917] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.05% | Symbol ETA: 5.4s | Global ETA: 59m 49s [2025-11-22T02:30:02.723818] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:02.723881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:02.725206] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:02.726059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:30:02.728787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.745184] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 3.5s | Global ETA: 59m 49s [2025-11-22T02:30:02.746130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:02.746194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:02.751138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:02.753007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:02.753530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:02.799756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:02.801209] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:02.802695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.827761] [INFO ] [main ] PEG: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 2.9s | Global ETA: 59m 49s [2025-11-22T02:30:02.828910] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:02.828979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:02.834468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:02.837122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:02.838043] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:02.841503] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:02.847871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:02.884609] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 6.5s | Global ETA: 59m 49s [2025-11-22T02:30:02.885514] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:02.885578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:02.890792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:02.892816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:02.893298] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:02.894935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:03.381967] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.38% | Symbol ETA: 4.7s | Global ETA: 59m 49s [2025-11-22T02:30:03.387110] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.13% | Symbol ETA: 2.8s | Global ETA: 59m 49s [2025-11-22T02:30:03.388033] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:03.388102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:03.392859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:03.394591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:03.395090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:03.437443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:03.438778] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:03.440163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:03.507789] [INFO ] [main ] PEG: Lookback Days: 8, Magnitude: -2.07% | Symbol ETA: 2.2s | Global ETA: 59m 50s [2025-11-22T02:30:03.508725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:03.508790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:03.513851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:03.516384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:03.517201] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:03.520198] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:03.521395] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 5.6s | Global ETA: 59m 50s [2025-11-22T02:30:03.522353] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:03.522425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:03.526583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:03.527355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:03.529222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:03.529738] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:03.531377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:03.555940] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.28%, Actual: 0.04% [2025-11-22T02:30:03.724174] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.31% [2025-11-22T02:30:03.891109] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 1.15% [2025-11-22T02:30:04.009499] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 2.1s | Global ETA: 59m 50s [2025-11-22T02:30:04.010434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:04.010500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.015555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:04.017576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:04.018105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:04.060239] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 0.54% [2025-11-22T02:30:04.063940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:04.065366] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:04.066834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.172524] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 5.0s | Global ETA: 59m 50s [2025-11-22T02:30:04.173419] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:04.173481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.178999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:04.180774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:04.181255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:04.182944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.187817] [INFO ] [main ] PEG: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 1.4s | Global ETA: 59m 50s [2025-11-22T02:30:04.188743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:04.188807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.193634] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:04.196126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:04.197129] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:04.200164] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:04.206330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.251778] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.43% [2025-11-22T02:30:04.457827] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 1.69% [2025-11-22T02:30:04.631982] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.13% [2025-11-22T02:30:04.646583] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.4s | Global ETA: 59m 51s [2025-11-22T02:30:04.647497] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:04.647562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.652305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:04.654049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:04.654524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:04.697460] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:04.698692] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:30:04.700017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.803386] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.12%, Actual: 0.17% [2025-11-22T02:30:04.830230] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 4.3s | Global ETA: 59m 51s [2025-11-22T02:30:04.831165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:04.831228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.836223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:04.838072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:04.838579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:04.840245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.863481] [INFO ] [main ] PEG: Lookback Days: 10, Magnitude: -3.75% | Symbol ETA: 0.7s | Global ETA: 59m 51s [2025-11-22T02:30:04.864407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:30:04.864472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:04.869936] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:30:04.872492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:30:04.873351] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:30:04.876162] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:04.882676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:04.972273] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.05%, Actual: 2.38% [2025-11-22T02:30:05.148198] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.38%, Actual: 2.45% [2025-11-22T02:30:05.148408] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 42.1777% [2025-11-22T02:30:05.148490] [INFO ] [main ] PFGC: DISCARDED add_prior_day_tail_pressure (score: 42.18%) [2025-11-22T02:30:05.148533] [INFO ] [main ] PFGC: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:30:05.148565] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_prior_mag_lag'] [2025-11-22T02:30:05.148600] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:05.162919] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:05.164208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:05.164270] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:05.165426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:05.166103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:05.167699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:05.271939] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 0.7s | Global ETA: 59m 51s [2025-11-22T02:30:05.439479] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 1.09% [2025-11-22T02:30:05.467634] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 3.6s | Global ETA: 59m 52s [2025-11-22T02:30:05.468563] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:05.468628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:05.473712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:05.475481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:05.476035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:05.477724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:05.509252] [INFO ] [main ] PEG: Lookback Days: 11, Magnitude: 2.37% | Symbol ETA: 0.0s | Global ETA: 59m 52s [2025-11-22T02:30:05.609609] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 0.76% [2025-11-22T02:30:05.683276] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 2.06% [2025-11-22T02:30:05.778077] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.53% [2025-11-22T02:30:05.789006] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 10.1s | Global ETA: 59m 52s [2025-11-22T02:30:05.791786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:05.791859] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:05.792993] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:05.793621] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:05.796796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:05.867221] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 1.27% [2025-11-22T02:30:05.944816] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 0.23% [2025-11-22T02:30:06.039496] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.68%, Actual: 1.43% [2025-11-22T02:30:06.111747] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.09% [2025-11-22T02:30:06.115698] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 3.0s | Global ETA: 59m 52s [2025-11-22T02:30:06.116935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:06.116997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:06.121795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:06.123628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:06.124125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:06.125723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:06.215608] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 0.28% [2025-11-22T02:30:06.279410] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 1.47% [2025-11-22T02:30:06.385366] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 0.71% [2025-11-22T02:30:06.430994] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 9.5s | Global ETA: 59m 53s [2025-11-22T02:30:06.431873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:06.431934] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:06.433060] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:06.433701] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:06.435290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:06.446328] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 0.32% [2025-11-22T02:30:06.560303] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 0.86% [2025-11-22T02:30:06.621619] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 1.18% [2025-11-22T02:30:06.726683] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -2.07%, Actual: 1.26% [2025-11-22T02:30:06.790176] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 2.3s | Global ETA: 59m 53s [2025-11-22T02:30:06.790852] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.59% [2025-11-22T02:30:06.791122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:06.791188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:06.796197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:06.798415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:06.798952] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:06.800658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:06.900477] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 0.22% [2025-11-22T02:30:06.958256] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.94% [2025-11-22T02:30:06.958542] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 53.2891% [2025-11-22T02:30:06.958720] [INFO ] [main ] SFB: DISCARDED add_volume_dispersion (score: 53.29%) [2025-11-22T02:30:06.958772] [INFO ] [main ] SFB: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:30:06.958806] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_volume_flow_differentials'] [2025-11-22T02:30:06.958843] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:30:06.971492] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:06.972950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:06.973016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:06.978154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:06.980180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:06.980696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:07.026767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:07.028319] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:07.031274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:07.059687] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 8.8s | Global ETA: 59m 53s [2025-11-22T02:30:07.060545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:07.060606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:07.061754] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:07.062371] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:07.063928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:07.074777] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -3.75%, Actual: 0.47% [2025-11-22T02:30:07.244533] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 2.37%, Actual: 1.19% [2025-11-22T02:30:07.244764] [INFO ] [main ] PEG: Magnitude Forecast Confidence: 38.0018% [2025-11-22T02:30:07.244850] [INFO ] [main ] PEG: DISCARDED add_vwap_deviations (score: 38.00%) [2025-11-22T02:30:07.244892] [INFO ] [main ] PEG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:30:07.244923] [INFO ] [main ] PEG: Best accuracy: 58.50% [2025-11-22T02:30:07.244954] [INFO ] [main ] PEG: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:30:07.244983] [INFO ] [main ] PEG: Improvement over baseline: 21.36% [2025-11-22T02:30:07.245011] [INFO ] [main ] PEG: Total time: 7.3 minutes [2025-11-22T02:30:07.245037] [INFO ] [main ] PEG: Average time per feature: 8.3 seconds [2025-11-22T02:30:07.245064] [INFO ] [main ] PEG: Average speed: 0.12 features/sec [2025-11-22T02:30:07.413474] [DEBUG] [METRICS ] PEG: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 2.06% [2025-11-22T02:30:07.429438] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 1.7s | Global ETA: 59m 54s [2025-11-22T02:30:07.430385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:07.430448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:07.435719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:07.437723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:07.438226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:07.439898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:07.585893] [DEBUG] [METRICS ] PEG: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 1.27% [2025-11-22T02:30:07.622528] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 6.4s | Global ETA: 59m 54s [2025-11-22T02:30:07.623688] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:07.623754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:07.628834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:07.630579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:07.631088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:07.677949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:07.679321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:07.682153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:07.698749] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.17% | Symbol ETA: 8.2s | Global ETA: 59m 54s [2025-11-22T02:30:07.699679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:07.699742] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:07.700912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:07.701752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:07.703324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:07.757366] [DEBUG] [METRICS ] PEG: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 1.43% [2025-11-22T02:30:07.929264] [DEBUG] [METRICS ] PEG: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 0.28% [2025-11-22T02:30:08.099613] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 1.0s | Global ETA: 59m 54s [2025-11-22T02:30:08.100568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:08.100631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:08.105574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:08.106234] [DEBUG] [METRICS ] PEG: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.71% [2025-11-22T02:30:08.107455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:08.108006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:08.109694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:08.284996] [DEBUG] [METRICS ] PEG: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 0.86% [2025-11-22T02:30:08.285033] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 5.8s | Global ETA: 59m 54s [2025-11-22T02:30:08.285949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:08.286013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:08.290994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:08.292848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:08.293425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:08.325116] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 7.6s | Global ETA: 59m 55s [2025-11-22T02:30:08.326006] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:08.326067] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:08.327222] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:08.327903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:08.329443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:08.340262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:08.341700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:08.344555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:08.472496] [DEBUG] [METRICS ] PEG: 2025-11-12:2025-11-13: Predicted: -1.46%, Actual: 1.26% [2025-11-22T02:30:08.645067] [DEBUG] [METRICS ] PEG: 2025-11-11:2025-11-12: Predicted: 3.85%, Actual: 0.22% [2025-11-22T02:30:08.764997] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 0.4s | Global ETA: 59m 55s [2025-11-22T02:30:08.814666] [DEBUG] [METRICS ] PEG: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 0.47% [2025-11-22T02:30:08.938423] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 5.1s | Global ETA: 59m 55s [2025-11-22T02:30:08.939361] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:08.939431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:08.939508] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -1.86%, Actual: 0.24% [2025-11-22T02:30:08.941343] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 6.9s | Global ETA: 59m 55s [2025-11-22T02:30:08.942233] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:08.942294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:08.943423] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:08.944067] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:08.944861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:08.945616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:08.947033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:08.947597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:08.985073] [DEBUG] [METRICS ] PEG: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 1.19% [2025-11-22T02:30:08.985695] [INFO ] [LOCAL ] Saved configuration for PEG: 4 features, 58.50% accuracy -> ./output/feature-sets/PEG.json [2025-11-22T02:30:08.987133] [INFO ] [main ] Progress: 29/57 symbols completed (50.9%). PEG finished in 7m 30s. ETA: 55m 52s. Rate: 0.50 symbols/min [2025-11-22T02:30:08.992561] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:08.995296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:08.996806] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:08.999752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:09.004871] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:09.005406] [INFO ] [main ] LND: Testing with 53 available features [2025-11-22T02:30:09.005455] [INFO ] [main ] LND: Establishing baseline with no features... [2025-11-22T02:30:09.005490] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:09.017777] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:09.019283] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:09.114497] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 0.62% [2025-11-22T02:30:09.288752] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 0.73% [2025-11-22T02:30:09.471179] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 1.19% [2025-11-22T02:30:09.557020] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 6.3s | Global ETA: 55m 52s [2025-11-22T02:30:09.557942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:09.558002] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:09.559152] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:09.559813] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:09.561356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:09.586829] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 4.4s | Global ETA: 55m 52s [2025-11-22T02:30:09.587800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:09.587867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:09.593207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:09.594995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:09.595482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:09.603147] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.90% [2025-11-22T02:30:09.604091] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:09.639849] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:09.641091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:09.643852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:09.654114] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.16% [2025-11-22T02:30:09.828290] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 2.09% [2025-11-22T02:30:10.002345] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 1.84% [2025-11-22T02:30:10.169468] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 5.7s | Global ETA: 55m 53s [2025-11-22T02:30:10.170341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:10.170401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:10.171523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:10.172160] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:10.173711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:10.173717] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% [2025-11-22T02:30:10.174677] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:10.178324] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.67% [2025-11-22T02:30:10.247602] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 3.8s | Global ETA: 55m 53s [2025-11-22T02:30:10.248543] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:10.248608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:10.253673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:10.255444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:10.255950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:10.299973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:10.301201] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:10.303974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:10.346063] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.15% [2025-11-22T02:30:10.512179] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.34% [2025-11-22T02:30:10.512370] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 44.4386% [2025-11-22T02:30:10.512447] [INFO ] [main ] AWI: DISCARDED add_volume_pressure_into_close (score: 44.44%) [2025-11-22T02:30:10.512489] [INFO ] [main ] AWI: Testing feature 52/53: add_volume_zscore [2025-11-22T02:30:10.512542] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_volume_zscore'] [2025-11-22T02:30:10.512578] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:30:10.525159] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:10.526546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:10.526608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:10.531488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:10.533265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:10.533764] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:10.535336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:10.755049] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.86% [2025-11-22T02:30:10.756076] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:10.790397] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.47% | Symbol ETA: 5.0s | Global ETA: 55m 53s [2025-11-22T02:30:10.791939] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:10.796564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:10.798019] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:10.798737] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:30:10.800409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:10.891370] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 3.1s | Global ETA: 55m 53s [2025-11-22T02:30:10.892312] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:10.892377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:10.897539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:10.899542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:10.900053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:10.946734] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:10.948338] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:10.951195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:11.169707] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 6.0s | Global ETA: 55m 54s [2025-11-22T02:30:11.170615] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:11.170697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:11.175532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:11.177371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:11.177877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:11.179456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:11.356055] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.27% [2025-11-22T02:30:11.357050] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:11.430559] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -6.05% | Symbol ETA: 4.4s | Global ETA: 55m 54s [2025-11-22T02:30:11.537526] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 2.5s | Global ETA: 55m 54s [2025-11-22T02:30:11.538455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:11.538518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:11.543401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:11.545194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:11.545689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:11.589093] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:11.590555] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:11.593351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:11.603302] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.04% [2025-11-22T02:30:11.773830] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.31% [2025-11-22T02:30:11.811269] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 5.3s | Global ETA: 55m 54s [2025-11-22T02:30:11.812172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:11.812234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:11.817050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:11.818894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:11.819411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:11.821060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:11.929145] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% [2025-11-22T02:30:11.930083] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:11.942541] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.15% [2025-11-22T02:30:12.109000] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.17%, Actual: 0.54% [2025-11-22T02:30:12.183742] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.36% | Symbol ETA: 1.8s | Global ETA: 55m 55s [2025-11-22T02:30:12.184716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:12.184782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:12.189881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:12.191693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:12.192181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:12.237810] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:12.239135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:12.241952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:12.275674] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 0.43% [2025-11-22T02:30:12.442456] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 1.69% [2025-11-22T02:30:12.459232] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 4.7s | Global ETA: 55m 55s [2025-11-22T02:30:12.460183] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:12.460247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:12.465325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:12.467173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:12.467711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:12.469411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:12.497877] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% [2025-11-22T02:30:12.498879] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:12.609716] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.13% [2025-11-22T02:30:12.778006] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.42%, Actual: 0.17% [2025-11-22T02:30:12.846104] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 1.2s | Global ETA: 55m 55s [2025-11-22T02:30:12.847006] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:12.847070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:12.851912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:12.853678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:12.854147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:12.897244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:12.898446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:30:12.901100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:12.945950] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.47%, Actual: 2.38% [2025-11-22T02:30:13.065023] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.23% [2025-11-22T02:30:13.065923] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:13.113293] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 4.0s | Global ETA: 55m 56s [2025-11-22T02:30:13.113466] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -6.05%, Actual: 2.45% [2025-11-22T02:30:13.113678] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.5943% [2025-11-22T02:30:13.113762] [INFO ] [main ] PFGC: DISCARDED add_prior_mag_lag (score: 36.59%) [2025-11-22T02:30:13.113806] [INFO ] [main ] PFGC: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:30:13.113837] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day'] [2025-11-22T02:30:13.113871] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:13.114215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:13.114278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:13.119130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:13.120893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:13.121382] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:13.122962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:13.128189] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:13.129446] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:13.129508] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:13.130668] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:13.131318] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:13.133692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:13.483116] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 0.5s | Global ETA: 55m 56s [2025-11-22T02:30:13.631135] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.39% [2025-11-22T02:30:13.632061] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:13.653607] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 1.09% [2025-11-22T02:30:13.749485] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 9.5s | Global ETA: 55m 56s [2025-11-22T02:30:13.750529] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:13.750591] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:13.751874] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:13.752500] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:13.755208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:13.766785] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 3.4s | Global ETA: 55m 56s [2025-11-22T02:30:13.767773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:13.767842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:13.773266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:13.775332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:13.775869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:13.777563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:13.826146] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 0.76% [2025-11-22T02:30:14.001999] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 0.53% [2025-11-22T02:30:14.175560] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 0.23% [2025-11-22T02:30:14.212082] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.75% [2025-11-22T02:30:14.213028] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:14.348218] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.09% [2025-11-22T02:30:14.373295] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 8.8s | Global ETA: 55m 57s [2025-11-22T02:30:14.374767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:14.374829] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:14.375951] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:14.376569] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:14.379009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:14.445383] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 2.8s | Global ETA: 55m 57s [2025-11-22T02:30:14.446304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:14.446366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:14.451327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:14.453176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:14.453686] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:14.455330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:14.518799] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 1.47% [2025-11-22T02:30:14.689664] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 2.01%, Actual: 0.32% [2025-11-22T02:30:14.786305] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.57% [2025-11-22T02:30:14.858325] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.36%, Actual: 1.18% [2025-11-22T02:30:14.956670] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.16% [2025-11-22T02:30:14.994806] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 8.2s | Global ETA: 55m 57s [2025-11-22T02:30:14.995731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:14.995792] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:14.996922] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:14.997570] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:14.999987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.029747] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.59% [2025-11-22T02:30:15.115323] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 2.1s | Global ETA: 55m 57s [2025-11-22T02:30:15.116223] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:15.116284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:15.121560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:15.123382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:15.123894] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:15.125503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.132733] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:30:15.199292] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.94% [2025-11-22T02:30:15.199500] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 44.3107% [2025-11-22T02:30:15.199590] [INFO ] [main ] SFB: DISCARDED add_volume_flow_differentials (score: 44.31%) [2025-11-22T02:30:15.199635] [INFO ] [main ] SFB: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:30:15.199689] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_volume_pressure_into_close'] [2025-11-22T02:30:15.199726] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:30:15.212973] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:15.214421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:15.214483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:15.219280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:15.221064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:15.221538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:15.268305] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:15.269706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:15.271417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.308681] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.86%, Actual: 0.24% [2025-11-22T02:30:15.475222] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.27% [2025-11-22T02:30:15.608615] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.14% | Symbol ETA: 7.6s | Global ETA: 55m 58s [2025-11-22T02:30:15.609498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:15.609560] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:15.610708] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:15.611338] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:15.613698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.640966] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:15.747323] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 1.5s | Global ETA: 55m 58s [2025-11-22T02:30:15.748241] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:15.748304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:15.753161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:15.755171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:15.755702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:15.757344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.806246] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:30:15.855160] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 6.1s | Global ETA: 55m 58s [2025-11-22T02:30:15.856142] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:15.856222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:15.861537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:15.863537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:15.864079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:15.910482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:15.912101] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:15.914018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:15.972752] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.92% [2025-11-22T02:30:16.138274] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.39%, Actual: 1.27% [2025-11-22T02:30:16.220553] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.26% | Symbol ETA: 7.0s | Global ETA: 55m 59s [2025-11-22T02:30:16.221437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:16.221500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:16.222625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:16.225940] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:16.228378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:16.311094] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.75%, Actual: 1.65% [2025-11-22T02:30:16.388049] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 0.8s | Global ETA: 55m 59s [2025-11-22T02:30:16.388954] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:16.389015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:16.393743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:16.395837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:16.396312] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:16.397910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:16.476783] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 1.90% [2025-11-22T02:30:16.476972] [INFO ] [main ] LND: Magnitude Forecast Confidence: 38.8681% [2025-11-22T02:30:16.477020] [INFO ] [main ] LND: Baseline score (no features): 38.8681% [2025-11-22T02:30:16.477056] [INFO ] [main ] LND: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:16.477086] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:30:16.477120] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:16.488939] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:16.490336] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:16.490394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:16.495121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:16.574247] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 5.8s | Global ETA: 55m 59s [2025-11-22T02:30:16.575201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:16.575266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:16.581152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:16.583356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:16.584035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:16.630145] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:16.631525] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:16.633278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:16.837681] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 6.3s | Global ETA: 55m 59s [2025-11-22T02:30:16.838559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:16.838621] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:16.839760] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:16.840381] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:16.842750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:17.045792] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 0.2s | Global ETA: 55m 59s [2025-11-22T02:30:17.053048] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 4m 58s | Global ETA: 55m 59s [2025-11-22T02:30:17.054251] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:17.054311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:17.059223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:17.215403] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.24% [2025-11-22T02:30:17.218278] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 5.0s | Global ETA: 55m 59s [2025-11-22T02:30:17.219200] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:17.219265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:17.224129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:17.225926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:17.226415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:17.272424] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:17.273910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:17.276390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:17.384398] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 1.20%, Actual: 0.62% [2025-11-22T02:30:17.457733] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 5.7s | Global ETA: 55m 60s [2025-11-22T02:30:17.458592] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:17.458685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:17.459809] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:17.460431] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:17.462774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:17.553152] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.73% [2025-11-22T02:30:17.644370] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 5m 5s | Global ETA: 55m 60s [2025-11-22T02:30:17.645302] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:17.645382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:17.650387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:17.722811] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 1.19% [2025-11-22T02:30:17.866008] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 4.3s | Global ETA: 56m 0s [2025-11-22T02:30:17.866948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:17.867010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:17.871919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:17.873622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:17.874136] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:17.893508] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.16% [2025-11-22T02:30:17.917111] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:17.918258] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:17.919862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.065191] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 2.09% [2025-11-22T02:30:18.072497] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 5.1s | Global ETA: 56m 0s [2025-11-22T02:30:18.073389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:18.073450] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:18.074582] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:18.075222] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:18.077562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.236586] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 1.84% [2025-11-22T02:30:18.239405] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 5m 7s | Global ETA: 56m 0s [2025-11-22T02:30:18.240460] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:18.240541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:18.245580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.428510] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 0.67% [2025-11-22T02:30:18.500321] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 3.6s | Global ETA: 56m 1s [2025-11-22T02:30:18.501211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:18.501274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:18.506018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:18.508095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:18.508609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:18.552505] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:18.553762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:18.555349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.599719] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 0.15% [2025-11-22T02:30:18.692037] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.98% | Symbol ETA: 4.5s | Global ETA: 56m 1s [2025-11-22T02:30:18.692952] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:18.693045] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:18.694207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:18.694906] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:30:18.697323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.769988] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 0.46%, Actual: 0.34% [2025-11-22T02:30:18.770192] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 39.4057% [2025-11-22T02:30:18.770282] [INFO ] [main ] AWI: DISCARDED add_volume_zscore (score: 39.41%) [2025-11-22T02:30:18.770326] [INFO ] [main ] AWI: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:30:18.770360] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_vwap_deviations'] [2025-11-22T02:30:18.770397] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T02:30:18.782927] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:18.784333] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:18.784394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:18.789218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:18.791021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:18.791497] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:18.797042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:18.848567] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.80% | Symbol ETA: 5m 10s | Global ETA: 56m 1s [2025-11-22T02:30:18.849490] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:18.849551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:18.854322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:19.127845] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 2.9s | Global ETA: 56m 1s [2025-11-22T02:30:19.128733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:19.128795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:19.133508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:19.135242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:19.135740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:19.179020] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:19.180152] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:19.181739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:19.307244] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.79% | Symbol ETA: 3.9s | Global ETA: 56m 1s [2025-11-22T02:30:19.423316] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5m 8s | Global ETA: 56m 2s [2025-11-22T02:30:19.424242] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:19.424324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:19.429184] [INFO ] [main ] AWI: Lookback Days: 2, Magnitude: 1.55% | Symbol ETA: 5.8s | Global ETA: 56m 2s [2025-11-22T02:30:19.429295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:19.430126] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:19.430189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:19.435211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:19.437170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:19.437773] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:19.443902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:19.476856] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 0.04% [2025-11-22T02:30:19.645153] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 0.31% [2025-11-22T02:30:19.754443] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.74% | Symbol ETA: 2.3s | Global ETA: 56m 2s [2025-11-22T02:30:19.755337] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:19.755401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:19.760238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:19.761939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:19.762416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:19.805873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:19.807022] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:19.808629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:19.816941] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 1.15% [2025-11-22T02:30:19.984522] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.14%, Actual: 0.54% [2025-11-22T02:30:20.009609] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 5m 7s | Global ETA: 56m 2s [2025-11-22T02:30:20.010615] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:20.010696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:20.015705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:20.088240] [INFO ] [main ] AWI: Lookback Days: 3, Magnitude: 2.61% | Symbol ETA: 5.2s | Global ETA: 56m 2s [2025-11-22T02:30:20.089181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:20.089242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:20.094120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:20.095962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:20.096443] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:20.102209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:20.153013] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.26%, Actual: 0.43% [2025-11-22T02:30:20.321120] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 1.69% [2025-11-22T02:30:20.382925] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 1.6s | Global ETA: 56m 3s [2025-11-22T02:30:20.384046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:20.384109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:20.389618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:20.391331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:20.391823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:20.434376] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:20.435541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:20.437190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:20.489540] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.13% [2025-11-22T02:30:20.602836] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 5m 7s | Global ETA: 56m 3s [2025-11-22T02:30:20.603785] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:20.603845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:20.608779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:20.657660] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 0.17% [2025-11-22T02:30:20.745618] [INFO ] [main ] AWI: Lookback Days: 4, Magnitude: 0.34% | Symbol ETA: 4.6s | Global ETA: 56m 3s [2025-11-22T02:30:20.746544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:20.746610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:20.751453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:20.753322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:20.753829] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:20.759672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:20.826184] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.98%, Actual: 2.38% [2025-11-22T02:30:20.995217] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.79%, Actual: 2.45% [2025-11-22T02:30:20.995449] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 44.0664% [2025-11-22T02:30:20.995529] [INFO ] [main ] PFGC: DISCARDED add_range_overlap_v_prior_day (score: 44.07%) [2025-11-22T02:30:20.995573] [INFO ] [main ] PFGC: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:30:20.995605] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency'] [2025-11-22T02:30:20.995658] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:21.010034] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:21.011455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:21.011517] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:21.012018] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 1.0s | Global ETA: 56m 3s [2025-11-22T02:30:21.012702] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:21.012927] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:21.012992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:21.013351] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:21.015477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.017797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:21.019495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:21.019983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:21.062568] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:21.063803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:21.065424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.170032] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 5m 5s | Global ETA: 56m 3s [2025-11-22T02:30:21.171179] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:21.171252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:21.176764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.402040] [INFO ] [main ] AWI: Lookback Days: 5, Magnitude: -1.73% | Symbol ETA: 3.9s | Global ETA: 56m 4s [2025-11-22T02:30:21.402947] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:21.403009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:21.407785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:21.409585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:21.410096] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:21.415799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.624845] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 9.0s | Global ETA: 56m 4s [2025-11-22T02:30:21.625747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:21.625808] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:21.626947] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:21.627598] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:21.629800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.634232] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 0.3s | Global ETA: 56m 4s [2025-11-22T02:30:21.746515] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.23% | Symbol ETA: 5m 4s | Global ETA: 56m 4s [2025-11-22T02:30:21.747431] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:21.747490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:21.752366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:21.806545] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 1.09% [2025-11-22T02:30:21.973533] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 0.76% [2025-11-22T02:30:22.057248] [INFO ] [main ] AWI: Lookback Days: 6, Magnitude: -0.96% | Symbol ETA: 3.3s | Global ETA: 56m 4s [2025-11-22T02:30:22.058174] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:22.058565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:22.063301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:22.065078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:22.065565] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:22.071311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:22.141125] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.53% [2025-11-22T02:30:22.248361] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 8.5s | Global ETA: 56m 4s [2025-11-22T02:30:22.249240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:22.249301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:22.250416] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:22.251062] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:22.253143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:22.308259] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 0.23% [2025-11-22T02:30:22.326994] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 5m 4s | Global ETA: 56m 4s [2025-11-22T02:30:22.478771] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.09% [2025-11-22T02:30:22.500493] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 1.16% [2025-11-22T02:30:22.651794] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 1.47% [2025-11-22T02:30:22.684214] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.02% [2025-11-22T02:30:22.718191] [INFO ] [main ] AWI: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 2.6s | Global ETA: 56m 5s [2025-11-22T02:30:22.719193] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:22.719256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:22.724212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:22.726232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:22.726776] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:22.732810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:22.817428] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 0.32% [2025-11-22T02:30:22.855415] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 0.24% [2025-11-22T02:30:22.868300] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 7.8s | Global ETA: 56m 5s [2025-11-22T02:30:22.869210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:22.869271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:22.870434] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:22.871077] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:22.873181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:22.985511] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 1.18% [2025-11-22T02:30:23.027375] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 1.27% [2025-11-22T02:30:23.151393] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.59% [2025-11-22T02:30:23.204756] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:23.316257] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 0.94% [2025-11-22T02:30:23.316491] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 43.7865% [2025-11-22T02:30:23.316613] [INFO ] [main ] SFB: DISCARDED add_volume_pressure_into_close (score: 43.79%) [2025-11-22T02:30:23.316674] [INFO ] [main ] SFB: Testing feature 52/53: add_volume_zscore [2025-11-22T02:30:23.316711] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_volume_zscore'] [2025-11-22T02:30:23.316748] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:30:23.329095] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:23.330519] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:23.330924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:23.335920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:23.337728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:23.338223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:23.383842] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:30:23.384553] [INFO ] [main ] AWI: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 2.0s | Global ETA: 56m 5s [2025-11-22T02:30:23.385611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:23.385701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:23.386094] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:23.387409] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:23.389123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:23.390883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:23.392870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:23.393382] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:23.399556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:23.489153] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.84% | Symbol ETA: 7.2s | Global ETA: 56m 6s [2025-11-22T02:30:23.490055] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:23.490117] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:23.491255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:23.491897] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:23.494007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:23.562583] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.92% [2025-11-22T02:30:23.742032] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 1.27% [2025-11-22T02:30:23.932266] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.23%, Actual: 1.65% [2025-11-22T02:30:23.974084] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 6.0s | Global ETA: 56m 6s [2025-11-22T02:30:23.974974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:23.975038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:23.980021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:23.981836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:23.982319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:24.028409] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:24.029835] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:24.031505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.050503] [INFO ] [main ] AWI: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 1.3s | Global ETA: 56m 6s [2025-11-22T02:30:24.051437] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:24.051500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:24.056348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:24.058165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:24.058636] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:24.064438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.104278] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 1.90% [2025-11-22T02:30:24.104479] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.5147% [2025-11-22T02:30:24.104531] [INFO ] [main ] LND: KEPT add_afternoon_v_morning_volatility_mix (score: 41.51%) [2025-11-22T02:30:24.104567] [INFO ] [main ] LND: Testing feature 2/53: add_atr [2025-11-22T02:30:24.104597] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:30:24.104631] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:24.109380] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 6.6s | Global ETA: 56m 6s [2025-11-22T02:30:24.110308] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:24.110370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:24.111490] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:24.112149] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:24.114246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.116613] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:24.117990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:24.118064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:24.123234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:24.125133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:24.125767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.634524] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 5.4s | Global ETA: 56m 7s [2025-11-22T02:30:24.635420] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:24.635491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:24.640404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:24.642148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:24.642617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:24.686965] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:24.688387] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:24.690094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.705553] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 6m 34s | Global ETA: 56m 7s [2025-11-22T02:30:24.706486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:24.706553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:24.711609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:24.713407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:24.713943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.723424] [INFO ] [main ] AWI: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 0.7s | Global ETA: 56m 7s [2025-11-22T02:30:24.724349] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:30:24.724411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:24.729424] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 6.0s | Global ETA: 56m 7s [2025-11-22T02:30:24.729455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:24.730301] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:24.730364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:24.731373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:24.731487] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:24.731882] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:24.732144] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:24.734270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:24.737938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.271839] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 4.7s | Global ETA: 56m 7s [2025-11-22T02:30:25.272733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:25.272795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:25.277636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:25.279414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:25.279925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:25.293836] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 6m 34s | Global ETA: 56m 7s [2025-11-22T02:30:25.294801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:25.294863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:25.300154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:25.302099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:25.302603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.324089] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:25.325473] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:25.327152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.345884] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 5.4s | Global ETA: 56m 7s [2025-11-22T02:30:25.346752] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:25.346814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:25.347962] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:25.348608] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:25.350763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.389700] [INFO ] [main ] AWI: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 0.0s | Global ETA: 56m 7s [2025-11-22T02:30:25.561096] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 0.24% [2025-11-22T02:30:25.732053] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 2.61%, Actual: 0.62% [2025-11-22T02:30:25.884521] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 6m 33s | Global ETA: 56m 8s [2025-11-22T02:30:25.885453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:25.885524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:25.890425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:25.892204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:25.892711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.900732] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: 0.34%, Actual: 0.73% [2025-11-22T02:30:25.910844] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 4.0s | Global ETA: 56m 8s [2025-11-22T02:30:25.911741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:25.911804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:25.916631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:25.918442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:25.918931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:25.964273] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 4.7s | Global ETA: 56m 8s [2025-11-22T02:30:25.965157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:25.965219] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:25.965690] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:25.966340] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:25.966986] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:25.967031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:25.968708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:25.969097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:26.066813] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.73%, Actual: 1.19% [2025-11-22T02:30:26.232723] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.96%, Actual: 0.16% [2025-11-22T02:30:26.398976] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 2.09% [2025-11-22T02:30:26.485404] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 6m 33s | Global ETA: 56m 8s [2025-11-22T02:30:26.486340] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:26.486402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:26.491596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:26.493483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:26.493997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:26.555625] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 3.4s | Global ETA: 56m 8s [2025-11-22T02:30:26.556527] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:26.556595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:26.561487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:26.563256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:26.563744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:26.564547] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 1.78%, Actual: 1.84% [2025-11-22T02:30:26.592400] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.13% | Symbol ETA: 4.1s | Global ETA: 56m 9s [2025-11-22T02:30:26.593336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:26.593401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:26.594589] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:26.595248] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:30:26.597462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:26.607113] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:26.608567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:26.610216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:26.730893] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 0.67% [2025-11-22T02:30:26.896814] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.15% [2025-11-22T02:30:27.067890] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.34% [2025-11-22T02:30:27.068102] [INFO ] [main ] AWI: Magnitude Forecast Confidence: 43.8531% [2025-11-22T02:30:27.068189] [INFO ] [main ] AWI: DISCARDED add_vwap_deviations (score: 43.85%) [2025-11-22T02:30:27.068232] [INFO ] [main ] AWI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:30:27.068266] [INFO ] [main ] AWI: Best accuracy: 54.22% [2025-11-22T02:30:27.068299] [INFO ] [main ] AWI: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:30:27.068332] [INFO ] [main ] AWI: Improvement over baseline: 17.86% [2025-11-22T02:30:27.068362] [INFO ] [main ] AWI: Total time: 7.3 minutes [2025-11-22T02:30:27.068391] [INFO ] [main ] AWI: Average time per feature: 8.4 seconds [2025-11-22T02:30:27.068420] [INFO ] [main ] AWI: Average speed: 0.12 features/sec [2025-11-22T02:30:27.087331] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 32s | Global ETA: 56m 9s [2025-11-22T02:30:27.088231] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:27.088314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:27.093188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:27.094974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:27.095446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:27.182449] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 2.7s | Global ETA: 56m 9s [2025-11-22T02:30:27.183346] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:27.183409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:27.188203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:27.189970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:27.190441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:27.213141] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.77% | Symbol ETA: 3.5s | Global ETA: 56m 9s [2025-11-22T02:30:27.233500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:27.235065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:27.236678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:27.237851] [DEBUG] [METRICS ] AWI: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.24% [2025-11-22T02:30:27.387630] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.04% [2025-11-22T02:30:27.408570] [DEBUG] [METRICS ] AWI: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.62% [2025-11-22T02:30:27.556388] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.31% [2025-11-22T02:30:27.583602] [DEBUG] [METRICS ] AWI: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.73% [2025-11-22T02:30:27.688776] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 6m 31s | Global ETA: 56m 10s [2025-11-22T02:30:27.689703] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:27.689767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:27.694508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:27.696280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:27.696791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:27.725016] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.15% [2025-11-22T02:30:27.752891] [DEBUG] [METRICS ] AWI: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.19% [2025-11-22T02:30:27.827672] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.77% | Symbol ETA: 2.1s | Global ETA: 56m 10s [2025-11-22T02:30:27.828600] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:27.828684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:27.833788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:27.835575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:27.836083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:27.881195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:27.882430] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:27.884080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:27.891470] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.54% [2025-11-22T02:30:27.920337] [DEBUG] [METRICS ] AWI: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.16% [2025-11-22T02:30:28.060591] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 0.43% [2025-11-22T02:30:28.087351] [DEBUG] [METRICS ] AWI: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 2.09% [2025-11-22T02:30:28.229444] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 1.69% [2025-11-22T02:30:28.257248] [DEBUG] [METRICS ] AWI: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 1.84% [2025-11-22T02:30:28.289416] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 6m 31s | Global ETA: 56m 10s [2025-11-22T02:30:28.290424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:28.290487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:28.295717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:28.297961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:28.298553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:28.404298] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 0.13% [2025-11-22T02:30:28.438000] [DEBUG] [METRICS ] AWI: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.67% [2025-11-22T02:30:28.458849] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 1.4s | Global ETA: 56m 10s [2025-11-22T02:30:28.459814] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:28.459880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:28.464880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:28.466756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:28.467239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:28.512113] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:28.513489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:28.515171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:28.572675] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.17% [2025-11-22T02:30:28.610916] [DEBUG] [METRICS ] AWI: 2025-11-10:2025-11-11: Predicted: -0.33%, Actual: 0.15% [2025-11-22T02:30:28.740279] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.13%, Actual: 2.38% [2025-11-22T02:30:28.780602] [DEBUG] [METRICS ] AWI: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 0.34% [2025-11-22T02:30:28.781154] [INFO ] [LOCAL ] Saved configuration for AWI: 3 features, 54.22% accuracy -> ./output/feature-sets/AWI.json [2025-11-22T02:30:28.782198] [INFO ] [main ] Progress: 30/57 symbols completed (52.6%). AWI finished in 7m 26s. ETA: 52m 22s. Rate: 0.52 symbols/min [2025-11-22T02:30:28.785067] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:28.798229] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:28.798748] [INFO ] [main ] OGN: Testing with 53 available features [2025-11-22T02:30:28.798798] [INFO ] [main ] OGN: Establishing baseline with no features... [2025-11-22T02:30:28.798833] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:28.811109] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:28.812368] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:28.892448] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 6m 30s | Global ETA: 52m 22s [2025-11-22T02:30:28.893400] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:28.893461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:28.898368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:28.900185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:28.900686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:28.910785] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.77%, Actual: 2.45% [2025-11-22T02:30:28.910983] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 39.4384% [2025-11-22T02:30:28.911074] [INFO ] [main ] PFGC: DISCARDED add_range_volume_efficiency (score: 39.44%) [2025-11-22T02:30:28.911119] [INFO ] [main ] PFGC: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:30:28.911152] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:30:28.911187] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:28.926041] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:28.927530] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:28.927593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:28.928848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:28.929517] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:28.933674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:29.091391] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 0.8s | Global ETA: 52m 22s [2025-11-22T02:30:29.092308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:29.092373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:29.097378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:29.099223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:29.099753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:29.144464] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:29.145711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:30:29.147373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:29.413856] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -2.15% [2025-11-22T02:30:29.414836] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:29.550263] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 6m 30s | Global ETA: 52m 23s [2025-11-22T02:30:29.550386] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 8.8s | Global ETA: 52m 23s [2025-11-22T02:30:29.551220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:29.551283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:29.551310] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:29.551374] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:29.552504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:29.553189] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:29.556324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:29.557208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:29.558243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:29.558786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:29.715420] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 0.2s | Global ETA: 52m 23s [2025-11-22T02:30:29.882856] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 1.09% [2025-11-22T02:30:30.031042] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 9.43% [2025-11-22T02:30:30.032136] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:30.049265] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 0.76% [2025-11-22T02:30:30.148764] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 6m 29s | Global ETA: 52m 23s [2025-11-22T02:30:30.179434] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 8.2s | Global ETA: 52m 23s [2025-11-22T02:30:30.180366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:30.180427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:30.181543] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:30.182374] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:30.186605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:30.215508] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.53% [2025-11-22T02:30:30.323839] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:30:30.380983] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.23% [2025-11-22T02:30:30.501324] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:30:30.547676] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 0.09% [2025-11-22T02:30:30.623799] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.21% [2025-11-22T02:30:30.624721] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:30.674293] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.24% [2025-11-22T02:30:30.713821] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 1.47% [2025-11-22T02:30:30.795579] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 7.6s | Global ETA: 52m 24s [2025-11-22T02:30:30.796481] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:30.796544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:30.797782] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:30.798404] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:30.802285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:30.862125] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:30:30.896729] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.77%, Actual: 0.32% [2025-11-22T02:30:31.028067] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:31.062473] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 1.18% [2025-11-22T02:30:31.194459] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:30:31.212802] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.09% [2025-11-22T02:30:31.213761] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:31.231029] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.59% [2025-11-22T02:30:31.362933] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:30:31.398779] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 0.94% [2025-11-22T02:30:31.398998] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 49.3788% [2025-11-22T02:30:31.399088] [INFO ] [main ] SFB: DISCARDED add_volume_zscore (score: 49.38%) [2025-11-22T02:30:31.399130] [INFO ] [main ] SFB: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:30:31.399164] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio', 'add_vwap_deviations'] [2025-11-22T02:30:31.399229] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T02:30:31.411931] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:31.412240] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.58% | Symbol ETA: 6.9s | Global ETA: 52m 24s [2025-11-22T02:30:31.413209] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:31.413273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:31.413441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:31.413504] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:31.414629] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:31.415281] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:31.418183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:31.419213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:31.419967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:31.420428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:31.464123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:31.465290] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:31.471008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:31.532673] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:30:31.698217] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:30:31.804675] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -7.16% [2025-11-22T02:30:31.805592] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:31.864249] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:30:31.864446] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.0922% [2025-11-22T02:30:31.864497] [INFO ] [main ] LND: DISCARDED add_atr (score: 41.09%) [2025-11-22T02:30:31.864534] [INFO ] [main ] LND: Testing feature 3/53: add_atr_10 [2025-11-22T02:30:31.864564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:30:31.864598] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:31.875750] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:31.876979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:31.877039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:31.881873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:31.883616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:31.884115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.036036] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 6.3s | Global ETA: 52m 25s [2025-11-22T02:30:32.036972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:32.037034] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:32.038185] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:32.038827] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:32.042659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.043794] [INFO ] [main ] SFB: Lookback Days: 2, Magnitude: 0.05% | Symbol ETA: 5.7s | Global ETA: 52m 25s [2025-11-22T02:30:32.044712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:32.044775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:32.049560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:32.051305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:32.052149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:32.095410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:32.096580] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:32.102098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.398667] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.11% [2025-11-22T02:30:32.399619] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:32.444093] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 3m 19s | Global ETA: 52m 25s [2025-11-22T02:30:32.445036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:32.445098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:32.449897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:32.451666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:32.452144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.657386] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 5.7s | Global ETA: 52m 25s [2025-11-22T02:30:32.658367] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:32.658430] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:32.662829] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:32.663482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:32.667519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.674514] [INFO ] [main ] SFB: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 5.0s | Global ETA: 52m 25s [2025-11-22T02:30:32.675432] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:32.675495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:32.680353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:32.682095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:32.682551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:32.726132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:32.727393] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:32.733063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:32.996435] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 5.89% [2025-11-22T02:30:32.997401] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:33.014625] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 3m 19s | Global ETA: 52m 26s [2025-11-22T02:30:33.015504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:33.015564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:33.020321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:33.022055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:33.022529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:33.287853] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 5.1s | Global ETA: 52m 26s [2025-11-22T02:30:33.288815] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:33.288877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:33.290038] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:33.290736] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:33.294759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:33.305267] [INFO ] [main ] SFB: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 4.4s | Global ETA: 52m 26s [2025-11-22T02:30:33.306172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:33.306248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:33.311133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:33.312929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:33.313404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:33.356481] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:33.357745] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:33.363382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:33.582088] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 3m 18s | Global ETA: 52m 26s [2025-11-22T02:30:33.582988] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:33.583048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:33.587833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:33.588004] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -6.27% [2025-11-22T02:30:33.589025] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:33.589629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:33.590113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:33.923110] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.42% | Symbol ETA: 4.5s | Global ETA: 52m 27s [2025-11-22T02:30:33.924080] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:33.924143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:33.925397] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:33.926142] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:33.930671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:33.940447] [INFO ] [main ] SFB: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 3.8s | Global ETA: 52m 27s [2025-11-22T02:30:33.941362] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:33.941426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:33.946167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:33.947933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:33.948398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:33.991502] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:33.992766] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:33.998498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:34.153215] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 3m 17s | Global ETA: 52m 27s [2025-11-22T02:30:34.154545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:34.154626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:34.159530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:34.161336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:34.161848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:34.212899] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -4.26% [2025-11-22T02:30:34.213859] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:34.576464] [INFO ] [main ] SFB: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 3.2s | Global ETA: 52m 27s [2025-11-22T02:30:34.577374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:34.577439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:34.579477] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 5.51% | Symbol ETA: 3.8s | Global ETA: 52m 27s [2025-11-22T02:30:34.580376] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:34.580438] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:34.581577] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:34.582214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:34.582229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:30:34.583956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:34.584429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:34.586308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:34.627585] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:34.628885] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:34.634452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:34.737828] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3m 17s | Global ETA: 52m 27s [2025-11-22T02:30:34.738766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:34.738827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:34.743703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:34.745530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:34.746026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:34.811257] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 11.54% [2025-11-22T02:30:34.981184] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 2.53% [2025-11-22T02:30:35.153123] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 9.43%, Actual: 1.22% [2025-11-22T02:30:35.208253] [INFO ] [main ] SFB: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 2.5s | Global ETA: 52m 28s [2025-11-22T02:30:35.209177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:35.209240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:35.213989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:35.215759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:35.216219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:35.218330] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.44% | Symbol ETA: 3.2s | Global ETA: 52m 28s [2025-11-22T02:30:35.259245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:35.260406] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:35.266002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:35.317287] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 3m 16s | Global ETA: 52m 28s [2025-11-22T02:30:35.318220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:35.318280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:35.323096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:35.323768] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.21%, Actual: 2.32% [2025-11-22T02:30:35.324920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:35.325385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:35.395173] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.04% [2025-11-22T02:30:35.494592] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.02% [2025-11-22T02:30:35.569968] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.31% [2025-11-22T02:30:35.668299] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -7.16%, Actual: 0.61% [2025-11-22T02:30:35.741205] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 1.15% [2025-11-22T02:30:35.835717] [INFO ] [main ] SFB: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 1.9s | Global ETA: 52m 28s [2025-11-22T02:30:35.836621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:35.836714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:35.841761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:35.843568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:35.844085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:35.845848] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.11%, Actual: 1.36% [2025-11-22T02:30:35.888263] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:35.889494] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:35.895062] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 3m 16s | Global ETA: 52m 28s [2025-11-22T02:30:35.895226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:35.895970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:35.896032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:35.900864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:35.902686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:35.903165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:35.914622] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.58%, Actual: 0.54% [2025-11-22T02:30:36.015470] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 5.89%, Actual: 1.42% [2025-11-22T02:30:36.091891] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.43% [2025-11-22T02:30:36.183703] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -6.27%, Actual: 3.02% [2025-11-22T02:30:36.263868] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 1.69% [2025-11-22T02:30:36.350433] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -4.26%, Actual: 0.22% [2025-11-22T02:30:36.435447] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 0.13% [2025-11-22T02:30:36.462007] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 3m 15s | Global ETA: 52m 29s [2025-11-22T02:30:36.462902] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:36.462963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:36.467752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:36.469444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:36.469941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:36.491945] [INFO ] [main ] SFB: Lookback Days: 9, Magnitude: 1.30% | Symbol ETA: 1.3s | Global ETA: 52m 29s [2025-11-22T02:30:36.492970] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:36.493036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:36.498098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:36.499962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:36.500479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:36.518784] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 11.54%, Actual: 13.03% [2025-11-22T02:30:36.518972] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 36.5354% [2025-11-22T02:30:36.519020] [INFO ] [main ] OGN: Baseline score (no features): 36.5354% [2025-11-22T02:30:36.519058] [INFO ] [main ] OGN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:36.519087] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:30:36.519467] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:36.532715] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:36.534235] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:36.534294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:36.539067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:36.546222] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:36.547727] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:36.554037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:36.612015] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.42%, Actual: 0.17% [2025-11-22T02:30:36.784887] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 5.51%, Actual: 2.38% [2025-11-22T02:30:36.955161] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.44%, Actual: 2.45% [2025-11-22T02:30:36.955375] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 35.0872% [2025-11-22T02:30:36.955468] [INFO ] [main ] PFGC: DISCARDED add_range_volume_efficiency_refinements (score: 35.09%) [2025-11-22T02:30:36.955518] [INFO ] [main ] PFGC: Testing feature 39/53: add_regime [2025-11-22T02:30:36.955566] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_regime'] [2025-11-22T02:30:36.955621] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:36.970613] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:36.972167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:36.972232] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:36.973538] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:36.974332] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:36.991684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.030247] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 3m 15s | Global ETA: 52m 29s [2025-11-22T02:30:37.031121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:37.031182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:37.035918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:37.037712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:37.038194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.125917] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 5m 13s | Global ETA: 52m 29s [2025-11-22T02:30:37.126806] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:37.126866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:37.131573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.160628] [INFO ] [main ] SFB: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.6s | Global ETA: 52m 29s [2025-11-22T02:30:37.161593] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:30:37.161696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:37.166957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:37.168859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:37.169365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:30:37.216235] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:30:37.217723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:30:37.224012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.605059] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 3m 14s | Global ETA: 52m 30s [2025-11-22T02:30:37.620156] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 8.8s | Global ETA: 52m 30s [2025-11-22T02:30:37.621049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:37.621112] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:37.622228] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:37.622914] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:37.639323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.718327] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 16.11% | Symbol ETA: 5m 13s | Global ETA: 52m 30s [2025-11-22T02:30:37.719209] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:37.719270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:37.724002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:37.775469] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:30:37.822819] [INFO ] [main ] SFB: Lookback Days: 11, Magnitude: -0.07% | Symbol ETA: 0.0s | Global ETA: 52m 30s [2025-11-22T02:30:37.943600] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:30:37.993788] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.05%, Actual: 1.09% [2025-11-22T02:30:38.111547] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.24% [2025-11-22T02:30:38.163460] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.76% [2025-11-22T02:30:38.266910] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 8.1s | Global ETA: 52m 30s [2025-11-22T02:30:38.267885] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:38.267972] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:38.269153] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:38.273387] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:38.280061] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:30:38.290870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:38.308050] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -7.05% | Symbol ETA: 5m 12s | Global ETA: 52m 30s [2025-11-22T02:30:38.308954] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:38.309014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:38.313755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:38.331454] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.53% [2025-11-22T02:30:38.450277] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:38.503580] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 0.23% [2025-11-22T02:30:38.617996] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:30:38.674633] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.09% [2025-11-22T02:30:38.785550] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:30:38.843995] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 1.47% [2025-11-22T02:30:38.900207] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 5m 11s | Global ETA: 52m 31s [2025-11-22T02:30:38.901100] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:38.901160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:38.905990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:38.918570] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.12% | Symbol ETA: 7.5s | Global ETA: 52m 31s [2025-11-22T02:30:38.919461] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:38.919523] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:38.920667] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:38.921291] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:38.937364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:38.957171] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:30:39.015901] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 1.69%, Actual: 0.32% [2025-11-22T02:30:39.124563] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:30:39.188007] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.30%, Actual: 1.18% [2025-11-22T02:30:39.295614] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:30:39.295839] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.0922% [2025-11-22T02:30:39.295925] [INFO ] [main ] LND: DISCARDED add_atr_10 (score: 41.09%) [2025-11-22T02:30:39.295969] [INFO ] [main ] LND: Testing feature 4/53: add_atr_5 [2025-11-22T02:30:39.296002] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:30:39.296037] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:39.307326] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:39.308701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:39.308761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:39.313478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:39.318778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:39.319248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:39.355848] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.59% [2025-11-22T02:30:39.516084] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -10.53% | Symbol ETA: 5m 13s | Global ETA: 52m 32s [2025-11-22T02:30:39.517029] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:39.517091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:39.522088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:39.524266] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.07%, Actual: 0.94% [2025-11-22T02:30:39.524481] [INFO ] [main ] SFB: Magnitude Forecast Confidence: 29.0353% [2025-11-22T02:30:39.524579] [INFO ] [main ] SFB: DISCARDED add_vwap_deviations (score: 29.04%) [2025-11-22T02:30:39.524620] [INFO ] [main ] SFB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:30:39.524673] [INFO ] [main ] SFB: Best accuracy: 60.73% [2025-11-22T02:30:39.524709] [INFO ] [main ] SFB: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_volatility_decay_ratio'] [2025-11-22T02:30:39.524741] [INFO ] [main ] SFB: Improvement over baseline: 15.69% [2025-11-22T02:30:39.524779] [INFO ] [main ] SFB: Total time: 7.1 minutes [2025-11-22T02:30:39.524819] [INFO ] [main ] SFB: Average time per feature: 8.1 seconds [2025-11-22T02:30:39.524854] [INFO ] [main ] SFB: Average speed: 0.13 features/sec [2025-11-22T02:30:39.570533] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.09% | Symbol ETA: 6.9s | Global ETA: 52m 32s [2025-11-22T02:30:39.571439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:39.571500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:39.572682] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:39.573360] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:39.590061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:39.695062] [DEBUG] [METRICS ] SFB: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 1.09% [2025-11-22T02:30:39.862236] [DEBUG] [METRICS ] SFB: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.76% [2025-11-22T02:30:39.887458] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 2m 7s | Global ETA: 52m 32s [2025-11-22T02:30:39.888338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:39.888398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:39.893179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:39.894918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:39.895387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.043702] [DEBUG] [METRICS ] SFB: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.53% [2025-11-22T02:30:40.137071] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 12.50% | Symbol ETA: 5m 15s | Global ETA: 52m 32s [2025-11-22T02:30:40.138033] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:40.138095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:40.143298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.223693] [DEBUG] [METRICS ] SFB: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.23% [2025-11-22T02:30:40.227583] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 6.2s | Global ETA: 52m 32s [2025-11-22T02:30:40.228553] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:40.228618] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:40.229852] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:40.230498] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:40.247162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.390152] [DEBUG] [METRICS ] SFB: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.09% [2025-11-22T02:30:40.462197] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 2m 6s | Global ETA: 52m 32s [2025-11-22T02:30:40.463150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:40.463213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:40.468472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:40.470377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:40.470922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.556969] [DEBUG] [METRICS ] SFB: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 1.47% [2025-11-22T02:30:40.724703] [DEBUG] [METRICS ] SFB: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.32% [2025-11-22T02:30:40.808538] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 4.92% | Symbol ETA: 5m 19s | Global ETA: 52m 33s [2025-11-22T02:30:40.809521] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:40.809584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:40.814533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.868504] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 5.6s | Global ETA: 52m 33s [2025-11-22T02:30:40.869434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:40.869496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:40.870624] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:40.871272] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:40.887307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:40.895392] [DEBUG] [METRICS ] SFB: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.18% [2025-11-22T02:30:41.058969] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 2m 5s | Global ETA: 52m 33s [2025-11-22T02:30:41.059894] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:41.059956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:41.061782] [DEBUG] [METRICS ] SFB: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.59% [2025-11-22T02:30:41.065121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:41.067007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:41.067517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:41.228149] [DEBUG] [METRICS ] SFB: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 0.94% [2025-11-22T02:30:41.228833] [INFO ] [LOCAL ] Saved configuration for SFB: 5 features, 60.73% accuracy -> ./output/feature-sets/SFB.json [2025-11-22T02:30:41.230192] [INFO ] [main ] Progress: 31/57 symbols completed (54.4%). SFB finished in 7m 12s. ETA: 48m 58s. Rate: 0.53 symbols/min [2025-11-22T02:30:41.233066] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:30:41.245879] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:41.246556] [INFO ] [main ] CCIF: Testing with 53 available features [2025-11-22T02:30:41.246610] [INFO ] [main ] CCIF: Establishing baseline with no features... [2025-11-22T02:30:41.246666] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:30:41.258831] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:41.260138] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:41.425622] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -3.73% | Symbol ETA: 5m 19s | Global ETA: 48m 59s [2025-11-22T02:30:41.426549] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:41.426618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:41.431637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:41.498962] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 4.9s | Global ETA: 48m 59s [2025-11-22T02:30:41.499890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:41.499952] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:41.501088] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:41.501741] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:41.517675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:41.660708] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 2m 5s | Global ETA: 48m 59s [2025-11-22T02:30:41.661610] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:41.661700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:41.666890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:41.668803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:41.669339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:41.840924] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.65% [2025-11-22T02:30:41.841879] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:42.053074] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -0.92% | Symbol ETA: 5m 20s | Global ETA: 48m 59s [2025-11-22T02:30:42.053996] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:42.054056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:42.058742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:42.135488] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 4.3s | Global ETA: 48m 59s [2025-11-22T02:30:42.136445] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:42.136509] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:42.137776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:42.138445] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:42.154669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:42.251341] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 48m 59s [2025-11-22T02:30:42.252221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:42.252282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:42.257060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:42.258913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:42.259381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:42.420415] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.16% [2025-11-22T02:30:42.422180] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:42.654635] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 13.30% | Symbol ETA: 5m 18s | Global ETA: 48m 60s [2025-11-22T02:30:42.777792] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.69% | Symbol ETA: 3.6s | Global ETA: 48m 60s [2025-11-22T02:30:42.778763] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:42.778825] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:42.780056] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:42.780722] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:30:42.796928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:42.823937] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 2.53% [2025-11-22T02:30:42.836733] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 2m 4s | Global ETA: 48m 60s [2025-11-22T02:30:42.837607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:42.837686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:42.842610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:42.844402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:42.844887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:42.993620] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 16.11%, Actual: 1.22% [2025-11-22T02:30:43.000731] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.08% [2025-11-22T02:30:43.001676] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:43.162727] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -7.05%, Actual: 2.32% [2025-11-22T02:30:43.332401] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 0.02% [2025-11-22T02:30:43.413263] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 2m 3s | Global ETA: 49m 0s [2025-11-22T02:30:43.414154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:43.414214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:43.419146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:43.420952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:43.421438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:43.424870] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.21% | Symbol ETA: 3.0s | Global ETA: 49m 0s [2025-11-22T02:30:43.499868] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -10.53%, Actual: 0.61% [2025-11-22T02:30:43.580379] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.41% [2025-11-22T02:30:43.581320] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:43.592541] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 0.04% [2025-11-22T02:30:43.667715] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 12.50%, Actual: 1.36% [2025-11-22T02:30:43.760695] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.31% [2025-11-22T02:30:43.838035] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 4.92%, Actual: 1.42% [2025-11-22T02:30:43.928705] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 1.15% [2025-11-22T02:30:44.003772] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 2m 3s | Global ETA: 49m 1s [2025-11-22T02:30:44.004683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:44.004751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:44.006502] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -3.73%, Actual: 3.02% [2025-11-22T02:30:44.009689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:44.011597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:44.012082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:44.099148] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.09%, Actual: 0.54% [2025-11-22T02:30:44.150301] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.33% [2025-11-22T02:30:44.151271] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:44.180281] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -0.92%, Actual: 0.22% [2025-11-22T02:30:44.266969] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.43% [2025-11-22T02:30:44.350598] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 13.30%, Actual: 13.03% [2025-11-22T02:30:44.350822] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.2536% [2025-11-22T02:30:44.350873] [INFO ] [main ] OGN: DISCARDED add_afternoon_v_morning_volatility_mix (score: 33.25%) [2025-11-22T02:30:44.350910] [INFO ] [main ] OGN: Testing feature 2/53: add_atr [2025-11-22T02:30:44.350940] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:30:44.350974] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:44.364008] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:44.365274] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:44.365333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:44.367049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:44.367558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:44.434551] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 1.69% [2025-11-22T02:30:44.595960] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 2m 2s | Global ETA: 49m 1s [2025-11-22T02:30:44.596836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:44.596897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:44.601728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:44.603193] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.13% [2025-11-22T02:30:44.603517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:44.604056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:44.714208] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.36% [2025-11-22T02:30:44.715143] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:44.773933] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.17% [2025-11-22T02:30:44.939889] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.69%, Actual: 2.38% [2025-11-22T02:30:44.952537] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 6m 45s | Global ETA: 49m 2s [2025-11-22T02:30:44.953431] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:44.953490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:44.955151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:44.955619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:45.162572] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.21%, Actual: 2.45% [2025-11-22T02:30:45.162815] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 34.6714% [2025-11-22T02:30:45.162898] [INFO ] [main ] PFGC: DISCARDED add_regime (score: 34.67%) [2025-11-22T02:30:45.162941] [INFO ] [main ] PFGC: Testing feature 40/53: add_regime_flags [2025-11-22T02:30:45.162974] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_regime_flags'] [2025-11-22T02:30:45.163008] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:45.177492] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:45.178766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:45.178827] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:45.180020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:45.180693] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:45.181772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:45.194784] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 2m 1s | Global ETA: 49m 2s [2025-11-22T02:30:45.273858] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.07% [2025-11-22T02:30:45.274819] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:45.371700] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:30:45.542215] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:30:45.542442] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 10.01% | Symbol ETA: 6m 44s | Global ETA: 49m 2s [2025-11-22T02:30:45.543327] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:45.543385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:45.545030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:45.545498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:45.717021] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.24% [2025-11-22T02:30:45.799271] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.13% | Symbol ETA: 8.3s | Global ETA: 49m 2s [2025-11-22T02:30:45.800189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:45.800253] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:45.801424] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:45.802114] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:45.803173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:45.836747] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.26% [2025-11-22T02:30:45.837758] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:45.883507] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:30:46.049341] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:46.126356] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -6.05% | Symbol ETA: 6m 44s | Global ETA: 49m 3s [2025-11-22T02:30:46.127290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:46.127357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:46.129014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:46.129480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:46.215909] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:30:46.390143] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:30:46.412462] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.06% [2025-11-22T02:30:46.413373] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:30:46.429472] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 7.7s | Global ETA: 49m 3s [2025-11-22T02:30:46.430325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:46.430387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:46.431546] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:46.432199] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:46.433220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:46.564101] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:30:46.711716] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.82% | Symbol ETA: 6m 43s | Global ETA: 49m 3s [2025-11-22T02:30:46.712586] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:46.712664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:46.714300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:46.714796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:46.737766] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:30:46.913014] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:30:46.913219] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.0922% [2025-11-22T02:30:46.913302] [INFO ] [main ] LND: DISCARDED add_atr_5 (score: 41.09%) [2025-11-22T02:30:46.913346] [INFO ] [main ] LND: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:30:46.913379] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:30:46.913414] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:46.924534] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:46.925833] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:46.925894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:46.930983] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:46.931850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:46.967376] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.21% [2025-11-22T02:30:47.043599] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 7.1s | Global ETA: 49m 3s [2025-11-22T02:30:47.044475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:47.044536] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:47.045671] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:47.046309] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:47.047361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:47.134955] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 0.54% [2025-11-22T02:30:47.294775] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -10.38% | Symbol ETA: 6m 42s | Global ETA: 49m 3s [2025-11-22T02:30:47.295673] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:47.295731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:47.297362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:47.297850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:47.304554] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.08% [2025-11-22T02:30:47.473542] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.61% [2025-11-22T02:30:47.514226] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 1m 37s | Global ETA: 49m 4s [2025-11-22T02:30:47.515172] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:47.515235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:47.520245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:47.521130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:47.642496] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 3.64% [2025-11-22T02:30:47.660816] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 6.5s | Global ETA: 49m 4s [2025-11-22T02:30:47.662479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:47.662560] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:47.664015] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:47.664827] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:47.666081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:47.814072] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 1.57% [2025-11-22T02:30:47.902990] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.58% | Symbol ETA: 6m 42s | Global ETA: 49m 4s [2025-11-22T02:30:47.904003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:47.904065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:47.905861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:47.906382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:48.003406] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 0.82% [2025-11-22T02:30:48.214986] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 1m 37s | Global ETA: 49m 4s [2025-11-22T02:30:48.216377] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:48.216463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:48.224291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:48.225698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:48.254751] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.89% [2025-11-22T02:30:48.509304] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.00% [2025-11-22T02:30:48.538445] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -1.11% | Symbol ETA: 6.1s | Global ETA: 49m 5s [2025-11-22T02:30:48.539587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:48.539685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:48.540943] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:48.541637] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:48.542747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:48.722922] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.09% [2025-11-22T02:30:48.764133] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -1.25% | Symbol ETA: 6m 41s | Global ETA: 49m 5s [2025-11-22T02:30:48.765123] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:48.765182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:48.766885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:48.767415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:48.916540] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.15% [2025-11-22T02:30:48.916779] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 37.6432% [2025-11-22T02:30:48.916827] [INFO ] [main ] CCIF: Baseline score (no features): 37.6432% [2025-11-22T02:30:48.916865] [INFO ] [main ] CCIF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:48.916895] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:30:48.916950] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:30:48.929405] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:48.930787] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:48.930849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:48.936097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:48.983455] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 1m 36s | Global ETA: 49m 5s [2025-11-22T02:30:48.984437] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:48.984500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:48.989743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:48.990551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.207519] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 5.4s | Global ETA: 49m 5s [2025-11-22T02:30:49.208396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:49.208457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:49.209581] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:49.210247] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:49.211288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.369389] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -3.07% | Symbol ETA: 6m 41s | Global ETA: 49m 5s [2025-11-22T02:30:49.370326] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:49.370387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:49.372088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:49.372582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.505036] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 5m 4s | Global ETA: 49m 5s [2025-11-22T02:30:49.505990] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:49.506052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:49.511059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.590681] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 1m 35s | Global ETA: 49m 5s [2025-11-22T02:30:49.591570] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:49.591631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:49.596411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:49.597279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.821719] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 4.7s | Global ETA: 49m 6s [2025-11-22T02:30:49.822609] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:49.822690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:49.823823] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:49.824452] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:49.825488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:49.966388] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -3.69% | Symbol ETA: 6m 40s | Global ETA: 49m 6s [2025-11-22T02:30:49.967308] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:49.967384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:49.969116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:49.969598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.100997] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 5m 9s | Global ETA: 49m 6s [2025-11-22T02:30:50.101921] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:50.101982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:50.108579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.165909] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 35s | Global ETA: 49m 6s [2025-11-22T02:30:50.166841] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:50.166904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:50.171928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:50.172755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.434299] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 4.0s | Global ETA: 49m 6s [2025-11-22T02:30:50.435287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:50.435350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:50.436473] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:50.437116] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:50.438176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.553388] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.76% | Symbol ETA: 6m 39s | Global ETA: 49m 6s [2025-11-22T02:30:50.686436] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 5m 9s | Global ETA: 49m 6s [2025-11-22T02:30:50.687366] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:50.687427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:50.692185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.721066] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 2.53% [2025-11-22T02:30:50.761191] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 1m 34s | Global ETA: 49m 6s [2025-11-22T02:30:50.762118] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:50.762178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:50.767017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:50.767847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:50.888192] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 10.01%, Actual: 1.22% [2025-11-22T02:30:51.045125] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 5.64% | Symbol ETA: 3.4s | Global ETA: 49m 7s [2025-11-22T02:30:51.046004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:51.046065] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:51.047199] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:51.047874] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:51.048930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:51.054419] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -6.05%, Actual: 2.32% [2025-11-22T02:30:51.219556] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.82%, Actual: 0.02% [2025-11-22T02:30:51.302549] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 5m 12s | Global ETA: 49m 7s [2025-11-22T02:30:51.303512] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:51.303574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:51.309034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:51.358742] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 1m 33s | Global ETA: 49m 7s [2025-11-22T02:30:51.359625] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:51.359704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:51.364473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:51.365323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:51.384589] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -10.38%, Actual: 0.61% [2025-11-22T02:30:51.552020] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.58%, Actual: 1.36% [2025-11-22T02:30:51.658948] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -5.10% | Symbol ETA: 2.7s | Global ETA: 49m 7s [2025-11-22T02:30:51.719771] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -1.25%, Actual: 1.42% [2025-11-22T02:30:51.829239] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 0.04% [2025-11-22T02:30:51.888772] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -3.07%, Actual: 3.02% [2025-11-22T02:30:51.900581] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 5m 12s | Global ETA: 49m 7s [2025-11-22T02:30:51.901498] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:51.901560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:51.906562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:51.958004] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 1m 33s | Global ETA: 49m 7s [2025-11-22T02:30:51.958951] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:51.959013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:51.964104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:51.964930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:51.997229] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 0.31% [2025-11-22T02:30:52.058230] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 0.22% [2025-11-22T02:30:52.163932] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.15% [2025-11-22T02:30:52.223903] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.76%, Actual: 13.03% [2025-11-22T02:30:52.224101] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.1179% [2025-11-22T02:30:52.224179] [INFO ] [main ] OGN: DISCARDED add_atr (score: 34.12%) [2025-11-22T02:30:52.224220] [INFO ] [main ] OGN: Testing feature 3/53: add_atr_10 [2025-11-22T02:30:52.224251] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:30:52.224285] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:52.237726] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:52.239003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:52.239063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:52.240753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:52.241241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:52.329289] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 0.54% [2025-11-22T02:30:52.489178] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 5m 11s | Global ETA: 49m 8s [2025-11-22T02:30:52.490085] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:52.490153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:52.494933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:52.496143] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -1.11%, Actual: 0.43% [2025-11-22T02:30:52.549307] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 1m 32s | Global ETA: 49m 8s [2025-11-22T02:30:52.550285] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:52.550348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:52.555407] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:30:52.556250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:52.663978] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.69% [2025-11-22T02:30:52.826955] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 3m 22s | Global ETA: 49m 8s [2025-11-22T02:30:52.827867] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:52.827928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:52.829558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:52.830049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:52.830708] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.28%, Actual: 0.13% [2025-11-22T02:30:52.998123] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.17% [2025-11-22T02:30:53.063964] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 5m 9s | Global ETA: 49m 8s [2025-11-22T02:30:53.064889] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:53.064950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:53.070020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:53.156887] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 1m 31s | Global ETA: 49m 8s [2025-11-22T02:30:53.163684] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 5.64%, Actual: 2.38% [2025-11-22T02:30:53.331312] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -5.10%, Actual: 2.45% [2025-11-22T02:30:53.331515] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 36.2243% [2025-11-22T02:30:53.331597] [INFO ] [main ] PFGC: DISCARDED add_regime_flags (score: 36.22%) [2025-11-22T02:30:53.331639] [INFO ] [main ] PFGC: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:30:53.331694] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:30:53.331730] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:30:53.332002] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.16% [2025-11-22T02:30:53.346310] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:53.347721] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:53.347786] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:53.348931] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:53.349587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:53.351376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:53.351869] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:53.352883] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:53.354456] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:53.355518] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:53.356217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:53.420480] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 5.66% | Symbol ETA: 3m 22s | Global ETA: 49m 9s [2025-11-22T02:30:53.421391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:53.421451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:53.423099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:53.423570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:53.509034] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:30:53.660707] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 5m 9s | Global ETA: 49m 9s [2025-11-22T02:30:53.661626] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:53.661708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:53.666737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:53.686746] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.24% [2025-11-22T02:30:53.866135] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 1.27% [2025-11-22T02:30:53.981864] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -2.13% | Symbol ETA: 8.2s | Global ETA: 49m 9s [2025-11-22T02:30:53.982766] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:53.982830] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:53.983960] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:53.984585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:53.986321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:53.986809] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:53.987828] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:53.989459] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:53.990468] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:53.991140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:54.017455] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 3m 21s | Global ETA: 49m 9s [2025-11-22T02:30:54.018369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:54.018429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:54.020071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:54.020537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:54.042102] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:30:54.221227] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.68% [2025-11-22T02:30:54.276510] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.66% | Symbol ETA: 5m 9s | Global ETA: 49m 9s [2025-11-22T02:30:54.277566] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:30:54.277630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:54.282695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:54.400124] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.92% [2025-11-22T02:30:54.580164] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.27% [2025-11-22T02:30:54.617632] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 7.5s | Global ETA: 49m 10s [2025-11-22T02:30:54.618870] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:54.618936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:54.620067] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:54.620725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:54.622418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:54.622924] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:54.623301] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 3m 20s | Global ETA: 49m 10s [2025-11-22T02:30:54.623974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:54.624244] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:54.624310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:54.625613] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:54.626069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:54.626566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:54.626638] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:54.627339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:54.761127] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.65% [2025-11-22T02:30:54.850846] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 5m 8s | Global ETA: 49m 10s [2025-11-22T02:30:54.940270] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 1.90% [2025-11-22T02:30:54.940486] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.5200% [2025-11-22T02:30:54.940580] [INFO ] [main ] LND: DISCARDED add_close_to_open_alignment (score: 40.52%) [2025-11-22T02:30:54.940626] [INFO ] [main ] LND: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:30:54.940682] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:30:54.940721] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:30:54.952677] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:54.954204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:54.954269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:54.959894] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:54.960963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:55.018827] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 0.54% [2025-11-22T02:30:55.187548] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 2.08% [2025-11-22T02:30:55.228534] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -11.18% | Symbol ETA: 3m 20s | Global ETA: 49m 10s [2025-11-22T02:30:55.229812] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:55.229874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:55.231573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:55.232085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:55.255094] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 6.9s | Global ETA: 49m 10s [2025-11-22T02:30:55.256038] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:55.256104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:55.257245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:55.257932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:55.259676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:55.260155] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:55.261212] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:55.262832] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:55.263899] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:55.264571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:55.354981] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.61% [2025-11-22T02:30:55.521846] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.43%, Actual: 3.64% [2025-11-22T02:30:55.549150] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 1m 21s | Global ETA: 49m 10s [2025-11-22T02:30:55.550071] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:55.550135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:55.555198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:55.556196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:55.690122] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 1.57% [2025-11-22T02:30:55.833418] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 12.09% | Symbol ETA: 3m 19s | Global ETA: 49m 11s [2025-11-22T02:30:55.834350] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:55.834412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:55.836159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:55.836689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:55.857721] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 0.82% [2025-11-22T02:30:55.886258] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.65% | Symbol ETA: 6.3s | Global ETA: 49m 11s [2025-11-22T02:30:55.887150] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:55.887214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:55.888350] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:55.889010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:55.890759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:55.891239] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:55.892251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:55.893842] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:55.894862] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:55.895520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:56.024004] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.89% [2025-11-22T02:30:56.132289] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 1m 20s | Global ETA: 49m 11s [2025-11-22T02:30:56.133173] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:56.133235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:56.138230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:56.139168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:56.189850] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 1.00% [2025-11-22T02:30:56.356811] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.66%, Actual: 0.09% [2025-11-22T02:30:56.450976] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 3m 19s | Global ETA: 49m 11s [2025-11-22T02:30:56.452043] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:56.452107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:56.454066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:56.454704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:56.511910] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 5.6s | Global ETA: 49m 11s [2025-11-22T02:30:56.512823] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:56.512887] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:56.514006] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:56.514623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:56.516331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:56.516834] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:56.517881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:56.519425] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:56.520433] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:56.521105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:56.522507] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 0.15% [2025-11-22T02:30:56.522736] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 44.9727% [2025-11-22T02:30:56.522790] [INFO ] [main ] CCIF: KEPT add_afternoon_v_morning_volatility_mix (score: 44.97%) [2025-11-22T02:30:56.522827] [INFO ] [main ] CCIF: Testing feature 2/53: add_atr [2025-11-22T02:30:56.522858] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:30:56.522893] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:30:56.535323] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:56.536789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:56.536849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:56.541993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:56.543782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:56.544254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:56.713655] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 1m 20s | Global ETA: 49m 11s [2025-11-22T02:30:56.714799] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:56.714880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:56.721327] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:56.722576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.046892] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -4.59% | Symbol ETA: 3m 18s | Global ETA: 49m 12s [2025-11-22T02:30:57.047807] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:57.047883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.049518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:57.050006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.106070] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 6m 33s | Global ETA: 49m 12s [2025-11-22T02:30:57.106966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:57.107027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:57.111803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.113562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:57.114058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.135431] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 5.0s | Global ETA: 49m 12s [2025-11-22T02:30:57.136325] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:57.136388] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:57.137529] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:57.138174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.139870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:57.140345] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:57.141367] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:57.142965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:57.143975] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:57.144677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.299263] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 1m 19s | Global ETA: 49m 12s [2025-11-22T02:30:57.300193] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:57.300257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:57.305337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:57.306346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.635132] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -2.32% | Symbol ETA: 3m 17s | Global ETA: 49m 12s [2025-11-22T02:30:57.636029] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:57.636090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.637753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:57.638220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.674912] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 6m 32s | Global ETA: 49m 12s [2025-11-22T02:30:57.675798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:57.675859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:57.680631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.682424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:57.682914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.760425] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 4.3s | Global ETA: 49m 12s [2025-11-22T02:30:57.761327] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:57.761393] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:57.762511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:57.763177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:57.765219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:57.765712] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:57.766725] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:57.768338] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:57.769360] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:57.770043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:57.885412] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 18s | Global ETA: 49m 12s [2025-11-22T02:30:57.886292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:57.886353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:57.891199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:57.892138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:58.249333] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 6m 32s | Global ETA: 49m 13s [2025-11-22T02:30:58.249688] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 11.72% | Symbol ETA: 3m 17s | Global ETA: 49m 13s [2025-11-22T02:30:58.250222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:58.250286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:58.255039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:58.256788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:58.257278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:58.386373] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 3.7s | Global ETA: 49m 13s [2025-11-22T02:30:58.387293] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:58.387370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:58.388505] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:58.389172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:58.390893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:58.391358] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:58.392366] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:58.393946] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:58.394964] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:58.395609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:58.420303] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.67%, Actual: 2.53% [2025-11-22T02:30:58.473816] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 18s | Global ETA: 49m 13s [2025-11-22T02:30:58.474704] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:58.474764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:58.479724] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:58.480701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:58.591462] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 5.66%, Actual: 1.22% [2025-11-22T02:30:58.760067] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 2.32% [2025-11-22T02:30:58.814702] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 6m 31s | Global ETA: 49m 13s [2025-11-22T02:30:58.815609] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:58.815687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:58.820470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:58.822212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:58.822711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:58.934400] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 0.02% [2025-11-22T02:30:59.020579] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 1.35% | Symbol ETA: 3.1s | Global ETA: 49m 13s [2025-11-22T02:30:59.021484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:30:59.021548] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:30:59.022686] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:30:59.023304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:59.025021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:30:59.025486] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:30:59.026497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:30:59.028101] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:30:59.029121] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:30:59.029785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.076411] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 1m 17s | Global ETA: 49m 13s [2025-11-22T02:30:59.077316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:59.077380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:59.082256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:59.083190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.102771] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -11.18%, Actual: 0.61% [2025-11-22T02:30:59.271398] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 12.09%, Actual: 1.36% [2025-11-22T02:30:59.386699] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 6m 31s | Global ETA: 49m 14s [2025-11-22T02:30:59.387620] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:59.387703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:59.392606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:59.394404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:59.394916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.440042] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 1.42% [2025-11-22T02:30:59.608749] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -4.59%, Actual: 3.02% [2025-11-22T02:30:59.642453] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.14% | Symbol ETA: 2.5s | Global ETA: 49m 14s [2025-11-22T02:30:59.667657] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 1m 17s | Global ETA: 49m 14s [2025-11-22T02:30:59.668609] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:59.668692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:59.673766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:30:59.674756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.774916] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -2.32%, Actual: 0.22% [2025-11-22T02:30:59.810610] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 0.04% [2025-11-22T02:30:59.947118] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 11.72%, Actual: 13.03% [2025-11-22T02:30:59.947338] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 31.0572% [2025-11-22T02:30:59.947419] [INFO ] [main ] OGN: DISCARDED add_atr_10 (score: 31.06%) [2025-11-22T02:30:59.947461] [INFO ] [main ] OGN: Testing feature 4/53: add_atr_5 [2025-11-22T02:30:59.947493] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:30:59.947529] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:30:59.956601] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 6m 30s | Global ETA: 49m 14s [2025-11-22T02:30:59.957552] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:30:59.957613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:30:59.961285] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:30:59.962540] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:30:59.962600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:59.962669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:30:59.964296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:30:59.964379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:30:59.964809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.964872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:30:59.976328] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.31% [2025-11-22T02:31:00.147479] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 1.15% [2025-11-22T02:31:00.308934] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 1m 16s | Global ETA: 49m 14s [2025-11-22T02:31:00.309968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:00.310033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:00.318311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:00.322349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:00.521548] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.65%, Actual: 0.54% [2025-11-22T02:31:00.625721] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 2m 12s | Global ETA: 49m 15s [2025-11-22T02:31:00.626618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:00.626700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:00.628422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:00.628932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:00.688989] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 6m 30s | Global ETA: 49m 15s [2025-11-22T02:31:00.689928] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:00.689990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:00.694798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:00.696590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:31:00.697107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:00.876686] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 0.43% [2025-11-22T02:31:00.996094] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 1m 15s | Global ETA: 49m 15s [2025-11-22T02:31:01.047160] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 1.69% [2025-11-22T02:31:01.171458] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:31:01.293877] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 6m 29s | Global ETA: 49m 15s [2025-11-22T02:31:01.294810] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:01.294871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:01.299616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:01.301388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:31:01.301900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:01.323715] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 0.13% [2025-11-22T02:31:01.324278] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 10.01% | Symbol ETA: 2m 12s | Global ETA: 49m 15s [2025-11-22T02:31:01.325179] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:01.325239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:01.326923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:01.330226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:01.347251] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 0.02% [2025-11-22T02:31:01.496726] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 0.17% [2025-11-22T02:31:01.520367] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.24% [2025-11-22T02:31:01.665224] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 2.38% [2025-11-22T02:31:01.701016] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:31:01.835961] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.14%, Actual: 2.45% [2025-11-22T02:31:01.836181] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 44.3296% [2025-11-22T02:31:01.836265] [INFO ] [main ] PFGC: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.33%) [2025-11-22T02:31:01.836306] [INFO ] [main ] PFGC: Testing feature 42/53: add_shelf_lag [2025-11-22T02:31:01.836340] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_shelf_lag'] [2025-11-22T02:31:01.836374] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:01.850321] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:01.851705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:01.851767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:01.852929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:01.853586] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:01.854810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:01.876633] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:01.892529] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 6m 28s | Global ETA: 49m 16s [2025-11-22T02:31:01.893441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:01.893502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:01.898941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:01.901039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:31:01.901550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:01.956083] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -6.05% | Symbol ETA: 2m 11s | Global ETA: 49m 16s [2025-11-22T02:31:01.957211] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:01.957306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:01.959379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:01.960151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:02.053674] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68% [2025-11-22T02:31:02.226245] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.55%, Actual: 0.92% [2025-11-22T02:31:02.396144] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:31:02.491677] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 6m 28s | Global ETA: 49m 16s [2025-11-22T02:31:02.568862] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:31:02.571457] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.82% | Symbol ETA: 2m 10s | Global ETA: 49m 16s [2025-11-22T02:31:02.572358] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:02.572422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:02.574077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:02.574546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:02.595234] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 1.02% | Symbol ETA: 9.0s | Global ETA: 49m 16s [2025-11-22T02:31:02.596155] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:02.596218] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:02.597401] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:02.598045] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:02.599306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:02.660857] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.54% [2025-11-22T02:31:02.740205] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:31:02.740444] [INFO ] [main ] LND: Magnitude Forecast Confidence: 38.1202% [2025-11-22T02:31:02.740539] [INFO ] [main ] LND: DISCARDED add_composite_volatility_context (score: 38.12%) [2025-11-22T02:31:02.740583] [INFO ] [main ] LND: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:31:02.740614] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T02:31:02.741010] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:02.753883] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:02.755167] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:02.755229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:02.760130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:02.762669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:02.828627] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 2.08% [2025-11-22T02:31:03.002228] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.61% [2025-11-22T02:31:03.172841] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 3.64% [2025-11-22T02:31:03.179023] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -10.38% | Symbol ETA: 2m 9s | Global ETA: 49m 17s [2025-11-22T02:31:03.179983] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:03.180044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:03.181845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:03.182366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:03.339613] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 8.2s | Global ETA: 49m 17s [2025-11-22T02:31:03.340504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:03.340565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:03.342049] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:03.342689] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:03.343798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:03.345945] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 1.57% [2025-11-22T02:31:03.348093] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 1m 5s | Global ETA: 49m 17s [2025-11-22T02:31:03.349022] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:03.349083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:03.353901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:03.356341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:03.515783] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 0.82% [2025-11-22T02:31:03.686352] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.89% [2025-11-22T02:31:03.800138] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.58% | Symbol ETA: 2m 9s | Global ETA: 49m 17s [2025-11-22T02:31:03.801112] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:03.801173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:03.803030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:03.803621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:03.854875] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:31:03.937276] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 1m 5s | Global ETA: 49m 17s [2025-11-22T02:31:03.938225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:03.938286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:03.943092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:03.945587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.030936] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.09% [2025-11-22T02:31:04.077922] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 7.5s | Global ETA: 49m 18s [2025-11-22T02:31:04.078861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:04.078923] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:04.080063] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:04.080776] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:04.081928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.204243] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.83%, Actual: 0.15% [2025-11-22T02:31:04.204444] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 31.9582% [2025-11-22T02:31:04.204496] [INFO ] [main ] CCIF: DISCARDED add_atr (score: 31.96%) [2025-11-22T02:31:04.204534] [INFO ] [main ] CCIF: Testing feature 3/53: add_atr_10 [2025-11-22T02:31:04.204564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:31:04.204599] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:04.217036] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:04.218463] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:04.218523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:04.223246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:04.225039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:04.225512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.418694] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -1.25% | Symbol ETA: 2m 8s | Global ETA: 49m 18s [2025-11-22T02:31:04.419741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:04.419804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:04.421603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:04.422156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.509382] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 1m 4s | Global ETA: 49m 18s [2025-11-22T02:31:04.510293] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:04.510353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:04.515159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:04.517680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.793862] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 3m 17s | Global ETA: 49m 18s [2025-11-22T02:31:04.794747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:04.794807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:04.799625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:04.801350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:04.801662] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 6.7s | Global ETA: 49m 18s [2025-11-22T02:31:04.801840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:04.802526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:04.802589] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:04.803725] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:04.804350] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:04.805464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.033689] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -3.07% | Symbol ETA: 2m 7s | Global ETA: 49m 18s [2025-11-22T02:31:05.034607] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:05.034699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:05.036382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:05.036884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.080340] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 1m 3s | Global ETA: 49m 18s [2025-11-22T02:31:05.081220] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:05.081280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:05.086048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:05.088728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.369493] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 3m 17s | Global ETA: 49m 19s [2025-11-22T02:31:05.370429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:05.370491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:05.375436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:05.377277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:05.377807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.553263] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.52% | Symbol ETA: 6.0s | Global ETA: 49m 19s [2025-11-22T02:31:05.554154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:05.554215] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:05.555400] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:05.556045] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:05.557168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.656763] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 3s | Global ETA: 49m 19s [2025-11-22T02:31:05.657761] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:05.657823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:05.662741] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:05.665390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.684556] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -3.69% | Symbol ETA: 2m 7s | Global ETA: 49m 19s [2025-11-22T02:31:05.685557] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:05.685621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:05.687615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:05.688401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:05.938293] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 3m 16s | Global ETA: 49m 19s [2025-11-22T02:31:05.939174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:05.939235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:05.943973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:05.945718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:05.946183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:06.255079] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 1m 2s | Global ETA: 49m 19s [2025-11-22T02:31:06.256009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:06.256072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:06.261456] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:06.264258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:06.280535] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.48% | Symbol ETA: 5.2s | Global ETA: 49m 19s [2025-11-22T02:31:06.281434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:06.281495] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:06.281967] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.76% | Symbol ETA: 2m 6s | Global ETA: 49m 19s [2025-11-22T02:31:06.282624] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:06.283273] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:06.284410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:06.449614] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 2.53% [2025-11-22T02:31:06.507490] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 3m 15s | Global ETA: 49m 20s [2025-11-22T02:31:06.508365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:06.508426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:06.513138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:06.514879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:06.515354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:06.617203] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 10.01%, Actual: 1.22% [2025-11-22T02:31:06.783685] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -6.05%, Actual: 2.32% [2025-11-22T02:31:06.875157] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 1m 2s | Global ETA: 49m 20s [2025-11-22T02:31:06.876226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:06.876297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:06.882015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:06.884690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:06.950926] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.82%, Actual: 0.02% [2025-11-22T02:31:07.014426] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 4.5s | Global ETA: 49m 20s [2025-11-22T02:31:07.015330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:07.015393] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:07.016533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:07.017182] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:07.018332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:07.121552] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -10.38%, Actual: 0.61% [2025-11-22T02:31:07.136270] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.54% | Symbol ETA: 3m 15s | Global ETA: 49m 20s [2025-11-22T02:31:07.137515] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:07.137576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:07.142347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:07.144095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:07.144583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:07.289775] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.58%, Actual: 1.36% [2025-11-22T02:31:07.457223] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -1.25%, Actual: 1.42% [2025-11-22T02:31:07.486598] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 1m 1s | Global ETA: 49m 20s [2025-11-22T02:31:07.487541] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:07.487601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:07.492368] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:07.494892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:07.626286] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -3.07%, Actual: 3.02% [2025-11-22T02:31:07.712967] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 3m 14s | Global ETA: 49m 21s [2025-11-22T02:31:07.713853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:07.713914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:07.718710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:07.720464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:07.720961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:07.731660] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 3.8s | Global ETA: 49m 21s [2025-11-22T02:31:07.732549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:07.732610] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:07.733752] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:07.734378] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:07.735492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:07.795119] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -3.69%, Actual: 0.22% [2025-11-22T02:31:07.962292] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.76%, Actual: 13.03% [2025-11-22T02:31:07.962512] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.1179% [2025-11-22T02:31:07.962591] [INFO ] [main ] OGN: DISCARDED add_atr_5 (score: 34.12%) [2025-11-22T02:31:07.962632] [INFO ] [main ] OGN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:31:07.962684] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:31:07.962720] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:07.978039] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:07.979392] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:07.979452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:07.980197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:08.065900] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 1m 0s | Global ETA: 49m 21s [2025-11-22T02:31:08.067180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:08.067241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:08.072028] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:08.074467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:08.282913] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 3m 14s | Global ETA: 49m 21s [2025-11-22T02:31:08.283805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:08.283866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:08.288683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:08.290381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:08.290873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:08.450739] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.69% | Symbol ETA: 3.0s | Global ETA: 49m 21s [2025-11-22T02:31:08.451704] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:08.451770] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:08.452936] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:08.453587] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:31:08.454751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:08.568396] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 1m 41s | Global ETA: 49m 21s [2025-11-22T02:31:08.569319] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:08.569379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:08.570164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:08.659830] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 59.8s | Global ETA: 49m 21s [2025-11-22T02:31:08.832118] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:31:08.850587] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 3m 13s | Global ETA: 49m 22s [2025-11-22T02:31:08.851487] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:08.851549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:08.856332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:08.858128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:08.858605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:09.000574] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.02% [2025-11-22T02:31:09.155111] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 10.69% | Symbol ETA: 1m 41s | Global ETA: 49m 22s [2025-11-22T02:31:09.155998] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:09.156057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:09.156740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:09.166979] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.24% [2025-11-22T02:31:09.191874] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.31% | Symbol ETA: 2.3s | Global ETA: 49m 22s [2025-11-22T02:31:09.339001] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 1.27% [2025-11-22T02:31:09.364071] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 1.02%, Actual: 0.04% [2025-11-22T02:31:09.425536] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 3m 13s | Global ETA: 49m 22s [2025-11-22T02:31:09.426423] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:09.426483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:09.431194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:09.432924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:09.433394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:09.512731] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:09.534325] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 0.31% [2025-11-22T02:31:09.696122] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:31:09.703848] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 1.15% [2025-11-22T02:31:09.749201] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 1m 40s | Global ETA: 49m 22s [2025-11-22T02:31:09.750084] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:09.750144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:09.750836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:09.869402] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.92% [2025-11-22T02:31:09.869791] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 0.54% [2025-11-22T02:31:10.000294] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 3m 12s | Global ETA: 49m 23s [2025-11-22T02:31:10.038279] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.52%, Actual: 0.43% [2025-11-22T02:31:10.046498] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.27% [2025-11-22T02:31:10.167775] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.54% [2025-11-22T02:31:10.206121] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.48%, Actual: 1.69% [2025-11-22T02:31:10.218919] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.65% [2025-11-22T02:31:10.335468] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.08% [2025-11-22T02:31:10.342518] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 1m 40s | Global ETA: 49m 23s [2025-11-22T02:31:10.343390] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:10.343450] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:10.344159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:10.373288] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.13% [2025-11-22T02:31:10.390832] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.90% [2025-11-22T02:31:10.391045] [INFO ] [main ] LND: Magnitude Forecast Confidence: 37.5629% [2025-11-22T02:31:10.391129] [INFO ] [main ] LND: DISCARDED add_day_shape_ratios (score: 37.56%) [2025-11-22T02:31:10.391173] [INFO ] [main ] LND: Testing feature 8/53: add_directional_consistency [2025-11-22T02:31:10.391205] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency'] [2025-11-22T02:31:10.391239] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:10.403068] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:10.404409] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:10.404473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:10.409377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:10.503205] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.61% [2025-11-22T02:31:10.540189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:10.541337] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.17% [2025-11-22T02:31:10.671898] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 3.64% [2025-11-22T02:31:10.711550] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.69%, Actual: 2.38% [2025-11-22T02:31:10.842065] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.54%, Actual: 1.57% [2025-11-22T02:31:10.877512] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.31%, Actual: 2.45% [2025-11-22T02:31:10.877740] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 42.8947% [2025-11-22T02:31:10.877820] [INFO ] [main ] PFGC: DISCARDED add_shelf_lag (score: 42.89%) [2025-11-22T02:31:10.877862] [INFO ] [main ] PFGC: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:31:10.877894] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_signed_carry_history_11'] [2025-11-22T02:31:10.877928] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:10.892166] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:10.893403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:10.893465] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:10.894605] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:10.895276] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:10.896666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:10.932250] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -7.75% | Symbol ETA: 1m 39s | Global ETA: 49m 23s [2025-11-22T02:31:10.933211] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:10.933272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:10.933998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:11.010438] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 0.82% [2025-11-22T02:31:11.109619] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 55.5s | Global ETA: 49m 23s [2025-11-22T02:31:11.110575] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:11.110662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:11.115700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:11.178988] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.89% [2025-11-22T02:31:11.248210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:11.347571] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 1.00% [2025-11-22T02:31:11.507028] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 7.7s | Global ETA: 49m 24s [2025-11-22T02:31:11.507943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:11.508006] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:11.509139] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:11.509795] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:11.511147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:11.515082] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 0.09% [2025-11-22T02:31:11.552588] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.47% | Symbol ETA: 1m 39s | Global ETA: 49m 24s [2025-11-22T02:31:11.553589] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:11.553672] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:11.554345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:11.681693] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 0.15% [2025-11-22T02:31:11.681913] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.8598% [2025-11-22T02:31:11.681999] [INFO ] [main ] CCIF: DISCARDED add_atr_10 (score: 33.86%) [2025-11-22T02:31:11.682043] [INFO ] [main ] CCIF: Testing feature 4/53: add_atr_5 [2025-11-22T02:31:11.682076] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:31:11.682111] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:11.694451] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:11.695881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:11.695940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:11.700749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:11.702511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:11.703014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:11.823080] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 54.9s | Global ETA: 49m 24s [2025-11-22T02:31:11.823991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:11.824051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:11.829079] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:11.961858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.121529] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 7.1s | Global ETA: 49m 24s [2025-11-22T02:31:12.122413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:12.122476] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:12.123594] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:12.124236] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:12.125581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.137213] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 5.85% | Symbol ETA: 1m 38s | Global ETA: 49m 24s [2025-11-22T02:31:12.138172] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:12.138231] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:12.138929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.272226] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 2m 7s | Global ETA: 49m 24s [2025-11-22T02:31:12.273139] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:12.273200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:12.278008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:12.279736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:12.280543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.526274] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 54.1s | Global ETA: 49m 25s [2025-11-22T02:31:12.527168] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:12.527229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:12.531997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:12.659864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.733278] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -5.21% | Symbol ETA: 1m 37s | Global ETA: 49m 25s [2025-11-22T02:31:12.734327] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:12.734402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:12.735181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.740962] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 6.5s | Global ETA: 49m 25s [2025-11-22T02:31:12.741875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:12.741937] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:12.743048] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:12.743685] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:12.745015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:12.846029] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 2m 7s | Global ETA: 49m 25s [2025-11-22T02:31:12.846910] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:12.846970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:12.851755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:12.853455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:12.853942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:13.232634] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 53.4s | Global ETA: 49m 25s [2025-11-22T02:31:13.233567] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:13.233629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:13.238472] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:13.341446] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -2.94% | Symbol ETA: 1m 37s | Global ETA: 49m 25s [2025-11-22T02:31:13.342373] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:13.342433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:13.343173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:13.354701] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 5.8s | Global ETA: 49m 25s [2025-11-22T02:31:13.355591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:13.355676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:13.356821] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:13.357483] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:13.358875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:13.368015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:13.415220] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 2m 6s | Global ETA: 49m 25s [2025-11-22T02:31:13.416166] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:13.416227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:13.421077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:13.422801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:13.423265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:13.934232] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 52.7s | Global ETA: 49m 26s [2025-11-22T02:31:13.935135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:13.935196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:13.940043] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:13.963383] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.13% | Symbol ETA: 1m 36s | Global ETA: 49m 26s [2025-11-22T02:31:13.986231] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 2m 6s | Global ETA: 49m 26s [2025-11-22T02:31:13.987125] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:13.987185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:13.991873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:13.993619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:13.994110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.003804] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 5.3s | Global ETA: 49m 26s [2025-11-22T02:31:14.004707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:14.004770] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:14.005896] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:14.006512] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:14.007895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.066108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.131262] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 2.53% [2025-11-22T02:31:14.298783] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 10.69%, Actual: 1.22% [2025-11-22T02:31:14.467992] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 2.32% [2025-11-22T02:31:14.564973] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 2m 5s | Global ETA: 49m 26s [2025-11-22T02:31:14.565898] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:14.565959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:14.570717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:14.572476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:14.572968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.630163] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.58% | Symbol ETA: 4.6s | Global ETA: 49m 26s [2025-11-22T02:31:14.630856] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 52.0s | Global ETA: 49m 26s [2025-11-22T02:31:14.631130] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:14.631199] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:14.631795] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:14.631857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:14.632393] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:14.633163] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:14.634627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.636499] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.02% [2025-11-22T02:31:14.637007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:14.765815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:14.803072] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -7.75%, Actual: 0.61% [2025-11-22T02:31:14.973348] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.47%, Actual: 1.36% [2025-11-22T02:31:15.140823] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 5.85%, Actual: 1.42% [2025-11-22T02:31:15.143343] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.63% | Symbol ETA: 2m 4s | Global ETA: 49m 27s [2025-11-22T02:31:15.144261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:15.144321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:15.149056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:15.150795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:15.151262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:15.260841] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 4.0s | Global ETA: 49m 27s [2025-11-22T02:31:15.261768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:15.261838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:15.262996] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:15.263624] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:15.264988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:15.308479] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -5.21%, Actual: 3.02% [2025-11-22T02:31:15.341678] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 51.3s | Global ETA: 49m 27s [2025-11-22T02:31:15.342614] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:15.342726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:15.347496] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:15.473846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:15.473968] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -2.94%, Actual: 0.22% [2025-11-22T02:31:15.640422] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.13%, Actual: 13.03% [2025-11-22T02:31:15.640623] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 29.3265% [2025-11-22T02:31:15.640745] [INFO ] [main ] OGN: DISCARDED add_close_to_open_alignment (score: 29.33%) [2025-11-22T02:31:15.640797] [INFO ] [main ] OGN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:31:15.640835] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T02:31:15.640870] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:15.654913] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:15.656225] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:15.656285] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:15.657170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:15.717946] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 2m 4s | Global ETA: 49m 27s [2025-11-22T02:31:15.718873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:15.718933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:15.723690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:15.725401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:15.725922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:15.883072] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 3.4s | Global ETA: 49m 27s [2025-11-22T02:31:15.883994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:15.884056] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:15.885177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:15.885855] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:15.887198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.042273] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 50.6s | Global ETA: 49m 28s [2025-11-22T02:31:16.043195] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:16.043258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:16.048434] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:16.172238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.239770] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 1m 17s | Global ETA: 49m 28s [2025-11-22T02:31:16.240674] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:16.240735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:16.241558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.293507] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 2m 3s | Global ETA: 49m 28s [2025-11-22T02:31:16.294401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:16.294461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:16.299320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:16.301119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:16.301598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.512580] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.94% | Symbol ETA: 2.8s | Global ETA: 49m 28s [2025-11-22T02:31:16.513507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:16.513572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:16.514760] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:16.515401] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:31:16.516898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.745894] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 49.9s | Global ETA: 49m 28s [2025-11-22T02:31:16.746797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:16.746858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:16.752056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:16.825769] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 1m 17s | Global ETA: 49m 28s [2025-11-22T02:31:16.826682] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:16.826742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:16.827597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.873807] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 2m 3s | Global ETA: 49m 28s [2025-11-22T02:31:16.874751] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:16.874811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:16.879588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:16.881307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:31:16.881799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:16.885765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:17.143800] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.30% | Symbol ETA: 2.2s | Global ETA: 49m 29s [2025-11-22T02:31:17.316783] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.04% [2025-11-22T02:31:17.412112] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 2.55% | Symbol ETA: 1m 16s | Global ETA: 49m 29s [2025-11-22T02:31:17.413014] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:17.413073] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:17.413919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:17.446866] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.83% | Symbol ETA: 2m 2s | Global ETA: 49m 29s [2025-11-22T02:31:17.455989] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 49.2s | Global ETA: 49m 29s [2025-11-22T02:31:17.481525] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.31% [2025-11-22T02:31:17.616610] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.54% [2025-11-22T02:31:17.624282] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:31:17.648673] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 1.15% [2025-11-22T02:31:17.785324] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 2.08% [2025-11-22T02:31:17.791169] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:31:17.839842] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.19%, Actual: 0.54% [2025-11-22T02:31:17.952017] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.61% [2025-11-22T02:31:17.996393] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 1m 16s | Global ETA: 49m 29s [2025-11-22T02:31:17.997319] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:17.997379] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:17.998263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:18.013478] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.43% [2025-11-22T02:31:18.035841] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.24% [2025-11-22T02:31:18.123450] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.30%, Actual: 3.64% [2025-11-22T02:31:18.188120] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.58%, Actual: 1.69% [2025-11-22T02:31:18.208594] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:31:18.294100] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 1.57% [2025-11-22T02:31:18.358990] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.13% [2025-11-22T02:31:18.375408] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:18.483789] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.63%, Actual: 0.82% [2025-11-22T02:31:18.540152] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 0.17% [2025-11-22T02:31:18.543035] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:31:18.590718] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -7.55% | Symbol ETA: 1m 15s | Global ETA: 49m 30s [2025-11-22T02:31:18.591608] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:18.591688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:18.592530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:18.652394] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.89% [2025-11-22T02:31:18.710429] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:31:18.717105] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.94%, Actual: 2.38% [2025-11-22T02:31:18.819444] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:31:18.879909] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:31:18.884968] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.30%, Actual: 2.45% [2025-11-22T02:31:18.885168] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 42.7954% [2025-11-22T02:31:18.885247] [INFO ] [main ] PFGC: DISCARDED add_signed_carry_history_11 (score: 42.80%) [2025-11-22T02:31:18.885289] [INFO ] [main ] PFGC: Testing feature 44/53: add_sma_ratio [2025-11-22T02:31:18.885320] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_sma_ratio'] [2025-11-22T02:31:18.885354] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:18.899871] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:18.901307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:18.901371] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:18.902530] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:18.903227] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:18.903990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:18.989146] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.09% [2025-11-22T02:31:19.071012] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:31:19.157147] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.83%, Actual: 0.15% [2025-11-22T02:31:19.157377] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 31.9582% [2025-11-22T02:31:19.157458] [INFO ] [main ] CCIF: DISCARDED add_atr_5 (score: 31.96%) [2025-11-22T02:31:19.157501] [INFO ] [main ] CCIF: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:31:19.157532] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:31:19.157566] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:19.169669] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:19.170920] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:19.170981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:19.175706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:19.176485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.184356] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 9.75% | Symbol ETA: 1m 15s | Global ETA: 49m 30s [2025-11-22T02:31:19.185265] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:19.185326] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:19.186195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.238460] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:31:19.239118] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.0922% [2025-11-22T02:31:19.239208] [INFO ] [main ] LND: DISCARDED add_directional_consistency (score: 41.09%) [2025-11-22T02:31:19.239250] [INFO ] [main ] LND: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:31:19.239281] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range'] [2025-11-22T02:31:19.239316] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:19.254027] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:19.255956] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:19.256016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:19.261214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:19.263240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.522290] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 7.3s | Global ETA: 49m 31s [2025-11-22T02:31:19.523218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:19.523279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:19.524407] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:19.525090] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:19.525836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.747542] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 1m 35s | Global ETA: 49m 31s [2025-11-22T02:31:19.748495] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:19.748564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:19.753411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:19.754207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.786143] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -9.04% | Symbol ETA: 1m 14s | Global ETA: 49m 31s [2025-11-22T02:31:19.787056] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:19.787117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:19.787992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:19.837127] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 53.9s | Global ETA: 49m 31s [2025-11-22T02:31:19.838158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:19.838242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:19.843268] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:19.845057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.142959] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: 49m 31s [2025-11-22T02:31:20.143841] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:20.143908] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:20.145062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:20.145694] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:20.146421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.314080] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 1m 34s | Global ETA: 49m 31s [2025-11-22T02:31:20.314984] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:20.315045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:20.319778] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:20.320562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.380765] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 4.21% | Symbol ETA: 1m 13s | Global ETA: 49m 31s [2025-11-22T02:31:20.381740] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:20.381814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:20.386732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.435706] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 53.4s | Global ETA: 49m 31s [2025-11-22T02:31:20.436665] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:20.436741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:20.441902] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:20.443754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.761763] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 6.0s | Global ETA: 49m 32s [2025-11-22T02:31:20.762635] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:20.763028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:20.764175] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:20.764855] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:20.765592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:20.884300] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 1m 34s | Global ETA: 49m 32s [2025-11-22T02:31:20.885207] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:20.885270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:20.890112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:20.890963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.005967] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -9.98% | Symbol ETA: 1m 13s | Global ETA: 49m 32s [2025-11-22T02:31:21.007010] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:31:21.007071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:21.007978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.021227] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 52.8s | Global ETA: 49m 32s [2025-11-22T02:31:21.022275] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:21.022340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:21.028078] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:21.030113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.380757] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 5.4s | Global ETA: 49m 32s [2025-11-22T02:31:21.381712] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:21.381775] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:21.382966] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:21.383608] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:21.384386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.448770] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 1m 33s | Global ETA: 49m 32s [2025-11-22T02:31:21.449681] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:21.449743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:21.454519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:21.455322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.606414] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 52.2s | Global ETA: 49m 32s [2025-11-22T02:31:21.607490] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:21.607554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:21.609135] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 20.18% | Symbol ETA: 1m 12s | Global ETA: 49m 32s [2025-11-22T02:31:21.613373] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:21.615854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:21.789136] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 2.53% [2025-11-22T02:31:21.956876] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 1.22% [2025-11-22T02:31:22.011000] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 4.8s | Global ETA: 49m 33s [2025-11-22T02:31:22.012237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:22.012304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:22.013524] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:22.014219] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:22.015005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:22.019660] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 1m 33s | Global ETA: 49m 33s [2025-11-22T02:31:22.020584] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:22.020663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:22.025595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:22.026429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:22.129676] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 2.55%, Actual: 2.32% [2025-11-22T02:31:22.269088] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 51.7s | Global ETA: 49m 33s [2025-11-22T02:31:22.270097] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:22.270170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:22.275559] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:22.277367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:22.303762] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 0.02% [2025-11-22T02:31:22.476027] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -7.55%, Actual: 0.61% [2025-11-22T02:31:22.587733] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 1m 32s | Global ETA: 49m 33s [2025-11-22T02:31:22.588610] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:22.588691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:22.593378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:22.594162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:22.630668] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 1.92% | Symbol ETA: 4.2s | Global ETA: 49m 33s [2025-11-22T02:31:22.631589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:22.631676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:22.632967] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:22.633604] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:22.634371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:22.651191] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 9.75%, Actual: 1.36% [2025-11-22T02:31:22.829308] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -9.04%, Actual: 1.42% [2025-11-22T02:31:22.866668] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 51.1s | Global ETA: 49m 33s [2025-11-22T02:31:22.867566] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:22.867627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:22.872421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:22.874105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.006478] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 4.21%, Actual: 3.02% [2025-11-22T02:31:23.153306] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 1m 31s | Global ETA: 49m 34s [2025-11-22T02:31:23.154217] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:23.154279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:23.159038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:23.159835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.187345] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -9.98%, Actual: 0.22% [2025-11-22T02:31:23.249862] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.10% | Symbol ETA: 3.5s | Global ETA: 49m 34s [2025-11-22T02:31:23.250759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:23.250819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:23.251943] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:23.252558] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:23.253316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.366045] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 20.18%, Actual: 13.03% [2025-11-22T02:31:23.366256] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 37.1860% [2025-11-22T02:31:23.366347] [INFO ] [main ] OGN: KEPT add_composite_volatility_context (score: 37.19%) [2025-11-22T02:31:23.366391] [INFO ] [main ] OGN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:31:23.366423] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:31:23.366460] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:23.382779] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:23.384199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:23.384261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:23.385176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:23.387765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.448141] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 50.5s | Global ETA: 49m 34s [2025-11-22T02:31:23.449067] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:23.449129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:23.454142] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:23.455912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.723222] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 1m 31s | Global ETA: 49m 34s [2025-11-22T02:31:23.724129] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:23.724190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:23.728977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:23.729771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.872313] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 2.9s | Global ETA: 49m 34s [2025-11-22T02:31:23.873285] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:23.873346] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:23.874490] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:23.875176] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:23.875921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:23.984479] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 1m 5s | Global ETA: 49m 34s [2025-11-22T02:31:23.985537] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:23.985597] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:23.986476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:23.989168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.027058] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 49.9s | Global ETA: 49m 34s [2025-11-22T02:31:24.028018] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:24.028099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:24.033013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:24.034747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.312101] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 1m 30s | Global ETA: 49m 35s [2025-11-22T02:31:24.313050] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:24.313111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:24.317883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:31:24.318686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.517541] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.37% | Symbol ETA: 2.3s | Global ETA: 49m 35s [2025-11-22T02:31:24.518455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:24.518518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:24.519690] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:24.520328] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:31:24.521100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.601769] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.90% | Symbol ETA: 1m 4s | Global ETA: 49m 35s [2025-11-22T02:31:24.602726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:24.602789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:24.603717] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:24.606307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.608110] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 49.3s | Global ETA: 49m 35s [2025-11-22T02:31:24.609024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:24.609084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:24.613927] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:24.615908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:24.877386] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 1m 30s | Global ETA: 49m 35s [2025-11-22T02:31:25.045159] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:31:25.151670] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.53% | Symbol ETA: 1.7s | Global ETA: 49m 35s [2025-11-22T02:31:25.180846] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 48.7s | Global ETA: 49m 35s [2025-11-22T02:31:25.212557] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:31:25.218007] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 6.87% | Symbol ETA: 1m 4s | Global ETA: 49m 35s [2025-11-22T02:31:25.218964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:25.219041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:25.219920] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:25.222447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:25.321169] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 0.04% [2025-11-22T02:31:25.351786] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.16% [2025-11-22T02:31:25.379441] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:31:25.490090] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.31% [2025-11-22T02:31:25.521314] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:31:25.547847] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:31:25.663192] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 1.15% [2025-11-22T02:31:25.689403] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.24% [2025-11-22T02:31:25.716886] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:31:25.806419] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 1m 3s | Global ETA: 49m 36s [2025-11-22T02:31:25.807346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:25.807410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:25.808288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:25.810691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:25.837072] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 0.54% [2025-11-22T02:31:25.857764] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 1.27% [2025-11-22T02:31:25.887627] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:31:26.004970] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 0.43% [2025-11-22T02:31:26.028463] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:26.059986] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:31:26.178339] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.92%, Actual: 1.69% [2025-11-22T02:31:26.201180] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.68% [2025-11-22T02:31:26.233963] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:31:26.361205] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 0.13% [2025-11-22T02:31:26.371028] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.92% [2025-11-22T02:31:26.398634] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -9.41% | Symbol ETA: 1m 2s | Global ETA: 49m 36s [2025-11-22T02:31:26.399538] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:26.399598] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:26.400433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:26.402924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:26.407330] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:31:26.525286] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 0.17% [2025-11-22T02:31:26.537235] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.27% [2025-11-22T02:31:26.582151] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:31:26.582351] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.2789% [2025-11-22T02:31:26.582436] [INFO ] [main ] CCIF: DISCARDED add_close_to_open_alignment (score: 38.28%) [2025-11-22T02:31:26.582477] [INFO ] [main ] CCIF: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:31:26.582509] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:31:26.582544] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:26.595754] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:26.597219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:26.597339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:26.602455] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:26.603508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:26.690343] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.37%, Actual: 2.38% [2025-11-22T02:31:26.704872] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.65% [2025-11-22T02:31:26.855300] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.53%, Actual: 2.45% [2025-11-22T02:31:26.855521] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 49.6457% [2025-11-22T02:31:26.855609] [INFO ] [main ] PFGC: DISCARDED add_sma_ratio (score: 49.65%) [2025-11-22T02:31:26.855669] [INFO ] [main ] PFGC: Testing feature 45/53: add_true_range [2025-11-22T02:31:26.856098] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_true_range'] [2025-11-22T02:31:26.856138] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:26.870874] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:26.872318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:26.872379] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:26.873531] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:26.874199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:26.875936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:26.878291] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 1.90% [2025-11-22T02:31:26.878497] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.5200% [2025-11-22T02:31:26.878581] [INFO ] [main ] LND: DISCARDED add_fullday_parkinson_range (score: 40.52%) [2025-11-22T02:31:26.878624] [INFO ] [main ] LND: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:31:26.878676] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state'] [2025-11-22T02:31:26.878712] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:26.890112] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:26.891840] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:26.891901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:26.896754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:26.944429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:26.992911] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 11.58% | Symbol ETA: 1m 2s | Global ETA: 49m 37s [2025-11-22T02:31:26.993822] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:26.993883] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:26.994732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:26.997127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:27.178879] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 1m 15s | Global ETA: 49m 37s [2025-11-22T02:31:27.179791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:27.179854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:27.184800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:27.185784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:27.482793] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 6.9s | Global ETA: 49m 37s [2025-11-22T02:31:27.483705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:27.483767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:27.484896] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:27.485509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:27.487223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:27.503356] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 42.0s | Global ETA: 49m 37s [2025-11-22T02:31:27.504269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:27.504335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:27.509235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:27.553180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:27.576983] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 1m 1s | Global ETA: 49m 37s [2025-11-22T02:31:27.577907] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:27.577968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:27.578812] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:27.581193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:27.782752] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 1m 15s | Global ETA: 49m 37s [2025-11-22T02:31:27.783697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:27.783760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:27.789143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:27.790126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.101023] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 6.4s | Global ETA: 49m 38s [2025-11-22T02:31:28.101943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:28.102009] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:28.103120] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:28.103757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:28.105474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.113986] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 41.4s | Global ETA: 49m 38s [2025-11-22T02:31:28.114878] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.114940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:28.119818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:28.163927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.171841] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 5.04% | Symbol ETA: 1m 0s | Global ETA: 49m 38s [2025-11-22T02:31:28.172737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.172799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:28.173680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:28.176095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.384347] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 1m 14s | Global ETA: 49m 38s [2025-11-22T02:31:28.385253] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.385355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:28.390208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:28.391161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.727455] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 40.8s | Global ETA: 49m 38s [2025-11-22T02:31:28.728385] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.728446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:28.733223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:28.739813] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 5.8s | Global ETA: 49m 38s [2025-11-22T02:31:28.740788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:28.740852] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:28.742086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:28.742748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:28.744497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.776740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.777903] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -16.62% | Symbol ETA: 59.8s | Global ETA: 49m 38s [2025-11-22T02:31:28.778910] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.778973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:28.779858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:28.782353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:28.955065] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 1m 13s | Global ETA: 49m 38s [2025-11-22T02:31:28.955964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:28.956025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:28.960790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:28.961720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:29.339987] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 40.2s | Global ETA: 49m 39s [2025-11-22T02:31:29.340875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:29.340936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:29.345667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:29.354857] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 5.2s | Global ETA: 49m 39s [2025-11-22T02:31:29.355739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:29.355801] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:29.356953] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:29.357606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:29.359390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:29.382484] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 11.25% | Symbol ETA: 59.2s | Global ETA: 49m 39s [2025-11-22T02:31:29.389549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:29.522739] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 1m 13s | Global ETA: 49m 39s [2025-11-22T02:31:29.523669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:29.523770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:29.528524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:29.529454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:29.551773] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.14%, Actual: 2.53% [2025-11-22T02:31:29.720664] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.90%, Actual: 1.22% [2025-11-22T02:31:29.891242] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 6.87%, Actual: 2.32% [2025-11-22T02:31:29.958330] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 39.6s | Global ETA: 49m 39s [2025-11-22T02:31:29.959230] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:29.959291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:29.964071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:29.975429] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 4.6s | Global ETA: 49m 39s [2025-11-22T02:31:29.976331] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:29.976394] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:29.977563] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:29.978209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:29.979963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.008282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.094550] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 1m 12s | Global ETA: 49m 39s [2025-11-22T02:31:30.095491] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:30.095552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:30.100350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:30.101282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.131828] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 0.02% [2025-11-22T02:31:30.301367] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -9.41%, Actual: 0.61% [2025-11-22T02:31:30.471317] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 11.58%, Actual: 1.36% [2025-11-22T02:31:30.573476] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 39.0s | Global ETA: 49m 40s [2025-11-22T02:31:30.574354] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:30.574414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:30.579288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:30.615255] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 3.9s | Global ETA: 49m 40s [2025-11-22T02:31:30.616166] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:30.616231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:30.617388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:30.618028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:30.619798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.623639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.639511] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 1.42% [2025-11-22T02:31:30.666252] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 1m 12s | Global ETA: 49m 40s [2025-11-22T02:31:30.667182] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:30.667243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:30.672013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:30.672934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:30.807533] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 5.04%, Actual: 3.02% [2025-11-22T02:31:30.979256] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -16.62%, Actual: 0.22% [2025-11-22T02:31:31.143807] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 11.25%, Actual: 13.03% [2025-11-22T02:31:31.144011] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 28.1129% [2025-11-22T02:31:31.144062] [INFO ] [main ] OGN: DISCARDED add_day_shape_ratios (score: 28.11%) [2025-11-22T02:31:31.144101] [INFO ] [main ] OGN: Testing feature 8/53: add_directional_consistency [2025-11-22T02:31:31.144132] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:31:31.144166] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:31.157867] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:31.159396] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.159456] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:31.160346] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:31.186199] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 38.3s | Global ETA: 49m 40s [2025-11-22T02:31:31.187078] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.187138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:31.191887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:31.230744] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 3.3s | Global ETA: 49m 40s [2025-11-22T02:31:31.231665] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:31.231729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:31.232919] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:31.233560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:31.235361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.235439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.270510] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.63% | Symbol ETA: 1m 11s | Global ETA: 49m 40s [2025-11-22T02:31:31.271429] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.271490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:31.276421] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:31.277395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.287802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.804601] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 37.7s | Global ETA: 49m 41s [2025-11-22T02:31:31.805514] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.805575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:31.810559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:31.854424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.856053] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 2.7s | Global ETA: 49m 41s [2025-11-22T02:31:31.856963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:31.857025] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:31.858227] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:31.858865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:31.860578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.861035] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 1m 10s | Global ETA: 49m 41s [2025-11-22T02:31:31.861934] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.861995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:31.866836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:31.867809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:31.916291] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 56.8s | Global ETA: 49m 41s [2025-11-22T02:31:31.917243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:31.917335] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:31.918309] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:32.054425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:32.419162] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 37.1s | Global ETA: 49m 41s [2025-11-22T02:31:32.420066] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:32.420454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:32.425386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:32.429669] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 1m 10s | Global ETA: 49m 41s [2025-11-22T02:31:32.469408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:32.471843] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.28% | Symbol ETA: 2.1s | Global ETA: 49m 41s [2025-11-22T02:31:32.472770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:32.472833] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:32.473989] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:32.474636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:32.476373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:32.600206] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 0.54% [2025-11-22T02:31:32.657391] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -2.85% | Symbol ETA: 56.0s | Global ETA: 49m 42s [2025-11-22T02:31:32.658347] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:32.658417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:32.659355] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:32.767629] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 2.08% [2025-11-22T02:31:32.790412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:32.950432] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 0.61% [2025-11-22T02:31:33.036345] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 36.5s | Global ETA: 49m 42s [2025-11-22T02:31:33.093631] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.01% | Symbol ETA: 1.4s | Global ETA: 49m 42s [2025-11-22T02:31:33.132028] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 3.64% [2025-11-22T02:31:33.208198] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 1.16% [2025-11-22T02:31:33.261764] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 0.04% [2025-11-22T02:31:33.299011] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 1.57% [2025-11-22T02:31:33.373254] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.35%, Actual: 0.02% [2025-11-22T02:31:33.400487] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 55.2s | Global ETA: 49m 42s [2025-11-22T02:31:33.401389] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:33.401449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:33.402335] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:33.430381] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.31% [2025-11-22T02:31:33.473572] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 0.82% [2025-11-22T02:31:33.540034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:33.540535] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 0.24% [2025-11-22T02:31:33.598572] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 1.15% [2025-11-22T02:31:33.640275] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.89% [2025-11-22T02:31:33.706675] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 1.27% [2025-11-22T02:31:33.765723] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.54% [2025-11-22T02:31:33.807555] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.63%, Actual: 1.00% [2025-11-22T02:31:33.874437] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:33.938039] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.43% [2025-11-22T02:31:33.973679] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.09% [2025-11-22T02:31:34.040527] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.68% [2025-11-22T02:31:34.108147] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.69% [2025-11-22T02:31:34.144095] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 0.15% [2025-11-22T02:31:34.144300] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 42.4459% [2025-11-22T02:31:34.144378] [INFO ] [main ] CCIF: DISCARDED add_composite_volatility_context (score: 42.45%) [2025-11-22T02:31:34.144420] [INFO ] [main ] CCIF: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:31:34.144451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T02:31:34.144486] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:34.156766] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 54.5s | Global ETA: 49m 43s [2025-11-22T02:31:34.157046] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:34.157675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:34.157735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:34.158477] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:34.158538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:34.158584] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:34.163357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:34.165856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:34.209911] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.92% [2025-11-22T02:31:34.285432] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 0.13% [2025-11-22T02:31:34.285864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:34.375185] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 1.27% [2025-11-22T02:31:34.461448] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.17% [2025-11-22T02:31:34.541818] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 1.65% [2025-11-22T02:31:34.631520] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.28%, Actual: 2.38% [2025-11-22T02:31:34.708897] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.90% [2025-11-22T02:31:34.709051] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.5458% [2025-11-22T02:31:34.709129] [INFO ] [main ] LND: DISCARDED add_gap_fill_state (score: 40.55%) [2025-11-22T02:31:34.709180] [INFO ] [main ] LND: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:31:34.709218] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite'] [2025-11-22T02:31:34.709259] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:34.720244] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:34.721404] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:34.721464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:34.726483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:34.727495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:34.733367] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 1m 3s | Global ETA: 49m 43s [2025-11-22T02:31:34.734249] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:34.734310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:34.739180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:34.741611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:34.798511] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.01%, Actual: 2.45% [2025-11-22T02:31:34.798720] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 48.8131% [2025-11-22T02:31:34.798803] [INFO ] [main ] PFGC: DISCARDED add_true_range (score: 48.81%) [2025-11-22T02:31:34.798845] [INFO ] [main ] PFGC: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:31:34.798877] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_vol_of_vol'] [2025-11-22T02:31:34.798911] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:34.813449] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:34.814870] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:34.814931] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:34.816111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:34.816778] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:34.817902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:34.880285] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -9.04% | Symbol ETA: 53.7s | Global ETA: 49m 43s [2025-11-22T02:31:34.881199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:34.881274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:34.882145] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:35.010836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:35.291781] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 38.0s | Global ETA: 49m 44s [2025-11-22T02:31:35.292684] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:35.292746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:35.297482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:35.298457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:35.316190] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 1m 3s | Global ETA: 49m 44s [2025-11-22T02:31:35.317128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:35.317191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:35.321976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:35.324497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:35.485633] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.53% | Symbol ETA: 7.3s | Global ETA: 49m 44s [2025-11-22T02:31:35.486887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:35.486963] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:35.488458] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:35.489431] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:35.491082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:35.714721] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.30% | Symbol ETA: 53.0s | Global ETA: 49m 44s [2025-11-22T02:31:35.716219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:35.716311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:35.717720] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:35.925537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.083786] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 38.3s | Global ETA: 49m 44s [2025-11-22T02:31:36.084921] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:36.084993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:36.090959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:36.092263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.098465] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 1m 3s | Global ETA: 49m 44s [2025-11-22T02:31:36.099794] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:36.099869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:36.105812] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:36.109368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.465328] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 7.8s | Global ETA: 49m 45s [2025-11-22T02:31:36.466208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:36.466271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:36.467424] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:36.468078] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:36.469217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.673740] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -6.76% | Symbol ETA: 52.4s | Global ETA: 49m 45s [2025-11-22T02:31:36.674606] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:36.674692] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:36.675518] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:36.697750] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 37.5s | Global ETA: 49m 45s [2025-11-22T02:31:36.698675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:36.698737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:36.703708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:36.704759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.714102] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 1m 2s | Global ETA: 49m 45s [2025-11-22T02:31:36.715047] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:36.715108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:36.720113] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:36.722628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:36.798447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.084316] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 6.5s | Global ETA: 49m 45s [2025-11-22T02:31:37.085218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:37.085294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:37.086423] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:37.087069] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:37.088188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.286960] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 36.7s | Global ETA: 49m 45s [2025-11-22T02:31:37.287900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:37.287961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:37.291904] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 1m 1s | Global ETA: 49m 45s [2025-11-22T02:31:37.292826] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:37.292887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:37.293101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:37.294107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.297948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:37.300481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.386571] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 2.84% | Symbol ETA: 51.6s | Global ETA: 49m 45s [2025-11-22T02:31:37.387480] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:37.387541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:37.388391] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:37.511525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.700404] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 5.6s | Global ETA: 49m 46s [2025-11-22T02:31:37.701466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:37.701929] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:37.703215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:37.703943] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:37.705122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.863903] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 36.0s | Global ETA: 49m 46s [2025-11-22T02:31:37.864958] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:37.865023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:37.870064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:37.871147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:37.878837] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 1m 0s | Global ETA: 49m 46s [2025-11-22T02:31:37.879769] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:37.879830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:37.884781] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:37.887473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:38.107097] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -15.86% | Symbol ETA: 50.8s | Global ETA: 49m 46s [2025-11-22T02:31:38.108099] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:38.108164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:38.109101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:38.238529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:38.374407] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 4.8s | Global ETA: 49m 46s [2025-11-22T02:31:38.375329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:38.375396] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:38.376525] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:38.377168] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:38.378313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:38.439632] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 35.4s | Global ETA: 49m 46s [2025-11-22T02:31:38.440516] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:38.440914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:38.445757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:38.446728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:38.463316] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 59.8s | Global ETA: 49m 46s [2025-11-22T02:31:38.464321] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:38.464385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:38.469499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:38.472136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:38.852701] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.85% | Symbol ETA: 50.0s | Global ETA: 49m 47s [2025-11-22T02:31:38.998037] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 4.0s | Global ETA: 49m 47s [2025-11-22T02:31:38.999050] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:38.999115] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:39.000324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:39.000985] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:39.002148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.020533] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 2.53% [2025-11-22T02:31:39.024798] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 34.7s | Global ETA: 49m 47s [2025-11-22T02:31:39.025709] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:39.025770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:39.030581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:39.031567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.051330] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 59.2s | Global ETA: 49m 47s [2025-11-22T02:31:39.052250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:39.052313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:39.057338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:39.059807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.187221] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -2.85%, Actual: 1.22% [2025-11-22T02:31:39.353638] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 2.32% [2025-11-22T02:31:39.520962] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 0.02% [2025-11-22T02:31:39.592235] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 34.1s | Global ETA: 49m 47s [2025-11-22T02:31:39.593152] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:39.593211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:39.598025] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:39.599053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.621071] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 3.3s | Global ETA: 49m 47s [2025-11-22T02:31:39.622027] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:39.622091] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:39.623237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:39.623891] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:39.625017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.629739] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 58.6s | Global ETA: 49m 47s [2025-11-22T02:31:39.630661] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:39.630723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:39.635811] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:31:39.638335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:39.689963] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -9.04%, Actual: 0.61% [2025-11-22T02:31:39.858589] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.30%, Actual: 1.36% [2025-11-22T02:31:40.028839] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -6.76%, Actual: 1.42% [2025-11-22T02:31:40.170111] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 33.5s | Global ETA: 49m 48s [2025-11-22T02:31:40.171026] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:40.171086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:40.175950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:40.176965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:40.195717] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 2.84%, Actual: 3.02% [2025-11-22T02:31:40.211101] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 58.0s | Global ETA: 49m 48s [2025-11-22T02:31:40.254982] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 2.6s | Global ETA: 49m 48s [2025-11-22T02:31:40.255903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:40.255965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:40.257089] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:40.257771] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:40.258913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:40.362280] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -15.86%, Actual: 0.22% [2025-11-22T02:31:40.382759] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.54% [2025-11-22T02:31:40.530867] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.85%, Actual: 13.03% [2025-11-22T02:31:40.531059] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 29.2383% [2025-11-22T02:31:40.531131] [INFO ] [main ] OGN: DISCARDED add_directional_consistency (score: 29.24%) [2025-11-22T02:31:40.531173] [INFO ] [main ] OGN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:31:40.531204] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:31:40.531239] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:40.547869] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:40.549134] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:40.549193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:40.550080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:40.551790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:40.554599] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 2.08% [2025-11-22T02:31:40.731817] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.61% [2025-11-22T02:31:40.747203] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 32.9s | Global ETA: 49m 48s [2025-11-22T02:31:40.872133] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 4.71% | Symbol ETA: 1.9s | Global ETA: 49m 48s [2025-11-22T02:31:40.873049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:40.873113] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:40.874270] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:40.874931] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:40.876079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:40.910269] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 3.64% [2025-11-22T02:31:40.917902] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.16% [2025-11-22T02:31:41.087540] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.57% [2025-11-22T02:31:41.089187] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:31:41.138738] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 2.88% | Symbol ETA: 56.9s | Global ETA: 49m 49s [2025-11-22T02:31:41.139612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:41.139691] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:41.140515] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:41.142205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:41.259765] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 0.24% [2025-11-22T02:31:41.264750] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.82% [2025-11-22T02:31:41.428863] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 1.27% [2025-11-22T02:31:41.437710] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.89% [2025-11-22T02:31:41.494565] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.71% | Symbol ETA: 1.2s | Global ETA: 49m 49s [2025-11-22T02:31:41.598229] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:41.605417] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 1.00% [2025-11-22T02:31:41.670074] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 0.04% [2025-11-22T02:31:41.732288] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 5.50% | Symbol ETA: 56.4s | Global ETA: 49m 49s [2025-11-22T02:31:41.733168] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:41.733229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:41.734102] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:41.735769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:41.767400] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.68% [2025-11-22T02:31:41.773228] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 0.09% [2025-11-22T02:31:41.840952] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.31% [2025-11-22T02:31:41.935515] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.92% [2025-11-22T02:31:41.939690] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 0.15% [2025-11-22T02:31:41.939904] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 35.4993% [2025-11-22T02:31:41.939983] [INFO ] [main ] CCIF: DISCARDED add_day_shape_ratios (score: 35.50%) [2025-11-22T02:31:41.940026] [INFO ] [main ] CCIF: Testing feature 8/53: add_directional_consistency [2025-11-22T02:31:41.940058] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency'] [2025-11-22T02:31:41.940094] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:41.952397] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:41.953889] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:41.953950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:41.958706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:42.008129] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 1.15% [2025-11-22T02:31:42.083630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:42.106532] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.27% [2025-11-22T02:31:42.174388] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 0.54% [2025-11-22T02:31:42.275371] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.65% [2025-11-22T02:31:42.318041] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -3.61% | Symbol ETA: 55.8s | Global ETA: 49m 50s [2025-11-22T02:31:42.318928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:42.318989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:42.319972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:42.322089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:42.340329] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.43% [2025-11-22T02:31:42.443273] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 1.90% [2025-11-22T02:31:42.443492] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.5200% [2025-11-22T02:31:42.443589] [INFO ] [main ] LND: DISCARDED add_gap_morning_composite (score: 40.52%) [2025-11-22T02:31:42.443631] [INFO ] [main ] LND: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:31:42.443682] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state'] [2025-11-22T02:31:42.443716] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:42.454636] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:42.455936] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:42.455997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:42.460884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:42.512022] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 1.69% [2025-11-22T02:31:42.517760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:42.645776] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 56.3s | Global ETA: 49m 50s [2025-11-22T02:31:42.646685] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:42.646747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:42.651560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:42.685167] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.13% [2025-11-22T02:31:42.777525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:42.860909] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.85%, Actual: 0.17% [2025-11-22T02:31:42.917037] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 55.2s | Global ETA: 49m 50s [2025-11-22T02:31:42.917986] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:42.918049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:42.918920] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:42.920612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.036634] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 4.71%, Actual: 2.38% [2025-11-22T02:31:43.083322] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 34.5s | Global ETA: 49m 50s [2025-11-22T02:31:43.084219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:43.084280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:43.089081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:43.143250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.211478] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.71%, Actual: 2.45% [2025-11-22T02:31:43.211706] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 34.3472% [2025-11-22T02:31:43.211808] [INFO ] [main ] PFGC: DISCARDED add_vol_of_vol (score: 34.35%) [2025-11-22T02:31:43.211854] [INFO ] [main ] PFGC: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:31:43.211886] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio'] [2025-11-22T02:31:43.211919] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:43.226660] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:43.228071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:43.228135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:43.229344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:43.230068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:43.231621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.345955] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 55.7s | Global ETA: 49m 50s [2025-11-22T02:31:43.346937] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:43.347010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:43.352112] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:43.491678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.516790] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -8.15% | Symbol ETA: 54.6s | Global ETA: 49m 51s [2025-11-22T02:31:43.517737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:43.517801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:43.518666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:43.520380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.708017] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 33.8s | Global ETA: 49m 51s [2025-11-22T02:31:43.710971] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:43.711042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:43.716027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:43.773056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:43.869546] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 6.9s | Global ETA: 49m 51s [2025-11-22T02:31:43.870472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:43.870538] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:43.871766] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:43.872421] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:43.873623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.104546] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 55.1s | Global ETA: 49m 51s [2025-11-22T02:31:44.105688] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.105771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:44.112890] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:44.134955] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 5.18% | Symbol ETA: 54.0s | Global ETA: 49m 51s [2025-11-22T02:31:44.135866] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.135927] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:44.136847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:44.138572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.259217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.345854] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 33.2s | Global ETA: 49m 51s [2025-11-22T02:31:44.346807] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.346904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:44.352298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:44.409047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.508623] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 6.2s | Global ETA: 49m 51s [2025-11-22T02:31:44.509543] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:44.509606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:44.511108] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:44.511744] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:44.512926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.736097] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 53.4s | Global ETA: 49m 52s [2025-11-22T02:31:44.737008] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.737068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:44.737966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:44.739680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.828153] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 54.4s | Global ETA: 49m 52s [2025-11-22T02:31:44.829092] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.829152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:44.834035] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:44.960125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:44.982474] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 32.6s | Global ETA: 49m 52s [2025-11-22T02:31:44.983398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:44.983474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:44.988628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:45.045658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.131848] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.03% | Symbol ETA: 5.5s | Global ETA: 49m 52s [2025-11-22T02:31:45.132724] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:45.132786] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:45.133936] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:45.134546] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:45.135730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.342753] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 3.19% | Symbol ETA: 52.8s | Global ETA: 49m 52s [2025-11-22T02:31:45.343686] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:45.343746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:45.344600] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:45.346275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.527110] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 53.7s | Global ETA: 49m 52s [2025-11-22T02:31:45.528046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:45.528106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:45.532992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:45.625268] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 32.0s | Global ETA: 49m 52s [2025-11-22T02:31:45.626204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:45.626267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:45.631573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:45.659451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.688155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.746790] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 4.9s | Global ETA: 49m 53s [2025-11-22T02:31:45.747697] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:45.747759] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:45.748924] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:45.749577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:45.750728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:45.938190] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.16% | Symbol ETA: 52.2s | Global ETA: 49m 53s [2025-11-22T02:31:45.941735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:45.941796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:45.942673] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:45.945255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:46.224518] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 53.0s | Global ETA: 49m 53s [2025-11-22T02:31:46.225428] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:46.225493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:46.230266] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:46.256847] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 31.4s | Global ETA: 49m 53s [2025-11-22T02:31:46.257791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:46.257851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:46.262704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:46.318381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:46.354683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:46.354689] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 4.2s | Global ETA: 49m 53s [2025-11-22T02:31:46.355560] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:46.355622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:46.356769] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:46.357404] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:46.358554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:46.549781] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.98% | Symbol ETA: 51.6s | Global ETA: 49m 53s [2025-11-22T02:31:46.725706] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 2.88%, Actual: 2.53% [2025-11-22T02:31:46.887971] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 30.7s | Global ETA: 49m 53s [2025-11-22T02:31:46.888942] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:46.889004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:46.893949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:46.897830] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 5.50%, Actual: 1.22% [2025-11-22T02:31:46.920262] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 52.2s | Global ETA: 49m 53s [2025-11-22T02:31:46.921153] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:46.921214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:46.925944] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:46.952903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:46.959141] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 3.6s | Global ETA: 49m 54s [2025-11-22T02:31:46.960051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:46.960112] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:46.961231] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:46.961870] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:46.963011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:47.062024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:47.075778] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 2.32% [2025-11-22T02:31:47.262540] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 0.02% [2025-11-22T02:31:47.432087] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -8.15%, Actual: 0.61% [2025-11-22T02:31:47.520797] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 30.1s | Global ETA: 49m 54s [2025-11-22T02:31:47.521713] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:47.521800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:47.526773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:47.569016] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 3.0s | Global ETA: 49m 54s [2025-11-22T02:31:47.569906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:47.569967] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:47.571130] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:47.571772] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:47.572910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:47.582545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:47.599823] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 5.18%, Actual: 1.36% [2025-11-22T02:31:47.639274] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 51.5s | Global ETA: 49m 54s [2025-11-22T02:31:47.640252] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:47.640315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:47.645543] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:47.766634] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 1.42% [2025-11-22T02:31:47.780347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:47.931489] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 3.19%, Actual: 3.02% [2025-11-22T02:31:48.099499] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.16%, Actual: 0.22% [2025-11-22T02:31:48.155996] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.73% | Symbol ETA: 29.5s | Global ETA: 49m 55s [2025-11-22T02:31:48.156884] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:48.156944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:48.161736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:31:48.175758] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 2.3s | Global ETA: 49m 55s [2025-11-22T02:31:48.176619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:48.176700] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:48.177871] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:48.178491] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:48.179626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:48.215848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:48.266006] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.98%, Actual: 13.03% [2025-11-22T02:31:48.266172] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 39.8357% [2025-11-22T02:31:48.266275] [INFO ] [main ] OGN: KEPT add_fullday_parkinson_range (score: 39.84%) [2025-11-22T02:31:48.266318] [INFO ] [main ] OGN: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:31:48.266349] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T02:31:48.266383] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:48.341221] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:48.342613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:48.342699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:48.343547] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:48.345249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:48.365385] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 50.8s | Global ETA: 49m 55s [2025-11-22T02:31:48.366289] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:48.366349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:48.371146] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:31:48.389253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:48.500156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:48.784624] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 28.8s | Global ETA: 49m 55s [2025-11-22T02:31:48.816126] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 5.07% | Symbol ETA: 1.7s | Global ETA: 49m 55s [2025-11-22T02:31:48.817031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:48.817092] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:48.818265] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:48.818923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:31:48.820060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:48.951736] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:31:48.994787] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 42.8s | Global ETA: 49m 55s [2025-11-22T02:31:48.995782] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:48.995845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:48.996704] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:48.998460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:49.042194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:49.063085] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 50.1s | Global ETA: 49m 55s [2025-11-22T02:31:49.124036] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 0.02% [2025-11-22T02:31:49.231627] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.54% [2025-11-22T02:31:49.296639] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 0.24% [2025-11-22T02:31:49.397370] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.08% [2025-11-22T02:31:49.418600] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 1.1s | Global ETA: 49m 56s [2025-11-22T02:31:49.467227] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 1.27% [2025-11-22T02:31:49.565042] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:31:49.585331] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 0.04% [2025-11-22T02:31:49.635860] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:49.645413] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 42.2s | Global ETA: 49m 56s [2025-11-22T02:31:49.646329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:49.646392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:49.647436] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:49.649326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:49.695424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:49.732583] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 3.64% [2025-11-22T02:31:49.768323] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 0.31% [2025-11-22T02:31:49.810921] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:31:49.900548] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.57% [2025-11-22T02:31:49.935155] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.03%, Actual: 1.15% [2025-11-22T02:31:49.992186] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.92% [2025-11-22T02:31:50.067305] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.82% [2025-11-22T02:31:50.126977] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 0.54% [2025-11-22T02:31:50.194197] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.27% [2025-11-22T02:31:50.242765] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.89% [2025-11-22T02:31:50.305010] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.43% [2025-11-22T02:31:50.326136] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 41.6s | Global ETA: 49m 56s [2025-11-22T02:31:50.327142] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:50.327207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:50.328120] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:50.329866] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:50.371861] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.73%, Actual: 1.65% [2025-11-22T02:31:50.373736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:50.413853] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 1.00% [2025-11-22T02:31:50.470617] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 1.69% [2025-11-22T02:31:50.547215] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.90% [2025-11-22T02:31:50.547478] [INFO ] [main ] LND: Magnitude Forecast Confidence: 37.5629% [2025-11-22T02:31:50.547569] [INFO ] [main ] LND: DISCARDED add_gap_resolution_state (score: 37.56%) [2025-11-22T02:31:50.547611] [INFO ] [main ] LND: Testing feature 13/53: add_gaps [2025-11-22T02:31:50.547659] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps'] [2025-11-22T02:31:50.547698] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:50.559417] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:50.560983] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:50.561047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:50.566445] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:50.567336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:50.583330] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.09% [2025-11-22T02:31:50.636381] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.13% [2025-11-22T02:31:50.766411] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:31:50.766664] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.3303% [2025-11-22T02:31:50.766756] [INFO ] [main ] CCIF: DISCARDED add_directional_consistency (score: 36.33%) [2025-11-22T02:31:50.766799] [INFO ] [main ] CCIF: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:31:50.766832] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range'] [2025-11-22T02:31:50.766867] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:50.779230] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:50.780621] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:50.780705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:50.785524] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:50.787223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:50.803442] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 0.17% [2025-11-22T02:31:50.974766] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 3.95% | Symbol ETA: 40.9s | Global ETA: 49m 57s [2025-11-22T02:31:50.975625] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:50.975709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:50.976523] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:50.978249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:50.979665] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 5.07%, Actual: 2.38% [2025-11-22T02:31:51.021937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.149529] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.08%, Actual: 2.45% [2025-11-22T02:31:51.149760] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 38.2363% [2025-11-22T02:31:51.149841] [INFO ] [main ] PFGC: DISCARDED add_volatility_decay_ratio (score: 38.24%) [2025-11-22T02:31:51.149886] [INFO ] [main ] PFGC: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:31:51.149919] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:31:51.149954] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:51.152165] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 32.3s | Global ETA: 49m 57s [2025-11-22T02:31:51.153100] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:51.153162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:51.158281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:51.159190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.165050] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:51.166521] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:51.166586] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:51.167861] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:51.168565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:51.170382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:51.170901] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:51.172033] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:51.174198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.352249] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 53.7s | Global ETA: 49m 57s [2025-11-22T02:31:51.353135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:51.353195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:51.358106] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:51.359896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.619613] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -11.17% | Symbol ETA: 40.2s | Global ETA: 49m 57s [2025-11-22T02:31:51.620529] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:51.620593] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:51.621464] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:51.627957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:51.673483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.739101] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 31.7s | Global ETA: 49m 58s [2025-11-22T02:31:51.740135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:51.740194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:51.744947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:51.745740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.823132] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 6.8s | Global ETA: 49m 58s [2025-11-22T02:31:51.824107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:51.824173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:51.825323] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:51.826207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:51.828270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:51.828847] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:51.830352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:51.832703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:51.944073] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 53.2s | Global ETA: 49m 58s [2025-11-22T02:31:51.944977] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:51.945036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:51.949817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:51.951448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.289947] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 15.02% | Symbol ETA: 39.6s | Global ETA: 49m 58s [2025-11-22T02:31:52.290848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:52.290909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:52.291749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:52.293396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:52.305273] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 31.1s | Global ETA: 49m 58s [2025-11-22T02:31:52.306140] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:52.306200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:52.310937] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:52.311746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.336245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.466364] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 6.0s | Global ETA: 49m 58s [2025-11-22T02:31:52.467300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:52.467366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:52.468507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:52.469188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:52.470948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:52.471427] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:52.472521] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:52.474516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.513569] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 52.6s | Global ETA: 49m 58s [2025-11-22T02:31:52.514774] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:52.514845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:52.519954] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:52.521582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.872062] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.62% | Symbol ETA: 30.5s | Global ETA: 49m 58s [2025-11-22T02:31:52.872993] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:52.873053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:52.878064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:52.878934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:52.946900] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 38.9s | Global ETA: 49m 59s [2025-11-22T02:31:52.948054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:52.948129] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:52.949251] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:52.951284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:53.000618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.087490] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 52.0s | Global ETA: 49m 59s [2025-11-22T02:31:53.088415] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:53.088477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:53.093385] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:53.095093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.120621] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: -0.31% | Symbol ETA: 5.4s | Global ETA: 49m 59s [2025-11-22T02:31:53.121606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:53.121694] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:53.122851] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:53.123521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:53.125424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:53.125934] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:53.127045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:53.129237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.441216] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 29.9s | Global ETA: 49m 59s [2025-11-22T02:31:53.442131] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:53.442192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:53.446948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:53.447773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.638585] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 38.3s | Global ETA: 49m 59s [2025-11-22T02:31:53.639537] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:53.639610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:53.640586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:53.642372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:53.671396] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 51.4s | Global ETA: 49m 59s [2025-11-22T02:31:53.672301] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:53.672361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:53.677209] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:53.679013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.687363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:53.772044] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 4.8s | Global ETA: 49m 59s [2025-11-22T02:31:53.772946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:53.773010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:53.774138] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:53.774789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:53.776511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:53.777032] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:53.778153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:53.780154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.008839] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 29.3s | Global ETA: 49m 59s [2025-11-22T02:31:54.009745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:54.009806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:54.014632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:54.015456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.257870] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 50.9s | Global ETA: 49m 60s [2025-11-22T02:31:54.258793] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:54.258855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:54.263623] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:54.265380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.315023] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -8.56% | Symbol ETA: 37.6s | Global ETA: 49m 60s [2025-11-22T02:31:54.316248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:54.316324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:54.317443] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:54.319768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:54.363800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.445430] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: -1.42% | Symbol ETA: 4.1s | Global ETA: 49m 60s [2025-11-22T02:31:54.446395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:54.446461] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:54.447755] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:54.448423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:54.450311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:54.450860] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:54.452007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:54.454046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.577817] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 28.7s | Global ETA: 49m 60s [2025-11-22T02:31:54.578711] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:54.578771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:54.583495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:54.584301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.839969] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 50.3s | Global ETA: 50m 0s [2025-11-22T02:31:54.840899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:54.840972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:54.845856] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:54.847596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:54.977044] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 11.89% | Symbol ETA: 37.0s | Global ETA: 50m 0s [2025-11-22T02:31:55.082640] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 3.5s | Global ETA: 50m 0s [2025-11-22T02:31:55.083530] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:55.083593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:55.084740] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:55.085359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:55.087116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:55.087607] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:55.088694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:55.090674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:55.144006] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 28.2s | Global ETA: 50m 0s [2025-11-22T02:31:55.144887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:55.144946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:55.149793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:55.150579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:55.156051] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 2.53% [2025-11-22T02:31:55.339947] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 1.22% [2025-11-22T02:31:55.422849] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 49.7s | Global ETA: 50m 1s [2025-11-22T02:31:55.423825] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:55.423892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:55.428959] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:55.430804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:55.509733] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 2.32% [2025-11-22T02:31:55.681941] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 3.95%, Actual: 0.02% [2025-11-22T02:31:55.709245] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 27.6s | Global ETA: 50m 1s [2025-11-22T02:31:55.710127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:55.710188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:55.712398] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 2.8s | Global ETA: 50m 1s [2025-11-22T02:31:55.713321] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:55.713385] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:55.714504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:55.715027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:31:55.715138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:55.715858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:55.716858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:55.717344] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:55.718405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:55.720382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:55.850132] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -11.17%, Actual: 0.61% [2025-11-22T02:31:56.008403] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 49.1s | Global ETA: 50m 1s [2025-11-22T02:31:56.009316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:56.009378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:56.014428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:56.016110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:56.019304] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 15.02%, Actual: 1.36% [2025-11-22T02:31:56.192273] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 1.42% [2025-11-22T02:31:56.275326] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 27.0s | Global ETA: 50m 1s [2025-11-22T02:31:56.338538] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 2.1s | Global ETA: 50m 1s [2025-11-22T02:31:56.339448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:56.339513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:56.340702] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:56.341347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:56.343201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:56.343724] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:56.344859] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:56.346899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:56.367090] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 3.02% [2025-11-22T02:31:56.442356] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:31:56.536275] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -8.56%, Actual: 0.22% [2025-11-22T02:31:56.610638] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:31:56.644062] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 48.5s | Global ETA: 50m 2s [2025-11-22T02:31:56.715515] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 11.89%, Actual: 13.03% [2025-11-22T02:31:56.715749] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.8496% [2025-11-22T02:31:56.715806] [INFO ] [main ] OGN: DISCARDED add_gap_fill_state (score: 34.85%) [2025-11-22T02:31:56.715846] [INFO ] [main ] OGN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:31:56.715882] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T02:31:56.715919] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:31:56.730296] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:56.731829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:56.731904] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:56.732792] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:56.734494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:56.735486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:56.778370] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.24% [2025-11-22T02:31:56.815659] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:31:56.944545] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 1.27% [2025-11-22T02:31:56.967961] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.10% | Symbol ETA: 1.5s | Global ETA: 50m 2s [2025-11-22T02:31:56.968886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:31:56.968952] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:56.970114] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:56.970791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:31:56.972536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:31:56.973046] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:31:56.974155] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:31:56.976210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:56.986071] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:31:57.110632] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:31:57.157322] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:31:57.278244] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:31:57.319730] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.67% | Symbol ETA: 40.8s | Global ETA: 50m 2s [2025-11-22T02:31:57.320598] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:57.320679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:57.321490] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:57.323190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:57.324171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:57.391243] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 3.64% [2025-11-22T02:31:57.446070] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:31:57.563683] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.57% [2025-11-22T02:31:57.602412] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -2.79% | Symbol ETA: 0.8s | Global ETA: 50m 2s [2025-11-22T02:31:57.618195] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:31:57.737053] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 0.82% [2025-11-22T02:31:57.775504] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 0.04% [2025-11-22T02:31:57.789322] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:31:57.903763] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.89% [2025-11-22T02:31:57.932198] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 40.3s | Global ETA: 50m 3s [2025-11-22T02:31:57.933119] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:57.933181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:57.934006] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:57.935689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:57.936639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:57.946719] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.31% [2025-11-22T02:31:57.964904] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.71%, Actual: 1.90% [2025-11-22T02:31:57.965130] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.0551% [2025-11-22T02:31:57.965218] [INFO ] [main ] LND: DISCARDED add_gaps (score: 41.06%) [2025-11-22T02:31:57.965263] [INFO ] [main ] LND: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:31:57.965297] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies'] [2025-11-22T02:31:57.965335] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:31:57.977397] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:57.979014] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:57.979078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:57.984394] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:57.985772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:58.080314] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 1.00% [2025-11-22T02:31:58.123564] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: -0.31%, Actual: 1.15% [2025-11-22T02:31:58.258241] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:31:58.297864] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 0.54% [2025-11-22T02:31:58.432666] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:31:58.432890] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 40.0658% [2025-11-22T02:31:58.432987] [INFO ] [main ] CCIF: DISCARDED add_fullday_parkinson_range (score: 40.07%) [2025-11-22T02:31:58.433040] [INFO ] [main ] CCIF: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:31:58.433094] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state'] [2025-11-22T02:31:58.433141] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:31:58.446179] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:58.447556] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:58.447618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:58.453318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:58.472722] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: -1.42%, Actual: 0.43% [2025-11-22T02:31:58.501052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:58.539979] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 4.03% | Symbol ETA: 39.7s | Global ETA: 50m 3s [2025-11-22T02:31:58.540871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:58.540933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:58.541784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:58.543467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:58.544469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:58.569149] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 27.6s | Global ETA: 50m 3s [2025-11-22T02:31:58.570073] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:58.570134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:58.574924] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:58.576158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:58.646947] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 1.69% [2025-11-22T02:31:58.825243] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.13% [2025-11-22T02:31:59.005011] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.17% [2025-11-22T02:31:59.086126] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 42.4s | Global ETA: 50m 4s [2025-11-22T02:31:59.087075] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:59.087139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:59.092088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:59.135114] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.94% | Symbol ETA: 39.1s | Global ETA: 50m 4s [2025-11-22T02:31:59.136001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:59.136063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:59.136889] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:59.138394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.138564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:59.139503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.140616] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 26.9s | Global ETA: 50m 4s [2025-11-22T02:31:59.141496] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:59.141559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:59.146309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:59.147550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.179494] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.10%, Actual: 2.38% [2025-11-22T02:31:59.364107] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.79%, Actual: 2.45% [2025-11-22T02:31:59.364345] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 46.0266% [2025-11-22T02:31:59.364426] [INFO ] [main ] PFGC: DISCARDED add_volatility_state_percentiles (score: 46.03%) [2025-11-22T02:31:59.364470] [INFO ] [main ] PFGC: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:31:59.364503] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_volume_dispersion'] [2025-11-22T02:31:59.364539] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:31:59.379111] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:31:59.380350] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:59.380415] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:59.381559] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:59.382233] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:31:59.383603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.717787] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.04% | Symbol ETA: 26.3s | Global ETA: 50m 4s [2025-11-22T02:31:59.718692] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:59.718755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:59.723556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:59.724820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.728777] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 41.8s | Global ETA: 50m 4s [2025-11-22T02:31:59.729379] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.61% | Symbol ETA: 38.5s | Global ETA: 50m 4s [2025-11-22T02:31:59.729737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:31:59.729801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:31:59.730306] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:59.730367] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:31:59.731214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:31:59.732952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:31:59.733916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.734722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:31:59.780681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:31:59.996091] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 6.2s | Global ETA: 50m 4s [2025-11-22T02:31:59.996976] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:31:59.997038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:31:59.998239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:31:59.998910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:00.000525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:00.300948] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.44% | Symbol ETA: 25.7s | Global ETA: 50m 5s [2025-11-22T02:32:00.301844] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:00.301905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:00.306732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:00.307984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:00.383261] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 41.1s | Global ETA: 50m 5s [2025-11-22T02:32:00.384158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:00.384218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:00.388994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:00.432356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:00.504806] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.86% | Symbol ETA: 38.0s | Global ETA: 50m 5s [2025-11-22T02:32:00.505746] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:00.505822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:00.506774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:00.511666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:00.515783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:00.830879] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 6.5s | Global ETA: 50m 5s [2025-11-22T02:32:00.831799] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:00.831875] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:00.833017] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:00.833744] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:00.835153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.033028] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: 50m 5s [2025-11-22T02:32:01.033949] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:01.034009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:01.038818] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:01.040053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.044013] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 40.5s | Global ETA: 50m 5s [2025-11-22T02:32:01.044912] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:01.044973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:01.049703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:01.092402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.351402] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -5.39% | Symbol ETA: 37.5s | Global ETA: 50m 6s [2025-11-22T02:32:01.352286] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:01.352347] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:01.353185] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:01.354863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:01.355864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.457305] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 5.5s | Global ETA: 50m 6s [2025-11-22T02:32:01.458351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:01.458420] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:01.459603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:01.460302] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:01.461789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.686628] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 39.9s | Global ETA: 50m 6s [2025-11-22T02:32:01.687611] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:01.687697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:01.692747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:01.740433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.742498] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 24.8s | Global ETA: 50m 6s [2025-11-22T02:32:01.743441] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:01.743512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:01.748952] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:01.750246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:01.970527] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 7.75% | Symbol ETA: 36.8s | Global ETA: 50m 6s [2025-11-22T02:32:01.971409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:01.971470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:01.972299] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:01.973972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:01.974925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.097618] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.84% | Symbol ETA: 4.8s | Global ETA: 50m 6s [2025-11-22T02:32:02.098696] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:02.098778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:02.100039] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:02.100753] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:02.102257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.332362] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 39.2s | Global ETA: 50m 6s [2025-11-22T02:32:02.333276] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:02.333338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:02.337902] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 24.1s | Global ETA: 50m 6s [2025-11-22T02:32:02.338104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:02.338819] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:02.338883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:02.343798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:02.345083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.381487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.587767] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.09% | Symbol ETA: 36.1s | Global ETA: 50m 7s [2025-11-22T02:32:02.588680] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:02.588744] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:02.589592] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:02.591332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:02.592330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.735079] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.28% | Symbol ETA: 4.0s | Global ETA: 50m 7s [2025-11-22T02:32:02.735970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:02.736031] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:02.737145] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:02.737803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:02.739164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.945479] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 38.6s | Global ETA: 50m 7s [2025-11-22T02:32:02.945560] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.38% | Symbol ETA: 23.5s | Global ETA: 50m 7s [2025-11-22T02:32:02.946369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:02.946430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:02.946598] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:02.946699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:02.951309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:02.952582] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:02.954023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:02.994757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:03.193625] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 12.68% | Symbol ETA: 35.5s | Global ETA: 50m 7s [2025-11-22T02:32:03.360304] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: 0.72% | Symbol ETA: 3.3s | Global ETA: 50m 7s [2025-11-22T02:32:03.361188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:03.361250] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:03.362367] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:03.363015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:03.364722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:03.364812] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 2.53% [2025-11-22T02:32:03.541431] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 1.22% [2025-11-22T02:32:03.564928] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 22.9s | Global ETA: 50m 7s [2025-11-22T02:32:03.565828] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:03.565889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:03.569298] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 37.9s | Global ETA: 50m 7s [2025-11-22T02:32:03.570289] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:03.570355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:03.570638] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:03.571908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:03.575351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:03.620962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:03.713962] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 4.03%, Actual: 2.32% [2025-11-22T02:32:03.878667] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.94%, Actual: 0.02% [2025-11-22T02:32:03.969848] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 2.7s | Global ETA: 50m 8s [2025-11-22T02:32:03.970782] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:03.970844] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:03.971975] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:03.972618] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:03.974020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:04.044467] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.61%, Actual: 0.61% [2025-11-22T02:32:04.164151] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 22.3s | Global ETA: 50m 8s [2025-11-22T02:32:04.195859] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 37.3s | Global ETA: 50m 8s [2025-11-22T02:32:04.196751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:04.196812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:04.201731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:32:04.217389] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.86%, Actual: 1.36% [2025-11-22T02:32:04.247180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:04.342364] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:32:04.392977] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -5.39%, Actual: 1.42% [2025-11-22T02:32:04.513926] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 0.02% [2025-11-22T02:32:04.566326] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 7.75%, Actual: 3.02% [2025-11-22T02:32:04.608832] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 2.0s | Global ETA: 50m 8s [2025-11-22T02:32:04.609822] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:04.609887] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:04.611051] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:04.611719] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:04.613210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:04.691659] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 0.24% [2025-11-22T02:32:04.732062] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.09%, Actual: 0.22% [2025-11-22T02:32:04.824508] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 36.6s | Global ETA: 50m 9s [2025-11-22T02:32:04.861788] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.44%, Actual: 1.27% [2025-11-22T02:32:04.897670] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 12.68%, Actual: 13.03% [2025-11-22T02:32:04.897916] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 30.7965% [2025-11-22T02:32:04.898017] [INFO ] [main ] OGN: DISCARDED add_gap_morning_composite (score: 30.80%) [2025-11-22T02:32:04.898061] [INFO ] [main ] OGN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:32:04.898092] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T02:32:04.898126] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:04.910295] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:04.911767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:04.911829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:04.912700] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:04.914384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:04.969767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:04.992679] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.54% [2025-11-22T02:32:05.033570] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:32:05.160878] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 2.08% [2025-11-22T02:32:05.212848] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 1.68% [2025-11-22T02:32:05.214979] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 3.41% | Symbol ETA: 1.3s | Global ETA: 50m 9s [2025-11-22T02:32:05.215883] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:05.215957] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:05.217089] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:05.217748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:32:05.219136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:05.329592] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 0.61% [2025-11-22T02:32:05.390281] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.92% [2025-11-22T02:32:05.499629] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 3.64% [2025-11-22T02:32:05.571774] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.38%, Actual: 1.27% [2025-11-22T02:32:05.573395] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.28% | Symbol ETA: 36.5s | Global ETA: 50m 9s [2025-11-22T02:32:05.574316] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:05.574378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:05.575226] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:05.576951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:05.632194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:05.679475] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 1.57% [2025-11-22T02:32:05.747862] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:32:05.823116] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -5.26% | Symbol ETA: 0.7s | Global ETA: 50m 9s [2025-11-22T02:32:05.852850] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 0.82% [2025-11-22T02:32:05.922955] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 1.90% [2025-11-22T02:32:05.923190] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.9348% [2025-11-22T02:32:05.923341] [INFO ] [main ] LND: KEPT add_intraday_skewness_proxies (score: 41.93%) [2025-11-22T02:32:05.923388] [INFO ] [main ] LND: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:32:05.923431] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile'] [2025-11-22T02:32:05.923482] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:05.935638] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:05.937055] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:05.937119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:05.942456] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:05.944205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:05.988329] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 0.04% [2025-11-22T02:32:06.025165] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.89% [2025-11-22T02:32:06.037440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:06.154777] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 0.31% [2025-11-22T02:32:06.197150] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 1.00% [2025-11-22T02:32:06.235174] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 9.37% | Symbol ETA: 35.8s | Global ETA: 50m 10s [2025-11-22T02:32:06.236323] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:06.236398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:06.237484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:06.239270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:06.294309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:06.321341] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 1.15% [2025-11-22T02:32:06.372467] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.09% [2025-11-22T02:32:06.486700] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.54% [2025-11-22T02:32:06.544576] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.15% [2025-11-22T02:32:06.544800] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.5356% [2025-11-22T02:32:06.544883] [INFO ] [main ] CCIF: DISCARDED add_gap_fill_state (score: 33.54%) [2025-11-22T02:32:06.544927] [INFO ] [main ] CCIF: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:32:06.544982] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_morning_composite'] [2025-11-22T02:32:06.545030] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:06.557766] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:06.559253] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:06.559315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:06.564304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:06.565338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:06.613395] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 27.7s | Global ETA: 50m 10s [2025-11-22T02:32:06.614330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:06.614395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:06.619370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:06.620602] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:06.652778] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.28%, Actual: 0.43% [2025-11-22T02:32:06.704536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:06.824077] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 0.72%, Actual: 1.69% [2025-11-22T02:32:06.879089] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 2.56% | Symbol ETA: 35.1s | Global ETA: 50m 10s [2025-11-22T02:32:06.879991] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:06.880053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:06.880884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:06.882545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:06.938278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:06.998020] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.13% [2025-11-22T02:32:07.144406] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 39.3s | Global ETA: 50m 10s [2025-11-22T02:32:07.145297] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:07.145357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:07.150140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:07.151121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:07.171883] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.17% [2025-11-22T02:32:07.264363] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 26.9s | Global ETA: 50m 11s [2025-11-22T02:32:07.265248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:07.265310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:07.270235] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:07.271509] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:07.350520] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 3.41%, Actual: 2.38% [2025-11-22T02:32:07.358971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:07.526338] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -5.26%, Actual: 2.45% [2025-11-22T02:32:07.526557] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 46.0108% [2025-11-22T02:32:07.526670] [INFO ] [main ] PFGC: DISCARDED add_volume_dispersion (score: 46.01%) [2025-11-22T02:32:07.526741] [INFO ] [main ] PFGC: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:32:07.526777] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_volume_flow_differentials'] [2025-11-22T02:32:07.526813] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:32:07.532436] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 34.4s | Global ETA: 50m 11s [2025-11-22T02:32:07.533365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:07.533443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:07.534305] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:07.536036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:07.541918] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:07.543288] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:07.543353] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:07.544539] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:07.545315] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:07.548426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:07.591536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:07.710447] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 38.7s | Global ETA: 50m 11s [2025-11-22T02:32:07.711329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:07.711389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:07.716577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:07.717567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:07.944248] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 26.3s | Global ETA: 50m 11s [2025-11-22T02:32:07.945150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:07.945530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:07.950588] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:07.951930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:08.039506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.185992] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 6.3s | Global ETA: 50m 11s [2025-11-22T02:32:08.186936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:08.186998] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:08.187281] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -6.92% | Symbol ETA: 33.8s | Global ETA: 50m 11s [2025-11-22T02:32:08.188188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:08.188250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:08.188333] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:08.189093] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:08.189088] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:08.190780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:08.192251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.245699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.274931] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 38.1s | Global ETA: 50m 11s [2025-11-22T02:32:08.275828] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:08.275890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:08.280610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:08.281586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.635532] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.72% | Symbol ETA: 25.6s | Global ETA: 50m 12s [2025-11-22T02:32:08.636452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:08.636515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:08.641534] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:08.642878] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:08.731754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.820325] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: 1.58% | Symbol ETA: 5.6s | Global ETA: 50m 12s [2025-11-22T02:32:08.821210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:08.821272] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:08.822394] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:08.823036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:08.825727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.839519] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 37.5s | Global ETA: 50m 12s [2025-11-22T02:32:08.840488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:08.840554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:08.846565] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:08.847673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:08.861262] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 9.79% | Symbol ETA: 33.1s | Global ETA: 50m 12s [2025-11-22T02:32:08.862361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:08.862422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:08.863585] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:08.865259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:08.919322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:09.315630] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 25.0s | Global ETA: 50m 12s [2025-11-22T02:32:09.316551] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:09.316615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:09.322074] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:09.323364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:09.412755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:09.442282] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 37.0s | Global ETA: 50m 12s [2025-11-22T02:32:09.443290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:09.443356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:09.446867] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 0.80% | Symbol ETA: 4.9s | Global ETA: 50m 12s [2025-11-22T02:32:09.447880] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:09.447949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:09.448731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:09.449200] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:09.449775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:09.449913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:09.452784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:09.506492] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -3.39% | Symbol ETA: 32.5s | Global ETA: 50m 12s [2025-11-22T02:32:09.507389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:09.507451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:09.508281] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:09.509945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:09.564768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:09.981883] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 24.3s | Global ETA: 50m 13s [2025-11-22T02:32:09.982799] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:09.982861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:09.987763] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:09.990165] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:10.034505] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 36.4s | Global ETA: 50m 13s [2025-11-22T02:32:10.035432] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:10.035495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:10.040382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:10.041405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.073423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.088687] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 4.3s | Global ETA: 50m 13s [2025-11-22T02:32:10.089697] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:10.089787] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:10.091011] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:10.091696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:10.094532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.153365] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 4.95% | Symbol ETA: 31.8s | Global ETA: 50m 13s [2025-11-22T02:32:10.154259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:10.154320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:10.155169] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:10.156849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:10.210660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.612059] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 35.8s | Global ETA: 50m 13s [2025-11-22T02:32:10.612984] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:10.613068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:10.618041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:10.619049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.645436] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 23.6s | Global ETA: 50m 13s [2025-11-22T02:32:10.646410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:10.646478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:10.651691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:10.653116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:10.743419] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 3.7s | Global ETA: 50m 13s [2025-11-22T02:32:10.744408] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:10.744474] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:10.744398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.745767] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:10.746466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:10.749459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:10.795990] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -16.45% | Symbol ETA: 31.2s | Global ETA: 50m 14s [2025-11-22T02:32:10.796887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:10.796951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:10.797841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:10.799512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:10.853837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:11.191920] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 35.2s | Global ETA: 50m 14s [2025-11-22T02:32:11.192833] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:11.192894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:11.197752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:11.198774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:11.327552] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 22.9s | Global ETA: 50m 14s [2025-11-22T02:32:11.328472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:11.328544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:11.333609] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:11.334922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:11.387764] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 3.1s | Global ETA: 50m 14s [2025-11-22T02:32:11.388632] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:11.388716] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:11.389860] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:11.390482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:11.393186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:11.424250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:11.443565] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.52% | Symbol ETA: 30.5s | Global ETA: 50m 14s [2025-11-22T02:32:11.614854] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.28%, Actual: 2.53% [2025-11-22T02:32:11.769975] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 34.6s | Global ETA: 50m 14s [2025-11-22T02:32:11.770871] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:11.770931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:11.775729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:32:11.776722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:11.782945] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 9.37%, Actual: 1.22% [2025-11-22T02:32:11.952745] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 2.56%, Actual: 2.32% [2025-11-22T02:32:12.011882] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 22.3s | Global ETA: 50m 15s [2025-11-22T02:32:12.012025] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -1.22% | Symbol ETA: 2.4s | Global ETA: 50m 15s [2025-11-22T02:32:12.012954] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:12.012955] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:12.013020] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:12.013022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:12.014193] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:12.014866] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:12.017708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:12.018373] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:12.019987] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:12.110043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:12.140125] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.02% [2025-11-22T02:32:12.311856] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -6.92%, Actual: 0.61% [2025-11-22T02:32:12.342520] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 34.1s | Global ETA: 50m 15s [2025-11-22T02:32:12.482177] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 9.79%, Actual: 1.36% [2025-11-22T02:32:12.508395] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.54% [2025-11-22T02:32:12.643568] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 1.8s | Global ETA: 50m 15s [2025-11-22T02:32:12.644545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:12.644609] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:12.645798] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:12.646453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:12.649370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:12.650502] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -3.39%, Actual: 1.42% [2025-11-22T02:32:12.694290] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 2.08% [2025-11-22T02:32:12.710950] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 21.6s | Global ETA: 50m 15s [2025-11-22T02:32:12.816589] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 4.95%, Actual: 3.02% [2025-11-22T02:32:12.862781] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.61% [2025-11-22T02:32:12.879562] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 1.16% [2025-11-22T02:32:12.984376] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -16.45%, Actual: 0.22% [2025-11-22T02:32:13.027507] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 3.64% [2025-11-22T02:32:13.045212] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 0.02% [2025-11-22T02:32:13.150673] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.52%, Actual: 13.03% [2025-11-22T02:32:13.150871] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 36.2480% [2025-11-22T02:32:13.150949] [INFO ] [main ] OGN: DISCARDED add_gap_resolution_state (score: 36.25%) [2025-11-22T02:32:13.150990] [INFO ] [main ] OGN: Testing feature 13/53: add_gaps [2025-11-22T02:32:13.151022] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T02:32:13.151056] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:13.164544] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:13.165980] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:13.166041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:13.166904] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:13.168616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:13.169397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:13.194530] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.57% [2025-11-22T02:32:13.211604] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 0.24% [2025-11-22T02:32:13.259256] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 1.1s | Global ETA: 50m 16s [2025-11-22T02:32:13.260142] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:13.260203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:13.261326] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:13.261983] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:32:13.264683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:13.366167] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.82% [2025-11-22T02:32:13.378074] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.72%, Actual: 1.27% [2025-11-22T02:32:13.532589] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.89% [2025-11-22T02:32:13.543124] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:32:13.701686] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 1.00% [2025-11-22T02:32:13.710244] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 1.68% [2025-11-22T02:32:13.755678] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 32.8s | Global ETA: 50m 16s [2025-11-22T02:32:13.756543] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:13.756604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:13.757453] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:13.759183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:13.759962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:13.868481] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.09% [2025-11-22T02:32:13.876335] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.11% | Symbol ETA: 0.5s | Global ETA: 50m 16s [2025-11-22T02:32:13.878856] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 0.92% [2025-11-22T02:32:14.035787] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.15% [2025-11-22T02:32:14.036004] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 35.9662% [2025-11-22T02:32:14.036098] [INFO ] [main ] CCIF: DISCARDED add_gap_morning_composite (score: 35.97%) [2025-11-22T02:32:14.036141] [INFO ] [main ] CCIF: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:32:14.036173] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_resolution_state'] [2025-11-22T02:32:14.036208] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:14.043676] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 1.27% [2025-11-22T02:32:14.048535] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:14.049784] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:14.049844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:14.052736] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.04% [2025-11-22T02:32:14.054578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:14.109881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:14.209528] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 1.65% [2025-11-22T02:32:14.228710] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: 1.58%, Actual: 0.31% [2025-11-22T02:32:14.358712] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -2.89% | Symbol ETA: 32.3s | Global ETA: 50m 17s [2025-11-22T02:32:14.359662] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:14.359726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:14.360581] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:14.362452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:14.363278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:14.374752] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.90% [2025-11-22T02:32:14.374931] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.4684% [2025-11-22T02:32:14.375316] [INFO ] [main ] LND: DISCARDED add_intraday_volatility_percentile (score: 41.47%) [2025-11-22T02:32:14.375358] [INFO ] [main ] LND: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:32:14.375389] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag'] [2025-11-22T02:32:14.375425] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:14.386267] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:14.387502] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:14.387563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:14.392342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:14.393585] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:14.394237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:14.404987] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.80%, Actual: 1.15% [2025-11-22T02:32:14.577560] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 0.54% [2025-11-22T02:32:14.676890] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 33.6s | Global ETA: 50m 17s [2025-11-22T02:32:14.677832] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:14.677912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:14.682723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:14.738066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:14.745812] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 0.43% [2025-11-22T02:32:14.919663] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 1.69% [2025-11-22T02:32:14.978625] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 31.7s | Global ETA: 50m 17s [2025-11-22T02:32:14.979823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:14.979887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:14.980775] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:14.982562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:14.983351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.012557] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 26.5s | Global ETA: 50m 17s [2025-11-22T02:32:15.013453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:15.013514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:15.018325] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:15.019545] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:15.020193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.092227] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.22%, Actual: 0.13% [2025-11-22T02:32:15.270338] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.17% [2025-11-22T02:32:15.306538] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 33.0s | Global ETA: 50m 17s [2025-11-22T02:32:15.307450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:15.307509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:15.312234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:15.367141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.447210] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 2.38% [2025-11-22T02:32:15.575229] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 25.6s | Global ETA: 50m 18s [2025-11-22T02:32:15.576094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:15.576156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:15.580938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:15.582174] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:15.582847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.583805] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 31.1s | Global ETA: 50m 18s [2025-11-22T02:32:15.584743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:15.584804] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:15.585639] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:15.587376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:15.588193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.617657] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.11%, Actual: 2.45% [2025-11-22T02:32:15.617863] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 41.9137% [2025-11-22T02:32:15.617940] [INFO ] [main ] PFGC: DISCARDED add_volume_flow_differentials (score: 41.91%) [2025-11-22T02:32:15.617981] [INFO ] [main ] PFGC: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:32:15.618012] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_volume_pressure_into_close'] [2025-11-22T02:32:15.618046] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:32:15.632542] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:15.633807] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:15.633868] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:15.635015] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:15.635684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:15.637346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:15.934853] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 32.3s | Global ETA: 50m 18s [2025-11-22T02:32:15.935757] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:15.935819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:15.940758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:15.996661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.144431] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 24.9s | Global ETA: 50m 18s [2025-11-22T02:32:16.145403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.145466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:16.150400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:16.151751] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:16.152413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.178207] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -11.79% | Symbol ETA: 30.5s | Global ETA: 50m 18s [2025-11-22T02:32:16.179102] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.179177] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:16.180018] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:16.181778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:16.182526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.256411] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 5.9s | Global ETA: 50m 18s [2025-11-22T02:32:16.257368] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.257432] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:16.258595] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:16.259271] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:16.260997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.568167] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 31.7s | Global ETA: 50m 18s [2025-11-22T02:32:16.569054] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:16.569114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:16.573882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:16.628044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.730096] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.63% | Symbol ETA: 24.4s | Global ETA: 50m 18s [2025-11-22T02:32:16.731300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.731365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:16.737780] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:16.739529] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:16.740451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.794059] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 14.21% | Symbol ETA: 29.9s | Global ETA: 50m 19s [2025-11-22T02:32:16.794963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.795025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:16.795885] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:16.797597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:16.798393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:16.879664] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 5.3s | Global ETA: 50m 19s [2025-11-22T02:32:16.880612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:16.880715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:16.881862] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:16.882500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:16.884175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.208569] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 31.1s | Global ETA: 50m 19s [2025-11-22T02:32:17.209452] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:17.209512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:17.214268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:17.268402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.342294] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 23.8s | Global ETA: 50m 19s [2025-11-22T02:32:17.343204] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:17.343267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:17.348280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:17.349549] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:17.350203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.447152] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.02% | Symbol ETA: 29.3s | Global ETA: 50m 19s [2025-11-22T02:32:17.448132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:17.448195] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:17.449064] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:17.450795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:17.451561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.508526] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 2.08% | Symbol ETA: 4.7s | Global ETA: 50m 19s [2025-11-22T02:32:17.509409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:17.509471] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:17.510622] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:17.511303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:17.512968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.838587] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 30.4s | Global ETA: 50m 19s [2025-11-22T02:32:17.839495] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:17.839555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:17.844310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:17.898994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:17.911791] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 23.2s | Global ETA: 50m 19s [2025-11-22T02:32:17.912688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:17.912749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:17.917600] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:17.918880] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:17.919516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.049604] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -4.81% | Symbol ETA: 28.7s | Global ETA: 50m 20s [2025-11-22T02:32:18.050737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:18.050798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:18.051614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:18.053327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:18.054284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.158824] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 4.1s | Global ETA: 50m 20s [2025-11-22T02:32:18.159784] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:18.159848] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:18.161039] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:18.161706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:18.163439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.467784] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 29.8s | Global ETA: 50m 20s [2025-11-22T02:32:18.468721] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:18.468781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:18.473533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:18.485384] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 22.6s | Global ETA: 50m 20s [2025-11-22T02:32:18.486446] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:18.486740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:18.491798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:18.493040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:18.494021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.535497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.675718] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.96% | Symbol ETA: 28.1s | Global ETA: 50m 20s [2025-11-22T02:32:18.676626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:18.676708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:18.677573] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:18.679305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:18.680103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:18.801261] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 3.5s | Global ETA: 50m 20s [2025-11-22T02:32:18.802165] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:18.802229] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:18.803364] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:18.804027] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:18.805713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.058448] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 22.0s | Global ETA: 50m 20s [2025-11-22T02:32:19.059332] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:19.059394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:19.064171] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:19.065397] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:19.066048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.109795] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 29.2s | Global ETA: 50m 20s [2025-11-22T02:32:19.110715] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:19.110776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:19.115696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:19.169741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.277173] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 17.75% | Symbol ETA: 27.5s | Global ETA: 50m 21s [2025-11-22T02:32:19.409803] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 2.8s | Global ETA: 50m 21s [2025-11-22T02:32:19.410693] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:19.410755] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:19.411880] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:19.412506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:19.414127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.454265] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 2.53% [2025-11-22T02:32:19.627374] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.64% | Symbol ETA: 21.4s | Global ETA: 50m 21s [2025-11-22T02:32:19.628259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:19.628320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:19.628800] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -2.89%, Actual: 1.22% [2025-11-22T02:32:19.633096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:19.634319] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:19.634968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.738556] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 28.6s | Global ETA: 50m 21s [2025-11-22T02:32:19.739484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:19.739546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:19.744398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:32:19.799050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:19.800968] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 2.32% [2025-11-22T02:32:19.975048] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 0.02% [2025-11-22T02:32:20.036804] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 2.2s | Global ETA: 50m 21s [2025-11-22T02:32:20.037918] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:20.037990] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:20.039575] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:20.040323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:20.042128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:20.150330] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -11.79%, Actual: 0.61% [2025-11-22T02:32:20.201773] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 20.8s | Global ETA: 50m 21s [2025-11-22T02:32:20.327147] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 14.21%, Actual: 1.36% [2025-11-22T02:32:20.368633] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 27.9s | Global ETA: 50m 22s [2025-11-22T02:32:20.373769] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:32:20.501451] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 1.42% [2025-11-22T02:32:20.538872] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.11%, Actual: 0.54% [2025-11-22T02:32:20.546436] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.02% [2025-11-22T02:32:20.675347] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -4.81%, Actual: 3.02% [2025-11-22T02:32:20.708897] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 2.08% [2025-11-22T02:32:20.710135] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 1.6s | Global ETA: 50m 22s [2025-11-22T02:32:20.711033] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:20.711095] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:20.712237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:20.712888] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:20.714510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:20.727845] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 0.24% [2025-11-22T02:32:20.851588] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.96%, Actual: 0.22% [2025-11-22T02:32:20.875431] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.61% [2025-11-22T02:32:20.899198] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.63%, Actual: 1.27% [2025-11-22T02:32:21.027286] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 17.75%, Actual: 13.03% [2025-11-22T02:32:21.027485] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 31.3614% [2025-11-22T02:32:21.027570] [INFO ] [main ] OGN: DISCARDED add_gaps (score: 31.36%) [2025-11-22T02:32:21.027617] [INFO ] [main ] OGN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:32:21.027671] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_skewness_proxies'] [2025-11-22T02:32:21.027731] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:21.041910] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:21.043244] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:21.043308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:21.044170] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:21.045404] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 3.64% [2025-11-22T02:32:21.045893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:21.047133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:21.075117] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:32:21.211098] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 1.57% [2025-11-22T02:32:21.251912] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.68% [2025-11-22T02:32:21.321068] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 6.33% | Symbol ETA: 1.0s | Global ETA: 50m 22s [2025-11-22T02:32:21.321966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:21.322049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:21.323239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:21.323895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:32:21.325521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:21.381059] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.82% [2025-11-22T02:32:21.430753] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:32:21.549206] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.89% [2025-11-22T02:32:21.607483] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.27% [2025-11-22T02:32:21.656393] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 29.2s | Global ETA: 50m 23s [2025-11-22T02:32:21.657316] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:21.657379] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:21.658208] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:21.659890] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:21.661104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:21.718909] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 1.00% [2025-11-22T02:32:21.779045] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 1.65% [2025-11-22T02:32:21.885925] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 0.09% [2025-11-22T02:32:21.935497] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -3.30% | Symbol ETA: 0.3s | Global ETA: 50m 23s [2025-11-22T02:32:21.948679] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.90% [2025-11-22T02:32:21.948881] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.7947% [2025-11-22T02:32:21.948971] [INFO ] [main ] LND: DISCARDED add_last_hour_momentum_mag (score: 39.79%) [2025-11-22T02:32:21.949013] [INFO ] [main ] LND: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:32:21.949046] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_day_volatility'] [2025-11-22T02:32:21.949081] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:21.960226] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:21.961532] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:21.961592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:21.966541] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:21.967911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:21.969732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.056079] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.15% [2025-11-22T02:32:22.056315] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.2165% [2025-11-22T02:32:22.056395] [INFO ] [main ] CCIF: DISCARDED add_gap_resolution_state (score: 36.22%) [2025-11-22T02:32:22.056436] [INFO ] [main ] CCIF: Testing feature 13/53: add_gaps [2025-11-22T02:32:22.056469] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gaps'] [2025-11-22T02:32:22.056504] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:22.068922] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:22.070456] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:22.070516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:22.075885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:22.076920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.108188] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 0.04% [2025-11-22T02:32:22.271131] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -1.83% | Symbol ETA: 28.5s | Global ETA: 50m 23s [2025-11-22T02:32:22.272057] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:22.272121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:22.272986] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:22.273878] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.31% [2025-11-22T02:32:22.274732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:22.275986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.441936] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 2.08%, Actual: 1.15% [2025-11-22T02:32:22.544758] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 22.3s | Global ETA: 50m 23s [2025-11-22T02:32:22.545631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:22.545713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:22.550561] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:22.551820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:22.553594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.614131] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 1.44%, Actual: 0.54% [2025-11-22T02:32:22.647946] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 31.9s | Global ETA: 50m 23s [2025-11-22T02:32:22.648840] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:22.648899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:22.653631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:22.654435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.786072] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 0.43% [2025-11-22T02:32:22.897083] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -4.32% | Symbol ETA: 28.0s | Global ETA: 50m 24s [2025-11-22T02:32:22.898121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:22.898183] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:22.899038] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:22.900791] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:22.902016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:22.956166] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 1.69% [2025-11-22T02:32:23.120714] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 0.13% [2025-11-22T02:32:23.131796] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 21.7s | Global ETA: 50m 24s [2025-11-22T02:32:23.132685] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:23.132748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:23.137574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:23.139037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:23.140821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:23.236279] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 31.4s | Global ETA: 50m 24s [2025-11-22T02:32:23.237199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:23.237280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:23.243862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:23.245047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:23.286039] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 0.17% [2025-11-22T02:32:23.452418] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 6.33%, Actual: 2.38% [2025-11-22T02:32:23.508399] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.96% | Symbol ETA: 27.3s | Global ETA: 50m 24s [2025-11-22T02:32:23.509348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:23.509410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:23.510280] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:23.512002] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:23.513405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:23.619291] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -3.30%, Actual: 2.45% [2025-11-22T02:32:23.619497] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 38.0714% [2025-11-22T02:32:23.619575] [INFO ] [main ] PFGC: DISCARDED add_volume_pressure_into_close (score: 38.07%) [2025-11-22T02:32:23.619617] [INFO ] [main ] PFGC: Testing feature 52/53: add_volume_zscore [2025-11-22T02:32:23.619667] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_volume_zscore'] [2025-11-22T02:32:23.619706] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:32:23.634926] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:23.636377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:23.636438] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:23.637634] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:23.638319] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:23.640001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:23.706778] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 21.1s | Global ETA: 50m 24s [2025-11-22T02:32:23.707703] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:23.707765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:23.712602] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:23.713938] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:23.715721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:23.850056] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 30.9s | Global ETA: 50m 24s [2025-11-22T02:32:23.851111] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:23.851173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:23.857159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:23.858130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.136523] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.74% | Symbol ETA: 26.7s | Global ETA: 50m 25s [2025-11-22T02:32:24.137708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.137772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:24.138700] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:24.140537] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.141843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.256167] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 5.7s | Global ETA: 50m 25s [2025-11-22T02:32:24.257090] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.257152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.258310] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:24.258978] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:24.260685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.311455] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.63% | Symbol ETA: 20.6s | Global ETA: 50m 25s [2025-11-22T02:32:24.312397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.312459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:24.317382] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.318684] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:24.320512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.475688] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 30.3s | Global ETA: 50m 25s [2025-11-22T02:32:24.476762] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:24.476827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:24.481976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:24.482919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.755251] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 26.1s | Global ETA: 50m 25s [2025-11-22T02:32:24.756190] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.756252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:24.757097] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:24.758833] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.760035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.870195] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 5.1s | Global ETA: 50m 25s [2025-11-22T02:32:24.871104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.871165] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.872287] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:24.872933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:24.874547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:24.897591] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 20.0s | Global ETA: 50m 25s [2025-11-22T02:32:24.898492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:24.898554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:24.903355] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:24.904634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:24.906453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.072171] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 29.7s | Global ETA: 50m 25s [2025-11-22T02:32:25.073252] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:25.073314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:25.078212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:25.079042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.361611] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 25.5s | Global ETA: 50m 26s [2025-11-22T02:32:25.362560] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:25.363008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:25.363894] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:25.365591] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:25.366841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.484488] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 19.4s | Global ETA: 50m 26s [2025-11-22T02:32:25.485330] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 4.5s | Global ETA: 50m 26s [2025-11-22T02:32:25.485445] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:25.485509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:25.486222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:25.486285] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:25.487427] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:25.488082] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:25.489789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.490320] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:25.491664] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:25.493450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.683383] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.99% | Symbol ETA: 29.1s | Global ETA: 50m 26s [2025-11-22T02:32:25.684442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:25.684532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:25.689849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:25.690953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:25.972251] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 8.29% | Symbol ETA: 24.9s | Global ETA: 50m 26s [2025-11-22T02:32:25.973169] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:25.973231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:25.974071] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:25.975739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:25.976918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.090228] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 18.8s | Global ETA: 50m 26s [2025-11-22T02:32:26.091189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:26.091254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:26.096305] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:26.097631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:26.099534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.121383] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 2.02% | Symbol ETA: 3.9s | Global ETA: 50m 26s [2025-11-22T02:32:26.122263] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:26.122325] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:26.123457] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:26.124104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:26.125730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.282483] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 28.5s | Global ETA: 50m 27s [2025-11-22T02:32:26.283543] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:26.283606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:26.288762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:26.289586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.571217] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -6.75% | Symbol ETA: 24.2s | Global ETA: 50m 27s [2025-11-22T02:32:26.572194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:26.572257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:26.573104] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:26.574798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:26.575995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.675957] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.52% | Symbol ETA: 18.2s | Global ETA: 50m 27s [2025-11-22T02:32:26.677002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:26.677063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:26.681857] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:26.683085] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:26.684873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.742214] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 3.3s | Global ETA: 50m 27s [2025-11-22T02:32:26.743123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:26.743186] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:26.744298] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:26.744933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:26.746548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:26.896086] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 27.9s | Global ETA: 50m 27s [2025-11-22T02:32:26.897156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:26.897225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:26.902568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:26.903625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:27.168418] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 5.89% | Symbol ETA: 23.6s | Global ETA: 50m 27s [2025-11-22T02:32:27.269143] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.64% | Symbol ETA: 17.6s | Global ETA: 50m 27s [2025-11-22T02:32:27.270114] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:27.270176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:27.275015] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:27.276286] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:27.278105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:27.338072] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 2.53% [2025-11-22T02:32:27.367246] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 2.6s | Global ETA: 50m 27s [2025-11-22T02:32:27.368177] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:27.368239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:27.369374] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:27.370044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:27.371796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:27.493225] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 27.3s | Global ETA: 50m 28s [2025-11-22T02:32:27.494254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:27.494316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:27.499199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:32:27.500048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:27.512872] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -1.83%, Actual: 1.22% [2025-11-22T02:32:27.680516] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -4.32%, Actual: 2.32% [2025-11-22T02:32:27.841017] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.0s | Global ETA: 50m 28s [2025-11-22T02:32:27.852813] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 0.02% [2025-11-22T02:32:27.986459] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.98% | Symbol ETA: 2.0s | Global ETA: 50m 28s [2025-11-22T02:32:27.987369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:27.987431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:27.988553] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:27.989193] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:27.990895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:28.008807] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:32:28.019838] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.74%, Actual: 0.61% [2025-11-22T02:32:28.123024] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.13% | Symbol ETA: 26.7s | Global ETA: 50m 28s [2025-11-22T02:32:28.179722] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.02% [2025-11-22T02:32:28.185841] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 1.36% [2025-11-22T02:32:28.312234] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.54% [2025-11-22T02:32:28.349718] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 0.24% [2025-11-22T02:32:28.353893] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 1.42% [2025-11-22T02:32:28.499800] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.08% [2025-11-22T02:32:28.527777] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 8.29%, Actual: 3.02% [2025-11-22T02:32:28.575751] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.63%, Actual: 1.27% [2025-11-22T02:32:28.625889] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 1.4s | Global ETA: 50m 28s [2025-11-22T02:32:28.626848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:28.626913] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:28.628111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:28.628823] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:28.630599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:28.687293] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.61% [2025-11-22T02:32:28.701197] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -6.75%, Actual: 0.22% [2025-11-22T02:32:28.744700] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:32:28.870607] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 5.89%, Actual: 13.03% [2025-11-22T02:32:28.870824] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 38.4254% [2025-11-22T02:32:28.870907] [INFO ] [main ] OGN: DISCARDED add_intraday_skewness_proxies (score: 38.43%) [2025-11-22T02:32:28.870952] [INFO ] [main ] OGN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:32:28.870986] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_intraday_volatility_percentile'] [2025-11-22T02:32:28.871021] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:28.875626] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:32:28.885469] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:28.887009] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:28.887070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:28.888000] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:28.889877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:28.914071] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.68% [2025-11-22T02:32:28.978238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:29.055819] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.57% [2025-11-22T02:32:29.083968] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.92% [2025-11-22T02:32:29.231294] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.99%, Actual: 0.82% [2025-11-22T02:32:29.280878] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.52%, Actual: 1.27% [2025-11-22T02:32:29.336943] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 7.14% | Symbol ETA: 0.8s | Global ETA: 50m 29s [2025-11-22T02:32:29.337915] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:29.337980] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:29.339156] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:29.339822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:32:29.341536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:29.413740] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.89% [2025-11-22T02:32:29.448593] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 1.65% [2025-11-22T02:32:29.578918] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 5.99% | Symbol ETA: 27.5s | Global ETA: 50m 29s [2025-11-22T02:32:29.579884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:29.579948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:29.580841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:29.582579] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:29.591708] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.62%, Actual: 1.00% [2025-11-22T02:32:29.619144] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.90% [2025-11-22T02:32:29.619375] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.7947% [2025-11-22T02:32:29.619484] [INFO ] [main ] LND: DISCARDED add_late_day_volatility (score: 39.79%) [2025-11-22T02:32:29.619537] [INFO ] [main ] LND: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:32:29.619573] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure'] [2025-11-22T02:32:29.619608] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:29.631132] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:29.633067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:29.633130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:29.638030] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:29.639338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:29.642114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:29.672077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:29.766080] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.09% [2025-11-22T02:32:29.947028] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.13%, Actual: 0.15% [2025-11-22T02:32:29.947348] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.4240% [2025-11-22T02:32:29.947473] [INFO ] [main ] CCIF: DISCARDED add_gaps (score: 38.42%) [2025-11-22T02:32:29.947526] [INFO ] [main ] CCIF: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:32:29.947562] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies'] [2025-11-22T02:32:29.947603] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:29.963486] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:29.965562] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:29.965678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:29.966518] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 0.2s | Global ETA: 50m 30s [2025-11-22T02:32:29.970937] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:29.972364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:30.138842] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 0.04% [2025-11-22T02:32:30.214021] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 21.0s | Global ETA: 50m 30s [2025-11-22T02:32:30.215067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:30.215129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:30.220086] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:30.221377] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:30.224137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:30.272049] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.43% | Symbol ETA: 26.8s | Global ETA: 50m 30s [2025-11-22T02:32:30.272978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:30.273039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:30.273922] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:30.275669] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:30.309228] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.31% [2025-11-22T02:32:30.361213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:30.479237] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 1.15% [2025-11-22T02:32:30.574486] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 29.2s | Global ETA: 50m 30s [2025-11-22T02:32:30.575584] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:30.575755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:30.580805] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:30.582175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:30.649698] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 2.02%, Actual: 0.54% [2025-11-22T02:32:30.822968] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.43% [2025-11-22T02:32:30.830485] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 20.6s | Global ETA: 50m 30s [2025-11-22T02:32:30.831396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:30.831458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:30.836255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:30.837500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:30.840233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:30.992001] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 1.69% [2025-11-22T02:32:31.023858] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.17% | Symbol ETA: 26.3s | Global ETA: 50m 30s [2025-11-22T02:32:31.024792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:31.024853] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:31.025703] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:31.027738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:31.113139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.159743] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.98%, Actual: 0.13% [2025-11-22T02:32:31.190610] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 28.6s | Global ETA: 50m 31s [2025-11-22T02:32:31.191687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:31.191751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:31.196634] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:31.197965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.348935] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.17% [2025-11-22T02:32:31.408142] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.07% | Symbol ETA: 19.9s | Global ETA: 50m 31s [2025-11-22T02:32:31.409318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:31.409420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:31.415820] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:31.417875] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:31.420921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.518493] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 7.14%, Actual: 2.38% [2025-11-22T02:32:31.695062] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.08%, Actual: 2.45% [2025-11-22T02:32:31.695276] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 40.6354% [2025-11-22T02:32:31.696002] [INFO ] [main ] PFGC: DISCARDED add_volume_zscore (score: 40.64%) [2025-11-22T02:32:31.696055] [INFO ] [main ] PFGC: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:32:31.696089] [DEBUG] [main ] Testing with features: ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude', 'add_vwap_deviations'] [2025-11-22T02:32:31.696123] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T02:32:31.711014] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:31.711854] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 25.5s | Global ETA: 50m 31s [2025-11-22T02:32:31.712975] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:31.713039] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:31.713384] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:31.713448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:31.714217] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:31.714323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:31.714894] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:31.716074] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:31.720741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.800983] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 28.0s | Global ETA: 50m 31s [2025-11-22T02:32:31.802068] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:31.802135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:31.803879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.807745] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:31.809178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:31.984235] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.40% | Symbol ETA: 19.3s | Global ETA: 50m 31s [2025-11-22T02:32:31.985128] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:31.985189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:31.990002] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:31.991207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:31.993913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:32.337898] [INFO ] [main ] PFGC: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 5.6s | Global ETA: 50m 32s [2025-11-22T02:32:32.338827] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:32.338889] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:32.340029] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:32.340687] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:32.346412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:32.398467] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -7.08% | Symbol ETA: 24.8s | Global ETA: 50m 32s [2025-11-22T02:32:32.399380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:32.399442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:32.400286] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:32.401948] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:32.435979] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 27.4s | Global ETA: 50m 32s [2025-11-22T02:32:32.437034] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:32.437098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:32.442323] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:32.443756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:32.489821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:32.553728] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 18.7s | Global ETA: 50m 32s [2025-11-22T02:32:32.554633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:32.554716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:32.559542] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:32.560825] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:32.563495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:32.963009] [INFO ] [main ] PFGC: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 5.0s | Global ETA: 50m 32s [2025-11-22T02:32:32.964598] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:32.964698] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:32.965850] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:32.966494] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:32.972191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.056997] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 26.8s | Global ETA: 50m 32s [2025-11-22T02:32:33.058136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:33.058201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:33.063401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:33.064749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.078018] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.67% | Symbol ETA: 24.1s | Global ETA: 50m 32s [2025-11-22T02:32:33.078932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:33.078993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:33.079829] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:33.081629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:33.123476] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 18.1s | Global ETA: 50m 32s [2025-11-22T02:32:33.124369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:33.124430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:33.129148] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:33.130369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:33.133037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.166123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.588493] [INFO ] [main ] PFGC: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 4.4s | Global ETA: 50m 33s [2025-11-22T02:32:33.590102] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:33.590164] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:33.591286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:33.591939] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:33.597715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.655189] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 1.04% | Symbol ETA: 26.1s | Global ETA: 50m 33s [2025-11-22T02:32:33.656381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:33.656446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:33.661749] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:33.663078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.696427] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 17.5s | Global ETA: 50m 33s [2025-11-22T02:32:33.697397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:33.697482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:33.702482] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:33.703928] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:33.706579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:33.754454] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 23.4s | Global ETA: 50m 33s [2025-11-22T02:32:33.755352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:33.755414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:33.756250] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:33.757957] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:33.843358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.216082] [INFO ] [main ] PFGC: Lookback Days: 5, Magnitude: 0.99% | Symbol ETA: 3.8s | Global ETA: 50m 33s [2025-11-22T02:32:34.217067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:34.217152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.218511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:34.219353] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:34.225128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.260163] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 25.5s | Global ETA: 50m 33s [2025-11-22T02:32:34.264435] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:34.264502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:34.266062] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.00% | Symbol ETA: 17.0s | Global ETA: 50m 33s [2025-11-22T02:32:34.266988] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:34.267050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:34.271870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.273098] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:34.273895] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.275234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.275798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.437663] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 2.05% | Symbol ETA: 22.7s | Global ETA: 50m 33s [2025-11-22T02:32:34.438534] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:34.438600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:34.439434] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:34.441111] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:34.527395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.834832] [INFO ] [main ] PFGC: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 3.1s | Global ETA: 50m 34s [2025-11-22T02:32:34.835761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:34.835823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.836992] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:34.837730] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:34.840350] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.01% | Symbol ETA: 16.4s | Global ETA: 50m 34s [2025-11-22T02:32:34.841271] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:34.841356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:34.843624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.846164] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.847404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:34.850102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:34.859469] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 24.9s | Global ETA: 50m 34s [2025-11-22T02:32:34.860570] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:34.860659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:34.865711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:34.867053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:35.121450] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.17% | Symbol ETA: 22.0s | Global ETA: 50m 34s [2025-11-22T02:32:35.122360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:35.122422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:35.123280] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:35.124996] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:35.209184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:35.411796] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 15.8s | Global ETA: 50m 34s [2025-11-22T02:32:35.443130] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 24.3s | Global ETA: 50m 34s [2025-11-22T02:32:35.444250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:35.444313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:35.449264] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:35.450516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:35.456697] [INFO ] [main ] PFGC: Lookback Days: 7, Magnitude: -1.18% | Symbol ETA: 2.5s | Global ETA: 50m 34s [2025-11-22T02:32:35.457595] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:35.457676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:35.458821] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:35.459442] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:35.465016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:35.578420] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 1.16% [2025-11-22T02:32:35.744328] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.02% [2025-11-22T02:32:35.793675] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 18.70% | Symbol ETA: 21.3s | Global ETA: 50m 34s [2025-11-22T02:32:35.918426] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 0.24% [2025-11-22T02:32:35.965237] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 5.99%, Actual: 2.53% [2025-11-22T02:32:36.037767] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 23.7s | Global ETA: 50m 35s [2025-11-22T02:32:36.080131] [INFO ] [main ] PFGC: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 1.9s | Global ETA: 50m 35s [2025-11-22T02:32:36.081046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:36.081108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:36.082231] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:36.082868] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:36.088452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:36.090158] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.40%, Actual: 1.27% [2025-11-22T02:32:36.136704] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.43%, Actual: 1.22% [2025-11-22T02:32:36.213225] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.54% [2025-11-22T02:32:36.257375] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 1.35% [2025-11-22T02:32:36.311231] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.17%, Actual: 2.32% [2025-11-22T02:32:36.393896] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.43%, Actual: 2.08% [2025-11-22T02:32:36.423092] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 1.68% [2025-11-22T02:32:36.483550] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 0.02% [2025-11-22T02:32:36.575257] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.61% [2025-11-22T02:32:36.598809] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.92% [2025-11-22T02:32:36.654134] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -7.08%, Actual: 0.61% [2025-11-22T02:32:36.704859] [INFO ] [main ] PFGC: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 1.2s | Global ETA: 50m 35s [2025-11-22T02:32:36.705768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:36.706166] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:36.707366] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:36.708008] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:36.713529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:36.754180] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 3.64% [2025-11-22T02:32:36.776995] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.00%, Actual: 1.27% [2025-11-22T02:32:36.821298] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.67%, Actual: 1.36% [2025-11-22T02:32:36.929885] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 1.57% [2025-11-22T02:32:36.955161] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.01%, Actual: 1.65% [2025-11-22T02:32:36.987842] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 1.42% [2025-11-22T02:32:37.106553] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 1.04%, Actual: 0.82% [2025-11-22T02:32:37.135605] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 1.90% [2025-11-22T02:32:37.135877] [INFO ] [main ] LND: Magnitude Forecast Confidence: 44.9330% [2025-11-22T02:32:37.136002] [INFO ] [main ] LND: KEPT add_late_hour_microstructure (score: 44.93%) [2025-11-22T02:32:37.136047] [INFO ] [main ] LND: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:32:37.136078] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_late_session_pressure'] [2025-11-22T02:32:37.136113] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:37.148915] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:37.150283] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:37.150347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:37.155728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:37.156955] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 2.05%, Actual: 3.02% [2025-11-22T02:32:37.157089] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:37.159980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:37.161058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:37.285596] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.36%, Actual: 0.89% [2025-11-22T02:32:37.325315] [INFO ] [main ] PFGC: Lookback Days: 10, Magnitude: 6.07% | Symbol ETA: 0.6s | Global ETA: 50m 36s [2025-11-22T02:32:37.326250] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:37.326311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:37.327444] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:32:37.327500] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.17%, Actual: 0.22% [2025-11-22T02:32:37.328102] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:32:37.333703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:37.465270] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 1.00% [2025-11-22T02:32:37.495821] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 18.70%, Actual: 13.03% [2025-11-22T02:32:37.496017] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 36.7704% [2025-11-22T02:32:37.496614] [INFO ] [main ] OGN: DISCARDED add_intraday_volatility_percentile (score: 36.77%) [2025-11-22T02:32:37.496699] [INFO ] [main ] OGN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:32:37.497056] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_last_hour_momentum_mag'] [2025-11-22T02:32:37.497094] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:37.515773] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:37.517686] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:37.517763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:37.518940] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:37.521221] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:37.522043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:37.640468] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.09% [2025-11-22T02:32:37.732614] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 19.4s | Global ETA: 50m 36s [2025-11-22T02:32:37.733525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:37.733587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:37.738336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:37.739556] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:37.742213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:37.743221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:37.813106] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.15% [2025-11-22T02:32:37.813362] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.6269% [2025-11-22T02:32:37.813459] [INFO ] [main ] CCIF: DISCARDED add_intraday_skewness_proxies (score: 39.63%) [2025-11-22T02:32:37.813502] [INFO ] [main ] CCIF: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:32:37.813534] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_volatility_percentile'] [2025-11-22T02:32:37.813569] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:37.826715] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:37.828208] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:37.828270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:37.833181] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:37.923213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:37.945854] [INFO ] [main ] PFGC: Lookback Days: 11, Magnitude: -4.62% | Symbol ETA: 0.0s | Global ETA: 50m 36s [2025-11-22T02:32:38.120625] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.04% [2025-11-22T02:32:38.160687] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 27.1s | Global ETA: 50m 36s [2025-11-22T02:32:38.161673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:38.161747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:38.162749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:38.164579] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:38.165214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:38.288571] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.31% [2025-11-22T02:32:38.319661] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 18.9s | Global ETA: 50m 37s [2025-11-22T02:32:38.320987] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:38.321048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:38.325878] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:38.327103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:38.329779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:38.330830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:38.456478] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 1.15% [2025-11-22T02:32:38.508831] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 27.5s | Global ETA: 50m 37s [2025-11-22T02:32:38.509799] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:38.509860] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:38.514850] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:38.601028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:38.625034] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.99%, Actual: 0.54% [2025-11-22T02:32:38.764588] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 5.95% | Symbol ETA: 26.3s | Global ETA: 50m 37s [2025-11-22T02:32:38.765510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:38.765571] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:38.766439] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:38.768184] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:38.768821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:38.796534] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 0.43% [2025-11-22T02:32:38.899077] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 18.3s | Global ETA: 50m 37s [2025-11-22T02:32:38.899975] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:38.900037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:38.904835] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:38.906067] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:38.908748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:38.909751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:38.964490] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: -1.18%, Actual: 1.69% [2025-11-22T02:32:39.131835] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.13% [2025-11-22T02:32:39.178417] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 26.8s | Global ETA: 50m 37s [2025-11-22T02:32:39.179319] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:39.179400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:39.184339] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:39.270420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:39.299221] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 0.17% [2025-11-22T02:32:39.354903] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 25.6s | Global ETA: 50m 37s [2025-11-22T02:32:39.355788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:39.355849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:39.356682] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:39.358380] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:39.359051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:39.466913] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 6.07%, Actual: 2.38% [2025-11-22T02:32:39.481427] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 17.7s | Global ETA: 50m 38s [2025-11-22T02:32:39.482318] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:39.482380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:39.487239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:39.488495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:39.491170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:39.492174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:39.635563] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -4.62%, Actual: 2.45% [2025-11-22T02:32:39.635795] [INFO ] [main ] PFGC: Magnitude Forecast Confidence: 45.4592% [2025-11-22T02:32:39.635877] [INFO ] [main ] PFGC: DISCARDED add_vwap_deviations (score: 45.46%) [2025-11-22T02:32:39.635921] [INFO ] [main ] PFGC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:32:39.635952] [INFO ] [main ] PFGC: Best accuracy: 55.11% [2025-11-22T02:32:39.635983] [INFO ] [main ] PFGC: Best feature set (2 features): ['add_intraday_skewness_proxies', 'add_overnight_gap_amplitude'] [2025-11-22T02:32:39.636012] [INFO ] [main ] PFGC: Improvement over baseline: 2.88% [2025-11-22T02:32:39.636039] [INFO ] [main ] PFGC: Total time: 7.2 minutes [2025-11-22T02:32:39.636066] [INFO ] [main ] PFGC: Average time per feature: 8.1 seconds [2025-11-22T02:32:39.636092] [INFO ] [main ] PFGC: Average speed: 0.12 features/sec [2025-11-22T02:32:39.805176] [DEBUG] [METRICS ] PFGC: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.04% [2025-11-22T02:32:39.861225] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 26.1s | Global ETA: 50m 38s [2025-11-22T02:32:39.862136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:39.862198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:39.866965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:39.951829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:39.962105] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 3.68% | Symbol ETA: 24.9s | Global ETA: 50m 38s [2025-11-22T02:32:39.963081] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:39.963154] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:39.964108] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:39.965892] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:39.966541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:39.972526] [DEBUG] [METRICS ] PFGC: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 0.31% [2025-11-22T02:32:40.057114] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 17.1s | Global ETA: 50m 38s [2025-11-22T02:32:40.058023] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:40.058084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:40.062855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:40.064123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:40.066785] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:40.067844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:40.143531] [DEBUG] [METRICS ] PFGC: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 1.15% [2025-11-22T02:32:40.312849] [DEBUG] [METRICS ] PFGC: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.54% [2025-11-22T02:32:40.481571] [DEBUG] [METRICS ] PFGC: 2025-11-14:2025-11-17: Predicted: 0.67%, Actual: 0.43% [2025-11-22T02:32:40.515447] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 25.4s | Global ETA: 50m 38s [2025-11-22T02:32:40.516852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:40.516914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:40.521732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:40.574512] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.21% | Symbol ETA: 24.3s | Global ETA: 50m 38s [2025-11-22T02:32:40.575431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:40.575493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:40.576408] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:40.578275] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:40.578952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:40.606314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:40.637151] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 16.5s | Global ETA: 50m 39s [2025-11-22T02:32:40.638058] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:40.638120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:40.642943] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:40.644208] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:40.646879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:40.647948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:40.649163] [DEBUG] [METRICS ] PFGC: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 1.69% [2025-11-22T02:32:40.818346] [DEBUG] [METRICS ] PFGC: 2025-11-12:2025-11-13: Predicted: -1.39%, Actual: 0.13% [2025-11-22T02:32:40.990903] [DEBUG] [METRICS ] PFGC: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 0.17% [2025-11-22T02:32:41.158285] [DEBUG] [METRICS ] PFGC: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 2.38% [2025-11-22T02:32:41.176015] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 24.7s | Global ETA: 50m 39s [2025-11-22T02:32:41.176338] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 6.50% | Symbol ETA: 23.7s | Global ETA: 50m 39s [2025-11-22T02:32:41.176916] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:41.177011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:41.177238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:41.177339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:41.178205] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:41.179879] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:41.180494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.181736] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:41.211612] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 15.9s | Global ETA: 50m 39s [2025-11-22T02:32:41.212509] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:41.212570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:41.217498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:41.218754] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:41.221383] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:41.222391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.272067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.325748] [DEBUG] [METRICS ] PFGC: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 2.45% [2025-11-22T02:32:41.326479] [INFO ] [LOCAL ] Saved configuration for PFGC: 2 features, 55.11% accuracy -> ./output/feature-sets/PFGC.json [2025-11-22T02:32:41.327534] [INFO ] [main ] Progress: 32/57 symbols completed (56.1%). PFGC finished in 7m 20s. ETA: 47m 11s. Rate: 0.53 symbols/min [2025-11-22T02:32:41.336970] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:32:41.350923] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:41.351694] [INFO ] [main ] LVWR: Testing with 53 available features [2025-11-22T02:32:41.351748] [INFO ] [main ] LVWR: Establishing baseline with no features... [2025-11-22T02:32:41.351781] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:32:41.364949] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:41.366294] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:41.778772] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 23.1s | Global ETA: 47m 11s [2025-11-22T02:32:41.779699] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:41.779763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:41.780594] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:41.782387] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:41.783051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.791200] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 15.4s | Global ETA: 47m 11s [2025-11-22T02:32:41.792080] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:41.792142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:41.796999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:41.798467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:41.801312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:41.802330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.873553] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 24.0s | Global ETA: 47m 11s [2025-11-22T02:32:41.874512] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:41.874573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:41.879367] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:41.962818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:41.984483] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.56% [2025-11-22T02:32:41.985458] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:42.366467] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.03% | Symbol ETA: 14.8s | Global ETA: 47m 12s [2025-11-22T02:32:42.367363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:42.367425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:42.372243] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:42.373496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:42.376151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:32:42.377160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:42.380253] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 6.84% | Symbol ETA: 22.5s | Global ETA: 47m 12s [2025-11-22T02:32:42.381224] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:42.381287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:42.382162] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:42.383948] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:42.384586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:42.545422] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 23.4s | Global ETA: 47m 12s [2025-11-22T02:32:42.546345] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:42.546408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:42.551509] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:42.593404] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -9.01% [2025-11-22T02:32:42.594413] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:42.640925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:42.957254] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 14.2s | Global ETA: 47m 12s [2025-11-22T02:32:43.025238] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -16.59% | Symbol ETA: 21.9s | Global ETA: 47m 12s [2025-11-22T02:32:43.026728] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:43.026805] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:43.028000] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:43.030122] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:43.030985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:43.218829] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 1.16% [2025-11-22T02:32:43.303237] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.28% [2025-11-22T02:32:43.304679] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:43.342324] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 22.7s | Global ETA: 47m 12s [2025-11-22T02:32:43.343536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:43.343613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:43.350620] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:43.469665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:43.481017] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 0.02% [2025-11-22T02:32:43.739986] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 0.24% [2025-11-22T02:32:43.774248] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.19% | Symbol ETA: 21.3s | Global ETA: 47m 13s [2025-11-22T02:32:43.925933] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 1.27% [2025-11-22T02:32:43.949080] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 2.53% [2025-11-22T02:32:44.078103] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.14% [2025-11-22T02:32:44.079380] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:44.103168] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 1.35% [2025-11-22T02:32:44.104483] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 22.0s | Global ETA: 47m 13s [2025-11-22T02:32:44.105406] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:44.105468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:44.110522] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:32:44.122314] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 5.95%, Actual: 1.22% [2025-11-22T02:32:44.196202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:44.274602] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:32:44.291919] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 2.32% [2025-11-22T02:32:44.443225] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.92% [2025-11-22T02:32:44.464877] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 3.68%, Actual: 0.02% [2025-11-22T02:32:44.611361] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 1.27% [2025-11-22T02:32:44.637320] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.21%, Actual: 0.61% [2025-11-22T02:32:44.674758] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -1.13% [2025-11-22T02:32:44.675674] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:44.762473] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 21.4s | Global ETA: 47m 14s [2025-11-22T02:32:44.778851] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.03%, Actual: 1.65% [2025-11-22T02:32:44.807822] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 6.50%, Actual: 1.36% [2025-11-22T02:32:44.937475] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.54% [2025-11-22T02:32:44.947424] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 1.90% [2025-11-22T02:32:44.947617] [INFO ] [main ] LND: Magnitude Forecast Confidence: 42.4036% [2025-11-22T02:32:44.948061] [INFO ] [main ] LND: DISCARDED add_late_session_pressure (score: 42.40%) [2025-11-22T02:32:44.948103] [INFO ] [main ] LND: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:32:44.948135] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity'] [2025-11-22T02:32:44.948170] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:44.959038] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:44.960273] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:44.960334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:44.965221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:44.966497] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:44.969187] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:44.971127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:44.980476] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 1.42% [2025-11-22T02:32:45.104269] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.08% [2025-11-22T02:32:45.152963] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 6.84%, Actual: 3.02% [2025-11-22T02:32:45.254219] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.91% [2025-11-22T02:32:45.255197] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:45.275495] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:32:45.334167] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -16.59%, Actual: 0.22% [2025-11-22T02:32:45.447124] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 3.64% [2025-11-22T02:32:45.506560] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.19%, Actual: 13.03% [2025-11-22T02:32:45.506789] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 25.1322% [2025-11-22T02:32:45.506881] [INFO ] [main ] OGN: DISCARDED add_last_hour_momentum_mag (score: 25.13%) [2025-11-22T02:32:45.506923] [INFO ] [main ] OGN: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:32:45.506955] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_day_volatility'] [2025-11-22T02:32:45.506988] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:45.520887] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:45.522207] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:45.522270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:45.523139] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:45.524916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:45.526699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:45.548988] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 18.9s | Global ETA: 47m 14s [2025-11-22T02:32:45.549875] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:45.549936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:45.554692] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:45.555939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:45.558608] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:45.560595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:45.618676] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.57% [2025-11-22T02:32:45.790926] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.82% [2025-11-22T02:32:45.844422] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.82% [2025-11-22T02:32:45.845358] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:45.957878] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.89% [2025-11-22T02:32:46.124940] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 1.00% [2025-11-22T02:32:46.136760] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 18.3s | Global ETA: 47m 15s [2025-11-22T02:32:46.137677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:46.137740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:46.142527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:46.143770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:46.146472] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:46.148441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:46.189177] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.89% | Symbol ETA: 24.0s | Global ETA: 47m 15s [2025-11-22T02:32:46.190090] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:46.190151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:46.190995] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:46.192676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:46.194456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:46.295510] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.09% [2025-11-22T02:32:46.420401] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -3.54% [2025-11-22T02:32:46.421406] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:46.471571] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:32:46.471794] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.3303% [2025-11-22T02:32:46.471883] [INFO ] [main ] CCIF: DISCARDED add_intraday_volatility_percentile (score: 36.33%) [2025-11-22T02:32:46.471926] [INFO ] [main ] CCIF: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:32:46.471958] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_last_hour_momentum_mag'] [2025-11-22T02:32:46.471994] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:46.484964] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:46.486543] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:46.486604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:46.491584] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:46.492348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:46.725050] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.91% | Symbol ETA: 17.7s | Global ETA: 47m 15s [2025-11-22T02:32:46.725938] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:46.726000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:46.730753] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:46.731980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:46.734591] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:46.736515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:46.793697] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 3.26% | Symbol ETA: 23.1s | Global ETA: 47m 15s [2025-11-22T02:32:46.794564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:46.794683] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:46.795721] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:46.797386] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:46.799195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:46.993405] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.10% [2025-11-22T02:32:46.994393] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:32:47.076929] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 26.7s | Global ETA: 47m 15s [2025-11-22T02:32:47.078157] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:47.078218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:47.083030] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:47.083707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:47.314382] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 17.1s | Global ETA: 47m 16s [2025-11-22T02:32:47.315276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:47.315338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:47.320174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:47.321382] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:47.324046] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:47.326053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:47.390237] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 0.74% | Symbol ETA: 22.4s | Global ETA: 47m 16s [2025-11-22T02:32:47.391133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:47.391193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:47.392045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:47.393704] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:47.395530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:47.567945] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -3.65% [2025-11-22T02:32:47.650119] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 26.0s | Global ETA: 47m 16s [2025-11-22T02:32:47.651021] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:47.651082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:47.655856] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:47.656587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:47.736236] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.56%, Actual: 3.04% [2025-11-22T02:32:47.901851] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.09% | Symbol ETA: 16.5s | Global ETA: 47m 16s [2025-11-22T02:32:47.902773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:47.902835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:47.904285] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -9.01%, Actual: 1.19% [2025-11-22T02:32:47.907661] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:47.908913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:47.911577] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:47.913554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:47.986959] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 21.7s | Global ETA: 47m 16s [2025-11-22T02:32:47.991216] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:47.991277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:47.992109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:47.993782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:47.995581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:48.074364] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 4.83% [2025-11-22T02:32:48.220514] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 25.4s | Global ETA: 47m 16s [2025-11-22T02:32:48.221403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:48.221464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:48.226172] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:48.226852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:48.242609] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.14%, Actual: 7.29% [2025-11-22T02:32:48.410533] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -1.13%, Actual: 0.68% [2025-11-22T02:32:48.492311] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 15.9s | Global ETA: 47m 17s [2025-11-22T02:32:48.493238] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:48.493302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:48.498213] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:48.499483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:48.502156] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:48.504102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:48.580583] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 6.70% [2025-11-22T02:32:48.599424] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.16% | Symbol ETA: 21.1s | Global ETA: 47m 17s [2025-11-22T02:32:48.600329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:48.600391] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:48.601253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:48.603055] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:48.604889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:48.747754] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.82%, Actual: 0.22% [2025-11-22T02:32:48.824731] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 24.9s | Global ETA: 47m 17s [2025-11-22T02:32:48.825660] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:48.825720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:48.830544] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:48.831248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:48.914984] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -3.54%, Actual: 4.88% [2025-11-22T02:32:49.080795] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 15.3s | Global ETA: 47m 17s [2025-11-22T02:32:49.081553] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 4.51% [2025-11-22T02:32:49.081696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:49.081760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.086487] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:49.087762] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:49.090451] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:49.092474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.213149] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 5.40% | Symbol ETA: 20.5s | Global ETA: 47m 17s [2025-11-22T02:32:49.214036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:49.214098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:49.214919] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:49.216588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:49.218392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.248260] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -3.65%, Actual: 1.89% [2025-11-22T02:32:49.248462] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 37.6689% [2025-11-22T02:32:49.248509] [INFO ] [main ] LVWR: Baseline score (no features): 37.6689% [2025-11-22T02:32:49.248547] [INFO ] [main ] LVWR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.248577] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:32:49.248609] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:32:49.261429] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:49.262684] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:49.262743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.267503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.393289] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 24.3s | Global ETA: 47m 17s [2025-11-22T02:32:49.394199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:49.394259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.399102] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:49.399776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.667543] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.85% | Symbol ETA: 14.7s | Global ETA: 47m 17s [2025-11-22T02:32:49.668481] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:49.668547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.673306] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:49.674555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:49.677223] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:49.679345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.818837] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -4.06% | Symbol ETA: 19.9s | Global ETA: 47m 18s [2025-11-22T02:32:49.819734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:49.819795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:49.820605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:49.822303] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:49.824084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.851796] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.15% | Symbol ETA: 5m 12s | Global ETA: 47m 18s [2025-11-22T02:32:49.852725] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:49.852786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.857732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:49.962778] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 23.7s | Global ETA: 47m 18s [2025-11-22T02:32:49.963700] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:49.963761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:49.968703] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:49.969374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:50.256698] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.87% | Symbol ETA: 14.2s | Global ETA: 47m 18s [2025-11-22T02:32:50.258115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:50.258178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:50.262986] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:50.264265] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:50.266925] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:32:50.268925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:50.417502] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 19.2s | Global ETA: 47m 18s [2025-11-22T02:32:50.418448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:50.418510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:50.419398] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:50.421126] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:50.423013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:50.465406] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.91% | Symbol ETA: 5m 18s | Global ETA: 47m 18s [2025-11-22T02:32:50.466379] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:50.466447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:50.471586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:50.550594] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 23.1s | Global ETA: 47m 18s [2025-11-22T02:32:50.551497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:50.551557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:50.556461] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:50.557136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:50.845146] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 13.6s | Global ETA: 47m 18s [2025-11-22T02:32:51.013675] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 1.16% [2025-11-22T02:32:51.017561] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -7.86% | Symbol ETA: 18.6s | Global ETA: 47m 18s [2025-11-22T02:32:51.018457] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:51.018518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:51.019384] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:51.021059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:51.022849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:51.067340] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.39% | Symbol ETA: 5m 17s | Global ETA: 47m 19s [2025-11-22T02:32:51.068230] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:51.068290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:51.073022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:51.133581] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 22.5s | Global ETA: 47m 19s [2025-11-22T02:32:51.134526] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:51.134587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:51.139527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:51.140283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:51.182981] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 0.02% [2025-11-22T02:32:51.349972] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 0.24% [2025-11-22T02:32:51.517618] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 1.27% [2025-11-22T02:32:51.612322] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.13% | Symbol ETA: 18.0s | Global ETA: 47m 19s [2025-11-22T02:32:51.647788] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.32% | Symbol ETA: 5m 14s | Global ETA: 47m 19s [2025-11-22T02:32:51.649070] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:51.649131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:51.653865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:51.689854] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.09%, Actual: 1.35% [2025-11-22T02:32:51.723603] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 21.9s | Global ETA: 47m 19s [2025-11-22T02:32:51.724521] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:51.724581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:51.729464] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:32:51.730133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:51.783912] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.89%, Actual: 2.53% [2025-11-22T02:32:51.859956] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:32:51.953683] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 3.26%, Actual: 1.22% [2025-11-22T02:32:52.029285] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.92% [2025-11-22T02:32:52.121881] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 0.74%, Actual: 2.32% [2025-11-22T02:32:52.196814] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.85%, Actual: 1.27% [2025-11-22T02:32:52.252414] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: 2.47% | Symbol ETA: 5m 14s | Global ETA: 47m 19s [2025-11-22T02:32:52.253344] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:52.253404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:52.258271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:52.290218] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 21.4s | Global ETA: 47m 19s [2025-11-22T02:32:52.292199] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 0.02% [2025-11-22T02:32:52.363431] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.87%, Actual: 1.65% [2025-11-22T02:32:52.458131] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:32:52.466045] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.16%, Actual: 0.61% [2025-11-22T02:32:52.534196] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.90% [2025-11-22T02:32:52.534428] [INFO ] [main ] LND: Magnitude Forecast Confidence: 38.0839% [2025-11-22T02:32:52.534513] [INFO ] [main ] LND: DISCARDED add_micro_gap_fill_velocity (score: 38.08%) [2025-11-22T02:32:52.534556] [INFO ] [main ] LND: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:32:52.534590] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:32:52.534626] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:32:52.546765] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:52.548265] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:52.548327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:52.553220] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:52.554490] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:52.557241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:52.558014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:52.625104] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:32:52.635058] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 5.40%, Actual: 1.36% [2025-11-22T02:32:52.792318] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.61% [2025-11-22T02:32:52.804548] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -4.06%, Actual: 1.42% [2025-11-22T02:32:52.846491] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 5m 13s | Global ETA: 47m 20s [2025-11-22T02:32:52.847431] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:52.847492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:52.852349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:52.960141] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:32:52.971702] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 1.70%, Actual: 3.02% [2025-11-22T02:32:53.124697] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:32:53.128541] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 17.4s | Global ETA: 47m 20s [2025-11-22T02:32:53.129436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:53.129498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:53.134264] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:53.135515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:53.138322] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:53.138371] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -7.86%, Actual: 0.22% [2025-11-22T02:32:53.139055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:53.289244] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:32:53.306513] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.13%, Actual: 13.03% [2025-11-22T02:32:53.306733] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 35.4623% [2025-11-22T02:32:53.306820] [INFO ] [main ] OGN: DISCARDED add_late_day_volatility (score: 35.46%) [2025-11-22T02:32:53.306863] [INFO ] [main ] OGN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:32:53.306895] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_hour_microstructure'] [2025-11-22T02:32:53.306930] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:32:53.320475] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:53.321776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:53.321837] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:53.323983] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:53.327990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:53.330723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:53.424828] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 2.08% | Symbol ETA: 5m 11s | Global ETA: 47m 20s [2025-11-22T02:32:53.425740] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:53.425799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:53.430716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:53.456926] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:32:53.622622] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:32:53.710609] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 16.8s | Global ETA: 47m 21s [2025-11-22T02:32:53.711533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:53.711604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:53.716845] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:53.718169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:53.720910] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:53.721618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:53.790234] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:32:53.928833] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 21.5s | Global ETA: 47m 21s [2025-11-22T02:32:53.929773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:53.929836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:53.930694] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:53.932379] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:53.935074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:53.955444] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:32:53.955597] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.4036% [2025-11-22T02:32:53.955696] [INFO ] [main ] CCIF: DISCARDED add_last_hour_momentum_mag (score: 38.40%) [2025-11-22T02:32:53.955741] [INFO ] [main ] CCIF: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:32:53.955772] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_day_volatility'] [2025-11-22T02:32:53.955806] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:32:53.967887] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:53.969174] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:53.969234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:53.974107] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:53.975993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.010781] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.55% | Symbol ETA: 5m 10s | Global ETA: 47m 21s [2025-11-22T02:32:54.011668] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:54.011729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:54.016509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.298181] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 16.2s | Global ETA: 47m 21s [2025-11-22T02:32:54.299063] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:54.299125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:54.303883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:54.305183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:54.307844] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:54.308532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.528552] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 4.04% | Symbol ETA: 20.9s | Global ETA: 47m 21s [2025-11-22T02:32:54.529462] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:54.529523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:54.530435] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:54.532092] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:54.534708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.590595] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 22.4s | Global ETA: 47m 21s [2025-11-22T02:32:54.591489] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:54.591550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:54.594926] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -5.26% | Symbol ETA: 5m 9s | Global ETA: 47m 21s [2025-11-22T02:32:54.595837] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:32:54.595896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:54.596375] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:54.598236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.600746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:54.878269] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 15.6s | Global ETA: 47m 22s [2025-11-22T02:32:54.879188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:54.879250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:54.884038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:54.885267] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:54.887922] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:54.888618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.140587] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 3.57% | Symbol ETA: 20.3s | Global ETA: 47m 22s [2025-11-22T02:32:55.141470] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:55.141532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:55.142356] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:55.144034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:55.146618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.157478] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 21.6s | Global ETA: 47m 22s [2025-11-22T02:32:55.158387] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:55.158447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:55.163246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:55.165078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.185706] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -5.93% | Symbol ETA: 5m 8s | Global ETA: 47m 22s [2025-11-22T02:32:55.356764] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.15%, Actual: 3.04% [2025-11-22T02:32:55.460455] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 15.1s | Global ETA: 47m 22s [2025-11-22T02:32:55.461334] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:55.461397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:55.466227] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:55.467473] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:55.470175] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:55.470869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.526252] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.91%, Actual: 1.19% [2025-11-22T02:32:55.696858] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.39%, Actual: 4.83% [2025-11-22T02:32:55.721830] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 20.9s | Global ETA: 47m 22s [2025-11-22T02:32:55.722716] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:55.722777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:55.727501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:55.729369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.752378] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 2.24% | Symbol ETA: 19.7s | Global ETA: 47m 22s [2025-11-22T02:32:55.753290] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:55.753353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:55.754285] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:55.756037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:55.758820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:55.867156] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.32%, Actual: 7.29% [2025-11-22T02:32:56.035235] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: 2.47%, Actual: 0.68% [2025-11-22T02:32:56.040941] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 14.5s | Global ETA: 47m 22s [2025-11-22T02:32:56.041817] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:56.041878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:56.046751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:56.048127] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:56.050786] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:56.051494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.207331] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 6.70% [2025-11-22T02:32:56.286580] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 20.3s | Global ETA: 47m 23s [2025-11-22T02:32:56.287471] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:56.287532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:56.292310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:56.294145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.352785] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.01% | Symbol ETA: 19.1s | Global ETA: 47m 23s [2025-11-22T02:32:56.353696] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:56.353758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:56.354690] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:56.356447] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:56.359184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.379573] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 2.08%, Actual: 0.22% [2025-11-22T02:32:56.547844] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.55%, Actual: 4.88% [2025-11-22T02:32:56.621858] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 13.9s | Global ETA: 47m 23s [2025-11-22T02:32:56.622743] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:56.622806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:56.627551] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:56.628796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:56.631419] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:56.632129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.714407] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -5.26%, Actual: 4.51% [2025-11-22T02:32:56.845294] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 19.7s | Global ETA: 47m 23s [2025-11-22T02:32:56.846181] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:56.846241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:56.850955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:56.852720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.881508] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -5.93%, Actual: 1.89% [2025-11-22T02:32:56.881729] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.3268% [2025-11-22T02:32:56.881784] [INFO ] [main ] LVWR: KEPT add_afternoon_v_morning_volatility_mix (score: 46.33%) [2025-11-22T02:32:56.881824] [INFO ] [main ] LVWR: Testing feature 2/53: add_atr [2025-11-22T02:32:56.881856] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:32:56.881892] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:32:56.894445] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:32:56.895856] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:56.895916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:56.900847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:56.902681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:56.903168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:56.971685] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.69% | Symbol ETA: 18.5s | Global ETA: 47m 23s [2025-11-22T02:32:56.972556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:56.972617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:56.973505] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:56.975197] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:56.977922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.200496] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 13.3s | Global ETA: 47m 23s [2025-11-22T02:32:57.201375] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:57.201436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:57.206247] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:57.207513] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:57.210256] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:57.210962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.409116] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 19.1s | Global ETA: 47m 23s [2025-11-22T02:32:57.409994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:57.410053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:57.414773] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:57.416564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.511707] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.91% | Symbol ETA: 6m 35s | Global ETA: 47m 24s [2025-11-22T02:32:57.512587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:57.512667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:57.517455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:57.519203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:57.520023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.581785] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -4.79% | Symbol ETA: 17.9s | Global ETA: 47m 24s [2025-11-22T02:32:57.582708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:57.582769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:57.583583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:57.585337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:57.588141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.781087] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 12.7s | Global ETA: 47m 24s [2025-11-22T02:32:57.781975] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:32:57.782038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:57.786817] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:32:57.788040] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:57.790751] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:32:57.791783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:57.972584] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 18.6s | Global ETA: 47m 24s [2025-11-22T02:32:57.974035] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:57.974100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:57.978877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:57.980679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.111420] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -1.71% | Symbol ETA: 6m 34s | Global ETA: 47m 24s [2025-11-22T02:32:58.112348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:58.112411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:58.117581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:58.119473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:58.119977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.199274] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 4.44% | Symbol ETA: 17.3s | Global ETA: 47m 24s [2025-11-22T02:32:58.200168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:58.200228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:58.201058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:58.206140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:58.208780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.366011] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 12.1s | Global ETA: 47m 24s [2025-11-22T02:32:58.535025] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:32:58.538020] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 18.0s | Global ETA: 47m 24s [2025-11-22T02:32:58.538904] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:58.538964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:58.543738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:58.545552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.704774] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:32:58.735383] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 6m 34s | Global ETA: 47m 25s [2025-11-22T02:32:58.736357] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:58.736420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:58.741573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:58.743358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:58.743861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.795585] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.98% | Symbol ETA: 16.7s | Global ETA: 47m 25s [2025-11-22T02:32:58.796512] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:58.796574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:32:58.797466] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:32:58.799245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:32:58.801847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:58.874334] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:32:59.041003] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:32:59.101078] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 17.4s | Global ETA: 47m 25s [2025-11-22T02:32:59.101968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:32:59.102029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:59.106850] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:32:59.108680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:59.210695] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:32:59.342465] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.63% | Symbol ETA: 6m 33s | Global ETA: 47m 25s [2025-11-22T02:32:59.343417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:59.343480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:59.348481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:59.350293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:59.350812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:59.378598] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:32:59.388484] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 16.24% | Symbol ETA: 16.1s | Global ETA: 47m 25s [2025-11-22T02:32:59.558608] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 2.53% [2025-11-22T02:32:59.601611] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:32:59.663413] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 16.8s | Global ETA: 47m 25s [2025-11-22T02:32:59.728905] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 4.04%, Actual: 1.22% [2025-11-22T02:32:59.769709] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:32:59.831621] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:32:59.897952] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 3.57%, Actual: 2.32% [2025-11-22T02:32:59.940335] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:32:59.957178] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 6m 32s | Global ETA: 47m 25s [2025-11-22T02:32:59.958152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:32:59.958212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:32:59.963003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:32:59.964764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:32:59.965239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:32:59.998397] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.08% [2025-11-22T02:33:00.068685] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 2.24%, Actual: 0.02% [2025-11-22T02:33:00.111835] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:00.112078] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:33:00.112161] [INFO ] [main ] LND: DISCARDED add_morning_followthrough_mag_T0 (score: 34.57%) [2025-11-22T02:33:00.112223] [INFO ] [main ] LND: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:33:00.112256] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_morning_range_expansion'] [2025-11-22T02:33:00.112290] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:00.123910] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:00.125311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:00.125373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:00.130221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:00.131466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:00.134143] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:00.138589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:00.165419] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 0.61% [2025-11-22T02:33:00.236588] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.01%, Actual: 0.61% [2025-11-22T02:33:00.340941] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 3.64% [2025-11-22T02:33:00.438902] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.69%, Actual: 1.36% [2025-11-22T02:33:00.506703] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 1.57% [2025-11-22T02:33:00.715810] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:33:00.777613] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.17% | Symbol ETA: 17.1s | Global ETA: 47m 26s [2025-11-22T02:33:00.778546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:00.778613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:00.781722] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -4.79%, Actual: 1.42% [2025-11-22T02:33:00.785574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:00.787079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:00.790061] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:00.794615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:00.849859] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 6m 32s | Global ETA: 47m 26s [2025-11-22T02:33:00.850735] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:00.850796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:00.858542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:00.863250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:33:00.863736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:00.926196] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.89% [2025-11-22T02:33:00.974328] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 4.44%, Actual: 3.02% [2025-11-22T02:33:01.140079] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.98%, Actual: 0.22% [2025-11-22T02:33:01.148906] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 1.00% [2025-11-22T02:33:01.306619] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 16.24%, Actual: 13.03% [2025-11-22T02:33:01.306838] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 35.4597% [2025-11-22T02:33:01.306916] [INFO ] [main ] OGN: DISCARDED add_late_hour_microstructure (score: 35.46%) [2025-11-22T02:33:01.306959] [INFO ] [main ] OGN: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:33:01.307010] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_late_session_pressure'] [2025-11-22T02:33:01.307046] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:01.320696] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:01.322036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:01.322100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:01.322984] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:01.324745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:01.325760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:01.328593] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.09% [2025-11-22T02:33:01.484376] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.99% | Symbol ETA: 6m 31s | Global ETA: 47m 27s [2025-11-22T02:33:01.485258] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:01.485318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:01.490076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:01.491825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:33:01.492296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:01.518487] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.15% [2025-11-22T02:33:01.518705] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 35.0606% [2025-11-22T02:33:01.518797] [INFO ] [main ] CCIF: DISCARDED add_late_day_volatility (score: 35.06%) [2025-11-22T02:33:01.518843] [INFO ] [main ] CCIF: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:33:01.518879] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_hour_microstructure'] [2025-11-22T02:33:01.518915] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:01.532550] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:01.533919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:01.533980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:01.539206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:01.540507] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 16.8s | Global ETA: 47m 27s [2025-11-22T02:33:01.541407] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:01.541470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:01.542157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:01.546269] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:01.547563] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:01.550248] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:01.555045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:01.935567] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 20.6s | Global ETA: 47m 27s [2025-11-22T02:33:01.936469] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:01.936531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:01.937412] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:01.939212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:01.940266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.065917] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.86% | Symbol ETA: 6m 31s | Global ETA: 47m 27s [2025-11-22T02:33:02.066800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:02.066861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.071605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:02.073331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:33:02.073818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.136989] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.34% | Symbol ETA: 15.9s | Global ETA: 47m 27s [2025-11-22T02:33:02.137965] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:02.138031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.143158] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:02.144548] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:02.147514] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:02.148876] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 21.1s | Global ETA: 47m 27s [2025-11-22T02:33:02.149795] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:02.149859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.152055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.154866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:02.157728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.550798] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 20.0s | Global ETA: 47m 27s [2025-11-22T02:33:02.551734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:02.551795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:02.552607] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:02.554286] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:02.555300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.647908] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -7.50% | Symbol ETA: 6m 30s | Global ETA: 47m 28s [2025-11-22T02:33:02.648829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:02.648888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.653606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:02.655328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:33:02.655817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.734575] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.70% | Symbol ETA: 15.1s | Global ETA: 47m 28s [2025-11-22T02:33:02.735525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:02.735591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.739794] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 20.4s | Global ETA: 47m 28s [2025-11-22T02:33:02.740686] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:02.740746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:02.740742] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:02.742170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:02.745012] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:02.745466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:02.748158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:02.749393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.140159] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -5.98% | Symbol ETA: 19.4s | Global ETA: 47m 28s [2025-11-22T02:33:03.141046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:03.141106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:03.141938] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:03.143588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:03.144581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.231849] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.63% | Symbol ETA: 6m 29s | Global ETA: 47m 28s [2025-11-22T02:33:03.313475] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 19.7s | Global ETA: 47m 28s [2025-11-22T02:33:03.314388] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:03.314450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:03.318759] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.4s | Global ETA: 47m 28s [2025-11-22T02:33:03.319424] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:03.319616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:03.319724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:03.322177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.326792] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:03.328054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:03.330700] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:03.334890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.399172] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.91%, Actual: 3.04% [2025-11-22T02:33:03.563945] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -1.71%, Actual: 1.19% [2025-11-22T02:33:03.731367] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 4.83% [2025-11-22T02:33:03.740356] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 18.7s | Global ETA: 47m 28s [2025-11-22T02:33:03.741318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:03.741380] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:03.742254] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:03.743999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:03.745105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.897076] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.63%, Actual: 7.29% [2025-11-22T02:33:03.897407] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 19.1s | Global ETA: 47m 29s [2025-11-22T02:33:03.898713] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:03.898776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:03.903945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:03.906810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:03.917020] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.39% | Symbol ETA: 13.7s | Global ETA: 47m 29s [2025-11-22T02:33:03.917930] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:03.917991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:03.922872] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:03.924262] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:03.927736] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:03.933353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:04.061374] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: 1.72%, Actual: 0.68% [2025-11-22T02:33:04.225768] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 6.70% [2025-11-22T02:33:04.337921] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -3.43% | Symbol ETA: 18.1s | Global ETA: 47m 29s [2025-11-22T02:33:04.339450] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:04.339513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:04.340408] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:04.342154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:04.343203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:04.392744] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.99%, Actual: 0.22% [2025-11-22T02:33:04.471950] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 18.5s | Global ETA: 47m 29s [2025-11-22T02:33:04.472843] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:04.472903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:04.477700] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:04.480461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:04.530137] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 13.1s | Global ETA: 47m 29s [2025-11-22T02:33:04.531022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:04.531085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:04.535792] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:04.537000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:04.539628] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:04.543836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:04.569784] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.86%, Actual: 4.88% [2025-11-22T02:33:04.736844] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -7.50%, Actual: 4.51% [2025-11-22T02:33:04.903543] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.63%, Actual: 1.89% [2025-11-22T02:33:04.903726] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 42.8522% [2025-11-22T02:33:04.903780] [INFO ] [main ] LVWR: DISCARDED add_atr (score: 42.85%) [2025-11-22T02:33:04.903818] [INFO ] [main ] LVWR: Testing feature 3/53: add_atr_10 [2025-11-22T02:33:04.903849] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:33:04.903884] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:04.917801] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:04.919089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:04.919165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:04.923991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:04.925791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:04.926259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:04.941724] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 7.21% | Symbol ETA: 17.5s | Global ETA: 47m 29s [2025-11-22T02:33:04.942624] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:04.942711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:04.943576] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:04.945331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:04.946374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.065787] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.49% | Symbol ETA: 17.9s | Global ETA: 47m 29s [2025-11-22T02:33:05.066708] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:05.066768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:05.071559] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:05.074247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.113467] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.10% | Symbol ETA: 12.4s | Global ETA: 47m 29s [2025-11-22T02:33:05.114352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:05.114416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:05.119248] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:05.120502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:05.123121] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:05.127431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.509500] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -11.17% | Symbol ETA: 3m 26s | Global ETA: 47m 30s [2025-11-22T02:33:05.510416] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:05.510477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:05.515250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:05.516975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:05.517537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.553082] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 4.59% | Symbol ETA: 16.9s | Global ETA: 47m 30s [2025-11-22T02:33:05.554030] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:05.554092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:05.554947] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:05.556685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:05.557795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.671425] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 17.3s | Global ETA: 47m 30s [2025-11-22T02:33:05.672313] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:05.672379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:05.677136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:05.679871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:05.690388] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.87% | Symbol ETA: 11.8s | Global ETA: 47m 30s [2025-11-22T02:33:05.691272] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:05.691337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:05.696082] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:05.697324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:05.699934] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:05.704065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.103723] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.66% | Symbol ETA: 3m 25s | Global ETA: 47m 30s [2025-11-22T02:33:06.104593] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:06.104673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:06.109529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:06.111329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:06.111827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.153578] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -4.51% | Symbol ETA: 16.3s | Global ETA: 47m 30s [2025-11-22T02:33:06.154497] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:06.154560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:06.155414] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:06.157193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:06.158262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.248714] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 16.7s | Global ETA: 47m 30s [2025-11-22T02:33:06.249622] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:06.249813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:06.254774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:06.257578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.261127] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 11.2s | Global ETA: 47m 30s [2025-11-22T02:33:06.427499] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 1.16% [2025-11-22T02:33:06.594664] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.02% [2025-11-22T02:33:06.715814] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.82% | Symbol ETA: 3m 25s | Global ETA: 47m 31s [2025-11-22T02:33:06.716706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:06.716767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:06.721513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:06.723236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:06.723728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.757653] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -8.16% | Symbol ETA: 15.7s | Global ETA: 47m 31s [2025-11-22T02:33:06.758527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:06.758588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:06.759415] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:06.759972] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.34%, Actual: 0.24% [2025-11-22T02:33:06.761095] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:06.762095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.844323] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 16.2s | Global ETA: 47m 31s [2025-11-22T02:33:06.845697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:06.845780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:06.853542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:06.857852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:06.924128] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.70%, Actual: 1.27% [2025-11-22T02:33:07.088879] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:07.254044] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.39%, Actual: 1.68% [2025-11-22T02:33:07.318245] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.91% | Symbol ETA: 3m 24s | Global ETA: 47m 31s [2025-11-22T02:33:07.319189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:07.319253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:07.324211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:07.326128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:07.326606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:07.344971] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.04% | Symbol ETA: 15.1s | Global ETA: 47m 31s [2025-11-22T02:33:07.419174] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.92% [2025-11-22T02:33:07.481107] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 15.6s | Global ETA: 47m 31s [2025-11-22T02:33:07.511997] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.53% [2025-11-22T02:33:07.584665] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.10%, Actual: 1.27% [2025-11-22T02:33:07.657773] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.54% [2025-11-22T02:33:07.678873] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 1.22% [2025-11-22T02:33:07.750825] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.87%, Actual: 1.65% [2025-11-22T02:33:07.831184] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 2.08% [2025-11-22T02:33:07.851569] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -5.98%, Actual: 2.32% [2025-11-22T02:33:07.916804] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 1.90% [2025-11-22T02:33:07.916910] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: 1.66% | Symbol ETA: 3m 24s | Global ETA: 47m 32s [2025-11-22T02:33:07.916969] [INFO ] [main ] LND: Magnitude Forecast Confidence: 42.2447% [2025-11-22T02:33:07.917061] [INFO ] [main ] LND: DISCARDED add_morning_range_expansion (score: 42.24%) [2025-11-22T02:33:07.917105] [INFO ] [main ] LND: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:33:07.917136] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_open_11_elasticity'] [2025-11-22T02:33:07.917171] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:07.917831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:07.917892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:07.922754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:07.924552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:07.925102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:07.928239] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:07.929426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:07.929487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:07.934305] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:07.935550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:07.938256] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:07.939379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:08.004268] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.61% [2025-11-22T02:33:08.030453] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 0.02% [2025-11-22T02:33:08.173338] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 3.64% [2025-11-22T02:33:08.202975] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -3.43%, Actual: 0.61% [2025-11-22T02:33:08.377091] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 7.21%, Actual: 1.36% [2025-11-22T02:33:08.403793] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 1.57% [2025-11-22T02:33:08.506531] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 15.8s | Global ETA: 47m 32s [2025-11-22T02:33:08.507445] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:08.507507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:08.512314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:08.513545] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.45% | Symbol ETA: 3m 23s | Global ETA: 47m 32s [2025-11-22T02:33:08.513597] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:08.514418] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:08.514479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:08.518266] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:08.519458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:08.519765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:08.521517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:08.522005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:08.547301] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 4.59%, Actual: 1.42% [2025-11-22T02:33:08.574670] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.49%, Actual: 0.82% [2025-11-22T02:33:08.716785] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -4.51%, Actual: 3.02% [2025-11-22T02:33:08.745347] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.89% [2025-11-22T02:33:08.887529] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -8.16%, Actual: 0.22% [2025-11-22T02:33:08.920663] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.00% [2025-11-22T02:33:09.054483] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.04%, Actual: 13.03% [2025-11-22T02:33:09.054699] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.3419% [2025-11-22T02:33:09.055349] [INFO ] [main ] OGN: DISCARDED add_late_session_pressure (score: 33.34%) [2025-11-22T02:33:09.055405] [INFO ] [main ] OGN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:33:09.055445] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_micro_gap_fill_velocity'] [2025-11-22T02:33:09.055498] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:09.069395] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:09.070884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:09.070959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:09.071855] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:09.073632] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:09.075596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.080933] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 15.3s | Global ETA: 47m 33s [2025-11-22T02:33:09.081819] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:09.081881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.086750] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:09.088018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:09.090736] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:09.091856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.092037] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.09% [2025-11-22T02:33:09.111687] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 3.44% | Symbol ETA: 3m 22s | Global ETA: 47m 33s [2025-11-22T02:33:09.112607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:09.112689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.117732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:09.119475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:09.119963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.268359] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.15% [2025-11-22T02:33:09.268610] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.0300% [2025-11-22T02:33:09.268722] [INFO ] [main ] CCIF: DISCARDED add_late_hour_microstructure (score: 36.03%) [2025-11-22T02:33:09.268770] [INFO ] [main ] CCIF: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:33:09.268804] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_late_session_pressure'] [2025-11-22T02:33:09.268841] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:09.281435] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:09.282768] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:09.282831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.287872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:09.288979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.651988] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.55% | Symbol ETA: 14.7s | Global ETA: 47m 33s [2025-11-22T02:33:09.652941] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:09.653003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.657866] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:09.659103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:09.661779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:09.662910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.669314] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 18.8s | Global ETA: 47m 33s [2025-11-22T02:33:09.670616] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:09.670700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:09.671562] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:09.673277] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:09.675273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.700073] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.10% | Symbol ETA: 3m 22s | Global ETA: 47m 33s [2025-11-22T02:33:09.700944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:09.701003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.705753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:09.707494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:09.707977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:09.859090] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 19.8s | Global ETA: 47m 33s [2025-11-22T02:33:09.860001] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:09.860062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:09.865095] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:09.866137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.230861] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 14.1s | Global ETA: 47m 33s [2025-11-22T02:33:10.231730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:10.231791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:10.236517] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:10.237815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:10.240489] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:10.241633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.275556] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 18.3s | Global ETA: 47m 34s [2025-11-22T02:33:10.276443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:10.276505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:10.277359] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:10.279031] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:10.280979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.292751] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -5.47% | Symbol ETA: 3m 21s | Global ETA: 47m 34s [2025-11-22T02:33:10.293609] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:10.293695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:10.298481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:10.300221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:10.300711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.443379] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 19.3s | Global ETA: 47m 34s [2025-11-22T02:33:10.444344] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:10.444412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:10.449488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:10.450577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.806844] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 13.5s | Global ETA: 47m 34s [2025-11-22T02:33:10.807708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:10.807770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:10.812498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:10.813758] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:10.816379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:10.817524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:10.877120] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 4.95% | Symbol ETA: 17.7s | Global ETA: 47m 34s [2025-11-22T02:33:10.878082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:10.878144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:10.878976] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:10.880741] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:10.881592] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.35% | Symbol ETA: 3m 21s | Global ETA: 47m 34s [2025-11-22T02:33:10.882718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:11.033310] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 18.7s | Global ETA: 47m 34s [2025-11-22T02:33:11.034346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:11.034413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:11.039470] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:11.040752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:11.048486] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -11.17%, Actual: 3.04% [2025-11-22T02:33:11.215035] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.66%, Actual: 1.19% [2025-11-22T02:33:11.383157] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.82%, Actual: 4.83% [2025-11-22T02:33:11.390356] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 13.0s | Global ETA: 47m 34s [2025-11-22T02:33:11.391280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:11.391344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:11.396546] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:11.397869] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:11.400625] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:11.401826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:11.475712] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.19% | Symbol ETA: 17.1s | Global ETA: 47m 34s [2025-11-22T02:33:11.476608] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:11.476689] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:11.477518] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:11.479216] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:11.481140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:11.551434] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.91%, Actual: 7.29% [2025-11-22T02:33:11.608237] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 18.1s | Global ETA: 47m 35s [2025-11-22T02:33:11.609160] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:11.609220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:11.613995] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:11.615040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:11.717457] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: 1.66%, Actual: 0.68% [2025-11-22T02:33:11.884572] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.45%, Actual: 6.70% [2025-11-22T02:33:11.981336] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 12.4s | Global ETA: 47m 35s [2025-11-22T02:33:11.982224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:11.982287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:11.987096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:11.988372] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:11.991003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:11.992117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.050137] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 3.44%, Actual: 0.22% [2025-11-22T02:33:12.067577] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -3.95% | Symbol ETA: 16.5s | Global ETA: 47m 35s [2025-11-22T02:33:12.069148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:12.069211] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:12.070050] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:12.071727] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:12.073782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.187766] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 17.5s | Global ETA: 47m 35s [2025-11-22T02:33:12.188693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:12.188756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:12.193675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:12.194798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.216168] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.10%, Actual: 4.88% [2025-11-22T02:33:12.382984] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -5.47%, Actual: 4.51% [2025-11-22T02:33:12.551677] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.35%, Actual: 1.89% [2025-11-22T02:33:12.551860] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.6748% [2025-11-22T02:33:12.551971] [INFO ] [main ] LVWR: KEPT add_atr_10 (score: 46.67%) [2025-11-22T02:33:12.552015] [INFO ] [main ] LVWR: Testing feature 4/53: add_atr_5 [2025-11-22T02:33:12.552047] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:33:12.552082] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:12.561036] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 11.8s | Global ETA: 47m 35s [2025-11-22T02:33:12.565354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:12.565430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:12.565514] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:12.566938] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:12.566999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:12.570308] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:12.571534] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:12.571919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:12.573740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:12.574201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:12.574321] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:12.574630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.575541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.669770] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.40% | Symbol ETA: 15.9s | Global ETA: 47m 35s [2025-11-22T02:33:12.670659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:12.670721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:12.671528] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:12.673226] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:12.675181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:12.772447] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 17.0s | Global ETA: 47m 35s [2025-11-22T02:33:12.773342] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:12.773404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:12.778183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:12.779248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.137368] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.96% | Symbol ETA: 11.2s | Global ETA: 47m 36s [2025-11-22T02:33:13.138261] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:13.138323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:13.143096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:13.144333] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:13.146965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:13.148097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.159508] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -11.28% | Symbol ETA: 2m 10s | Global ETA: 47m 36s [2025-11-22T02:33:13.160388] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:13.160451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:13.165289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:13.167015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:13.167494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:13.167948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.261519] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -4.58% | Symbol ETA: 15.3s | Global ETA: 47m 36s [2025-11-22T02:33:13.262405] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:13.262470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:13.263300] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:13.264983] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:13.266916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.356493] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 16.4s | Global ETA: 47m 36s [2025-11-22T02:33:13.357451] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:13.357514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:13.362424] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:13.363483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.712553] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 10.6s | Global ETA: 47m 36s [2025-11-22T02:33:13.748181] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.15% | Symbol ETA: 2m 10s | Global ETA: 47m 36s [2025-11-22T02:33:13.749078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:13.749139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:13.753889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:13.755602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:13.756435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:13.756883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.856017] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 12.02% | Symbol ETA: 14.7s | Global ETA: 47m 36s [2025-11-22T02:33:13.856901] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:13.856962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:13.857841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:13.859514] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:13.861437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:13.883725] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 1.16% [2025-11-22T02:33:13.937150] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 15.8s | Global ETA: 47m 36s [2025-11-22T02:33:13.938132] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:13.938193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:13.943036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:13.944116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:14.052072] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 0.02% [2025-11-22T02:33:14.219744] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 0.24% [2025-11-22T02:33:14.348793] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 1.86% | Symbol ETA: 2m 9s | Global ETA: 47m 37s [2025-11-22T02:33:14.349678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:14.349739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:14.354437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:14.356169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:14.356631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:14.357075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:14.388970] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.27% [2025-11-22T02:33:14.450250] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -7.33% | Symbol ETA: 14.1s | Global ETA: 47m 37s [2025-11-22T02:33:14.451159] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:14.451540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:14.452386] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:14.454125] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:14.456187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:14.535383] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 15.2s | Global ETA: 47m 37s [2025-11-22T02:33:14.536307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:14.536367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:14.541125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:33:14.542166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:14.558613] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:14.729023] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 1.68% [2025-11-22T02:33:14.897660] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 0.92% [2025-11-22T02:33:14.941150] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.40% | Symbol ETA: 2m 8s | Global ETA: 47m 37s [2025-11-22T02:33:14.942087] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:14.942151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:14.947092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:14.948928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:14.949407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:14.949876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:15.055032] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.19% | Symbol ETA: 13.5s | Global ETA: 47m 37s [2025-11-22T02:33:15.065786] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:33:15.105871] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 14.6s | Global ETA: 47m 37s [2025-11-22T02:33:15.224205] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 2.53% [2025-11-22T02:33:15.234259] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.96%, Actual: 1.65% [2025-11-22T02:33:15.281622] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 0.54% [2025-11-22T02:33:15.391567] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 1.22% [2025-11-22T02:33:15.400565] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:15.400805] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.9398% [2025-11-22T02:33:15.400883] [INFO ] [main ] LND: DISCARDED add_open_11_elasticity (score: 34.94%) [2025-11-22T02:33:15.400925] [INFO ] [main ] LND: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:33:15.400956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_open_reversal_intensity'] [2025-11-22T02:33:15.400989] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:15.411967] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:15.413223] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:15.413285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:15.418135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:15.419407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:15.422090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:15.423365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:15.451904] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 2.08% [2025-11-22T02:33:15.541144] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 2m 8s | Global ETA: 47m 38s [2025-11-22T02:33:15.542109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:15.542175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:15.547106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:15.548924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:15.549403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:15.549903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:15.559413] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 4.95%, Actual: 2.32% [2025-11-22T02:33:15.623761] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.61% [2025-11-22T02:33:15.727111] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.19%, Actual: 0.02% [2025-11-22T02:33:15.791955] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 3.64% [2025-11-22T02:33:15.895255] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -3.95%, Actual: 0.61% [2025-11-22T02:33:15.959498] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 1.57% [2025-11-22T02:33:16.003305] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 14.8s | Global ETA: 47m 38s [2025-11-22T02:33:16.004200] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:16.004263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:16.009055] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:16.010283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:16.012910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:16.014211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:16.063168] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.40%, Actual: 1.36% [2025-11-22T02:33:16.127447] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 0.82% [2025-11-22T02:33:16.147056] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 2m 7s | Global ETA: 47m 38s [2025-11-22T02:33:16.148010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:16.148074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:16.153013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:16.154871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:16.155361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:16.155836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:16.231568] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -4.58%, Actual: 1.42% [2025-11-22T02:33:16.295277] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.89% [2025-11-22T02:33:16.456328] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 12.02%, Actual: 3.02% [2025-11-22T02:33:16.462327] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 1.00% [2025-11-22T02:33:16.576686] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 14.1s | Global ETA: 47m 38s [2025-11-22T02:33:16.577573] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:16.577656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:16.582478] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:16.583748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:16.586400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:16.587940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:16.623535] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -7.33%, Actual: 0.22% [2025-11-22T02:33:16.629445] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 0.09% [2025-11-22T02:33:16.778545] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.64% | Symbol ETA: 2m 7s | Global ETA: 47m 39s [2025-11-22T02:33:16.779447] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:16.779509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:16.784315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:16.786079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:16.786552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:16.786993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:16.791407] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.19%, Actual: 13.03% [2025-11-22T02:33:16.791615] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 29.4325% [2025-11-22T02:33:16.791716] [INFO ] [main ] OGN: DISCARDED add_micro_gap_fill_velocity (score: 29.43%) [2025-11-22T02:33:16.791760] [INFO ] [main ] OGN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:33:16.791800] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:33:16.791835] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:16.796689] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 0.15% [2025-11-22T02:33:16.796899] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 42.0011% [2025-11-22T02:33:16.796985] [INFO ] [main ] CCIF: DISCARDED add_late_session_pressure (score: 42.00%) [2025-11-22T02:33:16.797027] [INFO ] [main ] CCIF: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:33:16.797059] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_micro_gap_fill_velocity'] [2025-11-22T02:33:16.797094] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:16.806260] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:16.808135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:16.808196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:16.809233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:16.810901] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:16.811206] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:16.812080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:16.812114] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:16.812176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:16.816923] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:16.818948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.176258] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 13.6s | Global ETA: 47m 39s [2025-11-22T02:33:17.177163] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:17.177284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:17.182298] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:17.183675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:17.186461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:17.187850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.375275] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 18.1s | Global ETA: 47m 39s [2025-11-22T02:33:17.376678] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:17.376739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:17.381500] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:17.383491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.403907] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 17.7s | Global ETA: 47m 39s [2025-11-22T02:33:17.404801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:17.404863] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:17.405729] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:17.407445] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:17.408179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.432689] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.00% | Symbol ETA: 2m 6s | Global ETA: 47m 39s [2025-11-22T02:33:17.433601] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:17.433702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:17.438746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:17.440514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:17.441002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:17.441433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.803133] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 13.0s | Global ETA: 47m 39s [2025-11-22T02:33:17.804057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:17.804119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:17.808967] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:17.810196] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:17.812864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:17.814108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:17.946279] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 17.6s | Global ETA: 47m 40s [2025-11-22T02:33:17.947165] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:17.947226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:17.951960] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:17.953942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.001896] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 17.2s | Global ETA: 47m 40s [2025-11-22T02:33:18.002802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:18.002862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:18.003685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:18.005389] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:18.006127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.025081] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.06% | Symbol ETA: 2m 6s | Global ETA: 47m 40s [2025-11-22T02:33:18.026020] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:18.026084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:18.031073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:18.032889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:18.033360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:18.033816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.381214] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 47m 40s [2025-11-22T02:33:18.382091] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:18.382152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:18.386919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:18.388205] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:18.390935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:18.392266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.515780] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 17.1s | Global ETA: 47m 40s [2025-11-22T02:33:18.516673] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:18.516734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:18.521456] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:18.523477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.603179] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 1.42% | Symbol ETA: 16.6s | Global ETA: 47m 40s [2025-11-22T02:33:18.604062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:18.604488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:18.605358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:18.610569] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:18.611288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:18.616957] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.57% | Symbol ETA: 2m 5s | Global ETA: 47m 40s [2025-11-22T02:33:18.786548] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -11.28%, Actual: 3.04% [2025-11-22T02:33:18.961683] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.15%, Actual: 1.19% [2025-11-22T02:33:18.963755] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 11.8s | Global ETA: 47m 40s [2025-11-22T02:33:18.964628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:18.964709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:18.969520] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:18.970790] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:18.973447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:18.974731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.105779] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 16.5s | Global ETA: 47m 40s [2025-11-22T02:33:19.106800] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:19.106863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:19.112220] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:19.114423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.132006] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 1.86%, Actual: 4.83% [2025-11-22T02:33:19.208333] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 16.0s | Global ETA: 47m 41s [2025-11-22T02:33:19.209220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:19.209281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:19.210134] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:19.211821] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:19.212491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.300757] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.40%, Actual: 7.29% [2025-11-22T02:33:19.468749] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.68% [2025-11-22T02:33:19.538897] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 11.2s | Global ETA: 47m 41s [2025-11-22T02:33:19.539790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:19.539852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:19.544593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:19.545853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:19.548498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:19.549784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.635345] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 6.70% [2025-11-22T02:33:19.706851] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 16.0s | Global ETA: 47m 41s [2025-11-22T02:33:19.707904] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:19.707969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:19.712892] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:19.714982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.797203] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -6.33% | Symbol ETA: 15.4s | Global ETA: 47m 41s [2025-11-22T02:33:19.798160] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:19.798222] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:19.799068] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:19.801149] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:19.801870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:19.803596] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.64%, Actual: 0.22% [2025-11-22T02:33:19.969596] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.00%, Actual: 4.88% [2025-11-22T02:33:20.116820] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 10.6s | Global ETA: 47m 41s [2025-11-22T02:33:20.117739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:20.117802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.122555] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:20.123833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:20.126438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:20.127741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.137690] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.06%, Actual: 4.51% [2025-11-22T02:33:20.304132] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.71% | Symbol ETA: 15.4s | Global ETA: 47m 41s [2025-11-22T02:33:20.305046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:20.305108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.305839] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.57%, Actual: 1.89% [2025-11-22T02:33:20.306036] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 47.6272% [2025-11-22T02:33:20.306581] [INFO ] [main ] LVWR: KEPT add_atr_5 (score: 47.63%) [2025-11-22T02:33:20.306629] [INFO ] [main ] LVWR: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:33:20.306701] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:33:20.306738] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:20.310479] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:20.312592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.320481] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:20.321692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:20.321754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.326466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:20.328248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:20.328733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:20.329155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:20.329928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.393493] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 6.82% | Symbol ETA: 14.8s | Global ETA: 47m 41s [2025-11-22T02:33:20.394377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:20.394463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:20.395294] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:20.396970] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:20.397695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.687842] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 10.0s | Global ETA: 47m 42s [2025-11-22T02:33:20.688770] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:20.688835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.693717] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:20.695010] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:20.697795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:20.699088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.897843] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 14.8s | Global ETA: 47m 42s [2025-11-22T02:33:20.899208] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:20.899310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.904498] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:20.906544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.923770] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -10.56% | Symbol ETA: 1m 38s | Global ETA: 47m 42s [2025-11-22T02:33:20.924628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:20.924710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:20.929462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:20.931284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:20.931778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:20.932209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:20.932961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:20.984769] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 14.2s | Global ETA: 47m 42s [2025-11-22T02:33:20.985672] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:20.985733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:20.986539] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:20.988223] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:20.988908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:21.269756] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 9.4s | Global ETA: 47m 42s [2025-11-22T02:33:21.436613] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:33:21.465636] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 14.2s | Global ETA: 47m 42s [2025-11-22T02:33:21.466535] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:21.466596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:21.471327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:21.473369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:21.515876] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -2.76% | Symbol ETA: 1m 38s | Global ETA: 47m 42s [2025-11-22T02:33:21.516789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:21.516851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:21.521521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:21.523256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:21.523730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:21.524156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:21.524893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:21.578120] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 3.76% | Symbol ETA: 13.6s | Global ETA: 47m 42s [2025-11-22T02:33:21.579030] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:21.579091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:21.579917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:21.581580] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:21.582284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:21.602937] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:33:21.771362] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:33:21.937752] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:33:22.032677] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 13.7s | Global ETA: 47m 43s [2025-11-22T02:33:22.033547] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:22.033608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:22.038340] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:33:22.040303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:22.102469] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -4.48% | Symbol ETA: 1m 37s | Global ETA: 47m 43s [2025-11-22T02:33:22.103854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:22.103917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:22.106354] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:22.108742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:22.110456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:22.110939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:22.111362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:22.112101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:22.172854] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -11.09% | Symbol ETA: 13.0s | Global ETA: 47m 43s [2025-11-22T02:33:22.173749] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:22.173809] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:22.174609] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:22.176267] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:22.176956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:22.271775] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:33:22.437128] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:33:22.602244] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:33:22.619905] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 13.1s | Global ETA: 47m 43s [2025-11-22T02:33:22.696749] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 1m 37s | Global ETA: 47m 43s [2025-11-22T02:33:22.697692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:22.697760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:22.702667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:22.704434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:22.704927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:22.705370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:22.706132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:22.763027] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.45% | Symbol ETA: 12.4s | Global ETA: 47m 43s [2025-11-22T02:33:22.767844] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:33:22.790472] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 0.54% [2025-11-22T02:33:22.931323] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 2.53% [2025-11-22T02:33:22.933222] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:22.933399] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:33:22.933476] [INFO ] [main ] LND: DISCARDED add_open_reversal_intensity (score: 34.57%) [2025-11-22T02:33:22.933518] [INFO ] [main ] LND: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:33:22.933550] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:33:22.933584] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:22.944327] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:22.945501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:22.945562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:22.950391] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:22.951635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:22.954292] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:22.955801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:22.964022] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 2.08% [2025-11-22T02:33:23.098739] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 1.22% [2025-11-22T02:33:23.141792] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.61% [2025-11-22T02:33:23.265324] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 1.42%, Actual: 2.32% [2025-11-22T02:33:23.287244] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.39% | Symbol ETA: 1m 36s | Global ETA: 47m 44s [2025-11-22T02:33:23.288164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:23.288226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:23.293039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:23.297413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:23.298509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:23.299029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:23.299794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:23.307923] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 3.64% [2025-11-22T02:33:23.436118] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 0.02% [2025-11-22T02:33:23.474275] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 1.57% [2025-11-22T02:33:23.518118] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 13.9s | Global ETA: 47m 44s [2025-11-22T02:33:23.519004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:23.519066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:23.523864] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:23.525083] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:23.527723] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:23.529194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:23.602217] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -6.33%, Actual: 0.61% [2025-11-22T02:33:23.640294] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.71%, Actual: 0.82% [2025-11-22T02:33:23.769052] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 6.82%, Actual: 1.36% [2025-11-22T02:33:23.806953] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.89% [2025-11-22T02:33:23.882303] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.66% | Symbol ETA: 1m 35s | Global ETA: 47m 44s [2025-11-22T02:33:23.883196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:23.883258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:23.888014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:23.889790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:23.890254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:23.890698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:23.891412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:23.935896] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 1.42% [2025-11-22T02:33:23.972985] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 1.00% [2025-11-22T02:33:24.090090] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 13.4s | Global ETA: 47m 44s [2025-11-22T02:33:24.090969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:24.091031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:24.095800] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:24.097033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:24.099694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:24.101161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:24.109323] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 3.76%, Actual: 3.02% [2025-11-22T02:33:24.141023] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.09% [2025-11-22T02:33:24.277758] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -11.09%, Actual: 0.22% [2025-11-22T02:33:24.307810] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 0.15% [2025-11-22T02:33:24.307990] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 37.8625% [2025-11-22T02:33:24.308065] [INFO ] [main ] CCIF: DISCARDED add_micro_gap_fill_velocity (score: 37.86%) [2025-11-22T02:33:24.308109] [INFO ] [main ] CCIF: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:33:24.308141] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:33:24.308177] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:24.321524] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:24.322861] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:24.322922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:24.327915] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:24.328687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:24.445403] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.45%, Actual: 13.03% [2025-11-22T02:33:24.445600] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.9397% [2025-11-22T02:33:24.445693] [INFO ] [main ] OGN: DISCARDED add_morning_followthrough_mag_T0 (score: 33.94%) [2025-11-22T02:33:24.445746] [INFO ] [main ] OGN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:33:24.445784] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_morning_range_expansion'] [2025-11-22T02:33:24.445818] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:24.459303] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:24.460779] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:24.460839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:24.461696] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:24.463385] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:24.467608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:24.473257] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 2.88% | Symbol ETA: 1m 35s | Global ETA: 47m 45s [2025-11-22T02:33:24.474174] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:24.474238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:24.479360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:24.481135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:24.481609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:24.482071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:24.482832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:24.663501] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 12.8s | Global ETA: 47m 45s [2025-11-22T02:33:24.664386] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:24.664448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:24.669205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:24.670420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:24.673060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:24.674544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:24.886911] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 17.1s | Global ETA: 47m 45s [2025-11-22T02:33:24.887818] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:24.887879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:24.892593] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:24.893323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.054197] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.52% | Symbol ETA: 16.6s | Global ETA: 47m 45s [2025-11-22T02:33:25.055118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:25.055180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:25.056034] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:25.057780] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:25.062003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.066133] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -4.16% | Symbol ETA: 1m 34s | Global ETA: 47m 45s [2025-11-22T02:33:25.066999] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:25.067062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:25.071844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:25.073600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:25.074103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:25.074529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:25.075380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.236013] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 12.2s | Global ETA: 47m 45s [2025-11-22T02:33:25.236928] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:25.236989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:25.241760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:25.242993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:25.245603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:25.247098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.452506] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 16.5s | Global ETA: 47m 45s [2025-11-22T02:33:25.453392] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:25.453451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:25.458209] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:25.458936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.658736] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -8.34% | Symbol ETA: 1m 34s | Global ETA: 47m 46s [2025-11-22T02:33:25.659621] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:33:25.659711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:25.664484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:25.666275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:25.666764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:25.667192] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:25.668001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.668887] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 4.15% | Symbol ETA: 16.1s | Global ETA: 47m 46s [2025-11-22T02:33:25.669889] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:25.669968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:25.671002] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:25.672691] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:25.676826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:25.810585] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.7s | Global ETA: 47m 46s [2025-11-22T02:33:25.811476] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:25.811537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:25.816303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:25.817545] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:25.820178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:25.821668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.016199] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 16.0s | Global ETA: 47m 46s [2025-11-22T02:33:26.017102] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:26.017163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:26.021922] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:26.022621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.242878] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 1m 33s | Global ETA: 47m 46s [2025-11-22T02:33:26.258247] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -3.89% | Symbol ETA: 15.5s | Global ETA: 47m 46s [2025-11-22T02:33:26.259159] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:26.259221] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:26.260063] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:26.261742] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:26.265877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.391596] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 11.1s | Global ETA: 47m 46s [2025-11-22T02:33:26.392514] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:26.392579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:26.397612] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:26.398910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:26.402180] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:26.403857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.412050] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -10.56%, Actual: 3.04% [2025-11-22T02:33:26.579496] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 15.4s | Global ETA: 47m 46s [2025-11-22T02:33:26.580755] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:26.580815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:26.580102] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -2.76%, Actual: 1.19% [2025-11-22T02:33:26.585522] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:26.586263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.750697] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -4.48%, Actual: 4.83% [2025-11-22T02:33:26.850533] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 3.57% | Symbol ETA: 14.9s | Global ETA: 47m 46s [2025-11-22T02:33:26.851428] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:26.851489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:26.852320] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:26.853993] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:26.858174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:26.919727] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 7.29% [2025-11-22T02:33:26.979303] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 10.5s | Global ETA: 47m 47s [2025-11-22T02:33:26.980201] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:26.980264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:26.985045] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:26.986314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:26.989014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:26.990512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:27.086355] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.39%, Actual: 0.68% [2025-11-22T02:33:27.141279] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 14.8s | Global ETA: 47m 47s [2025-11-22T02:33:27.142172] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:27.142232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:27.146957] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:27.147692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:27.253926] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.66%, Actual: 6.70% [2025-11-22T02:33:27.431050] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 2.88%, Actual: 0.22% [2025-11-22T02:33:27.440573] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -3.59% | Symbol ETA: 14.3s | Global ETA: 47m 47s [2025-11-22T02:33:27.441461] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:27.441522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:27.442344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:27.444019] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:27.448231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:27.560519] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 9.9s | Global ETA: 47m 47s [2025-11-22T02:33:27.561434] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:27.561497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:27.566432] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:27.567867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:27.570584] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:27.572140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:27.598019] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -4.16%, Actual: 4.88% [2025-11-22T02:33:27.704508] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 14.3s | Global ETA: 47m 47s [2025-11-22T02:33:27.705419] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:27.705480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:27.710238] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:27.710965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:27.765743] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -8.34%, Actual: 4.51% [2025-11-22T02:33:27.935224] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 1.89% [2025-11-22T02:33:27.935436] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 48.3714% [2025-11-22T02:33:27.935515] [INFO ] [main ] LVWR: KEPT add_close_to_open_alignment (score: 48.37%) [2025-11-22T02:33:27.935557] [INFO ] [main ] LVWR: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:33:27.935590] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:33:27.935625] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:27.948965] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:27.950259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:27.950337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:27.955276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:27.957221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:27.957744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:27.958172] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:27.961012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:27.961840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.033247] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 12.57% | Symbol ETA: 13.7s | Global ETA: 47m 47s [2025-11-22T02:33:28.034133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:28.034194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:28.035024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:28.036675] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:28.040791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.137492] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 9.4s | Global ETA: 47m 47s [2025-11-22T02:33:28.138398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:28.138463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:28.143373] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:28.144659] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:28.147333] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:28.148877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.265524] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 13.7s | Global ETA: 47m 48s [2025-11-22T02:33:28.266403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:28.266463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:28.271185] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:28.271906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.541986] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 1m 17s | Global ETA: 47m 48s [2025-11-22T02:33:28.542871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:28.542935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:28.547739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:28.549432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:28.549913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:28.550346] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:28.551124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:28.551928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.630466] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.60% | Symbol ETA: 13.1s | Global ETA: 47m 48s [2025-11-22T02:33:28.631342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:28.631403] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:28.632229] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:28.633952] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:28.638096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.724010] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 8.8s | Global ETA: 47m 48s [2025-11-22T02:33:28.836622] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 13.1s | Global ETA: 47m 48s [2025-11-22T02:33:28.837536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:28.837596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:28.842343] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:28.843086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:28.892554] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:33:29.060462] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:33:29.132343] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.62% | Symbol ETA: 1m 16s | Global ETA: 47m 48s [2025-11-22T02:33:29.133233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:29.133295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:29.138036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:29.139759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:29.140224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:29.140672] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:29.141398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:29.142213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:29.221378] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 7.36% | Symbol ETA: 12.5s | Global ETA: 47m 48s [2025-11-22T02:33:29.222260] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:29.222321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:29.223151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:29.224844] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:29.229038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:29.229544] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:33:29.397696] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:33:29.404777] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 12.6s | Global ETA: 47m 48s [2025-11-22T02:33:29.405666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:29.405727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:29.410873] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:33:29.411709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:29.567115] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:29.723818] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -4.55% | Symbol ETA: 1m 16s | Global ETA: 47m 49s [2025-11-22T02:33:29.724699] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:29.724762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:29.729634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:29.731355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:29.731835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:29.732259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:29.733000] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:29.733800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:29.736925] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:33:29.812044] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.59% | Symbol ETA: 11.9s | Global ETA: 47m 49s [2025-11-22T02:33:29.812928] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:29.812989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:29.813821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:29.815459] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:29.819630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:29.910102] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:33:29.977906] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 12.0s | Global ETA: 47m 49s [2025-11-22T02:33:30.103678] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:33:30.239301] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.54% [2025-11-22T02:33:30.336711] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:33:30.443189] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.90% | Symbol ETA: 1m 15s | Global ETA: 47m 49s [2025-11-22T02:33:30.444322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:30.444396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:30.451276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:30.453774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:30.454455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:30.455076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:30.455942] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:30.456824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:30.485178] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:33:30.539711] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.52% | Symbol ETA: 11.3s | Global ETA: 47m 49s [2025-11-22T02:33:30.600716] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:30.601032] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:33:30.601180] [INFO ] [main ] LND: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.57%) [2025-11-22T02:33:30.601246] [INFO ] [main ] LND: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:33:30.601298] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_open_vs_prev_range_position'] [2025-11-22T02:33:30.601354] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:30.618799] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:30.620678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:30.620761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:30.628110] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:30.630110] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:30.634320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:30.639062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:30.757490] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:33:30.786728] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.52%, Actual: 2.53% [2025-11-22T02:33:30.962554] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:33:30.968215] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 4.15%, Actual: 1.22% [2025-11-22T02:33:31.136133] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 1.57% [2025-11-22T02:33:31.146248] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -3.89%, Actual: 2.32% [2025-11-22T02:33:31.157336] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.09% | Symbol ETA: 1m 15s | Global ETA: 47m 50s [2025-11-22T02:33:31.158258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:31.158324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:31.163386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:31.165403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:31.165958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:31.166401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:31.167155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:31.168290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:31.293840] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 14.3s | Global ETA: 47m 50s [2025-11-22T02:33:31.294736] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:31.294799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:31.299700] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:31.300941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:31.303576] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:31.306542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:31.317568] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:33:31.318842] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 3.57%, Actual: 0.02% [2025-11-22T02:33:31.492617] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.89% [2025-11-22T02:33:31.492717] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -3.59%, Actual: 0.61% [2025-11-22T02:33:31.667143] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 12.57%, Actual: 1.36% [2025-11-22T02:33:31.677216] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.00% [2025-11-22T02:33:31.767817] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.50% | Symbol ETA: 1m 14s | Global ETA: 47m 50s [2025-11-22T02:33:31.768821] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:31.768903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:31.773991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:31.775776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:31.776291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:31.776749] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:31.777541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:31.778358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:31.835832] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.60%, Actual: 1.42% [2025-11-22T02:33:31.852277] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:33:31.887997] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 13.4s | Global ETA: 47m 50s [2025-11-22T02:33:31.889240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:31.889303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:31.894148] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:31.895416] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:31.898186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:31.901165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.010124] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 7.36%, Actual: 3.02% [2025-11-22T02:33:32.017937] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:33:32.018141] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 43.4026% [2025-11-22T02:33:32.018223] [INFO ] [main ] CCIF: DISCARDED add_morning_followthrough_mag_T0 (score: 43.40%) [2025-11-22T02:33:32.018267] [INFO ] [main ] CCIF: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:33:32.018299] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_morning_range_expansion'] [2025-11-22T02:33:32.018336] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:32.030528] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:32.031820] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:32.031881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:32.036679] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:32.040970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.181932] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.59%, Actual: 0.22% [2025-11-22T02:33:32.353900] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.52%, Actual: 13.03% [2025-11-22T02:33:32.354269] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.7477% [2025-11-22T02:33:32.354360] [INFO ] [main ] OGN: DISCARDED add_morning_range_expansion (score: 34.75%) [2025-11-22T02:33:32.354410] [INFO ] [main ] OGN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:33:32.354448] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_11_elasticity'] [2025-11-22T02:33:32.354490] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:32.368978] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:32.370247] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:32.370308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:32.371183] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:32.372898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:32.374031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.407694] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.44% | Symbol ETA: 1m 14s | Global ETA: 47m 51s [2025-11-22T02:33:32.408669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:32.408739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:32.413798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:32.415692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:32.416182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:32.416632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:32.417536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:32.418405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.485687] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 12.6s | Global ETA: 47m 51s [2025-11-22T02:33:32.486662] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:32.486725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:32.491824] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:32.493192] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:32.496005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:32.499370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.610954] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 16.6s | Global ETA: 47m 51s [2025-11-22T02:33:32.612393] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:32.612454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:32.617710] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:32.622505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:32.972619] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 16.2s | Global ETA: 47m 51s [2025-11-22T02:33:32.973506] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:32.973567] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:32.974395] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:32.976072] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:32.977180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.058482] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.51% | Symbol ETA: 1m 13s | Global ETA: 47m 51s [2025-11-22T02:33:33.059594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:33.059683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.065412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:33.067387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:33.068008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:33.068497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:33.069291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:33.070198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.096685] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.69% | Symbol ETA: 12.0s | Global ETA: 47m 51s [2025-11-22T02:33:33.097614] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:33.097700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.102813] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:33.104398] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:33.107300] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:33.110321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.192729] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 16.0s | Global ETA: 47m 51s [2025-11-22T02:33:33.193599] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:33.193679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.198434] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:33.202713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.570600] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 15.6s | Global ETA: 47m 52s [2025-11-22T02:33:33.571719] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:33.571781] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:33.572783] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:33.574479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:33.575802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.679175] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.62% | Symbol ETA: 1m 12s | Global ETA: 47m 52s [2025-11-22T02:33:33.680094] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:33:33.680158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.685179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:33.687019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:33.687514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:33.687970] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:33.688774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:33.689574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.702147] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.4s | Global ETA: 47m 52s [2025-11-22T02:33:33.703078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:33.703142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.708386] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:33.709778] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:33.712549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:33.715628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:33.776538] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 15.5s | Global ETA: 47m 52s [2025-11-22T02:33:33.777451] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:33.777512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:33.782304] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:33.786522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.176875] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 15.0s | Global ETA: 47m 52s [2025-11-22T02:33:34.177838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:34.177902] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:34.178825] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:34.180620] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:34.181826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.297199] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.80% | Symbol ETA: 1m 12s | Global ETA: 47m 52s [2025-11-22T02:33:34.327115] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 10.8s | Global ETA: 47m 52s [2025-11-22T02:33:34.328242] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:34.328307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:34.333369] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:34.334747] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:34.337674] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:34.341160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.356610] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 14.9s | Global ETA: 47m 52s [2025-11-22T02:33:34.357560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:34.357622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:34.362413] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:34.366588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.471939] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 3.04% [2025-11-22T02:33:34.645314] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.62%, Actual: 1.19% [2025-11-22T02:33:34.776222] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -2.59% | Symbol ETA: 14.4s | Global ETA: 47m 53s [2025-11-22T02:33:34.777711] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:34.777772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:34.778577] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:34.780475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:34.781580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.817536] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -4.55%, Actual: 4.83% [2025-11-22T02:33:34.933567] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 10.1s | Global ETA: 47m 53s [2025-11-22T02:33:34.933928] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 14.3s | Global ETA: 47m 53s [2025-11-22T02:33:34.934484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:34.934550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:34.934811] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:34.934873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:34.939755] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:34.939924] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:34.941028] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:34.943824] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:34.944297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.946855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:34.991006] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.90%, Actual: 7.29% [2025-11-22T02:33:35.163369] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.09%, Actual: 0.68% [2025-11-22T02:33:35.336079] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.50%, Actual: 6.70% [2025-11-22T02:33:35.370184] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.88% | Symbol ETA: 13.8s | Global ETA: 47m 53s [2025-11-22T02:33:35.371105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:35.371167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:35.371996] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:35.373666] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:35.374793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:35.511120] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 13.7s | Global ETA: 47m 53s [2025-11-22T02:33:35.512007] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:35.512068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:35.514388] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.44%, Actual: 0.22% [2025-11-22T02:33:35.516923] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:35.521178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:35.527884] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 9.5s | Global ETA: 47m 53s [2025-11-22T02:33:35.528838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:35.528901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:35.533911] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:35.535246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:35.538090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:35.541145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:35.691625] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.51%, Actual: 4.88% [2025-11-22T02:33:35.865141] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.62%, Actual: 4.51% [2025-11-22T02:33:35.969891] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.01% | Symbol ETA: 13.2s | Global ETA: 47m 54s [2025-11-22T02:33:35.970814] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:35.971213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:35.972101] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:35.973877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:35.975048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.040809] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.80%, Actual: 1.89% [2025-11-22T02:33:36.041052] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 50.9840% [2025-11-22T02:33:36.041155] [INFO ] [main ] LVWR: KEPT add_composite_volatility_context (score: 50.98%) [2025-11-22T02:33:36.041199] [INFO ] [main ] LVWR: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:33:36.041233] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:33:36.041269] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:36.055247] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:36.056594] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:36.056679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:36.061960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:36.063943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:36.064444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:36.064924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:36.065762] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:36.066572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:36.069109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.081068] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 13.1s | Global ETA: 47m 54s [2025-11-22T02:33:36.081955] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:36.082015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:36.086847] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:36.091118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.119349] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.71% | Symbol ETA: 8.9s | Global ETA: 47m 54s [2025-11-22T02:33:36.120247] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:36.120309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:36.125852] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:36.127173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:36.130070] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:36.133045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.585016] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 12.6s | Global ETA: 47m 54s [2025-11-22T02:33:36.585900] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:36.585961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:36.586800] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:36.588546] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:36.589666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.653189] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 12.5s | Global ETA: 47m 54s [2025-11-22T02:33:36.654082] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:36.654143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:36.659070] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:36.663403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.681671] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -4.80% | Symbol ETA: 1m 8s | Global ETA: 47m 54s [2025-11-22T02:33:36.682798] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:36.682880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:36.688022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:36.689897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:36.690372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:36.690827] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:36.691603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:36.695460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:36.698018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:36.714614] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 8.3s | Global ETA: 47m 54s [2025-11-22T02:33:36.884523] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.16% [2025-11-22T02:33:37.055608] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 0.02% [2025-11-22T02:33:37.177104] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 2.50% | Symbol ETA: 12.0s | Global ETA: 47m 55s [2025-11-22T02:33:37.178021] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:37.178096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:37.178968] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:37.180636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:37.181761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:37.224219] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 12.0s | Global ETA: 47m 55s [2025-11-22T02:33:37.225113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:37.225174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:37.226810] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.24% [2025-11-22T02:33:37.229996] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:33:37.234150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:37.304442] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.94% | Symbol ETA: 1m 7s | Global ETA: 47m 55s [2025-11-22T02:33:37.305376] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:37.305441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:37.310567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:37.312368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:37.312861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:37.313297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:37.314066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:37.314898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:37.317618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:37.396987] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.69%, Actual: 1.27% [2025-11-22T02:33:37.574451] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:37.749810] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:33:37.763661] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -13.37% | Symbol ETA: 11.4s | Global ETA: 47m 55s [2025-11-22T02:33:37.764527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:37.764588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:37.765429] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:37.767119] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:37.768238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:37.795745] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 11.4s | Global ETA: 47m 55s [2025-11-22T02:33:37.913755] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 1m 6s | Global ETA: 47m 55s [2025-11-22T02:33:37.914705] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:37.914768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:37.919550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:37.921335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:37.921817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:37.922254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:37.923027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:37.923850] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:37.926246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:37.931668] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.92% [2025-11-22T02:33:37.962852] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 0.54% [2025-11-22T02:33:38.109022] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 1.27% [2025-11-22T02:33:38.131065] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 2.08% [2025-11-22T02:33:38.283184] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.71%, Actual: 1.65% [2025-11-22T02:33:38.299176] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.61% [2025-11-22T02:33:38.355484] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 13.27% | Symbol ETA: 10.8s | Global ETA: 47m 55s [2025-11-22T02:33:38.456937] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 1.90% [2025-11-22T02:33:38.457147] [INFO ] [main ] LND: Magnitude Forecast Confidence: 42.8289% [2025-11-22T02:33:38.457229] [INFO ] [main ] LND: DISCARDED add_open_vs_prev_range_position (score: 42.83%) [2025-11-22T02:33:38.457299] [INFO ] [main ] LND: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:33:38.457339] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_overnight_gap_amplitude'] [2025-11-22T02:33:38.457375] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:38.466745] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 3.64% [2025-11-22T02:33:38.468503] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:38.469899] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:38.469961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:38.474794] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:38.476059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:38.478795] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:38.479480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:38.524746] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 2.53% [2025-11-22T02:33:38.529939] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 1m 6s | Global ETA: 47m 56s [2025-11-22T02:33:38.530917] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:38.530984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:38.536340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:38.538361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:38.538864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:38.539339] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:38.540175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:38.541000] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:38.543516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:38.635806] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 1.57% [2025-11-22T02:33:38.694123] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 1.22% [2025-11-22T02:33:38.805611] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.28%, Actual: 0.82% [2025-11-22T02:33:38.865152] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 1.05%, Actual: 2.32% [2025-11-22T02:33:38.973942] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.89% [2025-11-22T02:33:39.034048] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -2.59%, Actual: 0.02% [2025-11-22T02:33:39.087025] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 13.4s | Global ETA: 47m 56s [2025-11-22T02:33:39.088057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:39.088133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:39.092946] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:39.094216] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:39.096927] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:39.097567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:39.152683] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 1m 5s | Global ETA: 47m 56s [2025-11-22T02:33:39.153593] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:39.153687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:39.158736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:39.160498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:39.160983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:39.161421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:39.162184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:39.163009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:39.165874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:39.199315] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 1.00% [2025-11-22T02:33:39.202006] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.88%, Actual: 0.61% [2025-11-22T02:33:39.366812] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.09% [2025-11-22T02:33:39.367125] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.01%, Actual: 1.36% [2025-11-22T02:33:39.535027] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 1.42% [2025-11-22T02:33:39.536888] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 0.15% [2025-11-22T02:33:39.537099] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.1110% [2025-11-22T02:33:39.537185] [INFO ] [main ] CCIF: DISCARDED add_morning_range_expansion (score: 34.11%) [2025-11-22T02:33:39.537230] [INFO ] [main ] CCIF: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:33:39.537283] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_11_elasticity'] [2025-11-22T02:33:39.537327] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:39.549814] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:39.551133] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:39.551196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:39.556225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:39.557467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:39.670988] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 12.7s | Global ETA: 47m 56s [2025-11-22T02:33:39.671910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:39.671975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:39.677098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:39.678468] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:39.681294] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:39.681969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:39.703685] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 2.50%, Actual: 3.02% [2025-11-22T02:33:39.772375] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 4.48% | Symbol ETA: 1m 5s | Global ETA: 47m 57s [2025-11-22T02:33:39.773347] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:39.773417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:39.778774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:39.780562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:39.781067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:39.781511] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:39.782372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:39.783233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:39.785693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:39.872502] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -13.37%, Actual: 0.22% [2025-11-22T02:33:40.041174] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 13.27%, Actual: 13.03% [2025-11-22T02:33:40.041469] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 38.7767% [2025-11-22T02:33:40.042098] [INFO ] [main ] OGN: DISCARDED add_open_11_elasticity (score: 38.78%) [2025-11-22T02:33:40.042151] [INFO ] [main ] OGN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:33:40.042184] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_reversal_intensity'] [2025-11-22T02:33:40.042219] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:40.056204] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:40.057808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:40.057869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:40.058749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:40.060434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:40.061763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.126462] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 15.4s | Global ETA: 47m 57s [2025-11-22T02:33:40.127391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:40.127454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:40.132355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:40.133544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.261271] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 12.0s | Global ETA: 47m 57s [2025-11-22T02:33:40.262189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:40.262253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:40.267205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:40.268514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:40.271245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:40.271938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.392812] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.54% | Symbol ETA: 1m 4s | Global ETA: 47m 57s [2025-11-22T02:33:40.393809] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:40.393891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:40.399036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:40.400875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:40.401419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:40.405384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:40.406466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:40.407323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:40.409796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.656248] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 15.1s | Global ETA: 47m 57s [2025-11-22T02:33:40.657136] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:40.657197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:40.658067] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:40.659783] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:40.661130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.727758] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 15.0s | Global ETA: 47m 57s [2025-11-22T02:33:40.728675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:40.728738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:40.734238] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:40.735515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:40.846218] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 11.4s | Global ETA: 47m 57s [2025-11-22T02:33:40.847102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:40.847164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:40.852149] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:40.853514] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:40.856294] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:40.856954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.018110] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.00% | Symbol ETA: 1m 3s | Global ETA: 47m 58s [2025-11-22T02:33:41.019730] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:41.019806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:41.024783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:41.026593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:41.027085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:41.027538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:41.028292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:41.029114] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:41.031531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.249257] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 14.5s | Global ETA: 47m 58s [2025-11-22T02:33:41.250144] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:41.250220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:41.251050] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:41.252709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:41.254301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.301665] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 14.3s | Global ETA: 47m 58s [2025-11-22T02:33:41.302610] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:41.302696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:41.307540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:41.308787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.434730] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 47m 58s [2025-11-22T02:33:41.435626] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:41.435711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:41.440814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:41.442112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:41.444899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:41.445600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.633773] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 1m 3s | Global ETA: 47m 58s [2025-11-22T02:33:41.634706] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:41.634770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:41.640074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:41.641896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:41.642368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:41.642881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:41.643702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:41.644514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:33:41.647045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.859413] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 13.9s | Global ETA: 47m 58s [2025-11-22T02:33:41.860333] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:41.860397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:41.861341] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:41.863133] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:41.864482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:41.881091] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 13.7s | Global ETA: 47m 58s [2025-11-22T02:33:41.882024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:41.882087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:41.887081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:41.888384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:42.026831] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 10.2s | Global ETA: 47m 58s [2025-11-22T02:33:42.027745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:42.027831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:42.032820] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:42.034137] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:42.036932] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:42.037633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:42.253639] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 3.10% | Symbol ETA: 1m 2s | Global ETA: 47m 59s [2025-11-22T02:33:42.426582] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -4.80%, Actual: 3.04% [2025-11-22T02:33:42.454898] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.33% | Symbol ETA: 13.3s | Global ETA: 47m 59s [2025-11-22T02:33:42.455791] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:42.455851] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:42.456684] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:42.458399] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:42.459719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:42.462293] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 13.2s | Global ETA: 47m 59s [2025-11-22T02:33:42.463188] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:42.463250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:42.468128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:42.469330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:42.603106] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.94%, Actual: 1.19% [2025-11-22T02:33:42.638275] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 9.6s | Global ETA: 47m 59s [2025-11-22T02:33:42.639187] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:42.639262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:42.644065] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:42.645353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:42.648075] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:42.648730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:42.775028] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 4.83% [2025-11-22T02:33:42.945999] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 7.29% [2025-11-22T02:33:43.027473] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 12.6s | Global ETA: 47m 59s [2025-11-22T02:33:43.028363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:43.028425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:43.033162] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:43.034318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.047494] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -6.26% | Symbol ETA: 12.7s | Global ETA: 47m 59s [2025-11-22T02:33:43.048434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:43.048496] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:43.049359] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:43.051044] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:43.052332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.118611] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 0.68% [2025-11-22T02:33:43.220064] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 9.0s | Global ETA: 47m 59s [2025-11-22T02:33:43.220956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:43.221019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:43.225853] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:43.227097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:43.229775] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:43.230395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.289693] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 4.48%, Actual: 6.70% [2025-11-22T02:33:43.464696] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.54%, Actual: 0.22% [2025-11-22T02:33:43.600374] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 12.0s | Global ETA: 47m 60s [2025-11-22T02:33:43.601347] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:43.601411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:43.606680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:43.607924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.638452] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.00%, Actual: 4.88% [2025-11-22T02:33:43.639389] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 13.73% | Symbol ETA: 12.1s | Global ETA: 47m 60s [2025-11-22T02:33:43.640311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:43.640374] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:43.641264] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:43.643024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:43.644392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.796569] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 8.4s | Global ETA: 47m 60s [2025-11-22T02:33:43.797482] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:43.797545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:43.802402] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:43.803746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:43.806390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:33:43.807037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:43.814808] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 1.31%, Actual: 4.51% [2025-11-22T02:33:43.990330] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 3.10%, Actual: 1.89% [2025-11-22T02:33:43.990549] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 35.2807% [2025-11-22T02:33:43.990604] [INFO ] [main ] LVWR: DISCARDED add_day_shape_ratios (score: 35.28%) [2025-11-22T02:33:43.990660] [INFO ] [main ] LVWR: Testing feature 8/53: add_directional_consistency [2025-11-22T02:33:43.990698] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:33:43.990766] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:44.005041] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:44.006592] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:44.006685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:44.011860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:44.013708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:44.014194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:44.014693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:44.015470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:44.016373] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:44.181066] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 11.4s | Global ETA: 48m 0s [2025-11-22T02:33:44.182004] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:44.182067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:44.187001] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:44.188227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:44.207398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:44.247302] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -7.05% | Symbol ETA: 11.5s | Global ETA: 48m 0s [2025-11-22T02:33:44.248251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:44.248314] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:44.249175] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:44.250906] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:44.252229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:44.380732] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 7.9s | Global ETA: 48m 0s [2025-11-22T02:33:44.546662] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:33:44.778232] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 10.8s | Global ETA: 48m 0s [2025-11-22T02:33:44.779128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:44.779189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:44.779119] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:33:44.784778] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:33:44.786280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:44.822857] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -1.86% | Symbol ETA: 58.5s | Global ETA: 48m 1s [2025-11-22T02:33:44.823769] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:44.823835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:44.828989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:44.830791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:44.831267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:44.831726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:44.832531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:44.833354] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:44.840698] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 1.32% | Symbol ETA: 10.9s | Global ETA: 48m 1s [2025-11-22T02:33:44.841578] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:44.841661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:44.842481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:44.844157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:44.845468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:44.947130] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:33:44.965551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:45.118537] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:33:45.286877] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:45.365062] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 10.3s | Global ETA: 48m 1s [2025-11-22T02:33:45.430705] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.78% | Symbol ETA: 10.3s | Global ETA: 48m 1s [2025-11-22T02:33:45.431569] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:45.431630] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:45.432466] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:45.434150] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:45.435458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:45.453164] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:33:45.533995] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:33:45.547093] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.49% | Symbol ETA: 57.3s | Global ETA: 48m 1s [2025-11-22T02:33:45.548013] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:45.548077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:45.552782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:45.554487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:45.554964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:45.555390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:45.556146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:45.556952] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:45.619834] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:33:45.679419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:45.701062] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:33:45.786195] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:33:45.871069] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:33:45.952224] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:33:46.028921] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 16.48% | Symbol ETA: 9.7s | Global ETA: 48m 1s [2025-11-22T02:33:46.041186] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 3.64% [2025-11-22T02:33:46.117889] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:46.118097] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:33:46.118193] [INFO ] [main ] LND: DISCARDED add_overnight_gap_amplitude (score: 34.57%) [2025-11-22T02:33:46.118256] [INFO ] [main ] LND: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:33:46.118290] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_overnight_gap_mag'] [2025-11-22T02:33:46.118325] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:46.130050] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:46.131634] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:46.131714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:46.136477] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:46.137792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:46.140798] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:46.141476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:46.197908] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 2.53% [2025-11-22T02:33:46.214853] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 1.57% [2025-11-22T02:33:46.261056] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.78% | Symbol ETA: 56.4s | Global ETA: 48m 2s [2025-11-22T02:33:46.261941] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:46.262004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:46.266742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:46.268455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:46.268935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:46.269362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:46.270105] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:46.270914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:46.367378] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 1.22% [2025-11-22T02:33:46.387240] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:33:46.393296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:46.536347] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 2.32% [2025-11-22T02:33:46.556102] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:33:46.703332] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.33%, Actual: 0.02% [2025-11-22T02:33:46.724314] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 12.4s | Global ETA: 48m 2s [2025-11-22T02:33:46.725196] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:46.725265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:46.730048] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:46.731273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:46.733523] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 1.00% [2025-11-22T02:33:46.733909] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:46.734593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:46.876283] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -6.26%, Actual: 0.61% [2025-11-22T02:33:46.911881] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:33:46.972605] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.81% | Symbol ETA: 55.6s | Global ETA: 48m 2s [2025-11-22T02:33:46.973498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:46.973562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:46.978325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:46.980057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:46.980517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:46.980963] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:46.981694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:46.982467] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:47.045745] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 13.73%, Actual: 1.36% [2025-11-22T02:33:47.082539] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 0.15% [2025-11-22T02:33:47.082774] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.9053% [2025-11-22T02:33:47.082862] [INFO ] [main ] CCIF: DISCARDED add_open_11_elasticity (score: 34.91%) [2025-11-22T02:33:47.082908] [INFO ] [main ] CCIF: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:33:47.082943] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_reversal_intensity'] [2025-11-22T02:33:47.082981] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:47.095904] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:47.097508] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:47.097572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:47.102765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:47.104315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.112164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.216861] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -7.05%, Actual: 1.42% [2025-11-22T02:33:47.299320] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 11.8s | Global ETA: 48m 2s [2025-11-22T02:33:47.300209] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:47.300271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:47.305028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:47.306275] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:47.309016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:47.309740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.384544] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 1.32%, Actual: 3.02% [2025-11-22T02:33:47.558706] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.78%, Actual: 0.22% [2025-11-22T02:33:47.695485] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.64% | Symbol ETA: 14.9s | Global ETA: 48m 3s [2025-11-22T02:33:47.696371] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:47.696432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:47.701160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:47.702469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.704552] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -2.85% | Symbol ETA: 54.8s | Global ETA: 48m 3s [2025-11-22T02:33:47.705428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:47.705492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:47.710307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:47.712037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:47.712496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:47.712943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:47.713682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:47.714465] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:47.732298] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 16.48%, Actual: 13.03% [2025-11-22T02:33:47.732495] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 30.0357% [2025-11-22T02:33:47.732576] [INFO ] [main ] OGN: DISCARDED add_open_reversal_intensity (score: 30.04%) [2025-11-22T02:33:47.732619] [INFO ] [main ] OGN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:33:47.732671] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:33:47.732710] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:47.746261] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:47.747750] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:47.747812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:47.748667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:47.750361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:47.751976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.854161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:47.897153] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 11.2s | Global ETA: 48m 3s [2025-11-22T02:33:47.898081] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:47.898143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:47.902930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:47.904180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:47.906891] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:47.907597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.263325] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 14.2s | Global ETA: 48m 3s [2025-11-22T02:33:48.264231] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:48.264298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:48.269086] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:48.270442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.333579] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.32% | Symbol ETA: 14.2s | Global ETA: 48m 3s [2025-11-22T02:33:48.334465] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:48.334527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:48.335360] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:48.337038] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:48.338577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.447826] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 6.71% | Symbol ETA: 54.1s | Global ETA: 48m 3s [2025-11-22T02:33:48.448799] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:48.448866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:48.453903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:48.455727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:48.456204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:48.456671] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:48.457472] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:48.458316] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:48.473933] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 10.6s | Global ETA: 48m 3s [2025-11-22T02:33:48.474818] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:48.474879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:48.479578] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:48.480812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:48.483410] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:48.484104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.589306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.835268] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 13.6s | Global ETA: 48m 4s [2025-11-22T02:33:48.836151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:48.836212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:48.840960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:48.842251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:48.929458] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.21% | Symbol ETA: 13.7s | Global ETA: 48m 4s [2025-11-22T02:33:48.930349] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:48.930410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:48.931242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:48.932920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:48.934389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.066760] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.0s | Global ETA: 48m 4s [2025-11-22T02:33:49.067679] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:49.067741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.072496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:49.073743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:49.076388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:49.077090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.203767] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 9.77% | Symbol ETA: 53.3s | Global ETA: 48m 4s [2025-11-22T02:33:49.204658] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:49.204721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.209735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:49.211473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:49.211961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:49.212411] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:49.213150] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:49.217524] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:49.343997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.395529] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 13.0s | Global ETA: 48m 4s [2025-11-22T02:33:49.396771] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:49.396832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.401545] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:49.402842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.510142] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.35% | Symbol ETA: 13.1s | Global ETA: 48m 4s [2025-11-22T02:33:49.511025] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:49.511087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:49.511914] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:49.513552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:49.515061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.634149] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 9.4s | Global ETA: 48m 4s [2025-11-22T02:33:49.635048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:49.635110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.639915] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:49.641123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:49.643746] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:49.644423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:49.932877] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.47% | Symbol ETA: 52.6s | Global ETA: 48m 5s [2025-11-22T02:33:49.933773] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:49.933838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.938639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:49.940367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:49.940848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:49.941277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:49.942047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:49.942874] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:49.956729] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 12.4s | Global ETA: 48m 5s [2025-11-22T02:33:49.957626] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:49.957705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:49.962506] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:49.963809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.067624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.096180] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.63% | Symbol ETA: 12.5s | Global ETA: 48m 5s [2025-11-22T02:33:50.097085] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:50.097145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:50.097999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:50.099674] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:50.101146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.211514] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 8.8s | Global ETA: 48m 5s [2025-11-22T02:33:50.212420] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:50.212482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:50.217341] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:50.218563] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:50.221215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:50.221921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.523583] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 11.8s | Global ETA: 48m 5s [2025-11-22T02:33:50.524494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:50.524556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:50.529483] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:50.530800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.657213] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.22% | Symbol ETA: 51.8s | Global ETA: 48m 5s [2025-11-22T02:33:50.658161] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:50.658227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:50.663121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:50.665075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:50.665539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:50.665987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:50.666735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:50.667556] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:33:50.684707] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -6.24% | Symbol ETA: 11.9s | Global ETA: 48m 5s [2025-11-22T02:33:50.685607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:50.685688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:50.686541] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:50.688229] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:50.689708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.795839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:50.808920] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 8.3s | Global ETA: 48m 5s [2025-11-22T02:33:50.809803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:50.809864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:50.814708] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:50.815980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:50.818624] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:50.819378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.097620] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 11.2s | Global ETA: 48m 5s [2025-11-22T02:33:51.098539] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:51.098603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:51.103471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:51.104803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.268995] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.14% | Symbol ETA: 11.3s | Global ETA: 48m 6s [2025-11-22T02:33:51.269886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:51.269947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:51.270774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:51.272419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:51.273909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.387623] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 7.7s | Global ETA: 48m 6s [2025-11-22T02:33:51.388518] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:51.388580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:51.393353] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:51.394597] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:51.397245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:33:51.397968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.402759] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 51.1s | Global ETA: 48m 6s [2025-11-22T02:33:51.579882] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -1.86%, Actual: 3.04% [2025-11-22T02:33:51.661588] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 10.7s | Global ETA: 48m 6s [2025-11-22T02:33:51.662482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:51.662542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:51.667249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:51.668545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.758872] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.49%, Actual: 1.19% [2025-11-22T02:33:51.853961] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 10.7s | Global ETA: 48m 6s [2025-11-22T02:33:51.855156] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:51.855217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:51.856043] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:51.857809] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:51.859285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:51.939887] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.78%, Actual: 4.83% [2025-11-22T02:33:51.981141] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 7.1s | Global ETA: 48m 6s [2025-11-22T02:33:52.117629] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.81%, Actual: 7.29% [2025-11-22T02:33:52.155634] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:33:52.227145] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 10.1s | Global ETA: 48m 6s [2025-11-22T02:33:52.228073] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:52.228135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:52.232871] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:33:52.234155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:52.285577] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.85%, Actual: 0.68% [2025-11-22T02:33:52.347309] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:33:52.438559] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 2.61% | Symbol ETA: 10.1s | Global ETA: 48m 6s [2025-11-22T02:33:52.439433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:52.439494] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:52.440321] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:52.442002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:52.443465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:52.453203] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 6.71%, Actual: 6.70% [2025-11-22T02:33:52.517169] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:33:52.619783] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 9.77%, Actual: 0.22% [2025-11-22T02:33:52.687346] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:33:52.794424] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 9.5s | Global ETA: 48m 7s [2025-11-22T02:33:52.799581] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.47%, Actual: 4.88% [2025-11-22T02:33:52.856007] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:33:52.962965] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.64%, Actual: 0.54% [2025-11-22T02:33:52.970290] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.22%, Actual: 4.51% [2025-11-22T02:33:53.023234] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:33:53.054056] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.35% | Symbol ETA: 9.6s | Global ETA: 48m 7s [2025-11-22T02:33:53.054960] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:33:53.055021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:53.055864] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:53.057523] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:53.059043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:53.132823] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:33:53.133221] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.89% [2025-11-22T02:33:53.133357] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 42.6306% [2025-11-22T02:33:53.133450] [INFO ] [main ] LVWR: DISCARDED add_directional_consistency (score: 42.63%) [2025-11-22T02:33:53.133491] [INFO ] [main ] LVWR: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:33:53.133522] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:33:53.133559] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:33:53.146890] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:53.148171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:53.148235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:53.153037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:53.154796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:53.155275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:53.155723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:53.156449] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:53.157252] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:53.158896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:53.189210] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:33:53.304681] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:33:53.354529] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:33:53.480513] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 3.64% [2025-11-22T02:33:53.523178] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:33:53.649865] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 15.50% | Symbol ETA: 9.0s | Global ETA: 48m 7s [2025-11-22T02:33:53.655788] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:33:53.691801] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:33:53.692019] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:33:53.692106] [INFO ] [main ] LND: DISCARDED add_overnight_gap_mag (score: 34.57%) [2025-11-22T02:33:53.692150] [INFO ] [main ] LND: Testing feature 29/53: add_pct_change [2025-11-22T02:33:53.692183] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_pct_change'] [2025-11-22T02:33:53.692218] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:33:53.704862] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:53.706172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:53.706233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:53.711049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:53.712273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:53.714944] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:53.716976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:53.737504] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.79% | Symbol ETA: 55.6s | Global ETA: 48m 7s [2025-11-22T02:33:53.738391] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:53.738469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:53.743249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:53.744959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:53.745431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:53.745896] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:53.746621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:53.747449] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:53.749106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:53.821906] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.32%, Actual: 2.53% [2025-11-22T02:33:53.830575] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:33:54.005538] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:33:54.010916] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.21%, Actual: 1.22% [2025-11-22T02:33:54.179164] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:33:54.179708] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.35%, Actual: 2.32% [2025-11-22T02:33:54.283247] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.92% | Symbol ETA: 11.7s | Global ETA: 48m 8s [2025-11-22T02:33:54.284132] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:54.284193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:54.290161] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:54.291739] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:54.294691] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:54.296840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:54.339531] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.72% | Symbol ETA: 55.1s | Global ETA: 48m 8s [2025-11-22T02:33:54.340928] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:54.340992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:54.348577] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.63%, Actual: 0.02% [2025-11-22T02:33:54.348711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:54.350478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:54.350968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:54.351520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:54.352520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:54.353349] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:54.353563] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:33:54.355018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:54.516161] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -6.24%, Actual: 0.61% [2025-11-22T02:33:54.520672] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:33:54.520889] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.7293% [2025-11-22T02:33:54.520979] [INFO ] [main ] CCIF: DISCARDED add_open_reversal_intensity (score: 39.73%) [2025-11-22T02:33:54.521024] [INFO ] [main ] CCIF: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:33:54.521056] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:33:54.521091] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:33:54.534027] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:54.535514] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:54.535578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:54.540569] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:54.542230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:54.685110] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.14%, Actual: 1.36% [2025-11-22T02:33:54.856623] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.42% [2025-11-22T02:33:54.872462] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 11.2s | Global ETA: 48m 8s [2025-11-22T02:33:54.873339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:54.873413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:54.878278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:54.879528] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:54.882330] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:54.884334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:54.936017] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 54.5s | Global ETA: 48m 8s [2025-11-22T02:33:54.936897] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:54.936959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:54.941794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:54.943522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:54.944003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:54.944426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:54.945170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:54.946009] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:54.947630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.027830] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 2.61%, Actual: 3.02% [2025-11-22T02:33:55.105336] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 13.8s | Global ETA: 48m 9s [2025-11-22T02:33:55.106582] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:55.106661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:55.111469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:55.113050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.195828] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.35%, Actual: 0.22% [2025-11-22T02:33:55.365153] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 15.50%, Actual: 13.03% [2025-11-22T02:33:55.365330] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 41.7926% [2025-11-22T02:33:55.365438] [INFO ] [main ] OGN: KEPT add_open_vs_close_liquidity_ratio (score: 41.79%) [2025-11-22T02:33:55.365486] [INFO ] [main ] OGN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:33:55.365520] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position'] [2025-11-22T02:33:55.365557] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:33:55.379139] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:33:55.380423] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:55.380497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:55.381365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:55.383072] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:55.384577] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:55.387401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.458903] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 10.6s | Global ETA: 48m 9s [2025-11-22T02:33:55.460318] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:55.460380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:55.465203] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:55.466437] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:55.469460] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:55.471439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.535358] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.25% | Symbol ETA: 53.9s | Global ETA: 48m 9s [2025-11-22T02:33:55.536261] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:55.536324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:55.541145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:55.542882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:55.543344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:55.543826] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:55.544561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:55.545361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:55.546988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.679418] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 13.3s | Global ETA: 48m 9s [2025-11-22T02:33:55.680310] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:55.680371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:55.685184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:55.686789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:55.979302] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.57% | Symbol ETA: 13.6s | Global ETA: 48m 9s [2025-11-22T02:33:55.980186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:55.980247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:55.981069] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:55.982740] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:55.984213] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:55.987048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.041224] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 10.0s | Global ETA: 48m 9s [2025-11-22T02:33:56.042108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:56.042170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.046894] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:56.048164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:56.050833] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:56.052816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.130836] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -8.54% | Symbol ETA: 53.3s | Global ETA: 48m 9s [2025-11-22T02:33:56.131747] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:56.131810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.136523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:56.138288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:56.138774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:56.139199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:56.139937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:56.140741] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:56.142343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.248623] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 12.7s | Global ETA: 48m 9s [2025-11-22T02:33:56.249517] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:56.249589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.254299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:56.255862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.584327] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.24% | Symbol ETA: 13.1s | Global ETA: 48m 10s [2025-11-22T02:33:56.585200] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:56.585262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:56.586088] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:56.587972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:56.589597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:56.592437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.625390] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.4s | Global ETA: 48m 10s [2025-11-22T02:33:56.626268] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:56.626329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.631085] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:56.632321] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:56.634968] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:56.636936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.731147] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 6.77% | Symbol ETA: 52.7s | Global ETA: 48m 10s [2025-11-22T02:33:56.732044] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:56.732109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.737216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:56.738954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:56.739458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:56.739910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:56.740627] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:56.741426] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:56.743036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:56.816625] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 12.1s | Global ETA: 48m 10s [2025-11-22T02:33:56.817537] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:56.817598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:56.822281] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:56.823836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.178846] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -5.24% | Symbol ETA: 12.4s | Global ETA: 48m 10s [2025-11-22T02:33:57.179728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:57.179789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:57.180591] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:57.182270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:57.183762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:57.186522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.203722] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 8.8s | Global ETA: 48m 10s [2025-11-22T02:33:57.204581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:57.204666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.209426] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:57.210670] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:57.213286] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:57.215251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.323347] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 3.31% | Symbol ETA: 52.1s | Global ETA: 48m 10s [2025-11-22T02:33:57.324233] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:57.324295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.329135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:57.330901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:57.331358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:57.331827] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:57.332576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:57.333371] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:57.334980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.396810] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 11.5s | Global ETA: 48m 10s [2025-11-22T02:33:57.397754] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:57.397815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.402684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:57.404261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.771232] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 11.8s | Global ETA: 48m 11s [2025-11-22T02:33:57.772121] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:57.772182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:57.773004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:57.774667] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:57.776144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:57.778944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.783737] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 8.2s | Global ETA: 48m 11s [2025-11-22T02:33:57.784595] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:57.784691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.789469] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:57.790724] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:57.793334] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:57.795309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.918165] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -4.28% | Symbol ETA: 51.5s | Global ETA: 48m 11s [2025-11-22T02:33:57.919037] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:57.919101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.923848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:57.925549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:57.926022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:57.926446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:57.927179] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:57.927995] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:57.929581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:57.964381] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 11.0s | Global ETA: 48m 11s [2025-11-22T02:33:57.965273] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:57.965334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:57.970212] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:57.971758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.363675] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 11.2s | Global ETA: 48m 11s [2025-11-22T02:33:58.364549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:58.364612] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:58.365500] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:58.367183] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:58.368715] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:58.369164] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 7.7s | Global ETA: 48m 11s [2025-11-22T02:33:58.370096] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:58.370161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:58.371485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.375122] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:58.376407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:58.379185] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:58.381259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.518790] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.01% | Symbol ETA: 50.9s | Global ETA: 48m 11s [2025-11-22T02:33:58.519704] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:33:58.519767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:58.524541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:33:58.526272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:33:58.526766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:33:58.527191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:33:58.527972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:58.528776] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:58.530384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.573251] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 10.4s | Global ETA: 48m 11s [2025-11-22T02:33:58.574135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:58.574195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:58.579022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:58.580621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.953143] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.64% | Symbol ETA: 7.1s | Global ETA: 48m 12s [2025-11-22T02:33:58.954038] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:58.954100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:58.957188] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.46% | Symbol ETA: 10.6s | Global ETA: 48m 12s [2025-11-22T02:33:58.958093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:58.958154] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:58.958883] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:33:58.958978] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:58.960111] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:33:58.960624] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:58.962127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:58.962761] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:33:58.964724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:58.964918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:59.118084] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 50.3s | Global ETA: 48m 12s [2025-11-22T02:33:59.143791] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 9.8s | Global ETA: 48m 12s [2025-11-22T02:33:59.144671] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:59.144732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:59.149433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:59.150966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:59.295770] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.79%, Actual: 3.04% [2025-11-22T02:33:59.472877] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.72%, Actual: 1.19% [2025-11-22T02:33:59.547434] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 6.5s | Global ETA: 48m 12s [2025-11-22T02:33:59.555169] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 4.84% | Symbol ETA: 10.0s | Global ETA: 48m 12s [2025-11-22T02:33:59.556055] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:33:59.556117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:33:59.556941] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:33:59.558600] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:59.560142] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:33:59.562926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:59.645064] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 4.83% [2025-11-22T02:33:59.709403] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 9.3s | Global ETA: 48m 12s [2025-11-22T02:33:59.710306] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:33:59.710366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:33:59.715108] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:33:59.716663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:33:59.719056] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.92%, Actual: 1.16% [2025-11-22T02:33:59.810687] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.25%, Actual: 7.29% [2025-11-22T02:33:59.892047] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 0.02% [2025-11-22T02:33:59.976344] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -8.54%, Actual: 0.68% [2025-11-22T02:34:00.065854] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 0.24% [2025-11-22T02:34:00.142399] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 6.77%, Actual: 6.70% [2025-11-22T02:34:00.147759] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 5.61% | Symbol ETA: 9.4s | Global ETA: 48m 12s [2025-11-22T02:34:00.148627] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:00.148707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:00.149510] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:00.151179] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:00.152664] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:00.155405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:00.252825] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.27% [2025-11-22T02:34:00.284021] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 8.7s | Global ETA: 48m 13s [2025-11-22T02:34:00.317939] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 3.31%, Actual: 0.22% [2025-11-22T02:34:00.429454] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:00.456716] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:34:00.496599] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -4.28%, Actual: 4.88% [2025-11-22T02:34:00.628090] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:34:00.675359] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.01%, Actual: 4.51% [2025-11-22T02:34:00.722365] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:34:00.767336] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.00% | Symbol ETA: 8.8s | Global ETA: 48m 13s [2025-11-22T02:34:00.768266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:00.768329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:00.769157] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:00.770824] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:00.772285] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:00.775055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:00.850714] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:34:00.881919] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 1.89% [2025-11-22T02:34:00.882134] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.1514% [2025-11-22T02:34:00.882244] [INFO ] [main ] LVWR: DISCARDED add_fullday_parkinson_range (score: 39.15%) [2025-11-22T02:34:00.882300] [INFO ] [main ] LVWR: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:34:00.882336] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gap_fill_state'] [2025-11-22T02:34:00.882373] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:00.907686] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:00.911710] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:00.911777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:00.919987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:00.921858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:00.922378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:00.922907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:00.923667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:00.924557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:00.971068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:01.044858] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 3.64% [2025-11-22T02:34:01.066361] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.92% [2025-11-22T02:34:01.252860] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:34:01.294815] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 1.27% [2025-11-22T02:34:01.470172] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:34:01.490007] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 1.65% [2025-11-22T02:34:01.540484] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.06% | Symbol ETA: 8.2s | Global ETA: 48m 14s [2025-11-22T02:34:01.656567] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -13.18% | Symbol ETA: 43.7s | Global ETA: 48m 14s [2025-11-22T02:34:01.657505] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:01.657573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:01.662449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:01.664250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:01.664745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:01.665178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:01.665966] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:01.666774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:01.696549] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.89% [2025-11-22T02:34:01.711293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:01.718298] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.57%, Actual: 2.53% [2025-11-22T02:34:01.721299] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 1.90% [2025-11-22T02:34:01.721520] [INFO ] [main ] LND: Magnitude Forecast Confidence: 41.6198% [2025-11-22T02:34:01.721638] [INFO ] [main ] LND: DISCARDED add_pct_change (score: 41.62%) [2025-11-22T02:34:01.721703] [INFO ] [main ] LND: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:34:01.721738] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_preclose_acceleration_mag'] [2025-11-22T02:34:01.721773] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:01.735155] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:01.736751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:01.736814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:01.741855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:01.743127] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:01.745931] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:01.746968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:01.889740] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:34:01.889971] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.24%, Actual: 1.22% [2025-11-22T02:34:02.079076] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:34:02.121904] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -5.24%, Actual: 2.32% [2025-11-22T02:34:02.257993] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.15% [2025-11-22T02:34:02.258210] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.9336% [2025-11-22T02:34:02.258297] [INFO ] [main ] CCIF: DISCARDED add_open_vs_close_liquidity_ratio (score: 39.93%) [2025-11-22T02:34:02.258343] [INFO ] [main ] CCIF: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:34:02.258378] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_open_vs_prev_range_position'] [2025-11-22T02:34:02.258415] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:02.271146] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:02.272465] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:02.272529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.277366] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:02.280414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:02.291298] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.02% [2025-11-22T02:34:02.318316] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -1.56% | Symbol ETA: 42.7s | Global ETA: 48m 14s [2025-11-22T02:34:02.319468] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:02.319546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.324480] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 11.7s | Global ETA: 48m 14s [2025-11-22T02:34:02.325304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:02.325385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:02.325450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.327345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:02.327879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:02.328353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:02.329157] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:02.330037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:02.330351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:02.331665] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:02.334368] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:02.335428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:02.375483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:02.458462] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.61% [2025-11-22T02:34:02.624699] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.46%, Actual: 1.36% [2025-11-22T02:34:02.794759] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 4.84%, Actual: 1.42% [2025-11-22T02:34:02.863262] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 13.7s | Global ETA: 48m 15s [2025-11-22T02:34:02.864159] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:02.864234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.869006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:02.871885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:02.905024] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 11.0s | Global ETA: 48m 15s [2025-11-22T02:34:02.905909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:02.905971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.910786] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:02.912028] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:02.914714] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:02.915761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:02.960537] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 5.61%, Actual: 3.02% [2025-11-22T02:34:02.977485] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 41.8s | Global ETA: 48m 15s [2025-11-22T02:34:02.978537] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:02.978614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:02.983988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:02.986065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:02.986612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:02.987124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:02.988027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:02.988934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:03.036219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:03.126912] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.00%, Actual: 0.22% [2025-11-22T02:34:03.294505] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.06%, Actual: 13.03% [2025-11-22T02:34:03.294734] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 38.9294% [2025-11-22T02:34:03.294789] [INFO ] [main ] OGN: DISCARDED add_open_vs_prev_range_position (score: 38.93%) [2025-11-22T02:34:03.294829] [INFO ] [main ] OGN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:34:03.294862] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude'] [2025-11-22T02:34:03.294958] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:03.308966] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:03.310422] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:03.310485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:03.311344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:03.313061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:03.314558] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:03.315189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:03.449997] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 13.1s | Global ETA: 48m 15s [2025-11-22T02:34:03.450895] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:03.450956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:03.455664] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:03.458496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:03.483403] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 10.4s | Global ETA: 48m 15s [2025-11-22T02:34:03.484279] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:03.484341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:03.489112] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:03.490329] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:03.492975] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:03.494018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:03.640482] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.68% | Symbol ETA: 41.1s | Global ETA: 48m 15s [2025-11-22T02:34:03.641438] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:03.641504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:03.646536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:03.648384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:03.648895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:03.649338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:03.650114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:03.650948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:03.697251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:03.899089] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.50% | Symbol ETA: 13.2s | Global ETA: 48m 15s [2025-11-22T02:34:03.899975] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:03.900038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:03.900861] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:03.902552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:03.904050] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:03.904697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.032477] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 12.5s | Global ETA: 48m 16s [2025-11-22T02:34:04.033375] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:04.033455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.038211] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:04.041145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.085357] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 9.9s | Global ETA: 48m 16s [2025-11-22T02:34:04.086302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:04.086365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.091209] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:04.092479] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:04.095189] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:04.096248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.299127] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.04% | Symbol ETA: 40.4s | Global ETA: 48m 16s [2025-11-22T02:34:04.300088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:04.300154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.305206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:04.307084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:04.307602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:04.308073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:04.308858] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:04.309724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:04.357007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.526057] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.46% | Symbol ETA: 12.8s | Global ETA: 48m 16s [2025-11-22T02:34:04.527002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:04.527065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:04.528008] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:04.529733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:04.531261] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:04.531919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.608496] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 11.9s | Global ETA: 48m 16s [2025-11-22T02:34:04.609397] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:04.609456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.614334] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:04.617304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.678451] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.3s | Global ETA: 48m 16s [2025-11-22T02:34:04.679375] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:04.679439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.684321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:04.685577] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:04.688391] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:04.689446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:04.979813] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.93% | Symbol ETA: 39.7s | Global ETA: 48m 16s [2025-11-22T02:34:04.980755] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:04.980821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:04.985845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:04.987732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:04.988213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:04.988710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:04.989504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:04.990365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:05.037516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.150949] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.42% | Symbol ETA: 12.2s | Global ETA: 48m 16s [2025-11-22T02:34:05.152128] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:05.152198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:05.153220] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:05.155109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:05.156777] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:05.157488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.193600] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 11.3s | Global ETA: 48m 16s [2025-11-22T02:34:05.194494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:05.194554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:05.199259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:05.202094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.252594] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 8.7s | Global ETA: 48m 16s [2025-11-22T02:34:05.253487] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:05.253548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:05.258332] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:05.259940] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:05.262582] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:05.263604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.637202] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.93% | Symbol ETA: 39.0s | Global ETA: 48m 17s [2025-11-22T02:34:05.638152] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:05.638219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:05.643221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:05.645006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:05.645495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:05.645971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:05.646755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:05.647579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:05.693044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.778856] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 10.7s | Global ETA: 48m 17s [2025-11-22T02:34:05.779786] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:05.779849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:05.784636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:05.788490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.802623] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.50% | Symbol ETA: 11.7s | Global ETA: 48m 17s [2025-11-22T02:34:05.803761] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:05.803830] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:05.804823] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:05.806681] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:05.808251] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:05.808911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:05.829059] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 8.1s | Global ETA: 48m 17s [2025-11-22T02:34:05.829962] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:05.830024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:05.834796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:05.836030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:05.838705] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:05.839724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:06.297428] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 38.4s | Global ETA: 48m 17s [2025-11-22T02:34:06.298724] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:06.298791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:06.303980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:06.305859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:06.306350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:06.306819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:06.307663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:06.308478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:06.356197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:06.361383] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 10.1s | Global ETA: 48m 17s [2025-11-22T02:34:06.365874] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:06.365939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:06.370816] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:06.373715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:06.413403] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 7.5s | Global ETA: 48m 17s [2025-11-22T02:34:06.414597] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:06.414698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:06.421440] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:06.423540] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:06.427302] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:06.428765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:06.438075] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -7.20% | Symbol ETA: 11.1s | Global ETA: 48m 17s [2025-11-22T02:34:06.439136] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:06.439203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:06.440164] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:06.441972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:06.443584] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:06.444307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:06.949047] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.20% | Symbol ETA: 37.7s | Global ETA: 48m 18s [2025-11-22T02:34:06.949943] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:06.950006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:06.953698] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 9.5s | Global ETA: 48m 18s [2025-11-22T02:34:06.954596] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:06.954681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:06.954741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:06.956455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:06.956943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:06.957391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:06.958136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:06.958932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:34:06.959480] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:06.962516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.002150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.019662] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 7.0s | Global ETA: 48m 18s [2025-11-22T02:34:07.020635] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:07.020727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:07.026187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:07.027568] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:07.032867] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:07.034044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.080752] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.26% | Symbol ETA: 10.4s | Global ETA: 48m 18s [2025-11-22T02:34:07.081850] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:07.081917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:07.082862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:07.084972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:07.086520] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:07.087222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.518949] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 8.9s | Global ETA: 48m 18s [2025-11-22T02:34:07.519877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:07.519937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:07.524596] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:34:07.527475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.609254] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 6.4s | Global ETA: 48m 18s [2025-11-22T02:34:07.667515] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 37.0s | Global ETA: 48m 18s [2025-11-22T02:34:07.737596] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 9.8s | Global ETA: 48m 18s [2025-11-22T02:34:07.738728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:07.738798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:07.739768] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:07.741563] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:07.743087] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:07.743756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:07.783788] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:34:07.839251] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -13.18%, Actual: 3.04% [2025-11-22T02:34:07.949342] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:34:08.010574] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -1.56%, Actual: 1.19% [2025-11-22T02:34:08.084133] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 8.4s | Global ETA: 48m 19s [2025-11-22T02:34:08.115765] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:34:08.189373] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 4.83% [2025-11-22T02:34:08.252010] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.54% [2025-11-22T02:34:08.283594] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:34:08.363932] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.68%, Actual: 7.29% [2025-11-22T02:34:08.391771] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 9.2s | Global ETA: 48m 19s [2025-11-22T02:34:08.392855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:08.392921] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:08.393850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:08.395587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:08.397121] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:08.397783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:08.427732] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 2.08% [2025-11-22T02:34:08.449846] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:08.547289] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.04%, Actual: 0.68% [2025-11-22T02:34:08.606665] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.61% [2025-11-22T02:34:08.616420] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:34:08.720049] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.93%, Actual: 6.70% [2025-11-22T02:34:08.777592] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 3.64% [2025-11-22T02:34:08.786299] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:34:08.892243] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.93%, Actual: 0.22% [2025-11-22T02:34:08.942998] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 1.57% [2025-11-22T02:34:08.965155] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:34:09.038408] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -8.44% | Symbol ETA: 8.6s | Global ETA: 48m 19s [2025-11-22T02:34:09.039758] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:09.039837] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:09.040871] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:09.042942] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:09.044537] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:09.045232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:09.068867] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 4.88% [2025-11-22T02:34:09.111435] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.55%, Actual: 0.82% [2025-11-22T02:34:09.138782] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:34:09.242769] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.20%, Actual: 4.51% [2025-11-22T02:34:09.278860] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.89% [2025-11-22T02:34:09.310321] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:34:09.310533] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:34:09.310620] [INFO ] [main ] LND: DISCARDED add_preclose_acceleration_mag (score: 34.57%) [2025-11-22T02:34:09.310682] [INFO ] [main ] LND: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:34:09.310717] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_prev_1100_to_open'] [2025-11-22T02:34:09.310751] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:09.321982] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:09.323322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:09.323385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:09.328250] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:09.329529] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:09.332226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:09.332945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:09.413996] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.82%, Actual: 1.89% [2025-11-22T02:34:09.414198] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.2363% [2025-11-22T02:34:09.414284] [INFO ] [main ] LVWR: DISCARDED add_gap_fill_state (score: 39.24%) [2025-11-22T02:34:09.414326] [INFO ] [main ] LVWR: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:34:09.414358] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gap_morning_composite'] [2025-11-22T02:34:09.414393] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:09.428008] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:09.429448] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:09.429513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:09.434415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:09.436233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:09.436749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:09.437206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:09.438010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:09.438825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:09.439789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:09.447603] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 1.00% [2025-11-22T02:34:09.628851] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.56%, Actual: 0.09% [2025-11-22T02:34:09.695986] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.73% | Symbol ETA: 7.9s | Global ETA: 48m 20s [2025-11-22T02:34:09.794457] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.15% [2025-11-22T02:34:09.794694] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.4353% [2025-11-22T02:34:09.794778] [INFO ] [main ] CCIF: DISCARDED add_open_vs_prev_range_position (score: 39.44%) [2025-11-22T02:34:09.794820] [INFO ] [main ] CCIF: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:34:09.794852] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_amplitude'] [2025-11-22T02:34:09.794886] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:09.807222] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:09.808689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:09.808750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:09.813474] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:09.814151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:09.877914] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.50%, Actual: 2.53% [2025-11-22T02:34:09.913216] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 10.9s | Global ETA: 48m 20s [2025-11-22T02:34:09.914156] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:09.914221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:09.922010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:09.923550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:09.926355] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:09.927109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:10.043823] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.68% | Symbol ETA: 41.4s | Global ETA: 48m 20s [2025-11-22T02:34:10.044805] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:10.044880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:10.050196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:10.052140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:10.052634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:10.053101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:10.053897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:10.054744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:10.054700] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.46%, Actual: 1.22% [2025-11-22T02:34:10.055893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:10.229678] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.42%, Actual: 2.32% [2025-11-22T02:34:10.374591] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 12.6s | Global ETA: 48m 20s [2025-11-22T02:34:10.375487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:10.375548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:10.380324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:10.381007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:10.400795] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.50%, Actual: 0.02% [2025-11-22T02:34:10.503785] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 10.3s | Global ETA: 48m 21s [2025-11-22T02:34:10.505065] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:10.505127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:10.509965] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:10.511247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:10.513928] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:10.514625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:10.577740] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -7.20%, Actual: 0.61% [2025-11-22T02:34:10.659280] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -2.24% | Symbol ETA: 40.8s | Global ETA: 48m 21s [2025-11-22T02:34:10.660234] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:10.660299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:10.665123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:10.666952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:10.667463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:10.667929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:10.669046] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:10.669854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:10.670811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:10.755152] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.26%, Actual: 1.36% [2025-11-22T02:34:10.931082] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 1.42% [2025-11-22T02:34:10.969502] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 12.2s | Global ETA: 48m 21s [2025-11-22T02:34:10.970404] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:10.970466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:10.975246] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:10.975914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.084095] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 9.7s | Global ETA: 48m 21s [2025-11-22T02:34:11.084999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:11.085061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:11.089917] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:11.091272] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:11.093985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:11.094704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.107952] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 3.02% [2025-11-22T02:34:11.261491] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 40.1s | Global ETA: 48m 21s [2025-11-22T02:34:11.262379] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:11.262443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:11.267231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:11.268972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:11.269438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:11.269900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:11.270625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:11.271421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:11.272371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.283380] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -8.44%, Actual: 0.22% [2025-11-22T02:34:11.457038] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.73%, Actual: 13.03% [2025-11-22T02:34:11.457426] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 36.2290% [2025-11-22T02:34:11.457565] [INFO ] [main ] OGN: DISCARDED add_overnight_gap_amplitude (score: 36.23%) [2025-11-22T02:34:11.457620] [INFO ] [main ] OGN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:34:11.457673] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag'] [2025-11-22T02:34:11.457717] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:11.475110] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:11.477164] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:11.477230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:11.478302] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:11.480147] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:11.481754] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:11.482490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.543662] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 11.6s | Global ETA: 48m 21s [2025-11-22T02:34:11.544546] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:11.544607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:11.549523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:11.550198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.659909] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 9.1s | Global ETA: 48m 21s [2025-11-22T02:34:11.660805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:11.660867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:11.665598] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:11.666913] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:11.669586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:11.670509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:11.857466] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 39.5s | Global ETA: 48m 22s [2025-11-22T02:34:11.858354] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:11.858417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:11.863129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:11.864847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:11.865314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:11.865772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:11.866490] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:11.867301] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:11.868239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.103037] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.56% | Symbol ETA: 13.2s | Global ETA: 48m 22s [2025-11-22T02:34:12.104164] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:12.104231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:12.105164] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:12.107477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:12.109064] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:12.109823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.124551] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 11.0s | Global ETA: 48m 22s [2025-11-22T02:34:12.125464] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:12.125525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:12.133173] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:12.133836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.246841] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: 48m 22s [2025-11-22T02:34:12.247801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:12.247865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:12.252597] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:12.253859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:12.256466] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:12.257171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.450466] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.67% | Symbol ETA: 38.9s | Global ETA: 48m 22s [2025-11-22T02:34:12.451363] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:12.451426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:12.456149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:12.457890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:12.458358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:12.458813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:12.459533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:12.460324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:12.461285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.691683] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 10.4s | Global ETA: 48m 22s [2025-11-22T02:34:12.692576] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:12.692656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:12.697316] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:12.697962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.733971] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 12.6s | Global ETA: 48m 22s [2025-11-22T02:34:12.735005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:12.735071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:12.735993] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:12.737864] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:12.739467] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:12.740242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:12.833292] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 7.9s | Global ETA: 48m 22s [2025-11-22T02:34:12.834206] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:12.834267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:12.838993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:12.840212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:12.842917] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:12.843597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.056970] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 38.3s | Global ETA: 48m 23s [2025-11-22T02:34:13.058029] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:13.058102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.063397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:13.065251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:13.065777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:13.066223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:13.066996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:13.067865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:13.068846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.258090] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 9.8s | Global ETA: 48m 23s [2025-11-22T02:34:13.259046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:13.259109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.263950] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:13.264664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.383977] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 12.0s | Global ETA: 48m 23s [2025-11-22T02:34:13.385054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:13.385119] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:13.386081] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:13.388013] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:13.389619] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:13.390384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.413392] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 7.3s | Global ETA: 48m 23s [2025-11-22T02:34:13.414282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:13.414344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.419090] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:13.420301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:13.422932] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:13.423615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.647170] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 4.61% | Symbol ETA: 37.6s | Global ETA: 48m 23s [2025-11-22T02:34:13.648101] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:13.648165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.652981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:13.654876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:13.655355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:13.655807] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:13.656530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:13.657348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:13.658301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.823306] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 9.3s | Global ETA: 48m 23s [2025-11-22T02:34:13.824213] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:13.824274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.829097] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:13.829745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:13.986399] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 6.7s | Global ETA: 48m 23s [2025-11-22T02:34:13.987307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:13.987370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:13.992215] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:13.993500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:13.996233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:13.996966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.008819] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 11.4s | Global ETA: 48m 23s [2025-11-22T02:34:14.009883] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:14.009949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:14.010860] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:14.012593] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:14.014107] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:14.014805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.249525] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.80% | Symbol ETA: 37.0s | Global ETA: 48m 24s [2025-11-22T02:34:14.250471] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:14.250533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:14.255391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:14.257635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:14.258165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:14.258590] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:14.259383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:14.260206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:14.261142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.412501] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.15% | Symbol ETA: 8.7s | Global ETA: 48m 24s [2025-11-22T02:34:14.413387] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:14.413448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:14.418207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:14.418882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.581667] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 6.1s | Global ETA: 48m 24s [2025-11-22T02:34:14.582543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:14.582605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:14.587462] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:14.589081] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:14.592060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:14.592931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.636963] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -3.22% | Symbol ETA: 10.7s | Global ETA: 48m 24s [2025-11-22T02:34:14.638029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:14.638093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:14.639076] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:14.640811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:14.642305] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:14.643039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.905485] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -2.43% | Symbol ETA: 36.4s | Global ETA: 48m 24s [2025-11-22T02:34:14.906478] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:14.906547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:14.911855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:14.913900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:14.914415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:14.914884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:14.915667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:14.916485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:34:14.917498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:14.985821] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 8.1s | Global ETA: 48m 24s [2025-11-22T02:34:14.986754] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:14.986817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:14.991531] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:34:14.992192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:15.167212] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 5.6s | Global ETA: 48m 24s [2025-11-22T02:34:15.270389] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 10.1s | Global ETA: 48m 24s [2025-11-22T02:34:15.271499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:15.271565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:15.272535] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:15.274361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:15.275930] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:15.276621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:15.337872] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:34:15.504607] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:34:15.515010] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 35.8s | Global ETA: 48m 24s [2025-11-22T02:34:15.554230] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 7.5s | Global ETA: 48m 25s [2025-11-22T02:34:15.669870] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:34:15.686054] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.68%, Actual: 3.04% [2025-11-22T02:34:15.720293] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.54% [2025-11-22T02:34:15.835334] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:34:15.855922] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -2.24%, Actual: 1.19% [2025-11-22T02:34:15.887866] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 2.08% [2025-11-22T02:34:15.890411] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 4.37% | Symbol ETA: 9.4s | Global ETA: 48m 25s [2025-11-22T02:34:15.891502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:15.891568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:15.892525] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:15.894330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:15.895902] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:15.896614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:16.001003] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:16.028044] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 4.83% [2025-11-22T02:34:16.054446] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.61% [2025-11-22T02:34:16.165816] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:34:16.200563] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 7.29% [2025-11-22T02:34:16.224985] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 3.64% [2025-11-22T02:34:16.347995] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:34:16.388061] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.67%, Actual: 0.68% [2025-11-22T02:34:16.401409] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 1.57% [2025-11-22T02:34:16.508144] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 5.67% | Symbol ETA: 8.8s | Global ETA: 48m 25s [2025-11-22T02:34:16.509281] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:16.509352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:16.510324] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:16.512135] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:16.513771] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:16.514498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:16.519661] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:34:16.561636] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 6.70% [2025-11-22T02:34:16.572722] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 0.82% [2025-11-22T02:34:16.690338] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:34:16.739048] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 4.61%, Actual: 0.22% [2025-11-22T02:34:16.739851] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.89% [2025-11-22T02:34:16.858897] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:34:16.859103] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:34:16.859193] [INFO ] [main ] LND: DISCARDED add_prev_1100_to_open (score: 34.57%) [2025-11-22T02:34:16.859238] [INFO ] [main ] LND: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:34:16.859270] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_prev_close_to_1100'] [2025-11-22T02:34:16.859305] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:16.870853] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:16.872374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:16.872438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:16.877767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:16.879056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:16.881879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:16.882608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:16.908885] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.15%, Actual: 1.00% [2025-11-22T02:34:16.913708] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.80%, Actual: 4.88% [2025-11-22T02:34:17.080639] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.09% [2025-11-22T02:34:17.086620] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -2.43%, Actual: 4.51% [2025-11-22T02:34:17.159682] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.64% | Symbol ETA: 8.2s | Global ETA: 48m 26s [2025-11-22T02:34:17.160762] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:17.160829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:17.161801] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:17.163739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:17.165307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:17.166099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:17.251756] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.15% [2025-11-22T02:34:17.251984] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.3589% [2025-11-22T02:34:17.252077] [INFO ] [main ] CCIF: DISCARDED add_overnight_gap_amplitude (score: 36.36%) [2025-11-22T02:34:17.252122] [INFO ] [main ] CCIF: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:34:17.252155] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_overnight_gap_mag'] [2025-11-22T02:34:17.252190] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:17.257910] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 1.89% [2025-11-22T02:34:17.258138] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 30.8398% [2025-11-22T02:34:17.258246] [INFO ] [main ] LVWR: DISCARDED add_gap_morning_composite (score: 30.84%) [2025-11-22T02:34:17.258292] [INFO ] [main ] LVWR: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:34:17.258328] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gap_resolution_state'] [2025-11-22T02:34:17.258366] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:17.264774] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:17.266223] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:17.266284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:17.271178] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:17.271951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:17.272572] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:17.273985] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:17.274051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:17.279238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:17.281147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:17.281664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:17.282142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:17.282916] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:17.283755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:17.341592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:17.443850] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 10.3s | Global ETA: 48m 26s [2025-11-22T02:34:17.444745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:17.444807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:17.449622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:17.450898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:17.453505] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:17.454205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:17.832510] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.74% | Symbol ETA: 7.6s | Global ETA: 48m 26s [2025-11-22T02:34:17.846766] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 12.1s | Global ETA: 48m 26s [2025-11-22T02:34:17.849534] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:17.849610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:17.855769] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:17.856511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:17.967390] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -9.19% | Symbol ETA: 35.5s | Global ETA: 48m 26s [2025-11-22T02:34:17.968339] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:17.968406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:17.973704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:17.975878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:17.976500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:17.977021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:17.977990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:17.979143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:18.007040] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.56%, Actual: 2.53% [2025-11-22T02:34:18.015536] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 9.7s | Global ETA: 48m 26s [2025-11-22T02:34:18.016432] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:18.016493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:18.021278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:18.022538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:18.025248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:18.025965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:18.040750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:18.183334] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 1.22% [2025-11-22T02:34:18.362604] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 2.32% [2025-11-22T02:34:18.427085] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 11.6s | Global ETA: 48m 27s [2025-11-22T02:34:18.428017] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:18.428076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:18.432790] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:18.433515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:18.575210] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.02% [2025-11-22T02:34:18.586216] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 9.1s | Global ETA: 48m 27s [2025-11-22T02:34:18.587130] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:18.587192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:18.592050] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:18.593291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:18.595950] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:18.596635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:18.623215] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -8.23% | Symbol ETA: 34.6s | Global ETA: 48m 27s [2025-11-22T02:34:18.624105] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:18.624169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:18.629080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:18.630813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:18.631280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:18.631733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:18.632450] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:18.633237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:18.688349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:18.765181] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -3.22%, Actual: 0.61% [2025-11-22T02:34:18.945132] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 1.36% [2025-11-22T02:34:19.020092] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 11.0s | Global ETA: 48m 27s [2025-11-22T02:34:19.021032] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:19.021095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.026074] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:19.026923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.122026] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 4.37%, Actual: 1.42% [2025-11-22T02:34:19.163286] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 8.6s | Global ETA: 48m 27s [2025-11-22T02:34:19.164176] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:19.164238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.169024] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:19.170236] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:19.172867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:19.173552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.287699] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.70% | Symbol ETA: 33.9s | Global ETA: 48m 27s [2025-11-22T02:34:19.288613] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:19.288701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.293876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:19.295769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:19.296281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:19.296767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:19.297552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:19.298397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:19.308049] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 5.67%, Actual: 3.02% [2025-11-22T02:34:19.355852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.486877] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.64%, Actual: 0.22% [2025-11-22T02:34:19.600948] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 10.4s | Global ETA: 48m 28s [2025-11-22T02:34:19.601893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:19.601954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.606832] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:19.607568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.663857] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.74%, Actual: 13.03% [2025-11-22T02:34:19.664148] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 37.6844% [2025-11-22T02:34:19.664261] [INFO ] [main ] OGN: DISCARDED add_overnight_gap_mag (score: 37.68%) [2025-11-22T02:34:19.664308] [INFO ] [main ] OGN: Testing feature 29/53: add_pct_change [2025-11-22T02:34:19.664345] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_pct_change'] [2025-11-22T02:34:19.664385] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:19.680978] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:19.682917] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:19.682982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:19.683965] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:19.685839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:19.687362] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:19.689468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.734919] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: 48m 28s [2025-11-22T02:34:19.736160] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:19.736223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.741057] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:19.742281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:19.744951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:19.745662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:19.936402] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.26% | Symbol ETA: 33.2s | Global ETA: 48m 28s [2025-11-22T02:34:19.937316] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:19.937390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:19.942185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:19.943898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:19.944370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:19.944820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:19.945537] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:19.946330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:20.001402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.190259] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 9.8s | Global ETA: 48m 28s [2025-11-22T02:34:20.191187] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:20.191248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:20.196555] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:20.197375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.310768] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 7.4s | Global ETA: 48m 28s [2025-11-22T02:34:20.311671] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:20.311733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:20.316504] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:20.317073] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.55% | Symbol ETA: 12.7s | Global ETA: 48m 28s [2025-11-22T02:34:20.317817] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:20.318586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:20.318695] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:20.320012] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:20.320460] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:20.321162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.322361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:20.324236] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:20.326802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.589497] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.32% | Symbol ETA: 32.6s | Global ETA: 48m 28s [2025-11-22T02:34:20.590442] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:20.590506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:20.595283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:20.597084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:20.597628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:20.598113] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:20.598871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:20.599703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:20.654608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.777743] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 9.2s | Global ETA: 48m 29s [2025-11-22T02:34:20.778697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:20.778760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:20.783548] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:20.784294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.889224] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 6.8s | Global ETA: 48m 29s [2025-11-22T02:34:20.890145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:20.890207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:20.894931] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:20.896153] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:20.898837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:20.899517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:20.960151] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 12.1s | Global ETA: 48m 29s [2025-11-22T02:34:20.961326] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:20.961392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:20.962428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:20.964258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:20.965899] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:20.967967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.234599] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 13.09% | Symbol ETA: 31.9s | Global ETA: 48m 29s [2025-11-22T02:34:21.235496] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:21.235560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:21.240287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:21.242011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:21.242475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:21.242926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:21.243665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:21.244430] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:21.299012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.361950] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 8.7s | Global ETA: 48m 29s [2025-11-22T02:34:21.362872] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:21.362931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:21.367747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:21.368463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.462137] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 6.3s | Global ETA: 48m 29s [2025-11-22T02:34:21.463052] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:21.463115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:21.467927] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:21.469156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:21.471801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:21.472481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.608048] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.20% | Symbol ETA: 11.5s | Global ETA: 48m 29s [2025-11-22T02:34:21.609180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:21.609250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:21.610234] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:21.612092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:21.613796] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:21.615992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.877432] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 7.46% | Symbol ETA: 31.2s | Global ETA: 48m 29s [2025-11-22T02:34:21.878323] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:21.878386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:21.883109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:21.884832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:21.885297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:21.885747] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:21.886474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:21.887299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:21.940314] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 8.1s | Global ETA: 48m 30s [2025-11-22T02:34:21.941241] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:21.941325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:21.942252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:21.946522] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:21.947341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:22.041110] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 5.7s | Global ETA: 48m 30s [2025-11-22T02:34:22.042036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:22.042109] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:22.046907] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:22.048179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:22.050873] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:22.051567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:22.245046] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 6.50% | Symbol ETA: 10.9s | Global ETA: 48m 30s [2025-11-22T02:34:22.246027] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:22.246098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:22.247003] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:22.248843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:22.250784] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:22.252890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:22.532715] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.20% | Symbol ETA: 30.6s | Global ETA: 48m 30s [2025-11-22T02:34:22.534540] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:22.534604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:22.539671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:22.541501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:22.542015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:22.542471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:22.543314] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:22.544567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:22.591539] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 7.5s | Global ETA: 48m 30s [2025-11-22T02:34:22.592850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:22.592930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:22.599611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:22.600780] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:34:22.601968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:22.639725] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 5.1s | Global ETA: 48m 30s [2025-11-22T02:34:22.881122] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:34:23.031035] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.91% | Symbol ETA: 10.4s | Global ETA: 48m 30s [2025-11-22T02:34:23.032474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:23.032559] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:23.033719] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:23.036113] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:23.038495] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:23.042197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:23.142547] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:34:23.340711] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:34:23.397144] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 29.9s | Global ETA: 48m 31s [2025-11-22T02:34:23.398264] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:23.398337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:23.403587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:23.405668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:23.406226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:23.406710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:23.407514] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 6.9s | Global ETA: 48m 31s [2025-11-22T02:34:23.407732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:23.408704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:34:23.463902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:23.532160] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:34:23.601237] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 0.54% [2025-11-22T02:34:23.702297] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:23.783223] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 2.08% [2025-11-22T02:34:23.823013] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 4.15% | Symbol ETA: 9.8s | Global ETA: 48m 31s [2025-11-22T02:34:23.823935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:23.823997] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:23.824862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:23.826547] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:23.828079] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:23.830067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:23.874751] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:34:24.013357] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.61% [2025-11-22T02:34:24.044630] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:34:24.053340] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 29.2s | Global ETA: 48m 31s [2025-11-22T02:34:24.185577] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 3.64% [2025-11-22T02:34:24.214959] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:34:24.224918] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -9.19%, Actual: 3.04% [2025-11-22T02:34:24.359165] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.57% [2025-11-22T02:34:24.385802] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:34:24.394290] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -8.23%, Actual: 1.19% [2025-11-22T02:34:24.435691] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 9.1s | Global ETA: 48m 31s [2025-11-22T02:34:24.436572] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:24.436633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:24.437538] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:24.439239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:24.440723] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:24.442747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:24.528269] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.82% [2025-11-22T02:34:24.554721] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:34:24.554910] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:34:24.555004] [INFO ] [main ] LND: DISCARDED add_prev_close_to_1100 (score: 34.57%) [2025-11-22T02:34:24.555048] [INFO ] [main ] LND: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:34:24.555080] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_prev_close_to_open'] [2025-11-22T02:34:24.555115] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:24.563102] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.70%, Actual: 4.83% [2025-11-22T02:34:24.566529] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:24.568013] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:24.568076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:24.572917] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:24.574191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:24.576956] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:24.578035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:24.698903] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.89% [2025-11-22T02:34:24.730884] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.26%, Actual: 7.29% [2025-11-22T02:34:24.867033] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 1.00% [2025-11-22T02:34:24.899162] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.32%, Actual: 0.68% [2025-11-22T02:34:25.034347] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.09% [2025-11-22T02:34:25.043111] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 9.17% | Symbol ETA: 8.4s | Global ETA: 48m 32s [2025-11-22T02:34:25.044015] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:25.044077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:25.044909] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:25.046601] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:25.048122] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:25.050149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.070256] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 13.09%, Actual: 6.70% [2025-11-22T02:34:25.151357] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 10.1s | Global ETA: 48m 32s [2025-11-22T02:34:25.152266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:25.152330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:25.157418] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:25.158753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:25.161535] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:25.162285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.203077] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.15% [2025-11-22T02:34:25.203277] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.2452% [2025-11-22T02:34:25.203359] [INFO ] [main ] CCIF: DISCARDED add_overnight_gap_mag (score: 34.25%) [2025-11-22T02:34:25.203400] [INFO ] [main ] CCIF: Testing feature 29/53: add_pct_change [2025-11-22T02:34:25.203432] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_pct_change'] [2025-11-22T02:34:25.203466] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:25.215504] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:25.216787] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:25.216846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:25.221689] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:25.223706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.240908] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 7.46%, Actual: 0.22% [2025-11-22T02:34:25.409246] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.20%, Actual: 4.88% [2025-11-22T02:34:25.578239] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 4.51% [2025-11-22T02:34:25.649785] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -7.70% | Symbol ETA: 7.7s | Global ETA: 48m 32s [2025-11-22T02:34:25.650674] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:25.650735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:25.651540] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:25.653258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:25.654746] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:25.656703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.734847] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 9.5s | Global ETA: 48m 32s [2025-11-22T02:34:25.735746] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:25.735809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:25.740590] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:25.741828] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:25.744577] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:25.745290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.759213] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 1.89% [2025-11-22T02:34:25.759467] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 37.7148% [2025-11-22T02:34:25.759556] [INFO ] [main ] LVWR: DISCARDED add_gap_resolution_state (score: 37.71%) [2025-11-22T02:34:25.759600] [INFO ] [main ] LVWR: Testing feature 13/53: add_gaps [2025-11-22T02:34:25.759637] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps'] [2025-11-22T02:34:25.759704] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:25.774469] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:25.775784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:25.775847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:25.780768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:25.782507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:25.782997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:25.783430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:25.784173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:25.784968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:25.785779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:25.803903] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 12.1s | Global ETA: 48m 33s [2025-11-22T02:34:25.804850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:25.804912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:25.810016] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:25.812183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.255117] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.69% | Symbol ETA: 7.0s | Global ETA: 48m 33s [2025-11-22T02:34:26.323680] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 8.9s | Global ETA: 48m 33s [2025-11-22T02:34:26.324618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:26.324703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:26.329841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:26.331163] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:26.333896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:26.334601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.383828] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 11.5s | Global ETA: 48m 33s [2025-11-22T02:34:26.384541] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.57% | Symbol ETA: 33.8s | Global ETA: 48m 33s [2025-11-22T02:34:26.384731] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:26.384792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:26.385466] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:26.385545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:26.389515] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:26.390792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:26.391487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.392683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:26.393192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:26.393631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:26.394420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:26.395246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:26.396054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.423829] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.55%, Actual: 2.53% [2025-11-22T02:34:26.592057] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 1.22% [2025-11-22T02:34:26.760264] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.20%, Actual: 2.32% [2025-11-22T02:34:26.922561] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 8.3s | Global ETA: 48m 33s [2025-11-22T02:34:26.923478] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:26.923549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:26.927429] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 6.50%, Actual: 0.02% [2025-11-22T02:34:26.928579] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:26.929941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:26.932730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:26.933466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.957902] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 10.9s | Global ETA: 48m 33s [2025-11-22T02:34:26.958834] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:26.958893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:26.963729] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:26.965762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:26.999966] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 33.2s | Global ETA: 48m 33s [2025-11-22T02:34:27.000902] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:27.000968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:27.005990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:27.007971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:27.008485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:27.009028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:27.009846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:27.010676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:27.011474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:27.093943] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.91%, Actual: 0.61% [2025-11-22T02:34:27.260791] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 4.15%, Actual: 1.36% [2025-11-22T02:34:27.428306] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 1.42% [2025-11-22T02:34:27.516777] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: 48m 34s [2025-11-22T02:34:27.517786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:27.517865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:27.523052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:27.524401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:27.527360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:27.528080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:27.533204] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 10.3s | Global ETA: 48m 34s [2025-11-22T02:34:27.534105] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:27.534167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:27.538953] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:27.541016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:27.594914] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 9.17%, Actual: 3.02% [2025-11-22T02:34:27.617053] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.77% | Symbol ETA: 32.6s | Global ETA: 48m 34s [2025-11-22T02:34:27.618404] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:27.618470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:27.623513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:27.625285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:27.625792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:27.626242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:27.627022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:27.627886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:27.628742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:27.762028] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -7.70%, Actual: 0.22% [2025-11-22T02:34:27.933876] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.69%, Actual: 13.03% [2025-11-22T02:34:27.934096] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.2988% [2025-11-22T02:34:27.934179] [INFO ] [main ] OGN: DISCARDED add_pct_change (score: 33.30%) [2025-11-22T02:34:27.934221] [INFO ] [main ] OGN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:34:27.934254] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_preclose_acceleration_mag'] [2025-11-22T02:34:27.934289] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:27.948785] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:27.950291] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:27.950722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:27.951571] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:27.953289] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:27.954813] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:27.955820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.093227] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 7.2s | Global ETA: 48m 34s [2025-11-22T02:34:28.094172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:28.094236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.099272] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:28.100570] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:28.103441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:28.104178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.114975] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 9.7s | Global ETA: 48m 34s [2025-11-22T02:34:28.115864] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:28.115926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.120628] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:28.122603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.228806] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.28% | Symbol ETA: 32.0s | Global ETA: 48m 34s [2025-11-22T02:34:28.229731] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:28.229810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.234605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:28.236344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:28.236824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:28.237251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:28.238006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:28.238842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:28.239688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.544410] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 2.10% | Symbol ETA: 11.9s | Global ETA: 48m 35s [2025-11-22T02:34:28.545393] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:28.545457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:28.546316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:28.548111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:28.549699] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:28.550723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.682523] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 6.6s | Global ETA: 48m 35s [2025-11-22T02:34:28.683471] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:28.683533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.688344] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:28.689620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:28.690690] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 9.1s | Global ETA: 48m 35s [2025-11-22T02:34:28.691568] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:28.691628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.692378] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:28.693096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.696466] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:28.698476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:28.843590] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -2.12% | Symbol ETA: 31.4s | Global ETA: 48m 35s [2025-11-22T02:34:28.844477] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:28.844541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:28.849275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:28.851039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:28.851492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:28.851943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:28.852686] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:28.853463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:28.854237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.146265] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 4.34% | Symbol ETA: 11.3s | Global ETA: 48m 35s [2025-11-22T02:34:29.147167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:29.147229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:29.148166] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:29.149846] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:29.151324] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:29.152324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.262715] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 6.0s | Global ETA: 48m 35s [2025-11-22T02:34:29.264075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:29.264139] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:29.269150] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:29.270179] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 8.6s | Global ETA: 48m 35s [2025-11-22T02:34:29.270426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:29.271065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:29.271151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:29.273154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:29.273901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.279275] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:29.281308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.436126] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.89% | Symbol ETA: 30.8s | Global ETA: 48m 35s [2025-11-22T02:34:29.437009] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:29.437072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:29.441820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:29.443530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:29.444006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:29.444430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:29.445165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:29.445971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:29.446745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.752772] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 10.8s | Global ETA: 48m 36s [2025-11-22T02:34:29.753752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:29.753826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:29.754726] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:29.756483] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:29.758031] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:29.759029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.853696] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.88% | Symbol ETA: 5.4s | Global ETA: 48m 36s [2025-11-22T02:34:29.854565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:29.854626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:29.859436] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:29.860732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:29.863436] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:29.864231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:29.865192] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 8.0s | Global ETA: 48m 36s [2025-11-22T02:34:29.866096] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:29.866156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:29.871011] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:29.873018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:30.031488] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 30.2s | Global ETA: 48m 36s [2025-11-22T02:34:30.032480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:30.032549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:30.037560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:30.039458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:30.039964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:30.040394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:30.041150] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:30.041978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:30.042755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:30.367106] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 10.2s | Global ETA: 48m 36s [2025-11-22T02:34:30.368101] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:30.368165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:30.369078] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:30.370878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:30.372578] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:30.373636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:30.439357] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 7.4s | Global ETA: 48m 36s [2025-11-22T02:34:30.440730] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:30.440792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:30.444853] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 4.8s | Global ETA: 48m 36s [2025-11-22T02:34:30.445584] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:34:30.447578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:30.618323] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:34:30.625306] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.77% | Symbol ETA: 29.6s | Global ETA: 48m 36s [2025-11-22T02:34:30.626194] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:30.626257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:30.631088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:30.632802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:30.633257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:30.633730] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:30.634501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:30.635320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:30.636104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:30.795480] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:34:30.996706] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.80% | Symbol ETA: 9.6s | Global ETA: 48m 37s [2025-11-22T02:34:30.997624] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:30.997706] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:30.998522] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:31.000214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:31.001726] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:31.002733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:31.023806] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 6.8s | Global ETA: 48m 37s [2025-11-22T02:34:31.024787] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:34:31.188093] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.54% [2025-11-22T02:34:31.196100] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:34:31.227459] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -6.90% | Symbol ETA: 28.9s | Global ETA: 48m 37s [2025-11-22T02:34:31.228773] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:34:31.228839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:31.233732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:31.235491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:31.235966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:31.236395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:31.237145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:31.237968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:31.238751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:31.356005] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 2.08% [2025-11-22T02:34:31.367047] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:31.523061] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.61% [2025-11-22T02:34:31.537504] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:34:31.594052] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 4.27% | Symbol ETA: 9.0s | Global ETA: 48m 37s [2025-11-22T02:34:31.594948] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:31.595009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:31.595877] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:31.597603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:31.599122] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:31.600152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:31.692186] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 3.64% [2025-11-22T02:34:31.708056] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:34:31.828525] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -1.44% | Symbol ETA: 28.3s | Global ETA: 48m 37s [2025-11-22T02:34:31.860327] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 1.57% [2025-11-22T02:34:31.897510] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:34:31.999012] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 3.04% [2025-11-22T02:34:32.028010] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 0.82% [2025-11-22T02:34:32.069209] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.88%, Actual: 1.65% [2025-11-22T02:34:32.167038] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.19% [2025-11-22T02:34:32.196530] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.58% | Symbol ETA: 8.4s | Global ETA: 48m 38s [2025-11-22T02:34:32.196628] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.89% [2025-11-22T02:34:32.197515] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:32.197581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:32.198440] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:32.200152] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:32.201997] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:32.203009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:32.235756] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:34:32.235969] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5732% [2025-11-22T02:34:32.236056] [INFO ] [main ] LND: DISCARDED add_prev_close_to_open (score: 34.57%) [2025-11-22T02:34:32.236101] [INFO ] [main ] LND: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:34:32.236134] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_prior_day_tail_pressure'] [2025-11-22T02:34:32.236168] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:32.248137] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:32.249468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:32.249532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:32.254320] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:32.255564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:32.258755] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:32.261407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:32.333960] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.77%, Actual: 4.83% [2025-11-22T02:34:32.371885] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.00% [2025-11-22T02:34:32.503849] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.28%, Actual: 7.29% [2025-11-22T02:34:32.550476] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.09% [2025-11-22T02:34:32.670380] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 0.68% [2025-11-22T02:34:32.722212] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.15% [2025-11-22T02:34:32.722412] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 31.9812% [2025-11-22T02:34:32.722494] [INFO ] [main ] CCIF: DISCARDED add_pct_change (score: 31.98%) [2025-11-22T02:34:32.722540] [INFO ] [main ] CCIF: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:34:32.722574] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_preclose_acceleration_mag'] [2025-11-22T02:34:32.722612] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:32.736101] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:32.737435] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:32.737497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:32.742417] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:32.743528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:32.797436] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 7.8s | Global ETA: 48m 38s [2025-11-22T02:34:32.798351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:32.798426] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:32.799315] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:32.801038] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:32.802517] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:32.803542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:32.830964] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 9.7s | Global ETA: 48m 38s [2025-11-22T02:34:32.831852] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:32.831914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:32.836731] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:32.837970] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:32.840155] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.89%, Actual: 6.70% [2025-11-22T02:34:32.840609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:32.843328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.009849] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.22% [2025-11-22T02:34:33.178403] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.77%, Actual: 4.88% [2025-11-22T02:34:33.318322] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 11.2s | Global ETA: 48m 38s [2025-11-22T02:34:33.319245] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:33.319308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:33.324205] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:33.325281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.345592] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -6.90%, Actual: 4.51% [2025-11-22T02:34:33.391707] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -11.50% | Symbol ETA: 7.2s | Global ETA: 48m 38s [2025-11-22T02:34:33.392572] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:33.392633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:33.393467] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:33.395138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:33.396667] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:33.397750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.414124] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 9.1s | Global ETA: 48m 38s [2025-11-22T02:34:33.415006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:33.415069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:33.420090] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:33.421373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:33.424076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:33.426782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.513732] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -1.44%, Actual: 1.89% [2025-11-22T02:34:33.513923] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 59.1620% [2025-11-22T02:34:33.514028] [INFO ] [main ] LVWR: KEPT add_gaps (score: 59.16%) [2025-11-22T02:34:33.514072] [INFO ] [main ] LVWR: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:34:33.514105] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_intraday_skewness_proxies'] [2025-11-22T02:34:33.514141] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:33.527542] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:33.528826] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:33.528890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:33.533817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:33.535569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:33.536049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:33.536481] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:33.537223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:33.538108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:33.538929] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:33.540178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.912227] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 10.7s | Global ETA: 48m 39s [2025-11-22T02:34:33.913154] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:33.913216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:33.918335] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:33.919472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:33.992392] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 23.06% | Symbol ETA: 6.6s | Global ETA: 48m 39s [2025-11-22T02:34:33.997579] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 8.5s | Global ETA: 48m 39s [2025-11-22T02:34:33.998448] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:33.998511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:34.003242] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:34.004487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:34.007124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:34.010232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:34.132448] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.33% | Symbol ETA: 28.7s | Global ETA: 48m 39s [2025-11-22T02:34:34.133350] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:34.133419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:34.138469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:34.140227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:34.140709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:34.141156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:34.141905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:34.142704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:34.143469] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:34.144684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:34.161092] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 2.10%, Actual: 2.53% [2025-11-22T02:34:34.329224] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 4.34%, Actual: 1.22% [2025-11-22T02:34:34.495804] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 10.1s | Global ETA: 48m 39s [2025-11-22T02:34:34.496689] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:34.496749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:34.498688] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.44%, Actual: 2.32% [2025-11-22T02:34:34.501668] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:34.502788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:34.576613] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.62% | Symbol ETA: 7.9s | Global ETA: 48m 39s [2025-11-22T02:34:34.577562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:34.577624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:34.582469] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:34.583765] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:34.586543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:34.589395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:34.668680] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 0.02% [2025-11-22T02:34:34.732876] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.82% | Symbol ETA: 28.1s | Global ETA: 48m 40s [2025-11-22T02:34:34.733801] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:34.733865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:34.738621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:34.740429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:34.740912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:34.741335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:34.742087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:34.742898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:34.743721] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:34.744937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:34.840454] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.80%, Actual: 0.61% [2025-11-22T02:34:35.011262] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 4.27%, Actual: 1.36% [2025-11-22T02:34:35.067370] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 9.5s | Global ETA: 48m 40s [2025-11-22T02:34:35.068263] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:35.068354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.076699] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:35.077827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.164698] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 48m 40s [2025-11-22T02:34:35.165569] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:35.165630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.170541] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:35.171866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:35.174499] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:35.177173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.183928] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.58%, Actual: 1.42% [2025-11-22T02:34:35.341475] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -4.06% | Symbol ETA: 27.5s | Global ETA: 48m 40s [2025-11-22T02:34:35.342389] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:35.342467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.347674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:35.349427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:35.349909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:35.350332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:35.351085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:35.351894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:35.352676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:35.353208] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 3.02% [2025-11-22T02:34:35.353928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.522384] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -11.50%, Actual: 0.22% [2025-11-22T02:34:35.646184] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 8.9s | Global ETA: 48m 40s [2025-11-22T02:34:35.647120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:35.647191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.652269] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:35.653401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.691271] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 23.06%, Actual: 13.03% [2025-11-22T02:34:35.691502] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 37.3787% [2025-11-22T02:34:35.691586] [INFO ] [main ] OGN: DISCARDED add_preclose_acceleration_mag (score: 37.38%) [2025-11-22T02:34:35.691628] [INFO ] [main ] OGN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:34:35.691687] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prev_1100_to_open'] [2025-11-22T02:34:35.691725] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:35.705540] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:35.706917] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:35.706979] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:35.707925] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:35.709722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:35.711214] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:35.711945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.751557] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 6.8s | Global ETA: 48m 40s [2025-11-22T02:34:35.752460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:35.752529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.757314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:35.758581] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:35.761205] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:35.763892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:35.944660] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 26.9s | Global ETA: 48m 40s [2025-11-22T02:34:35.945548] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:35.945612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:35.950446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:35.952185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:35.952667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:35.953097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:35.953841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:35.954622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:35.955404] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:35.956606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.217130] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 8.3s | Global ETA: 48m 41s [2025-11-22T02:34:36.218189] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:36.218252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:36.223026] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:36.224095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.324294] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -4.47% | Symbol ETA: 11.3s | Global ETA: 48m 41s [2025-11-22T02:34:36.325205] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:36.325267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:36.326116] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:36.327877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:36.329407] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:36.330128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.332416] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 6.2s | Global ETA: 48m 41s [2025-11-22T02:34:36.333287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:36.333350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:36.338148] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:36.339402] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:36.342210] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:36.344894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.547294] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.81% | Symbol ETA: 26.3s | Global ETA: 48m 41s [2025-11-22T02:34:36.548247] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:36.548312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:36.553102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:36.554927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:36.555392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:36.555840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:36.556578] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:36.557418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:36.558205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:36.559409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.779627] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 7.7s | Global ETA: 48m 41s [2025-11-22T02:34:36.780547] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:36.780607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:36.785288] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:36.786335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.934154] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 10.6s | Global ETA: 48m 41s [2025-11-22T02:34:36.935106] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:36.935168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:36.936021] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:36.937780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:36.939318] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:36.939749] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.92% | Symbol ETA: 5.6s | Global ETA: 48m 41s [2025-11-22T02:34:36.940055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:36.940821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:36.940892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:36.946068] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:36.947474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:36.950469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:36.953351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.161404] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.52% | Symbol ETA: 25.7s | Global ETA: 48m 41s [2025-11-22T02:34:37.162344] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:37.162409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:37.167138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:37.169072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:37.169560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:37.170001] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:37.170728] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:37.171500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:37.172271] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:37.173491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.349696] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 7.1s | Global ETA: 48m 42s [2025-11-22T02:34:37.350593] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:37.350674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:37.355403] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:37.356468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.532143] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.52% | Symbol ETA: 5.0s | Global ETA: 48m 42s [2025-11-22T02:34:37.533198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:37.533264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:37.538206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:37.539520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:37.540553] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 1.32% | Symbol ETA: 10.0s | Global ETA: 48m 42s [2025-11-22T02:34:37.541803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:37.541864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:37.542309] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:37.542705] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:37.544391] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:37.545038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.545900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:37.546570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.755594] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 7.57% | Symbol ETA: 25.1s | Global ETA: 48m 42s [2025-11-22T02:34:37.756515] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:37.756586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:37.761394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:37.763129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:37.763614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:37.764059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:37.764794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:37.765579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:37.766358] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:37.767587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:37.924973] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 6.5s | Global ETA: 48m 42s [2025-11-22T02:34:37.925942] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:37.926003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:37.930888] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:34:37.931944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:38.142440] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.65% | Symbol ETA: 9.3s | Global ETA: 48m 42s [2025-11-22T02:34:38.143342] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:38.143405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:38.144249] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:38.145960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:38.146661] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 4.4s | Global ETA: 48m 42s [2025-11-22T02:34:38.147516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:38.148208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:38.335377] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 1.16% [2025-11-22T02:34:38.357531] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.69% | Symbol ETA: 24.5s | Global ETA: 48m 42s [2025-11-22T02:34:38.358449] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:38.358513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:38.363329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:38.365062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:38.365552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:38.365997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:38.366770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:38.367610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:38.368388] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:38.370024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:38.514296] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 0.02% [2025-11-22T02:34:38.519075] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 6.0s | Global ETA: 48m 42s [2025-11-22T02:34:38.689420] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.42%, Actual: 0.24% [2025-11-22T02:34:38.690006] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:34:38.740279] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -8.82% | Symbol ETA: 8.7s | Global ETA: 48m 43s [2025-11-22T02:34:38.741185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:38.741247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:38.742109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:38.743833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:38.745319] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:38.746047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:38.861049] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:34:38.880910] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 1.27% [2025-11-22T02:34:38.960899] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -2.22% | Symbol ETA: 23.9s | Global ETA: 48m 43s [2025-11-22T02:34:38.961859] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:38.961922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:38.966735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:38.968486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:38.968985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:38.969413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:38.970173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:38.970972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:38.971747] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:38.972995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:39.033116] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:34:39.083452] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:39.213662] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:34:39.252925] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 1.68% [2025-11-22T02:34:39.360983] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 8.1s | Global ETA: 48m 43s [2025-11-22T02:34:39.361897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:39.361959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:39.362801] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:39.364466] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:39.365951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:39.366620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:39.383539] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:34:39.426990] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.92% [2025-11-22T02:34:39.550085] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:34:39.553547] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.17% | Symbol ETA: 23.3s | Global ETA: 48m 43s [2025-11-22T02:34:39.601410] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.92%, Actual: 1.27% [2025-11-22T02:34:39.719666] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:34:39.720604] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.33%, Actual: 3.04% [2025-11-22T02:34:39.780698] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.52%, Actual: 1.65% [2025-11-22T02:34:39.887253] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.82%, Actual: 1.19% [2025-11-22T02:34:39.887433] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:34:39.955896] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 7.5s | Global ETA: 48m 44s [2025-11-22T02:34:39.956826] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:39.956888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:39.957754] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:39.959425] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:39.960936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:39.961605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:39.965542] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 1.90% [2025-11-22T02:34:39.965858] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.4519% [2025-11-22T02:34:39.965979] [INFO ] [main ] LND: DISCARDED add_prior_day_tail_pressure (score: 39.45%) [2025-11-22T02:34:39.966027] [INFO ] [main ] LND: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:34:39.966060] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_prior_mag_lag'] [2025-11-22T02:34:39.966098] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:39.980169] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:39.982324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:39.982393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:39.987838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:39.989177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:39.992160] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:39.994005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:40.053716] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -4.06%, Actual: 4.83% [2025-11-22T02:34:40.056838] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:34:40.219825] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 7.29% [2025-11-22T02:34:40.225635] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.15% [2025-11-22T02:34:40.225871] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 37.3295% [2025-11-22T02:34:40.225957] [INFO ] [main ] CCIF: DISCARDED add_preclose_acceleration_mag (score: 37.33%) [2025-11-22T02:34:40.226000] [INFO ] [main ] CCIF: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:34:40.226031] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_prev_1100_to_open'] [2025-11-22T02:34:40.226065] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:40.238536] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:40.239856] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:40.239917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:40.244664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:40.245383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:40.385528] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.81%, Actual: 0.68% [2025-11-22T02:34:40.553351] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.52%, Actual: 6.70% [2025-11-22T02:34:40.556992] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 6.48% | Symbol ETA: 6.9s | Global ETA: 48m 44s [2025-11-22T02:34:40.557963] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:40.558027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:40.558882] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:40.560616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:40.562150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:40.562863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:40.624072] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.14% | Symbol ETA: 9.9s | Global ETA: 48m 44s [2025-11-22T02:34:40.625079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:40.625144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:40.630451] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:40.631841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:40.634960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:40.637005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:40.721185] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 7.57%, Actual: 0.22% [2025-11-22T02:34:40.815204] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 10.7s | Global ETA: 48m 44s [2025-11-22T02:34:40.816168] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:40.816263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:40.825058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:40.825901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:40.889814] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.69%, Actual: 4.88% [2025-11-22T02:34:41.057978] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -2.22%, Actual: 4.51% [2025-11-22T02:34:41.161291] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -12.66% | Symbol ETA: 6.3s | Global ETA: 48m 45s [2025-11-22T02:34:41.162224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:41.162287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:41.163145] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:41.164896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:41.166426] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:41.167142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:41.223863] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.17%, Actual: 1.89% [2025-11-22T02:34:41.224091] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 41.9838% [2025-11-22T02:34:41.224144] [INFO ] [main ] LVWR: DISCARDED add_intraday_skewness_proxies (score: 41.98%) [2025-11-22T02:34:41.224181] [INFO ] [main ] LVWR: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:34:41.224213] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_intraday_volatility_percentile'] [2025-11-22T02:34:41.224249] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:41.237978] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:41.239367] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:41.239430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.244244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:41.246043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:41.246531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:41.246989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:41.247761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:41.248621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:41.249400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:41.274032] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 9.3s | Global ETA: 48m 45s [2025-11-22T02:34:41.275105] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:41.275173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.280310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:41.281703] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:41.284508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:41.286239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:41.335485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:41.409660] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 10.2s | Global ETA: 48m 45s [2025-11-22T02:34:41.410605] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:41.410688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.415713] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:41.416445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:41.764839] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 12.16% | Symbol ETA: 5.7s | Global ETA: 48m 45s [2025-11-22T02:34:41.917608] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 8.6s | Global ETA: 48m 45s [2025-11-22T02:34:41.918822] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:41.918899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.924796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:41.926241] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:41.928388] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.47% | Symbol ETA: 27.1s | Global ETA: 48m 45s [2025-11-22T02:34:41.929359] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:41.929450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.929495] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:41.931504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:41.934817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:41.936068] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -4.47%, Actual: 2.53% [2025-11-22T02:34:41.936631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:41.937184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:41.937718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:41.938464] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:41.939295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:41.940134] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:41.982673] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 9.6s | Global ETA: 48m 45s [2025-11-22T02:34:41.983592] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:41.983680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:41.988567] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:41.989296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:42.027865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:42.104163] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 1.22% [2025-11-22T02:34:42.272029] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 1.32%, Actual: 2.32% [2025-11-22T02:34:42.440371] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.65%, Actual: 0.02% [2025-11-22T02:34:42.568534] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 9.0s | Global ETA: 48m 46s [2025-11-22T02:34:42.569451] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:42.569512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:42.572209] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.79% | Symbol ETA: 8.0s | Global ETA: 48m 46s [2025-11-22T02:34:42.573251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:42.573315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:42.574262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:42.574982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:42.578321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:42.579786] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:42.582661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:42.584261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:42.609448] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -8.82%, Actual: 0.61% [2025-11-22T02:34:42.628742] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.46% | Symbol ETA: 26.5s | Global ETA: 48m 46s [2025-11-22T02:34:42.629696] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:42.629760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:42.634458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:42.636233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:42.636712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:42.637134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:42.637898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:42.638799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:42.639572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:42.722941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:42.778780] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.52%, Actual: 1.36% [2025-11-22T02:34:42.946291] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 1.42% [2025-11-22T02:34:43.118113] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 6.48%, Actual: 3.02% [2025-11-22T02:34:43.136282] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 8.4s | Global ETA: 48m 46s [2025-11-22T02:34:43.137181] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:43.137242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:43.141990] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:43.142713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:43.164028] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 48m 46s [2025-11-22T02:34:43.164940] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:43.165003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:43.169824] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:43.171076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:43.173801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:43.175359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:43.283291] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -12.66%, Actual: 0.22% [2025-11-22T02:34:43.307591] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -5.68% | Symbol ETA: 25.8s | Global ETA: 48m 46s [2025-11-22T02:34:43.308474] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:43.308552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:43.313388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:43.315221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:43.315721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:43.316163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:43.316969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:43.317876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:43.318711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:43.406575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:43.452860] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 12.16%, Actual: 13.03% [2025-11-22T02:34:43.453066] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.7496% [2025-11-22T02:34:43.453157] [INFO ] [main ] OGN: DISCARDED add_prev_1100_to_open (score: 33.75%) [2025-11-22T02:34:43.453201] [INFO ] [main ] OGN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:34:43.453232] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_1100'] [2025-11-22T02:34:43.453266] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:43.467031] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:43.468364] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:43.468427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:43.469324] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:43.471069] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:43.472565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:43.473295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:43.705253] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 7.8s | Global ETA: 48m 47s [2025-11-22T02:34:43.706209] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:43.706268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:43.711023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:43.711764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:43.769360] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 6.6s | Global ETA: 48m 47s [2025-11-22T02:34:43.770479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:43.770545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:43.775734] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:43.777121] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:43.780597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:43.782381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.003672] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.85% | Symbol ETA: 25.1s | Global ETA: 48m 47s [2025-11-22T02:34:44.005268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:44.005334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:44.010361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:44.012164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:44.012633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:44.013094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:44.013851] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:44.014669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:44.015449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:44.072187] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.28% | Symbol ETA: 10.7s | Global ETA: 48m 47s [2025-11-22T02:34:44.073152] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:44.073214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:44.074050] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:44.075739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:44.077308] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:44.078047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.103178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.279244] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 7.2s | Global ETA: 48m 47s [2025-11-22T02:34:44.280150] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:44.280210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:44.285051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:44.285811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.409112] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 6.0s | Global ETA: 48m 47s [2025-11-22T02:34:44.410200] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:44.410269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:44.415520] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:44.416939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:44.419889] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:44.421565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.710920] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.17% | Symbol ETA: 24.4s | Global ETA: 48m 47s [2025-11-22T02:34:44.711890] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:44.711955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:44.716808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:44.718664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:44.719136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:44.719570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:44.720332] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:44.721165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:44.722015] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:44.728773] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 3.86% | Symbol ETA: 10.3s | Global ETA: 48m 47s [2025-11-22T02:34:44.729815] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:44.729888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:44.730914] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:44.732873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:44.734588] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:44.735472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.808550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:44.872400] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 6.7s | Global ETA: 48m 47s [2025-11-22T02:34:44.873294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:44.873377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:44.878153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:44.878909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.039022] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 5.4s | Global ETA: 48m 48s [2025-11-22T02:34:45.040097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:45.040166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:45.045281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:45.046590] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:45.049520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:45.051188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.352284] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -5.66% | Symbol ETA: 9.7s | Global ETA: 48m 48s [2025-11-22T02:34:45.353283] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:45.353349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:45.354247] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:45.355978] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:45.357525] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:45.358275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.412248] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.04% | Symbol ETA: 23.7s | Global ETA: 48m 48s [2025-11-22T02:34:45.413196] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:45.413259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:45.418018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:45.419803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:45.420270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:45.420717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:45.421482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:45.422293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:45.423069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:45.441073] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 6.1s | Global ETA: 48m 48s [2025-11-22T02:34:45.441997] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:45.442059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:45.446837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:34:45.447598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.511333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.663029] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 4.7s | Global ETA: 48m 48s [2025-11-22T02:34:45.664067] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:45.664132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:45.669159] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:45.670488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:45.673374] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:34:45.675024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:45.981625] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 3.06% | Symbol ETA: 9.0s | Global ETA: 48m 48s [2025-11-22T02:34:45.982565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:45.982629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:45.983501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:45.985236] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:45.986861] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:45.987618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:46.011017] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 5.5s | Global ETA: 48m 48s [2025-11-22T02:34:46.145839] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.73% | Symbol ETA: 23.0s | Global ETA: 48m 48s [2025-11-22T02:34:46.146874] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:46.146943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:46.152067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:46.153944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:46.154440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:46.154960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:46.155748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:46.156597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:46.157437] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:46.180499] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:34:46.245485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:46.266589] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 4.1s | Global ETA: 48m 49s [2025-11-22T02:34:46.348484] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:34:46.441036] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.14%, Actual: 1.16% [2025-11-22T02:34:46.514512] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:34:46.591505] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.66% | Symbol ETA: 8.4s | Global ETA: 48m 49s [2025-11-22T02:34:46.592410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:46.592471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:46.593458] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:46.595144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:46.596608] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:46.597333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:46.617196] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 0.02% [2025-11-22T02:34:46.681805] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:34:46.791175] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.24% [2025-11-22T02:34:46.835586] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -4.80% | Symbol ETA: 22.3s | Global ETA: 48m 49s [2025-11-22T02:34:46.836500] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:46.836566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:46.841873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:46.843716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:46.844279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:46.844765] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:46.845503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:46.846356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:46.847153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:46.849847] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:34:46.935208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:46.974303] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.79%, Actual: 1.27% [2025-11-22T02:34:47.017612] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 0.82% [2025-11-22T02:34:47.159222] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:47.185533] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:34:47.201397] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 9.36% | Symbol ETA: 7.7s | Global ETA: 48m 49s [2025-11-22T02:34:47.202688] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:47.202755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:47.203592] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:47.205284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:47.206773] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:47.207468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:47.347260] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:34:47.354975] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:34:47.521985] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 21.6s | Global ETA: 48m 50s [2025-11-22T02:34:47.522881] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:47.522945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:47.524504] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:34:47.524557] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.92% [2025-11-22T02:34:47.527751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:47.529465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:47.529966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:47.530421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:47.531369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:47.532477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:47.533351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:34:47.621595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:47.692379] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:34:47.692584] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.2972% [2025-11-22T02:34:47.692682] [INFO ] [main ] CCIF: DISCARDED add_prev_1100_to_open (score: 39.30%) [2025-11-22T02:34:47.692727] [INFO ] [main ] CCIF: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:34:47.692759] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_prev_close_to_1100'] [2025-11-22T02:34:47.692814] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:47.700911] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 1.27% [2025-11-22T02:34:47.706020] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:47.707367] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:47.707427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:47.712435] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:47.713188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:47.845808] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -3.07% | Symbol ETA: 7.1s | Global ETA: 48m 50s [2025-11-22T02:34:47.846717] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:47.846779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:47.847613] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:47.849287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:47.850780] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:47.851449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:47.893588] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 1.65% [2025-11-22T02:34:48.075142] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 1.90% [2025-11-22T02:34:48.075426] [INFO ] [main ] LND: Magnitude Forecast Confidence: 42.4273% [2025-11-22T02:34:48.075537] [INFO ] [main ] LND: DISCARDED add_prior_mag_lag (score: 42.43%) [2025-11-22T02:34:48.075583] [INFO ] [main ] LND: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:34:48.075619] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:34:48.075678] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:48.088927] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:48.091030] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:48.091095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:48.096158] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:48.097459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:48.100229] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:48.102611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:48.220519] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 3.52% | Symbol ETA: 20.9s | Global ETA: 48m 50s [2025-11-22T02:34:48.270586] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 10.1s | Global ETA: 48m 50s [2025-11-22T02:34:48.271487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:48.271548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:48.276322] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:48.277070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:48.390460] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.47%, Actual: 3.04% [2025-11-22T02:34:48.435068] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 9.78% | Symbol ETA: 6.5s | Global ETA: 48m 50s [2025-11-22T02:34:48.435992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:48.436054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:48.436905] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:48.438612] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:48.440112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:48.440806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:48.557891] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.46%, Actual: 1.19% [2025-11-22T02:34:48.696999] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 9.4s | Global ETA: 48m 50s [2025-11-22T02:34:48.698080] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:48.698145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:48.702995] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:48.704272] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:48.707174] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:48.709558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:48.726366] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -5.68%, Actual: 4.83% [2025-11-22T02:34:48.862075] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 9.7s | Global ETA: 48m 51s [2025-11-22T02:34:48.862985] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:48.863045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:48.867741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:48.868430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:48.895237] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.85%, Actual: 7.29% [2025-11-22T02:34:49.038284] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.89% | Symbol ETA: 5.9s | Global ETA: 48m 51s [2025-11-22T02:34:49.039192] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:49.039253] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:49.040098] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:49.041782] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:49.043241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:49.043931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:49.069615] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.17%, Actual: 0.68% [2025-11-22T02:34:49.250575] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.04%, Actual: 6.70% [2025-11-22T02:34:49.314671] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 8.8s | Global ETA: 48m 51s [2025-11-22T02:34:49.317140] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:49.317227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:49.329238] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:49.330807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:49.333855] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:49.336460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:49.419416] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.73%, Actual: 0.22% [2025-11-22T02:34:49.428652] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 9.1s | Global ETA: 48m 51s [2025-11-22T02:34:49.429536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:49.429619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:49.434365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:49.435154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:49.586885] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -4.80%, Actual: 4.88% [2025-11-22T02:34:49.629112] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 16.68% | Symbol ETA: 5.3s | Global ETA: 48m 51s [2025-11-22T02:34:49.758158] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 4.51% [2025-11-22T02:34:49.796912] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.28%, Actual: 2.53% [2025-11-22T02:34:49.925557] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 3.52%, Actual: 1.89% [2025-11-22T02:34:49.925788] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 44.7771% [2025-11-22T02:34:49.925877] [INFO ] [main ] LVWR: DISCARDED add_intraday_volatility_percentile (score: 44.78%) [2025-11-22T02:34:49.925918] [INFO ] [main ] LVWR: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:34:49.925951] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_last_hour_momentum_mag'] [2025-11-22T02:34:49.925986] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:49.933402] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.99% | Symbol ETA: 8.2s | Global ETA: 48m 51s [2025-11-22T02:34:49.934443] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:49.934508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:49.939556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:49.940036] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:49.941316] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:49.941379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:49.941435] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:49.944477] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:49.946199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:49.947110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:49.948157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:49.948662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:49.949144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:49.949993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:49.950855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:49.951781] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:49.952475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:49.962554] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 3.86%, Actual: 1.22% [2025-11-22T02:34:50.029300] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 8.5s | Global ETA: 48m 51s [2025-11-22T02:34:50.030226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:50.030286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:50.034988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:50.035694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:50.126512] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -5.66%, Actual: 2.32% [2025-11-22T02:34:50.348326] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 3.06%, Actual: 0.02% [2025-11-22T02:34:50.512722] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.66%, Actual: 0.61% [2025-11-22T02:34:50.540577] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.58% | Symbol ETA: 7.6s | Global ETA: 48m 52s [2025-11-22T02:34:50.541681] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:50.541748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:50.546976] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:50.548383] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:50.550675] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -4.07% | Symbol ETA: 27.0s | Global ETA: 48m 52s [2025-11-22T02:34:50.551302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:50.551550] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:50.551616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:50.553980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:50.556468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:50.559710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:50.560463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:50.561111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:50.562128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:50.563245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:50.564289] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:50.565161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:50.604265] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 8.0s | Global ETA: 48m 52s [2025-11-22T02:34:50.605184] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:50.605244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:50.610292] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:50.611010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:50.680208] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 9.36%, Actual: 1.36% [2025-11-22T02:34:50.846750] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -3.07%, Actual: 1.42% [2025-11-22T02:34:51.013293] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 9.78%, Actual: 3.02% [2025-11-22T02:34:51.160949] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -7.67% | Symbol ETA: 26.3s | Global ETA: 48m 52s [2025-11-22T02:34:51.161908] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:51.161971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.166692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:51.168511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:51.169393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:51.169863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:51.170124] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 7.4s | Global ETA: 48m 52s [2025-11-22T02:34:51.170632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:51.170979] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:51.171041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.171470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:51.172279] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:51.173137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.176047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:51.176832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.179862] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.89%, Actual: 0.22% [2025-11-22T02:34:51.195780] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.0s | Global ETA: 48m 52s [2025-11-22T02:34:51.196939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:51.197007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.202633] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:51.204097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:51.207102] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:51.209869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.346528] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 16.68%, Actual: 13.03% [2025-11-22T02:34:51.346745] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 31.4341% [2025-11-22T02:34:51.346833] [INFO ] [main ] OGN: DISCARDED add_prev_close_to_1100 (score: 31.43%) [2025-11-22T02:34:51.346875] [INFO ] [main ] OGN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:34:51.346906] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prev_close_to_open'] [2025-11-22T02:34:51.346940] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:51.360494] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:51.362033] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:51.362095] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:51.362960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:51.364664] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:51.366139] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:51.366835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.747373] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 6.8s | Global ETA: 48m 53s [2025-11-22T02:34:51.748284] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:51.748345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.753085] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:51.754147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.771428] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.23% | Symbol ETA: 25.7s | Global ETA: 48m 53s [2025-11-22T02:34:51.772363] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:51.772427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.777586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:51.779355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:51.779840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:51.780265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:51.781017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:51.781883] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:51.782659] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:51.783279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.829852] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 6.4s | Global ETA: 48m 53s [2025-11-22T02:34:51.830941] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:51.831008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:51.836338] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:51.837722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:51.840672] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:51.843153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:51.953741] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.56% | Symbol ETA: 10.3s | Global ETA: 48m 53s [2025-11-22T02:34:51.954676] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:51.954737] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:51.955585] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:51.957353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:51.958894] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:51.959568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.352901] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 6.2s | Global ETA: 48m 53s [2025-11-22T02:34:52.353851] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:52.353913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:52.358806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:52.359525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.368372] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 25.1s | Global ETA: 48m 53s [2025-11-22T02:34:52.369280] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:52.369344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:52.374067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:52.375816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:52.376276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:52.376724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:52.377473] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:52.378319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:52.379103] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:52.379758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.452896] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 5.8s | Global ETA: 48m 53s [2025-11-22T02:34:52.454211] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:52.454286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:52.460838] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:52.462680] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:52.466552] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:52.470255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.546918] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 9.7s | Global ETA: 48m 53s [2025-11-22T02:34:52.547905] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:52.547970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:52.548821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:52.550531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:52.552039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:52.552736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.933961] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 5.6s | Global ETA: 48m 54s [2025-11-22T02:34:52.934961] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:52.935032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:52.940242] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:34:52.941099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:52.961324] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -4.74% | Symbol ETA: 24.5s | Global ETA: 48m 54s [2025-11-22T02:34:52.962237] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:52.962301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:52.967099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:52.968898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:52.969359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:52.969810] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:52.970523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:52.971326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:52.972112] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:52.972760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.080347] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 5.2s | Global ETA: 48m 54s [2025-11-22T02:34:53.081451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:53.081518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:53.086539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:53.087887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:53.090884] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:53.093290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.141270] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 9.1s | Global ETA: 48m 54s [2025-11-22T02:34:53.142173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:53.142234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:53.143080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:53.144756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:53.146228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:53.146913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.535149] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 5.1s | Global ETA: 48m 54s [2025-11-22T02:34:53.555727] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.97% | Symbol ETA: 23.9s | Global ETA: 48m 54s [2025-11-22T02:34:53.556608] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:53.556693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:53.561438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:53.563151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:53.563625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:53.564073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:53.564847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:53.565620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:53.566395] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:53.567037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.679608] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.97% | Symbol ETA: 4.6s | Global ETA: 48m 54s [2025-11-22T02:34:53.680775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:53.680879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:53.686415] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:53.692353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:53.696188] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:34:53.699505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.717175] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:34:53.737494] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 8.5s | Global ETA: 48m 54s [2025-11-22T02:34:53.738444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:53.738508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:53.739375] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:53.741170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:53.742694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:53.743383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:53.895469] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:34:54.104878] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:34:54.169338] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 7.76% | Symbol ETA: 23.3s | Global ETA: 48m 55s [2025-11-22T02:34:54.170347] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:54.170421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:54.175535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:54.177478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:54.178053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:54.178502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:54.179298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:54.180132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:54.180937] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:54.181588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:54.278799] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 3.64% [2025-11-22T02:34:54.319682] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 3.9s | Global ETA: 48m 55s [2025-11-22T02:34:54.345535] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -3.22% | Symbol ETA: 7.9s | Global ETA: 48m 55s [2025-11-22T02:34:54.346478] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:54.346540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:54.347397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:54.349109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:54.350566] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:54.351249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:54.460367] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:34:54.491757] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:34:54.625590] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:34:54.679227] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.02% [2025-11-22T02:34:54.792051] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.89% [2025-11-22T02:34:54.809997] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -9.15% | Symbol ETA: 22.7s | Global ETA: 48m 55s [2025-11-22T02:34:54.810927] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:54.810992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:54.816021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:54.817933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:54.818463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:54.818951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:54.819755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:54.820555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:54.821353] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:54.822088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:54.857794] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.99%, Actual: 0.24% [2025-11-22T02:34:54.938512] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.42% | Symbol ETA: 7.3s | Global ETA: 48m 55s [2025-11-22T02:34:54.939440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:54.939501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:54.940344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:54.942025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:54.943555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:54.944247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:54.960973] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 1.00% [2025-11-22T02:34:55.028319] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.58%, Actual: 1.27% [2025-11-22T02:34:55.128447] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:34:55.205482] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:34:55.306989] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 0.15% [2025-11-22T02:34:55.307207] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 42.5072% [2025-11-22T02:34:55.307312] [INFO ] [main ] CCIF: DISCARDED add_prev_close_to_1100 (score: 42.51%) [2025-11-22T02:34:55.307385] [INFO ] [main ] CCIF: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:34:55.307419] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_prev_close_to_open'] [2025-11-22T02:34:55.307455] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:34:55.320220] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:55.321583] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:55.321672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:55.326610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:55.327423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:55.379931] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:34:55.425958] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 22.1s | Global ETA: 48m 56s [2025-11-22T02:34:55.426894] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:55.426958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:55.431874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:55.433695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:55.434183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:55.434610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:55.435363] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:55.436179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:55.436968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:34:55.437622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:55.529975] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 4.37% | Symbol ETA: 6.7s | Global ETA: 48m 56s [2025-11-22T02:34:55.531025] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:55.531094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:55.532005] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:55.533831] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:55.535417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:55.536153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:55.550311] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.92% [2025-11-22T02:34:55.723917] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 1.27% [2025-11-22T02:34:55.897047] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.97%, Actual: 1.65% [2025-11-22T02:34:55.921584] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 10.2s | Global ETA: 48m 56s [2025-11-22T02:34:55.922506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:55.922566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:55.927316] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:55.928046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.028414] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.98% | Symbol ETA: 21.5s | Global ETA: 48m 56s [2025-11-22T02:34:56.070241] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 1.90% [2025-11-22T02:34:56.070542] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.7045% [2025-11-22T02:34:56.070678] [INFO ] [main ] LND: DISCARDED add_range_overlap_v_prior_day (score: 40.70%) [2025-11-22T02:34:56.070759] [INFO ] [main ] LND: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:34:56.070795] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_range_volume_efficiency'] [2025-11-22T02:34:56.070833] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:34:56.084169] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:56.085803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:56.085869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:56.090959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:56.092294] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:56.095130] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:56.097477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.128144] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 5.67% | Symbol ETA: 6.1s | Global ETA: 48m 56s [2025-11-22T02:34:56.129122] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:56.129186] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:56.130052] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:56.131819] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:56.133333] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:56.134057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.199985] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -4.07%, Actual: 3.04% [2025-11-22T02:34:56.370986] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -7.67%, Actual: 1.19% [2025-11-22T02:34:56.491805] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 9.4s | Global ETA: 48m 57s [2025-11-22T02:34:56.492706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:56.492766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:56.497504] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:56.498215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.540628] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 4.83% [2025-11-22T02:34:56.688777] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 9.0s | Global ETA: 48m 57s [2025-11-22T02:34:56.689836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:56.689904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:56.695097] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:56.696421] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:56.699463] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:56.701808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.708165] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -2.18%, Actual: 7.29% [2025-11-22T02:34:56.732715] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.64% | Symbol ETA: 5.5s | Global ETA: 48m 57s [2025-11-22T02:34:56.733973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:56.734036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:56.734936] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:56.736671] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:56.738199] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:56.738955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:56.876884] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -4.74%, Actual: 0.68% [2025-11-22T02:34:57.045559] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.97%, Actual: 6.70% [2025-11-22T02:34:57.054370] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 8.8s | Global ETA: 48m 57s [2025-11-22T02:34:57.055250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:57.055311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:57.060162] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:57.060875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:57.212986] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 7.76%, Actual: 0.22% [2025-11-22T02:34:57.295773] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 8.4s | Global ETA: 48m 57s [2025-11-22T02:34:57.296659] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:57.296721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:57.301524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:57.302774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:57.305522] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:57.307673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:57.331706] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 14.74% | Symbol ETA: 4.9s | Global ETA: 48m 57s [2025-11-22T02:34:57.382574] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -9.15%, Actual: 4.88% [2025-11-22T02:34:57.502355] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.56%, Actual: 2.53% [2025-11-22T02:34:57.552742] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.49%, Actual: 4.51% [2025-11-22T02:34:57.624444] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 8.2s | Global ETA: 48m 57s [2025-11-22T02:34:57.625338] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:57.625398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:57.630092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:57.631131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:57.671934] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.08%, Actual: 1.22% [2025-11-22T02:34:57.718760] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.98%, Actual: 1.89% [2025-11-22T02:34:57.718991] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.9577% [2025-11-22T02:34:57.719090] [INFO ] [main ] LVWR: DISCARDED add_last_hour_momentum_mag (score: 39.96%) [2025-11-22T02:34:57.719130] [INFO ] [main ] LVWR: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:34:57.719161] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_late_day_volatility'] [2025-11-22T02:34:57.719196] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:34:57.732539] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:57.733993] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:57.734055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:57.738946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:57.740737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:57.741209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:57.741636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:57.742377] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:57.743166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:57.743942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:34:57.745697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:57.839030] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 2.32% [2025-11-22T02:34:57.908935] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.25% | Symbol ETA: 7.8s | Global ETA: 48m 58s [2025-11-22T02:34:57.909971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:57.910038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:57.915140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:57.916472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:57.919323] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:57.921566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:58.006782] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.02% [2025-11-22T02:34:58.173514] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -3.22%, Actual: 0.61% [2025-11-22T02:34:58.191925] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 7.6s | Global ETA: 48m 58s [2025-11-22T02:34:58.192834] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:58.192906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:58.197695] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:58.198387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:58.335505] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.43% | Symbol ETA: 23.0s | Global ETA: 48m 58s [2025-11-22T02:34:58.336409] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:58.336472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:58.341310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:58.341449] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.42%, Actual: 1.36% [2025-11-22T02:34:58.343069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:58.343534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:58.343993] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:58.344742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:58.345522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:58.346302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:34:58.348145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:58.511043] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 4.37%, Actual: 1.42% [2025-11-22T02:34:58.528500] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 7.2s | Global ETA: 48m 58s [2025-11-22T02:34:58.529631] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:58.529737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:58.534917] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:58.536452] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:58.539462] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:58.541819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:58.680501] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 5.67%, Actual: 3.02% [2025-11-22T02:34:58.759181] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 7.1s | Global ETA: 48m 58s [2025-11-22T02:34:58.760121] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:58.760181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:58.764984] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:58.765689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:58.850367] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.64%, Actual: 0.22% [2025-11-22T02:34:58.938629] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.88% | Symbol ETA: 22.4s | Global ETA: 48m 58s [2025-11-22T02:34:58.939894] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:58.939960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:58.944796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:58.946547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:58.947050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:58.947536] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:58.948308] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:58.949119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:58.949921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:34:58.951708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.015521] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 14.74%, Actual: 13.03% [2025-11-22T02:34:59.015732] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 37.6844% [2025-11-22T02:34:59.015816] [INFO ] [main ] OGN: DISCARDED add_prev_close_to_open (score: 37.68%) [2025-11-22T02:34:59.015858] [INFO ] [main ] OGN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:34:59.015890] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure'] [2025-11-22T02:34:59.015923] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:34:59.029414] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:34:59.030881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:59.030943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:59.031797] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:59.033483] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:59.034964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:59.037543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.131906] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 6.6s | Global ETA: 48m 59s [2025-11-22T02:34:59.133065] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:59.133126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:59.142297] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:59.143560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:59.146244] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:59.148397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.322440] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 6.5s | Global ETA: 48m 59s [2025-11-22T02:34:59.323324] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:59.323384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:59.328177] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:59.328892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.545726] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.27% | Symbol ETA: 21.8s | Global ETA: 48m 59s [2025-11-22T02:34:59.546665] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:34:59.546731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:59.551551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:34:59.553326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:34:59.553822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:34:59.554251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:34:59.554987] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:59.555781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:34:59.556531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:34:59.558408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.618703] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 2.92% | Symbol ETA: 9.7s | Global ETA: 48m 59s [2025-11-22T02:34:59.619578] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:59.619666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:34:59.620477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:34:59.622128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:34:59.623624] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:34:59.626191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.711088] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 6.0s | Global ETA: 48m 59s [2025-11-22T02:34:59.711989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:34:59.712050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:59.716904] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:34:59.718211] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:34:59.720835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:34:59.722985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:34:59.889690] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 5.9s | Global ETA: 48m 59s [2025-11-22T02:34:59.890610] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:34:59.890689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:34:59.895493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:34:59.896225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.151444] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.23% | Symbol ETA: 21.2s | Global ETA: 48m 59s [2025-11-22T02:35:00.152392] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:00.152455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:00.158530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:00.160384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:00.160891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:00.161349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:00.162126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:00.162949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:00.163759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:00.165616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.212539] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 9.1s | Global ETA: 48m 59s [2025-11-22T02:35:00.213426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:00.213488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:00.214335] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:00.216032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:00.217533] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:00.220114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.289711] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 5.4s | Global ETA: 48m 59s [2025-11-22T02:35:00.290629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:00.290712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:00.295470] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:00.296759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:00.299482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:00.301619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.459770] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 5.3s | Global ETA: 48m 60s [2025-11-22T02:35:00.460679] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:00.460740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:00.465519] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:35:00.466230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.823532] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.01% | Symbol ETA: 8.6s | Global ETA: 48m 60s [2025-11-22T02:35:00.824447] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:00.824509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:00.825350] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:00.827081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:00.828599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:00.831241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:00.893290] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -2.88% | Symbol ETA: 20.7s | Global ETA: 48m 60s [2025-11-22T02:35:00.899825] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:00.899895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:00.910914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:00.915770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:00.916303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:00.916753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:00.917536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:00.921335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:00.922120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:00.926058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:01.002812] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.13% | Symbol ETA: 4.8s | Global ETA: 49m 0s [2025-11-22T02:35:01.003713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:01.003775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:01.011574] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:01.015838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:01.021498] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:01.023598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:01.086513] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 4.8s | Global ETA: 49m 0s [2025-11-22T02:35:01.261281] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 0.54% [2025-11-22T02:35:01.435282] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 2.08% [2025-11-22T02:35:01.609207] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.61% [2025-11-22T02:35:01.633569] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.96% | Symbol ETA: 4.2s | Global ETA: 49m 1s [2025-11-22T02:35:01.634492] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:01.634554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:01.639719] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:01.640974] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:01.643740] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:01.645925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:01.705311] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.23% | Symbol ETA: 20.2s | Global ETA: 49m 1s [2025-11-22T02:35:01.706260] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:01.706327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:01.715210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:01.718937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:01.719452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:01.719913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:01.720715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:01.721524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:01.722341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:01.724292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:01.781067] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 3.64% [2025-11-22T02:35:01.819181] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 2.59% | Symbol ETA: 8.6s | Global ETA: 49m 1s [2025-11-22T02:35:01.820208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:01.820291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:01.821173] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:01.822903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:01.824506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:01.827245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:01.961267] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.57% [2025-11-22T02:35:02.131385] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.82% [2025-11-22T02:35:02.241215] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 3.6s | Global ETA: 49m 1s [2025-11-22T02:35:02.313094] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.89% [2025-11-22T02:35:02.317718] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 19.5s | Global ETA: 49m 1s [2025-11-22T02:35:02.318622] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:02.318712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:02.323496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:02.325215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:02.325701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:02.326134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:02.327226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:02.328110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:02.328887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:02.330665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:02.412261] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 1.16% [2025-11-22T02:35:02.460367] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.77% | Symbol ETA: 7.8s | Global ETA: 49m 1s [2025-11-22T02:35:02.461337] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:02.461410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:02.462411] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:02.464255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:02.466023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:02.468981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:02.485436] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 1.00% [2025-11-22T02:35:02.587802] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 0.02% [2025-11-22T02:35:02.655587] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.09% [2025-11-22T02:35:02.760099] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.25%, Actual: 0.24% [2025-11-22T02:35:02.823201] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.15% [2025-11-22T02:35:02.823410] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.2452% [2025-11-22T02:35:02.823494] [INFO ] [main ] CCIF: DISCARDED add_prev_close_to_open (score: 34.25%) [2025-11-22T02:35:02.823536] [INFO ] [main ] CCIF: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:35:02.823567] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_prior_day_tail_pressure'] [2025-11-22T02:35:02.823602] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:02.835767] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:02.837065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:02.837128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:02.842042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:02.844841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:02.913385] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.50% | Symbol ETA: 18.8s | Global ETA: 49m 2s [2025-11-22T02:35:02.914300] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:02.914365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:02.919169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:02.920888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:02.921355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:02.921803] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:02.922524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:02.923314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:02.924097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:02.925854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:02.934822] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.27% [2025-11-22T02:35:03.069611] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 3.73% | Symbol ETA: 7.1s | Global ETA: 49m 2s [2025-11-22T02:35:03.070499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:03.070562] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:03.071393] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:03.073047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:03.074517] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:03.077101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:03.112678] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 1.35% [2025-11-22T02:35:03.283182] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:35:03.406612] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 9.5s | Global ETA: 49m 2s [2025-11-22T02:35:03.407563] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:03.407626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:03.412402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:03.415495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:03.456872] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.92% [2025-11-22T02:35:03.516342] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.70% | Symbol ETA: 18.2s | Global ETA: 49m 2s [2025-11-22T02:35:03.517309] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:03.517375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:03.522503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:03.524440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:03.524944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:03.525385] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:03.526207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:03.527045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:03.527861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:35:03.529656] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:03.630299] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.13%, Actual: 1.27% [2025-11-22T02:35:03.665812] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 3.56% | Symbol ETA: 6.4s | Global ETA: 49m 2s [2025-11-22T02:35:03.666730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:03.666792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:03.667620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:03.669340] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:03.670830] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:03.673417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:03.808268] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.96%, Actual: 1.65% [2025-11-22T02:35:03.979266] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 8.9s | Global ETA: 49m 2s [2025-11-22T02:35:03.980171] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:03.980233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:03.984361] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 1.90% [2025-11-22T02:35:03.984581] [INFO ] [main ] LND: Magnitude Forecast Confidence: 35.3940% [2025-11-22T02:35:03.984703] [INFO ] [main ] LND: DISCARDED add_range_volume_efficiency (score: 35.39%) [2025-11-22T02:35:03.984753] [INFO ] [main ] LND: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:35:03.984790] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:35:03.984828] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:03.984979] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:03.987753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:03.996829] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:03.998470] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:03.998536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:04.003567] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:04.004929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:04.007825] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:04.015721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:04.141133] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 5.16% | Symbol ETA: 17.5s | Global ETA: 49m 2s [2025-11-22T02:35:04.261239] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 3.03% | Symbol ETA: 5.7s | Global ETA: 49m 3s [2025-11-22T02:35:04.262128] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:04.262190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:04.263015] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:04.264680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:04.266136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:04.268739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:04.311552] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.43%, Actual: 3.04% [2025-11-22T02:35:04.485307] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.88%, Actual: 1.19% [2025-11-22T02:35:04.549452] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 8.3s | Global ETA: 49m 3s [2025-11-22T02:35:04.550331] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:04.550392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:04.555108] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:04.557809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:04.599803] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 8.6s | Global ETA: 49m 3s [2025-11-22T02:35:04.600691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:04.600777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:04.605523] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:04.606814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:04.609533] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:04.613405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:04.661892] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.27%, Actual: 4.83% [2025-11-22T02:35:04.838727] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.23%, Actual: 7.29% [2025-11-22T02:35:04.855508] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.90% | Symbol ETA: 5.1s | Global ETA: 49m 3s [2025-11-22T02:35:04.856400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:04.856462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:04.857317] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:04.859015] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:04.860520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:04.863136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.006729] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.88%, Actual: 0.68% [2025-11-22T02:35:05.121951] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 7.8s | Global ETA: 49m 3s [2025-11-22T02:35:05.122853] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:05.122914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:05.127616] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:05.130461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.169725] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.23%, Actual: 6.70% [2025-11-22T02:35:05.179679] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 7.9s | Global ETA: 49m 3s [2025-11-22T02:35:05.180680] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:05.180746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:05.185537] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:05.186815] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:05.189479] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:05.193485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.333006] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.22% [2025-11-22T02:35:05.449037] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.89% | Symbol ETA: 4.4s | Global ETA: 49m 4s [2025-11-22T02:35:05.496253] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.50%, Actual: 4.88% [2025-11-22T02:35:05.616028] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 2.92%, Actual: 2.53% [2025-11-22T02:35:05.707872] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 7.2s | Global ETA: 49m 4s [2025-11-22T02:35:05.708863] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:05.708928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:05.714002] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:05.716868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.748553] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.70%, Actual: 4.51% [2025-11-22T02:35:05.780160] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 7.4s | Global ETA: 49m 4s [2025-11-22T02:35:05.781145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:05.781208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:05.782337] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 1.22% [2025-11-22T02:35:05.786123] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:05.787429] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:05.790102] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:05.794065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.917565] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 5.16%, Actual: 1.89% [2025-11-22T02:35:05.917820] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.5596% [2025-11-22T02:35:05.917916] [INFO ] [main ] LVWR: DISCARDED add_late_day_volatility (score: 46.56%) [2025-11-22T02:35:05.917958] [INFO ] [main ] LVWR: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:35:05.917990] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:35:05.918027] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:05.931822] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:05.933299] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:05.933363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:05.938218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:05.940029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:05.940504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:05.940957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:05.941713] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:05.942498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:05.943284] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:05.945879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:05.950520] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.01%, Actual: 2.32% [2025-11-22T02:35:06.117076] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 2.59%, Actual: 0.02% [2025-11-22T02:35:06.284353] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 6.6s | Global ETA: 49m 4s [2025-11-22T02:35:06.285320] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:06.285388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:06.290516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:06.293475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:06.294713] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.77%, Actual: 0.61% [2025-11-22T02:35:06.372258] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.52% | Symbol ETA: 6.8s | Global ETA: 49m 4s [2025-11-22T02:35:06.373155] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:06.373217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:06.378155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:06.379389] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:06.382101] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:06.385898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:06.463739] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 3.73%, Actual: 1.36% [2025-11-22T02:35:06.532857] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.66% | Symbol ETA: 22.3s | Global ETA: 49m 4s [2025-11-22T02:35:06.533735] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:06.533799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:06.538664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:06.540388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:06.541025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:06.541455] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:06.542408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:06.543191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:06.544297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:06.546849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:06.629037] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 3.56%, Actual: 1.42% [2025-11-22T02:35:06.793801] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 3.03%, Actual: 3.02% [2025-11-22T02:35:06.855366] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 6.0s | Global ETA: 49m 5s [2025-11-22T02:35:06.856301] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:06.856367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:06.861453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:06.864239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:06.965495] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 49m 5s [2025-11-22T02:35:06.966584] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:06.966666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:06.971969] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:06.973207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:06.973220] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.90%, Actual: 0.22% [2025-11-22T02:35:06.975895] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:06.979989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.130687] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.49% | Symbol ETA: 21.7s | Global ETA: 49m 5s [2025-11-22T02:35:07.131548] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:07.131612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:07.136400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:07.138194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:07.138701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:07.139135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:07.139868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:07.140660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:07.141454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:07.144007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.151066] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.89%, Actual: 13.03% [2025-11-22T02:35:07.151277] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 43.4475% [2025-11-22T02:35:07.151385] [INFO ] [main ] OGN: KEPT add_prior_day_tail_pressure (score: 43.45%) [2025-11-22T02:35:07.151430] [INFO ] [main ] OGN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:35:07.151465] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_prior_mag_lag'] [2025-11-22T02:35:07.151500] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:07.165599] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:07.166969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:07.167034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:07.168308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:07.170156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:07.171742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:07.174578] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:07.176274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.443104] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 5.5s | Global ETA: 49m 5s [2025-11-22T02:35:07.444065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:07.444135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:07.449202] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:07.452496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.555932] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 5.6s | Global ETA: 49m 5s [2025-11-22T02:35:07.556861] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:07.556923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:07.561828] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:07.563179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:07.565871] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:07.570126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.731687] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -5.15% | Symbol ETA: 21.1s | Global ETA: 49m 5s [2025-11-22T02:35:07.732778] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:07.732857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:07.738046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:07.739790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:07.740274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:07.740732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:07.741500] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:07.742347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:07.743147] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:07.745809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:07.769348] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 9.7s | Global ETA: 49m 5s [2025-11-22T02:35:07.770258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:07.770323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:07.771151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:07.772875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:07.774344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:07.777032] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:07.778598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.040060] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 4.9s | Global ETA: 49m 6s [2025-11-22T02:35:08.041090] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:08.041152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:08.045833] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:08.048578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.133490] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 5.0s | Global ETA: 49m 6s [2025-11-22T02:35:08.134385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:08.134447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:08.139259] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:08.140515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:08.143180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:08.146999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.333600] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: 0.61% | Symbol ETA: 20.5s | Global ETA: 49m 6s [2025-11-22T02:35:08.334486] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:08.334550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:08.339295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:08.341069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:08.341550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:08.342035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:08.342805] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:08.343584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:08.344353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:08.346896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.368170] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 9.1s | Global ETA: 49m 6s [2025-11-22T02:35:08.369066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:08.369129] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:08.369964] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:08.371627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:08.373122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:08.375733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:08.377300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.612275] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 4.3s | Global ETA: 49m 6s [2025-11-22T02:35:08.709977] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.74% | Symbol ETA: 4.4s | Global ETA: 49m 6s [2025-11-22T02:35:08.710869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:08.710932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:08.715691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:08.716939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:08.719574] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:08.723380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.780319] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 0.54% [2025-11-22T02:35:08.930118] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -8.56% | Symbol ETA: 19.9s | Global ETA: 49m 6s [2025-11-22T02:35:08.931266] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:08.931329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:08.936561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:08.938308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:08.938806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:08.939234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:08.939971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:08.940758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:08.941503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:08.944032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:08.957854] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 2.08% [2025-11-22T02:35:08.967598] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -3.23% | Symbol ETA: 8.5s | Global ETA: 49m 6s [2025-11-22T02:35:08.968503] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:08.968568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:08.969429] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:08.971110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:08.972565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:08.975150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:08.976693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:09.126045] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.61% [2025-11-22T02:35:09.284981] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.05% | Symbol ETA: 3.8s | Global ETA: 49m 7s [2025-11-22T02:35:09.285927] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:09.285989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:09.290756] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:09.291978] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:09.294594] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:09.298438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:09.348055] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 3.64% [2025-11-22T02:35:09.522163] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 1.57% [2025-11-22T02:35:09.561194] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.48% | Symbol ETA: 19.3s | Global ETA: 49m 7s [2025-11-22T02:35:09.562130] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:09.562196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:09.567197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:09.569036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:09.569533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:09.570025] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:09.570792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:09.571607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:09.571769] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 7.9s | Global ETA: 49m 7s [2025-11-22T02:35:09.572425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:09.572701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:09.572765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:09.573588] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:09.575236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:09.575279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:09.576778] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:09.579409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:09.580975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:09.715772] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.82% [2025-11-22T02:35:09.908927] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.89% [2025-11-22T02:35:09.981560] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 3.2s | Global ETA: 49m 7s [2025-11-22T02:35:10.149723] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 1.00% [2025-11-22T02:35:10.222114] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 1.16% [2025-11-22T02:35:10.383362] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.94% | Symbol ETA: 18.8s | Global ETA: 49m 7s [2025-11-22T02:35:10.383520] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.09% [2025-11-22T02:35:10.385419] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:10.385550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:10.392474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:10.395074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:10.395856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:10.396426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:10.397485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:10.398662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:10.399766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:10.403542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:10.418524] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.82% | Symbol ETA: 7.6s | Global ETA: 49m 7s [2025-11-22T02:35:10.419887] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:10.419967] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:10.421269] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:10.423598] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:10.425624] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:10.429857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:10.432147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:10.461798] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 0.02% [2025-11-22T02:35:10.637638] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.15% [2025-11-22T02:35:10.637911] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.1928% [2025-11-22T02:35:10.638016] [INFO ] [main ] CCIF: DISCARDED add_prior_day_tail_pressure (score: 33.19%) [2025-11-22T02:35:10.638059] [INFO ] [main ] CCIF: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:35:10.638091] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_prior_mag_lag'] [2025-11-22T02:35:10.638127] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:10.649025] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 0.24% [2025-11-22T02:35:10.650833] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:10.652437] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:10.652500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:10.657524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:10.659442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:10.822162] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.52%, Actual: 1.27% [2025-11-22T02:35:10.987797] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:35:11.058390] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.22% | Symbol ETA: 18.2s | Global ETA: 49m 8s [2025-11-22T02:35:11.059284] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:11.059348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:11.064092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:11.065843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:11.066316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:11.066769] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:11.067522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:11.068327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:11.069117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:11.071696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.111473] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 10.79% | Symbol ETA: 6.9s | Global ETA: 49m 8s [2025-11-22T02:35:11.112381] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:11.112443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:11.113283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:11.114967] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:11.116437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:11.119054] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:11.120606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.156397] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:35:11.231572] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 9.4s | Global ETA: 49m 8s [2025-11-22T02:35:11.232474] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:11.232534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:11.237319] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:11.238939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.325417] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 0.92% [2025-11-22T02:35:11.498046] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.74%, Actual: 1.27% [2025-11-22T02:35:11.651810] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 17.5s | Global ETA: 49m 8s [2025-11-22T02:35:11.652716] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:11.652780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:11.657581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:11.659337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:11.659829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:11.660262] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:11.661003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:11.661797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:11.662551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:11.665150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.668430] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.05%, Actual: 1.65% [2025-11-22T02:35:11.724075] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 6.3s | Global ETA: 49m 8s [2025-11-22T02:35:11.725296] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:11.725358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:11.726199] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:11.727945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:11.729498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:11.732130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:11.733722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.814734] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.27% | Symbol ETA: 8.8s | Global ETA: 49m 8s [2025-11-22T02:35:11.815680] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:11.815743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:11.820791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:11.822441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:11.839631] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 1.90% [2025-11-22T02:35:11.839853] [INFO ] [main ] LND: Magnitude Forecast Confidence: 43.3727% [2025-11-22T02:35:11.839934] [INFO ] [main ] LND: DISCARDED add_range_volume_efficiency_refinements (score: 43.37%) [2025-11-22T02:35:11.839977] [INFO ] [main ] LND: Testing feature 39/53: add_regime [2025-11-22T02:35:11.840009] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime'] [2025-11-22T02:35:11.840043] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:11.851480] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:11.852891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:11.852954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:11.857930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:11.859222] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:11.861905] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:11.881844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:12.250730] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -4.41% | Symbol ETA: 16.9s | Global ETA: 49m 9s [2025-11-22T02:35:12.328902] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 9.26% | Symbol ETA: 5.6s | Global ETA: 49m 9s [2025-11-22T02:35:12.329804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:12.329867] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:12.330695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:12.332356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:12.333879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:12.336520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:12.338111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:12.396539] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 8.2s | Global ETA: 49m 9s [2025-11-22T02:35:12.397450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:12.397512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:12.402335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:12.403960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:12.418100] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.66%, Actual: 3.04% [2025-11-22T02:35:12.455066] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 8.3s | Global ETA: 49m 9s [2025-11-22T02:35:12.455989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:12.456051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:12.460836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:12.462062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:12.464756] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:12.481061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:12.586050] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.49%, Actual: 1.19% [2025-11-22T02:35:12.752939] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -5.15%, Actual: 4.83% [2025-11-22T02:35:12.919995] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: 0.61%, Actual: 7.29% [2025-11-22T02:35:12.937800] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -10.82% | Symbol ETA: 4.9s | Global ETA: 49m 9s [2025-11-22T02:35:12.938774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:12.938839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:12.939710] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:12.941398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:12.942924] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:12.945545] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:12.947132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:12.968962] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 7.6s | Global ETA: 49m 9s [2025-11-22T02:35:12.970023] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:12.970085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:12.974988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:12.976545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:13.055403] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 7.7s | Global ETA: 49m 9s [2025-11-22T02:35:13.056302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:13.056365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:13.061130] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:13.062374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:13.065122] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:13.081472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:13.086663] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -8.56%, Actual: 0.68% [2025-11-22T02:35:13.252419] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.48%, Actual: 6.70% [2025-11-22T02:35:13.419094] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.94%, Actual: 0.22% [2025-11-22T02:35:13.546264] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.41% | Symbol ETA: 4.3s | Global ETA: 49m 10s [2025-11-22T02:35:13.552408] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 7.0s | Global ETA: 49m 10s [2025-11-22T02:35:13.553305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:13.553365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:13.558169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:13.559795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:13.586660] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.22%, Actual: 4.88% [2025-11-22T02:35:13.651375] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 7.1s | Global ETA: 49m 10s [2025-11-22T02:35:13.652266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:13.652329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:13.657146] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:13.658414] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:13.664545] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:13.680962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:13.721437] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 2.53% [2025-11-22T02:35:13.753940] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 4.51% [2025-11-22T02:35:13.892017] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 1.22% [2025-11-22T02:35:13.921267] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -4.41%, Actual: 1.89% [2025-11-22T02:35:13.921466] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 36.5390% [2025-11-22T02:35:13.921544] [INFO ] [main ] LVWR: DISCARDED add_late_hour_microstructure (score: 36.54%) [2025-11-22T02:35:13.921586] [INFO ] [main ] LVWR: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:35:13.921620] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_late_session_pressure'] [2025-11-22T02:35:13.921675] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:13.935177] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:13.936495] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:13.936559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:13.941462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:13.943390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:13.943909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:13.944349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:13.945119] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:13.945939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:13.946725] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:13.947755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.062594] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 2.32% [2025-11-22T02:35:14.134223] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 6.5s | Global ETA: 49m 10s [2025-11-22T02:35:14.135120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:14.135180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:14.139939] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:14.141507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.232025] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 0.02% [2025-11-22T02:35:14.256216] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 6.5s | Global ETA: 49m 10s [2025-11-22T02:35:14.257118] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:14.257181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:14.262147] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:14.263416] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:14.266151] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:14.282721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.400686] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.82%, Actual: 0.61% [2025-11-22T02:35:14.537421] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.07% | Symbol ETA: 20.5s | Global ETA: 49m 11s [2025-11-22T02:35:14.538325] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:14.538402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:14.543584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:14.545341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:14.545853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:14.546286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:14.547032] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:14.547859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:14.548672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:14.549706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.574670] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 10.79%, Actual: 1.36% [2025-11-22T02:35:14.704692] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 5.9s | Global ETA: 49m 11s [2025-11-22T02:35:14.705602] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:14.705681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:14.710450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:14.712020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.747018] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 1.42% [2025-11-22T02:35:14.861800] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: 49m 11s [2025-11-22T02:35:14.862667] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:14.862729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:14.867557] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:14.868845] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:14.871598] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:14.888381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:14.921748] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 9.26%, Actual: 3.02% [2025-11-22T02:35:15.092372] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -10.82%, Actual: 0.22% [2025-11-22T02:35:15.141162] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.69% | Symbol ETA: 19.9s | Global ETA: 49m 11s [2025-11-22T02:35:15.142063] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:15.142127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:15.146958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:15.148752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:15.149229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:15.149715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:15.150450] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:15.151255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:15.152041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:15.153049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.262850] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.41%, Actual: 13.03% [2025-11-22T02:35:15.263060] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.4961% [2025-11-22T02:35:15.263110] [INFO ] [main ] OGN: DISCARDED add_prior_mag_lag (score: 34.50%) [2025-11-22T02:35:15.263148] [INFO ] [main ] OGN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:35:15.263181] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:35:15.263235] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:15.276952] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 5.3s | Global ETA: 49m 11s [2025-11-22T02:35:15.277120] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:15.278152] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:15.278216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:15.278346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:15.278422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:15.279284] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:15.281011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:15.282497] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:15.283010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:15.284609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.285162] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:15.287483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.463841] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 5.3s | Global ETA: 49m 11s [2025-11-22T02:35:15.464727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:15.464790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:15.469689] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:15.470921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:15.473624] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:15.489977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.750097] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.21% | Symbol ETA: 19.4s | Global ETA: 49m 12s [2025-11-22T02:35:15.750983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:15.751047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:15.755882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:15.757637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:15.758123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:15.758587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:15.759334] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:15.760141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:15.760933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:15.761966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.852785] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 4.7s | Global ETA: 49m 12s [2025-11-22T02:35:15.853690] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:15.853750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:15.858424] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:35:15.860034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:15.886898] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 9.4s | Global ETA: 49m 12s [2025-11-22T02:35:15.887839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:15.887901] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:15.888736] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:15.890413] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:15.891885] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:15.894508] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:15.896830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:16.069304] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 4.7s | Global ETA: 49m 12s [2025-11-22T02:35:16.070217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:16.070279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:16.075616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:16.076996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:16.079781] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:16.096346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:16.351820] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -2.61% | Symbol ETA: 18.7s | Global ETA: 49m 12s [2025-11-22T02:35:16.352710] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:16.352796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:16.357660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:16.359472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:16.359965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:16.360436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:16.361219] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:16.362043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:16.362881] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:16.363939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:16.423403] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 4.1s | Global ETA: 49m 12s [2025-11-22T02:35:16.490859] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 3.59% | Symbol ETA: 8.8s | Global ETA: 49m 12s [2025-11-22T02:35:16.492061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:16.492124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:16.492955] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:16.494602] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:16.496111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:16.498750] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:16.501061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:16.589458] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.97%, Actual: 0.54% [2025-11-22T02:35:16.672079] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 4.1s | Global ETA: 49m 12s [2025-11-22T02:35:16.673014] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:16.673079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:16.677979] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:16.679230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:16.681964] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:16.698257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:16.764570] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 2.08% [2025-11-22T02:35:16.941404] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.61% [2025-11-22T02:35:16.944913] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.70% | Symbol ETA: 18.1s | Global ETA: 49m 12s [2025-11-22T02:35:16.945834] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:16.945898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:16.950855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:16.952606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:16.953099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:16.953541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:16.954306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:16.955152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:16.955970] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:16.956995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:17.098903] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -6.67% | Symbol ETA: 8.2s | Global ETA: 49m 13s [2025-11-22T02:35:17.100464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:17.100528] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:17.101364] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:17.103034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:17.104501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:17.107115] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:17.109484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:17.119383] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 3.64% [2025-11-22T02:35:17.268664] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.85% | Symbol ETA: 3.5s | Global ETA: 49m 13s [2025-11-22T02:35:17.269537] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:17.269600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:17.274424] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:17.275711] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:17.278411] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:17.294902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:17.296002] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 1.57% [2025-11-22T02:35:17.489586] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.82% [2025-11-22T02:35:17.540850] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.53% | Symbol ETA: 17.5s | Global ETA: 49m 13s [2025-11-22T02:35:17.541729] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:17.541793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:17.546577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:17.548348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:17.548857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:17.549299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:17.550056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:17.550856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:17.551612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:17.552973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:17.662844] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.89% [2025-11-22T02:35:17.704603] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 2.43% | Symbol ETA: 7.6s | Global ETA: 49m 13s [2025-11-22T02:35:17.705551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:17.705614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:17.706438] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:17.708122] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:17.709593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:17.712175] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:17.714588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:17.833237] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 1.00% [2025-11-22T02:35:17.864259] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 2.9s | Global ETA: 49m 13s [2025-11-22T02:35:18.002099] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.09% [2025-11-22T02:35:18.032738] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 1.16% [2025-11-22T02:35:18.136723] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 7.93% | Symbol ETA: 16.9s | Global ETA: 49m 13s [2025-11-22T02:35:18.137610] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:18.137693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:18.142443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:18.144205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:18.144690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:18.145117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:18.145870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:18.146677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:18.147458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:18.148481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:18.169143] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.15% [2025-11-22T02:35:18.169349] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.6427% [2025-11-22T02:35:18.169429] [INFO ] [main ] CCIF: DISCARDED add_prior_mag_lag (score: 34.64%) [2025-11-22T02:35:18.169472] [INFO ] [main ] CCIF: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:35:18.169503] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_range_overlap_v_prior_day'] [2025-11-22T02:35:18.169538] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:18.181904] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:18.183363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:18.183423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:18.188251] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:18.190680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:18.204270] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.02% [2025-11-22T02:35:18.336971] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 7.0s | Global ETA: 49m 14s [2025-11-22T02:35:18.337990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:18.338056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:18.338937] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:18.340674] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:18.342185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:18.344845] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:18.347194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:18.373554] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 0.24% [2025-11-22T02:35:18.543413] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 1.27% [2025-11-22T02:35:18.709241] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:35:18.751125] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.64% | Symbol ETA: 16.3s | Global ETA: 49m 14s [2025-11-22T02:35:18.752017] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:18.752081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:18.756826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:18.758588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:18.759081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:18.759545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:18.760293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:18.761108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:18.761897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:18.762898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:18.779116] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 9.0s | Global ETA: 49m 14s [2025-11-22T02:35:18.780200] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:18.780272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:18.785263] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:18.787998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:18.875499] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 1.68% [2025-11-22T02:35:18.976349] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 8.92% | Symbol ETA: 6.4s | Global ETA: 49m 14s [2025-11-22T02:35:18.977332] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:18.977425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:18.978406] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:18.980260] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:18.981812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:18.984679] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:18.987165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:19.043097] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.92% [2025-11-22T02:35:19.209676] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.73%, Actual: 1.27% [2025-11-22T02:35:19.347793] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.76% | Symbol ETA: 15.7s | Global ETA: 49m 14s [2025-11-22T02:35:19.348684] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:19.348748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:19.353465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:19.355234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:19.355760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:19.356191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:19.356951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:19.357812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:19.358576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:35:19.359579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:19.377076] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.85%, Actual: 1.65% [2025-11-22T02:35:19.400660] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 8.5s | Global ETA: 49m 14s [2025-11-22T02:35:19.401551] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:19.401614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:19.406803] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:19.409408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:19.602028] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 1.90% [2025-11-22T02:35:19.602262] [INFO ] [main ] LND: Magnitude Forecast Confidence: 37.7953% [2025-11-22T02:35:19.602344] [INFO ] [main ] LND: DISCARDED add_regime (score: 37.80%) [2025-11-22T02:35:19.602386] [INFO ] [main ] LND: Testing feature 40/53: add_regime_flags [2025-11-22T02:35:19.602423] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags'] [2025-11-22T02:35:19.602458] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:19.608268] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -1.32% | Symbol ETA: 5.8s | Global ETA: 49m 15s [2025-11-22T02:35:19.609199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:19.609263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:19.610168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:19.611993] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:19.613285] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:19.613566] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:19.614491] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:19.614553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:19.616601] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:19.619153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:19.619498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:19.620759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:19.623420] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:19.624458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:19.956471] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.47% | Symbol ETA: 15.1s | Global ETA: 49m 15s [2025-11-22T02:35:20.012044] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 7.9s | Global ETA: 49m 15s [2025-11-22T02:35:20.012955] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:20.013016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:20.017933] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:20.020342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.181685] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.07%, Actual: 3.04% [2025-11-22T02:35:20.200660] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 7.9s | Global ETA: 49m 15s [2025-11-22T02:35:20.201630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:20.201741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:20.206715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:20.207986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:20.210744] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:20.211789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.214505] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 9.27% | Symbol ETA: 5.2s | Global ETA: 49m 15s [2025-11-22T02:35:20.215399] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:20.215464] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:20.216286] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:20.217968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:20.219441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:20.222023] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:20.224298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.348321] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.69%, Actual: 1.19% [2025-11-22T02:35:20.514296] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.21%, Actual: 4.83% [2025-11-22T02:35:20.583309] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 7.3s | Global ETA: 49m 15s [2025-11-22T02:35:20.584199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:20.584260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:20.589058] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:20.591477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.681311] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -2.61%, Actual: 7.29% [2025-11-22T02:35:20.798901] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 7.3s | Global ETA: 49m 16s [2025-11-22T02:35:20.799826] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:20.799890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:20.805062] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:20.806391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:20.809157] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:20.810199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.822146] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -9.21% | Symbol ETA: 4.6s | Global ETA: 49m 16s [2025-11-22T02:35:20.823072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:20.823135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:20.823974] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:20.825616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:20.827149] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:20.829775] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:20.832053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:20.846925] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.70%, Actual: 0.68% [2025-11-22T02:35:21.012155] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.53%, Actual: 6.70% [2025-11-22T02:35:21.164438] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 6.6s | Global ETA: 49m 16s [2025-11-22T02:35:21.165278] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:21.165338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:21.170105] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:21.172436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:21.177193] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 7.93%, Actual: 0.22% [2025-11-22T02:35:21.362929] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.64%, Actual: 4.88% [2025-11-22T02:35:21.394539] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.05% | Symbol ETA: 6.7s | Global ETA: 49m 16s [2025-11-22T02:35:21.395468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:21.395532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:21.400710] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:21.402031] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:21.404732] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:21.405785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:21.421344] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 16.70% | Symbol ETA: 3.9s | Global ETA: 49m 16s [2025-11-22T02:35:21.531087] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.76%, Actual: 4.51% [2025-11-22T02:35:21.589099] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 2.53% [2025-11-22T02:35:21.698702] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.47%, Actual: 1.89% [2025-11-22T02:35:21.698909] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 42.0821% [2025-11-22T02:35:21.698997] [INFO ] [main ] LVWR: DISCARDED add_late_session_pressure (score: 42.08%) [2025-11-22T02:35:21.699044] [INFO ] [main ] LVWR: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:35:21.699075] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_micro_gap_fill_velocity'] [2025-11-22T02:35:21.699111] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:21.712519] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:21.713787] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:21.713851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:21.718753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:21.720530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:21.721033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:21.721485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:21.722230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:21.723049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:21.723869] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:21.725857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:21.734993] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 6.0s | Global ETA: 49m 16s [2025-11-22T02:35:21.735895] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:21.735955] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:21.740699] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:21.743078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:21.768284] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 3.59%, Actual: 1.22% [2025-11-22T02:35:21.945303] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -6.67%, Actual: 2.32% [2025-11-22T02:35:21.998335] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.38% | Symbol ETA: 6.2s | Global ETA: 49m 16s [2025-11-22T02:35:21.999293] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:21.999356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.004329] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:22.005637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:22.008495] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:22.009710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:22.113329] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 2.43%, Actual: 0.02% [2025-11-22T02:35:22.280976] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 0.61% [2025-11-22T02:35:22.304624] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 5.4s | Global ETA: 49m 17s [2025-11-22T02:35:22.305519] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:22.305580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.310330] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:22.312922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:22.341496] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -7.41% | Symbol ETA: 19.2s | Global ETA: 49m 17s [2025-11-22T02:35:22.342391] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:22.342469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.347493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:22.349495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:22.350066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:22.350495] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:22.351275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:22.352318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:22.353316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:22.355325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:22.450578] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 8.92%, Actual: 1.36% [2025-11-22T02:35:22.605294] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 5.6s | Global ETA: 49m 17s [2025-11-22T02:35:22.606270] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:22.606333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.611783] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:22.613162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:22.615946] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:22.616994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:22.618845] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -1.32%, Actual: 1.42% [2025-11-22T02:35:22.786683] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 9.27%, Actual: 3.02% [2025-11-22T02:35:22.873191] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 4.8s | Global ETA: 49m 17s [2025-11-22T02:35:22.874075] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:22.874136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.878916] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:22.881244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:22.954010] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -9.21%, Actual: 0.22% [2025-11-22T02:35:22.955190] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.98% | Symbol ETA: 18.5s | Global ETA: 49m 17s [2025-11-22T02:35:22.956099] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:22.956163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:22.960917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:22.962682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:22.963155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:22.963584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:22.964324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:22.965132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:22.965918] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:22.967876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.120332] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 16.70%, Actual: 13.03% [2025-11-22T02:35:23.120547] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 32.6161% [2025-11-22T02:35:23.120629] [INFO ] [main ] OGN: DISCARDED add_range_overlap_v_prior_day (score: 32.62%) [2025-11-22T02:35:23.120691] [INFO ] [main ] OGN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:35:23.120725] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency'] [2025-11-22T02:35:23.120760] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:23.133938] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:23.135342] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:23.135404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:23.136249] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:23.137985] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:23.139474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:23.142116] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:23.144237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.215571] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 5.0s | Global ETA: 49m 17s [2025-11-22T02:35:23.216519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:23.216584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:23.221747] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:23.223164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:23.226061] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:23.229217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.437960] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 4.2s | Global ETA: 49m 18s [2025-11-22T02:35:23.438878] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:23.438938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:23.443623] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:35:23.445971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.569393] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 17.8s | Global ETA: 49m 18s [2025-11-22T02:35:23.570300] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:23.570366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:23.575191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:23.577001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:23.577519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:23.577980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:23.578730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:23.579523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:23.580305] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:23.582294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.738970] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 3.71% | Symbol ETA: 8.9s | Global ETA: 49m 18s [2025-11-22T02:35:23.739941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:23.740009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:23.740922] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:23.742750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:23.744349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:23.747231] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:23.749542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:23.825903] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 4.4s | Global ETA: 49m 18s [2025-11-22T02:35:23.826835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:23.826898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:23.832053] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:23.833529] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:23.836633] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:23.837788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:24.003247] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.7s | Global ETA: 49m 18s [2025-11-22T02:35:24.169753] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.54% [2025-11-22T02:35:24.182614] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 17.2s | Global ETA: 49m 18s [2025-11-22T02:35:24.183523] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:24.183590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:24.188392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:24.190180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:24.190674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:24.191104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:24.191865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:24.192670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:24.193434] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:24.195378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:24.336125] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 2.08% [2025-11-22T02:35:24.365028] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -4.67% | Symbol ETA: 8.4s | Global ETA: 49m 18s [2025-11-22T02:35:24.365941] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:24.366005] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:24.366854] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:24.368607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:24.370166] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:24.372855] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:24.374991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:24.427221] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 3.8s | Global ETA: 49m 18s [2025-11-22T02:35:24.428238] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:24.428304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:24.433225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:24.434543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:24.437399] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:24.438443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:24.500667] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:35:24.665994] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 3.64% [2025-11-22T02:35:24.795054] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 16.6s | Global ETA: 49m 19s [2025-11-22T02:35:24.796013] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:24.796078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:24.800997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:24.802805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:24.803273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:24.803723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:24.804453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:24.805264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:24.806081] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:24.808063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:24.831965] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.57% [2025-11-22T02:35:24.996469] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.82% [2025-11-22T02:35:25.000733] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.04% | Symbol ETA: 7.8s | Global ETA: 49m 19s [2025-11-22T02:35:25.001609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:25.001690] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:25.002508] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:25.004208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:25.005714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:25.008444] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:25.010605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:25.026109] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 3.2s | Global ETA: 49m 19s [2025-11-22T02:35:25.027083] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:35:25.027161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:25.032445] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:25.033814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:25.036619] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:25.037806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:25.161544] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.89% [2025-11-22T02:35:25.327823] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 1.00% [2025-11-22T02:35:25.405174] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 1.13% | Symbol ETA: 16.0s | Global ETA: 49m 19s [2025-11-22T02:35:25.406082] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:25.406147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:25.411050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:25.413270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:25.413767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:25.414192] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:25.414952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:25.415768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:25.416533] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:25.418506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:25.495063] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.09% [2025-11-22T02:35:25.616630] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -4.66% | Symbol ETA: 7.2s | Global ETA: 49m 19s [2025-11-22T02:35:25.617577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:25.617661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:25.618487] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:25.620244] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:25.621750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:25.624397] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:25.626498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:25.635137] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 2.6s | Global ETA: 49m 19s [2025-11-22T02:35:25.662335] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:35:25.662514] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.3303% [2025-11-22T02:35:25.662593] [INFO ] [main ] CCIF: DISCARDED add_range_overlap_v_prior_day (score: 36.33%) [2025-11-22T02:35:25.662668] [INFO ] [main ] CCIF: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:35:25.662704] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_range_volume_efficiency'] [2025-11-22T02:35:25.662739] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:25.674966] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:25.676186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:25.676246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:25.681115] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:25.683266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:25.813236] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 1.16% [2025-11-22T02:35:25.986185] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.02% [2025-11-22T02:35:26.018208] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.76% | Symbol ETA: 15.4s | Global ETA: 49m 20s [2025-11-22T02:35:26.019149] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:26.019215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:26.024059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:26.025849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:26.026345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:26.026790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:26.027539] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:26.028348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:26.029138] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:26.031090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.160708] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.05%, Actual: 0.24% [2025-11-22T02:35:26.219263] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 6.6s | Global ETA: 49m 20s [2025-11-22T02:35:26.220163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:26.220225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:26.221053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:26.222732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:26.224215] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:26.226840] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:26.228935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.241488] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 8.4s | Global ETA: 49m 20s [2025-11-22T02:35:26.242398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:26.242459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:26.247236] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:26.249406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.338988] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 1.27% [2025-11-22T02:35:26.510767] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.35% [2025-11-22T02:35:26.628481] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -3.98% | Symbol ETA: 14.7s | Global ETA: 49m 20s [2025-11-22T02:35:26.629400] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:26.629464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:26.634269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:26.636089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:26.636568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:26.637014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:26.637802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:26.638630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:26.639439] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:26.641412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.686058] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:35:26.807836] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 7.9s | Global ETA: 49m 20s [2025-11-22T02:35:26.808714] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:26.808781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:26.813471] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:26.815556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.822069] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 13.97% | Symbol ETA: 6.0s | Global ETA: 49m 20s [2025-11-22T02:35:26.822955] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:26.823018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:26.823851] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:26.825483] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:26.827312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:26.829893] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:26.831924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:26.861700] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.92% [2025-11-22T02:35:27.036147] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.73%, Actual: 1.27% [2025-11-22T02:35:27.211128] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 1.65% [2025-11-22T02:35:27.241272] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.83% | Symbol ETA: 14.1s | Global ETA: 49m 21s [2025-11-22T02:35:27.242179] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:27.242244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:27.247122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:27.248982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:27.249466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:27.249943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:27.250719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:27.251518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:27.252301] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:35:27.254246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:27.386948] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 1.90% [2025-11-22T02:35:27.387173] [INFO ] [main ] LND: Magnitude Forecast Confidence: 48.5875% [2025-11-22T02:35:27.387331] [INFO ] [main ] LND: KEPT add_regime_flags (score: 48.59%) [2025-11-22T02:35:27.387380] [INFO ] [main ] LND: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:35:27.387413] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_atr_10', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:35:27.387448] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:27.394315] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 7.3s | Global ETA: 49m 21s [2025-11-22T02:35:27.395205] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:27.395266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:27.398490] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:27.399856] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:27.399923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:27.400380] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:27.402485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:27.404841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:27.406159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:27.408899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:27.410034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:27.411845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:27.412324] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:27.414015] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:27.415068] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:27.415775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:27.422935] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 5.3s | Global ETA: 49m 21s [2025-11-22T02:35:27.423832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:27.423894] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:27.424722] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:27.426407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:27.427909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:27.430568] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:27.432625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:27.852489] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -4.08% | Symbol ETA: 13.5s | Global ETA: 49m 21s [2025-11-22T02:35:27.960971] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 6.8s | Global ETA: 49m 21s [2025-11-22T02:35:27.961881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:27.961941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:27.966696] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:27.968805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.010927] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 7.8s | Global ETA: 49m 21s [2025-11-22T02:35:28.011879] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:28.011946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:28.016763] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:28.018232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:28.021257] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:28.022085] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -7.41%, Actual: 3.04% [2025-11-22T02:35:28.025132] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -9.97% | Symbol ETA: 4.7s | Global ETA: 49m 21s [2025-11-22T02:35:28.022351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:28.026049] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:28.026113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:28.026943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:28.027906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:28.028402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:28.028611] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:28.030159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:28.030157] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:28.031237] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:28.031937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.032831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:28.034941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.189164] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.98%, Actual: 1.19% [2025-11-22T02:35:28.356036] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.67%, Actual: 4.83% [2025-11-22T02:35:28.522501] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 7.29% [2025-11-22T02:35:28.532398] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 6.2s | Global ETA: 49m 22s [2025-11-22T02:35:28.533294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:28.533355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:28.538125] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:28.540244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.626021] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 7.2s | Global ETA: 49m 22s [2025-11-22T02:35:28.627620] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:28.627714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:28.631846] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -6.08% | Symbol ETA: 4.1s | Global ETA: 49m 22s [2025-11-22T02:35:28.632585] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:28.632785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:28.632865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:28.633743] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:28.633922] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:28.635479] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:28.636590] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:28.637057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:28.637691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:28.639660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:28.639891] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:28.640141] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:28.641776] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:28.642051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.642833] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:28.643562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:28.688601] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 0.68% [2025-11-22T02:35:28.853772] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 1.13%, Actual: 6.70% [2025-11-22T02:35:29.022682] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.76%, Actual: 0.22% [2025-11-22T02:35:29.101270] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 5.6s | Global ETA: 49m 22s [2025-11-22T02:35:29.102182] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:29.102242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:29.107040] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:29.109182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:29.196177] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -3.98%, Actual: 4.88% [2025-11-22T02:35:29.237478] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 6.6s | Global ETA: 49m 22s [2025-11-22T02:35:29.238398] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:29.238465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:29.243385] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:29.244663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:29.247500] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:29.248675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:29.250577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:29.251107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:29.252744] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:29.253876] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:29.254564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:29.295376] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 17.17% | Symbol ETA: 3.5s | Global ETA: 49m 22s [2025-11-22T02:35:29.368220] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.83%, Actual: 4.51% [2025-11-22T02:35:29.462517] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 3.71%, Actual: 2.53% [2025-11-22T02:35:29.542509] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -4.08%, Actual: 1.89% [2025-11-22T02:35:29.542790] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 37.5175% [2025-11-22T02:35:29.542884] [INFO ] [main ] LVWR: DISCARDED add_micro_gap_fill_velocity (score: 37.52%) [2025-11-22T02:35:29.542929] [INFO ] [main ] LVWR: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:35:29.542964] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:35:29.543001] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:29.557332] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:29.558704] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:29.558771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:29.564170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:29.566217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:29.566715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:29.567547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:29.568404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:29.569269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:29.570089] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:29.570794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:29.631536] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -4.67%, Actual: 1.22% [2025-11-22T02:35:29.668658] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 5.0s | Global ETA: 49m 22s [2025-11-22T02:35:29.669527] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:29.669594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:29.674497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:29.676664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:29.800090] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.04%, Actual: 2.32% [2025-11-22T02:35:29.852287] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 6.0s | Global ETA: 49m 23s [2025-11-22T02:35:29.853225] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:29.853292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:29.858781] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:29.860213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:29.863408] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:29.864578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:29.866600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:29.867195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:29.868869] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:29.870055] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:29.870766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:29.968081] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -4.66%, Actual: 0.02% [2025-11-22T02:35:30.138564] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.61% [2025-11-22T02:35:30.178058] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.68% | Symbol ETA: 18.1s | Global ETA: 49m 23s [2025-11-22T02:35:30.179022] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:30.179088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:30.184139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:30.185977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:30.186514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:30.187005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:30.187777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:30.188605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:30.189457] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:30.190307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:30.245191] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 4.5s | Global ETA: 49m 23s [2025-11-22T02:35:30.246120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:30.246184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:30.251153] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:30.253315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:30.307537] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 13.97%, Actual: 1.36% [2025-11-22T02:35:30.463921] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 5.4s | Global ETA: 49m 23s [2025-11-22T02:35:30.464887] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:30.464960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:30.470254] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:30.471713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:30.474561] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:30.475688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:30.477077] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 1.42% [2025-11-22T02:35:30.477738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:30.478255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:30.479973] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:30.481049] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:30.481793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:30.645865] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -9.97%, Actual: 3.02% [2025-11-22T02:35:30.808865] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -11.43% | Symbol ETA: 17.6s | Global ETA: 49m 23s [2025-11-22T02:35:30.809868] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:30.809935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:30.813661] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -6.08%, Actual: 0.22% [2025-11-22T02:35:30.814998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:30.816804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:30.817300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:30.817811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:30.818620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:30.819471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:30.820377] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:30.821140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:30.825088] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 3.9s | Global ETA: 49m 23s [2025-11-22T02:35:30.826013] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:30.826080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:30.830846] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:35:30.832945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.002596] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 17.17%, Actual: 13.03% [2025-11-22T02:35:31.002815] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.0747% [2025-11-22T02:35:31.002904] [INFO ] [main ] OGN: DISCARDED add_range_volume_efficiency (score: 34.07%) [2025-11-22T02:35:31.002946] [INFO ] [main ] OGN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:35:31.002979] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:35:31.003014] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:31.016511] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:31.017857] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:31.017920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:31.018775] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:31.020466] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:31.021983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:31.024630] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:31.028548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.094783] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 4.8s | Global ETA: 49m 24s [2025-11-22T02:35:31.095693] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:31.095769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:31.100837] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:31.102174] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:31.104930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:31.105988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:31.109731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:31.110249] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:31.114207] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:31.115367] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:31.116083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.406395] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 3.3s | Global ETA: 49m 24s [2025-11-22T02:35:31.431593] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -6.13% | Symbol ETA: 16.9s | Global ETA: 49m 24s [2025-11-22T02:35:31.432530] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:31.432597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:31.437736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:31.439598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:31.440099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:31.440538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:31.441310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:31.442149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:31.442944] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:31.443629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.574343] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.54% [2025-11-22T02:35:31.657506] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 9.0s | Global ETA: 49m 24s [2025-11-22T02:35:31.658445] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:31.658508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:31.659361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:31.661076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:31.662573] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:31.665212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:31.669169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.695126] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 4.2s | Global ETA: 49m 24s [2025-11-22T02:35:31.696067] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:31.696131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:31.700970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:31.702196] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:31.704848] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:31.705885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:31.707662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:31.708143] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:31.709775] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:31.710806] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:31.711472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:31.741089] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:35:31.908055] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:35:32.060413] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.26% | Symbol ETA: 16.3s | Global ETA: 49m 24s [2025-11-22T02:35:32.061301] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:32.061364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:32.066637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:32.068581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:32.069100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:32.069631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:32.070429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:32.071290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:32.072111] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:32.072899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.073901] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 3.64% [2025-11-22T02:35:32.238142] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 1.57% [2025-11-22T02:35:32.265716] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 5.33% | Symbol ETA: 8.2s | Global ETA: 49m 24s [2025-11-22T02:35:32.266579] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:32.266668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:32.267498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:32.269156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:32.270663] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:32.273346] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:32.277225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.282137] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 3.6s | Global ETA: 49m 24s [2025-11-22T02:35:32.283077] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:32.283141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:32.287918] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:32.289156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:32.291796] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:32.292809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:32.294583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:32.295076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:32.296667] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:32.297744] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:32.298409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.402473] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 0.82% [2025-11-22T02:35:32.568834] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:35:32.668196] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.04% | Symbol ETA: 15.7s | Global ETA: 49m 25s [2025-11-22T02:35:32.669826] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:32.669889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:32.674747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:32.676466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:32.676946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:32.677397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:32.678142] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:32.678957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:32.679731] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:32.680402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.736959] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.41%, Actual: 1.00% [2025-11-22T02:35:32.864149] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -2.08% | Symbol ETA: 2.9s | Global ETA: 49m 25s [2025-11-22T02:35:32.865051] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:32.865128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:32.869966] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:32.871199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:32.873864] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:32.874879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:32.875167] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 7.5s | Global ETA: 49m 25s [2025-11-22T02:35:32.876070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:32.876133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:32.876624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:32.876963] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:32.877117] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:32.878669] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:32.878740] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:32.879777] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:32.880145] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:32.880445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.882784] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:32.886587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:32.904710] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.09% [2025-11-22T02:35:33.071304] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.15% [2025-11-22T02:35:33.071495] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 41.8946% [2025-11-22T02:35:33.071579] [INFO ] [main ] CCIF: DISCARDED add_range_volume_efficiency (score: 41.89%) [2025-11-22T02:35:33.071622] [INFO ] [main ] CCIF: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:35:33.071673] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:35:33.071710] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:33.083953] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:33.085181] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:33.085241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:33.090025] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:33.093953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:33.270776] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.89% | Symbol ETA: 15.0s | Global ETA: 49m 25s [2025-11-22T02:35:33.271663] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:33.271728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:33.276478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:33.278231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:33.278711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:33.279137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:33.279890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:33.280691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:33.281481] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:33.282182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:33.450549] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 2.3s | Global ETA: 49m 25s [2025-11-22T02:35:33.486077] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 6.9s | Global ETA: 49m 25s [2025-11-22T02:35:33.487028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:33.487091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:33.488001] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:33.489734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:33.491234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:33.494016] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:33.497983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:33.617860] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 1.16% [2025-11-22T02:35:33.653466] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 8.1s | Global ETA: 49m 26s [2025-11-22T02:35:33.654347] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:33.654407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:33.659137] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:33.663012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:33.784024] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 0.02% [2025-11-22T02:35:33.871069] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.30% | Symbol ETA: 14.4s | Global ETA: 49m 26s [2025-11-22T02:35:33.872015] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:33.872081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:33.876934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:33.878824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:33.879319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:33.879768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:33.880510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:33.881324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:33.882124] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:33.882830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:33.948600] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.42%, Actual: 0.24% [2025-11-22T02:35:34.110900] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 6.3s | Global ETA: 49m 26s [2025-11-22T02:35:34.111847] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:34.111914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:34.112789] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:34.113601] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 1.27% [2025-11-22T02:35:34.114554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:34.116520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:34.119373] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:34.123471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:34.220133] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 7.5s | Global ETA: 49m 26s [2025-11-22T02:35:34.221036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:34.221096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:34.225836] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:34.229669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:34.279984] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.35% [2025-11-22T02:35:34.445737] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 1.68% [2025-11-22T02:35:34.495417] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -2.82% | Symbol ETA: 13.8s | Global ETA: 49m 26s [2025-11-22T02:35:34.496352] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:34.496419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:34.501860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:34.503703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:34.504204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:34.504661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:34.505408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:34.506286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:34.507134] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:34.507919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:34.610858] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.92% [2025-11-22T02:35:34.728128] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 7.40% | Symbol ETA: 5.7s | Global ETA: 49m 26s [2025-11-22T02:35:34.729034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:34.729098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:34.729948] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:34.731633] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:34.733159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:34.735837] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:34.739830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:34.774338] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 1.27% [2025-11-22T02:35:34.788855] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 7.0s | Global ETA: 49m 26s [2025-11-22T02:35:34.789735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:34.789799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:34.794521] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:34.798403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:34.937917] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -2.08%, Actual: 1.65% [2025-11-22T02:35:35.099601] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.63% | Symbol ETA: 13.2s | Global ETA: 49m 27s [2025-11-22T02:35:35.100473] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:35.100537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:35.102436] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -1.26%, Actual: 1.90% [2025-11-22T02:35:35.102601] [INFO ] [main ] LND: Magnitude Forecast Confidence: 45.4524% [2025-11-22T02:35:35.102672] [INFO ] [main ] LND: DISCARDED add_return_volume_nonlinearity_proxies (score: 45.45%) [2025-11-22T02:35:35.102714] [INFO ] [main ] LND: Testing feature 42/53: add_shelf_lag [2025-11-22T02:35:35.102745] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_shelf_lag'] [2025-11-22T02:35:35.102779] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:35.105294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:35.107034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:35.107527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:35.107992] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:35.108736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:35.109531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:35.110316] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:35:35.111008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.114677] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:35.115865] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:35.115928] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:35.120697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:35.124485] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:35.127149] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:35.128181] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:35.129552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.338476] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 5.0s | Global ETA: 49m 27s [2025-11-22T02:35:35.339397] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:35.339460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:35.340298] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:35.341962] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:35.343428] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:35.346041] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:35.349894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.355778] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 6.4s | Global ETA: 49m 27s [2025-11-22T02:35:35.356728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:35.356791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:35.361733] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:35.365929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.694875] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.90% | Symbol ETA: 12.6s | Global ETA: 49m 27s [2025-11-22T02:35:35.771069] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 8.0s | Global ETA: 49m 27s [2025-11-22T02:35:35.771956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:35.772019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:35.776869] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:35.778175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:35.780830] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:35.781847] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:35.783198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.864984] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.68%, Actual: 3.04% [2025-11-22T02:35:35.924982] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 5.8s | Global ETA: 49m 27s [2025-11-22T02:35:35.925911] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:35.925972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:35.930740] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:35.934566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:35.971030] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -10.30% | Symbol ETA: 4.4s | Global ETA: 49m 27s [2025-11-22T02:35:35.971939] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:35.972002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:35.972832] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:35.974501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:35.976000] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:35.978719] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:35.982558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:36.036912] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -11.43%, Actual: 1.19% [2025-11-22T02:35:36.210472] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -6.13%, Actual: 4.83% [2025-11-22T02:35:36.378305] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.26%, Actual: 7.29% [2025-11-22T02:35:36.424005] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 7.3s | Global ETA: 49m 28s [2025-11-22T02:35:36.424936] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:36.425022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:36.429844] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:36.431143] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:36.433800] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:36.434812] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:36.436154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:36.495268] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 5.3s | Global ETA: 49m 28s [2025-11-22T02:35:36.496163] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:36.496224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:36.500930] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:36.504750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:36.544200] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.04%, Actual: 0.68% [2025-11-22T02:35:36.584530] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -5.55% | Symbol ETA: 3.8s | Global ETA: 49m 28s [2025-11-22T02:35:36.585454] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:36.585537] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:36.586394] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:36.588120] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:36.589615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:36.592292] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:36.596201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:36.710350] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.89%, Actual: 6.70% [2025-11-22T02:35:36.883015] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.30%, Actual: 0.22% [2025-11-22T02:35:37.051311] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -2.82%, Actual: 4.88% [2025-11-22T02:35:37.067717] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 4.7s | Global ETA: 49m 28s [2025-11-22T02:35:37.068618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:37.068698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:37.073496] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:37.076250] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 6.6s | Global ETA: 49m 28s [2025-11-22T02:35:37.077131] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:37.077194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:37.077868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:37.082066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:37.083340] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:37.086019] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:37.087030] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:37.088408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:37.206029] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 12.74% | Symbol ETA: 3.2s | Global ETA: 49m 28s [2025-11-22T02:35:37.224191] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.63%, Actual: 4.51% [2025-11-22T02:35:37.382216] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 2.53% [2025-11-22T02:35:37.412620] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.90%, Actual: 1.89% [2025-11-22T02:35:37.412853] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 44.7671% [2025-11-22T02:35:37.412957] [INFO ] [main ] LVWR: DISCARDED add_morning_followthrough_mag_T0 (score: 44.77%) [2025-11-22T02:35:37.413003] [INFO ] [main ] LVWR: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:35:37.413036] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_morning_range_expansion'] [2025-11-22T02:35:37.413073] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:37.430967] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:37.432411] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:37.432490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:37.437383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:37.439177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:37.439669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:37.440124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:37.440917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:37.441728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:37.442498] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:37.446704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:37.556059] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 5.33%, Actual: 1.22% [2025-11-22T02:35:37.646289] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 4.1s | Global ETA: 49m 29s [2025-11-22T02:35:37.647184] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:37.647245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:37.651971] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:37.655859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:37.727443] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 0.62%, Actual: 2.32% [2025-11-22T02:35:37.736412] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 6.0s | Global ETA: 49m 29s [2025-11-22T02:35:37.737329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:37.737393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:37.742141] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:37.743378] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:37.746027] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:37.747042] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:37.748432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:37.902290] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 0.02% [2025-11-22T02:35:38.068928] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -12.74% | Symbol ETA: 17.4s | Global ETA: 49m 29s [2025-11-22T02:35:38.069874] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:38.069940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:38.074799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:38.075926] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.61% [2025-11-22T02:35:38.076532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:38.077052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:38.077505] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:38.078256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:38.079090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:38.079883] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:38.083990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:38.210126] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 3.6s | Global ETA: 49m 29s [2025-11-22T02:35:38.211028] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:38.211088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:38.215817] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:35:38.219661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:38.263394] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 7.40%, Actual: 1.36% [2025-11-22T02:35:38.382427] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.31% | Symbol ETA: 5.3s | Global ETA: 49m 29s [2025-11-22T02:35:38.383338] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:38.383400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:38.388187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:38.389423] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:38.392074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:38.393083] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:38.394426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:38.434238] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 1.42% [2025-11-22T02:35:38.608975] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -10.30%, Actual: 3.02% [2025-11-22T02:35:38.672239] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.08% | Symbol ETA: 16.6s | Global ETA: 49m 29s [2025-11-22T02:35:38.673132] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:38.673197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:38.678073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:38.679841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:38.680301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:38.680752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:38.681509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:38.682315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:38.683101] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:38.687406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:38.776294] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.0s | Global ETA: 49m 30s [2025-11-22T02:35:38.793080] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -5.55%, Actual: 0.22% [2025-11-22T02:35:38.945237] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 0.54% [2025-11-22T02:35:38.966768] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 12.74%, Actual: 13.03% [2025-11-22T02:35:38.967000] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 34.1417% [2025-11-22T02:35:38.967094] [INFO ] [main ] OGN: DISCARDED add_range_volume_efficiency_refinements (score: 34.14%) [2025-11-22T02:35:38.967147] [INFO ] [main ] OGN: Testing feature 39/53: add_regime [2025-11-22T02:35:38.967188] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime'] [2025-11-22T02:35:38.967232] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:38.981230] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:38.982813] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:38.982876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:38.983749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:38.985669] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:38.987583] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:38.990431] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:39.007562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.056028] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 4.7s | Global ETA: 49m 30s [2025-11-22T02:35:39.056974] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:39.057043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:39.061922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:39.063222] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:39.065930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:39.067050] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:39.068492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.114337] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 2.08% [2025-11-22T02:35:39.281342] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.61% [2025-11-22T02:35:39.287675] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 2.45% | Symbol ETA: 15.9s | Global ETA: 49m 30s [2025-11-22T02:35:39.288536] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:39.288602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:39.295277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:39.297007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:39.297481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:39.297929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:39.298679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:39.299475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:39.300258] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:39.304401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.449072] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 3.64% [2025-11-22T02:35:39.604819] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -3.17% | Symbol ETA: 8.5s | Global ETA: 49m 30s [2025-11-22T02:35:39.605713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:39.605777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:39.606619] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:39.608355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:39.609886] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:39.612476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:39.616368] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.57% [2025-11-22T02:35:39.629197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.725719] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 4.0s | Global ETA: 49m 30s [2025-11-22T02:35:39.726596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:39.727001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:39.732049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:39.733349] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:39.736062] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:39.737083] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:39.738505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.783403] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 0.82% [2025-11-22T02:35:39.921783] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.76% | Symbol ETA: 15.4s | Global ETA: 49m 30s [2025-11-22T02:35:39.922755] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:39.922822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:39.927824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:39.929613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:39.930115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:39.930562] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:39.931374] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:39.932213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:39.933022] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:39.937519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:39.950998] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 0.89% [2025-11-22T02:35:40.118548] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.22%, Actual: 1.00% [2025-11-22T02:35:40.231212] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 3.92% | Symbol ETA: 7.9s | Global ETA: 49m 31s [2025-11-22T02:35:40.232110] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:40.232174] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:40.233050] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:40.234766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:40.236271] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:40.239009] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:40.255439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:40.285520] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.09% [2025-11-22T02:35:40.396140] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.31% | Symbol ETA: 3.4s | Global ETA: 49m 31s [2025-11-22T02:35:40.397046] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:40.397108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:40.401983] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:40.403247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:40.405920] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:40.406958] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:40.408368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:40.453266] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:35:40.453466] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.8209% [2025-11-22T02:35:40.453547] [INFO ] [main ] CCIF: DISCARDED add_range_volume_efficiency_refinements (score: 33.82%) [2025-11-22T02:35:40.453591] [INFO ] [main ] CCIF: Testing feature 39/53: add_regime [2025-11-22T02:35:40.453623] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_regime'] [2025-11-22T02:35:40.453677] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:40.466148] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:40.467588] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:40.467667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:40.472500] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:40.489335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:40.543225] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -4.32% | Symbol ETA: 14.7s | Global ETA: 49m 31s [2025-11-22T02:35:40.544925] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:40.545007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:40.550082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:40.551867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:40.552358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:40.554365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:40.555187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:40.558520] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:40.559384] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:40.563775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:40.854773] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.30% | Symbol ETA: 7.3s | Global ETA: 49m 31s [2025-11-22T02:35:40.855654] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:40.855717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:40.856520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:40.858283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:40.859817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:40.862432] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:40.878274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.056125] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 8.0s | Global ETA: 49m 31s [2025-11-22T02:35:41.057139] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:41.057200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:41.062009] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:41.068559] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.67% | Symbol ETA: 2.7s | Global ETA: 49m 31s [2025-11-22T02:35:41.069463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:41.069525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:41.074306] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:41.075555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:41.078223] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:41.078513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.079245] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:35:41.080586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.165456] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 9.97% | Symbol ETA: 14.1s | Global ETA: 49m 31s [2025-11-22T02:35:41.166363] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:41.166427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:41.171329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:41.173111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:41.173602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:41.174069] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:41.174839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:41.175676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:41.176461] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:41.180788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.471165] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 6.7s | Global ETA: 49m 32s [2025-11-22T02:35:41.472054] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:41.472118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:41.472982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:41.474663] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:41.476182] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:41.478876] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:41.495354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.640162] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 7.4s | Global ETA: 49m 32s [2025-11-22T02:35:41.641047] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:41.641113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:41.645950] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:41.662138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.726055] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 2.1s | Global ETA: 49m 32s [2025-11-22T02:35:41.779981] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 4.93% | Symbol ETA: 13.5s | Global ETA: 49m 32s [2025-11-22T02:35:41.780883] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:41.780946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:41.785708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:41.787457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:41.787980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:41.788424] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:41.789161] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:41.789980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:41.790821] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:41.795163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:41.898721] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 1.16% [2025-11-22T02:35:42.070678] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.02% [2025-11-22T02:35:42.097239] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 6.0s | Global ETA: 49m 32s [2025-11-22T02:35:42.098194] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:42.098257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:42.099080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:42.100756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:42.102231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:42.104944] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:42.120795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:42.229831] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 6.8s | Global ETA: 49m 32s [2025-11-22T02:35:42.230721] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:42.230795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:42.235524] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:42.239209] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 0.24% [2025-11-22T02:35:42.251887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:42.391339] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.47% | Symbol ETA: 12.9s | Global ETA: 49m 32s [2025-11-22T02:35:42.392246] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:42.392311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:42.397112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:42.399039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:42.399543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:42.400014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:42.400996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:42.401864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:42.402730] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:42.407170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:42.407210] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 1.27% [2025-11-22T02:35:42.578070] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.31%, Actual: 1.35% [2025-11-22T02:35:42.723070] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.48% | Symbol ETA: 5.4s | Global ETA: 49m 33s [2025-11-22T02:35:42.723983] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:42.724051] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:42.724881] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:42.726567] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:42.728138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:42.730854] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:42.745478] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.68% [2025-11-22T02:35:42.747104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:42.821843] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 6.3s | Global ETA: 49m 33s [2025-11-22T02:35:42.822718] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:42.822780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:42.827517] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:42.843792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:42.930569] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.92% [2025-11-22T02:35:43.027381] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 12.2s | Global ETA: 49m 33s [2025-11-22T02:35:43.028297] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:43.028362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:43.033195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:43.035080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:43.035561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:43.036017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:43.036788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:43.037636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:43.038416] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:35:43.042624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:43.101466] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 1.27% [2025-11-22T02:35:43.274530] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.67%, Actual: 1.65% [2025-11-22T02:35:43.342482] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.53% | Symbol ETA: 4.8s | Global ETA: 49m 33s [2025-11-22T02:35:43.343398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:43.343461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:43.344633] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:43.346307] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:43.347822] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:43.350505] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:43.366531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:43.409934] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 5.7s | Global ETA: 49m 33s [2025-11-22T02:35:43.410841] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:43.410901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:43.415700] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:43.431852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:43.444503] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 1.90% [2025-11-22T02:35:43.444725] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.3208% [2025-11-22T02:35:43.444810] [INFO ] [main ] LND: DISCARDED add_shelf_lag (score: 39.32%) [2025-11-22T02:35:43.444855] [INFO ] [main ] LND: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:35:43.444888] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_signed_carry_history_11'] [2025-11-22T02:35:43.444931] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:43.457163] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:43.458495] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:43.458559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:43.463677] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:43.465041] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:43.467906] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:43.469041] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:43.470527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:43.660728] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -3.93% | Symbol ETA: 11.6s | Global ETA: 49m 33s [2025-11-22T02:35:43.832298] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -12.74%, Actual: 3.04% [2025-11-22T02:35:43.971164] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -2.35% | Symbol ETA: 4.2s | Global ETA: 49m 34s [2025-11-22T02:35:43.972077] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:43.972140] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:43.972980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:43.974678] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:43.976153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:43.978805] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:43.994463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:43.998474] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.08%, Actual: 1.19% [2025-11-22T02:35:44.014823] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 5.1s | Global ETA: 49m 34s [2025-11-22T02:35:44.015740] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:44.015801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:44.020672] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:44.037345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:44.047517] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.76% | Symbol ETA: 7.3s | Global ETA: 49m 34s [2025-11-22T02:35:44.048408] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:44.048471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:44.053259] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:44.054500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:44.057153] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:44.058259] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:44.059740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:44.165587] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 2.45%, Actual: 4.83% [2025-11-22T02:35:44.332618] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.76%, Actual: 7.29% [2025-11-22T02:35:44.501869] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -4.32%, Actual: 0.68% [2025-11-22T02:35:44.591060] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -2.84% | Symbol ETA: 3.6s | Global ETA: 49m 34s [2025-11-22T02:35:44.591971] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:44.592034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:44.592868] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:44.594504] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:44.595994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:44.598582] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:44.611374] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 4.5s | Global ETA: 49m 34s [2025-11-22T02:35:44.612273] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:44.612334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:44.614449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:44.617081] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:44.633165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:44.648899] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 6.8s | Global ETA: 49m 34s [2025-11-22T02:35:44.649839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:44.649900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:44.654664] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:44.656236] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:44.658938] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:44.659999] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:44.661367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:44.670098] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 9.97%, Actual: 6.70% [2025-11-22T02:35:44.834990] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 4.93%, Actual: 0.22% [2025-11-22T02:35:45.009444] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.47%, Actual: 4.88% [2025-11-22T02:35:45.178174] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 4.51% [2025-11-22T02:35:45.204854] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 3.9s | Global ETA: 49m 35s [2025-11-22T02:35:45.205781] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:45.205842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.207896] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 7.24% | Symbol ETA: 2.9s | Global ETA: 49m 35s [2025-11-22T02:35:45.210621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:45.226794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:45.233927] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 6.1s | Global ETA: 49m 35s [2025-11-22T02:35:45.234836] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:45.234898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.239803] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:45.241069] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:45.243750] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:45.244768] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:45.246126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:45.343410] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -3.93%, Actual: 1.89% [2025-11-22T02:35:45.343611] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 38.6886% [2025-11-22T02:35:45.344227] [INFO ] [main ] LVWR: DISCARDED add_morning_range_expansion (score: 38.69%) [2025-11-22T02:35:45.344275] [INFO ] [main ] LVWR: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:35:45.344309] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_open_11_elasticity'] [2025-11-22T02:35:45.344344] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:45.360518] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:45.361934] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:45.361998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.366816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:45.368593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:45.369094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:45.369548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:45.370298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:45.371158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:45.371945] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:45.373093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:45.375228] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -3.17%, Actual: 2.53% [2025-11-22T02:35:45.543401] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 3.92%, Actual: 1.22% [2025-11-22T02:35:45.713236] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.30%, Actual: 2.32% [2025-11-22T02:35:45.788120] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 3.3s | Global ETA: 49m 35s [2025-11-22T02:35:45.789083] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:45.789147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.793956] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:45.810176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:45.823041] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.54% | Symbol ETA: 5.5s | Global ETA: 49m 35s [2025-11-22T02:35:45.823939] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:45.824002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.828812] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:45.830057] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:45.832711] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:45.833735] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:45.835105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:45.880636] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 0.02% [2025-11-22T02:35:45.955349] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -2.52% | Symbol ETA: 16.2s | Global ETA: 49m 35s [2025-11-22T02:35:45.956311] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:45.956376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:45.961572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:45.963483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:45.964070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:45.964515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:45.965342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:45.966207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:45.967031] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:45.968289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:46.072827] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.61% [2025-11-22T02:35:46.241575] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.48%, Actual: 1.36% [2025-11-22T02:35:46.375164] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 2.7s | Global ETA: 49m 35s [2025-11-22T02:35:46.426330] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.53%, Actual: 1.42% [2025-11-22T02:35:46.435414] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.0s | Global ETA: 49m 36s [2025-11-22T02:35:46.436557] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:46.436634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:46.442729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:46.444189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:46.447130] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:46.448348] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:46.449853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:46.541679] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 0.54% [2025-11-22T02:35:46.581447] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.44% | Symbol ETA: 15.7s | Global ETA: 49m 36s [2025-11-22T02:35:46.582373] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:46.582439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:46.587304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:46.589095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:46.589587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:46.590059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:46.590828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:46.591625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:46.592425] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:46.593594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:46.596860] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -2.35%, Actual: 3.02% [2025-11-22T02:35:46.705783] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 2.08% [2025-11-22T02:35:46.766328] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -2.84%, Actual: 0.22% [2025-11-22T02:35:46.871118] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 0.61% [2025-11-22T02:35:46.932928] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 7.24%, Actual: 13.03% [2025-11-22T02:35:46.933163] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 45.1092% [2025-11-22T02:35:46.933279] [INFO ] [main ] OGN: KEPT add_regime (score: 45.11%) [2025-11-22T02:35:46.933322] [INFO ] [main ] OGN: Testing feature 40/53: add_regime_flags [2025-11-22T02:35:46.933356] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags'] [2025-11-22T02:35:46.933393] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:46.947303] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:46.948608] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:46.948711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:46.949613] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:46.951379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:46.952993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:46.955738] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:46.972797] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:46.974106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.027213] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 4.4s | Global ETA: 49m 36s [2025-11-22T02:35:47.028123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:47.028185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:47.032935] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:47.034169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:47.036063] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 3.64% [2025-11-22T02:35:47.036890] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:47.037990] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:47.039394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.179511] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.99% | Symbol ETA: 15.1s | Global ETA: 49m 36s [2025-11-22T02:35:47.180406] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:47.180470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:47.185140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:47.186859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:47.187354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:47.187806] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:47.188523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:47.189314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:47.190090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:47.191220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.204598] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 1.57% [2025-11-22T02:35:47.373048] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.82% [2025-11-22T02:35:47.541981] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.89% [2025-11-22T02:35:47.579627] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -3.75% | Symbol ETA: 8.3s | Global ETA: 49m 36s [2025-11-22T02:35:47.580542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:47.580606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:47.581443] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:47.583127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:47.584612] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:47.587223] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:47.603086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:47.604156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.607618] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 3.8s | Global ETA: 49m 36s [2025-11-22T02:35:47.608546] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:47.608612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:47.613634] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:47.614941] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:47.617771] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:47.618836] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:47.620273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.708415] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 1.00% [2025-11-22T02:35:47.770759] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.07% | Symbol ETA: 14.4s | Global ETA: 49m 37s [2025-11-22T02:35:47.771632] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:47.771717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:47.776506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:47.778228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:47.778720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:47.779171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:47.779914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:47.780706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:47.781465] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:47.782592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:47.874898] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.09% [2025-11-22T02:35:48.055064] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.15% [2025-11-22T02:35:48.055258] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.8290% [2025-11-22T02:35:48.055344] [INFO ] [main ] CCIF: DISCARDED add_regime (score: 33.83%) [2025-11-22T02:35:48.055388] [INFO ] [main ] CCIF: Testing feature 40/53: add_regime_flags [2025-11-22T02:35:48.055421] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_regime_flags'] [2025-11-22T02:35:48.055455] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:48.069679] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:48.071123] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:48.071191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.076804] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.078206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.194002] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.84% | Symbol ETA: 3.2s | Global ETA: 49m 37s [2025-11-22T02:35:48.194938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:48.195003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.200084] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:48.201420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:48.201463] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -3.59% | Symbol ETA: 7.7s | Global ETA: 49m 37s [2025-11-22T02:35:48.202394] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:48.202471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:48.204269] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.204733] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:48.205354] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:48.206862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.209234] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:48.210850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:48.213623] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:48.230489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.231636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.370411] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.48% | Symbol ETA: 13.8s | Global ETA: 49m 37s [2025-11-22T02:35:48.371614] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:48.371706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.376512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:48.378296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:48.378790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:48.379275] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:48.380017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:48.380807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:48.381565] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:48.382722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.670851] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 7.9s | Global ETA: 49m 37s [2025-11-22T02:35:48.671737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:48.671797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.676543] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.677626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.820983] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 2.6s | Global ETA: 49m 37s [2025-11-22T02:35:48.824576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:48.824667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.829539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:48.830817] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:48.833537] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.834567] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:35:48.835950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.846536] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -3.63% | Symbol ETA: 7.1s | Global ETA: 49m 37s [2025-11-22T02:35:48.847483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:48.847549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:48.848423] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:48.850272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:48.851836] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:48.854598] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:48.871797] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:48.872883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:48.989907] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.99% | Symbol ETA: 13.2s | Global ETA: 49m 38s [2025-11-22T02:35:48.990808] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:48.990872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:48.995579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:48.997335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:48.997829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:48.998300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:48.999052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:48.999885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:49.000670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:49.001840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:49.260005] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 7.3s | Global ETA: 49m 38s [2025-11-22T02:35:49.260889] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:49.260971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:49.265675] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:49.266740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:49.416503] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 2.0s | Global ETA: 49m 38s [2025-11-22T02:35:49.477048] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 3.77% | Symbol ETA: 6.4s | Global ETA: 49m 38s [2025-11-22T02:35:49.477975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:49.478037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:49.478872] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:49.480521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:49.482041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:49.484734] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:49.501291] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:49.502397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:49.589752] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.76%, Actual: 1.16% [2025-11-22T02:35:49.618328] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 10.31% | Symbol ETA: 12.6s | Global ETA: 49m 38s [2025-11-22T02:35:49.619918] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:49.619982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:49.624791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:49.626536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:49.627030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:49.627482] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:49.628254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:49.629047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:49.629833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:49.630965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:49.757452] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 0.02% [2025-11-22T02:35:49.821488] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 6.6s | Global ETA: 49m 38s [2025-11-22T02:35:49.822372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:49.822433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:49.827199] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:49.828281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:49.925745] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 0.24% [2025-11-22T02:35:50.095543] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.54%, Actual: 1.27% [2025-11-22T02:35:50.152075] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 5.9s | Global ETA: 49m 38s [2025-11-22T02:35:50.153028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:50.153097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:50.153972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:50.155684] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:50.157171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:50.159832] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:50.175816] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:50.176896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.229143] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -4.25% | Symbol ETA: 12.0s | Global ETA: 49m 38s [2025-11-22T02:35:50.230052] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:50.230116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:50.234885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:50.236639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:50.237145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:50.237604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:50.238371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:50.239202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:50.240013] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:50.241247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.268522] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:35:50.382667] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 6.0s | Global ETA: 49m 39s [2025-11-22T02:35:50.383545] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:50.383605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:50.388348] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:50.389416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.441527] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 1.68% [2025-11-22T02:35:50.613948] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.92% [2025-11-22T02:35:50.766124] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 5.2s | Global ETA: 49m 39s [2025-11-22T02:35:50.767020] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:50.767084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:50.767924] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:50.769565] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:50.771057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:50.773728] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:50.785574] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 1.27% [2025-11-22T02:35:50.789552] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:50.790596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.830664] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -2.52% | Symbol ETA: 11.4s | Global ETA: 49m 39s [2025-11-22T02:35:50.831611] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:50.831699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:50.836763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:50.838619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:50.839139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:50.839585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:50.840379] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:50.841226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:50.842077] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:35:50.843286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.942791] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 5.4s | Global ETA: 49m 39s [2025-11-22T02:35:50.943675] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:50.943736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:50.948439] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:50.949495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:50.958683] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.86%, Actual: 1.65% [2025-11-22T02:35:51.134484] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 1.90% [2025-11-22T02:35:51.134733] [INFO ] [main ] LND: Magnitude Forecast Confidence: 34.5843% [2025-11-22T02:35:51.134839] [INFO ] [main ] LND: DISCARDED add_signed_carry_history_11 (score: 34.58%) [2025-11-22T02:35:51.134883] [INFO ] [main ] LND: Testing feature 44/53: add_sma_ratio [2025-11-22T02:35:51.134925] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_sma_ratio'] [2025-11-22T02:35:51.134976] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:51.148227] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:51.149685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:51.149749] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:51.154967] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:51.156346] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:51.159404] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:51.160520] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:51.161288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:51.382859] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.35% | Symbol ETA: 4.6s | Global ETA: 49m 39s [2025-11-22T02:35:51.383749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:51.383812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:51.384611] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:51.386280] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:51.387793] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:51.390383] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:51.406439] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:51.407531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:51.468769] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 10.8s | Global ETA: 49m 39s [2025-11-22T02:35:51.505097] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 4.8s | Global ETA: 49m 39s [2025-11-22T02:35:51.506035] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:51.506120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:51.510893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:51.511965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:51.636371] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 3.04% [2025-11-22T02:35:51.762197] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 7.1s | Global ETA: 49m 40s [2025-11-22T02:35:51.763123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:51.763190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:51.768270] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:51.769638] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:51.772461] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:51.773566] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:51.774341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:51.803462] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.44%, Actual: 1.19% [2025-11-22T02:35:51.970791] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.99%, Actual: 4.83% [2025-11-22T02:35:51.996885] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 8.58% | Symbol ETA: 3.9s | Global ETA: 49m 40s [2025-11-22T02:35:51.997793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:51.997856] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:51.998681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:52.000371] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:52.001896] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:52.004865] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:52.020749] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.021803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.067406] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 4.2s | Global ETA: 49m 40s [2025-11-22T02:35:52.068307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:52.068367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:52.073116] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.074187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.136328] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.07%, Actual: 7.29% [2025-11-22T02:35:52.302528] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.48%, Actual: 0.68% [2025-11-22T02:35:52.369455] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 6.5s | Global ETA: 49m 40s [2025-11-22T02:35:52.370404] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:52.370468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:52.375277] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:52.376501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:52.380421] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.381812] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:52.382668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.467929] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.99%, Actual: 6.70% [2025-11-22T02:35:52.611403] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 3.3s | Global ETA: 49m 40s [2025-11-22T02:35:52.612289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:52.612353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:52.613175] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:52.614853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:52.616313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:52.618980] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:52.628345] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 3.7s | Global ETA: 49m 40s [2025-11-22T02:35:52.629233] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:52.629293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:52.634015] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.635014] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.635080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.635427] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 10.31%, Actual: 0.22% [2025-11-22T02:35:52.636073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.807422] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -4.25%, Actual: 4.88% [2025-11-22T02:35:52.968294] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 5.9s | Global ETA: 49m 41s [2025-11-22T02:35:52.969184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:52.969246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:52.974001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:52.975237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:52.977896] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:52.978907] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:52.979623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:52.979847] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -2.52%, Actual: 4.51% [2025-11-22T02:35:53.189273] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 3.1s | Global ETA: 49m 41s [2025-11-22T02:35:53.190166] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:35:53.190226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:53.194962] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:53.196022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:53.213999] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 1.89% [2025-11-22T02:35:53.214248] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 43.4357% [2025-11-22T02:35:53.214365] [INFO ] [main ] LVWR: DISCARDED add_open_11_elasticity (score: 43.44%) [2025-11-22T02:35:53.214424] [INFO ] [main ] LVWR: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:35:53.214470] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_open_reversal_intensity'] [2025-11-22T02:35:53.214521] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:35:53.230299] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 12.06% | Symbol ETA: 2.7s | Global ETA: 49m 41s [2025-11-22T02:35:53.231397] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:53.233010] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:53.233080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:53.238282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:53.240206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:53.240758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:53.241225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:53.242033] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:53.242896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:53.243744] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:53.245124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:53.397130] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -3.75%, Actual: 2.53% [2025-11-22T02:35:53.552858] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 5.2s | Global ETA: 49m 41s [2025-11-22T02:35:53.553823] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:53.553887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:53.561792] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -3.59%, Actual: 1.22% [2025-11-22T02:35:53.562372] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:53.563714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:53.566496] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:53.567566] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:53.568346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:53.727895] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -3.63%, Actual: 2.32% [2025-11-22T02:35:53.754779] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2.5s | Global ETA: 49m 41s [2025-11-22T02:35:53.845585] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.99% | Symbol ETA: 15.4s | Global ETA: 49m 41s [2025-11-22T02:35:53.846483] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:53.846547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:53.851373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:53.853180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:53.853684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:53.854119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:53.854890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:53.855702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:53.856475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:53.857816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:53.894966] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 3.77%, Actual: 0.02% [2025-11-22T02:35:53.921565] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.54% [2025-11-22T02:35:54.060936] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.61% [2025-11-22T02:35:54.086923] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.08% [2025-11-22T02:35:54.147949] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 49m 42s [2025-11-22T02:35:54.148860] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:54.148966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:54.153999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:54.155247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:54.157996] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:54.159031] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:54.159809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:54.227713] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 1.36% [2025-11-22T02:35:54.251971] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.61% [2025-11-22T02:35:54.393144] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.35%, Actual: 1.42% [2025-11-22T02:35:54.417829] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 3.64% [2025-11-22T02:35:54.469352] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -7.55% | Symbol ETA: 14.9s | Global ETA: 49m 42s [2025-11-22T02:35:54.470257] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:54.470324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:54.475106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:54.476852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:54.477351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:54.477816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:54.478616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:54.479436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:54.480228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:54.481600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:54.559097] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 8.58%, Actual: 3.02% [2025-11-22T02:35:54.583772] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 1.57% [2025-11-22T02:35:54.726525] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 0.22% [2025-11-22T02:35:54.743657] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 4.0s | Global ETA: 49m 42s [2025-11-22T02:35:54.744548] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:54.744617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:54.748437] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 0.82% [2025-11-22T02:35:54.749633] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:54.751110] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:54.753838] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:54.754989] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:54.755794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:54.894131] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 12.06%, Actual: 13.03% [2025-11-22T02:35:54.894319] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 48.5018% [2025-11-22T02:35:54.894412] [INFO ] [main ] OGN: KEPT add_regime_flags (score: 48.50%) [2025-11-22T02:35:54.894457] [INFO ] [main ] OGN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:35:54.894490] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_atr_10', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:35:54.894526] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:35:54.907839] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:54.909140] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:54.909207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:54.910089] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:54.911854] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:54.913343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:54.915566] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.89% [2025-11-22T02:35:54.916030] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:54.932212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:54.933256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:54.934928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:54.935402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:54.936997] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:54.938046] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:54.938768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.075527] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 14.2s | Global ETA: 49m 42s [2025-11-22T02:35:55.076440] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:55.076507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:55.081333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:55.082120] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 1.00% [2025-11-22T02:35:55.083108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:55.083680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:55.084202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:55.084974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:55.085780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:55.086556] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:55.087921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.248470] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.09% [2025-11-22T02:35:55.346421] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 3.4s | Global ETA: 49m 42s [2025-11-22T02:35:55.347352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:55.347416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:55.352765] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:55.354118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:55.356806] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:55.357885] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:55.358674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.415112] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.15% [2025-11-22T02:35:55.415307] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 34.3204% [2025-11-22T02:35:55.415404] [INFO ] [main ] CCIF: DISCARDED add_regime_flags (score: 34.32%) [2025-11-22T02:35:55.415447] [INFO ] [main ] CCIF: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:35:55.415478] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:35:55.415513] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:35:55.428086] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:55.429368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:55.429433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:55.434355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:55.436202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:55.436708] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:55.437792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:55.439486] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:55.440524] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:55.441209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.535893] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -1.56% | Symbol ETA: 8.0s | Global ETA: 49m 43s [2025-11-22T02:35:55.536806] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:55.536872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:55.537711] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:55.539416] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:55.540890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:55.543464] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:55.559710] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:55.560768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:55.562437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:55.562956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:55.564534] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:55.565555] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:55.566253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.698381] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.64% | Symbol ETA: 13.6s | Global ETA: 49m 43s [2025-11-22T02:35:55.699364] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:55.699440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:55.704629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:55.706450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:55.706954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:55.707413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:55.708241] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:55.709084] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:55.710305] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:55.711801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:55.940987] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.66% | Symbol ETA: 2.8s | Global ETA: 49m 43s [2025-11-22T02:35:55.941877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:55.941938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:55.946678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:55.947923] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:55.950557] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:55.951628] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:55.952373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.021578] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 7.5s | Global ETA: 49m 43s [2025-11-22T02:35:56.022676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:56.022739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:56.027504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.029227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.029727] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:56.030736] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:56.032302] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:56.033373] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:56.034036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.165530] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 7.4s | Global ETA: 49m 43s [2025-11-22T02:35:56.166435] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:56.166502] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:56.167348] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:56.169343] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:56.170835] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:56.173415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:56.189384] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:56.190452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.192147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.192613] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:56.194198] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:56.195213] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:56.195906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.299289] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.05% | Symbol ETA: 13.0s | Global ETA: 49m 43s [2025-11-22T02:35:56.300178] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:56.300242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:56.304988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.306726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.307198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:56.307666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:56.308389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:56.309175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:56.309981] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:56.311244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.517047] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 2.2s | Global ETA: 49m 43s [2025-11-22T02:35:56.517961] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:56.518024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:56.522832] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:56.524061] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:56.526714] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:56.527750] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:35:56.528468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.606175] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 6.9s | Global ETA: 49m 43s [2025-11-22T02:35:56.607067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:56.607130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:56.611990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.613733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.614209] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:56.615224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:56.616818] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:56.618008] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:56.618697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.796008] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 3.05% | Symbol ETA: 6.8s | Global ETA: 49m 44s [2025-11-22T02:35:56.796904] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:56.796971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:56.797815] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:56.799455] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:56.800931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:56.803498] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:56.819725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:56.820783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.822433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.822933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:56.824553] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:56.825562] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:56.826254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:56.891553] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.81% | Symbol ETA: 12.4s | Global ETA: 49m 44s [2025-11-22T02:35:56.892442] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:56.892506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:56.897360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:56.899098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:56.899573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:56.900019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:56.900767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:56.901538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:56.902320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:56.903605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:57.096717] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 1.6s | Global ETA: 49m 44s [2025-11-22T02:35:57.195397] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 6.3s | Global ETA: 49m 44s [2025-11-22T02:35:57.196313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:57.196390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:57.201174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:57.202956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:57.203426] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:57.204432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:57.206017] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:57.207047] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:57.207733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:57.265456] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.16% [2025-11-22T02:35:57.428062] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 7.92% | Symbol ETA: 6.2s | Global ETA: 49m 44s [2025-11-22T02:35:57.428993] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:57.429059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:57.429886] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:57.431094] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 0.02% [2025-11-22T02:35:57.431546] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:57.433039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:57.435760] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:57.452102] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:57.453151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:57.454875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:57.455345] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:57.456929] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:57.457964] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:57.458662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:57.487239] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 4.30% | Symbol ETA: 11.7s | Global ETA: 49m 44s [2025-11-22T02:35:57.488171] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:57.488239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:57.493069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:57.494788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:57.495264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:57.495738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:57.496454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:57.497239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:57.498031] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:57.499355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:57.599025] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.24% [2025-11-22T02:35:57.764271] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.27% [2025-11-22T02:35:57.782392] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 5.7s | Global ETA: 49m 44s [2025-11-22T02:35:57.783308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:57.783372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:57.788117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:57.789859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:57.790329] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:57.791365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:57.792964] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:57.794007] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:57.794678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:57.931059] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:35:58.059889] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.93% | Symbol ETA: 5.5s | Global ETA: 49m 45s [2025-11-22T02:35:58.060778] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:58.060844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:58.061665] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:58.063312] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:58.064798] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:58.067404] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:58.080696] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.61% | Symbol ETA: 11.1s | Global ETA: 49m 45s [2025-11-22T02:35:58.081556] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:58.081620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:58.083116] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:58.084155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.085826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.086299] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:58.086339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.087893] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:58.088181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.088676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:58.088910] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:58.089110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:58.089620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.089888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:58.090674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:58.091444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:58.092739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.097691] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:35:58.265087] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.92% [2025-11-22T02:35:58.370911] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 5.2s | Global ETA: 49m 45s [2025-11-22T02:35:58.371795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:58.371857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:58.376598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.378520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.379015] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:58.380033] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:58.381601] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:58.382618] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:58.383296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.433081] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 1.27% [2025-11-22T02:35:58.599219] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.65% [2025-11-22T02:35:58.674581] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.69% | Symbol ETA: 10.5s | Global ETA: 49m 45s [2025-11-22T02:35:58.675491] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:35:58.675556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:58.680389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.682184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.682702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:35:58.683131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:35:58.683909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:58.684700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:35:58.685453] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:35:58.686747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.690568] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 5.50% | Symbol ETA: 4.9s | Global ETA: 49m 45s [2025-11-22T02:35:58.691463] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:58.691529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:58.692346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:58.694040] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:58.695550] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:58.698205] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:58.714329] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:58.715400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.717125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.717613] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:58.719257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:58.720614] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:58.721359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.768677] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 1.90% [2025-11-22T02:35:58.768857] [INFO ] [main ] LND: Magnitude Forecast Confidence: 36.2908% [2025-11-22T02:35:58.768970] [INFO ] [main ] LND: DISCARDED add_sma_ratio (score: 36.29%) [2025-11-22T02:35:58.769013] [INFO ] [main ] LND: Testing feature 45/53: add_true_range [2025-11-22T02:35:58.769045] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_true_range'] [2025-11-22T02:35:58.769095] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:35:58.783152] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:35:58.784397] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:58.784458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:58.789415] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:58.790723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:58.793370] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:58.794389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.796180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:58.962889] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 4.6s | Global ETA: 49m 45s [2025-11-22T02:35:58.963784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:58.963846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:58.968612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:58.970346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:58.970837] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:58.971849] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:58.973414] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:58.974431] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:58.975099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:59.273151] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.85% | Symbol ETA: 9.9s | Global ETA: 49m 46s [2025-11-22T02:35:59.331091] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -1.59% | Symbol ETA: 4.3s | Global ETA: 49m 46s [2025-11-22T02:35:59.332003] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:59.332070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:59.332907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:59.334566] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:59.336059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:59.338748] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:59.354700] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:59.355912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:59.357710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:59.358191] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:59.359802] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:59.360861] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:59.361544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:59.361780] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 6.6s | Global ETA: 49m 46s [2025-11-22T02:35:59.362692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:59.362755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:59.367592] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:59.368843] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:59.371469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:59.372499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:59.374272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:59.440055] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.99%, Actual: 3.04% [2025-11-22T02:35:59.569287] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 4.0s | Global ETA: 49m 46s [2025-11-22T02:35:59.570223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:35:59.570304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:59.575296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:59.577151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:35:59.577693] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:59.578802] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:35:59.580448] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:35:59.581459] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:35:59.582132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:59.605495] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -7.55%, Actual: 1.19% [2025-11-22T02:35:59.771904] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 4.83% [2025-11-22T02:35:59.938549] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.64%, Actual: 7.29% [2025-11-22T02:35:59.941383] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 6.0s | Global ETA: 49m 46s [2025-11-22T02:35:59.942265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:35:59.942327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:35:59.947092] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:35:59.948340] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:35:59.950994] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:59.952014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:35:59.953777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:35:59.973597] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 1.21% | Symbol ETA: 3.7s | Global ETA: 49m 46s [2025-11-22T02:35:59.974522] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:35:59.974589] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:35:59.975430] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:35:59.977117] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:35:59.978672] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:35:59.981315] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:35:59.997438] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:35:59.998630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:00.000421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:00.000938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:00.003246] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:00.004315] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:36:00.005016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:00.108780] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.05%, Actual: 0.68% [2025-11-22T02:36:00.158616] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 3.4s | Global ETA: 49m 46s [2025-11-22T02:36:00.159524] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:36:00.159588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:00.164318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:00.166071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:00.166549] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:00.167578] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:00.169176] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:00.170205] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:36:00.170879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:00.277428] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.81%, Actual: 6.70% [2025-11-22T02:36:00.446046] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 4.30%, Actual: 0.22% [2025-11-22T02:36:00.536214] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 5.5s | Global ETA: 49m 47s [2025-11-22T02:36:00.537113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:00.537175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:00.542104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:00.543332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:00.545991] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:00.547025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:00.548810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:00.604408] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 2.91% | Symbol ETA: 3.0s | Global ETA: 49m 47s [2025-11-22T02:36:00.605305] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:00.605372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:00.606204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:00.607881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:00.609358] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:00.611982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:00.615070] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.61%, Actual: 4.88% [2025-11-22T02:36:00.628029] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:00.629133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:00.630821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:00.631288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:00.632888] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:00.633904] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:36:00.634570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:00.741770] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 2.8s | Global ETA: 49m 47s [2025-11-22T02:36:00.742623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:36:00.742710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:00.747494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:00.749238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:00.749739] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:00.750790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:00.752354] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:00.753389] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:36:00.754083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:00.788533] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.69%, Actual: 4.51% [2025-11-22T02:36:01.017056] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.85%, Actual: 1.89% [2025-11-22T02:36:01.017259] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 43.4719% [2025-11-22T02:36:01.017361] [INFO ] [main ] LVWR: DISCARDED add_open_reversal_intensity (score: 43.47%) [2025-11-22T02:36:01.017406] [INFO ] [main ] LVWR: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:36:01.017440] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:36:01.017476] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:01.041492] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:01.045769] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:01.045835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:01.053710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:01.057544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:01.058051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:01.058497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:01.060263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:01.064098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:01.064912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:01.066431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:01.295701] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 5.2s | Global ETA: 49m 47s [2025-11-22T02:36:01.296587] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:01.296668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:01.304553] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:01.309303] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:01.315921] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:01.320172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:01.322062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:01.443410] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 12.31% | Symbol ETA: 2.4s | Global ETA: 49m 47s [2025-11-22T02:36:01.470955] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 2.2s | Global ETA: 49m 47s [2025-11-22T02:36:01.639092] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -1.56%, Actual: 2.53% [2025-11-22T02:36:01.652442] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 0.54% [2025-11-22T02:36:01.756625] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.77% | Symbol ETA: 15.5s | Global ETA: 49m 47s [2025-11-22T02:36:01.757518] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:01.757583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:01.762345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:01.764091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:01.764565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:01.765015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:01.765760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:01.766544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:01.767339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:01.768854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:01.835599] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 2.08% [2025-11-22T02:36:01.937523] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 1.22% [2025-11-22T02:36:02.008389] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.61% [2025-11-22T02:36:02.017162] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 49m 48s [2025-11-22T02:36:02.018162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:02.018227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:02.023476] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:02.024836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:02.027807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:02.028989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:02.031028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:02.106633] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 3.05%, Actual: 2.32% [2025-11-22T02:36:02.183399] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 3.64% [2025-11-22T02:36:02.274120] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 7.92%, Actual: 0.02% [2025-11-22T02:36:02.357778] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -7.68% | Symbol ETA: 14.4s | Global ETA: 49m 48s [2025-11-22T02:36:02.358663] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:02.358727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:02.359824] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 1.57% [2025-11-22T02:36:02.363482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:02.365203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:02.365685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:02.366114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:02.366853] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:02.367668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:02.368443] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:02.370097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:02.443150] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.93%, Actual: 0.61% [2025-11-22T02:36:02.532065] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:36:02.616262] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 5.50%, Actual: 1.36% [2025-11-22T02:36:02.647292] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 4.0s | Global ETA: 49m 48s [2025-11-22T02:36:02.648185] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:02.648246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:02.656508] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:02.657797] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:02.660437] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:02.661492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:02.663252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:02.703223] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.89% [2025-11-22T02:36:02.785522] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -1.59%, Actual: 1.42% [2025-11-22T02:36:02.872487] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.00% [2025-11-22T02:36:02.959003] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 1.21%, Actual: 3.02% [2025-11-22T02:36:02.962214] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 13.6s | Global ETA: 49m 48s [2025-11-22T02:36:02.963110] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:02.963173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:02.967905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:02.969610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:02.970094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:02.970517] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:02.971250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:02.972054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:02.972839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:02.974342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.044425] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.09% [2025-11-22T02:36:03.131804] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 2.91%, Actual: 0.22% [2025-11-22T02:36:03.215388] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 0.15% [2025-11-22T02:36:03.215584] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 29.4670% [2025-11-22T02:36:03.215678] [INFO ] [main ] CCIF: DISCARDED add_return_volume_nonlinearity_proxies (score: 29.47%) [2025-11-22T02:36:03.215724] [INFO ] [main ] CCIF: Testing feature 42/53: add_shelf_lag [2025-11-22T02:36:03.215755] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_shelf_lag'] [2025-11-22T02:36:03.215788] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:03.228870] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:03.230285] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:03.230345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:03.232133] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 3.3s | Global ETA: 49m 49s [2025-11-22T02:36:03.233023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:03.233085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:03.235224] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:03.236415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.237860] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:03.239096] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:03.241766] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:03.242795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:03.244580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.305413] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 12.31%, Actual: 13.03% [2025-11-22T02:36:03.305623] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 39.3789% [2025-11-22T02:36:03.305695] [INFO ] [main ] OGN: DISCARDED add_return_volume_nonlinearity_proxies (score: 39.38%) [2025-11-22T02:36:03.305735] [INFO ] [main ] OGN: Testing feature 42/53: add_shelf_lag [2025-11-22T02:36:03.305767] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_shelf_lag'] [2025-11-22T02:36:03.305803] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:03.319221] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:03.320863] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:03.320928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:03.321787] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:03.323471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:03.324994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:03.327844] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:03.343706] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:03.344754] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:03.346149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.566887] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 12.9s | Global ETA: 49m 49s [2025-11-22T02:36:03.568004] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:03.568082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:03.573451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:03.575271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:03.575772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:03.576245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:03.577030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:03.577904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:03.578762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:03.580273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.812606] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.66% | Symbol ETA: 2.6s | Global ETA: 49m 49s [2025-11-22T02:36:03.813534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:03.813598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:03.818597] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:03.819891] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:03.822633] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:03.823779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:03.825579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:03.869506] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.12% | Symbol ETA: 7.9s | Global ETA: 49m 49s [2025-11-22T02:36:03.870433] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:03.870497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:03.875472] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:03.876684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.105192] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -4.30% | Symbol ETA: 9.3s | Global ETA: 49m 49s [2025-11-22T02:36:04.106128] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:04.106193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:04.107184] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:04.109259] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:04.110984] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:04.113933] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:04.130611] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:04.131819] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:04.133283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.161821] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.46% | Symbol ETA: 12.2s | Global ETA: 49m 49s [2025-11-22T02:36:04.163398] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:04.163462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:04.168205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:04.169920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:04.170383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:04.170832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:04.171549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:04.172350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:04.173128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:04.174615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.420827] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 2.0s | Global ETA: 49m 50s [2025-11-22T02:36:04.421778] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:04.421844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:04.426886] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:04.428215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:04.430988] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:04.432039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:04.433889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.531175] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 7.3s | Global ETA: 49m 50s [2025-11-22T02:36:04.532158] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:04.532224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:04.537352] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:04.538612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.751068] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.70% | Symbol ETA: 11.6s | Global ETA: 49m 50s [2025-11-22T02:36:04.751947] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:04.752011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:04.756771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:04.758502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:04.758983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:04.759415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:04.760182] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:04.760987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:04.761763] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:04.763237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.839032] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -6.00% | Symbol ETA: 8.3s | Global ETA: 49m 50s [2025-11-22T02:36:04.839970] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:04.840034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:04.840889] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:04.842568] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:04.844075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:04.846689] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:04.863285] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:04.864455] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:04.865948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:04.999299] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 1.4s | Global ETA: 49m 50s [2025-11-22T02:36:05.165040] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.16% [2025-11-22T02:36:05.194622] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 6.7s | Global ETA: 49m 50s [2025-11-22T02:36:05.195579] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:05.195675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:05.201251] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:05.202596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:05.331795] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.02% [2025-11-22T02:36:05.344136] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 10.9s | Global ETA: 49m 50s [2025-11-22T02:36:05.345074] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:05.345140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:05.350440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:05.352235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:05.352743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:05.353193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:05.353990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:05.354830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:05.355608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:05.357163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:05.497146] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.24% [2025-11-22T02:36:05.560549] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 7.12% | Symbol ETA: 7.5s | Global ETA: 49m 50s [2025-11-22T02:36:05.561445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:05.561509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:05.562363] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:05.564034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:05.565525] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:05.568167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:05.584556] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:05.585610] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:05.587055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:05.663822] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.27% [2025-11-22T02:36:05.831578] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:36:05.839309] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 6.0s | Global ETA: 49m 51s [2025-11-22T02:36:05.840397] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:05.840458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:05.845185] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:05.846334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:05.939579] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.50% | Symbol ETA: 10.3s | Global ETA: 49m 51s [2025-11-22T02:36:05.940461] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:05.940524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:05.945255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:05.946970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:05.947461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:05.947912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:05.948693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:05.949478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:05.950258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:05.951746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:06.005068] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:36:06.172737] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.92% [2025-11-22T02:36:06.290349] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: -1.97% | Symbol ETA: 6.7s | Global ETA: 49m 51s [2025-11-22T02:36:06.291376] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:06.291448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:06.292410] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:06.294243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:06.295816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:06.298505] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:06.314224] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:06.315282] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:06.316719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:06.339967] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 1.27% [2025-11-22T02:36:06.486319] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 5.3s | Global ETA: 49m 51s [2025-11-22T02:36:06.487235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:06.487345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:06.492523] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:06.493814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:06.506546] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.65% [2025-11-22T02:36:06.531250] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 9.7s | Global ETA: 49m 51s [2025-11-22T02:36:06.532316] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:06.532380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:06.537505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:06.539217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:06.539697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:06.540123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:06.540871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:06.541669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:06.542423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:06.544265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:06.674883] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 1.90% [2025-11-22T02:36:06.675090] [INFO ] [main ] LND: Magnitude Forecast Confidence: 36.2980% [2025-11-22T02:36:06.675169] [INFO ] [main ] LND: DISCARDED add_true_range (score: 36.30%) [2025-11-22T02:36:06.675211] [INFO ] [main ] LND: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:36:06.675243] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_vol_of_vol'] [2025-11-22T02:36:06.675276] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:06.686188] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:06.687585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:06.687665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:06.692465] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:06.693749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:06.696397] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:06.700685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:06.701815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.012072] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: 2.60% | Symbol ETA: 5.9s | Global ETA: 49m 52s [2025-11-22T02:36:07.012968] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:07.013032] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:07.013859] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:07.015628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:07.017250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:07.019842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:07.035596] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:07.036759] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:07.038327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.139493] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 3.14% | Symbol ETA: 9.1s | Global ETA: 49m 52s [2025-11-22T02:36:07.139941] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 4.7s | Global ETA: 49m 52s [2025-11-22T02:36:07.140875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:07.140939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:07.145738] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:07.147226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.265985] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.78% | Symbol ETA: 6.4s | Global ETA: 49m 52s [2025-11-22T02:36:07.266927] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:07.266989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:07.271823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:07.273062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:07.278661] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:07.279715] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:07.280792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.311061] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.77%, Actual: 3.04% [2025-11-22T02:36:07.485952] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -7.68%, Actual: 1.19% [2025-11-22T02:36:07.660729] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 4.83% [2025-11-22T02:36:07.747421] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 5.2s | Global ETA: 49m 52s [2025-11-22T02:36:07.748323] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:07.748387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:07.749212] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:07.750861] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:07.752344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:07.754954] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:07.770564] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:07.771592] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:07.772984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.833052] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 7.29% [2025-11-22T02:36:07.845060] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 4.1s | Global ETA: 49m 52s [2025-11-22T02:36:07.846003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:07.846067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:07.850992] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:07.852244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:07.878619] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 6.0s | Global ETA: 49m 52s [2025-11-22T02:36:07.879553] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:07.879630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:07.884393] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:07.885620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:07.888328] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:07.889542] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:07.890724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:08.007673] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.46%, Actual: 0.68% [2025-11-22T02:36:08.183327] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.70%, Actual: 6.70% [2025-11-22T02:36:08.361364] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.22% [2025-11-22T02:36:08.466375] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 5.4s | Global ETA: 49m 53s [2025-11-22T02:36:08.467259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:08.467336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:08.472139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:08.473357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:08.476008] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:08.477020] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:08.478107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:08.487002] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 7.11% | Symbol ETA: 4.5s | Global ETA: 49m 53s [2025-11-22T02:36:08.487928] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:08.487992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:08.488856] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:08.490530] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:08.492070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:08.494743] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:08.497375] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 3.4s | Global ETA: 49m 53s [2025-11-22T02:36:08.498601] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:08.498902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:08.507696] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:08.509063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:08.510815] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:08.511940] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:08.513665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:08.534221] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.50%, Actual: 4.88% [2025-11-22T02:36:08.704050] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 4.51% [2025-11-22T02:36:08.883743] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 3.14%, Actual: 1.89% [2025-11-22T02:36:08.883973] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 38.9484% [2025-11-22T02:36:08.884065] [INFO ] [main ] LVWR: DISCARDED add_open_vs_close_liquidity_ratio (score: 38.95%) [2025-11-22T02:36:08.884109] [INFO ] [main ] LVWR: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:36:08.884143] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_open_vs_prev_range_position'] [2025-11-22T02:36:08.884179] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:08.897735] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:08.899277] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:08.899342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:08.904520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:08.906357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:08.906871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:08.907348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:08.908176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:08.909074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:08.909896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:08.912882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.052739] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.61% | Symbol ETA: 4.8s | Global ETA: 49m 53s [2025-11-22T02:36:09.053676] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:09.053739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:09.059080] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:09.060532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:09.063298] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:09.064450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:09.065515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.150337] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 1.05% | Symbol ETA: 2.8s | Global ETA: 49m 53s [2025-11-22T02:36:09.151238] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:09.151300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:09.156003] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:09.157182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.199917] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: -0.77% | Symbol ETA: 3.7s | Global ETA: 49m 53s [2025-11-22T02:36:09.200817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:09.200882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:09.201703] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:09.203333] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:09.204818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:09.207417] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:09.223332] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:09.224371] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:09.225773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.522526] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.74% | Symbol ETA: 14.1s | Global ETA: 49m 54s [2025-11-22T02:36:09.523603] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:09.523694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:09.529217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:09.531299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:09.531786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:09.532219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:09.532976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:09.533816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:09.534615] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:09.537680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.691681] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 4.2s | Global ETA: 49m 54s [2025-11-22T02:36:09.692575] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:09.692669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:09.697423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:09.698671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:09.701292] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:09.702295] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:09.703357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.789183] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 2.1s | Global ETA: 49m 54s [2025-11-22T02:36:09.900238] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 6.21% | Symbol ETA: 3.0s | Global ETA: 49m 54s [2025-11-22T02:36:09.901133] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:09.901198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:09.902026] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:09.903688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:09.905156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:09.907808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:09.923735] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:09.924769] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:36:09.926146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:09.956429] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.54% [2025-11-22T02:36:10.122153] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 2.08% [2025-11-22T02:36:10.152945] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.01% | Symbol ETA: 13.5s | Global ETA: 49m 54s [2025-11-22T02:36:10.153918] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:10.153984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:10.159171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:10.160982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:10.161470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:10.161951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:10.162760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:10.163630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:10.164447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:10.167334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:10.287195] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.61% [2025-11-22T02:36:10.300684] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 49m 54s [2025-11-22T02:36:10.301548] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:10.301615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:10.306443] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:10.307785] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:10.310514] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:10.311538] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:10.312623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:10.454718] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 3.64% [2025-11-22T02:36:10.604976] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 11.62% | Symbol ETA: 2.3s | Global ETA: 49m 54s [2025-11-22T02:36:10.619938] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 1.57% [2025-11-22T02:36:10.771408] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -4.30%, Actual: 2.53% [2025-11-22T02:36:10.783669] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 12.9s | Global ETA: 49m 55s [2025-11-22T02:36:10.784783] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:10.784852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:10.786960] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.24%, Actual: 0.82% [2025-11-22T02:36:10.789980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:10.791881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:10.792387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:10.792935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:10.793704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:10.794613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:10.795420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:10.798537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:10.903834] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 3.0s | Global ETA: 49m 55s [2025-11-22T02:36:10.904726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:10.904788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:10.909635] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:10.910877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:10.913477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:10.914481] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:10.915547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:10.937044] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -6.00%, Actual: 1.22% [2025-11-22T02:36:10.956093] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.89% [2025-11-22T02:36:11.102595] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 7.12%, Actual: 2.32% [2025-11-22T02:36:11.124276] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 1.00% [2025-11-22T02:36:11.267128] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: -1.97%, Actual: 0.02% [2025-11-22T02:36:11.290584] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 1.05%, Actual: 0.09% [2025-11-22T02:36:11.410486] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.47% | Symbol ETA: 12.3s | Global ETA: 49m 55s [2025-11-22T02:36:11.411477] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:11.411552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:11.416830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:11.418929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:11.419441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:11.419962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:11.420754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:11.421600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:11.422411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:11.425513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:11.431781] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 0.61% [2025-11-22T02:36:11.457637] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 0.15% [2025-11-22T02:36:11.457868] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 30.6827% [2025-11-22T02:36:11.457949] [INFO ] [main ] CCIF: DISCARDED add_shelf_lag (score: 30.68%) [2025-11-22T02:36:11.457990] [INFO ] [main ] CCIF: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:36:11.458020] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_signed_carry_history_11'] [2025-11-22T02:36:11.458053] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:11.471318] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:11.472779] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:11.472864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:11.477632] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:11.479046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:11.484246] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 0.99% | Symbol ETA: 2.4s | Global ETA: 49m 55s [2025-11-22T02:36:11.485137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:11.485200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:11.490333] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:11.491620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:11.494290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:11.495320] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:11.496393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:11.596030] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 0.59%, Actual: 1.36% [2025-11-22T02:36:11.760496] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 7.11%, Actual: 1.42% [2025-11-22T02:36:11.926758] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: -0.77%, Actual: 3.02% [2025-11-22T02:36:12.035124] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -8.12% | Symbol ETA: 11.6s | Global ETA: 49m 56s [2025-11-22T02:36:12.036066] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:12.036131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:12.040996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:12.043020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:12.043530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:12.044001] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:12.044940] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:12.045158] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 7.1s | Global ETA: 49m 56s [2025-11-22T02:36:12.045850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:12.046101] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:12.046164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:12.046691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:12.049785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.050968] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:12.052350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.069164] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.96% | Symbol ETA: 1.8s | Global ETA: 49m 56s [2025-11-22T02:36:12.070143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:12.070206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:12.075327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:12.076602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:12.079296] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:12.080313] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:12.081391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.090793] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 6.21%, Actual: 0.22% [2025-11-22T02:36:12.255047] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 11.62%, Actual: 13.03% [2025-11-22T02:36:12.255201] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 32.1434% [2025-11-22T02:36:12.255278] [INFO ] [main ] OGN: DISCARDED add_shelf_lag (score: 32.14%) [2025-11-22T02:36:12.255319] [INFO ] [main ] OGN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:36:12.255352] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_signed_carry_history_11'] [2025-11-22T02:36:12.255388] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:12.268677] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:12.270061] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:12.270124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:12.270976] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:12.272999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:12.274495] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:12.277140] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:12.294031] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:12.295235] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:12.296834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.616140] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 6.5s | Global ETA: 49m 56s [2025-11-22T02:36:12.617044] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:12.617129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:12.622119] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:12.623541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.669214] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.07% | Symbol ETA: 11.0s | Global ETA: 49m 56s [2025-11-22T02:36:12.670143] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:12.670209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:12.674138] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 1.2s | Global ETA: 49m 56s [2025-11-22T02:36:12.675474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:12.677399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:12.677946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:12.678374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:12.679138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:12.679966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:12.680833] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:12.683854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:12.847227] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 1.16% [2025-11-22T02:36:12.889996] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 7.7s | Global ETA: 49m 56s [2025-11-22T02:36:12.890885] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:12.890948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:12.891767] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:12.893407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:12.894906] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:12.897578] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:12.913822] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:12.914868] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:12.916250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:13.014677] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 0.02% [2025-11-22T02:36:13.182368] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 0.24% [2025-11-22T02:36:13.208347] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 6.0s | Global ETA: 49m 56s [2025-11-22T02:36:13.209235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:13.209295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:13.214582] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:13.216026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:13.297580] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 10.4s | Global ETA: 49m 57s [2025-11-22T02:36:13.298505] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:13.298571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:13.303408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:13.305245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:13.305756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:13.306187] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:13.306960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:13.307813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:13.308579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:13.311485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:13.349658] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.61%, Actual: 1.27% [2025-11-22T02:36:13.511967] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 7.1s | Global ETA: 49m 57s [2025-11-22T02:36:13.512848] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:13.512926] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:13.513750] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:13.515379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:13.516900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:13.517962] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.35% [2025-11-22T02:36:13.519499] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:13.536019] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:13.537062] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:13.538492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:13.687563] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68% [2025-11-22T02:36:13.783665] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 5.4s | Global ETA: 49m 57s [2025-11-22T02:36:13.784545] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:13.784607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:13.789387] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:13.790810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:13.855160] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.92% [2025-11-22T02:36:13.912503] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.54% | Symbol ETA: 9.7s | Global ETA: 49m 57s [2025-11-22T02:36:13.913436] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:13.913502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:13.918482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:13.920315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:13.920820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:13.921260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:13.922036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:13.922865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:13.923690] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:13.926588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.021394] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.27% [2025-11-22T02:36:14.150697] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 1.95% | Symbol ETA: 6.5s | Global ETA: 49m 57s [2025-11-22T02:36:14.151622] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:14.151705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:14.152534] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:14.154209] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:14.155696] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:14.158437] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:14.175099] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:14.176391] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:14.177891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.189728] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.96%, Actual: 1.65% [2025-11-22T02:36:14.359146] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.96%, Actual: 1.90% [2025-11-22T02:36:14.359376] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.3819% [2025-11-22T02:36:14.359464] [INFO ] [main ] LND: DISCARDED add_vol_of_vol (score: 40.38%) [2025-11-22T02:36:14.359509] [INFO ] [main ] LND: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:36:14.359544] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_volatility_decay_ratio'] [2025-11-22T02:36:14.359581] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:14.370912] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:14.372319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:14.372382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:14.375422] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 4.9s | Global ETA: 49m 57s [2025-11-22T02:36:14.377138] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:14.378459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:14.376381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:14.380368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:14.381153] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:14.382169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:14.383284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.385545] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:14.387200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.553906] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.81% | Symbol ETA: 9.1s | Global ETA: 49m 57s [2025-11-22T02:36:14.554824] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:14.554897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:14.560152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:14.561979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:14.562453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:14.562923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:14.563741] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:14.564547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:14.565358] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:36:14.568391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.792355] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.01% | Symbol ETA: 5.9s | Global ETA: 49m 58s [2025-11-22T02:36:14.793252] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:14.793315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:14.794171] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:14.795836] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:14.797335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:14.799981] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:14.816138] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:14.817237] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:14.818630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.952668] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 6.2s | Global ETA: 49m 58s [2025-11-22T02:36:14.953535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:14.953597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:14.958616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:14.959890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:14.962515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:14.963520] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:14.963960] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 1.07% | Symbol ETA: 4.3s | Global ETA: 49m 58s [2025-11-22T02:36:14.964626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:14.964886] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:14.964951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:14.969882] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:14.971312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:15.172808] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.98% | Symbol ETA: 8.5s | Global ETA: 49m 58s [2025-11-22T02:36:15.344284] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.74%, Actual: 3.04% [2025-11-22T02:36:15.429263] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.47% | Symbol ETA: 5.3s | Global ETA: 49m 58s [2025-11-22T02:36:15.430227] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:15.430294] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:15.431156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:15.433022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:15.434570] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:15.437383] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:15.454075] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:15.455239] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:15.456696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:15.512585] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.01%, Actual: 1.19% [2025-11-22T02:36:15.534233] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 5.7s | Global ETA: 49m 58s [2025-11-22T02:36:15.535126] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:15.535188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:15.540226] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:15.541477] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:15.544140] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:15.545153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:15.546258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:15.551307] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 3.7s | Global ETA: 49m 58s [2025-11-22T02:36:15.552240] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:15.552300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:15.557329] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:15.558778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:15.682427] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 4.83% [2025-11-22T02:36:15.852199] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.47%, Actual: 7.29% [2025-11-22T02:36:16.023236] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -8.12%, Actual: 0.68% [2025-11-22T02:36:16.076533] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: -2.23% | Symbol ETA: 4.7s | Global ETA: 49m 59s [2025-11-22T02:36:16.077885] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:16.077951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:16.078811] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:16.080543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:16.082192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:16.084950] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:16.102088] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:16.103271] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:16.104769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.120915] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 5.1s | Global ETA: 49m 59s [2025-11-22T02:36:16.121841] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:16.121904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:16.126699] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:16.127613] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 3.1s | Global ETA: 49m 59s [2025-11-22T02:36:16.127952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:16.128515] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:16.128576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:16.130982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:16.132004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:16.133182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.135426] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:16.136882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.197319] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.07%, Actual: 6.70% [2025-11-22T02:36:16.370345] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.69%, Actual: 0.22% [2025-11-22T02:36:16.544476] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.54%, Actual: 4.88% [2025-11-22T02:36:16.698836] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2.5s | Global ETA: 49m 59s [2025-11-22T02:36:16.699757] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:16.699820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:16.704544] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:16.706072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.711617] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 4.5s | Global ETA: 49m 59s [2025-11-22T02:36:16.712584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:16.712678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:16.715946] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 4.0s | Global ETA: 49m 59s [2025-11-22T02:36:16.716838] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:16.716903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:16.717752] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:16.718023] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:16.719338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:16.719395] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:16.720878] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:16.721117] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.81%, Actual: 4.51% [2025-11-22T02:36:16.722117] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:16.723196] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:16.723466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:16.724360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.739559] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:16.740608] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:16.742031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:16.887020] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.98%, Actual: 1.89% [2025-11-22T02:36:16.887237] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 45.2330% [2025-11-22T02:36:16.887342] [INFO ] [main ] LVWR: DISCARDED add_open_vs_prev_range_position (score: 45.23%) [2025-11-22T02:36:16.887387] [INFO ] [main ] LVWR: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:36:16.887419] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_overnight_gap_amplitude'] [2025-11-22T02:36:16.887454] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:16.900753] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:16.901969] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:16.902033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:16.906801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:16.908582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:16.909063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:16.909494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:16.910235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:16.911040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:16.911831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:16.912448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:17.270928] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 2.0s | Global ETA: 49m 60s [2025-11-22T02:36:17.315412] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 49m 60s [2025-11-22T02:36:17.316339] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:17.316402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:17.321395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:17.322822] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:17.325689] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:17.326729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:17.327950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:17.362177] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 7.70% | Symbol ETA: 3.4s | Global ETA: 49m 60s [2025-11-22T02:36:17.363071] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:17.363135] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:17.363974] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:17.365623] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:17.367115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:17.370589] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:17.392373] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:17.394115] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:17.396128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:17.438861] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.54% [2025-11-22T02:36:17.496085] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.02% | Symbol ETA: 13.4s | Global ETA: 49m 60s [2025-11-22T02:36:17.496963] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:17.497027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:17.501803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:17.503502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:17.503979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:17.504401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:17.505291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:17.506116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:17.507082] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:17.507734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:17.608088] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 2.08% [2025-11-22T02:36:17.774049] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.61% [2025-11-22T02:36:17.918806] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 3.4s | Global ETA: 50m 0s [2025-11-22T02:36:17.919698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:17.919766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:17.924514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:17.925775] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:17.928405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:17.929415] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:17.930511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:17.941185] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 3.64% [2025-11-22T02:36:18.034920] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 2.8s | Global ETA: 50m 0s [2025-11-22T02:36:18.035881] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:18.035947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:18.036860] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:18.038762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:18.040281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:18.043016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:18.059381] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:18.060685] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:36:18.062107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:18.091612] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.65% | Symbol ETA: 12.8s | Global ETA: 50m 0s [2025-11-22T02:36:18.092489] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:18.092553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:18.097409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:18.099201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:18.099678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:18.100104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:18.100846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:18.101626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:18.102415] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:18.103052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:18.108776] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 1.57% [2025-11-22T02:36:18.278166] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 1.07%, Actual: 0.82% [2025-11-22T02:36:18.463265] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.89% [2025-11-22T02:36:18.554004] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 2.8s | Global ETA: 50m 1s [2025-11-22T02:36:18.555174] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:18.555251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:18.561896] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:18.563701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:18.567622] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:18.569130] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:18.570770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:18.656901] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 1.00% [2025-11-22T02:36:18.688390] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 6.20% | Symbol ETA: 2.1s | Global ETA: 50m 1s [2025-11-22T02:36:18.732557] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.19% | Symbol ETA: 12.3s | Global ETA: 50m 1s [2025-11-22T02:36:18.733566] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:18.733665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:18.739350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:18.741350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:18.742279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:18.742757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:18.743547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:18.744421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:18.745308] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:18.746070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:18.903166] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.09% [2025-11-22T02:36:18.925030] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.41%, Actual: 2.53% [2025-11-22T02:36:19.172988] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 1.22% [2025-11-22T02:36:19.199436] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.09%, Actual: 0.15% [2025-11-22T02:36:19.199733] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 39.0597% [2025-11-22T02:36:19.199867] [INFO ] [main ] CCIF: DISCARDED add_signed_carry_history_11 (score: 39.06%) [2025-11-22T02:36:19.199925] [INFO ] [main ] CCIF: Testing feature 44/53: add_sma_ratio [2025-11-22T02:36:19.199974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_sma_ratio'] [2025-11-22T02:36:19.200032] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:19.217008] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:19.218506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:19.218571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:19.223672] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:19.224533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:19.399994] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.66% | Symbol ETA: 2.3s | Global ETA: 50m 1s [2025-11-22T02:36:19.400965] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:19.401035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:19.403980] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 2.32% [2025-11-22T02:36:19.406343] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:19.407848] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:19.410741] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:19.411845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:19.413015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:19.601572] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.70% | Symbol ETA: 12.1s | Global ETA: 50m 1s [2025-11-22T02:36:19.602528] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:19.602595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:19.607015] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.01%, Actual: 0.02% [2025-11-22T02:36:19.607524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:19.609410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:19.609923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:19.610353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:19.611123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:19.611964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:19.612773] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:19.613397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:19.786938] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.47%, Actual: 0.61% [2025-11-22T02:36:19.834912] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 7.2s | Global ETA: 50m 2s [2025-11-22T02:36:19.835798] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:19.835877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:19.840591] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:19.841369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:19.966460] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: -2.23%, Actual: 1.36% [2025-11-22T02:36:20.005434] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 1.6s | Global ETA: 50m 2s [2025-11-22T02:36:20.006328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:20.006392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:20.011168] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:20.012395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:20.015053] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:20.016062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:20.017176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:20.143358] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.42% [2025-11-22T02:36:20.210901] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.14% | Symbol ETA: 11.3s | Global ETA: 50m 2s [2025-11-22T02:36:20.211825] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:20.211889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:20.216802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:20.218747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:20.219261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:20.219704] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:20.220439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:20.221281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:20.222097] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:20.222738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:20.321725] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 7.70%, Actual: 3.02% [2025-11-22T02:36:20.402519] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 6.4s | Global ETA: 50m 2s [2025-11-22T02:36:20.403413] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:20.403810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:20.408603] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:20.409405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:20.499451] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.22% [2025-11-22T02:36:20.609359] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 1.0s | Global ETA: 50m 2s [2025-11-22T02:36:20.664909] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 6.20%, Actual: 13.03% [2025-11-22T02:36:20.665107] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 36.1485% [2025-11-22T02:36:20.665188] [INFO ] [main ] OGN: DISCARDED add_signed_carry_history_11 (score: 36.15%) [2025-11-22T02:36:20.665230] [INFO ] [main ] OGN: Testing feature 44/53: add_sma_ratio [2025-11-22T02:36:20.665263] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_sma_ratio'] [2025-11-22T02:36:20.665298] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:20.678808] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:20.680068] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:20.680132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:20.680985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:20.682830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:20.684324] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:20.687218] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:20.703523] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:20.704611] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:20.705367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:20.776250] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.16% [2025-11-22T02:36:20.822833] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.29% | Symbol ETA: 10.6s | Global ETA: 50m 2s [2025-11-22T02:36:20.824437] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:20.824502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:20.829388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:20.831204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:20.831697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:20.832321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:20.833075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:20.833914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:20.834702] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:20.835319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:20.944793] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.02% [2025-11-22T02:36:20.967241] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 5.7s | Global ETA: 50m 3s [2025-11-22T02:36:20.968156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:20.968216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:20.972943] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:20.973710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:21.112383] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.24% [2025-11-22T02:36:21.278220] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.27% [2025-11-22T02:36:21.313855] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 7.5s | Global ETA: 50m 3s [2025-11-22T02:36:21.314786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:21.314852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:21.315714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:21.317498] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:21.319039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:21.321775] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:21.339269] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:21.340393] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:21.341177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:21.434332] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 3.70% | Symbol ETA: 9.9s | Global ETA: 50m 3s [2025-11-22T02:36:21.435264] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:21.435329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:21.440360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:21.442137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:21.442612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:21.443069] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:21.443842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:21.444684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:21.445459] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:21.446104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:21.446252] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:36:21.536408] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 5.1s | Global ETA: 50m 3s [2025-11-22T02:36:21.537316] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:21.537377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:21.542213] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:21.542976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:21.616201] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:36:21.784366] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.92% [2025-11-22T02:36:21.953066] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 1.27% [2025-11-22T02:36:21.959673] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.14% | Symbol ETA: 6.9s | Global ETA: 50m 3s [2025-11-22T02:36:21.960562] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:21.960626] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:21.961472] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:21.963180] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:21.964698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:21.967430] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:21.984123] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:21.985382] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:21.986192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.038522] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.97% | Symbol ETA: 9.3s | Global ETA: 50m 3s [2025-11-22T02:36:22.039406] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:22.039470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.044164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:22.045901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:22.046366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:22.046812] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:22.047700] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:22.048518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:22.049296] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:22.049925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.121354] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.65% [2025-11-22T02:36:22.181784] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 4.6s | Global ETA: 50m 3s [2025-11-22T02:36:22.182705] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:22.182768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.187803] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:22.188603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.289112] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 1.90% [2025-11-22T02:36:22.289332] [INFO ] [main ] LND: Magnitude Forecast Confidence: 36.2980% [2025-11-22T02:36:22.289418] [INFO ] [main ] LND: DISCARDED add_volatility_decay_ratio (score: 36.30%) [2025-11-22T02:36:22.289461] [INFO ] [main ] LND: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:36:22.289494] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:36:22.289531] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:22.301451] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:22.302738] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:22.302804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.307769] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:22.309090] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:22.311817] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:22.312867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:22.314706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:22.315191] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:22.316274] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:22.318346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.583859] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -3.89% | Symbol ETA: 6.2s | Global ETA: 50m 4s [2025-11-22T02:36:22.584754] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:22.584818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:22.585622] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:22.587335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:22.588860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:22.591513] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:22.607950] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:22.609057] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:22.609844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.654001] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.05% | Symbol ETA: 8.6s | Global ETA: 50m 4s [2025-11-22T02:36:22.654961] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:22.655035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.659958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:22.661689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:22.662157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:22.662605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:22.663396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:22.664212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:22.665027] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:36:22.665629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.776327] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 4.0s | Global ETA: 50m 4s [2025-11-22T02:36:22.777263] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:22.777487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.782284] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:22.783082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:22.896602] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 6.2s | Global ETA: 50m 4s [2025-11-22T02:36:22.897527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:22.897592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:22.902472] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:22.903722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:22.906362] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:22.907428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:22.909308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:22.909816] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:22.910919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:22.912994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.209095] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.64% | Symbol ETA: 5.6s | Global ETA: 50m 4s [2025-11-22T02:36:23.209982] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:23.210045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:23.210923] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:23.212575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:23.214064] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:23.216690] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:23.232425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:23.233560] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:23.234308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.275602] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.40% | Symbol ETA: 8.0s | Global ETA: 50m 4s [2025-11-22T02:36:23.343138] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 3.4s | Global ETA: 50m 4s [2025-11-22T02:36:23.344038] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:23.344098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:23.348839] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:23.349612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.447612] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.02%, Actual: 3.04% [2025-11-22T02:36:23.485543] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 5.6s | Global ETA: 50m 4s [2025-11-22T02:36:23.486590] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:23.486684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:23.491973] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:23.493309] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:23.496078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:23.497143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:23.498971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:23.499447] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:23.500589] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:23.502755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.622874] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.65%, Actual: 1.19% [2025-11-22T02:36:23.797026] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.19%, Actual: 4.83% [2025-11-22T02:36:23.831612] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -4.83% | Symbol ETA: 4.9s | Global ETA: 50m 5s [2025-11-22T02:36:23.832495] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:23.832559] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:23.833386] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:23.835058] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:23.836557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:23.839263] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:23.855198] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:23.856242] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:23.856990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.918343] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 2.8s | Global ETA: 50m 5s [2025-11-22T02:36:23.919319] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:23.919381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:23.924274] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:23.925094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:23.972290] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.70%, Actual: 7.29% [2025-11-22T02:36:24.106535] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 5.1s | Global ETA: 50m 5s [2025-11-22T02:36:24.107516] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:24.107583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:24.112799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:24.114149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:24.116993] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:24.118143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:24.120046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:24.120544] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:24.121696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:24.123811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:24.145594] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.14%, Actual: 0.68% [2025-11-22T02:36:24.323342] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.29%, Actual: 6.70% [2025-11-22T02:36:24.460328] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 4.3s | Global ETA: 50m 5s [2025-11-22T02:36:24.461229] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:24.461293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:24.462145] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:24.464149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:24.465682] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:24.468350] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:24.484328] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:24.485373] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:24.486136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:24.499468] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 3.70%, Actual: 0.22% [2025-11-22T02:36:24.499815] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 2.2s | Global ETA: 50m 5s [2025-11-22T02:36:24.500726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:24.500788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:24.505700] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:24.506540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:24.674605] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.97%, Actual: 4.88% [2025-11-22T02:36:24.718253] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.13% | Symbol ETA: 4.5s | Global ETA: 50m 5s [2025-11-22T02:36:24.719222] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:24.719286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:24.724486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:24.725761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:24.728503] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:24.729562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:24.731354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:24.731853] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:24.732929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:24.734951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:24.853346] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.05%, Actual: 4.51% [2025-11-22T02:36:25.025932] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.40%, Actual: 1.89% [2025-11-22T02:36:25.026144] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 44.4520% [2025-11-22T02:36:25.026951] [INFO ] [main ] LVWR: DISCARDED add_overnight_gap_amplitude (score: 44.45%) [2025-11-22T02:36:25.027002] [INFO ] [main ] LVWR: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:36:25.027036] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_overnight_gap_mag'] [2025-11-22T02:36:25.027072] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:25.040478] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:25.041776] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:25.041839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:25.046597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:25.048403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:25.048886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:25.049316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:25.050074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:25.050885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:25.051669] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:25.052341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:25.070963] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 1.6s | Global ETA: 50m 6s [2025-11-22T02:36:25.084849] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -4.79% | Symbol ETA: 3.6s | Global ETA: 50m 6s [2025-11-22T02:36:25.085735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:25.085799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:25.086661] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:25.088378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:25.089901] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:25.092510] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:25.108601] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:25.109686] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:25.110451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:25.240225] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.54% [2025-11-22T02:36:25.313851] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 50m 6s [2025-11-22T02:36:25.314775] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:25.314840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:25.319767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:25.321073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:25.323784] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:25.324838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:25.326623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:25.327115] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:25.328237] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:25.330316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:25.408457] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:36:25.576448] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.61% [2025-11-22T02:36:25.646441] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.43% | Symbol ETA: 13.0s | Global ETA: 50m 6s [2025-11-22T02:36:25.647377] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:25.647446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:25.652583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:25.654418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:25.654935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:25.655388] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:25.656231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:25.657070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:25.657887] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:25.658658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:25.705886] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 11.52% | Symbol ETA: 3.0s | Global ETA: 50m 6s [2025-11-22T02:36:25.706784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:25.706849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:25.707708] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:25.709384] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:25.710890] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:25.713460] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:25.729472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:25.730520] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:25.731277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:25.744085] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:36:25.910500] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 3.2s | Global ETA: 50m 6s [2025-11-22T02:36:25.911401] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:25.911464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:25.911592] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:36:25.916294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:25.917571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:25.920234] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:25.921269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:25.923031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:25.923497] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:25.924591] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:25.926588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.078148] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:36:26.244263] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:36:26.262862] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.60% | Symbol ETA: 12.4s | Global ETA: 50m 7s [2025-11-22T02:36:26.263788] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:26.263868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:26.268934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:26.270741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:26.271216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:26.271677] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:26.272424] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:26.273250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:26.274062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:26.274853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.322782] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 2.38% | Symbol ETA: 2.4s | Global ETA: 50m 7s [2025-11-22T02:36:26.323690] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:26.323753] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:26.324558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:26.326231] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:26.327747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:26.330335] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:26.346170] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:26.347224] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:36:26.348010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.409209] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:36:26.510344] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 2.6s | Global ETA: 50m 7s [2025-11-22T02:36:26.511281] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:26.511350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:26.516229] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:26.517571] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:26.520277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:26.521297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:26.523089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:26.523557] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:26.524624] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:26.526605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.574503] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.09% [2025-11-22T02:36:26.739260] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:36:26.739519] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 37.9289% [2025-11-22T02:36:26.739987] [INFO ] [main ] CCIF: DISCARDED add_sma_ratio (score: 37.93%) [2025-11-22T02:36:26.740032] [INFO ] [main ] CCIF: Testing feature 45/53: add_true_range [2025-11-22T02:36:26.740063] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range'] [2025-11-22T02:36:26.740097] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:26.753869] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:26.755318] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:26.755381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:26.760448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:26.762320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.877440] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.55% | Symbol ETA: 11.8s | Global ETA: 50m 7s [2025-11-22T02:36:26.878692] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:26.878756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:26.883493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:26.885249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:26.885727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:26.886163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:26.886912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:26.887779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:26.888551] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:26.889254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:26.934655] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 7.97% | Symbol ETA: 1.8s | Global ETA: 50m 7s [2025-11-22T02:36:27.102034] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 2.53% [2025-11-22T02:36:27.111860] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 2.31% | Symbol ETA: 2.0s | Global ETA: 50m 7s [2025-11-22T02:36:27.112778] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:27.112844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:27.117699] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:27.119013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:27.121735] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:27.122825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:27.124620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:27.125119] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:27.126193] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:27.128203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:27.267152] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.14%, Actual: 1.22% [2025-11-22T02:36:27.331612] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 6.6s | Global ETA: 50m 7s [2025-11-22T02:36:27.332517] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:27.332578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:27.337440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:27.339228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:27.432828] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -3.89%, Actual: 2.32% [2025-11-22T02:36:27.482760] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.17% | Symbol ETA: 11.2s | Global ETA: 50m 8s [2025-11-22T02:36:27.483626] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:27.483709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:27.488492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:27.490263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:27.490777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:27.491214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:27.491954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:27.492749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:27.493498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:27.494183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:27.598192] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.64%, Actual: 0.02% [2025-11-22T02:36:27.712388] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.87% | Symbol ETA: 1.4s | Global ETA: 50m 8s [2025-11-22T02:36:27.713288] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:27.713351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:27.718098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:27.719335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:27.721992] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:27.723035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:27.724802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:27.725265] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:27.726672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:27.728712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:27.765454] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -4.83%, Actual: 0.61% [2025-11-22T02:36:27.898893] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 5.9s | Global ETA: 50m 8s [2025-11-22T02:36:27.899803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:27.899865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:27.904779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:27.906523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:27.936357] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 1.36% [2025-11-22T02:36:28.075569] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.39% | Symbol ETA: 10.6s | Global ETA: 50m 8s [2025-11-22T02:36:28.076451] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:28.076515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:28.081291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:28.083057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:28.083521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:28.083974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:28.084721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:28.085503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:28.086283] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:28.086979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:28.104187] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -4.79%, Actual: 1.42% [2025-11-22T02:36:28.272595] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 11.52%, Actual: 3.02% [2025-11-22T02:36:28.313181] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 0.8s | Global ETA: 50m 8s [2025-11-22T02:36:28.443590] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 2.38%, Actual: 0.22% [2025-11-22T02:36:28.462753] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 5.4s | Global ETA: 50m 8s [2025-11-22T02:36:28.463699] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:28.463761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:28.468760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:28.470517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:28.481409] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.74%, Actual: 1.16% [2025-11-22T02:36:28.615719] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 7.97%, Actual: 13.03% [2025-11-22T02:36:28.615923] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.0974% [2025-11-22T02:36:28.616000] [INFO ] [main ] OGN: DISCARDED add_sma_ratio (score: 33.10%) [2025-11-22T02:36:28.616043] [INFO ] [main ] OGN: Testing feature 45/53: add_true_range [2025-11-22T02:36:28.616077] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range'] [2025-11-22T02:36:28.616136] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:28.629963] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:28.631418] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:28.631483] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:28.632381] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:28.634115] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:28.635709] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:28.638447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:28.654139] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 0.02% [2025-11-22T02:36:28.655388] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:28.656452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:28.658206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:28.669812] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.78% | Symbol ETA: 10.0s | Global ETA: 50m 9s [2025-11-22T02:36:28.670710] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:28.670773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:28.675520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:28.677248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:28.677768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:28.678230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:28.678984] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:28.679812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:28.680569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:28.681267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:28.824251] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 0.24% [2025-11-22T02:36:28.993868] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.13%, Actual: 1.27% [2025-11-22T02:36:29.028284] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 4.8s | Global ETA: 50m 9s [2025-11-22T02:36:29.029197] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:29.029259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:29.034098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.035866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.161995] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:36:29.258737] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 7.1s | Global ETA: 50m 9s [2025-11-22T02:36:29.259595] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:29.259678] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:29.260485] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:29.262167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:29.263639] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:29.264763] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 9.3s | Global ETA: 50m 9s [2025-11-22T02:36:29.265630] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:29.265735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:29.266266] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:29.270504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.272226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:29.272717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:29.273147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:29.273894] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:29.274689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:29.275451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:29.276166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.282483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:29.283570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.285271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.327475] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:36:29.492083] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.92% [2025-11-22T02:36:29.594705] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 4.2s | Global ETA: 50m 9s [2025-11-22T02:36:29.595585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:29.595663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:29.600550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.602323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.657977] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 1.27% [2025-11-22T02:36:29.823969] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.87%, Actual: 1.65% [2025-11-22T02:36:29.857635] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.19% | Symbol ETA: 8.7s | Global ETA: 50m 9s [2025-11-22T02:36:29.858513] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:29.858576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:29.863386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.865137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:29.865602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:29.866059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:29.867133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:29.867957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:29.868753] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:29.869438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.882535] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.08% | Symbol ETA: 6.5s | Global ETA: 50m 9s [2025-11-22T02:36:29.883455] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:29.883519] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:29.884374] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:29.886083] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:29.887585] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:29.890271] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:29.906718] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:29.908058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:29.910003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:29.989942] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 1.90% [2025-11-22T02:36:29.990169] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.0509% [2025-11-22T02:36:29.990252] [INFO ] [main ] LND: DISCARDED add_volatility_state_percentiles (score: 39.05%) [2025-11-22T02:36:29.990296] [INFO ] [main ] LND: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:36:29.990327] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_volume_dispersion'] [2025-11-22T02:36:29.990362] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:30.002195] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:30.003594] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:30.003681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:30.008513] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:30.009776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:30.012490] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:30.013514] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:30.014885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:30.167605] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 3.6s | Global ETA: 50m 10s [2025-11-22T02:36:30.168553] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:30.168616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:30.173515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:30.175334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:30.450876] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 8.1s | Global ETA: 50m 10s [2025-11-22T02:36:30.452335] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:30.452399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:30.457224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:30.459180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:30.459775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:30.460281] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:30.461047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:30.461872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:30.462682] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:36:30.463354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:30.519010] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -2.83% | Symbol ETA: 5.9s | Global ETA: 50m 10s [2025-11-22T02:36:30.519953] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:30.520016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:30.520857] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:30.522515] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:30.524003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:30.526610] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:30.542808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:30.543882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:30.545548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:30.582410] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 5.9s | Global ETA: 50m 10s [2025-11-22T02:36:30.583298] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:30.583361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:30.588166] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:30.589393] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:30.592042] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:30.593055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:30.594401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:30.752584] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 3.1s | Global ETA: 50m 10s [2025-11-22T02:36:30.753520] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:30.753583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:30.758682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:30.760462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.044782] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 7.5s | Global ETA: 50m 10s [2025-11-22T02:36:31.142899] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.67% | Symbol ETA: 5.2s | Global ETA: 50m 10s [2025-11-22T02:36:31.143809] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:31.143873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:31.144710] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:31.146357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:31.147888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:31.150497] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:31.160834] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 5.3s | Global ETA: 50m 10s [2025-11-22T02:36:31.161791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:31.161854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:31.166697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:31.166807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:31.167969] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:31.168025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:31.169821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.170685] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:31.171713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:31.173072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.213256] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.43%, Actual: 3.04% [2025-11-22T02:36:31.327570] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 2.5s | Global ETA: 50m 11s [2025-11-22T02:36:31.328504] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:31.328567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:31.333346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:31.335145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.380484] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.60%, Actual: 1.19% [2025-11-22T02:36:31.546775] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 4.83% [2025-11-22T02:36:31.712847] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.17%, Actual: 7.29% [2025-11-22T02:36:31.758909] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 4.7s | Global ETA: 50m 11s [2025-11-22T02:36:31.759805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:31.759867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:31.763544] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -2.14% | Symbol ETA: 4.6s | Global ETA: 50m 11s [2025-11-22T02:36:31.764435] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:31.764499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:31.764617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:31.765317] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:31.765861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:31.766973] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:31.768461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:31.768523] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:31.769571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:31.770926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.771109] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:31.786831] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:31.787888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:31.789547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:31.880302] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.39%, Actual: 0.68% [2025-11-22T02:36:31.901480] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 1.9s | Global ETA: 50m 11s [2025-11-22T02:36:31.902413] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:31.902474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:31.907373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:31.909218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:32.045137] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.78%, Actual: 6.70% [2025-11-22T02:36:32.211331] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -1.21%, Actual: 0.22% [2025-11-22T02:36:32.337762] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 4.1s | Global ETA: 50m 11s [2025-11-22T02:36:32.338665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:32.338729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:32.343623] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:32.344874] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:32.347537] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:32.348545] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:32.350244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:32.376818] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.19%, Actual: 4.88% [2025-11-22T02:36:32.386464] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 3.9s | Global ETA: 50m 11s [2025-11-22T02:36:32.387373] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:32.387438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:32.388267] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:32.389932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:32.391409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:32.394028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:32.410126] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:32.411704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:32.413421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:32.491002] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 1.4s | Global ETA: 50m 12s [2025-11-22T02:36:32.542388] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 4.51% [2025-11-22T02:36:32.664391] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:36:32.708720] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 1.89% [2025-11-22T02:36:32.708919] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 45.5420% [2025-11-22T02:36:32.708999] [INFO ] [main ] LVWR: DISCARDED add_overnight_gap_mag (score: 45.54%) [2025-11-22T02:36:32.709042] [INFO ] [main ] LVWR: Testing feature 29/53: add_pct_change [2025-11-22T02:36:32.709080] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_pct_change'] [2025-11-22T02:36:32.709125] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:32.722433] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:32.723813] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:32.723875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:32.728780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:32.730550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:32.731048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:32.731482] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:32.732224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:32.733015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:32.733798] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:32.735812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:32.836371] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:36:32.915470] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 50m 12s [2025-11-22T02:36:32.916355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:32.916418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:32.921153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:32.922366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:32.925017] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:32.926040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:32.927415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:33.007209] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -2.57% | Symbol ETA: 3.3s | Global ETA: 50m 12s [2025-11-22T02:36:33.008134] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:33.008199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:33.009022] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:33.010120] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:36:33.010710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:33.012185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:33.014802] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:33.031127] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:33.032187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:33.034006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:33.179717] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 3.64% [2025-11-22T02:36:33.326679] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 12.0s | Global ETA: 50m 12s [2025-11-22T02:36:33.327585] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:33.327668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:33.332529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:33.334272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:33.334759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:33.335191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:33.335933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:33.336792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:33.337583] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:33.339607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:33.347884] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:36:33.494093] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 3.0s | Global ETA: 50m 12s [2025-11-22T02:36:33.494994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:33.495056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:33.499842] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:33.501079] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:33.503771] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:33.504775] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:33.506111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:33.522211] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:36:33.633694] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 10.92% | Symbol ETA: 2.7s | Global ETA: 50m 12s [2025-11-22T02:36:33.634549] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:33.634613] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:33.635432] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:33.637086] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:33.638609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:33.641214] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:33.657190] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:33.658314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:33.660097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:33.695112] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:36:33.865662] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.00% [2025-11-22T02:36:33.930749] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.24% | Symbol ETA: 11.4s | Global ETA: 50m 13s [2025-11-22T02:36:33.931659] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:33.931725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:33.936564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:33.938496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:33.939038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:33.939488] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:33.940257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:33.941069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:33.942208] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:33.944268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.039526] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:36:34.077801] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 2.4s | Global ETA: 50m 13s [2025-11-22T02:36:34.078710] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:34.078775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:34.083629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:34.084902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:34.087730] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:34.088790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:34.090235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.210150] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.15% [2025-11-22T02:36:34.210382] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.5640% [2025-11-22T02:36:34.210479] [INFO ] [main ] CCIF: DISCARDED add_true_range (score: 38.56%) [2025-11-22T02:36:34.210524] [INFO ] [main ] CCIF: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:36:34.210556] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_vol_of_vol'] [2025-11-22T02:36:34.210592] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:34.223521] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:34.224845] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:34.224907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:34.229893] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:34.231135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.271260] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 2.1s | Global ETA: 50m 13s [2025-11-22T02:36:34.272466] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:36:34.272547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:34.273538] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:34.275925] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:34.277864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:34.281405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:34.299395] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:34.300759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:34.302589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.533083] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.80% | Symbol ETA: 10.8s | Global ETA: 50m 13s [2025-11-22T02:36:34.533970] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:34.534035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:34.538983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:34.540781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:34.541287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:34.541753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:34.542505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:34.543329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:34.544158] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:34.546244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.668960] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.66% | Symbol ETA: 1.8s | Global ETA: 50m 13s [2025-11-22T02:36:34.670118] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:34.670181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:34.675094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:34.676358] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:34.679023] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:34.680021] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:34.681347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.804359] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 6.4s | Global ETA: 50m 13s [2025-11-22T02:36:34.805243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:34.805303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:34.810026] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:34.811180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:34.926004] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.30% | Symbol ETA: 1.4s | Global ETA: 50m 13s [2025-11-22T02:36:35.094727] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 2.53% [2025-11-22T02:36:35.136516] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.98% | Symbol ETA: 10.2s | Global ETA: 50m 14s [2025-11-22T02:36:35.137551] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:35.137622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:35.142448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:35.144289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:35.144804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:35.145291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:35.146059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:35.146897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:35.147717] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:35.149756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:35.239748] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.29% | Symbol ETA: 1.2s | Global ETA: 50m 14s [2025-11-22T02:36:35.240615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:35.240706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:35.245459] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:35.246716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:35.249386] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:35.250388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:35.251739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:35.317779] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 1.22% [2025-11-22T02:36:35.368279] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 5.7s | Global ETA: 50m 14s [2025-11-22T02:36:35.369169] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:35.369230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:35.373965] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:35.375181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:35.502865] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.83%, Actual: 2.32% [2025-11-22T02:36:35.671124] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.67%, Actual: 0.02% [2025-11-22T02:36:35.742664] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -9.16% | Symbol ETA: 9.6s | Global ETA: 50m 14s [2025-11-22T02:36:35.743521] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:35.743585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:35.748397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:35.750127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:35.750593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:35.751055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:35.751810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:35.752595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:35.753393] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:35.755389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:35.823859] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 0.6s | Global ETA: 50m 14s [2025-11-22T02:36:35.837374] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.61% [2025-11-22T02:36:35.934120] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 5.2s | Global ETA: 50m 14s [2025-11-22T02:36:35.935022] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:35.935082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:35.939862] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:35.941008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:35.990261] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.16% [2025-11-22T02:36:36.001525] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.18%, Actual: 1.36% [2025-11-22T02:36:36.156990] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.02% [2025-11-22T02:36:36.166551] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.57%, Actual: 1.42% [2025-11-22T02:36:36.322812] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.24% [2025-11-22T02:36:36.331874] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 10.92%, Actual: 3.02% [2025-11-22T02:36:36.340900] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.13% | Symbol ETA: 9.0s | Global ETA: 50m 15s [2025-11-22T02:36:36.341778] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:36.341842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:36.346568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:36.348378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:36.348868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:36.349320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:36.350069] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:36.350870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:36.351635] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:36.353604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:36.487658] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.27% [2025-11-22T02:36:36.495233] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.22% [2025-11-22T02:36:36.525812] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 4.6s | Global ETA: 50m 15s [2025-11-22T02:36:36.526816] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:36.526878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:36.531986] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:36.533189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:36.652363] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.35% [2025-11-22T02:36:36.666380] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.30%, Actual: 13.03% [2025-11-22T02:36:36.666592] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 52.4297% [2025-11-22T02:36:36.666762] [INFO ] [main ] OGN: KEPT add_true_range (score: 52.43%) [2025-11-22T02:36:36.666809] [INFO ] [main ] OGN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:36:36.666843] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_vol_of_vol'] [2025-11-22T02:36:36.666879] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:36.680673] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:36.681985] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:36.682052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:36.682994] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:36.684746] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:36.686299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:36.689022] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:36.705362] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:36.706433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:36.708199] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:36.709286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:36.817166] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.68% [2025-11-22T02:36:36.947209] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 4.54% | Symbol ETA: 8.4s | Global ETA: 50m 15s [2025-11-22T02:36:36.948157] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:36.948236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:36.953289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:36.955124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:36.955617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:36.956096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:36.956875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:36.957715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:36.958510] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:36.960568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:36.982582] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.92% [2025-11-22T02:36:37.098116] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 4.0s | Global ETA: 50m 15s [2025-11-22T02:36:37.099204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:37.099263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:37.103986] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:37.105119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:37.150847] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.66%, Actual: 1.27% [2025-11-22T02:36:37.315364] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.29%, Actual: 1.65% [2025-11-22T02:36:37.321990] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -3.31% | Symbol ETA: 7.0s | Global ETA: 50m 15s [2025-11-22T02:36:37.323213] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:37.323280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:37.324131] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:37.325881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:37.327419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:37.330198] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:37.346101] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:37.347160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:37.348904] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:37.350003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:37.480801] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 1.90% [2025-11-22T02:36:37.481000] [INFO ] [main ] LND: Magnitude Forecast Confidence: 36.2980% [2025-11-22T02:36:37.481082] [INFO ] [main ] LND: DISCARDED add_volume_dispersion (score: 36.30%) [2025-11-22T02:36:37.481124] [INFO ] [main ] LND: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:36:37.481157] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_volume_flow_differentials'] [2025-11-22T02:36:37.481528] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:37.493132] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:37.494390] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:37.494469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:37.499291] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:37.500530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:37.503177] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:37.504183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:37.506895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:37.559803] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -2.98% | Symbol ETA: 7.8s | Global ETA: 50m 15s [2025-11-22T02:36:37.560685] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:37.561079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:37.565829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:37.567566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:37.568056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:37.568487] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:37.569254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:37.570050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:37.570833] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:37.572801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:37.668681] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 3.5s | Global ETA: 50m 16s [2025-11-22T02:36:37.669556] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:37.669616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:37.674326] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:37.675463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:37.944832] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 6.3s | Global ETA: 50m 16s [2025-11-22T02:36:37.945738] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:37.945802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:37.946611] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:37.948306] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:37.949784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:37.952348] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:37.968525] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:37.969571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:37.971247] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:37.972317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.070904] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 5.7s | Global ETA: 50m 16s [2025-11-22T02:36:38.071805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:38.071868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:38.076611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:38.077883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:38.080629] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:38.081689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:38.084384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.174049] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.92% | Symbol ETA: 7.2s | Global ETA: 50m 16s [2025-11-22T02:36:38.174943] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:38.175006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:38.179871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:38.181700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:38.182190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:38.182638] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:38.183436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:38.184273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:38.185088] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:36:38.187136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.231622] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 2.9s | Global ETA: 50m 16s [2025-11-22T02:36:38.232520] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:38.232580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:38.237748] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:38.238890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.572098] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 5.7s | Global ETA: 50m 16s [2025-11-22T02:36:38.572988] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:38.573052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:38.573876] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:38.575535] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:38.577026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:38.579685] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:38.595802] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:38.596887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:38.598662] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:38.599758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.651541] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.23% | Symbol ETA: 5.1s | Global ETA: 50m 16s [2025-11-22T02:36:38.652432] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:38.652493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:38.657299] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:38.658564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:38.661257] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:38.662276] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:38.665007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.800978] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 2.3s | Global ETA: 50m 16s [2025-11-22T02:36:38.801903] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:38.801964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:38.806815] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:38.808108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:38.870901] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.63% | Symbol ETA: 6.6s | Global ETA: 50m 16s [2025-11-22T02:36:39.045978] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 3.04% [2025-11-22T02:36:39.200975] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.67% | Symbol ETA: 5.0s | Global ETA: 50m 17s [2025-11-22T02:36:39.201885] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:39.201949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:39.202787] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:39.204437] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:39.205927] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:39.208543] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:39.216788] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.24%, Actual: 1.19% [2025-11-22T02:36:39.224728] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:39.225779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:39.227467] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:39.228528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:39.233287] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -2.03% | Symbol ETA: 4.5s | Global ETA: 50m 17s [2025-11-22T02:36:39.234249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:39.234311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:39.239112] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:39.240347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:39.242995] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:39.244083] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:39.246780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:39.382721] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 1.7s | Global ETA: 50m 17s [2025-11-22T02:36:39.383594] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:39.383674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:39.388907] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:39.390081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:39.390116] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.80%, Actual: 4.83% [2025-11-22T02:36:39.564728] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.98%, Actual: 7.29% [2025-11-22T02:36:39.740208] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -9.16%, Actual: 0.68% [2025-11-22T02:36:39.816410] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.30% | Symbol ETA: 3.9s | Global ETA: 50m 17s [2025-11-22T02:36:39.817345] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:39.817407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:39.822267] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:39.823536] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:39.826168] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:39.827212] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:39.829967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:39.832080] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.13% | Symbol ETA: 4.4s | Global ETA: 50m 17s [2025-11-22T02:36:39.832999] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:39.833064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:39.833933] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:39.835601] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:39.837095] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:39.839787] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:39.856176] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:39.857425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:39.859244] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:39.860354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:39.911892] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.13%, Actual: 6.70% [2025-11-22T02:36:39.958283] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 1.2s | Global ETA: 50m 17s [2025-11-22T02:36:40.083104] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 4.54%, Actual: 0.22% [2025-11-22T02:36:40.130023] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.54% [2025-11-22T02:36:40.252363] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -2.98%, Actual: 4.88% [2025-11-22T02:36:40.305866] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 2.08% [2025-11-22T02:36:40.426197] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 3.4s | Global ETA: 50m 18s [2025-11-22T02:36:40.426969] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.92%, Actual: 4.51% [2025-11-22T02:36:40.427149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:40.427217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:40.432305] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:40.433627] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:40.436441] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:40.437555] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:40.440474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:40.468724] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 5.82% | Symbol ETA: 3.8s | Global ETA: 50m 18s [2025-11-22T02:36:40.469795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:40.469878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:40.470950] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:40.472819] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:40.474339] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:40.477476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:40.486821] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.61% [2025-11-22T02:36:40.493919] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:40.495024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:40.496791] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:40.497932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:40.593998] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.63%, Actual: 1.89% [2025-11-22T02:36:40.594210] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 43.8707% [2025-11-22T02:36:40.594315] [INFO ] [main ] LVWR: DISCARDED add_pct_change (score: 43.87%) [2025-11-22T02:36:40.594359] [INFO ] [main ] LVWR: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:36:40.594391] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_preclose_acceleration_mag'] [2025-11-22T02:36:40.594427] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:40.607730] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:40.608971] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:40.609034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:40.613822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:40.615580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:40.616076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:40.616539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:40.617412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:40.618237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:40.619016] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:40.620071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:40.660990] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 3.64% [2025-11-22T02:36:40.833089] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 1.57% [2025-11-22T02:36:41.014929] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.59%, Actual: 0.82% [2025-11-22T02:36:41.022543] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 2.8s | Global ETA: 50m 18s [2025-11-22T02:36:41.023440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:41.023502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:41.028361] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:41.029606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:41.032257] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:41.036407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:41.039623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.124338] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -3.42% | Symbol ETA: 3.2s | Global ETA: 50m 18s [2025-11-22T02:36:41.125247] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:41.125313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:41.126167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:41.127893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:41.129352] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:41.131982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:41.147816] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:41.148876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:41.150556] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:41.151635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.186592] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 0.89% [2025-11-22T02:36:41.206724] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -10.42% | Symbol ETA: 11.6s | Global ETA: 50m 18s [2025-11-22T02:36:41.207616] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:41.207698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:41.212412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:41.214137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:41.214601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:41.215051] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:41.215791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:41.216567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:41.217384] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:41.218502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.356520] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 1.00% [2025-11-22T02:36:41.526179] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.09% [2025-11-22T02:36:41.615321] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 2.2s | Global ETA: 50m 19s [2025-11-22T02:36:41.616210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:41.616274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:41.621119] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:41.622359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:41.625031] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:41.626082] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:41.628839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.695411] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 0.15% [2025-11-22T02:36:41.695626] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 41.7608% [2025-11-22T02:36:41.695730] [INFO ] [main ] CCIF: DISCARDED add_vol_of_vol (score: 41.76%) [2025-11-22T02:36:41.695776] [INFO ] [main ] CCIF: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:36:41.695810] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volatility_decay_ratio'] [2025-11-22T02:36:41.695845] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:41.708358] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:41.709626] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:41.709713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:41.714744] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:41.715981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.759957] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 8.22% | Symbol ETA: 2.5s | Global ETA: 50m 19s [2025-11-22T02:36:41.760866] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:41.760930] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:41.761759] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:41.763433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:41.764913] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:41.767548] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:41.785697] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:41.787080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:41.789341] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:41.790665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:41.802712] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.84% | Symbol ETA: 11.0s | Global ETA: 50m 19s [2025-11-22T02:36:41.803596] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:41.803678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:41.808455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:41.810546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:41.811165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:41.811602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:41.812345] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:41.813141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:41.813959] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:41.814993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.207037] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 1.58% | Symbol ETA: 1.6s | Global ETA: 50m 19s [2025-11-22T02:36:42.207984] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:42.208047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:42.213008] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:42.214345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:42.217052] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:42.218158] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:42.220967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.290283] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.64% | Symbol ETA: 6.2s | Global ETA: 50m 19s [2025-11-22T02:36:42.291235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:42.291300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:42.296381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:42.297730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.403889] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 10.4s | Global ETA: 50m 19s [2025-11-22T02:36:42.404784] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:42.404848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:42.409610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:42.410924] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 1.9s | Global ETA: 50m 19s [2025-11-22T02:36:42.411329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:42.411817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:42.412151] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:42.412240] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:42.412245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:42.412987] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:42.413411] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:42.413787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:42.414561] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:42.415585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.415837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:42.417982] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:42.420903] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:42.437788] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:42.439075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:42.441408] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:42.442960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.792581] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.80% | Symbol ETA: 1.0s | Global ETA: 50m 20s [2025-11-22T02:36:42.793463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:42.793525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:42.798526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:42.799829] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:42.802541] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:42.803588] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:36:42.806385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:42.857101] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 5.6s | Global ETA: 50m 20s [2025-11-22T02:36:42.858041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:42.858102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:42.862846] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:42.864020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:43.002378] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.48% | Symbol ETA: 9.8s | Global ETA: 50m 20s [2025-11-22T02:36:43.003331] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:43.003398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:43.008430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:43.010372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:43.010890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:43.011322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:43.012090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:43.012905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:43.013693] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:43.014745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:43.063983] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 4.85% | Symbol ETA: 1.3s | Global ETA: 50m 20s [2025-11-22T02:36:43.270786] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -3.31%, Actual: 2.53% [2025-11-22T02:36:43.387212] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 0.5s | Global ETA: 50m 20s [2025-11-22T02:36:43.424217] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 5.0s | Global ETA: 50m 20s [2025-11-22T02:36:43.425128] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:43.425190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:43.430086] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:43.431369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:43.446861] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 1.22% [2025-11-22T02:36:43.559638] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 1.16% [2025-11-22T02:36:43.601420] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.07% | Symbol ETA: 9.2s | Global ETA: 50m 20s [2025-11-22T02:36:43.602383] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:43.602449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:43.607181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:43.608988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:43.609508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:43.609958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:43.610696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:43.611467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:43.612247] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:43.613278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:43.623631] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 2.32% [2025-11-22T02:36:43.730810] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.23%, Actual: 0.02% [2025-11-22T02:36:43.806584] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.67%, Actual: 0.02% [2025-11-22T02:36:43.902380] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.03%, Actual: 0.24% [2025-11-22T02:36:43.979307] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.13%, Actual: 0.61% [2025-11-22T02:36:44.002145] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 4.4s | Global ETA: 50m 21s [2025-11-22T02:36:44.003092] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:44.003156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:44.008190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:44.009475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:44.071544] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.30%, Actual: 1.27% [2025-11-22T02:36:44.152016] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 5.82%, Actual: 1.36% [2025-11-22T02:36:44.208781] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 6.03% | Symbol ETA: 8.7s | Global ETA: 50m 21s [2025-11-22T02:36:44.209702] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:44.209767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:44.214580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:44.216402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:44.216903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:44.217353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:44.218102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:44.218942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:44.219771] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:44.220793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:44.240437] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.35% [2025-11-22T02:36:44.327841] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -3.42%, Actual: 1.42% [2025-11-22T02:36:44.414390] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 1.68% [2025-11-22T02:36:44.497097] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 8.22%, Actual: 3.02% [2025-11-22T02:36:44.579706] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 3.8s | Global ETA: 50m 21s [2025-11-22T02:36:44.580576] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:44.580657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:44.585425] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:44.586679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:44.587406] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.92% [2025-11-22T02:36:44.665258] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.22% [2025-11-22T02:36:44.761412] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.58%, Actual: 1.27% [2025-11-22T02:36:44.815227] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 2.53% | Symbol ETA: 8.1s | Global ETA: 50m 21s [2025-11-22T02:36:44.816157] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:44.816221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:44.821041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:44.822803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:44.823284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:44.823732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:44.824466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:44.825265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:44.826049] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:44.827117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:44.833025] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 4.85%, Actual: 13.03% [2025-11-22T02:36:44.833168] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 38.9727% [2025-11-22T02:36:44.833218] [INFO ] [main ] OGN: DISCARDED add_vol_of_vol (score: 38.97%) [2025-11-22T02:36:44.833255] [INFO ] [main ] OGN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:36:44.833286] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_volatility_decay_ratio'] [2025-11-22T02:36:44.833322] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:44.846970] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:44.848453] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:44.848532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:44.849454] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:44.851242] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:44.852799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:44.855519] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:44.871977] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:44.873350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:44.875103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:44.876228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:44.934417] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.80%, Actual: 1.65% [2025-11-22T02:36:45.106869] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 1.90% [2025-11-22T02:36:45.107072] [INFO ] [main ] LND: Magnitude Forecast Confidence: 43.5826% [2025-11-22T02:36:45.107157] [INFO ] [main ] LND: DISCARDED add_volume_flow_differentials (score: 43.58%) [2025-11-22T02:36:45.107201] [INFO ] [main ] LND: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:36:45.107234] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_volume_pressure_into_close'] [2025-11-22T02:36:45.107288] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:45.119908] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:45.121385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:45.121463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:45.126626] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:45.127979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:45.130854] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:45.131914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:45.133606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:45.151938] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 3.3s | Global ETA: 50m 21s [2025-11-22T02:36:45.152834] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:45.152894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:45.157737] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:45.158962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:45.420472] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.41% | Symbol ETA: 7.5s | Global ETA: 50m 22s [2025-11-22T02:36:45.421352] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:45.421415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:45.426219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:45.427967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:45.428453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:45.428928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:45.429704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:45.430488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:45.431265] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:45.432287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:45.472222] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 2.35% | Symbol ETA: 6.7s | Global ETA: 50m 22s [2025-11-22T02:36:45.473108] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:45.473172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:45.474032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:45.475766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:45.477229] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:45.479894] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:45.496152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:45.497211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:45.498928] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:45.500076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:45.718177] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 5.7s | Global ETA: 50m 22s [2025-11-22T02:36:45.719142] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:45.719210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:45.724306] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:45.724303] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2.7s | Global ETA: 50m 22s [2025-11-22T02:36:45.725195] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:45.725256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:45.725606] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:45.728375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:45.730144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:45.731322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:45.729463] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:45.734597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.030503] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -5.40% | Symbol ETA: 6.9s | Global ETA: 50m 22s [2025-11-22T02:36:46.031382] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:46.031445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:46.036781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:46.038552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:46.039045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:46.039503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:46.040249] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:46.041038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:46.041816] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:36:46.042905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.100350] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 6.1s | Global ETA: 50m 22s [2025-11-22T02:36:46.101228] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:46.101292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:46.102119] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:46.103801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:46.105259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:46.108250] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:46.124402] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:46.125435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:46.127110] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:46.128231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.303946] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 2.1s | Global ETA: 50m 22s [2025-11-22T02:36:46.304845] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:46.304926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:46.309860] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:46.311084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.312554] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 5.1s | Global ETA: 50m 22s [2025-11-22T02:36:46.313442] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:46.313505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:46.318412] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:46.319664] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:46.322296] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:46.323311] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:46.324916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.642982] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.66% | Symbol ETA: 6.3s | Global ETA: 50m 23s [2025-11-22T02:36:46.721195] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -5.71% | Symbol ETA: 5.4s | Global ETA: 50m 23s [2025-11-22T02:36:46.722081] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:46.722145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:46.722975] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:46.724611] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:46.726090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:46.728704] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:46.744922] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:46.745961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:46.747624] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:46.748754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.811920] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -10.42%, Actual: 3.04% [2025-11-22T02:36:46.883438] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 1.6s | Global ETA: 50m 23s [2025-11-22T02:36:46.884374] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:46.884437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:46.889342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:46.890602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.895351] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 4.4s | Global ETA: 50m 23s [2025-11-22T02:36:46.896237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:46.896298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:46.901394] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:46.902837] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:46.905611] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:46.906630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:46.908250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:46.982054] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.84%, Actual: 1.19% [2025-11-22T02:36:47.152792] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 4.83% [2025-11-22T02:36:47.325361] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.48%, Actual: 7.29% [2025-11-22T02:36:47.346028] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.15% | Symbol ETA: 4.8s | Global ETA: 50m 23s [2025-11-22T02:36:47.346906] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:47.346970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:47.347808] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:47.349509] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:47.351005] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:47.353635] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:47.369872] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:47.370909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:47.372548] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:47.373711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:47.473926] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 1.0s | Global ETA: 50m 23s [2025-11-22T02:36:47.493290] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 3.9s | Global ETA: 50m 23s [2025-11-22T02:36:47.494183] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:47.494245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:47.495824] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.07%, Actual: 0.68% [2025-11-22T02:36:47.499181] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:47.500401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:47.503038] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:47.504036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:47.505602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:47.652606] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.64%, Actual: 0.54% [2025-11-22T02:36:47.675102] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 6.03%, Actual: 6.70% [2025-11-22T02:36:47.827638] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.08% [2025-11-22T02:36:47.849229] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 2.53%, Actual: 0.22% [2025-11-22T02:36:47.974226] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 4.2s | Global ETA: 50m 24s [2025-11-22T02:36:47.975109] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:47.975173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:47.975990] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:47.977708] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:47.979195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:47.981791] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:47.993555] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:36:47.998188] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:47.999263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:48.000972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:48.002076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:48.020350] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.41%, Actual: 4.88% [2025-11-22T02:36:48.082956] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 3.3s | Global ETA: 50m 24s [2025-11-22T02:36:48.083903] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:48.083964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:48.088784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:48.090051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:48.092700] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:48.093801] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:48.095516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:48.162062] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:36:48.193481] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -5.40%, Actual: 4.51% [2025-11-22T02:36:48.331217] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:36:48.365241] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.66%, Actual: 1.89% [2025-11-22T02:36:48.365444] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.2810% [2025-11-22T02:36:48.365526] [INFO ] [main ] LVWR: DISCARDED add_preclose_acceleration_mag (score: 46.28%) [2025-11-22T02:36:48.365574] [INFO ] [main ] LVWR: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:36:48.365609] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_prev_1100_to_open'] [2025-11-22T02:36:48.365671] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:48.379240] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:48.380492] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:48.380557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:48.385497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:48.387356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:48.387884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:48.388326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:48.389106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:48.389969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:48.390772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:48.391463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:48.499040] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:36:48.601195] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 3.6s | Global ETA: 50m 24s [2025-11-22T02:36:48.602403] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:48.602467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:48.603296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:48.604996] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:48.606514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:48.609394] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:48.625782] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:48.626820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:48.628482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:48.629705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:48.674909] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:36:48.678068] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 50m 24s [2025-11-22T02:36:48.678993] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:48.679056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:48.683898] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:48.685125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:48.687826] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:48.688829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:48.690417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:48.847897] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:36:49.003569] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.73% | Symbol ETA: 11.3s | Global ETA: 50m 24s [2025-11-22T02:36:49.004431] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:49.004494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.009915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.011699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:49.012157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:49.012582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:49.013320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:49.014339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:49.015463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:49.016223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.022014] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:36:49.190534] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:36:49.190744] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.1650% [2025-11-22T02:36:49.190826] [INFO ] [main ] CCIF: DISCARDED add_volatility_decay_ratio (score: 38.16%) [2025-11-22T02:36:49.190868] [INFO ] [main ] CCIF: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:36:49.190899] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:36:49.191267] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:49.203255] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:49.204501] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:49.204564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.209370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.211158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:49.211622] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:49.212726] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:49.214745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.231916] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 2.9s | Global ETA: 50m 25s [2025-11-22T02:36:49.232985] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:49.233063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:49.234079] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:49.235729] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:49.237192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:49.239831] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:49.255956] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:49.256990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.258671] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:49.259767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.294885] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.1s | Global ETA: 50m 25s [2025-11-22T02:36:49.295779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:49.295840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.300870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:49.302152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:49.304881] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:49.305951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:49.307616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.617720] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -10.46% | Symbol ETA: 10.6s | Global ETA: 50m 25s [2025-11-22T02:36:49.618613] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:49.618701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.623556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.625312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:49.625791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:49.626216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:49.626956] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:49.627801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:49.628599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:49.629299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.789832] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.54% | Symbol ETA: 6.1s | Global ETA: 50m 25s [2025-11-22T02:36:49.790711] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:49.790773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.795540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.797377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:49.797858] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:49.798972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:49.801010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.860086] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 8.35% | Symbol ETA: 2.3s | Global ETA: 50m 25s [2025-11-22T02:36:49.860966] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:49.861030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:49.861966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:49.863671] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:49.865138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:49.867804] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:49.881939] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 0.99% | Symbol ETA: 1.5s | Global ETA: 50m 25s [2025-11-22T02:36:49.882865] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:49.882929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:49.884069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:49.885111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:49.886827] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:49.887966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:49.888045] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:49.889794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:49.892506] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:49.893587] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:49.895264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:50.231150] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 2.02% | Symbol ETA: 10.0s | Global ETA: 50m 25s [2025-11-22T02:36:50.232053] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:50.232118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:50.236957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:50.238748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:50.239207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:50.239686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:50.240409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:50.241211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:50.241990] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:50.242678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:50.431167] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 5.7s | Global ETA: 50m 26s [2025-11-22T02:36:50.432046] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:50.432107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:50.436971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:50.438792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:50.439251] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:50.440337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:50.442362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:50.476414] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 0.9s | Global ETA: 50m 26s [2025-11-22T02:36:50.477324] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:50.477388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:50.482326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:50.483633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:50.486478] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:50.486958] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 6.77% | Symbol ETA: 1.7s | Global ETA: 50m 26s [2025-11-22T02:36:50.487572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:36:50.487875] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:50.487940] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:50.488805] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:50.489260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:50.490478] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:50.491958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:50.494575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:50.510858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:50.511897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:50.513583] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:36:50.514708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:50.842789] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.76% | Symbol ETA: 9.4s | Global ETA: 50m 26s [2025-11-22T02:36:50.843705] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:50.843768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:50.848683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:50.850433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:50.850943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:50.851387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:50.852191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:50.853053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:50.854007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:50.854719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:51.020176] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 5.0s | Global ETA: 50m 26s [2025-11-22T02:36:51.021059] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:51.021122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:51.025899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:51.027621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:51.028109] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:51.029225] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:51.031201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:51.077768] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 0.3s | Global ETA: 50m 26s [2025-11-22T02:36:51.108660] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 8.53% | Symbol ETA: 1.1s | Global ETA: 50m 26s [2025-11-22T02:36:51.250940] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 1.16% [2025-11-22T02:36:51.275155] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 2.35%, Actual: 2.53% [2025-11-22T02:36:51.424124] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 0.02% [2025-11-22T02:36:51.439494] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 1.22% [2025-11-22T02:36:51.445550] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.94% | Symbol ETA: 8.8s | Global ETA: 50m 26s [2025-11-22T02:36:51.446439] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:51.446542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:51.451406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:51.453215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:51.453736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:51.454171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:51.454934] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:51.455790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:51.456565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:51.457289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:51.596919] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 0.24% [2025-11-22T02:36:51.601883] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 4.4s | Global ETA: 50m 26s [2025-11-22T02:36:51.602777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:51.602840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:51.607837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:51.609683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:51.609685] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -5.71%, Actual: 2.32% [2025-11-22T02:36:51.610172] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:51.611285] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:51.613330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:51.766457] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 1.27% [2025-11-22T02:36:51.775575] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.15%, Actual: 0.02% [2025-11-22T02:36:51.938943] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.35% [2025-11-22T02:36:51.943225] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.20%, Actual: 0.61% [2025-11-22T02:36:52.056323] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.54% | Symbol ETA: 8.1s | Global ETA: 50m 27s [2025-11-22T02:36:52.057235] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:52.057326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:52.062251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:52.064014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:52.064487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:52.064941] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:52.065694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:52.066491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:52.067305] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:52.068015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:52.109988] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 1.36% [2025-11-22T02:36:52.110633] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68% [2025-11-22T02:36:52.188076] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 3.8s | Global ETA: 50m 27s [2025-11-22T02:36:52.188977] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:52.189039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:52.193739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:52.195449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:52.195956] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:52.197019] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:52.199037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:52.274825] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 1.42% [2025-11-22T02:36:52.281973] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.92% [2025-11-22T02:36:52.441998] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 8.35%, Actual: 3.02% [2025-11-22T02:36:52.457318] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.27% [2025-11-22T02:36:52.609224] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 6.77%, Actual: 0.22% [2025-11-22T02:36:52.628017] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.86%, Actual: 1.65% [2025-11-22T02:36:52.663259] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.18% | Symbol ETA: 7.5s | Global ETA: 50m 27s [2025-11-22T02:36:52.664160] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:52.664224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:52.669090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:52.670873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:52.671337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:52.672128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:52.672874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:52.673685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:52.674449] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:52.675149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:52.765148] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 3.2s | Global ETA: 50m 27s [2025-11-22T02:36:52.766077] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:52.766140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:52.770949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:52.772680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:52.773149] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:52.774242] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:52.776255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:52.779961] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 8.53%, Actual: 13.03% [2025-11-22T02:36:52.780104] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 33.3440% [2025-11-22T02:36:52.780181] [INFO ] [main ] OGN: DISCARDED add_volatility_decay_ratio (score: 33.34%) [2025-11-22T02:36:52.780224] [INFO ] [main ] OGN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:36:52.780257] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:36:52.780291] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:36:52.793671] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:52.795478] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:52.795549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:52.796434] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:52.798124] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.96%, Actual: 1.90% [2025-11-22T02:36:52.798350] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.1389% [2025-11-22T02:36:52.798439] [INFO ] [main ] LND: DISCARDED add_volume_pressure_into_close (score: 40.14%) [2025-11-22T02:36:52.798482] [INFO ] [main ] LND: Testing feature 52/53: add_volume_zscore [2025-11-22T02:36:52.798521] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_volume_zscore'] [2025-11-22T02:36:52.798564] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:36:52.800792] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:52.802314] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:52.804992] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:52.810242] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:52.811749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:52.811812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:52.816879] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:52.818257] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:52.821169] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:52.821508] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:52.822244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:52.822555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:52.823963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:52.824253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:52.824751] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:52.825823] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:52.827857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.285445] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.26% | Symbol ETA: 6.9s | Global ETA: 50m 28s [2025-11-22T02:36:53.286568] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:53.286666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:53.291775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:53.293660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:53.294154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:53.294580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:53.295342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:53.296174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:53.296964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:53.297688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.350997] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 2.6s | Global ETA: 50m 28s [2025-11-22T02:36:53.351879] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:53.351940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:53.356663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:53.358393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:53.358886] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:53.359971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:53.361951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.402516] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 5.5s | Global ETA: 50m 28s [2025-11-22T02:36:53.403439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:53.403503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:53.408484] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:53.409827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:53.412725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:53.413786] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:53.415438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.421729] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -3.39% | Symbol ETA: 6.5s | Global ETA: 50m 28s [2025-11-22T02:36:53.422594] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:53.422684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:53.423491] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:53.425193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:53.426686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:53.429384] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:53.445512] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:53.446548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:53.448241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:53.448772] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:53.449833] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:53.451823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.889081] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 6.3s | Global ETA: 50m 28s [2025-11-22T02:36:53.889967] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:53.890031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:53.894884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:53.896690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:53.897163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:53.897627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:53.898387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:53.899200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:53.900024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:36:53.900717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:53.936885] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 2.0s | Global ETA: 50m 28s [2025-11-22T02:36:53.938191] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:53.938255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:53.943095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:53.944865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:53.945339] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:53.946431] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:53.948453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.004456] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 4.9s | Global ETA: 50m 28s [2025-11-22T02:36:54.005341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:54.005403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:54.010301] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:54.011551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:54.014233] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:54.015245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:54.016889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.053024] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 6.14% | Symbol ETA: 5.9s | Global ETA: 50m 28s [2025-11-22T02:36:54.053917] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:54.053982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:54.054814] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:54.056493] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:54.058011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:54.060673] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:54.077074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:54.078153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:54.079901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:54.080373] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:54.081433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:54.083420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.494654] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.56% | Symbol ETA: 5.7s | Global ETA: 50m 29s [2025-11-22T02:36:54.521250] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.37% | Symbol ETA: 1.4s | Global ETA: 50m 29s [2025-11-22T02:36:54.522147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:54.522209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:54.527010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:54.528835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:54.529309] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:54.530490] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:54.532531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.598378] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.09% | Symbol ETA: 4.3s | Global ETA: 50m 29s [2025-11-22T02:36:54.599269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:54.599330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:54.604204] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:54.605454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:54.608145] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:54.609573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:54.611196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.666847] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.73%, Actual: 3.04% [2025-11-22T02:36:54.687034] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 5.3s | Global ETA: 50m 29s [2025-11-22T02:36:54.688127] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:54.688194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:54.689055] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:54.690751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:54.692221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:54.694870] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:54.711140] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:54.712225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:54.713902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:54.714370] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:54.715466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:54.717508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:54.834749] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -10.46%, Actual: 1.19% [2025-11-22T02:36:55.002154] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 2.02%, Actual: 4.83% [2025-11-22T02:36:55.100858] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 0.8s | Global ETA: 50m 29s [2025-11-22T02:36:55.169185] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.76%, Actual: 7.29% [2025-11-22T02:36:55.186973] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 3.7s | Global ETA: 50m 29s [2025-11-22T02:36:55.187874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:55.187936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:55.192689] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:55.193921] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:55.196575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:55.197665] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:55.199218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:55.272551] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.54% [2025-11-22T02:36:55.320814] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 6.34% | Symbol ETA: 4.6s | Global ETA: 50m 29s [2025-11-22T02:36:55.321716] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:55.321783] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:55.322583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:55.324297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:55.325796] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:55.328475] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:55.343729] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.94%, Actual: 0.68% [2025-11-22T02:36:55.345096] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:55.346166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:55.347847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:55.348314] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:55.349356] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:55.351386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:55.440684] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 2.08% [2025-11-22T02:36:55.512038] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.54%, Actual: 6.70% [2025-11-22T02:36:55.609703] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.61% [2025-11-22T02:36:55.680521] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.18%, Actual: 0.22% [2025-11-22T02:36:55.777781] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 3.1s | Global ETA: 50m 30s [2025-11-22T02:36:55.778667] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:55.778729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:55.778890] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 3.64% [2025-11-22T02:36:55.783451] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:55.784732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:55.787351] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:55.788359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:55.789930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:55.847685] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.26%, Actual: 4.88% [2025-11-22T02:36:55.946370] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 1.57% [2025-11-22T02:36:55.954107] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 4.0s | Global ETA: 50m 30s [2025-11-22T02:36:55.954991] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:55.955057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:55.955882] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:55.957538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:55.959027] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:55.961623] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:55.977800] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:55.978846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:55.980505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:55.980995] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:55.982053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:55.984038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.017483] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.51%, Actual: 4.51% [2025-11-22T02:36:56.113486] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 0.82% [2025-11-22T02:36:56.189339] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.56%, Actual: 1.89% [2025-11-22T02:36:56.189531] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 41.2399% [2025-11-22T02:36:56.189612] [INFO ] [main ] LVWR: DISCARDED add_prev_1100_to_open (score: 41.24%) [2025-11-22T02:36:56.189685] [INFO ] [main ] LVWR: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:36:56.189728] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_prev_close_to_1100'] [2025-11-22T02:36:56.189773] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:36:56.203905] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:56.205369] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:56.205447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:56.210315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:56.212091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:56.212551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:56.213012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:56.213787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:56.214581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:56.215366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:56.216068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.282593] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.89% [2025-11-22T02:36:56.363440] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: 50m 30s [2025-11-22T02:36:56.364356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:56.364417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:56.369255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:56.370488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:56.373188] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:56.374306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:56.375983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.453399] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 1.00% [2025-11-22T02:36:56.582673] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 2.09% | Symbol ETA: 3.4s | Global ETA: 50m 30s [2025-11-22T02:36:56.583539] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:56.583605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:56.584433] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:56.586128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:56.587614] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:56.590235] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:56.605974] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:56.607026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:56.608728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:56.609198] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:56.610264] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:56.612311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.620762] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.37%, Actual: 0.09% [2025-11-22T02:36:56.790022] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 0.15% [2025-11-22T02:36:56.790231] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 36.8211% [2025-11-22T02:36:56.790309] [INFO ] [main ] CCIF: DISCARDED add_volatility_state_percentiles (score: 36.82%) [2025-11-22T02:36:56.790351] [INFO ] [main ] CCIF: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:36:56.790383] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volume_dispersion'] [2025-11-22T02:36:56.790416] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:36:56.802672] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:36:56.804118] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:56.804179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:56.804484] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -7.06% | Symbol ETA: 10.7s | Global ETA: 50m 31s [2025-11-22T02:36:56.805377] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:56.805440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:56.809017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:56.810280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:56.810468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.812032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:56.812489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:56.812953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:56.813719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:56.814858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:56.815623] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:56.816321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:56.948273] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 1.9s | Global ETA: 50m 31s [2025-11-22T02:36:56.949173] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:56.949236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:56.954051] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:56.955301] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:56.957987] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:56.959008] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:56.960579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.210731] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 2.7s | Global ETA: 50m 31s [2025-11-22T02:36:57.211588] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:57.211675] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:57.212484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:57.214174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:57.215660] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:57.218355] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:57.234473] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:57.235569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:57.237233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:57.237732] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:57.238795] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:57.240924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.375870] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 5.8s | Global ETA: 50m 31s [2025-11-22T02:36:57.376755] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:57.376816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:57.381483] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:57.382877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.403541] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.17% | Symbol ETA: 10.1s | Global ETA: 50m 31s [2025-11-22T02:36:57.404424] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:57.404487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:57.409247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:57.410989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:57.411450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:57.411908] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:57.412633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:57.413472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:57.414284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:57.414982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.533944] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 0.99% | Symbol ETA: 1.3s | Global ETA: 50m 31s [2025-11-22T02:36:57.534830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:57.534892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:57.539674] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:57.540906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:57.543557] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:57.544610] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:57.546275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.839617] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 5.74% | Symbol ETA: 2.1s | Global ETA: 50m 31s [2025-11-22T02:36:57.840501] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:57.840567] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:57.841394] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:57.843060] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:57.844695] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:57.847317] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:57.863335] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:57.864426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:57.866224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:57.866713] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:57.867800] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:57.869781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:57.952727] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 5.2s | Global ETA: 50m 31s [2025-11-22T02:36:57.953600] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:57.953681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:57.958393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:57.959788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.001334] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 9.5s | Global ETA: 50m 31s [2025-11-22T02:36:58.002262] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:58.002326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:58.007117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:58.008938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:58.009403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:58.009855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:58.010568] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:58.011371] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:58.012159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:58.012889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.174308] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 0.7s | Global ETA: 50m 32s [2025-11-22T02:36:58.175195] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:36:58.175256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:58.180248] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:36:58.181537] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:36:58.184266] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:58.185308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:36:58.186946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.469516] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 10.80% | Symbol ETA: 1.5s | Global ETA: 50m 32s [2025-11-22T02:36:58.470393] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:36:58.470459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:58.471283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:36:58.472998] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:36:58.474469] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:36:58.477080] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:36:58.493491] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:36:58.494538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:58.496243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:58.496737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:36:58.501128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:36:58.503113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.532152] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 4.7s | Global ETA: 50m 32s [2025-11-22T02:36:58.533046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:58.533106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:58.537880] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:58.539238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.604206] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.72% | Symbol ETA: 8.9s | Global ETA: 50m 32s [2025-11-22T02:36:58.605096] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:58.605160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:58.609908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:58.611623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:58.612097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:58.612523] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:58.613284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:58.614121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:58.614911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:58.615586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:58.757832] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 0.2s | Global ETA: 50m 32s [2025-11-22T02:36:58.926071] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 1.16% [2025-11-22T02:36:59.094961] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 0.02% [2025-11-22T02:36:59.100603] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 5.17% | Symbol ETA: 0.8s | Global ETA: 50m 32s [2025-11-22T02:36:59.109118] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 4.1s | Global ETA: 50m 32s [2025-11-22T02:36:59.110027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:59.110088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:59.114899] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:59.116306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:59.199760] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -7.28% | Symbol ETA: 8.3s | Global ETA: 50m 32s [2025-11-22T02:36:59.200618] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:59.200775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:59.205533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:59.207294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:59.207774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:59.208198] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:59.208937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:59.209732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:59.210535] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:59.211231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:59.263025] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.09%, Actual: 0.24% [2025-11-22T02:36:59.268714] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -3.39%, Actual: 2.53% [2025-11-22T02:36:59.433426] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.83%, Actual: 1.27% [2025-11-22T02:36:59.434058] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 6.14%, Actual: 1.22% [2025-11-22T02:36:59.601993] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 2.32% [2025-11-22T02:36:59.604412] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.35% [2025-11-22T02:36:59.684756] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 3.5s | Global ETA: 50m 33s [2025-11-22T02:36:59.685624] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:36:59.685715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:59.690562] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:36:59.691939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:59.769983] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 6.34%, Actual: 0.02% [2025-11-22T02:36:59.777400] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68% [2025-11-22T02:36:59.795911] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 9.05% | Symbol ETA: 7.7s | Global ETA: 50m 33s [2025-11-22T02:36:59.796817] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:36:59.796881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:36:59.801707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:36:59.803412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:36:59.803898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:36:59.804321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:36:59.805058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:36:59.805902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:36:59.806681] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:36:59.807374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:36:59.937987] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.61% [2025-11-22T02:36:59.948049] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.92% [2025-11-22T02:37:00.106424] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 2.09%, Actual: 1.36% [2025-11-22T02:37:00.121235] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.27% [2025-11-22T02:37:00.274752] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 1.42% [2025-11-22T02:37:00.275242] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.30% | Symbol ETA: 2.9s | Global ETA: 50m 33s [2025-11-22T02:37:00.276161] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:00.276221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:00.281062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:00.282480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:00.295677] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.86%, Actual: 1.65% [2025-11-22T02:37:00.398243] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 7.1s | Global ETA: 50m 33s [2025-11-22T02:37:00.399176] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:00.399239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:00.404307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:00.406101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:00.406561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:00.407013] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:00.407812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:00.408612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:00.409428] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:37:00.410133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:00.444547] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 5.74%, Actual: 3.02% [2025-11-22T02:37:00.469707] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 1.90% [2025-11-22T02:37:00.469911] [INFO ] [main ] LND: Magnitude Forecast Confidence: 39.6686% [2025-11-22T02:37:00.469997] [INFO ] [main ] LND: DISCARDED add_volume_zscore (score: 39.67%) [2025-11-22T02:37:00.470040] [INFO ] [main ] LND: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:37:00.470073] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags', 'add_vwap_deviations'] [2025-11-22T02:37:00.470108] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T02:37:00.481409] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:00.482806] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:00.482872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:00.488060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:00.489391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:00.492218] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:00.493291] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:00.499372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:00.612905] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 10.80%, Actual: 0.22% [2025-11-22T02:37:00.779686] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 5.17%, Actual: 13.03% [2025-11-22T02:37:00.779848] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 35.8700% [2025-11-22T02:37:00.779922] [INFO ] [main ] OGN: DISCARDED add_volatility_state_percentiles (score: 35.87%) [2025-11-22T02:37:00.779965] [INFO ] [main ] OGN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:37:00.779998] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_volume_dispersion'] [2025-11-22T02:37:00.780033] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:37:00.793360] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:00.794752] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:00.794819] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:00.795668] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:00.797381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:00.798935] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:00.801567] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:00.820164] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:00.821237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:00.822949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:00.824390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:00.852459] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 2.4s | Global ETA: 50m 34s [2025-11-22T02:37:00.853389] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:00.853450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:00.858256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:00.859624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.181195] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.32% | Symbol ETA: 6.5s | Global ETA: 50m 34s [2025-11-22T02:37:01.182074] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:01.182137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:01.186903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:01.188633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:01.189131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:01.189553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:01.190304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:01.191135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:01.191921] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:37:01.192597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.193431] [INFO ] [main ] LND: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 6.4s | Global ETA: 50m 34s [2025-11-22T02:37:01.194438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:01.194502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:01.204307] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:01.205543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:01.211214] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:01.212227] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:01.223826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.569595] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 1.8s | Global ETA: 50m 34s [2025-11-22T02:37:01.570565] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:01.570628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:01.575720] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:01.577154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.687717] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 8.7s | Global ETA: 50m 34s [2025-11-22T02:37:01.688607] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:01.688694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:01.689509] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:01.691243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:01.692731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:01.695886] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:01.714434] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:01.715556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:01.717305] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:01.718765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.795265] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 5.9s | Global ETA: 50m 34s [2025-11-22T02:37:01.796200] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:01.796263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:01.801083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:01.802795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:01.803259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:01.803707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:01.804469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:01.805269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:01.806086] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:37:01.806780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:01.914128] [INFO ] [main ] LND: Lookback Days: 3, Magnitude: -1.05% | Symbol ETA: 5.7s | Global ETA: 50m 34s [2025-11-22T02:37:01.915025] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:01.915087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:01.919973] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:01.921232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:01.923900] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:01.924919] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:01.930635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:02.259657] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 1.2s | Global ETA: 50m 35s [2025-11-22T02:37:02.260534] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:02.260595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:02.265272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:02.266676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:02.327017] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 2.69% | Symbol ETA: 6.8s | Global ETA: 50m 35s [2025-11-22T02:37:02.327963] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:02.328030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:02.328908] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:02.330709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:02.332257] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:02.335029] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:02.352926] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:02.354064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:02.355863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:02.357607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:02.403726] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 5.3s | Global ETA: 50m 35s [2025-11-22T02:37:02.501434] [INFO ] [main ] LND: Lookback Days: 4, Magnitude: -1.18% | Symbol ETA: 4.7s | Global ETA: 50m 35s [2025-11-22T02:37:02.502310] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:02.502373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:02.507117] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:02.508368] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:02.510982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:02.511984] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:02.517506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:02.574837] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -7.06%, Actual: 3.04% [2025-11-22T02:37:02.745416] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.17%, Actual: 1.19% [2025-11-22T02:37:02.838767] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 0.6s | Global ETA: 50m 35s [2025-11-22T02:37:02.915975] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 4.83% [2025-11-22T02:37:02.977221] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 5.8s | Global ETA: 50m 35s [2025-11-22T02:37:02.978178] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:02.978246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:02.979105] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:02.980873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:02.982402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:02.985303] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:03.002624] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:03.003728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:03.005799] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:03.007966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:03.011218] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.54% [2025-11-22T02:37:03.087445] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.72%, Actual: 7.29% [2025-11-22T02:37:03.094672] [INFO ] [main ] LND: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 3.9s | Global ETA: 50m 35s [2025-11-22T02:37:03.095534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:03.095597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:03.100388] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:03.101612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:03.104237] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:03.105237] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:03.110919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:03.178573] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.08% [2025-11-22T02:37:03.257572] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -7.28%, Actual: 0.68% [2025-11-22T02:37:03.343177] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.61% [2025-11-22T02:37:03.423485] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 9.05%, Actual: 6.70% [2025-11-22T02:37:03.508441] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 3.64% [2025-11-22T02:37:03.592344] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.22% [2025-11-22T02:37:03.613415] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.79% | Symbol ETA: 4.9s | Global ETA: 50m 36s [2025-11-22T02:37:03.614318] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:03.614383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:03.615214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:03.616932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:03.618556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:03.621278] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:03.638179] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:03.639312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:03.641031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:03.642459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:03.674935] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 1.57% [2025-11-22T02:37:03.678465] [INFO ] [main ] LND: Lookback Days: 6, Magnitude: -0.47% | Symbol ETA: 3.2s | Global ETA: 50m 36s [2025-11-22T02:37:03.679372] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:03.679435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:03.684227] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:03.685513] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:03.691152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:03.692177] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:03.697961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:03.773765] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.32%, Actual: 4.88% [2025-11-22T02:37:03.842098] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.30%, Actual: 0.82% [2025-11-22T02:37:03.950822] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 4.51% [2025-11-22T02:37:04.007836] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.89% [2025-11-22T02:37:04.126740] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 1.89% [2025-11-22T02:37:04.126966] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.7748% [2025-11-22T02:37:04.127058] [INFO ] [main ] LVWR: DISCARDED add_prev_close_to_1100 (score: 39.77%) [2025-11-22T02:37:04.127115] [INFO ] [main ] LVWR: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:37:04.127152] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_prev_close_to_open'] [2025-11-22T02:37:04.127189] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:04.141448] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:04.142893] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:04.142959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:04.148227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:04.150122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:04.150670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:04.151139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:04.151943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:04.152811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:04.153634] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:04.154373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.180046] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.00% [2025-11-22T02:37:04.259030] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 4.1s | Global ETA: 50m 36s [2025-11-22T02:37:04.259916] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:04.259990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:04.260824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:04.262475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:04.263993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:04.266583] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:04.274980] [INFO ] [main ] LND: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.5s | Global ETA: 50m 36s [2025-11-22T02:37:04.275862] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:04.275926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:04.280706] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:04.281950] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:04.283016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:04.284103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:04.284563] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:04.285569] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:04.285845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:04.287246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.291301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.359059] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.09% [2025-11-22T02:37:04.532819] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 0.15% [2025-11-22T02:37:04.533043] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 38.2789% [2025-11-22T02:37:04.533131] [INFO ] [main ] CCIF: DISCARDED add_volume_dispersion (score: 38.28%) [2025-11-22T02:37:04.533173] [INFO ] [main ] CCIF: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:37:04.533533] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volume_flow_differentials'] [2025-11-22T02:37:04.533571] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:37:04.545935] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:04.547303] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:04.547366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:04.552516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:04.555446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.760760] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.43% | Symbol ETA: 10.5s | Global ETA: 50m 37s [2025-11-22T02:37:04.761654] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:04.761719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:04.766900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:04.768766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:04.769265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:04.769713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:04.770442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:04.771247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:04.772026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:04.772721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.863821] [INFO ] [main ] LND: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 1.9s | Global ETA: 50m 37s [2025-11-22T02:37:04.864690] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:04.864752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:04.869542] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:04.870789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:04.873405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:04.874408] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:04.880270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:04.897780] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 3.4s | Global ETA: 50m 37s [2025-11-22T02:37:04.898913] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:04.898979] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:04.899856] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:04.901514] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:04.903014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:04.905707] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:04.922671] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:04.923974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:04.925750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:04.927122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.144157] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 5.9s | Global ETA: 50m 37s [2025-11-22T02:37:05.145307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:05.145382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:05.150682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:05.153971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.366761] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.60% | Symbol ETA: 9.9s | Global ETA: 50m 37s [2025-11-22T02:37:05.367689] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:05.367753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:05.372519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:05.374288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:05.374774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:05.375201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:05.375984] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:05.376788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:05.377682] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:05.378353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.450444] [INFO ] [main ] LND: Lookback Days: 9, Magnitude: 0.99% | Symbol ETA: 1.2s | Global ETA: 50m 37s [2025-11-22T02:37:05.451329] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:05.451390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:05.456282] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:05.457549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:05.460230] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:05.461273] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:05.466847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.546458] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -3.13% | Symbol ETA: 2.7s | Global ETA: 50m 37s [2025-11-22T02:37:05.547446] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:05.547511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:05.548378] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:05.550085] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:05.551555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:05.554782] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:05.571798] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:05.573031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:05.574884] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:05.576258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.735588] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 5.2s | Global ETA: 50m 37s [2025-11-22T02:37:05.736947] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:05.737007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:05.741829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:05.744575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:05.991968] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.55% | Symbol ETA: 9.3s | Global ETA: 50m 38s [2025-11-22T02:37:05.993045] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:05.993119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:05.999497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:06.001767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:06.002334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:06.002818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:06.003621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:06.004594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:06.005557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:06.006347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:06.175312] [INFO ] [main ] LND: Lookback Days: 10, Magnitude: -1.86% | Symbol ETA: 0.6s | Global ETA: 50m 38s [2025-11-22T02:37:06.176639] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:37:06.176744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:06.184389] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:37:06.186489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:37:06.190682] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:06.192296] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:06.200197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:06.342740] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 6.08% | Symbol ETA: 2.1s | Global ETA: 50m 38s [2025-11-22T02:37:06.344136] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:06.344225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:06.345352] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:06.347804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:06.349714] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:06.352983] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:06.372456] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:06.373961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:06.376135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:06.378419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:06.508856] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 5.1s | Global ETA: 50m 38s [2025-11-22T02:37:06.509867] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:06.509933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:06.515140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:06.518370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:06.815299] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.17% | Symbol ETA: 9.0s | Global ETA: 50m 38s [2025-11-22T02:37:06.816327] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:06.816410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:06.822433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:06.824982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:06.825782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:06.826241] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:06.827328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:06.828269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:06.829196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:06.829978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:06.963932] [INFO ] [main ] LND: Lookback Days: 11, Magnitude: -0.96% | Symbol ETA: 0.0s | Global ETA: 50m 38s [2025-11-22T02:37:07.028764] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: -1.56% | Symbol ETA: 1.4s | Global ETA: 50m 38s [2025-11-22T02:37:07.029623] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:07.030025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:07.030862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:07.032518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:07.034012] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:07.036622] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:07.052808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:07.053847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:07.055489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:37:07.056836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:07.102283] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 4.3s | Global ETA: 50m 39s [2025-11-22T02:37:07.103186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:07.103246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:07.107974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:07.110672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:07.147151] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 1.16% [2025-11-22T02:37:07.322965] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -1.05%, Actual: 0.02% [2025-11-22T02:37:07.424570] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.39% | Symbol ETA: 8.2s | Global ETA: 50m 39s [2025-11-22T02:37:07.425489] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:07.425552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:07.430301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:07.432042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:07.432501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:07.432951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:07.433693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:07.434573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:07.435362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:07.436061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:07.498467] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -1.18%, Actual: 0.24% [2025-11-22T02:37:07.658144] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 6.66% | Symbol ETA: 0.7s | Global ETA: 50m 39s [2025-11-22T02:37:07.666077] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 1.27% [2025-11-22T02:37:07.674742] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 3.6s | Global ETA: 50m 39s [2025-11-22T02:37:07.675694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:07.675756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:07.680666] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:07.683491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:07.827324] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 2.53% [2025-11-22T02:37:07.832989] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: -0.47%, Actual: 1.35% [2025-11-22T02:37:07.993983] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 2.69%, Actual: 1.22% [2025-11-22T02:37:07.998776] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.68% [2025-11-22T02:37:08.025152] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.78% | Symbol ETA: 7.5s | Global ETA: 50m 39s [2025-11-22T02:37:08.026071] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:08.026134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:08.030961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:08.032680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:08.033175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:08.033603] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:08.034347] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:08.035185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:08.035964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:08.036996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:08.161988] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 0.63%, Actual: 2.32% [2025-11-22T02:37:08.167872] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.92% [2025-11-22T02:37:08.253245] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 2.9s | Global ETA: 50m 39s [2025-11-22T02:37:08.254170] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:08.254230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:08.259077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:08.261802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:08.329833] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.79%, Actual: 0.02% [2025-11-22T02:37:08.335152] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 0.99%, Actual: 1.27% [2025-11-22T02:37:08.497423] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 0.61% [2025-11-22T02:37:08.503333] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.86%, Actual: 1.65% [2025-11-22T02:37:08.628913] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 6.9s | Global ETA: 50m 40s [2025-11-22T02:37:08.629825] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:08.629891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:08.634676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:08.636432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:08.636917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:08.637387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:08.638130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:08.638944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:08.639738] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:08.640407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:08.665466] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 1.36% [2025-11-22T02:37:08.686919] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.96%, Actual: 1.90% [2025-11-22T02:37:08.687131] [INFO ] [main ] LND: Magnitude Forecast Confidence: 40.1046% [2025-11-22T02:37:08.687218] [INFO ] [main ] LND: DISCARDED add_vwap_deviations (score: 40.10%) [2025-11-22T02:37:08.687262] [INFO ] [main ] LND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:37:08.687326] [INFO ] [main ] LND: Best accuracy: 48.59% [2025-11-22T02:37:08.687374] [INFO ] [main ] LND: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure', 'add_regime_flags'] [2025-11-22T02:37:08.687414] [INFO ] [main ] LND: Improvement over baseline: 9.72% [2025-11-22T02:37:08.687443] [INFO ] [main ] LND: Total time: 6.9 minutes [2025-11-22T02:37:08.687469] [INFO ] [main ] LND: Average time per feature: 7.8 seconds [2025-11-22T02:37:08.687495] [INFO ] [main ] LND: Average speed: 0.13 features/sec [2025-11-22T02:37:08.827628] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 2.3s | Global ETA: 50m 40s [2025-11-22T02:37:08.828558] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:08.828619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:08.833120] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -3.13%, Actual: 1.42% [2025-11-22T02:37:08.833371] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:08.836072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:08.868099] [DEBUG] [METRICS ] LND: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 1.16% [2025-11-22T02:37:09.000539] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 6.08%, Actual: 3.02% [2025-11-22T02:37:09.047315] [DEBUG] [METRICS ] LND: 2025-11-19:2025-11-20: Predicted: -0.36%, Actual: 0.02% [2025-11-22T02:37:09.169677] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: -1.56%, Actual: 0.22% [2025-11-22T02:37:09.228704] [DEBUG] [METRICS ] LND: 2025-11-18:2025-11-19: Predicted: -2.05%, Actual: 0.24% [2025-11-22T02:37:09.231487] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.19% | Symbol ETA: 6.2s | Global ETA: 50m 40s [2025-11-22T02:37:09.232365] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:09.232430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:09.237172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:09.238919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:09.239393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:09.239842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:09.240569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:09.241403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:09.242185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:09.242878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:09.338069] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 6.66%, Actual: 13.03% [2025-11-22T02:37:09.338275] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 38.3191% [2025-11-22T02:37:09.338354] [INFO ] [main ] OGN: DISCARDED add_volume_dispersion (score: 38.32%) [2025-11-22T02:37:09.338396] [INFO ] [main ] OGN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:37:09.338429] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_volume_flow_differentials'] [2025-11-22T02:37:09.338464] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:37:09.352045] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:09.353491] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:09.353555] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:09.354404] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:09.356115] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:09.357628] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:09.360286] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:09.376915] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:09.377996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:09.379754] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:09.382420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:09.404443] [DEBUG] [METRICS ] LND: 2025-11-17:2025-11-18: Predicted: -1.38%, Actual: 1.27% [2025-11-22T02:37:09.432916] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.97% | Symbol ETA: 1.7s | Global ETA: 50m 40s [2025-11-22T02:37:09.433929] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:09.433996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:09.439142] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:09.442142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:09.589794] [DEBUG] [METRICS ] LND: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.35% [2025-11-22T02:37:09.770224] [DEBUG] [METRICS ] LND: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 1.68% [2025-11-22T02:37:09.831056] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 5.6s | Global ETA: 50m 41s [2025-11-22T02:37:09.832569] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:09.832632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:09.837524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:09.839307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:09.839783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:09.840205] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:09.840942] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:09.841742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:09.842498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:37:09.843193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:09.943253] [DEBUG] [METRICS ] LND: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.92% [2025-11-22T02:37:09.983772] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 6.2s | Global ETA: 50m 41s [2025-11-22T02:37:09.984666] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:09.984731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:09.985572] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:09.987257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:09.988817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:09.991455] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:10.008026] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:10.009128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:10.010816] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:10.013513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:10.059691] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 1.1s | Global ETA: 50m 41s [2025-11-22T02:37:10.060663] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:10.060728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:10.065804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:10.068770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:10.116784] [DEBUG] [METRICS ] LND: 2025-11-11:2025-11-12: Predicted: 1.73%, Actual: 1.27% [2025-11-22T02:37:10.290328] [DEBUG] [METRICS ] LND: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 1.65% [2025-11-22T02:37:10.434812] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 5.0s | Global ETA: 50m 41s [2025-11-22T02:37:10.461778] [DEBUG] [METRICS ] LND: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 1.90% [2025-11-22T02:37:10.462356] [INFO ] [LOCAL ] Saved configuration for LND: 4 features, 48.59% accuracy -> ./output/feature-sets/LND.json [2025-11-22T02:37:10.463309] [INFO ] [main ] Progress: 33/57 symbols completed (57.9%). LND finished in 7m 1s. ETA: 47m 11s. Rate: 0.51 symbols/min [2025-11-22T02:37:10.466055] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:10.477512] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:10.478234] [INFO ] [main ] PFN: Testing with 53 available features [2025-11-22T02:37:10.478286] [INFO ] [main ] PFN: Establishing baseline with no features... [2025-11-22T02:37:10.478320] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:10.489523] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:10.491029] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:10.605364] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.43%, Actual: 3.04% [2025-11-22T02:37:10.615181] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 5.6s | Global ETA: 47m 11s [2025-11-22T02:37:10.616093] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:10.616161] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:10.617008] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:10.618740] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:10.620284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:10.622930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:10.639405] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:10.640448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:10.642134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:10.644858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:10.679308] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 0.5s | Global ETA: 47m 11s [2025-11-22T02:37:10.773991] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.60%, Actual: 1.19% [2025-11-22T02:37:10.853240] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.54% [2025-11-22T02:37:10.953411] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.55%, Actual: 4.83% [2025-11-22T02:37:11.026840] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 2.08% [2025-11-22T02:37:11.063082] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% [2025-11-22T02:37:11.063982] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:11.137461] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.17%, Actual: 7.29% [2025-11-22T02:37:11.198373] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.61% [2025-11-22T02:37:11.245441] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 4.9s | Global ETA: 47m 12s [2025-11-22T02:37:11.246336] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:11.246399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:11.247593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:11.249276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:11.250774] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:11.253415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:11.269539] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:11.270594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:11.272266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:11.274951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:11.311969] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.39%, Actual: 0.68% [2025-11-22T02:37:11.371089] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 3.64% [2025-11-22T02:37:11.489924] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.78%, Actual: 6.70% [2025-11-22T02:37:11.547485] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 1.57% [2025-11-22T02:37:11.612683] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% [2025-11-22T02:37:11.613576] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:11.662380] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -1.21%, Actual: 0.22% [2025-11-22T02:37:11.721833] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 0.82% [2025-11-22T02:37:11.839328] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.19%, Actual: 4.88% [2025-11-22T02:37:11.872787] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 4.81% | Symbol ETA: 4.3s | Global ETA: 47m 12s [2025-11-22T02:37:11.873700] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:11.873765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:11.874578] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:11.876263] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:11.877783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:11.880447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:11.889048] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.89% [2025-11-22T02:37:11.896997] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:11.898298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:11.900106] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:11.902805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:12.011404] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 4.51% [2025-11-22T02:37:12.058633] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.97%, Actual: 1.00% [2025-11-22T02:37:12.165484] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% [2025-11-22T02:37:12.166386] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:12.183901] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 1.89% [2025-11-22T02:37:12.184105] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 45.5420% [2025-11-22T02:37:12.184189] [INFO ] [main ] LVWR: DISCARDED add_prev_close_to_open (score: 45.54%) [2025-11-22T02:37:12.184233] [INFO ] [main ] LVWR: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:37:12.184269] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_prior_day_tail_pressure'] [2025-11-22T02:37:12.184306] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:12.197882] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:12.199301] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:12.199367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:12.204385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:12.206216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:12.206721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:12.207175] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:12.207954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:12.208790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:12.209659] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:12.212437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:12.225128] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.09% [2025-11-22T02:37:12.392115] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.15% [2025-11-22T02:37:12.392319] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 49.0959% [2025-11-22T02:37:12.392430] [INFO ] [main ] CCIF: KEPT add_volume_flow_differentials (score: 49.10%) [2025-11-22T02:37:12.392473] [INFO ] [main ] CCIF: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:37:12.392504] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volume_flow_differentials', 'add_volume_pressure_into_close'] [2025-11-22T02:37:12.392537] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:37:12.404837] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:12.406284] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:12.406345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:12.411140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:12.413933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:12.415572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:12.500902] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -1.59% | Symbol ETA: 3.7s | Global ETA: 47m 13s [2025-11-22T02:37:12.501800] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:12.501863] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:12.502685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:12.504342] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:12.505831] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:12.508472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:12.524793] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:12.525866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:12.527765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:12.530407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:12.717230] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% [2025-11-22T02:37:12.718141] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:12.810587] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -10.56% | Symbol ETA: 10.1s | Global ETA: 47m 13s [2025-11-22T02:37:12.811522] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:12.811589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:12.816636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:12.818506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:12.818998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:12.819468] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:12.820238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:12.821066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:12.821888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:12.824700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:12.994123] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 5.6s | Global ETA: 47m 13s [2025-11-22T02:37:12.995110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:12.995176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:13.000100] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:13.002980] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:13.004719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:13.136461] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: -2.95% | Symbol ETA: 3.0s | Global ETA: 47m 13s [2025-11-22T02:37:13.137492] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:13.137561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:13.138454] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:13.140209] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:13.141805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:13.144709] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:13.162300] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:13.163455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:13.165228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:13.168151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:13.271708] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% [2025-11-22T02:37:13.272593] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:13.424758] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -9.03% | Symbol ETA: 9.5s | Global ETA: 47m 13s [2025-11-22T02:37:13.425698] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:13.425764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:13.430802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:13.432674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:13.433158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:13.433600] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:13.434400] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:13.435286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:13.436094] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:13.438913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:13.579901] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 5.0s | Global ETA: 47m 13s [2025-11-22T02:37:13.580802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:13.580864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:13.585556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:13.588364] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:13.590020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:13.811772] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 2.4s | Global ETA: 47m 13s [2025-11-22T02:37:13.812768] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:13.812839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:13.813794] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:13.815672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:13.817345] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:13.820511] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:13.832020] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% [2025-11-22T02:37:13.832930] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:13.838211] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:13.839633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:13.841682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:13.844795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.046848] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 0.44% | Symbol ETA: 9.0s | Global ETA: 47m 14s [2025-11-22T02:37:14.047786] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:14.047850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:14.052794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:14.054554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:14.055088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:14.055516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:14.056274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:14.057088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:14.057899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:14.060494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.157440] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 4.4s | Global ETA: 47m 14s [2025-11-22T02:37:14.158327] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:14.158388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:14.163121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:14.166023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:14.168020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.387726] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% [2025-11-22T02:37:14.388632] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:14.507499] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 16.73% | Symbol ETA: 1.8s | Global ETA: 47m 14s [2025-11-22T02:37:14.508463] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:14.508530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:14.509406] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:14.511124] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:14.512605] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:14.515306] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:14.532444] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:14.533780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:14.535997] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:14.538847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.652316] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -7.88% | Symbol ETA: 8.3s | Global ETA: 47m 14s [2025-11-22T02:37:14.653210] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:14.653274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:14.658073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:14.659836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:14.660297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:14.660745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:14.661472] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:14.662271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:14.663044] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:14.665668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.731441] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 3.8s | Global ETA: 47m 14s [2025-11-22T02:37:14.732324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:14.732384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:14.737091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:14.739887] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:14.741524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:14.942192] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% [2025-11-22T02:37:14.943233] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:15.146096] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 1.2s | Global ETA: 47m 14s [2025-11-22T02:37:15.147027] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:15.147091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:15.147958] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:15.149824] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:15.151462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:15.154516] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:15.170597] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:15.171968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:15.173711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:15.176569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:15.272575] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.55% | Symbol ETA: 7.7s | Global ETA: 47m 15s [2025-11-22T02:37:15.273552] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:15.273619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:15.279047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:15.281020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:15.281528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:15.281997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:15.282798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:15.283633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:15.284463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:15.287637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:15.298522] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 3.2s | Global ETA: 47m 15s [2025-11-22T02:37:15.299761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:15.299823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:15.304530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:15.307249] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:15.308902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:15.493488] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% [2025-11-22T02:37:15.494412] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:15.776596] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 7.02% | Symbol ETA: 0.5s | Global ETA: 47m 15s [2025-11-22T02:37:15.865597] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 2.6s | Global ETA: 47m 15s [2025-11-22T02:37:15.866482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:15.866543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:15.871276] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:15.874009] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:15.875633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:15.898568] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.75% | Symbol ETA: 7.1s | Global ETA: 47m 15s [2025-11-22T02:37:15.899467] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:15.899532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:15.904348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:15.909608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:15.910098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:15.910524] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:15.911279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:15.912095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:15.912880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:15.915554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:15.945842] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 2.53% [2025-11-22T02:37:16.042257] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% [2025-11-22T02:37:16.115294] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 1.22% [2025-11-22T02:37:16.210228] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:37:16.285460] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 2.43%, Actual: 2.32% [2025-11-22T02:37:16.378919] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:16.430328] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 2.0s | Global ETA: 47m 15s [2025-11-22T02:37:16.431204] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:16.431266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:16.435991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:16.441506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:16.443148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:16.453101] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.81%, Actual: 0.02% [2025-11-22T02:37:16.512860] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.04% | Symbol ETA: 6.5s | Global ETA: 47m 15s [2025-11-22T02:37:16.513762] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:16.513827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:16.518704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:16.520518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:16.521012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:16.521456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:16.522226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:16.523059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:16.523857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:16.526562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:16.546276] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:37:16.621077] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -1.59%, Actual: 0.61% [2025-11-22T02:37:16.710829] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:16.788964] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: -2.95%, Actual: 1.36% [2025-11-22T02:37:16.878635] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:16.956171] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 1.42% [2025-11-22T02:37:17.000018] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1.5s | Global ETA: 47m 16s [2025-11-22T02:37:17.001049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:17.001111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.005835] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:17.008580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:17.010267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:17.045234] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:17.126996] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 16.73%, Actual: 3.02% [2025-11-22T02:37:17.134405] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 5.9s | Global ETA: 47m 16s [2025-11-22T02:37:17.135366] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:17.135432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.140686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:17.142781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:17.143269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:17.143785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:17.144531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:17.145349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:17.146172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:17.148966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:17.208799] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:17.298828] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 0.22% [2025-11-22T02:37:17.377101] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:17.467626] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 7.02%, Actual: 13.03% [2025-11-22T02:37:17.467862] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 30.5796% [2025-11-22T02:37:17.467939] [INFO ] [main ] OGN: DISCARDED add_volume_flow_differentials (score: 30.58%) [2025-11-22T02:37:17.467981] [INFO ] [main ] OGN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:37:17.468016] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_volume_pressure_into_close'] [2025-11-22T02:37:17.468051] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:37:17.481963] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:17.483347] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:17.483411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:17.484288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:17.486029] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:17.487626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:17.490338] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:17.506843] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:17.507947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:17.509668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:17.511295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:17.541244] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:17.570989] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 0.9s | Global ETA: 47m 16s [2025-11-22T02:37:17.571876] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:17.571938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.576659] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:17.579442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:17.581129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:17.708718] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:17.709258] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 18.1348% [2025-11-22T02:37:17.709316] [INFO ] [main ] PFN: Baseline score (no features): 18.1348% [2025-11-22T02:37:17.709376] [INFO ] [main ] PFN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.709409] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:37:17.709442] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:17.720592] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:17.722036] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:17.722095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.726889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:17.761894] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -2.70% | Symbol ETA: 5.3s | Global ETA: 47m 16s [2025-11-22T02:37:17.762856] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:17.762922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:17.768063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:17.769923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:17.770452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:17.770919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:17.771699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:17.772518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:17.773354] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:17.776177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:18.126034] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -3.06% | Symbol ETA: 6.1s | Global ETA: 47m 17s [2025-11-22T02:37:18.126971] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:18.127037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:18.127986] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:18.129821] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:18.131384] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:18.134159] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:18.143888] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 0.3s | Global ETA: 47m 17s [2025-11-22T02:37:18.152231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:18.153967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:18.156557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:18.158765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:18.286885] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 4m 59s | Global ETA: 47m 17s [2025-11-22T02:37:18.287785] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:18.287845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:18.292619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:18.311169] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.54% [2025-11-22T02:37:18.383781] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -6.48% | Symbol ETA: 4.6s | Global ETA: 47m 17s [2025-11-22T02:37:18.476409] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 2.08% [2025-11-22T02:37:18.556539] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -10.56%, Actual: 3.04% [2025-11-22T02:37:18.641505] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.61% [2025-11-22T02:37:18.726595] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -9.03%, Actual: 1.19% [2025-11-22T02:37:18.804909] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 5.6s | Global ETA: 47m 17s [2025-11-22T02:37:18.805827] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:18.805892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:18.806754] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:18.808542] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:18.810112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:18.812882] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:18.823233] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 3.64% [2025-11-22T02:37:18.829472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:18.830746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:18.832587] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:18.834614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:18.847851] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 4m 57s | Global ETA: 47m 17s [2025-11-22T02:37:18.848742] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:18.848802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:18.853503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:18.896829] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 4.83% [2025-11-22T02:37:18.994770] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 1.57% [2025-11-22T02:37:19.065115] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -7.88%, Actual: 7.29% [2025-11-22T02:37:19.168114] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 0.82% [2025-11-22T02:37:19.240529] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.55%, Actual: 0.68% [2025-11-22T02:37:19.340427] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.89% [2025-11-22T02:37:19.415586] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.75%, Actual: 6.70% [2025-11-22T02:37:19.429970] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 5m 0s | Global ETA: 47m 18s [2025-11-22T02:37:19.430867] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:19.430926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:19.435681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:19.449903] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 4.9s | Global ETA: 47m 18s [2025-11-22T02:37:19.450858] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:19.450924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:19.451779] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:19.453489] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:19.454996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:19.457719] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:19.474299] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:19.475558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:19.477342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:19.478947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:19.517084] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 1.00% [2025-11-22T02:37:19.583405] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.04%, Actual: 0.22% [2025-11-22T02:37:19.686032] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.09% [2025-11-22T02:37:19.751390] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -1.83%, Actual: 4.88% [2025-11-22T02:37:19.851566] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.15% [2025-11-22T02:37:19.851789] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 37.3455% [2025-11-22T02:37:19.851842] [INFO ] [main ] CCIF: DISCARDED add_volume_pressure_into_close (score: 37.35%) [2025-11-22T02:37:19.851892] [INFO ] [main ] CCIF: Testing feature 52/53: add_volume_zscore [2025-11-22T02:37:19.851925] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volume_flow_differentials', 'add_volume_zscore'] [2025-11-22T02:37:19.851958] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:37:19.865735] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:19.867227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:19.867314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:19.872058] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:19.874896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:19.876503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:19.920434] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -2.70%, Actual: 4.51% [2025-11-22T02:37:19.996609] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4m 59s | Global ETA: 47m 18s [2025-11-22T02:37:19.997509] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:19.997569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:20.002385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.093406] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -6.48%, Actual: 1.89% [2025-11-22T02:37:20.093590] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 34.8889% [2025-11-22T02:37:20.093705] [INFO ] [main ] LVWR: DISCARDED add_prior_day_tail_pressure (score: 34.89%) [2025-11-22T02:37:20.093771] [INFO ] [main ] LVWR: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:37:20.093806] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_prior_mag_lag'] [2025-11-22T02:37:20.093842] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:20.096082] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 8.87% | Symbol ETA: 4.2s | Global ETA: 47m 18s [2025-11-22T02:37:20.096983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:20.097060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:20.097923] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:20.099677] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:20.101147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:20.104177] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:20.108047] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:20.109371] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:20.109438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:20.115084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:20.117134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:20.117717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:20.118223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:20.121051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:20.122090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:20.123120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:20.123806] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:20.123975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:20.124805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:20.125347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.126419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.473620] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -0.39% | Symbol ETA: 5.6s | Global ETA: 47m 18s [2025-11-22T02:37:20.474550] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:20.475002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:20.480194] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:20.483119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:20.484850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.564789] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4m 59s | Global ETA: 47m 18s [2025-11-22T02:37:20.565703] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:20.565763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:20.570528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.730428] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 3.6s | Global ETA: 47m 19s [2025-11-22T02:37:20.731425] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:20.731489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:20.732408] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:20.734178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:20.734256] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -7.27% | Symbol ETA: 9.8s | Global ETA: 47m 19s [2025-11-22T02:37:20.735144] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:20.735209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:20.735698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:20.738361] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:20.740071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:20.741998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:20.742687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:20.743119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:20.744028] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:20.744824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:20.745595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:20.747162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:20.754727] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:20.755764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:20.757425] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:20.759006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.079462] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 5.0s | Global ETA: 47m 19s [2025-11-22T02:37:21.080343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:21.080406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.085153] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:21.087887] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:21.089490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.126301] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4m 57s | Global ETA: 47m 19s [2025-11-22T02:37:21.127183] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:21.127247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.132012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.343865] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.52% | Symbol ETA: 9.1s | Global ETA: 47m 19s [2025-11-22T02:37:21.344752] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:21.344816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.349767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:21.351629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:21.351778] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 3.73% | Symbol ETA: 2.9s | Global ETA: 47m 19s [2025-11-22T02:37:21.352137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:21.352595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:21.352693] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:21.352759] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:21.353365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:21.353573] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:21.354235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:21.355041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:21.355289] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:21.356675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.356786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:21.359448] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:21.375514] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:21.376570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:21.378272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:21.379899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.659043] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 4.3s | Global ETA: 47m 19s [2025-11-22T02:37:21.659958] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:21.660018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.664700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:21.667466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:21.669138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.681626] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4m 56s | Global ETA: 47m 19s [2025-11-22T02:37:21.682507] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:21.682566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.687314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:21.949477] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -4.21% | Symbol ETA: 8.5s | Global ETA: 47m 19s [2025-11-22T02:37:21.950420] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:21.950487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:21.955551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:21.957410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:21.957932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:21.958373] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:21.959213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:21.960105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:21.960952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:21.962761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.038584] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -3.21% | Symbol ETA: 2.3s | Global ETA: 47m 19s [2025-11-22T02:37:22.039508] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:22.039574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:22.040454] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:22.042184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:22.043741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:22.046447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:22.062362] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:22.063469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:22.065337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:22.067094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.229171] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 3.7s | Global ETA: 47m 20s [2025-11-22T02:37:22.230061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:22.230122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:22.234803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:22.237526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:22.239139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.239895] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4m 55s | Global ETA: 47m 20s [2025-11-22T02:37:22.240812] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:22.240872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:22.245562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.573245] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.81% | Symbol ETA: 7.9s | Global ETA: 47m 20s [2025-11-22T02:37:22.574134] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:22.574198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:22.579011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:22.580855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:22.581345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:22.581895] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:22.582872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:22.583713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:22.584511] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:22.586122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.666605] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 14.41% | Symbol ETA: 1.6s | Global ETA: 47m 20s [2025-11-22T02:37:22.667612] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:22.667699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:22.669090] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:22.671247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:22.672859] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:22.675576] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:22.692124] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:22.693218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:22.694926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:22.696578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.803488] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4m 54s | Global ETA: 47m 20s [2025-11-22T02:37:22.804372] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:22.804431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:22.809214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:22.826415] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 3.1s | Global ETA: 47m 20s [2025-11-22T02:37:22.827393] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:22.827457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:22.832312] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:22.835218] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:22.836941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:23.180362] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.83% | Symbol ETA: 7.3s | Global ETA: 47m 20s [2025-11-22T02:37:23.181288] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:23.181352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:23.186244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:23.188032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:23.188525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:23.188984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:23.189739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:23.190569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:23.191360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:23.192930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:23.292795] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 3.78% | Symbol ETA: 1.0s | Global ETA: 47m 20s [2025-11-22T02:37:23.293680] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:23.293745] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:23.294551] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:23.296217] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:23.297746] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:23.300338] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:23.316359] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:23.317431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:23.319138] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:37:23.320749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:23.362720] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4m 53s | Global ETA: 47m 20s [2025-11-22T02:37:23.438064] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 2.5s | Global ETA: 47m 20s [2025-11-22T02:37:23.439026] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:23.439089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:23.443941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:23.446773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:23.448797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:23.530831] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.42% [2025-11-22T02:37:23.694591] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:23.793925] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 10.65% | Symbol ETA: 6.6s | Global ETA: 47m 21s [2025-11-22T02:37:23.794892] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:23.794961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:23.800225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:23.802184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:23.802785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:23.803233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:23.804037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:23.804896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:23.805712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:23.807365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:23.863022] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:37:23.919189] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 9.86% | Symbol ETA: 0.3s | Global ETA: 47m 21s [2025-11-22T02:37:24.019428] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 1.9s | Global ETA: 47m 21s [2025-11-22T02:37:24.020385] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:24.020449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:24.025720] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:24.027258] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:24.028886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:24.030693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:24.085670] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -3.06%, Actual: 2.53% [2025-11-22T02:37:24.190450] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:24.252431] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 1.22% [2025-11-22T02:37:24.355403] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:24.418574] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 2.61%, Actual: 2.32% [2025-11-22T02:37:24.439285] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.00% | Symbol ETA: 6.0s | Global ETA: 47m 21s [2025-11-22T02:37:24.440225] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:24.440289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:24.445185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:24.446943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:24.447446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:24.447903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:24.448636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:24.449442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:24.450222] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:24.451777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:24.520618] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:24.587025] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 8.87%, Actual: 0.02% [2025-11-22T02:37:24.592807] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 1.3s | Global ETA: 47m 21s [2025-11-22T02:37:24.593721] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:24.593782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:24.598853] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:24.602522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:24.604783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:24.685469] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:24.756042] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.61% [2025-11-22T02:37:24.849805] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:24.924488] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 3.73%, Actual: 1.36% [2025-11-22T02:37:25.012685] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:25.012844] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.2812% [2025-11-22T02:37:25.012895] [INFO ] [main ] PFN: KEPT add_afternoon_v_morning_volatility_mix (score: 19.28%) [2025-11-22T02:37:25.012931] [INFO ] [main ] PFN: Testing feature 2/53: add_atr [2025-11-22T02:37:25.012962] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:37:25.012996] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:25.024460] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:25.025669] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:25.025728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:25.030470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:25.032239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:25.032754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.045020] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.08% | Symbol ETA: 5.4s | Global ETA: 47m 22s [2025-11-22T02:37:25.045946] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:25.046011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:25.050926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:25.052742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:25.053215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:25.053666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:25.054397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:25.055201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:25.056004] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:25.057635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.090208] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -3.21%, Actual: 1.42% [2025-11-22T02:37:25.171434] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 0.7s | Global ETA: 47m 22s [2025-11-22T02:37:25.172380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:25.172445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:25.178233] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:25.181402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:25.183049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.261292] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 14.41%, Actual: 3.02% [2025-11-22T02:37:25.443424] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 3.78%, Actual: 0.22% [2025-11-22T02:37:25.591507] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 6m 18s | Global ETA: 47m 22s [2025-11-22T02:37:25.592365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:25.592426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:25.597214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:25.599009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:25.599477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.612024] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 9.86%, Actual: 13.03% [2025-11-22T02:37:25.612223] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 42.1679% [2025-11-22T02:37:25.612300] [INFO ] [main ] OGN: DISCARDED add_volume_pressure_into_close (score: 42.17%) [2025-11-22T02:37:25.612343] [INFO ] [main ] OGN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:37:25.612378] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_volume_zscore'] [2025-11-22T02:37:25.612414] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:37:25.626782] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:25.628108] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:25.628172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:25.629058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:25.630776] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:25.632317] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:25.635120] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:25.652074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:25.653238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:25.655085] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:25.656787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.662010] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 4.8s | Global ETA: 47m 22s [2025-11-22T02:37:25.662886] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:25.662949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:25.667739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:25.669438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:25.669924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:25.670352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:25.671084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:25.671875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:25.672639] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:37:25.674178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:25.749465] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 0.1s | Global ETA: 47m 22s [2025-11-22T02:37:25.920855] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.54% [2025-11-22T02:37:26.085605] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.08% [2025-11-22T02:37:26.154668] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 6m 17s | Global ETA: 47m 22s [2025-11-22T02:37:26.155541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:26.155602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:26.160428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:26.162158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:26.162623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:26.252246] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.61% [2025-11-22T02:37:26.259189] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.89% | Symbol ETA: 4.2s | Global ETA: 47m 23s [2025-11-22T02:37:26.260053] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 5.9s | Global ETA: 47m 23s [2025-11-22T02:37:26.260987] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:26.261053] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:26.261926] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:26.263673] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:26.265224] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:26.268066] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:26.284742] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:26.285967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:26.287792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:26.289465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:26.417495] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 3.64% [2025-11-22T02:37:26.427417] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -7.27%, Actual: 3.04% [2025-11-22T02:37:26.581932] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 1.57% [2025-11-22T02:37:26.593439] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.52%, Actual: 1.19% [2025-11-22T02:37:26.719624] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 6m 16s | Global ETA: 47m 23s [2025-11-22T02:37:26.720504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:26.720564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:26.725296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:26.727017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:26.727512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:26.749743] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 0.82% [2025-11-22T02:37:26.761259] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -4.21%, Actual: 4.83% [2025-11-22T02:37:26.888423] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 5.2s | Global ETA: 47m 23s [2025-11-22T02:37:26.889324] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:26.889736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:26.890586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:26.892299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:26.893941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:26.896733] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:26.912943] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:26.913990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:26.915672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:26.917260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:26.917586] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.89% [2025-11-22T02:37:26.928998] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.81%, Actual: 7.29% [2025-11-22T02:37:27.085312] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 1.00% [2025-11-22T02:37:27.093947] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.83%, Actual: 0.68% [2025-11-22T02:37:27.254674] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.09% [2025-11-22T02:37:27.280953] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6m 16s | Global ETA: 47m 23s [2025-11-22T02:37:27.281830] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:27.281890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:27.286608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:27.288350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:27.288841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:27.324308] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 10.65%, Actual: 6.70% [2025-11-22T02:37:27.421316] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.15% [2025-11-22T02:37:27.421511] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 31.6611% [2025-11-22T02:37:27.421592] [INFO ] [main ] CCIF: DISCARDED add_volume_zscore (score: 31.66%) [2025-11-22T02:37:27.421633] [INFO ] [main ] CCIF: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:37:27.421684] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_volume_flow_differentials', 'add_vwap_deviations'] [2025-11-22T02:37:27.421720] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T02:37:27.435040] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:27.436476] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:27.436536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:27.441301] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:27.444062] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:27.449936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:27.491545] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.00%, Actual: 0.22% [2025-11-22T02:37:27.519156] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: 3.05% | Symbol ETA: 4.6s | Global ETA: 47m 23s [2025-11-22T02:37:27.520044] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:27.520107] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:27.520943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:27.522612] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:27.524094] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:27.526691] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:27.542871] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:27.543964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:27.545704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:27.547342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:27.672214] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.08%, Actual: 4.88% [2025-11-22T02:37:27.839442] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 4.51% [2025-11-22T02:37:27.844825] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 15s | Global ETA: 47m 24s [2025-11-22T02:37:27.845714] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:27.845773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:27.850533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:27.852287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:27.852776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.005865] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.89%, Actual: 1.89% [2025-11-22T02:37:28.006068] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 43.9100% [2025-11-22T02:37:28.006158] [INFO ] [main ] LVWR: DISCARDED add_prior_mag_lag (score: 43.91%) [2025-11-22T02:37:28.006202] [INFO ] [main ] LVWR: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:37:28.006235] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_range_overlap_v_prior_day'] [2025-11-22T02:37:28.006272] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:28.019361] [INFO ] [main ] CCIF: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 5.3s | Global ETA: 47m 24s [2025-11-22T02:37:28.020222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:28.020283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.020468] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:28.025097] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:28.025317] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:28.025383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.027887] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:28.030380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.032149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:28.032636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:28.033096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:28.033455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.033842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:28.034624] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:28.035401] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:28.037735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.193216] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 6.17% | Symbol ETA: 4.0s | Global ETA: 47m 24s [2025-11-22T02:37:28.194163] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:28.194230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:28.195125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:28.196899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:28.198464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:28.201203] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:28.218091] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:28.219248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.221317] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:28.223007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.410097] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 6m 15s | Global ETA: 47m 24s [2025-11-22T02:37:28.411310] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:28.411370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.416125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.417890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:28.418356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.603893] [INFO ] [main ] CCIF: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 4.7s | Global ETA: 47m 24s [2025-11-22T02:37:28.604783] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:28.604844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.609721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:28.612445] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:28.618167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.624659] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -7.04% | Symbol ETA: 9.3s | Global ETA: 47m 24s [2025-11-22T02:37:28.625575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:28.625659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.630762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.632526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:28.633035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:28.633493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:28.634269] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:28.635098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:28.635916] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:28.638353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.821759] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -5.23% | Symbol ETA: 3.4s | Global ETA: 47m 24s [2025-11-22T02:37:28.822625] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:28.822709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:28.823516] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:28.825176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:28.826661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:28.829257] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:28.845264] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:28.846353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.848070] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:28.849708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:28.977329] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6m 14s | Global ETA: 47m 25s [2025-11-22T02:37:28.978219] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:28.978279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:28.983069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:28.984804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:28.985272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.190913] [INFO ] [main ] CCIF: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 4.1s | Global ETA: 47m 25s [2025-11-22T02:37:29.191855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:29.191918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:29.196803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:29.199787] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:29.205625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.233123] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.30% | Symbol ETA: 8.7s | Global ETA: 47m 25s [2025-11-22T02:37:29.234000] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:29.234064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:29.238788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:29.240493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:29.240979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:29.241410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:29.242149] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:29.242942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:29.243721] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:29.246340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.450811] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 2.7s | Global ETA: 47m 25s [2025-11-22T02:37:29.451703] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:29.451767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:29.452570] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:29.454224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:29.455701] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:29.458321] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:29.474399] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:29.475481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:29.477231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:29.478847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.553595] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6m 14s | Global ETA: 47m 25s [2025-11-22T02:37:29.554476] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:29.554537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:29.559450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:29.561197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:29.561692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.776436] [INFO ] [main ] CCIF: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 3.5s | Global ETA: 47m 25s [2025-11-22T02:37:29.777337] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:29.777397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:29.782132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:29.784850] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:29.790427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:29.834934] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -5.30% | Symbol ETA: 8.1s | Global ETA: 47m 25s [2025-11-22T02:37:29.835811] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:29.835874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:29.840589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:29.842291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:29.842777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:29.843208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:29.843955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:29.844750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:29.845504] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:29.847840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.085306] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -6.86% | Symbol ETA: 2.1s | Global ETA: 47m 25s [2025-11-22T02:37:30.086192] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:30.086255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:30.087080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:30.088911] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:30.090444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:30.093167] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:30.110291] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:30.111809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:30.113567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:30.115182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.141043] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6m 13s | Global ETA: 47m 25s [2025-11-22T02:37:30.141931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:30.141991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:30.146697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:30.148429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:30.148924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.358989] [INFO ] [main ] CCIF: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 2.9s | Global ETA: 47m 26s [2025-11-22T02:37:30.359934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:30.359996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:30.364724] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:30.367498] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:30.373499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.438117] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.83% | Symbol ETA: 7.5s | Global ETA: 47m 26s [2025-11-22T02:37:30.439002] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:30.439067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:30.443845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:30.445581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:30.446067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:30.446503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:30.447247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:30.448064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:30.448895] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:30.451263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.716257] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 13.25% | Symbol ETA: 1.4s | Global ETA: 47m 26s [2025-11-22T02:37:30.717138] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:30.717203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:30.717867] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 12s | Global ETA: 47m 26s [2025-11-22T02:37:30.718049] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:30.719713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:30.721198] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:30.723830] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:30.739772] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:30.740860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:30.742525] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:30.744084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:30.889803] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:37:30.943800] [INFO ] [main ] CCIF: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 2.3s | Global ETA: 47m 26s [2025-11-22T02:37:30.944692] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:30.944753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:30.949626] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:30.952410] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:30.958079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:31.064550] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:31.068463] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.47% | Symbol ETA: 6.9s | Global ETA: 47m 26s [2025-11-22T02:37:31.069385] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:31.069451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:31.074451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:31.076300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:31.076813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:31.077265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:31.078073] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:31.080386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:31.083093] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:31.085533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:31.234331] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:37:31.342725] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 3.00% | Symbol ETA: 0.8s | Global ETA: 47m 26s [2025-11-22T02:37:31.343623] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:31.343708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:31.344526] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:31.346203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:31.347722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:31.350281] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:31.365907] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:31.367020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:31.368738] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:37:31.370274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:31.405114] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:31.521372] [INFO ] [main ] CCIF: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 1.8s | Global ETA: 47m 26s [2025-11-22T02:37:31.522344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:31.522404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:31.527152] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:31.529922] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:31.535503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:31.576438] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:31.676162] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 5.73% | Symbol ETA: 6.3s | Global ETA: 47m 26s [2025-11-22T02:37:31.677043] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:31.677108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:31.681938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:31.683671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:31.684139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:31.684571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:31.685312] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:31.686108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:31.686898] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:31.689222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:31.741060] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:31.905453] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:31.966857] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 10.29% | Symbol ETA: 0.2s | Global ETA: 47m 27s [2025-11-22T02:37:32.071549] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:32.113655] [INFO ] [main ] CCIF: Lookback Days: 9, Magnitude: -0.52% | Symbol ETA: 1.2s | Global ETA: 47m 27s [2025-11-22T02:37:32.114518] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:32.114579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:32.119315] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:32.122049] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:32.127997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:32.135167] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 2.53% [2025-11-22T02:37:32.236985] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:32.280989] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.14% | Symbol ETA: 5.7s | Global ETA: 47m 27s [2025-11-22T02:37:32.281897] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:32.281963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:32.286943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:32.288808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:32.289289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:32.289754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:32.290525] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:32.291349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:32.292157] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:32.294540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:32.301356] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 1.22% [2025-11-22T02:37:32.409315] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:32.409507] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.2390% [2025-11-22T02:37:32.409561] [INFO ] [main ] PFN: DISCARDED add_atr (score: 19.24%) [2025-11-22T02:37:32.409599] [INFO ] [main ] PFN: Testing feature 3/53: add_atr_10 [2025-11-22T02:37:32.409630] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:37:32.409685] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:32.420919] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:32.422295] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:32.422355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:32.427150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:32.428927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:32.429401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:32.470123] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: 3.05%, Actual: 2.32% [2025-11-22T02:37:32.640509] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 6.17%, Actual: 0.02% [2025-11-22T02:37:32.701810] [INFO ] [main ] CCIF: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 0.6s | Global ETA: 47m 27s [2025-11-22T02:37:32.702765] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:32.702828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:32.707829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:37:32.710779] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:32.717126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:32.818147] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -5.23%, Actual: 0.61% [2025-11-22T02:37:32.905628] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -1.29% | Symbol ETA: 5.1s | Global ETA: 47m 27s [2025-11-22T02:37:32.906914] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:32.906997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:32.913801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:32.916076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:32.916636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:32.917136] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:32.917979] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:32.918881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:32.919716] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:32.922215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:32.990830] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 1.36% [2025-11-22T02:37:33.008543] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 3m 10s | Global ETA: 47m 27s [2025-11-22T02:37:33.009426] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:33.009488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:33.014613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:33.016733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:33.017235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:33.169547] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -6.86%, Actual: 1.42% [2025-11-22T02:37:33.313961] [INFO ] [main ] CCIF: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 0.0s | Global ETA: 47m 28s [2025-11-22T02:37:33.337262] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 13.25%, Actual: 3.02% [2025-11-22T02:37:33.489880] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 0.54% [2025-11-22T02:37:33.504163] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 3.00%, Actual: 0.22% [2025-11-22T02:37:33.514471] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 4.11% | Symbol ETA: 4.5s | Global ETA: 47m 28s [2025-11-22T02:37:33.515362] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:33.515426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:33.520271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:33.521990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:33.522453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:33.522905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:33.523638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:33.524424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:33.525199] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:37:33.527549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:33.591941] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 3m 10s | Global ETA: 47m 28s [2025-11-22T02:37:33.592839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:33.592899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:33.597741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:33.599509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:33.600043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:33.672134] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.29%, Actual: 13.03% [2025-11-22T02:37:33.672235] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.08% [2025-11-22T02:37:33.672337] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 35.6085% [2025-11-22T02:37:33.672425] [INFO ] [main ] OGN: DISCARDED add_volume_zscore (score: 35.61%) [2025-11-22T02:37:33.672472] [INFO ] [main ] OGN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:37:33.672507] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range', 'add_vwap_deviations'] [2025-11-22T02:37:33.672544] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T02:37:33.686203] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:33.687510] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:33.687576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:33.688484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:33.690269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:33.691849] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:33.694603] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:33.712049] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:33.713314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:33.715193] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:33.721354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:33.900778] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.61% [2025-11-22T02:37:34.066784] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 3.64% [2025-11-22T02:37:34.111583] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 3.8s | Global ETA: 47m 28s [2025-11-22T02:37:34.197625] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 3m 9s | Global ETA: 47m 28s [2025-11-22T02:37:34.198593] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:34.198690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:34.203442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:34.205163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:34.205636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:34.237267] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 1.57% [2025-11-22T02:37:34.279996] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -7.04%, Actual: 3.04% [2025-11-22T02:37:34.322477] [INFO ] [main ] OGN: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 5.7s | Global ETA: 47m 28s [2025-11-22T02:37:34.323368] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:34.323433] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:34.324263] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:34.325937] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:34.327432] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:34.330092] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:34.346267] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:34.347327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:34.349054] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:34.355124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:34.414054] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 0.82% [2025-11-22T02:37:34.451039] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.30%, Actual: 1.19% [2025-11-22T02:37:34.585271] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.89% [2025-11-22T02:37:34.617698] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -5.30%, Actual: 4.83% [2025-11-22T02:37:34.754838] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.52%, Actual: 1.00% [2025-11-22T02:37:34.783142] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.83%, Actual: 7.29% [2025-11-22T02:37:34.787779] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3m 8s | Global ETA: 47m 29s [2025-11-22T02:37:34.788671] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:34.788731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:34.793492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:34.795221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:34.795710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:34.925195] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.09% [2025-11-22T02:37:34.949204] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.47%, Actual: 0.68% [2025-11-22T02:37:34.953322] [INFO ] [main ] OGN: Lookback Days: 3, Magnitude: 6.15% | Symbol ETA: 5.1s | Global ETA: 47m 29s [2025-11-22T02:37:34.954206] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:34.954270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:34.955125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:34.956804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:34.958295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:34.960915] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:34.976713] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:34.977761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:34.979403] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:34.985070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:35.099510] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.15% [2025-11-22T02:37:35.099730] [INFO ] [main ] CCIF: Magnitude Forecast Confidence: 33.0037% [2025-11-22T02:37:35.099820] [INFO ] [main ] CCIF: DISCARDED add_vwap_deviations (score: 33.00%) [2025-11-22T02:37:35.099862] [INFO ] [main ] CCIF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:37:35.099895] [INFO ] [main ] CCIF: Best accuracy: 49.10% [2025-11-22T02:37:35.099927] [INFO ] [main ] CCIF: Best feature set (2 features): ['add_afternoon_v_morning_volatility_mix', 'add_volume_flow_differentials'] [2025-11-22T02:37:35.099957] [INFO ] [main ] CCIF: Improvement over baseline: 11.45% [2025-11-22T02:37:35.099984] [INFO ] [main ] CCIF: Total time: 6.8 minutes [2025-11-22T02:37:35.100010] [INFO ] [main ] CCIF: Average time per feature: 7.7 seconds [2025-11-22T02:37:35.100037] [INFO ] [main ] CCIF: Average speed: 0.13 features/sec [2025-11-22T02:37:35.117470] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.73%, Actual: 6.70% [2025-11-22T02:37:35.270188] [DEBUG] [METRICS ] CCIF: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.54% [2025-11-22T02:37:35.284557] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.14%, Actual: 0.22% [2025-11-22T02:37:35.368777] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3m 8s | Global ETA: 47m 29s [2025-11-22T02:37:35.369671] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:35.369731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:35.374515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:35.376246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:35.376730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:35.443594] [DEBUG] [METRICS ] CCIF: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 2.08% [2025-11-22T02:37:35.450667] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 4.88% [2025-11-22T02:37:35.583459] [INFO ] [main ] OGN: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 4.4s | Global ETA: 47m 29s [2025-11-22T02:37:35.584395] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:35.584460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:35.585301] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:35.586963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:35.588462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:35.591147] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:35.607317] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:35.608353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:35.610079] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:35.615628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:35.619704] [DEBUG] [METRICS ] CCIF: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.61% [2025-11-22T02:37:35.620530] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 4.11%, Actual: 4.51% [2025-11-22T02:37:35.787785] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 1.89% [2025-11-22T02:37:35.787994] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.1026% [2025-11-22T02:37:35.788080] [INFO ] [main ] LVWR: DISCARDED add_range_overlap_v_prior_day (score: 39.10%) [2025-11-22T02:37:35.788122] [INFO ] [main ] LVWR: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:37:35.788739] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_range_volume_efficiency'] [2025-11-22T02:37:35.788784] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:35.792841] [DEBUG] [METRICS ] CCIF: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 3.64% [2025-11-22T02:37:35.805487] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:35.806801] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:35.806865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:35.811783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:35.813574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:35.814071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:35.814502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:35.815251] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:35.816053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:35.816843] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:35.819029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:35.943101] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 7s | Global ETA: 47m 30s [2025-11-22T02:37:35.943979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:35.944040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:35.948846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:35.950550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:35.951038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:35.967691] [DEBUG] [METRICS ] CCIF: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 1.57% [2025-11-22T02:37:36.142749] [DEBUG] [METRICS ] CCIF: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 0.82% [2025-11-22T02:37:36.215111] [INFO ] [main ] OGN: Lookback Days: 5, Magnitude: 6.98% | Symbol ETA: 3.8s | Global ETA: 47m 30s [2025-11-22T02:37:36.215994] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:36.216059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:36.216896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:36.218722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:36.220179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:36.222775] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:36.238943] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:36.240038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:36.241690] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:36.247294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:36.317442] [DEBUG] [METRICS ] CCIF: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.89% [2025-11-22T02:37:36.408778] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.07% | Symbol ETA: 8.9s | Global ETA: 47m 30s [2025-11-22T02:37:36.409678] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:36.409744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:36.414576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:36.416367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:36.416874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:36.417356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:36.418125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:36.418965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:36.419764] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:36.422029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:36.492491] [DEBUG] [METRICS ] CCIF: 2025-11-11:2025-11-12: Predicted: -0.97%, Actual: 1.00% [2025-11-22T02:37:36.514872] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 7s | Global ETA: 47m 30s [2025-11-22T02:37:36.515755] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:36.515816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:36.520576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:36.522301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:36.522788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:36.669710] [DEBUG] [METRICS ] CCIF: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.09% [2025-11-22T02:37:36.839966] [DEBUG] [METRICS ] CCIF: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.15% [2025-11-22T02:37:36.840616] [INFO ] [LOCAL ] Saved configuration for CCIF: 2 features, 49.10% accuracy -> ./output/feature-sets/CCIF.json [2025-11-22T02:37:36.844003] [INFO ] [main ] Progress: 34/57 symbols completed (59.6%). CCIF finished in 6m 56s. ETA: 44m 11s. Rate: 0.52 symbols/min [2025-11-22T02:37:36.848231] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:37:36.848620] [INFO ] [main ] OGN: Lookback Days: 6, Magnitude: -8.20% | Symbol ETA: 3.2s | Global ETA: 44m 11s [2025-11-22T02:37:36.849544] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:36.849615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:36.850459] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:36.852153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:36.853690] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:36.856362] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:36.861668] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:36.862478] [INFO ] [main ] KNSL: Testing with 53 available features [2025-11-22T02:37:36.862528] [INFO ] [main ] KNSL: Establishing baseline with no features... [2025-11-22T02:37:36.862562] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:37:36.873395] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:36.874549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:36.876331] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:36.878447] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:36.879833] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:36.882522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:37.017313] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.67% | Symbol ETA: 8.3s | Global ETA: 44m 11s [2025-11-22T02:37:37.018228] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:37.018294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:37.023222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:37.024974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:37.025457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:37.025924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:37.026676] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:37.027489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:37.028275] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:37.030336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:37.093678] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3m 6s | Global ETA: 44m 11s [2025-11-22T02:37:37.094536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:37.094599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:37.099345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:37.101087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:37.101551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:37.487551] [INFO ] [main ] OGN: Lookback Days: 7, Magnitude: 3.16% | Symbol ETA: 2.5s | Global ETA: 44m 12s [2025-11-22T02:37:37.488446] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:37.488529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:37.489358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:37.491063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:37.492547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:37.495168] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:37.511255] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:37.512304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:37.513961] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:37.519537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:37.551880] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: 0.28% [2025-11-22T02:37:37.552840] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:37.635212] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -6.41% | Symbol ETA: 7.7s | Global ETA: 44m 12s [2025-11-22T02:37:37.636119] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:37.636182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:37.641034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:37.642845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:37.643330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:37.643804] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:37.644562] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:37.645389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:37.646184] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:37.648324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:37.676257] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3m 5s | Global ETA: 44m 12s [2025-11-22T02:37:37.677140] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:37.677201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:37.681931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:37.683682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:37.684148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:38.123185] [INFO ] [main ] OGN: Lookback Days: 8, Magnitude: -7.31% | Symbol ETA: 1.9s | Global ETA: 44m 12s [2025-11-22T02:37:38.124075] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:38.124467] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:38.125309] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:38.126990] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:38.128480] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:38.131098] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:38.146949] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:38.148007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:38.149666] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:38.155346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:38.233196] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -1.16% | Symbol ETA: 7.1s | Global ETA: 44m 12s [2025-11-22T02:37:38.234089] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:38.234153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:38.235048] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -2.10% [2025-11-22T02:37:38.236015] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:38.238913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:38.240620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:38.241111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:38.241537] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:38.242273] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:38.243082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:38.243876] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:38.245928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:38.253910] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 5s | Global ETA: 44m 12s [2025-11-22T02:37:38.425373] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:37:38.593491] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:38.762632] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:37:38.768987] [INFO ] [main ] OGN: Lookback Days: 9, Magnitude: 16.18% | Symbol ETA: 1.3s | Global ETA: 44m 12s [2025-11-22T02:37:38.769921] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:38.769988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:38.770902] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:38.772624] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:38.774175] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:38.776879] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:38.793187] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:38.794296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:38.796065] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:38.802069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:38.827483] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.81% | Symbol ETA: 6.5s | Global ETA: 44m 12s [2025-11-22T02:37:38.828402] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:38.828822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:38.833767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:38.835546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:38.836048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:38.836495] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:38.837260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:38.838115] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:38.838926] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:38.841086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:38.917323] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.52% [2025-11-22T02:37:38.918318] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:38.932479] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:39.101875] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:39.268732] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:39.425298] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.40% | Symbol ETA: 5.9s | Global ETA: 44m 13s [2025-11-22T02:37:39.426284] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:39.426352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:39.431309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:39.432033] [INFO ] [main ] OGN: Lookback Days: 10, Magnitude: 3.72% | Symbol ETA: 0.6s | Global ETA: 44m 13s [2025-11-22T02:37:39.433173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:39.433399] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:39.433463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:39.433672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:39.434125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:39.434313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:37:39.434936] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:39.435805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:39.435983] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:37:39.436595] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:39.436688] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:39.437506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:37:39.438765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:39.440106] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:39.456128] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:39.457489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:39.459359] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:37:39.465199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:39.604717] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 5.61% [2025-11-22T02:37:39.605452] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:39.605638] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:39.775811] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:39.948388] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:39.948591] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.2390% [2025-11-22T02:37:39.948691] [INFO ] [main ] PFN: DISCARDED add_atr_10 (score: 19.24%) [2025-11-22T02:37:39.948738] [INFO ] [main ] PFN: Testing feature 4/53: add_atr_5 [2025-11-22T02:37:39.948773] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:37:39.948808] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:39.960071] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:39.961280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:39.961340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:39.966111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:39.967906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:39.968372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:40.032809] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.23% | Symbol ETA: 5.3s | Global ETA: 44m 13s [2025-11-22T02:37:40.033713] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:40.033778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:40.038598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:40.040431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:40.040923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:40.041344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:40.042095] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:40.042911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:40.043684] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:40.045831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:40.096781] [INFO ] [main ] OGN: Lookback Days: 11, Magnitude: 13.48% | Symbol ETA: 0.0s | Global ETA: 44m 13s [2025-11-22T02:37:40.273293] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 2.53% [2025-11-22T02:37:40.281052] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.35% [2025-11-22T02:37:40.282020] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:40.448913] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 6.15%, Actual: 1.22% [2025-11-22T02:37:40.534439] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 2m 8s | Global ETA: 44m 14s [2025-11-22T02:37:40.535311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:40.535371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:40.540205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:40.541982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:40.542457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:40.619719] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 2.32% [2025-11-22T02:37:40.642576] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 4.7s | Global ETA: 44m 14s [2025-11-22T02:37:40.643485] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:40.643559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:40.648481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:40.650240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:40.650731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:40.651171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:40.651934] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:40.652769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:40.653620] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:40.656203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:40.792189] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 6.98%, Actual: 0.02% [2025-11-22T02:37:40.948076] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -1.53% [2025-11-22T02:37:40.949009] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:40.973007] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -8.20%, Actual: 0.61% [2025-11-22T02:37:41.106340] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 2m 8s | Global ETA: 44m 14s [2025-11-22T02:37:41.107220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:41.107301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:41.112043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:41.113783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:41.114244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:41.151725] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 3.16%, Actual: 1.36% [2025-11-22T02:37:41.243848] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -6.73% | Symbol ETA: 4.1s | Global ETA: 44m 14s [2025-11-22T02:37:41.244798] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:41.244864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:41.249958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:41.251769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:41.252240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:41.252719] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:41.253460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:41.254284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:41.255087] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:37:41.257233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:41.325860] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -7.31%, Actual: 1.42% [2025-11-22T02:37:41.507093] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 16.18%, Actual: 3.02% [2025-11-22T02:37:41.613099] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.17% [2025-11-22T02:37:41.614061] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:41.680239] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 2m 7s | Global ETA: 44m 14s [2025-11-22T02:37:41.681133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:41.681194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:41.685935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:41.687713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:41.688186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:41.709523] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 3.72%, Actual: 0.22% [2025-11-22T02:37:41.841368] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.47% | Symbol ETA: 3.5s | Global ETA: 44m 15s [2025-11-22T02:37:41.879072] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 13.48%, Actual: 13.03% [2025-11-22T02:37:41.879308] [INFO ] [main ] OGN: Magnitude Forecast Confidence: 25.9910% [2025-11-22T02:37:41.879395] [INFO ] [main ] OGN: DISCARDED add_vwap_deviations (score: 25.99%) [2025-11-22T02:37:41.879437] [INFO ] [main ] OGN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:37:41.879469] [INFO ] [main ] OGN: Best accuracy: 52.43% [2025-11-22T02:37:41.879502] [INFO ] [main ] OGN: Best feature set (7 features): ['add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio', 'add_prior_day_tail_pressure', 'add_regime', 'add_regime_flags', 'add_true_range'] [2025-11-22T02:37:41.879534] [INFO ] [main ] OGN: Improvement over baseline: 15.89% [2025-11-22T02:37:41.879561] [INFO ] [main ] OGN: Total time: 7.1 minutes [2025-11-22T02:37:41.879587] [INFO ] [main ] OGN: Average time per feature: 8.0 seconds [2025-11-22T02:37:41.879615] [INFO ] [main ] OGN: Average speed: 0.12 features/sec [2025-11-22T02:37:42.007798] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.07%, Actual: 3.04% [2025-11-22T02:37:42.055301] [DEBUG] [METRICS ] OGN: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 2.53% [2025-11-22T02:37:42.174383] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.67%, Actual: 1.19% [2025-11-22T02:37:42.221458] [DEBUG] [METRICS ] OGN: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 1.22% [2025-11-22T02:37:42.283133] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 2m 7s | Global ETA: 44m 15s [2025-11-22T02:37:42.284046] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:42.284108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:42.289176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:42.291061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:42.291540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:42.301080] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.31% [2025-11-22T02:37:42.302073] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:42.339844] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -6.41%, Actual: 4.83% [2025-11-22T02:37:42.388175] [DEBUG] [METRICS ] OGN: 2025-11-18:2025-11-19: Predicted: -2.83%, Actual: 2.32% [2025-11-22T02:37:42.505456] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -1.16%, Actual: 7.29% [2025-11-22T02:37:42.554849] [DEBUG] [METRICS ] OGN: 2025-11-17:2025-11-18: Predicted: 4.67%, Actual: 0.02% [2025-11-22T02:37:42.671703] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.81%, Actual: 0.68% [2025-11-22T02:37:42.732982] [DEBUG] [METRICS ] OGN: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.61% [2025-11-22T02:37:42.837608] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.40%, Actual: 6.70% [2025-11-22T02:37:42.866852] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 6s | Global ETA: 44m 15s [2025-11-22T02:37:42.867776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:42.867837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:42.872514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:42.874254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:42.874740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:42.903062] [DEBUG] [METRICS ] OGN: 2025-11-13:2025-11-14: Predicted: 1.18%, Actual: 1.36% [2025-11-22T02:37:42.981000] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.34% [2025-11-22T02:37:42.981979] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:43.005276] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.23%, Actual: 0.22% [2025-11-22T02:37:43.080352] [DEBUG] [METRICS ] OGN: 2025-11-12:2025-11-13: Predicted: -2.57%, Actual: 1.42% [2025-11-22T02:37:43.170842] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 4.88% [2025-11-22T02:37:43.252922] [DEBUG] [METRICS ] OGN: 2025-11-11:2025-11-12: Predicted: 10.92%, Actual: 3.02% [2025-11-22T02:37:43.340133] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -6.73%, Actual: 4.51% [2025-11-22T02:37:43.442584] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: 44m 16s [2025-11-22T02:37:43.443468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:43.443530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:43.448254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:43.449998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:43.450468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:43.481175] [DEBUG] [METRICS ] OGN: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.22% [2025-11-22T02:37:43.510030] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.47%, Actual: 1.89% [2025-11-22T02:37:43.510229] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 42.0655% [2025-11-22T02:37:43.510312] [INFO ] [main ] LVWR: DISCARDED add_range_volume_efficiency (score: 42.07%) [2025-11-22T02:37:43.510356] [INFO ] [main ] LVWR: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:37:43.510389] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:37:43.510423] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:43.523701] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:43.524952] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:43.525030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:43.529866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:43.531596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:43.532075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:43.532512] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:43.533253] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:43.534057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:43.534845] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:43.538742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:43.654776] [DEBUG] [METRICS ] OGN: 2025-11-07:2025-11-10: Predicted: 10.30%, Actual: 13.03% [2025-11-22T02:37:43.655327] [INFO ] [LOCAL ] Saved configuration for OGN: 7 features, 52.43% accuracy -> ./output/feature-sets/OGN.json [2025-11-22T02:37:43.656126] [INFO ] [main ] Progress: 35/57 symbols completed (61.4%). OGN finished in 7m 15s. ETA: 41m 8s. Rate: 0.53 symbols/min [2025-11-22T02:37:43.661553] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:37:43.675063] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:43.675501] [INFO ] [main ] BFLY: Testing with 53 available features [2025-11-22T02:37:43.676081] [INFO ] [main ] BFLY: Establishing baseline with no features... [2025-11-22T02:37:43.676123] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:37:43.688658] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.30% [2025-11-22T02:37:43.689342] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:43.690790] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:43.867352] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 3.24% [2025-11-22T02:37:44.010239] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2m 5s | Global ETA: 41m 8s [2025-11-22T02:37:44.011137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:44.011199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:44.015952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:44.018130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:44.018605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:44.054261] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 3.40% [2025-11-22T02:37:44.124220] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -7.16% | Symbol ETA: 8.5s | Global ETA: 41m 8s [2025-11-22T02:37:44.125108] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:44.125171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:44.130167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:44.131957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:44.132432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:44.132900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:44.133661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:44.134487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:44.135297] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:44.139314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:44.256785] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.52%, Actual: 2.38% [2025-11-22T02:37:44.274229] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.95% [2025-11-22T02:37:44.275138] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:44.435334] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 5.61%, Actual: 0.63% [2025-11-22T02:37:44.613202] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 0.14% [2025-11-22T02:37:44.641876] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 41m 8s [2025-11-22T02:37:44.642761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:44.642827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:44.647565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:44.649287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:44.649777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:44.722332] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.98% | Symbol ETA: 7.9s | Global ETA: 41m 8s [2025-11-22T02:37:44.723220] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:44.723284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:44.728037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:44.729755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:44.730292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:44.730775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:44.731505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:44.732311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:44.733094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:44.736940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:44.791209] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -1.53%, Actual: 1.86% [2025-11-22T02:37:44.858603] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.98% [2025-11-22T02:37:44.859529] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:44.965327] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 1.41% [2025-11-22T02:37:45.144867] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.21% [2025-11-22T02:37:45.229530] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: 41m 9s [2025-11-22T02:37:45.230464] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:45.230524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:45.235329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:45.237058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:45.237551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:45.321681] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 1.22% [2025-11-22T02:37:45.326043] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 7.3s | Global ETA: 41m 9s [2025-11-22T02:37:45.326924] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:45.326987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:45.331826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:45.333525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:45.334037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:45.334482] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:45.335222] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:45.336061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:45.336844] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:45.340814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:45.423587] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.77% [2025-11-22T02:37:45.424511] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:45.497942] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 2.99% [2025-11-22T02:37:45.498153] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.4211% [2025-11-22T02:37:45.498201] [INFO ] [main ] KNSL: Baseline score (no features): 39.4211% [2025-11-22T02:37:45.498239] [INFO ] [main ] KNSL: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:45.498271] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:37:45.498305] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:37:45.512927] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:45.514340] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:45.514403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:45.519623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:45.823064] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2m 3s | Global ETA: 41m 9s [2025-11-22T02:37:45.940080] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.60% | Symbol ETA: 6.8s | Global ETA: 41m 9s [2025-11-22T02:37:45.941010] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:45.941076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:45.946008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:45.947855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:45.948326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:45.948791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:45.949542] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:45.950376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:45.951225] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:45.955628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:45.989557] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 13.00% [2025-11-22T02:37:45.990486] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:45.995311] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:37:46.163755] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:46.198805] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.82% | Symbol ETA: 6m 2s | Global ETA: 41m 9s [2025-11-22T02:37:46.199725] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:46.199785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:46.204567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:46.336783] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:37:46.509915] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:46.556772] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -4.88% | Symbol ETA: 6.2s | Global ETA: 41m 10s [2025-11-22T02:37:46.557676] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:46.557740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:46.559915] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.76% [2025-11-22T02:37:46.560877] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:46.562477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:46.564222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:46.564717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:46.565147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:46.565889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:46.566690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:46.567475] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:46.571302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:46.679703] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:46.849594] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:46.890017] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 6m 3s | Global ETA: 41m 10s [2025-11-22T02:37:46.890951] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:46.891012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:46.895862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:47.022898] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:47.158249] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -2.86% [2025-11-22T02:37:47.159233] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:47.175720] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 3.81% | Symbol ETA: 5.6s | Global ETA: 41m 10s [2025-11-22T02:37:47.176591] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:47.176675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:47.181383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:47.183115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:47.183572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:47.184026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:47.184761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:47.185543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:47.186326] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:47.190175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:47.192992] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:47.361119] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:47.525031] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:47.525240] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.2390% [2025-11-22T02:37:47.525325] [INFO ] [main ] PFN: DISCARDED add_atr_5 (score: 19.24%) [2025-11-22T02:37:47.525367] [INFO ] [main ] PFN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:37:47.525398] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:37:47.525451] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:47.536717] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:47.537994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:47.538054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:47.542842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:47.543608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:47.576924] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.86% | Symbol ETA: 6m 2s | Global ETA: 41m 10s [2025-11-22T02:37:47.577900] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:47.577974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:47.582961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:47.751870] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.41% [2025-11-22T02:37:47.752771] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:47.797885] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 7.56% | Symbol ETA: 5.0s | Global ETA: 41m 10s [2025-11-22T02:37:47.798812] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:47.798882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:47.803731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:47.805845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:47.806470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:47.807068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:47.808106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:47.809085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:47.809921] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:47.814053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:48.100586] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 1m 36s | Global ETA: 41m 11s [2025-11-22T02:37:48.101490] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:48.101552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:48.106593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:48.107419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:48.281546] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.97% | Symbol ETA: 6m 4s | Global ETA: 41m 11s [2025-11-22T02:37:48.282488] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:48.282550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:48.287677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:48.336994] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.70% [2025-11-22T02:37:48.337985] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:48.423488] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: 1.75% | Symbol ETA: 4.4s | Global ETA: 41m 11s [2025-11-22T02:37:48.424409] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:48.424474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:48.429804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:48.431800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:48.432292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:48.432791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:48.433673] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:48.434527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:48.435431] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:48.439628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:48.668352] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 1m 35s | Global ETA: 41m 11s [2025-11-22T02:37:48.669250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:48.669311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:48.674191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:48.675011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:48.930105] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.35% [2025-11-22T02:37:48.931055] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:37:48.973732] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 6m 3s | Global ETA: 41m 11s [2025-11-22T02:37:48.974609] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:48.974690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:48.979465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:49.079722] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 3.7s | Global ETA: 41m 11s [2025-11-22T02:37:49.080629] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:49.080716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:49.085775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:49.087601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:49.088103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:49.088566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:49.089333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:49.090184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:49.090996] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:37:49.095227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:49.244433] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 1m 35s | Global ETA: 41m 11s [2025-11-22T02:37:49.245383] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:49.245447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:49.251088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:49.252189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:49.532017] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.93% [2025-11-22T02:37:49.662500] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 2.32% | Symbol ETA: 6m 2s | Global ETA: 41m 11s [2025-11-22T02:37:49.663407] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:49.663466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:49.668396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:49.706759] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.95%, Actual: 1.97% [2025-11-22T02:37:49.721240] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 3.1s | Global ETA: 41m 12s [2025-11-22T02:37:49.838141] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 34s | Global ETA: 41m 12s [2025-11-22T02:37:49.839068] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:49.839155] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:49.844171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:49.844967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:49.880685] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.98%, Actual: 1.79% [2025-11-22T02:37:49.897447] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -7.16%, Actual: 3.04% [2025-11-22T02:37:50.053125] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.77%, Actual: 21.96% [2025-11-22T02:37:50.073942] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.98%, Actual: 1.19% [2025-11-22T02:37:50.226012] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 13.00%, Actual: 1.81% [2025-11-22T02:37:50.251309] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 4.83% [2025-11-22T02:37:50.346755] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 6m 1s | Global ETA: 41m 12s [2025-11-22T02:37:50.347660] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:50.347719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:50.352409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:50.400956] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.76%, Actual: 8.20% [2025-11-22T02:37:50.407455] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 34s | Global ETA: 41m 12s [2025-11-22T02:37:50.408356] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:50.408417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:50.413164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:50.413961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:50.420464] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.60%, Actual: 7.29% [2025-11-22T02:37:50.571727] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -2.86%, Actual: 1.07% [2025-11-22T02:37:50.593796] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -4.88%, Actual: 0.68% [2025-11-22T02:37:50.744008] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.41%, Actual: 6.24% [2025-11-22T02:37:50.766055] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 3.81%, Actual: 6.70% [2025-11-22T02:37:50.913658] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 0.54% [2025-11-22T02:37:50.935389] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 7.56%, Actual: 0.22% [2025-11-22T02:37:50.969830] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 41m 12s [2025-11-22T02:37:50.970743] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:50.970803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:50.975537] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:50.976329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.019734] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.22% | Symbol ETA: 5m 59s | Global ETA: 41m 12s [2025-11-22T02:37:51.020614] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:51.020714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.025434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.080551] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.35%, Actual: 4.55% [2025-11-22T02:37:51.110458] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: 1.75%, Actual: 4.88% [2025-11-22T02:37:51.252377] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.93%, Actual: 3.47% [2025-11-22T02:37:51.252577] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.2244% [2025-11-22T02:37:51.252626] [INFO ] [main ] BFLY: Baseline score (no features): 44.2244% [2025-11-22T02:37:51.252685] [INFO ] [main ] BFLY: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.252718] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:37:51.252752] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:37:51.265441] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:51.266763] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:51.266823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.271779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.286839] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 4.51% [2025-11-22T02:37:51.454231] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -1.23%, Actual: 1.89% [2025-11-22T02:37:51.454430] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 31.3739% [2025-11-22T02:37:51.454507] [INFO ] [main ] LVWR: DISCARDED add_range_volume_efficiency_refinements (score: 31.37%) [2025-11-22T02:37:51.454553] [INFO ] [main ] LVWR: Testing feature 39/53: add_regime [2025-11-22T02:37:51.454585] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_regime'] [2025-11-22T02:37:51.454621] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:51.467812] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:51.469067] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:51.469130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.473889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:51.475675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:51.476143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:51.476567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:51.477327] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:51.478143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:51.478937] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:51.498834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.531662] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: 41m 13s [2025-11-22T02:37:51.532558] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:51.532620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.537337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:51.538179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.701058] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 5m 58s | Global ETA: 41m 13s [2025-11-22T02:37:51.702044] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:51.702106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.707052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:51.862903] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.75% | Symbol ETA: 5m 16s | Global ETA: 41m 13s [2025-11-22T02:37:51.863820] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:51.863882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:51.868922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.119060] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: 41m 13s [2025-11-22T02:37:52.120052] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:52.120004] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 8.8s | Global ETA: 41m 13s [2025-11-22T02:37:52.120117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:52.120963] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:52.121031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:52.125609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:52.126357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:52.126583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.128385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:52.128941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:52.129401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:52.130185] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:52.131035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:52.131858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:52.153948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.370679] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.39% | Symbol ETA: 5m 57s | Global ETA: 41m 13s [2025-11-22T02:37:52.454335] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 5.12% | Symbol ETA: 5m 14s | Global ETA: 41m 13s [2025-11-22T02:37:52.455263] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:52.455323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:52.460282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.539953] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.82%, Actual: 3.24% [2025-11-22T02:37:52.709197] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 3.40% [2025-11-22T02:37:52.711772] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: 41m 13s [2025-11-22T02:37:52.712714] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:52.712789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:52.718033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:52.718883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.780183] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -3.40% | Symbol ETA: 8.2s | Global ETA: 41m 13s [2025-11-22T02:37:52.781156] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:52.781224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:52.786524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:52.788405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:52.788899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:52.789383] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:52.790208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:52.791064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:52.791967] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:52.814331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:52.878799] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.86%, Actual: 2.38% [2025-11-22T02:37:53.037966] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -6.71% | Symbol ETA: 5m 11s | Global ETA: 41m 14s [2025-11-22T02:37:53.038952] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:53.039015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:53.043976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:53.045300] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.97%, Actual: 0.63% [2025-11-22T02:37:53.216385] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.14% [2025-11-22T02:37:53.306264] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: 41m 14s [2025-11-22T02:37:53.387088] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 2.32%, Actual: 1.86% [2025-11-22T02:37:53.451025] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 7.6s | Global ETA: 41m 14s [2025-11-22T02:37:53.451944] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:53.452009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:53.457078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:53.458932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:53.459401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:53.459874] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:53.460603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:53.461447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:53.462274] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:53.473632] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:37:53.482444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:53.561308] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 1.41% [2025-11-22T02:37:53.640465] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:37:53.666152] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.27% | Symbol ETA: 5m 16s | Global ETA: 41m 14s [2025-11-22T02:37:53.667098] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:53.667161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:53.672207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:53.734387] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.22%, Actual: 0.21% [2025-11-22T02:37:53.807384] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:37:53.903856] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 1.22% [2025-11-22T02:37:53.973172] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:37:54.069350] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.39%, Actual: 2.99% [2025-11-22T02:37:54.069559] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 45.5256% [2025-11-22T02:37:54.069611] [INFO ] [main ] KNSL: KEPT add_afternoon_v_morning_volatility_mix (score: 45.53%) [2025-11-22T02:37:54.069668] [INFO ] [main ] KNSL: Testing feature 2/53: add_atr [2025-11-22T02:37:54.069702] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:37:54.069737] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:37:54.080092] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -7.40% | Symbol ETA: 6.8s | Global ETA: 41m 14s [2025-11-22T02:37:54.080996] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:54.081060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.083199] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:54.084611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:54.084694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.085914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:54.087766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:54.088593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:54.089046] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:54.089796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:54.090612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:54.091401] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:54.091541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:54.093334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:54.093826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.110752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.144355] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:37:54.296358] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.71% | Symbol ETA: 5m 18s | Global ETA: 41m 14s [2025-11-22T02:37:54.297242] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:54.297314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.302060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.307996] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:37:54.472523] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:37:54.641373] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:37:54.699069] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 6.2s | Global ETA: 41m 15s [2025-11-22T02:37:54.699976] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:54.700041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.704958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:54.706736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:54.707205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:54.707698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:54.708458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:54.709280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:54.710081] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:54.729849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.756490] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 7m 23s | Global ETA: 41m 15s [2025-11-22T02:37:54.757403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:54.757463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.762228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:54.763961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:54.764429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.806018] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:37:54.868482] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.07% | Symbol ETA: 5m 15s | Global ETA: 41m 15s [2025-11-22T02:37:54.869365] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:54.869425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.874152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:54.970714] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:37:54.970911] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 18.1348% [2025-11-22T02:37:54.970996] [INFO ] [main ] PFN: DISCARDED add_close_to_open_alignment (score: 18.13%) [2025-11-22T02:37:54.971038] [INFO ] [main ] PFN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:37:54.971069] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:37:54.971103] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:37:54.982329] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:54.983561] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:54.983622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:54.988412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:54.989391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:55.317433] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 6.04% | Symbol ETA: 5.5s | Global ETA: 41m 15s [2025-11-22T02:37:55.318319] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:55.318383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:55.323208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:55.324953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:55.325438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:55.325885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:55.326605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:55.327464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:55.328269] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:55.348225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:55.436502] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 7m 23s | Global ETA: 41m 15s [2025-11-22T02:37:55.437583] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:55.437669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:55.441886] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.12% | Symbol ETA: 5m 12s | Global ETA: 41m 15s [2025-11-22T02:37:55.442823] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:55.442849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:55.442883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:55.444774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:55.445276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:55.447703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:55.545991] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 1m 15s | Global ETA: 41m 15s [2025-11-22T02:37:55.546884] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:55.547303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:55.552127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:55.553098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:55.940253] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 4.8s | Global ETA: 41m 15s [2025-11-22T02:37:55.941164] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:55.941233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:55.946121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:55.947921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:55.948409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:55.948854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:55.949576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:55.950375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:55.951149] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:55.970770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.015953] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 5m 10s | Global ETA: 41m 15s [2025-11-22T02:37:56.016848] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:56.016908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.021621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.114272] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 1m 15s | Global ETA: 41m 16s [2025-11-22T02:37:56.115163] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:56.115224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.119944] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:56.120881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.125610] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 7m 22s | Global ETA: 41m 16s [2025-11-22T02:37:56.126490] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:56.126551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.131308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:56.133056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:56.133523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.562078] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 4.2s | Global ETA: 41m 16s [2025-11-22T02:37:56.562983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:56.563047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.567870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:56.569664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:56.570128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:56.570557] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:56.571296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:56.572104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:56.572887] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:56.585672] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.58% | Symbol ETA: 5m 8s | Global ETA: 41m 16s [2025-11-22T02:37:56.586542] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:37:56.586603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.591340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.592358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.677508] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 1m 14s | Global ETA: 41m 16s [2025-11-22T02:37:56.678403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:56.678465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.683197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:56.684128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:56.807477] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 7m 21s | Global ETA: 41m 16s [2025-11-22T02:37:56.808359] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:56.808420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:56.813139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:56.814865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:56.815339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:57.159099] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.22% | Symbol ETA: 5m 6s | Global ETA: 41m 16s [2025-11-22T02:37:57.176164] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -6.62% | Symbol ETA: 3.6s | Global ETA: 41m 16s [2025-11-22T02:37:57.177064] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:57.177128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:57.181870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:57.183603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:57.184078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:57.184498] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:57.185229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:57.186027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:57.186862] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:37:57.205899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:57.239768] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: 41m 16s [2025-11-22T02:37:57.240655] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:57.240716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:57.245436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:57.246485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:57.326633] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.75%, Actual: 1.97% [2025-11-22T02:37:57.475327] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 7m 21s | Global ETA: 41m 16s [2025-11-22T02:37:57.476233] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:57.476293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:57.481051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:57.482794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:57.483270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:57.493165] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 5.12%, Actual: 1.79% [2025-11-22T02:37:57.660200] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -6.71%, Actual: 21.96% [2025-11-22T02:37:57.790109] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -4.52% | Symbol ETA: 2.9s | Global ETA: 41m 17s [2025-11-22T02:37:57.807390] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 13s | Global ETA: 41m 17s [2025-11-22T02:37:57.808325] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:57.808394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:57.813431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:57.814446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:57.829879] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.27%, Actual: 1.81% [2025-11-22T02:37:57.962027] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 3.04% [2025-11-22T02:37:58.000920] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.71%, Actual: 8.20% [2025-11-22T02:37:58.159720] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -3.40%, Actual: 1.19% [2025-11-22T02:37:58.189770] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.07%, Actual: 1.07% [2025-11-22T02:37:58.235883] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.74% | Symbol ETA: 7m 20s | Global ETA: 41m 17s [2025-11-22T02:37:58.236985] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:58.237056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:58.242614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:58.245030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:58.245745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:58.405489] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.75%, Actual: 4.83% [2025-11-22T02:37:58.461042] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.12%, Actual: 6.24% [2025-11-22T02:37:58.605432] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 12s | Global ETA: 41m 17s [2025-11-22T02:37:58.606404] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:58.606470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:58.612446] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:58.613564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:58.651764] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -7.40%, Actual: 7.29% [2025-11-22T02:37:58.713115] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.33%, Actual: 0.54% [2025-11-22T02:37:58.911722] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 0.68% [2025-11-22T02:37:58.951550] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.58%, Actual: 4.55% [2025-11-22T02:37:59.045789] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 7m 19s | Global ETA: 41m 17s [2025-11-22T02:37:59.046786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:59.050395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:59.056393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:59.058418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:59.059028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.081938] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 6.04%, Actual: 6.70% [2025-11-22T02:37:59.128242] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.22%, Actual: 3.47% [2025-11-22T02:37:59.128451] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.0755% [2025-11-22T02:37:59.128504] [INFO ] [main ] BFLY: DISCARDED add_afternoon_v_morning_volatility_mix (score: 36.08%) [2025-11-22T02:37:59.128541] [INFO ] [main ] BFLY: Testing feature 2/53: add_atr [2025-11-22T02:37:59.128573] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:37:59.128608] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:37:59.143406] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:59.144638] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:59.145112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:59.146860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:59.147399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.202680] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 1m 12s | Global ETA: 41m 17s [2025-11-22T02:37:59.203632] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:59.203800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:59.209629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:59.210890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.248048] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.22% [2025-11-22T02:37:59.471041] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 4.88% [2025-11-22T02:37:59.639640] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -6.62%, Actual: 4.51% [2025-11-22T02:37:59.725877] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 10.62% | Symbol ETA: 6m 47s | Global ETA: 41m 18s [2025-11-22T02:37:59.726783] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:59.726844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:59.728570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:59.729092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.761910] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 1.67% | Symbol ETA: 7m 19s | Global ETA: 41m 18s [2025-11-22T02:37:59.762847] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:37:59.762908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:59.767828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:59.769782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:37:59.770317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.783602] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 11s | Global ETA: 41m 18s [2025-11-22T02:37:59.784487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:37:59.784548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:59.789390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:59.790358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:37:59.818840] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -4.52%, Actual: 1.89% [2025-11-22T02:37:59.819051] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 50.4082% [2025-11-22T02:37:59.819145] [INFO ] [main ] LVWR: DISCARDED add_regime (score: 50.41%) [2025-11-22T02:37:59.819195] [INFO ] [main ] LVWR: Testing feature 40/53: add_regime_flags [2025-11-22T02:37:59.819230] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_regime_flags'] [2025-11-22T02:37:59.819267] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:37:59.832587] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:37:59.834000] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:37:59.834063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:37:59.838901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:37:59.840670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:37:59.841190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:37:59.841617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:37:59.842394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:37:59.843209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:37:59.843994] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:37:59.845000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.297589] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.83% | Symbol ETA: 6m 46s | Global ETA: 41m 18s [2025-11-22T02:38:00.298475] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:00.298535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:00.300210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:00.300714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.349700] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 11s | Global ETA: 41m 18s [2025-11-22T02:38:00.350621] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:00.350700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:00.355459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:00.356397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.440907] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.85% | Symbol ETA: 8.3s | Global ETA: 41m 18s [2025-11-22T02:38:00.441831] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:00.441898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:00.446838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:00.448637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:00.449176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:00.449621] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:00.450381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:00.451300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:00.452102] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:00.453164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.454148] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 7m 18s | Global ETA: 41m 18s [2025-11-22T02:38:00.455086] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:00.455148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:00.460156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:00.461990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:00.462506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.875733] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.24% | Symbol ETA: 6m 46s | Global ETA: 41m 19s [2025-11-22T02:38:00.876637] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:00.876724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:00.878457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:00.878976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:00.930760] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 10s | Global ETA: 41m 19s [2025-11-22T02:38:01.099073] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:38:01.170680] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -8.89% | Symbol ETA: 8.1s | Global ETA: 41m 19s [2025-11-22T02:38:01.171589] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:01.171683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:01.176582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:01.178398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:01.178899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:01.179357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:01.180122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:01.180954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:01.181769] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:01.182808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:01.209940] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 7m 17s | Global ETA: 41m 19s [2025-11-22T02:38:01.314024] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:38:01.508130] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:38:01.555859] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 3.24% [2025-11-22T02:38:01.667768] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 16.10% | Symbol ETA: 6m 45s | Global ETA: 41m 19s [2025-11-22T02:38:01.669000] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:01.669073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:01.671099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:01.671694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:01.773695] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:01.791589] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 3.40% [2025-11-22T02:38:01.864487] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.91% | Symbol ETA: 7.5s | Global ETA: 41m 19s [2025-11-22T02:38:01.865413] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:01.865481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:01.870796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:01.872588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:01.873109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:01.873570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:01.874353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:01.875227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:01.876051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:01.877109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:01.963362] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:01.968421] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.29%, Actual: 2.38% [2025-11-22T02:38:02.143175] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 0.63% [2025-11-22T02:38:02.144127] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:02.311122] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:38:02.313265] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 0.14% [2025-11-22T02:38:02.378411] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.35% | Symbol ETA: 6m 45s | Global ETA: 41m 19s [2025-11-22T02:38:02.379318] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:02.379377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:02.381062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:02.381556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:02.472030] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.22% | Symbol ETA: 6.7s | Global ETA: 41m 20s [2025-11-22T02:38:02.473284] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:02.473351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:02.475825] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:02.478726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:02.480527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:02.481078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:02.481606] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:02.481566] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.74%, Actual: 1.86% [2025-11-22T02:38:02.482411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:02.483342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:02.484212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:02.485301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:02.640279] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:02.650138] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 1.41% [2025-11-22T02:38:02.806057] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:02.806253] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.8854% [2025-11-22T02:38:02.806364] [INFO ] [main ] PFN: KEPT add_composite_volatility_context (score: 22.89%) [2025-11-22T02:38:02.806406] [INFO ] [main ] PFN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:38:02.806438] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:38:02.806472] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:02.817621] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:02.819022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:02.819084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:02.819171] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 0.21% [2025-11-22T02:38:02.823900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:02.824856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:02.827234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:02.963771] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.19% | Symbol ETA: 6m 44s | Global ETA: 41m 20s [2025-11-22T02:38:02.964666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:02.964724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:02.966362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:02.966868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:02.991071] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 1.22% [2025-11-22T02:38:03.097786] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.12% | Symbol ETA: 6.1s | Global ETA: 41m 20s [2025-11-22T02:38:03.098699] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:03.098763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.103503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:03.105230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:03.105705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:03.106127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:03.106867] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:03.107690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:03.108447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:03.109443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.161888] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.49%, Actual: 2.99% [2025-11-22T02:38:03.162128] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 38.3394% [2025-11-22T02:38:03.162188] [INFO ] [main ] KNSL: DISCARDED add_atr (score: 38.34%) [2025-11-22T02:38:03.162234] [INFO ] [main ] KNSL: Testing feature 3/53: add_atr_10 [2025-11-22T02:38:03.162266] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:38:03.162298] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:03.176185] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:03.177869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:03.177935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.183605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:03.185904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:03.186505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.387174] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 1m 5s | Global ETA: 41m 20s [2025-11-22T02:38:03.388092] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:03.388154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.392983] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:03.393935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:03.396368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.543360] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 9.07% | Symbol ETA: 6m 44s | Global ETA: 41m 20s [2025-11-22T02:38:03.544254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:03.544313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:03.546008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:03.546489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.696986] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 3.38% | Symbol ETA: 5.4s | Global ETA: 41m 20s [2025-11-22T02:38:03.697894] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:03.697957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.702823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:03.704623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:03.705117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:03.705547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:03.706320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:03.707122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:03.707930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:03.708968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.877490] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 3m 54s | Global ETA: 41m 20s [2025-11-22T02:38:03.878455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:03.878517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.883299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:03.885103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:03.885617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:03.973360] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 1m 5s | Global ETA: 41m 20s [2025-11-22T02:38:03.974291] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:03.974355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:03.979176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:03.980114] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:03.982487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.125116] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.83% | Symbol ETA: 6m 43s | Global ETA: 41m 21s [2025-11-22T02:38:04.126016] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:04.129774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:04.131436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:04.131948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.294851] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.67% | Symbol ETA: 4.7s | Global ETA: 41m 21s [2025-11-22T02:38:04.295767] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:04.295830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:04.300547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:04.302264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:04.302751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:04.303179] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:04.303948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:04.304745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:04.305499] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:04.306506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.554512] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 1m 4s | Global ETA: 41m 21s [2025-11-22T02:38:04.555407] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:04.555468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:04.560201] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:04.561134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:04.563502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.566937] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.62% | Symbol ETA: 3m 53s | Global ETA: 41m 21s [2025-11-22T02:38:04.567957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:04.568027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:04.573110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:04.575109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:04.575695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.716150] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.08% | Symbol ETA: 6m 42s | Global ETA: 41m 21s [2025-11-22T02:38:04.717048] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:04.717106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:04.718786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:38:04.719268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:04.894006] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.34% | Symbol ETA: 4.1s | Global ETA: 41m 21s [2025-11-22T02:38:04.894895] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:04.894959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:04.899838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:04.901557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:04.902042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:04.902471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:04.903212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:04.904004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:04.904835] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:04.905847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.127471] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 4s | Global ETA: 41m 21s [2025-11-22T02:38:05.128350] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:05.128411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:05.133189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:05.134171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:05.136556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.265900] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.07% | Symbol ETA: 3m 52s | Global ETA: 41m 21s [2025-11-22T02:38:05.266926] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:05.267020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:05.272199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:05.274034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:05.274533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.301243] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.49% | Symbol ETA: 6m 42s | Global ETA: 41m 21s [2025-11-22T02:38:05.471936] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 10.62%, Actual: 1.97% [2025-11-22T02:38:05.491375] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.17% | Symbol ETA: 3.4s | Global ETA: 41m 21s [2025-11-22T02:38:05.492432] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:05.492498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:05.497583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:05.499483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:05.499986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:05.500448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:05.501228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:05.502413] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:05.503238] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:05.504292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.647485] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.83%, Actual: 1.79% [2025-11-22T02:38:05.716536] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 3s | Global ETA: 41m 22s [2025-11-22T02:38:05.717524] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:05.717586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:05.722335] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:05.723320] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:05.725792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.821579] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.24%, Actual: 21.96% [2025-11-22T02:38:05.969865] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 3.50% | Symbol ETA: 3m 52s | Global ETA: 41m 22s [2025-11-22T02:38:05.970766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:05.970826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:05.975542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:05.977304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:05.977798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:05.991699] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 16.10%, Actual: 1.81% [2025-11-22T02:38:06.089990] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -4.66% | Symbol ETA: 2.8s | Global ETA: 41m 22s [2025-11-22T02:38:06.179954] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.35%, Actual: 8.20% [2025-11-22T02:38:06.256394] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.85%, Actual: 3.04% [2025-11-22T02:38:06.286855] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 2s | Global ETA: 41m 22s [2025-11-22T02:38:06.287767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:06.287829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:06.292580] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:06.293900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:06.296247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:06.353897] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.19%, Actual: 1.07% [2025-11-22T02:38:06.422489] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -8.89%, Actual: 1.19% [2025-11-22T02:38:06.520804] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 9.07%, Actual: 6.24% [2025-11-22T02:38:06.587190] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.91%, Actual: 4.83% [2025-11-22T02:38:06.656040] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 3m 51s | Global ETA: 41m 22s [2025-11-22T02:38:06.656934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:06.656994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:06.661773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:06.663503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:06.663990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:06.689538] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.83%, Actual: 0.54% [2025-11-22T02:38:06.760189] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.22%, Actual: 7.29% [2025-11-22T02:38:06.852267] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1m 2s | Global ETA: 41m 22s [2025-11-22T02:38:06.853149] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:06.853211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:06.857774] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.08%, Actual: 4.55% [2025-11-22T02:38:06.857951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:06.858895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:06.861252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:06.930000] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.12%, Actual: 0.68% [2025-11-22T02:38:07.027122] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.49%, Actual: 3.47% [2025-11-22T02:38:07.027356] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 40.7360% [2025-11-22T02:38:07.027446] [INFO ] [main ] BFLY: DISCARDED add_atr (score: 40.74%) [2025-11-22T02:38:07.027491] [INFO ] [main ] BFLY: Testing feature 3/53: add_atr_10 [2025-11-22T02:38:07.027524] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:38:07.027559] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:07.041125] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:07.042450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:07.042512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:07.044277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:07.044830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:07.100400] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 3.38%, Actual: 6.70% [2025-11-22T02:38:07.269823] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.67%, Actual: 0.22% [2025-11-22T02:38:07.332775] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.44% | Symbol ETA: 3m 50s | Global ETA: 41m 23s [2025-11-22T02:38:07.333720] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:07.333783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:07.338767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:07.340612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:07.341120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:07.418392] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 41m 23s [2025-11-22T02:38:07.419274] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:07.419337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:07.424042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:07.424984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:07.427351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:07.444063] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.34%, Actual: 4.88% [2025-11-22T02:38:07.616200] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.17%, Actual: 4.51% [2025-11-22T02:38:07.631103] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 11.37% | Symbol ETA: 3m 23s | Global ETA: 41m 23s [2025-11-22T02:38:07.631992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:07.632052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:07.633726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:07.634213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:07.783770] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -4.66%, Actual: 1.89% [2025-11-22T02:38:07.783971] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 36.1200% [2025-11-22T02:38:07.784051] [INFO ] [main ] LVWR: DISCARDED add_regime_flags (score: 36.12%) [2025-11-22T02:38:07.784094] [INFO ] [main ] LVWR: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:38:07.784127] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:38:07.784162] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:07.797347] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:07.798552] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:07.798617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:07.803446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:07.805202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:07.805687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:07.806119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:07.806859] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:07.807674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:07.808443] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:07.809445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:07.811039] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:07.812117] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:07.812813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:07.985126] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1m 1s | Global ETA: 41m 23s [2025-11-22T02:38:07.986027] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:07.986088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:07.990888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:07.991836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:07.994174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.020990] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 3m 49s | Global ETA: 41m 23s [2025-11-22T02:38:08.021890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:08.021950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:08.026796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:08.028578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:08.029068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.218721] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 6.19% | Symbol ETA: 3m 22s | Global ETA: 41m 23s [2025-11-22T02:38:08.219591] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:08.219672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:08.221305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:08.221819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.404318] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -18.68% | Symbol ETA: 7.8s | Global ETA: 41m 23s [2025-11-22T02:38:08.405219] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:08.405285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:08.410102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:08.411832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:08.412350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:08.412805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:08.413538] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:08.414329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:08.415110] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:08.416112] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:08.417749] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:08.418785] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:08.419465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.575722] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 0s | Global ETA: 41m 23s [2025-11-22T02:38:08.717128] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 3m 49s | Global ETA: 41m 23s [2025-11-22T02:38:08.718076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:08.718136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:08.722874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:08.724586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:08.725086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.751254] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.42% [2025-11-22T02:38:08.807101] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.67% | Symbol ETA: 3m 22s | Global ETA: 41m 24s [2025-11-22T02:38:08.808068] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:08.808135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:08.809855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:08.810358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:08.938127] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.57% [2025-11-22T02:38:09.007832] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -7.60% | Symbol ETA: 7.2s | Global ETA: 41m 24s [2025-11-22T02:38:09.008716] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:09.008782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:09.013502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:09.015232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:09.015731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:09.016169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:09.016911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:09.017721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:09.018489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:09.019548] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:09.021249] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:09.022347] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:09.023067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:09.113228] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:38:09.290395] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:09.390060] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.48% | Symbol ETA: 3m 21s | Global ETA: 41m 24s [2025-11-22T02:38:09.390943] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:09.391003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:09.392638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:09.393135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:09.406635] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 3m 48s | Global ETA: 41m 24s [2025-11-22T02:38:09.407578] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:09.407639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:09.412467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:09.414280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:09.414793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:09.458269] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:09.624952] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 6.7s | Global ETA: 41m 24s [2025-11-22T02:38:09.626139] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:09.626204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:09.626230] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:09.630953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:09.632690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:09.633155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:09.633598] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:09.634342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:09.635135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:09.635982] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:09.636988] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:09.638604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:09.639689] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:09.640380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:09.791630] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:38:09.958632] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:10.002552] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.57% | Symbol ETA: 3m 20s | Global ETA: 41m 24s [2025-11-22T02:38:10.003489] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:10.003551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:10.005237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:10.005782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:10.087584] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 3m 47s | Global ETA: 41m 24s [2025-11-22T02:38:10.126669] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:10.237848] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.79% | Symbol ETA: 6.0s | Global ETA: 41m 24s [2025-11-22T02:38:10.238737] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:10.238802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:10.243670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:10.245430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:10.245931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:10.246361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:10.247109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:10.247973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:10.248756] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:10.249766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:10.251369] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:10.252447] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:10.253141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:10.260728] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 3.24% [2025-11-22T02:38:10.294897] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:10.295104] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3994% [2025-11-22T02:38:10.295157] [INFO ] [main ] PFN: DISCARDED add_day_shape_ratios (score: 19.40%) [2025-11-22T02:38:10.295195] [INFO ] [main ] PFN: Testing feature 8/53: add_directional_consistency [2025-11-22T02:38:10.295226] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:38:10.295261] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:10.306698] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:10.308210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:10.308271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:10.313113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:10.314077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:10.435997] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.62%, Actual: 3.40% [2025-11-22T02:38:10.442943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:10.589389] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.83% | Symbol ETA: 3m 20s | Global ETA: 41m 25s [2025-11-22T02:38:10.590590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:10.590699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:10.592901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:10.593537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:10.604578] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.07%, Actual: 2.38% [2025-11-22T02:38:10.773801] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 3.50%, Actual: 0.63% [2025-11-22T02:38:10.854035] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.55% | Symbol ETA: 5.4s | Global ETA: 41m 25s [2025-11-22T02:38:10.854938] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:10.855004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:10.859797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:10.861484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:10.861971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:10.862402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:10.863139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:10.863931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:10.864783] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:10.865819] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:10.867421] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:10.868482] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:10.869178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:10.942804] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.14% [2025-11-22T02:38:11.022512] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 54.6s | Global ETA: 41m 25s [2025-11-22T02:38:11.023468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:11.023532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:11.028694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:11.029712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:11.110225] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.44%, Actual: 1.86% [2025-11-22T02:38:11.163060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:11.184959] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.31% | Symbol ETA: 3m 19s | Global ETA: 41m 25s [2025-11-22T02:38:11.185838] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:11.185898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:11.187531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:11.188018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:11.278557] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 1.41% [2025-11-22T02:38:11.447455] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.21% [2025-11-22T02:38:11.454390] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.82% | Symbol ETA: 4.8s | Global ETA: 41m 25s [2025-11-22T02:38:11.456106] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:11.456172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:11.461028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:11.462746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:11.463207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:11.463638] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:11.464373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:11.465166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:11.465995] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:11.466999] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:11.468660] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:11.469726] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:11.470390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:11.615499] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 1.22% [2025-11-22T02:38:11.727885] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 53.8s | Global ETA: 41m 25s [2025-11-22T02:38:11.728808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:11.728870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:11.733681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:11.734598] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:11.753220] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.04% | Symbol ETA: 3m 19s | Global ETA: 41m 25s [2025-11-22T02:38:11.754127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:11.754188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:11.755887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:11.756353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:11.783954] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 2.99% [2025-11-22T02:38:11.784165] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 29.8498% [2025-11-22T02:38:11.784249] [INFO ] [main ] KNSL: DISCARDED add_atr_10 (score: 29.85%) [2025-11-22T02:38:11.784291] [INFO ] [main ] KNSL: Testing feature 4/53: add_atr_5 [2025-11-22T02:38:11.784324] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:38:11.784359] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:11.798456] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:11.800126] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:11.800187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:11.804937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:11.806718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:11.807190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:11.859479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.062960] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.66% | Symbol ETA: 4.2s | Global ETA: 41m 26s [2025-11-22T02:38:12.063859] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:12.063925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:12.068998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:12.070751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:12.071229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:12.071691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:12.072433] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:12.073588] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:12.074404] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:12.075436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:12.077114] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:12.078215] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:12.078928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.327755] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.89% | Symbol ETA: 3m 18s | Global ETA: 41m 26s [2025-11-22T02:38:12.328783] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:12.328843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:12.330478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:12.330965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.419332] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 53.1s | Global ETA: 41m 26s [2025-11-22T02:38:12.420241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:12.420302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:12.425045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:12.426009] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:12.481892] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 2m 27s | Global ETA: 41m 26s [2025-11-22T02:38:12.482823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:12.482884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:12.487680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:12.489427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:12.489926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.548081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.667739] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 3.6s | Global ETA: 41m 26s [2025-11-22T02:38:12.668602] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:12.668689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:12.673447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:12.675191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:12.675674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:12.676109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:12.676862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:12.677682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:12.678446] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:12.679456] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:12.681064] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:12.682109] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:12.682801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:12.896724] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.47% | Symbol ETA: 3m 17s | Global ETA: 41m 26s [2025-11-22T02:38:13.068759] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 11.37%, Actual: 1.97% [2025-11-22T02:38:13.103147] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 52.3s | Global ETA: 41m 26s [2025-11-22T02:38:13.104044] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:13.104107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:13.108908] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:13.109846] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:13.167444] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 2m 26s | Global ETA: 41m 26s [2025-11-22T02:38:13.168363] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:13.168426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:13.173475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:13.175373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:13.175887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:13.232420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:13.244248] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 6.19%, Actual: 1.79% [2025-11-22T02:38:13.301604] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 3.0s | Global ETA: 41m 26s [2025-11-22T02:38:13.302493] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:38:13.302559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:13.307429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:13.309191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:13.309712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:13.310142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:13.310882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:13.311732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:13.312497] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:38:13.313604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:38:13.315201] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:38:13.316280] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:38:13.316973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:13.420746] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.67%, Actual: 21.96% [2025-11-22T02:38:13.597374] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.48%, Actual: 1.81% [2025-11-22T02:38:13.776243] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.57%, Actual: 8.20% [2025-11-22T02:38:13.795089] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 51.6s | Global ETA: 41m 27s [2025-11-22T02:38:13.796012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:13.796073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:13.800919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:13.801911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:13.869042] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.29% | Symbol ETA: 2m 26s | Global ETA: 41m 27s [2025-11-22T02:38:13.870424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:13.870515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:13.878026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:13.880758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:13.881439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:13.920030] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 2.4s | Global ETA: 41m 27s [2025-11-22T02:38:13.926477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:13.951361] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.83%, Actual: 1.07% [2025-11-22T02:38:14.091925] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -18.68%, Actual: 3.04% [2025-11-22T02:38:14.131986] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.31%, Actual: 6.24% [2025-11-22T02:38:14.262008] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -7.60%, Actual: 1.19% [2025-11-22T02:38:14.301124] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.04%, Actual: 0.54% [2025-11-22T02:38:14.430103] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 4.83% [2025-11-22T02:38:14.471254] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.89%, Actual: 4.55% [2025-11-22T02:38:14.499126] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 50.9s | Global ETA: 41m 27s [2025-11-22T02:38:14.500014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:14.500077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:14.504818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:14.505758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:14.576269] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 2m 25s | Global ETA: 41m 27s [2025-11-22T02:38:14.577198] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:14.577259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:14.582099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:14.583919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:14.584406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:14.595221] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.79%, Actual: 7.29% [2025-11-22T02:38:14.629047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:14.640199] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.47%, Actual: 3.47% [2025-11-22T02:38:14.640393] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.5940% [2025-11-22T02:38:14.640472] [INFO ] [main ] BFLY: KEPT add_atr_10 (score: 44.59%) [2025-11-22T02:38:14.640513] [INFO ] [main ] BFLY: Testing feature 4/53: add_atr_5 [2025-11-22T02:38:14.640545] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:38:14.640579] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:14.653849] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:14.655248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:14.655307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:14.656997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:14.657513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:14.657990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:14.761614] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.55%, Actual: 0.68% [2025-11-22T02:38:14.930139] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.82%, Actual: 6.70% [2025-11-22T02:38:15.100790] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.66%, Actual: 0.22% [2025-11-22T02:38:15.191480] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 50.2s | Global ETA: 41m 28s [2025-11-22T02:38:15.192370] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.192431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:15.197225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:15.198174] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:15.229757] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 11.99% | Symbol ETA: 2m 10s | Global ETA: 41m 28s [2025-11-22T02:38:15.230670] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.230732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:15.232395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:15.233000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:15.233429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:15.267674] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 4.88% [2025-11-22T02:38:15.270208] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 2m 24s | Global ETA: 41m 28s [2025-11-22T02:38:15.271143] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.271204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:15.276022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:15.277789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:15.278253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:15.321463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:15.434746] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.60%, Actual: 4.51% [2025-11-22T02:38:15.602355] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.89% [2025-11-22T02:38:15.602567] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 29.5631% [2025-11-22T02:38:15.602672] [INFO ] [main ] LVWR: DISCARDED add_return_volume_nonlinearity_proxies (score: 29.56%) [2025-11-22T02:38:15.602718] [INFO ] [main ] LVWR: Testing feature 42/53: add_shelf_lag [2025-11-22T02:38:15.602751] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_shelf_lag'] [2025-11-22T02:38:15.602787] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:15.616393] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:15.617841] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:15.617904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:15.622785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:15.624572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:15.625073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:15.625515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:15.626287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:15.627082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:15.627898] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:15.629311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:15.808547] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 2m 9s | Global ETA: 41m 28s [2025-11-22T02:38:15.809465] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.809537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:15.811252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:15.811750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:15.812178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:15.882494] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 49.5s | Global ETA: 41m 28s [2025-11-22T02:38:15.883378] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.883440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:15.888389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:15.889355] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:15.960517] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.74% | Symbol ETA: 2m 24s | Global ETA: 41m 28s [2025-11-22T02:38:15.961424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:15.961484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:15.966253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:15.968065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:15.968528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.013359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.311624] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -9.65% | Symbol ETA: 8.3s | Global ETA: 41m 28s [2025-11-22T02:38:16.312836] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:16.312900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:16.317786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:16.319509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:16.320031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:16.320463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:16.321214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:16.322011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:16.322835] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:16.324183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.444459] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.05% | Symbol ETA: 2m 9s | Global ETA: 41m 28s [2025-11-22T02:38:16.445360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:16.445423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:16.447103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:16.447636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:16.448092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.571627] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 48.8s | Global ETA: 41m 28s [2025-11-22T02:38:16.572508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:16.572569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:16.577427] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:16.578452] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:16.648568] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.67% | Symbol ETA: 2m 23s | Global ETA: 41m 28s [2025-11-22T02:38:16.649479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:16.649547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:16.654517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:16.656330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:16.656833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.699201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:16.993907] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 7.6s | Global ETA: 41m 29s [2025-11-22T02:38:16.994795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:16.994859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:16.999717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:17.001481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:17.002022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:17.002445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:17.003184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:17.004015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:17.004804] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:17.006175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:17.014993] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 6.79% | Symbol ETA: 2m 8s | Global ETA: 41m 29s [2025-11-22T02:38:17.015893] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:17.015954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:17.017605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:17.018093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:17.018530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:17.259114] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 48.1s | Global ETA: 41m 29s [2025-11-22T02:38:17.333834] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 1.67% | Symbol ETA: 2m 22s | Global ETA: 41m 29s [2025-11-22T02:38:17.334733] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:17.334794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:17.339734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:17.341867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:17.342331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:17.428210] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:38:17.591362] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.08% | Symbol ETA: 2m 7s | Global ETA: 41m 29s [2025-11-22T02:38:17.592257] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:17.592318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:17.594004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:17.594473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:17.594925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:17.595377] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:38:17.682153] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 6.9s | Global ETA: 41m 29s [2025-11-22T02:38:17.683038] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:17.683101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:17.687933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:17.689729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:17.690391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:17.691039] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:17.691780] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:17.692570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:17.693371] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:17.694751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:17.760715] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:38:17.926756] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:18.038732] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 2m 22s | Global ETA: 41m 29s [2025-11-22T02:38:18.039716] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:18.039779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:18.044551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:18.046447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:18.047037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:18.094297] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:18.172613] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.33% | Symbol ETA: 2m 7s | Global ETA: 41m 29s [2025-11-22T02:38:18.173555] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:18.173619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:18.175361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:18.175888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:18.176332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:18.263385] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:18.368522] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.02% | Symbol ETA: 6.2s | Global ETA: 41m 30s [2025-11-22T02:38:18.369422] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:18.369485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:18.374370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:18.376144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:18.376629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:18.377081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:18.377855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:18.378679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:18.379451] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:18.380822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:18.431107] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:38:18.598145] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:18.764834] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 2m 21s | Global ETA: 41m 30s [2025-11-22T02:38:18.767290] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:18.782355] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.19% | Symbol ETA: 2m 6s | Global ETA: 41m 30s [2025-11-22T02:38:18.783338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:18.783401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:18.785244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:18.785836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:18.786278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:18.931786] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 3.24% [2025-11-22T02:38:18.933328] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:18.933502] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 18.1348% [2025-11-22T02:38:18.933599] [INFO ] [main ] PFN: DISCARDED add_directional_consistency (score: 18.13%) [2025-11-22T02:38:18.933669] [INFO ] [main ] PFN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:38:18.933713] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:38:18.933750] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:18.945008] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:18.946414] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:18.946475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:18.951297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:18.952255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:18.953941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:19.054223] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 5.5s | Global ETA: 41m 30s [2025-11-22T02:38:19.055111] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:19.055174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:19.060078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:19.061886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:19.062351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:19.062806] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:19.063527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:19.064362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:19.065139] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:19.066510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:19.101945] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 3.40% [2025-11-22T02:38:19.267877] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.29%, Actual: 2.38% [2025-11-22T02:38:19.403709] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.74% | Symbol ETA: 2m 6s | Global ETA: 41m 30s [2025-11-22T02:38:19.404725] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:19.404789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:19.406562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:19.407087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:19.407594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:19.435259] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 0.63% [2025-11-22T02:38:19.536766] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 52.8s | Global ETA: 41m 30s [2025-11-22T02:38:19.537683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:19.537766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:19.542565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:19.543521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:19.545174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:19.600287] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 0.14% [2025-11-22T02:38:19.745299] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: -2.08% | Symbol ETA: 4.8s | Global ETA: 41m 30s [2025-11-22T02:38:19.746195] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:19.746258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:19.751015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:19.752756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:19.753226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:19.753673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:19.754408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:19.755556] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:19.756348] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:19.757778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:19.764299] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.74%, Actual: 1.86% [2025-11-22T02:38:19.936685] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.67%, Actual: 1.41% [2025-11-22T02:38:19.985438] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.27% | Symbol ETA: 2m 5s | Global ETA: 41m 31s [2025-11-22T02:38:19.986347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:19.986407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:19.988080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:19.988546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:19.988999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:20.109638] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 1.67%, Actual: 0.21% [2025-11-22T02:38:20.111399] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 52.2s | Global ETA: 41m 31s [2025-11-22T02:38:20.112268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:20.112329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:20.117436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:20.118367] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:20.120000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:20.282319] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 1.22% [2025-11-22T02:38:20.454019] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 4.2s | Global ETA: 41m 31s [2025-11-22T02:38:20.454977] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:20.455043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:20.459017] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.49%, Actual: 2.99% [2025-11-22T02:38:20.459256] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 38.3394% [2025-11-22T02:38:20.459351] [INFO ] [main ] KNSL: DISCARDED add_atr_5 (score: 38.34%) [2025-11-22T02:38:20.459396] [INFO ] [main ] KNSL: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:38:20.459429] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:38:20.459464] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:20.460353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:20.462231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:20.462731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:20.463173] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:20.463976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:20.464819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:20.465603] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:20.467056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:20.474950] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:20.476454] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:20.476517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:20.481609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:20.482440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:20.558962] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.12% | Symbol ETA: 2m 4s | Global ETA: 41m 31s [2025-11-22T02:38:20.677907] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 51.6s | Global ETA: 41m 31s [2025-11-22T02:38:20.678800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:20.678861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:20.683552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:20.684499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:20.686173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:20.728995] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 11.99%, Actual: 1.97% [2025-11-22T02:38:20.898171] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.79% [2025-11-22T02:38:21.064826] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.05%, Actual: 21.96% [2025-11-22T02:38:21.164499] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 1m 50s | Global ETA: 41m 31s [2025-11-22T02:38:21.165423] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:21.165486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.170457] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:21.171328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:21.191950] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.34% | Symbol ETA: 3.5s | Global ETA: 41m 31s [2025-11-22T02:38:21.192874] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:21.192940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.198111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:21.199945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:21.200450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:21.200951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:21.201836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:21.202667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:21.203508] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:21.204935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:21.231241] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 6.79%, Actual: 1.81% [2025-11-22T02:38:21.244428] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 51.0s | Global ETA: 41m 31s [2025-11-22T02:38:21.245340] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:21.245400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.250290] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:21.251251] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:21.252897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:21.399424] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.08%, Actual: 8.20% [2025-11-22T02:38:21.568819] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.33%, Actual: 1.07% [2025-11-22T02:38:21.735229] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.19%, Actual: 6.24% [2025-11-22T02:38:21.819172] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 50.4s | Global ETA: 41m 32s [2025-11-22T02:38:21.820238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:21.820302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.825448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:21.826403] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:21.828177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:21.851103] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 1m 50s | Global ETA: 41m 32s [2025-11-22T02:38:21.852008] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:21.852069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.856828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:21.857629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:21.902945] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.74%, Actual: 0.54% [2025-11-22T02:38:21.906742] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.98% | Symbol ETA: 2.8s | Global ETA: 41m 32s [2025-11-22T02:38:21.907688] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:21.907753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:21.912671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:21.914481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:21.914989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:21.915454] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:21.916223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:21.917038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:21.917939] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:38:21.919371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:22.069947] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.27%, Actual: 4.55% [2025-11-22T02:38:22.235141] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.12%, Actual: 3.47% [2025-11-22T02:38:22.235418] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 38.0685% [2025-11-22T02:38:22.235472] [INFO ] [main ] BFLY: DISCARDED add_atr_5 (score: 38.07%) [2025-11-22T02:38:22.235511] [INFO ] [main ] BFLY: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:38:22.235542] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:38:22.235576] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:22.250498] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:22.251986] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:22.252048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:22.253732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:22.254226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:22.255002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:22.400253] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 49.8s | Global ETA: 41m 32s [2025-11-22T02:38:22.401161] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:22.401224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:22.406235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:22.407233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:22.408990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:22.531300] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 1m 49s | Global ETA: 41m 32s [2025-11-22T02:38:22.532232] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:22.532295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:22.537365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:22.538205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:22.616384] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 2.1s | Global ETA: 41m 32s [2025-11-22T02:38:22.791445] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -9.65%, Actual: 3.04% [2025-11-22T02:38:22.825427] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.73% | Symbol ETA: 1m 36s | Global ETA: 41m 32s [2025-11-22T02:38:22.826361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:22.826422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:22.828163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:22.828693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:22.829489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:22.960745] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -2.82%, Actual: 1.19% [2025-11-22T02:38:22.975625] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 49.2s | Global ETA: 41m 32s [2025-11-22T02:38:22.976509] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:22.976571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:22.981421] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:22.982501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:22.984218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:23.128208] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 4.83% [2025-11-22T02:38:23.218830] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 3.77% | Symbol ETA: 1m 48s | Global ETA: 41m 33s [2025-11-22T02:38:23.219782] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:23.219844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:23.224615] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:23.225414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:23.291545] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.02%, Actual: 7.29% [2025-11-22T02:38:23.398785] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 2.29% | Symbol ETA: 1m 36s | Global ETA: 41m 33s [2025-11-22T02:38:23.399754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:23.399819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:23.401573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:23.402130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:23.402920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:23.456729] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.68% [2025-11-22T02:38:23.554799] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 48.7s | Global ETA: 41m 33s [2025-11-22T02:38:23.555701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:23.555768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:23.560718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:23.561697] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:23.563441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:23.622315] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: -2.08%, Actual: 6.70% [2025-11-22T02:38:23.789179] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.22% [2025-11-22T02:38:23.894488] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 1m 48s | Global ETA: 41m 33s [2025-11-22T02:38:23.895412] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:23.895508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:23.900965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:23.901819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:23.955411] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.34%, Actual: 4.88% [2025-11-22T02:38:23.980423] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.86% | Symbol ETA: 1m 35s | Global ETA: 41m 33s [2025-11-22T02:38:23.981355] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:23.981418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:23.983113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:23.983614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:23.984406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:24.123077] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 4.51% [2025-11-22T02:38:24.136416] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 48.1s | Global ETA: 41m 33s [2025-11-22T02:38:24.137479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:24.137544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:24.142716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:24.143748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:24.145493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:24.298981] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 1.89% [2025-11-22T02:38:24.299229] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 42.2651% [2025-11-22T02:38:24.299331] [INFO ] [main ] LVWR: DISCARDED add_shelf_lag (score: 42.27%) [2025-11-22T02:38:24.299376] [INFO ] [main ] LVWR: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:38:24.299410] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_signed_carry_history_11'] [2025-11-22T02:38:24.299448] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:24.313366] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:24.314842] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:24.314911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:24.320531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:24.322509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:24.323039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:24.323479] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:24.324237] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:24.325107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:24.325922] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:24.327720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:24.559530] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 8.66% | Symbol ETA: 1m 35s | Global ETA: 41m 33s [2025-11-22T02:38:24.560424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:24.560485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:24.562151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:24.562668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:24.563412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:24.583710] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 1m 47s | Global ETA: 41m 33s [2025-11-22T02:38:24.584580] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:24.584659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:24.589384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:24.590194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:24.735543] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 47.5s | Global ETA: 41m 34s [2025-11-22T02:38:24.911901] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:38:24.948603] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -10.08% | Symbol ETA: 7.8s | Global ETA: 41m 34s [2025-11-22T02:38:24.949634] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:24.949722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:24.954837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:24.956890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:24.957494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:24.958062] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:24.958988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:24.960007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:24.960979] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:24.962440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:25.085855] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:38:25.136074] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.54% | Symbol ETA: 1m 34s | Global ETA: 41m 34s [2025-11-22T02:38:25.136981] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:25.137041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:25.138730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:25.139237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:25.140001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:25.251004] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.52% [2025-11-22T02:38:25.266105] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 1m 46s | Global ETA: 41m 34s [2025-11-22T02:38:25.267034] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:25.267096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:25.272065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:25.272917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:25.416931] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:25.554730] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -2.93% | Symbol ETA: 7.0s | Global ETA: 41m 34s [2025-11-22T02:38:25.555590] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:25.555676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:25.560462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:25.562200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:25.562687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:25.563121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:25.563866] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:25.564669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:25.565425] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:25.566820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:25.582832] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:25.717176] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.07% | Symbol ETA: 1m 33s | Global ETA: 41m 34s [2025-11-22T02:38:25.718077] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:25.718139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:25.719823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:25.720308] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:25.721069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:25.748797] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:25.914085] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.07% [2025-11-22T02:38:26.012830] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 1m 45s | Global ETA: 41m 34s [2025-11-22T02:38:26.013742] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:26.013822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:26.018725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.019512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.088894] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:26.157063] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 1.16% | Symbol ETA: 6.4s | Global ETA: 41m 34s [2025-11-22T02:38:26.157977] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:26.158040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:26.162850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:26.164565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:26.165041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:26.165459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.166230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:26.167027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:26.167844] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:26.169247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.266611] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:26.300390] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.96% | Symbol ETA: 1m 33s | Global ETA: 41m 35s [2025-11-22T02:38:26.301315] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:26.301376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:26.303107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:26.303594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.304357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.440943] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:26.441154] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.9455% [2025-11-22T02:38:26.441269] [INFO ] [main ] PFN: KEPT add_fullday_parkinson_range (score: 22.95%) [2025-11-22T02:38:26.441313] [INFO ] [main ] PFN: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:38:26.441347] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T02:38:26.441382] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:26.453120] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:26.454571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:26.454633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:26.459438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:26.460418] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:26.462061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:26.505157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.698762] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 1m 45s | Global ETA: 41m 35s [2025-11-22T02:38:26.699666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:26.699727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:26.704445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.705269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.751460] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.64% | Symbol ETA: 5.7s | Global ETA: 41m 35s [2025-11-22T02:38:26.752342] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:26.752406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:26.757264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:26.759025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:26.759483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:26.759929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.760663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:26.761443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:26.762212] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:26.763535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:26.869665] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 1m 32s | Global ETA: 41m 35s [2025-11-22T02:38:26.870542] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:26.870603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:26.872238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:26.872729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:26.873474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:27.093315] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.82% | Symbol ETA: 41.6s | Global ETA: 41m 35s [2025-11-22T02:38:27.094338] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:27.094404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:27.099624] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:27.100633] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:27.102409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:27.149552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:27.373321] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -9.21% | Symbol ETA: 5.1s | Global ETA: 41m 35s [2025-11-22T02:38:27.374239] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:27.374304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:27.376356] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.55% | Symbol ETA: 1m 44s | Global ETA: 41m 35s [2025-11-22T02:38:27.379341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:27.381123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:27.381616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:27.382080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:27.382827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:27.383620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:27.384409] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:27.385896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:27.440837] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.21% | Symbol ETA: 1m 32s | Global ETA: 41m 35s [2025-11-22T02:38:27.441751] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:38:27.441811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:27.443525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:27.444031] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:27.444797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:27.550918] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 3.24% [2025-11-22T02:38:27.720931] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 3.40% [2025-11-22T02:38:27.742038] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 41.0s | Global ETA: 41m 35s [2025-11-22T02:38:27.742933] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:27.742997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:27.747790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:27.748738] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:27.750403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:27.794241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:27.893190] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 2.38% [2025-11-22T02:38:27.978240] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 8.81% | Symbol ETA: 4.5s | Global ETA: 41m 36s [2025-11-22T02:38:27.979144] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:27.979591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:27.984373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:27.986117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:27.986631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:27.987080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:27.987849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:27.988630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:27.989409] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:27.990766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:28.009917] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.67% | Symbol ETA: 1m 31s | Global ETA: 41m 36s [2025-11-22T02:38:28.061146] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 3.77%, Actual: 0.63% [2025-11-22T02:38:28.181353] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.73%, Actual: 1.97% [2025-11-22T02:38:28.232839] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.14% [2025-11-22T02:38:28.353357] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.79% [2025-11-22T02:38:28.361701] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 40.3s | Global ETA: 41m 36s [2025-11-22T02:38:28.362571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:28.362634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:28.367470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:28.368413] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:28.370076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:28.400944] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 1.86% [2025-11-22T02:38:28.413615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:28.522171] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.86%, Actual: 21.96% [2025-11-22T02:38:28.568203] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 1.41% [2025-11-22T02:38:28.580301] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -2.17% | Symbol ETA: 3.9s | Global ETA: 41m 36s [2025-11-22T02:38:28.581192] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:28.581256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:28.586085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:28.587910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:28.588368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:28.588816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:28.589535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:28.590375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:28.591182] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:28.592512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:28.689978] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 8.66%, Actual: 1.81% [2025-11-22T02:38:28.735081] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.21% [2025-11-22T02:38:28.858387] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.54%, Actual: 8.20% [2025-11-22T02:38:28.903755] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 1.22% [2025-11-22T02:38:28.984051] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 39.7s | Global ETA: 41m 36s [2025-11-22T02:38:28.984946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:28.985009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:28.989883] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:28.990908] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:28.992576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:29.025134] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.07%, Actual: 1.07% [2025-11-22T02:38:29.036095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.071058] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.55%, Actual: 2.99% [2025-11-22T02:38:29.071273] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.6064% [2025-11-22T02:38:29.071358] [INFO ] [main ] KNSL: DISCARDED add_close_to_open_alignment (score: 39.61%) [2025-11-22T02:38:29.071400] [INFO ] [main ] KNSL: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:38:29.071431] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:38:29.071465] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:29.085088] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:29.086551] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:29.086611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:29.091539] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.092482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.178284] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 3.3s | Global ETA: 41m 36s [2025-11-22T02:38:29.179174] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:29.179238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:29.183988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:29.185707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:29.186184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:29.186610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:29.187371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.188230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:29.189012] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:29.190349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.191302] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.96%, Actual: 6.24% [2025-11-22T02:38:29.358334] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.69%, Actual: 0.54% [2025-11-22T02:38:29.528471] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.21%, Actual: 4.55% [2025-11-22T02:38:29.604353] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 39.0s | Global ETA: 41m 37s [2025-11-22T02:38:29.605237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:29.605299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:29.610099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.611033] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:29.612758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:29.655982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.696619] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.67%, Actual: 3.47% [2025-11-22T02:38:29.696823] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 47.4555% [2025-11-22T02:38:29.697391] [INFO ] [main ] BFLY: KEPT add_close_to_open_alignment (score: 47.46%) [2025-11-22T02:38:29.697439] [INFO ] [main ] BFLY: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:38:29.697470] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:38:29.697506] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:29.710971] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:29.712629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:29.712717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:29.714377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:29.714888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:29.715664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.716690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.752267] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.33% | Symbol ETA: 1m 27s | Global ETA: 41m 37s [2025-11-22T02:38:29.753175] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:29.753237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:29.758117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.759073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:29.775205] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.76% | Symbol ETA: 2.7s | Global ETA: 41m 37s [2025-11-22T02:38:29.776126] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:29.776190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:29.780934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:29.782639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:29.783133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:29.783555] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:29.784287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:29.785084] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:29.785871] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:38:29.787216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:30.225779] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 38.4s | Global ETA: 41m 37s [2025-11-22T02:38:30.226666] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:30.226728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:30.231515] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:30.232442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:30.234104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:30.278103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:30.296075] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.79% | Symbol ETA: 1m 15s | Global ETA: 41m 37s [2025-11-22T02:38:30.297017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:30.297080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:30.298819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:30.299329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:30.300142] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:30.301006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:30.377825] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -2.70% | Symbol ETA: 2.1s | Global ETA: 41m 37s [2025-11-22T02:38:30.441247] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 1m 26s | Global ETA: 41m 37s [2025-11-22T02:38:30.442215] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:30.442278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:30.447468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:30.448407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:30.546286] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -10.08%, Actual: 3.04% [2025-11-22T02:38:30.713323] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -2.93%, Actual: 1.19% [2025-11-22T02:38:30.843366] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 37.8s | Global ETA: 41m 37s [2025-11-22T02:38:30.844311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:30.844381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:30.849365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:30.850408] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:30.852143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:30.884311] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 1.16%, Actual: 4.83% [2025-11-22T02:38:30.885911] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.74% | Symbol ETA: 1m 15s | Global ETA: 41m 37s [2025-11-22T02:38:30.886796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:30.886858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:30.888552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:30.889067] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:30.889854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:30.890678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:30.895172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:31.049973] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.64%, Actual: 7.29% [2025-11-22T02:38:31.133881] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.74% | Symbol ETA: 1m 26s | Global ETA: 41m 38s [2025-11-22T02:38:31.134812] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:31.134874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:31.139838] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:31.140784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:31.225231] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -9.21%, Actual: 0.68% [2025-11-22T02:38:31.398811] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 8.81%, Actual: 6.70% [2025-11-22T02:38:31.461268] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 37.1s | Global ETA: 41m 38s [2025-11-22T02:38:31.461933] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.11% | Symbol ETA: 1m 14s | Global ETA: 41m 38s [2025-11-22T02:38:31.462139] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:31.462201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:31.462823] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:31.462898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:31.464543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:31.465161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:31.465940] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:31.466761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:31.466972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:31.467940] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:31.469582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:31.512792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:31.570507] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -2.17%, Actual: 0.22% [2025-11-22T02:38:31.743159] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 4.88% [2025-11-22T02:38:31.834086] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 1m 25s | Global ETA: 41m 38s [2025-11-22T02:38:31.834975] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:31.835037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:31.839905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:31.840822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:31.922139] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.76%, Actual: 4.51% [2025-11-22T02:38:32.048988] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.17% | Symbol ETA: 1m 14s | Global ETA: 41m 38s [2025-11-22T02:38:32.049930] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:32.049995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:32.051734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:32.052245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:32.053074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.053939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.077366] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 36.5s | Global ETA: 41m 38s [2025-11-22T02:38:32.078312] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:32.078374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:32.083091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.084034] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:32.085628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:38:32.096154] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -2.70%, Actual: 1.89% [2025-11-22T02:38:32.096368] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.7094% [2025-11-22T02:38:32.096468] [INFO ] [main ] LVWR: DISCARDED add_signed_carry_history_11 (score: 39.71%) [2025-11-22T02:38:32.096509] [INFO ] [main ] LVWR: Testing feature 44/53: add_sma_ratio [2025-11-22T02:38:32.096545] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_sma_ratio'] [2025-11-22T02:38:32.096582] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:32.111533] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:32.113103] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:32.113170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:32.118352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:32.120587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:32.121106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:32.121559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:32.122347] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.123231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:32.124052] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:32.124787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.129131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.512397] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 1m 24s | Global ETA: 41m 38s [2025-11-22T02:38:32.513308] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:32.513368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:32.518180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.519150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.649920] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.57% | Symbol ETA: 1m 13s | Global ETA: 41m 39s [2025-11-22T02:38:32.650829] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:32.650892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:32.652536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:32.653072] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:32.653854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.654692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.735370] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -4.67% | Symbol ETA: 7.2s | Global ETA: 41m 39s [2025-11-22T02:38:32.736271] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:32.736334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:32.741373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:32.743224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:32.743729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:32.744178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:32.744962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:32.745804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:32.746615] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:32.747391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:32.783487] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 35.9s | Global ETA: 41m 39s [2025-11-22T02:38:32.956368] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.82%, Actual: 0.42% [2025-11-22T02:38:33.129136] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:38:33.182433] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 2.92% | Symbol ETA: 1m 24s | Global ETA: 41m 39s [2025-11-22T02:38:33.183324] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:33.183385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:33.188147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.189067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.239453] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -10.67% | Symbol ETA: 1m 12s | Global ETA: 41m 39s [2025-11-22T02:38:33.240402] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:33.240468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:33.242200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:33.242730] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:33.243512] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.244368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.299223] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T02:38:33.352206] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.13% | Symbol ETA: 6.6s | Global ETA: 41m 39s [2025-11-22T02:38:33.353168] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:33.353244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:33.358389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:33.360309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:33.360893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:33.361352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:33.362144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.363032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:33.363880] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:33.364638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.469582] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:33.644702] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:33.821694] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:33.825972] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.45% | Symbol ETA: 1m 12s | Global ETA: 41m 39s [2025-11-22T02:38:33.826858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:33.826933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:33.828596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:33.829092] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:33.829866] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.830687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.856439] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.62% | Symbol ETA: 1m 23s | Global ETA: 41m 39s [2025-11-22T02:38:33.857335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:33.857399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:33.862113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.863032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.974399] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.11% | Symbol ETA: 6.0s | Global ETA: 41m 39s [2025-11-22T02:38:33.975285] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:33.975349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:33.980152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:33.981873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:33.982345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:33.982792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:33.983517] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:33.984326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:33.985112] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:33.985853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:33.992277] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:38:34.160355] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:34.330107] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:34.417478] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.67% | Symbol ETA: 1m 11s | Global ETA: 41m 40s [2025-11-22T02:38:34.418843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:34.418906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:34.420592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:34.421121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:34.421910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:34.422735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:34.500762] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:34.500976] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.8577% [2025-11-22T02:38:34.501037] [INFO ] [main ] PFN: DISCARDED add_gap_fill_state (score: 19.86%) [2025-11-22T02:38:34.501083] [INFO ] [main ] PFN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:38:34.501121] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T02:38:34.501176] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:34.512537] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:34.513796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:34.513857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:34.518696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:34.519681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:34.521342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:34.522279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:34.528598] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 2.49% | Symbol ETA: 1m 22s | Global ETA: 41m 40s [2025-11-22T02:38:34.529477] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:34.529538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:34.534329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:34.535291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:34.575346] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -7.23% | Symbol ETA: 5.3s | Global ETA: 41m 40s [2025-11-22T02:38:34.576221] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:34.576285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:34.581216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:34.583009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:34.583484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:34.583930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:34.584669] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:34.585496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:34.586276] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:34.586991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:34.993465] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 8.85% | Symbol ETA: 1m 11s | Global ETA: 41m 40s [2025-11-22T02:38:34.994360] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:34.994422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:34.996059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:34.996534] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:34.997336] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:34.998161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.090029] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 39.0s | Global ETA: 41m 40s [2025-11-22T02:38:35.090916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:35.090978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:35.095716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:35.096622] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:35.098277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:35.099237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.173432] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -4.21% | Symbol ETA: 4.7s | Global ETA: 41m 40s [2025-11-22T02:38:35.174307] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:35.174399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:35.179261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:35.181046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:35.181527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:35.181974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:35.182721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:35.183503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:35.184283] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:35.185000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.202344] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.55% | Symbol ETA: 1m 22s | Global ETA: 41m 40s [2025-11-22T02:38:35.203233] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:35.203294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:35.208159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:35.209081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.571592] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -8.47% | Symbol ETA: 1m 10s | Global ETA: 41m 40s [2025-11-22T02:38:35.671615] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 38.5s | Global ETA: 41m 40s [2025-11-22T02:38:35.672522] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:35.672585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:35.677469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:35.678428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:35.680114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:35.681076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.738971] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.79%, Actual: 1.97% [2025-11-22T02:38:35.775538] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 4.63% | Symbol ETA: 4.1s | Global ETA: 41m 40s [2025-11-22T02:38:35.776498] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:35.776563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:35.781527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:35.783381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:35.783874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:35.784353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:35.785124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:35.785953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:35.786796] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:35.787568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:35.874139] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.01% | Symbol ETA: 1m 21s | Global ETA: 41m 41s [2025-11-22T02:38:35.905978] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.74%, Actual: 1.79% [2025-11-22T02:38:36.046260] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.33%, Actual: 3.24% [2025-11-22T02:38:36.072741] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.11%, Actual: 21.96% [2025-11-22T02:38:36.215080] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 3.40% [2025-11-22T02:38:36.240066] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.17%, Actual: 1.81% [2025-11-22T02:38:36.250153] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 37.9s | Global ETA: 41m 41s [2025-11-22T02:38:36.251053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:36.251124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:36.255905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:36.256853] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:36.258509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:36.259473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:36.378235] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 3.5s | Global ETA: 41m 41s [2025-11-22T02:38:36.379126] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:36.379190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:36.383587] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 2.38% [2025-11-22T02:38:36.383965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:36.385714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:36.386178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:36.386616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:36.387383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:36.388189] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:36.388974] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:36.389684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:36.409554] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.57%, Actual: 8.20% [2025-11-22T02:38:36.549810] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 0.63% [2025-11-22T02:38:36.576326] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -10.67%, Actual: 1.07% [2025-11-22T02:38:36.717470] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.14% [2025-11-22T02:38:36.746522] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.45%, Actual: 6.24% [2025-11-22T02:38:36.823701] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 37.3s | Global ETA: 41m 41s [2025-11-22T02:38:36.824556] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:36.824618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:36.829353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:36.830272] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:36.832183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:36.833356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:36.883227] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 2.92%, Actual: 1.86% [2025-11-22T02:38:36.912483] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.67%, Actual: 0.54% [2025-11-22T02:38:36.976206] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -4.91% | Symbol ETA: 2.8s | Global ETA: 41m 41s [2025-11-22T02:38:36.977104] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:36.977167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:36.981996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:36.983724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:36.984203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:36.984631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:36.985376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:36.986178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:36.986959] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:36.987721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.050917] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 1.41% [2025-11-22T02:38:37.078350] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 8.85%, Actual: 4.55% [2025-11-22T02:38:37.222964] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 2.49%, Actual: 0.21% [2025-11-22T02:38:37.244045] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -8.47%, Actual: 3.47% [2025-11-22T02:38:37.244243] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.3493% [2025-11-22T02:38:37.244295] [INFO ] [main ] BFLY: DISCARDED add_composite_volatility_context (score: 36.35%) [2025-11-22T02:38:37.245194] [INFO ] [main ] BFLY: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:38:37.245234] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T02:38:37.245269] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:37.262797] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:37.264302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:37.264364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:37.266073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:37.266568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:37.267354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:37.269701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.394325] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.55%, Actual: 1.22% [2025-11-22T02:38:37.398364] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 36.7s | Global ETA: 41m 41s [2025-11-22T02:38:37.399248] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:37.399310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:37.404037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:37.404955] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:37.406571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:37.407533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.564573] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.01%, Actual: 2.99% [2025-11-22T02:38:37.564783] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.1409% [2025-11-22T02:38:37.564865] [INFO ] [main ] KNSL: DISCARDED add_composite_volatility_context (score: 41.14%) [2025-11-22T02:38:37.564910] [INFO ] [main ] KNSL: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:38:37.564944] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T02:38:37.564980] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:37.573108] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -1.57% | Symbol ETA: 2.2s | Global ETA: 41m 42s [2025-11-22T02:38:37.574018] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:37.574082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:37.578580] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:37.578902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:37.579883] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:37.579947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:37.580638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:37.581126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:37.581553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:37.582292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:37.583122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:37.583929] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:38:37.584627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.584834] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:37.587371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.856201] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.42% | Symbol ETA: 1m 3s | Global ETA: 41m 42s [2025-11-22T02:38:37.857092] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:37.857155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:37.858812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:37.859316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:37.860091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:37.862364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:37.971230] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 36.2s | Global ETA: 41m 42s [2025-11-22T02:38:37.972131] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:37.972192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:37.976886] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:37.977820] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:37.979429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:37.980362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:38.174237] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 4.65% | Symbol ETA: 1.6s | Global ETA: 41m 42s [2025-11-22T02:38:38.268782] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.70% | Symbol ETA: 1m 11s | Global ETA: 41m 42s [2025-11-22T02:38:38.269745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:38.269809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:38.275170] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:38.278621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:38.342908] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -4.67%, Actual: 3.04% [2025-11-22T02:38:38.435179] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.42% | Symbol ETA: 1m 3s | Global ETA: 41m 42s [2025-11-22T02:38:38.436084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:38.436147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:38.437814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:38.438289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:38.439067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:38.441353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:38.510148] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.13%, Actual: 1.19% [2025-11-22T02:38:38.545069] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 35.6s | Global ETA: 41m 42s [2025-11-22T02:38:38.545953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:38.546014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:38.550832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:38.551761] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:38.553417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:38.554359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:38.678332] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.11%, Actual: 4.83% [2025-11-22T02:38:38.843350] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -7.23%, Actual: 7.29% [2025-11-22T02:38:38.958562] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 1m 11s | Global ETA: 41m 42s [2025-11-22T02:38:38.959454] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:38.959515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:38.964298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:38.966701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.009328] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -4.21%, Actual: 0.68% [2025-11-22T02:38:39.010719] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.14% | Symbol ETA: 1m 2s | Global ETA: 41m 43s [2025-11-22T02:38:39.011582] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:39.011663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:39.013282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:39.013778] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:39.014523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:39.016819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.112872] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 35.0s | Global ETA: 41m 43s [2025-11-22T02:38:39.113804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:39.113867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:39.119056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:39.120045] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:39.121825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:39.122788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.175661] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 4.63%, Actual: 6.70% [2025-11-22T02:38:39.341031] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 0.22% [2025-11-22T02:38:39.506430] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -4.91%, Actual: 4.88% [2025-11-22T02:38:39.604232] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 13.89% | Symbol ETA: 1m 1s | Global ETA: 41m 43s [2025-11-22T02:38:39.605127] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:39.605189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:39.606829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:39.607354] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:39.608163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:39.610419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.629818] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.72% | Symbol ETA: 1m 10s | Global ETA: 41m 43s [2025-11-22T02:38:39.630700] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:39.630761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:39.635482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:39.637905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.676711] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -1.57%, Actual: 4.51% [2025-11-22T02:38:39.680801] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 34.4s | Global ETA: 41m 43s [2025-11-22T02:38:39.681697] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:39.681758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:39.686422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:39.687361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:39.688970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:38:39.689896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:39.842101] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 4.65%, Actual: 1.89% [2025-11-22T02:38:39.842285] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 50.2490% [2025-11-22T02:38:39.842369] [INFO ] [main ] LVWR: DISCARDED add_sma_ratio (score: 50.25%) [2025-11-22T02:38:39.842412] [INFO ] [main ] LVWR: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:38:39.842444] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_vol_of_vol'] [2025-11-22T02:38:39.842480] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:39.855714] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:39.857267] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:39.857366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:39.862179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:39.863948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:39.864418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:39.864866] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:39.865592] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:39.866406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:39.867189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:39.868311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:40.193217] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.46% | Symbol ETA: 1m 1s | Global ETA: 41m 43s [2025-11-22T02:38:40.194155] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:40.194219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:40.196009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:40.196518] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:40.197427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:40.199810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:40.272229] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 33.9s | Global ETA: 41m 43s [2025-11-22T02:38:40.311826] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.26% | Symbol ETA: 1m 9s | Global ETA: 41m 43s [2025-11-22T02:38:40.312728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:40.312788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:40.317559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:40.319949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:40.439712] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:38:40.454918] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.25% | Symbol ETA: 6.6s | Global ETA: 41m 43s [2025-11-22T02:38:40.455809] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:40.455873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:40.460700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:40.462418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:40.462896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:40.463331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:40.464074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:40.464877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:40.465637] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:40.466727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:40.605790] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:38:40.772710] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.99% | Symbol ETA: 1m 0s | Global ETA: 41m 44s [2025-11-22T02:38:40.772727] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:38:40.773586] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:40.773666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:40.775356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:40.775858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:40.776622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:40.779019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:40.939615] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:40.993345] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 1m 9s | Global ETA: 41m 44s [2025-11-22T02:38:40.994234] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:40.994295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:40.998983] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:41.001353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.055708] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.77% | Symbol ETA: 6.0s | Global ETA: 41m 44s [2025-11-22T02:38:41.056567] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:41.056630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:41.061428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:41.063161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:41.063618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:41.064068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:41.064832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:41.065626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:41.066411] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:41.067544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.106102] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:41.272095] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:41.352005] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 59.6s | Global ETA: 41m 44s [2025-11-22T02:38:41.352891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:41.352974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:41.354634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:41.358820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:41.359671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:41.361943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.439174] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:38:41.605920] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:41.652923] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 5.4s | Global ETA: 41m 44s [2025-11-22T02:38:41.653829] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:41.653894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:41.658877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:41.660712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:41.661187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:41.661627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:41.662408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:41.663245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:41.664063] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:41.665242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.679626] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 5.21% | Symbol ETA: 1m 8s | Global ETA: 41m 44s [2025-11-22T02:38:41.680500] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:41.680560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:41.685417] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:41.687889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.772570] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:41.935175] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.58% | Symbol ETA: 59.0s | Global ETA: 41m 44s [2025-11-22T02:38:41.936118] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:41.936185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:41.937872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:41.938339] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:41.938982] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:41.939123] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:41.939200] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 18.7835% [2025-11-22T02:38:41.939311] [INFO ] [main ] PFN: DISCARDED add_gap_morning_composite (score: 18.78%) [2025-11-22T02:38:41.939354] [INFO ] [main ] PFN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:38:41.939387] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T02:38:41.939429] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:41.941395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:41.950512] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:41.951887] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:41.951957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:41.956738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:41.957716] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:41.959353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:42.014609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:42.252403] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.96% | Symbol ETA: 4.8s | Global ETA: 41m 45s [2025-11-22T02:38:42.253287] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:42.253351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:42.258206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:42.260014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:42.260497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:42.260952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:42.261705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:42.262516] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:42.263321] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:42.264418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:42.360044] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -5.04% | Symbol ETA: 1m 7s | Global ETA: 41m 45s [2025-11-22T02:38:42.360946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:42.361007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:42.365733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:42.368143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:42.516880] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 7.29% | Symbol ETA: 58.4s | Global ETA: 41m 45s [2025-11-22T02:38:42.517808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:42.517870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:42.519492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:42.519990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:42.520760] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:42.523040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:42.575341] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.83% | Symbol ETA: 33.3s | Global ETA: 41m 45s [2025-11-22T02:38:42.576237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:42.576298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:42.581395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:42.582331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:42.583992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:42.638841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:42.852766] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.97% | Symbol ETA: 4.2s | Global ETA: 41m 45s [2025-11-22T02:38:42.853635] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:42.853742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:42.858513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:42.860224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:42.860702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:42.861133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:42.862212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:42.863023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:42.863815] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:42.864896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.061778] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 2.81% | Symbol ETA: 1m 6s | Global ETA: 41m 45s [2025-11-22T02:38:43.062679] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:43.063077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:43.067863] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:43.070235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.107719] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.21% | Symbol ETA: 57.9s | Global ETA: 41m 45s [2025-11-22T02:38:43.200586] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 32.7s | Global ETA: 41m 45s [2025-11-22T02:38:43.201484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:43.201547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:43.206271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:43.207211] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:43.208861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:43.263228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.278458] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.42%, Actual: 1.97% [2025-11-22T02:38:43.448669] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 3.6s | Global ETA: 41m 45s [2025-11-22T02:38:43.449560] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:43.449623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:43.450316] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.42%, Actual: 1.79% [2025-11-22T02:38:43.454357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:43.456084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:43.456540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:43.456986] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:43.457755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:43.458541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:43.459316] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:43.460383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.620587] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.14%, Actual: 21.96% [2025-11-22T02:38:43.735696] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 1m 6s | Global ETA: 41m 45s [2025-11-22T02:38:43.736584] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:43.736673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:43.741505] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:38:43.743981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.792285] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 13.89%, Actual: 1.81% [2025-11-22T02:38:43.824219] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 32.1s | Global ETA: 41m 46s [2025-11-22T02:38:43.825109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:43.825172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:43.829907] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:43.830834] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:43.832431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:43.886700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:43.961100] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.46%, Actual: 8.20% [2025-11-22T02:38:44.043887] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 5.28% | Symbol ETA: 3.0s | Global ETA: 41m 46s [2025-11-22T02:38:44.044766] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:44.044829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:44.049598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:44.051335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:44.051812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:44.052239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:44.052978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:44.053789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:44.054548] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:44.055616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:44.127787] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.99%, Actual: 1.07% [2025-11-22T02:38:44.296225] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 6.24% [2025-11-22T02:38:44.421122] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.61% | Symbol ETA: 1m 5s | Global ETA: 41m 46s [2025-11-22T02:38:44.448410] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 31.5s | Global ETA: 41m 46s [2025-11-22T02:38:44.449335] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:44.449398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:44.454232] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:44.455282] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:44.457002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:44.470473] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.58%, Actual: 0.54% [2025-11-22T02:38:44.510449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:44.586204] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.70%, Actual: 3.24% [2025-11-22T02:38:44.636708] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 2.4s | Global ETA: 41m 46s [2025-11-22T02:38:44.637191] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 7.29%, Actual: 4.55% [2025-11-22T02:38:44.637623] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:44.637705] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:44.642481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:44.644218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:44.644697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:44.645124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:44.645870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:44.646665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:44.647452] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:44.648522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:44.751087] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 3.40% [2025-11-22T02:38:44.805306] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.21%, Actual: 3.47% [2025-11-22T02:38:44.805506] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.8396% [2025-11-22T02:38:44.805589] [INFO ] [main ] BFLY: DISCARDED add_day_shape_ratios (score: 37.84%) [2025-11-22T02:38:44.805631] [INFO ] [main ] BFLY: Testing feature 8/53: add_directional_consistency [2025-11-22T02:38:44.805684] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T02:38:44.805722] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:44.819048] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:44.820351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:44.820414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:44.822099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:44.822599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:44.823377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:44.921518] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.72%, Actual: 2.38% [2025-11-22T02:38:44.954884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:45.082259] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 30.9s | Global ETA: 41m 46s [2025-11-22T02:38:45.083379] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:45.083631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:45.089311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:45.090296] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:45.092007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:45.097163] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.26%, Actual: 0.63% [2025-11-22T02:38:45.147607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:45.270822] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -3.46% | Symbol ETA: 1.8s | Global ETA: 41m 46s [2025-11-22T02:38:45.272098] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:45.272180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:45.277432] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 0.14% [2025-11-22T02:38:45.279378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:45.282147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:45.282940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:45.283565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:45.284741] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:45.285988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:45.287223] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:45.289029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:45.473956] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 5.21%, Actual: 1.86% [2025-11-22T02:38:45.683030] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 10.07% | Symbol ETA: 56.4s | Global ETA: 41m 47s [2025-11-22T02:38:45.684236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:45.684320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:45.686900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:45.687709] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:45.688878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:45.748556] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -5.04%, Actual: 1.41% [2025-11-22T02:38:45.843864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:45.919818] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 30.4s | Global ETA: 41m 47s [2025-11-22T02:38:45.920986] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:45.921062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:45.926130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:45.927198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:45.929013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:45.960999] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 2.81%, Actual: 0.21% [2025-11-22T02:38:45.986630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:46.073903] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 2.25% | Symbol ETA: 1.2s | Global ETA: 41m 47s [2025-11-22T02:38:46.157829] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.16%, Actual: 1.22% [2025-11-22T02:38:46.250746] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.25%, Actual: 3.04% [2025-11-22T02:38:46.333288] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.61%, Actual: 2.99% [2025-11-22T02:38:46.333515] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.6048% [2025-11-22T02:38:46.333597] [INFO ] [main ] KNSL: DISCARDED add_day_shape_ratios (score: 39.60%) [2025-11-22T02:38:46.333666] [INFO ] [main ] KNSL: Testing feature 8/53: add_directional_consistency [2025-11-22T02:38:46.333711] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_directional_consistency'] [2025-11-22T02:38:46.333755] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:46.348478] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:46.350011] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:46.350073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:46.355042] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:46.425575] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.77%, Actual: 1.19% [2025-11-22T02:38:46.483371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:46.486685] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 2.56% | Symbol ETA: 55.3s | Global ETA: 41m 47s [2025-11-22T02:38:46.487601] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:46.487684] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:46.489337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:46.489834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:46.490589] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:46.593354] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.11%, Actual: 4.83% [2025-11-22T02:38:46.601141] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 29.7s | Global ETA: 41m 47s [2025-11-22T02:38:46.602042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:46.602103] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:46.606865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:46.607842] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:46.609464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:46.616900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:46.662100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:46.759553] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.96%, Actual: 7.29% [2025-11-22T02:38:46.924467] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.97%, Actual: 0.68% [2025-11-22T02:38:47.090285] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 6.70% [2025-11-22T02:38:47.146181] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.28% | Symbol ETA: 1m 4s | Global ETA: 41m 48s [2025-11-22T02:38:47.147129] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:47.147192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:47.152327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:47.185589] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -14.16% | Symbol ETA: 54.1s | Global ETA: 41m 48s [2025-11-22T02:38:47.189097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:47.189159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:47.192098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:47.192670] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:47.193454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:47.239442] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 29.0s | Global ETA: 41m 48s [2025-11-22T02:38:47.240342] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:47.240404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:47.245192] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:47.246177] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:47.247900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:47.256961] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 5.28%, Actual: 0.22% [2025-11-22T02:38:47.288221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:47.300886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:47.326686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:47.424143] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -1.88%, Actual: 4.88% [2025-11-22T02:38:47.590172] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -3.46%, Actual: 4.51% [2025-11-22T02:38:47.757233] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 2.25%, Actual: 1.89% [2025-11-22T02:38:47.757460] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 39.9676% [2025-11-22T02:38:47.757547] [INFO ] [main ] LVWR: DISCARDED add_vol_of_vol (score: 39.97%) [2025-11-22T02:38:47.757590] [INFO ] [main ] LVWR: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:38:47.758008] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_volatility_decay_ratio'] [2025-11-22T02:38:47.758049] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:47.771383] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:47.772616] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:47.772697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:47.777541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:47.779410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:47.779888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:47.780342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:47.781091] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:47.781891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:47.782712] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:47.783857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:47.881541] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 28.4s | Global ETA: 41m 48s [2025-11-22T02:38:47.882453] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:47.882515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:47.887408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:47.888421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:47.890092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:38:47.906119] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 14.42% | Symbol ETA: 53.2s | Global ETA: 41m 48s [2025-11-22T02:38:47.907037] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:47.907100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:47.908809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:47.909285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:47.910074] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:47.942505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:47.994634] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 1m 3s | Global ETA: 41m 48s [2025-11-22T02:38:47.995665] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:47.995731] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:48.000743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:48.034290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:48.135943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:48.371747] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.74% | Symbol ETA: 6.4s | Global ETA: 41m 48s [2025-11-22T02:38:48.372620] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:48.372726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:48.377510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:48.379236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:48.379780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:48.380224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:48.380996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:48.381802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:48.382610] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:48.383751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:48.533754] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 27.7s | Global ETA: 41m 48s [2025-11-22T02:38:48.614357] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.51% | Symbol ETA: 52.4s | Global ETA: 41m 49s [2025-11-22T02:38:48.615252] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:48.615315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:48.616994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:48.617485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:48.618264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:48.706730] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.83%, Actual: 0.42% [2025-11-22T02:38:48.745123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:48.829024] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.16% | Symbol ETA: 1m 2s | Global ETA: 41m 49s [2025-11-22T02:38:48.829960] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:48.830034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:48.835158] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:48.878715] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:38:48.966812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:48.980403] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.05% | Symbol ETA: 5.9s | Global ETA: 41m 49s [2025-11-22T02:38:48.981351] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:48.981416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:48.986441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:48.988248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:48.988761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:48.989207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:48.989976] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:48.990830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:48.991616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:48.992801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:49.051165] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.52% [2025-11-22T02:38:49.229065] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:38:49.356734] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.66% | Symbol ETA: 51.6s | Global ETA: 41m 49s [2025-11-22T02:38:49.357612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:49.357710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:49.359340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:49.359828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:49.360572] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:49.402413] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:49.485097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:49.569036] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:49.620413] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: 1.15% | Symbol ETA: 5.3s | Global ETA: 41m 49s [2025-11-22T02:38:49.621287] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:49.621350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:49.626180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:49.627952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:49.628414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:49.628864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:49.629586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:49.630378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:49.631162] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:49.632267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:49.653866] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 1m 1s | Global ETA: 41m 49s [2025-11-22T02:38:49.654749] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:49.654821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:49.659745] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:49.736885] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:38:49.784194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:49.904330] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:50.071865] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:50.083933] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.22% | Symbol ETA: 50.9s | Global ETA: 41m 49s [2025-11-22T02:38:50.084830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:50.084905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:50.086543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:50.087027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:50.087855] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:50.214381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.222982] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.68% | Symbol ETA: 4.7s | Global ETA: 41m 50s [2025-11-22T02:38:50.223899] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:50.223962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:50.228773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:50.230506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:50.230992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:50.231423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:50.232162] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:50.232980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:50.233802] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:50.234918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.239246] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:50.239460] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.6474% [2025-11-22T02:38:50.239537] [INFO ] [main ] PFN: DISCARDED add_gap_resolution_state (score: 19.65%) [2025-11-22T02:38:50.239578] [INFO ] [main ] PFN: Testing feature 13/53: add_gaps [2025-11-22T02:38:50.239609] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T02:38:50.239661] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:50.250884] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:50.252076] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:50.252136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:50.256934] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:50.257925] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:50.259580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:50.260349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.455502] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 1m 0s | Global ETA: 41m 50s [2025-11-22T02:38:50.456410] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:50.456807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:50.461737] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:50.586134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.789045] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.84% | Symbol ETA: 50.1s | Global ETA: 41m 50s [2025-11-22T02:38:50.789958] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:50.790021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:50.791633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:50.792121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:50.792897] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:50.826108] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 32.8s | Global ETA: 41m 50s [2025-11-22T02:38:50.826712] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -3.73% | Symbol ETA: 4.1s | Global ETA: 41m 50s [2025-11-22T02:38:50.826998] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:50.827060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:50.827674] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:50.828074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:50.831823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:50.832743] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:50.833148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:50.834365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:50.835069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:50.835135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.835579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:50.836056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:50.836846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:50.837718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:50.838522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:50.839745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:50.916913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:51.253182] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.94% | Symbol ETA: 59.6s | Global ETA: 41m 50s [2025-11-22T02:38:51.254065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:51.254125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:51.258940] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:51.380171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:51.399420] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 32.3s | Global ETA: 41m 50s [2025-11-22T02:38:51.400298] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:51.400364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:51.405094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:51.406030] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:51.407688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:51.408430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:51.428344] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 9.62% | Symbol ETA: 3.5s | Global ETA: 41m 50s [2025-11-22T02:38:51.429228] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:51.429294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:51.434083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:51.435839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:51.436302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:51.436752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:51.437487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:51.438279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:51.439054] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:51.440175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:51.484781] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.69% | Symbol ETA: 49.3s | Global ETA: 41m 50s [2025-11-22T02:38:51.485683] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:51.485745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:51.487399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:51.487885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:51.488637] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:51.609829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:51.967920] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 31.7s | Global ETA: 41m 51s [2025-11-22T02:38:51.968819] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:51.968880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:51.973922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:51.974843] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:51.976432] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:51.977204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:52.027984] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: -0.18% | Symbol ETA: 2.9s | Global ETA: 41m 51s [2025-11-22T02:38:52.028889] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:52.028953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:52.033886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:52.035677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:52.036157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:52.036611] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:52.037412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:52.038230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:52.039043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:52.040189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:52.043408] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 58.8s | Global ETA: 41m 51s [2025-11-22T02:38:52.044309] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:52.044370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:52.049218] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:52.172275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:52.186704] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.86% | Symbol ETA: 48.6s | Global ETA: 41m 51s [2025-11-22T02:38:52.358482] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 10.07%, Actual: 1.97% [2025-11-22T02:38:52.529329] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 2.56%, Actual: 1.79% [2025-11-22T02:38:52.535493] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 31.1s | Global ETA: 41m 51s [2025-11-22T02:38:52.536373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:52.536434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:52.541572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:52.542503] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:52.544130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:52.544929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:52.639484] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -5.82% | Symbol ETA: 2.2s | Global ETA: 41m 51s [2025-11-22T02:38:52.640355] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:52.640428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:52.645196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:52.646942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:52.647442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:52.647907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:52.648681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:52.649488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:52.650324] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:52.651492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:52.704676] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -14.16%, Actual: 21.96% [2025-11-22T02:38:52.842067] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 58.0s | Global ETA: 41m 51s [2025-11-22T02:38:52.842957] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:52.843018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:52.847895] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:52.874963] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 14.42%, Actual: 1.81% [2025-11-22T02:38:52.970775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.048069] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.51%, Actual: 8.20% [2025-11-22T02:38:53.108756] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 30.5s | Global ETA: 41m 51s [2025-11-22T02:38:53.109631] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:53.109713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:53.114662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:53.115696] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:53.117475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:53.118277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.224394] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.66%, Actual: 1.07% [2025-11-22T02:38:53.234920] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 1.6s | Global ETA: 41m 51s [2025-11-22T02:38:53.235819] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:38:53.235882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:53.240666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:53.242381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:53.242866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:53.243294] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:53.244049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:53.244846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:53.245604] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:38:53.246744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.394438] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.22%, Actual: 6.24% [2025-11-22T02:38:53.568139] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.84%, Actual: 0.54% [2025-11-22T02:38:53.646797] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 4.00% | Symbol ETA: 57.2s | Global ETA: 41m 52s [2025-11-22T02:38:53.647914] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:53.647977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:53.653049] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:38:53.695507] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 30.0s | Global ETA: 41m 52s [2025-11-22T02:38:53.696400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:53.696461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:53.701487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:53.702442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:53.704158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:53.704955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.739016] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.69%, Actual: 4.55% [2025-11-22T02:38:53.783975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.828924] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 1.0s | Global ETA: 41m 52s [2025-11-22T02:38:53.907630] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.86%, Actual: 3.47% [2025-11-22T02:38:53.907867] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 43.2678% [2025-11-22T02:38:53.907959] [INFO ] [main ] BFLY: DISCARDED add_directional_consistency (score: 43.27%) [2025-11-22T02:38:53.908003] [INFO ] [main ] BFLY: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:38:53.908040] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T02:38:53.908077] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:38:53.921919] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:53.923398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:53.923463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:53.925141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:53.925701] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:53.926455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:53.928046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:53.996106] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.74%, Actual: 3.04% [2025-11-22T02:38:54.166230] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.05%, Actual: 1.19% [2025-11-22T02:38:54.266974] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 29.4s | Global ETA: 41m 52s [2025-11-22T02:38:54.267918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:54.267980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:54.272874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:54.273832] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:54.275833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:54.276596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:54.333475] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 4.83% [2025-11-22T02:38:54.476146] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.47% | Symbol ETA: 56.4s | Global ETA: 41m 52s [2025-11-22T02:38:54.501144] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.68%, Actual: 7.29% [2025-11-22T02:38:54.519225] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.16% | Symbol ETA: 55.4s | Global ETA: 41m 52s [2025-11-22T02:38:54.520187] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:54.520252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:54.521982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:54.522474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:54.523273] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:54.524881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:54.645341] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.28%, Actual: 3.24% [2025-11-22T02:38:54.669190] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -3.73%, Actual: 0.68% [2025-11-22T02:38:54.828628] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 3.40% [2025-11-22T02:38:54.839055] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 9.62%, Actual: 6.70% [2025-11-22T02:38:54.841779] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 28.8s | Global ETA: 41m 52s [2025-11-22T02:38:54.842695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:54.842758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:54.847657] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:54.848600] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:54.850299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:54.851104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:54.994421] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.16%, Actual: 2.38% [2025-11-22T02:38:55.006665] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: -0.18%, Actual: 0.22% [2025-11-22T02:38:55.114458] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 2.12% | Symbol ETA: 54.8s | Global ETA: 41m 53s [2025-11-22T02:38:55.115434] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:55.115502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:55.117409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:55.117991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:55.118850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:55.120629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:55.159946] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 0.63% [2025-11-22T02:38:55.175147] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -5.82%, Actual: 4.88% [2025-11-22T02:38:55.333451] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.14% [2025-11-22T02:38:55.344912] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 4.51% [2025-11-22T02:38:55.417935] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 28.2s | Global ETA: 41m 53s [2025-11-22T02:38:55.418859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:55.418922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:55.423935] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:55.424904] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:55.426576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:55.427391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:55.505187] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.94%, Actual: 1.86% [2025-11-22T02:38:55.515240] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.48%, Actual: 1.89% [2025-11-22T02:38:55.515440] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.5182% [2025-11-22T02:38:55.515526] [INFO ] [main ] LVWR: DISCARDED add_volatility_decay_ratio (score: 46.52%) [2025-11-22T02:38:55.515572] [INFO ] [main ] LVWR: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:38:55.515606] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:38:55.515660] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:38:55.529245] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:55.530559] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:55.530625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:55.535690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:55.537553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:55.538063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:55.538528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:55.539286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:55.540140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:55.540938] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:55.542041] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:55.544081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:55.675090] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 1.41% [2025-11-22T02:38:55.718547] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.58% | Symbol ETA: 54.3s | Global ETA: 41m 53s [2025-11-22T02:38:55.719468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:55.719544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:55.721292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:55.721830] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:55.722589] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:55.724153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:55.845299] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 0.21% [2025-11-22T02:38:55.998392] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 27.7s | Global ETA: 41m 53s [2025-11-22T02:38:56.012256] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 4.00%, Actual: 1.22% [2025-11-22T02:38:56.138561] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -1.63% | Symbol ETA: 6.3s | Global ETA: 41m 53s [2025-11-22T02:38:56.139458] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:56.139522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:56.144338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:56.146166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:56.146679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:56.147126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:56.147922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:56.148753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:56.149548] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:56.150658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:56.152707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:56.168214] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.42% [2025-11-22T02:38:56.179407] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.47%, Actual: 2.99% [2025-11-22T02:38:56.179615] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.8222% [2025-11-22T02:38:56.179712] [INFO ] [main ] KNSL: DISCARDED add_directional_consistency (score: 41.82%) [2025-11-22T02:38:56.179757] [INFO ] [main ] KNSL: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:38:56.179788] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_fullday_parkinson_range'] [2025-11-22T02:38:56.179844] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:38:56.194277] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:56.195755] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:56.195818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:56.200760] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:56.202460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:56.335408] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 0.57% [2025-11-22T02:38:56.338784] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.64% | Symbol ETA: 53.7s | Global ETA: 41m 53s [2025-11-22T02:38:56.339669] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:56.339731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:56.341403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:56.341893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:56.342660] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:56.344195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:56.507300] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:38:56.676242] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.78% [2025-11-22T02:38:56.746933] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.49% | Symbol ETA: 5.7s | Global ETA: 41m 54s [2025-11-22T02:38:56.747903] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:56.747983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:56.753152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:56.754943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:56.755435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:56.755906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:56.756734] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:56.757577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:56.758426] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:56.759516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:56.761636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:56.842062] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:38:56.867746] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.68% | Symbol ETA: 1m 0s | Global ETA: 41m 54s [2025-11-22T02:38:56.868674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:56.868736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:56.873459] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:56.875123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:56.907480] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.18% | Symbol ETA: 53.0s | Global ETA: 41m 54s [2025-11-22T02:38:56.908346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:56.908408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:56.910051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:56.910515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:56.911290] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:56.912835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:57.011937] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:38:57.182090] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:38:57.351361] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:38:57.362462] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.28% | Symbol ETA: 5.1s | Global ETA: 41m 54s [2025-11-22T02:38:57.363354] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:57.363426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:57.368369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:57.370182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:57.370663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:57.371094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:57.371839] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:57.372610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:57.373389] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:57.374460] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:57.376448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:57.485719] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.64% | Symbol ETA: 52.4s | Global ETA: 41m 54s [2025-11-22T02:38:57.486575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:57.486657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:57.488311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:57.492573] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:57.493357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:57.494925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:57.517954] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:38:57.549904] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 59.6s | Global ETA: 41m 54s [2025-11-22T02:38:57.550798] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:57.551178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:57.556025] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:57.557727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:57.683058] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:38:57.683266] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 23.3795% [2025-11-22T02:38:57.683389] [INFO ] [main ] PFN: KEPT add_gaps (score: 23.38%) [2025-11-22T02:38:57.683432] [INFO ] [main ] PFN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:38:57.683463] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_intraday_skewness_proxies'] [2025-11-22T02:38:57.683500] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:38:57.694682] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:38:57.696448] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:38:57.696510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:57.701289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:57.702246] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:57.703908] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:57.704680] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:38:57.705888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:57.966806] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 4.5s | Global ETA: 41m 54s [2025-11-22T02:38:57.967761] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:57.967826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:57.972601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:57.974363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:57.975000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:57.975430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:57.976932] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:57.977765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:57.978524] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:57.979588] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:57.981575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.065078] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.41% | Symbol ETA: 51.8s | Global ETA: 41m 54s [2025-11-22T02:38:58.065969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:58.066031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:58.067711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:58.068180] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:58.068957] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.070501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.224556] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.20% | Symbol ETA: 58.9s | Global ETA: 41m 55s [2025-11-22T02:38:58.225438] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:58.225499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:58.230345] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.232027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.273348] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.62% | Symbol ETA: 27.5s | Global ETA: 41m 55s [2025-11-22T02:38:58.274237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:38:58.274299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:58.279080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:58.280040] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.281675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:58.282424] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:38:58.283635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.572219] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -2.26% | Symbol ETA: 3.9s | Global ETA: 41m 55s [2025-11-22T02:38:58.573115] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:58.573180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:58.578111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:58.579961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:58.580459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:58.580941] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:58.581717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:58.582529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:58.583337] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:58.584434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:58.586482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.637601] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.61% | Symbol ETA: 51.2s | Global ETA: 41m 55s [2025-11-22T02:38:58.638495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:58.638557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:58.640189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:58.640678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:58.641429] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.642984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.851110] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 27.0s | Global ETA: 41m 55s [2025-11-22T02:38:58.852023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:38:58.852086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:58.857020] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:58.858034] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.859833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:58.860614] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:38:58.861961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:58.904838] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.13% | Symbol ETA: 58.2s | Global ETA: 41m 55s [2025-11-22T02:38:58.905730] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:58.905790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:58.910533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:58.912382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.184935] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 2.18% | Symbol ETA: 3.3s | Global ETA: 41m 55s [2025-11-22T02:38:59.185817] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:59.185881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:59.190575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:59.192312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:59.192800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:59.193227] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:59.194013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:59.194803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:59.195560] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:59.196610] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:59.198590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.206532] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 3.94% | Symbol ETA: 50.6s | Global ETA: 41m 55s [2025-11-22T02:38:59.207413] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:38:59.207474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:59.209122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:59.209590] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:59.210366] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:59.211914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.439694] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 26.4s | Global ETA: 41m 55s [2025-11-22T02:38:59.440559] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:38:59.440620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:59.445384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:59.446302] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:59.447975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:59.448760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:38:59.449992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.575573] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 57.5s | Global ETA: 41m 55s [2025-11-22T02:38:59.576456] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:38:59.576516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:59.581232] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:38:59.582890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.778190] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.63% | Symbol ETA: 50.1s | Global ETA: 41m 56s [2025-11-22T02:38:59.800959] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 2.93% | Symbol ETA: 2.7s | Global ETA: 41m 56s [2025-11-22T02:38:59.801826] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:38:59.801890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:38:59.806662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:38:59.808396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:38:59.808890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:38:59.809321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:38:59.810070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:38:59.810872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:38:59.811637] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:38:59.812719] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:38:59.814703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:38:59.945890] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.16%, Actual: 1.97% [2025-11-22T02:39:00.038032] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 25.8s | Global ETA: 41m 56s [2025-11-22T02:39:00.039158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:00.039222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:00.044009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:00.044966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:00.046671] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:00.047447] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:00.048626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:00.113908] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 2.12%, Actual: 1.79% [2025-11-22T02:39:00.250093] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 56.9s | Global ETA: 41m 56s [2025-11-22T02:39:00.250989] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:00.251049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:00.255779] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:00.257448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:00.281163] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.58%, Actual: 21.96% [2025-11-22T02:39:00.400060] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -2.26% | Symbol ETA: 2.0s | Global ETA: 41m 56s [2025-11-22T02:39:00.400959] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:39:00.401024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:00.405842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:00.407799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:00.408296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:00.408794] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:00.409549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:00.410382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:00.411182] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:39:00.412267] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:39:00.414267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:00.451595] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.64%, Actual: 1.81% [2025-11-22T02:39:00.621334] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: 41m 56s [2025-11-22T02:39:00.622259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:00.622321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:00.624113] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.18%, Actual: 8.20% [2025-11-22T02:39:00.627083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:00.628058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:00.629702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:00.630472] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:00.631771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:00.795227] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.64%, Actual: 1.07% [2025-11-22T02:39:00.922662] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 56.2s | Global ETA: 41m 56s [2025-11-22T02:39:00.923564] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:00.923638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:00.928677] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:00.930464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:00.970239] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.41%, Actual: 6.24% [2025-11-22T02:39:01.012100] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -0.88% | Symbol ETA: 1.4s | Global ETA: 41m 56s [2025-11-22T02:39:01.013174] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:39:01.013240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:01.019679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:01.023570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:01.024097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:01.024543] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:01.025306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:01.026121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:01.027253] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:39:01.028362] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:39:01.030464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:01.210214] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 24.7s | Global ETA: 41m 56s [2025-11-22T02:39:01.211100] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:01.211162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:01.215924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:01.216877] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:01.218530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:01.219300] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:01.220492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:01.317989] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.61%, Actual: 0.54% [2025-11-22T02:39:01.657360] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 3.94%, Actual: 4.55% [2025-11-22T02:39:01.718716] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 0.8s | Global ETA: 41m 57s [2025-11-22T02:39:01.750387] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 55.5s | Global ETA: 41m 57s [2025-11-22T02:39:01.751352] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:01.751416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:01.756292] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:01.758340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:01.844836] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.63%, Actual: 3.47% [2025-11-22T02:39:01.845040] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 46.0845% [2025-11-22T02:39:01.845133] [INFO ] [main ] BFLY: DISCARDED add_fullday_parkinson_range (score: 46.08%) [2025-11-22T02:39:01.845177] [INFO ] [main ] BFLY: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:39:01.845222] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T02:39:01.845272] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:01.859037] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:01.860581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:01.860685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:01.862416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:01.862959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:01.863748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:01.915551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:01.925503] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -1.63%, Actual: 3.04% [2025-11-22T02:39:02.065090] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 24.2s | Global ETA: 41m 57s [2025-11-22T02:39:02.065990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:02.066052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:02.070863] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:02.071782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:02.073388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:02.074150] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:02.075330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:02.100675] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.49%, Actual: 1.19% [2025-11-22T02:39:02.274089] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 4.83% [2025-11-22T02:39:02.448250] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 7.29% [2025-11-22T02:39:02.517276] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 54.9s | Global ETA: 41m 57s [2025-11-22T02:39:02.518265] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:02.518330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:02.523448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:02.525334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:02.629366] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 0.68% [2025-11-22T02:39:02.679141] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.30% | Symbol ETA: 45.3s | Global ETA: 41m 57s [2025-11-22T02:39:02.680047] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:02.680111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:02.681793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:02.682282] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:02.683061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:02.694781] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.6s | Global ETA: 41m 57s [2025-11-22T02:39:02.695659] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:02.695722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:02.700520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:02.701448] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:02.703071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:02.703845] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:02.705034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:02.728677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:02.797902] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 2.18%, Actual: 6.70% [2025-11-22T02:39:03.022069] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 2.93%, Actual: 0.22% [2025-11-22T02:39:03.188480] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -2.26%, Actual: 4.88% [2025-11-22T02:39:03.201044] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 54.2s | Global ETA: 41m 58s [2025-11-22T02:39:03.290812] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 23.0s | Global ETA: 41m 58s [2025-11-22T02:39:03.291839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:03.291914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:03.297255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:03.298274] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:03.300092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:03.300882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:03.302130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:03.306251] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 10.34% | Symbol ETA: 43.7s | Global ETA: 41m 58s [2025-11-22T02:39:03.307198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:03.307626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:03.309318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:03.309864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:03.310624] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:03.355292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:03.355899] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 4.51% [2025-11-22T02:39:03.371473] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.68%, Actual: 3.24% [2025-11-22T02:39:03.530715] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 1.89% [2025-11-22T02:39:03.530935] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 35.2213% [2025-11-22T02:39:03.531031] [INFO ] [main ] LVWR: DISCARDED add_volatility_state_percentiles (score: 35.22%) [2025-11-22T02:39:03.531075] [INFO ] [main ] LVWR: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:39:03.531107] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_volume_dispersion'] [2025-11-22T02:39:03.531144] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:39:03.541898] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 3.40% [2025-11-22T02:39:03.545991] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:03.547565] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:03.547637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:03.553113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:03.555108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:03.555615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:03.556277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:03.557229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:03.558098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:03.558905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:03.560311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:03.709053] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 2.38% [2025-11-22T02:39:03.874951] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.13%, Actual: 0.63% [2025-11-22T02:39:03.897329] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 22.3s | Global ETA: 41m 58s [2025-11-22T02:39:03.932900] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.20% | Symbol ETA: 42.8s | Global ETA: 41m 58s [2025-11-22T02:39:03.933800] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:03.933861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:03.935486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:03.936011] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:03.936812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:03.980771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:04.042058] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 0.14% [2025-11-22T02:39:04.075674] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.62%, Actual: 0.42% [2025-11-22T02:39:04.168987] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -6.83% | Symbol ETA: 6.3s | Global ETA: 41m 58s [2025-11-22T02:39:04.169981] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:04.170048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:04.175178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:04.177029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:04.177561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:04.178095] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:04.178858] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:04.179690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:04.180465] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:04.181899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:04.210584] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 1.86% [2025-11-22T02:39:04.252213] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:39:04.381370] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 1.41% [2025-11-22T02:39:04.421152] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:39:04.554813] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.01% | Symbol ETA: 42.0s | Global ETA: 41m 59s [2025-11-22T02:39:04.555708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:04.555770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:04.556375] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 0.21% [2025-11-22T02:39:04.557423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:04.557915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:04.558674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:04.592044] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.78% [2025-11-22T02:39:04.602283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:04.730823] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 1.22% [2025-11-22T02:39:04.771234] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -6.49% | Symbol ETA: 5.6s | Global ETA: 41m 59s [2025-11-22T02:39:04.772124] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:04.772188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:04.776927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:04.778714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:04.779178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:04.779610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:04.780101] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:04.780409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:04.781199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:04.781975] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:04.783300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:04.905521] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 2.99% [2025-11-22T02:39:04.909190] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 35.7057% [2025-11-22T02:39:04.909289] [INFO ] [main ] KNSL: DISCARDED add_fullday_parkinson_range (score: 35.71%) [2025-11-22T02:39:04.909336] [INFO ] [main ] KNSL: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:39:04.909367] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state'] [2025-11-22T02:39:04.909400] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:04.923836] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:04.925369] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:04.925438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:04.930614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:04.951090] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:04.977189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.119725] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:05.188703] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -8.79% | Symbol ETA: 41.3s | Global ETA: 41m 59s [2025-11-22T02:39:05.189816] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:05.189897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:05.192106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:05.192724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:05.193732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:05.242253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.298383] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:05.375511] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 4.9s | Global ETA: 41m 59s [2025-11-22T02:39:05.376420] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:05.376484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:05.381382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:05.383108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:05.383572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:05.384023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:05.384762] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:05.385562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:05.386386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:05.388146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.486464] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:05.656261] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:05.656465] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.9869% [2025-11-22T02:39:05.656539] [INFO ] [main ] PFN: DISCARDED add_intraday_skewness_proxies (score: 19.99%) [2025-11-22T02:39:05.656578] [INFO ] [main ] PFN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:39:05.656610] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_intraday_volatility_percentile'] [2025-11-22T02:39:05.656663] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:05.667822] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:05.669238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:05.669301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:05.671954] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.19% | Symbol ETA: 48.4s | Global ETA: 41m 59s [2025-11-22T02:39:05.672852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:05.672935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:05.674039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:05.674987] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:05.676667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:05.677436] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:05.677824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:05.722566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.764416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.844771] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.77% | Symbol ETA: 40.6s | Global ETA: 41m 59s [2025-11-22T02:39:05.845701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:05.845779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:05.847530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:05.848066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:05.848847] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:05.893876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:05.980712] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -3.05% | Symbol ETA: 4.3s | Global ETA: 41m 59s [2025-11-22T02:39:05.981574] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:05.981656] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:05.986486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:05.988311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:05.988798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:05.989229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:05.989971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:05.990772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:05.991528] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:05.992965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:06.348520] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.62% | Symbol ETA: 27.8s | Global ETA: 41m 60s [2025-11-22T02:39:06.349406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:06.349468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:06.354269] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:06.355215] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:06.356854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:06.357616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:06.392272] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.78% | Symbol ETA: 47.6s | Global ETA: 41m 60s [2025-11-22T02:39:06.393169] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:06.393231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:06.397966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:06.441324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:06.443487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:06.474777] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.38% | Symbol ETA: 39.9s | Global ETA: 41m 60s [2025-11-22T02:39:06.475677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:06.475741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:06.477410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:06.477921] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:06.478683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:06.521724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:06.584293] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -4.86% | Symbol ETA: 3.7s | Global ETA: 41m 60s [2025-11-22T02:39:06.585176] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:06.585239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:06.589984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:06.591710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:06.592177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:06.592607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:06.593352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:06.594148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:06.594951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:06.596307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.031807] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 27.1s | Global ETA: 42m 0s [2025-11-22T02:39:07.032806] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:07.032871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.037871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:07.038823] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:07.040493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:07.041274] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:07.096213] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.10% | Symbol ETA: 39.2s | Global ETA: 42m 0s [2025-11-22T02:39:07.097109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:07.097171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:07.098914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:07.099377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:07.100155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:07.111333] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.89% | Symbol ETA: 46.8s | Global ETA: 42m 0s [2025-11-22T02:39:07.112217] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:07.112278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.117042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:07.126960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.143882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.161337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.184487] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 9.74% | Symbol ETA: 3.1s | Global ETA: 42m 0s [2025-11-22T02:39:07.185374] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:07.185438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.190257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:07.191997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:07.192457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:07.192905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:07.193629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:07.194437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:07.195208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:07.196571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.716596] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 26.4s | Global ETA: 42m 1s [2025-11-22T02:39:07.717569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:07.717633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.722619] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:07.723620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:07.725367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:07.726190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:07.731988] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.38% | Symbol ETA: 38.6s | Global ETA: 42m 1s [2025-11-22T02:39:07.732876] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:07.732938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:07.734557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:07.735047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:07.735864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:07.779209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.790207] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 9.61% | Symbol ETA: 2.5s | Global ETA: 42m 1s [2025-11-22T02:39:07.791111] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:07.791177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.795979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:07.797777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:07.798259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:07.798725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:07.799453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:07.800270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:07.801101] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:07.802477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.814914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:07.856984] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 46.1s | Global ETA: 42m 1s [2025-11-22T02:39:07.857948] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:07.858012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:07.862848] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:07.910240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:08.358208] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.97% | Symbol ETA: 37.9s | Global ETA: 42m 1s [2025-11-22T02:39:08.390345] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 25.7s | Global ETA: 42m 1s [2025-11-22T02:39:08.391263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:08.391325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:08.396210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:08.396635] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -6.41% | Symbol ETA: 1.9s | Global ETA: 42m 1s [2025-11-22T02:39:08.397146] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:08.397554] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:08.397620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:08.398923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:08.399687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:08.402430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:08.404196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:08.404677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:08.405107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:08.405854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:08.406632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:08.407424] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:08.408783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:08.486159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:08.530612] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.30%, Actual: 1.97% [2025-11-22T02:39:08.611000] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.33% | Symbol ETA: 45.4s | Global ETA: 42m 1s [2025-11-22T02:39:08.612003] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:08.612064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:08.616851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:08.661530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:08.702312] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 10.34%, Actual: 1.79% [2025-11-22T02:39:08.875786] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.20%, Actual: 21.96% [2025-11-22T02:39:08.996912] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.3s | Global ETA: 42m 1s [2025-11-22T02:39:08.997847] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:08.997923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:09.003143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:09.004936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:09.005397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:09.005848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:09.006570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:09.007401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:09.008216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:39:09.009540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:09.045132] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.01%, Actual: 1.81% [2025-11-22T02:39:09.075837] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 25.0s | Global ETA: 42m 1s [2025-11-22T02:39:09.076722] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:09.076797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:09.081758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:09.082773] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:09.084488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:09.085273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:09.174778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:09.214909] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -8.79%, Actual: 8.20% [2025-11-22T02:39:09.339360] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.80% | Symbol ETA: 44.7s | Global ETA: 42m 2s [2025-11-22T02:39:09.340245] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:09.340305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:09.345206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:09.385864] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.77%, Actual: 1.07% [2025-11-22T02:39:09.389245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:09.556733] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.38%, Actual: 6.24% [2025-11-22T02:39:09.604942] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.48% | Symbol ETA: 0.7s | Global ETA: 42m 2s [2025-11-22T02:39:09.728556] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.10%, Actual: 0.54% [2025-11-22T02:39:09.757502] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 24.4s | Global ETA: 42m 2s [2025-11-22T02:39:09.758406] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:09.758469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:09.763453] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:09.764401] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:09.766061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:09.766825] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:09.774208] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -6.83%, Actual: 3.04% [2025-11-22T02:39:09.850859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:09.903061] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.38%, Actual: 4.55% [2025-11-22T02:39:09.951319] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -6.49%, Actual: 1.19% [2025-11-22T02:39:10.060506] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 43.9s | Global ETA: 42m 2s [2025-11-22T02:39:10.061405] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:10.061466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:10.066233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:10.073530] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.97%, Actual: 3.47% [2025-11-22T02:39:10.073756] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.7585% [2025-11-22T02:39:10.073841] [INFO ] [main ] BFLY: DISCARDED add_gap_fill_state (score: 36.76%) [2025-11-22T02:39:10.073886] [INFO ] [main ] BFLY: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:39:10.073920] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T02:39:10.073956] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:10.087515] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:10.088998] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:10.089062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:10.090819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:10.091344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:10.092140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:10.093053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:10.109596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:10.131358] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 4.83% [2025-11-22T02:39:10.319616] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.05%, Actual: 7.29% [2025-11-22T02:39:10.450972] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 23.7s | Global ETA: 42m 2s [2025-11-22T02:39:10.451854] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:10.451915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:10.456752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:10.457745] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:10.459395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:10.460187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:10.495518] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -4.86%, Actual: 0.68% [2025-11-22T02:39:10.544794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:10.663696] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 9.74%, Actual: 6.70% [2025-11-22T02:39:10.671124] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.31% | Symbol ETA: 39.8s | Global ETA: 42m 2s [2025-11-22T02:39:10.672054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:10.672118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:10.673778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:10.674264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:10.675036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:10.675920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:10.780476] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.32% | Symbol ETA: 43.2s | Global ETA: 42m 2s [2025-11-22T02:39:10.781408] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:10.781468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:10.789862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:10.831660] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 9.61%, Actual: 0.22% [2025-11-22T02:39:10.833552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.000268] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.41%, Actual: 4.88% [2025-11-22T02:39:11.114008] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 23.0s | Global ETA: 42m 3s [2025-11-22T02:39:11.114895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:11.114958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:11.119750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:11.120671] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:11.122305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:11.123400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:11.166615] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 4.51% [2025-11-22T02:39:11.207734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.248929] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.34% | Symbol ETA: 39.2s | Global ETA: 42m 3s [2025-11-22T02:39:11.249858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:11.249922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:11.251610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:11.252117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:11.252908] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:11.253818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.332787] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.48%, Actual: 1.89% [2025-11-22T02:39:11.333019] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 33.5913% [2025-11-22T02:39:11.333109] [INFO ] [main ] LVWR: DISCARDED add_volume_dispersion (score: 33.59%) [2025-11-22T02:39:11.333154] [INFO ] [main ] LVWR: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:39:11.333187] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_volume_flow_differentials'] [2025-11-22T02:39:11.333223] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:39:11.346844] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:11.348167] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:11.348231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:11.353118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:11.354923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:11.355389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:11.355906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:11.356637] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:11.357466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:11.358251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:11.361075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.509917] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 42.4s | Global ETA: 42m 3s [2025-11-22T02:39:11.510892] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:39:11.510954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:11.515769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:11.559353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.774119] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 22.3s | Global ETA: 42m 3s [2025-11-22T02:39:11.774998] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:11.775060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:11.779914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:11.780848] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:11.782505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:11.783304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:11.830136] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.69% | Symbol ETA: 38.6s | Global ETA: 42m 3s [2025-11-22T02:39:11.831046] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:11.831111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:11.832818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:11.833308] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:11.834135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:11.835077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.869688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:11.956843] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.63% | Symbol ETA: 6.0s | Global ETA: 42m 3s [2025-11-22T02:39:11.957762] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:11.957826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:11.962618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:11.964396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:11.964875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:11.965301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:11.966084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:11.966892] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:11.967700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:11.970471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:12.229857] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.80% | Symbol ETA: 41.7s | Global ETA: 42m 3s [2025-11-22T02:39:12.396175] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.19%, Actual: 3.24% [2025-11-22T02:39:12.416126] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 4.91% | Symbol ETA: 38.1s | Global ETA: 42m 3s [2025-11-22T02:39:12.417015] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:12.417078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:12.418791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:12.419270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:12.420031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:12.420913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:12.434442] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 21.6s | Global ETA: 42m 4s [2025-11-22T02:39:12.563490] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.78%, Actual: 3.40% [2025-11-22T02:39:12.566687] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 5.4s | Global ETA: 42m 4s [2025-11-22T02:39:12.567660] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:12.567730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:12.572625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:12.574618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:12.575179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:12.575613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:12.576394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:12.577235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:12.578101] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:12.581026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:12.603825] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.62%, Actual: 0.42% [2025-11-22T02:39:12.732263] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.89%, Actual: 2.38% [2025-11-22T02:39:12.816564] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:39:12.898006] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 0.63% [2025-11-22T02:39:12.986712] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:39:12.997998] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.19% | Symbol ETA: 37.5s | Global ETA: 42m 4s [2025-11-22T02:39:12.998880] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:12.998949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:13.000599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:13.001088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:13.001853] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:13.002734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:13.066582] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 0.14% [2025-11-22T02:39:13.155619] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.78% [2025-11-22T02:39:13.173562] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 4.7s | Global ETA: 42m 4s [2025-11-22T02:39:13.174434] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:13.174499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:13.179243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:13.180968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:13.181776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:13.182208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:13.182952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:13.183750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:13.184506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:13.187198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:13.232693] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 1.86% [2025-11-22T02:39:13.325036] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:13.401771] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 1.41% [2025-11-22T02:39:13.496669] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:13.578600] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.32%, Actual: 0.21% [2025-11-22T02:39:13.579152] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.28% | Symbol ETA: 36.9s | Global ETA: 42m 4s [2025-11-22T02:39:13.580048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:13.580110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:13.581784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:13.582260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:13.583036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:13.583921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:13.667390] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:13.750429] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 1.22% [2025-11-22T02:39:13.775516] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.56% | Symbol ETA: 4.1s | Global ETA: 42m 4s [2025-11-22T02:39:13.776432] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:13.776495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:13.781275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:13.783004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:13.783456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:13.783902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:13.784629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:13.785439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:13.786259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:13.789026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:13.839520] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:13.919436] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.80%, Actual: 2.99% [2025-11-22T02:39:13.919667] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 48.4640% [2025-11-22T02:39:13.919808] [INFO ] [main ] KNSL: KEPT add_gap_fill_state (score: 48.46%) [2025-11-22T02:39:13.919860] [INFO ] [main ] KNSL: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:39:13.919899] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T02:39:13.919940] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:13.933523] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:13.934833] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:13.934908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:13.939861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:13.987150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:13.988290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.013697] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:14.156486] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.29% | Symbol ETA: 36.3s | Global ETA: 42m 5s [2025-11-22T02:39:14.157396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:14.157465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:14.159162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:14.159685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:14.160474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:14.161365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.182659] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:14.182855] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.9869% [2025-11-22T02:39:14.182939] [INFO ] [main ] PFN: DISCARDED add_intraday_volatility_percentile (score: 19.99%) [2025-11-22T02:39:14.182981] [INFO ] [main ] PFN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:39:14.183014] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_last_hour_momentum_mag'] [2025-11-22T02:39:14.183049] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:14.194337] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:14.195769] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:14.195830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:14.200736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:14.201708] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:14.203376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:14.204145] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:14.204779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.390733] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -5.76% | Symbol ETA: 3.5s | Global ETA: 42m 5s [2025-11-22T02:39:14.391674] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:14.391741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:14.396837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:14.398704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:14.399192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:14.399636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:14.400435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:14.401291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:14.402123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:14.404981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.684940] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.73% | Symbol ETA: 44.6s | Global ETA: 42m 5s [2025-11-22T02:39:14.685890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:14.685952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:14.691077] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:14.737027] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.82% | Symbol ETA: 35.7s | Global ETA: 42m 5s [2025-11-22T02:39:14.737953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:14.738028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:14.738474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:14.739738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:14.739761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.740202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:14.740993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:14.741870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:14.784878] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 26.3s | Global ETA: 42m 5s [2025-11-22T02:39:14.785829] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:14.785899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:14.790835] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:14.791847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:14.793578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:14.794350] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:14.794996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.002288] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 4.79% | Symbol ETA: 2.9s | Global ETA: 42m 5s [2025-11-22T02:39:15.003202] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:15.003266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:15.008169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:15.010003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:15.010466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:15.010935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:15.011694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:15.012478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:15.013261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:15.015968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.319519] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.66% | Symbol ETA: 35.1s | Global ETA: 42m 5s [2025-11-22T02:39:15.320401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:15.320461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:15.322133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:15.322596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:15.323365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:15.324288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.374114] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 25.7s | Global ETA: 42m 5s [2025-11-22T02:39:15.375003] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:15.375065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:15.379817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:15.380758] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:15.382415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:15.383182] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:15.383820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.477869] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 44.0s | Global ETA: 42m 5s [2025-11-22T02:39:15.478779] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:15.478841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:15.483680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:15.528239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:15.529478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.614408] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 3.67% | Symbol ETA: 2.3s | Global ETA: 42m 6s [2025-11-22T02:39:15.615283] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:15.615347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:15.620190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:15.621926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:15.622382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:15.622831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:15.623553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:15.624352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:15.625131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:15.627877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:15.905757] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.04% | Symbol ETA: 34.6s | Global ETA: 42m 6s [2025-11-22T02:39:15.967138] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 25.2s | Global ETA: 42m 6s [2025-11-22T02:39:15.968140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:15.968202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:15.973179] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:15.974252] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:15.976023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:15.976809] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:15.977847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:16.077093] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.31%, Actual: 1.97% [2025-11-22T02:39:16.208972] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 4.23% | Symbol ETA: 43.2s | Global ETA: 42m 6s [2025-11-22T02:39:16.209869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:16.209930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:16.214734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:16.222292] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -3.30% | Symbol ETA: 1.7s | Global ETA: 42m 6s [2025-11-22T02:39:16.223211] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:16.223275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:16.228494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:16.230265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:16.230739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:16.231201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:16.231943] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:16.232742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:16.233534] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:16.236292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:16.246181] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.34%, Actual: 1.79% [2025-11-22T02:39:16.259552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:16.260819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:16.417630] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.69%, Actual: 21.96% [2025-11-22T02:39:16.550433] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 24.6s | Global ETA: 42m 6s [2025-11-22T02:39:16.551318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:16.551380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:16.556163] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:16.557090] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:16.558749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:16.559496] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:16.560192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:16.587665] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 4.91%, Actual: 1.81% [2025-11-22T02:39:16.752988] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.19%, Actual: 8.20% [2025-11-22T02:39:16.819835] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -4.31% | Symbol ETA: 1.1s | Global ETA: 42m 6s [2025-11-22T02:39:16.820706] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:16.820770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:16.825507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:16.827229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:16.827729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:16.828159] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:16.828892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:16.829690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:16.830444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:39:16.833105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:16.918974] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.28%, Actual: 1.07% [2025-11-22T02:39:16.932158] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 42.3s | Global ETA: 42m 6s [2025-11-22T02:39:16.933042] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:16.933103] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:16.937880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:16.981361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:16.982332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:17.087198] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.29%, Actual: 6.24% [2025-11-22T02:39:17.131170] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 24.0s | Global ETA: 42m 6s [2025-11-22T02:39:17.132169] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:17.132232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:17.136993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:17.137934] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:17.139555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:17.140312] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:17.141016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:17.252407] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.82%, Actual: 0.54% [2025-11-22T02:39:17.413880] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 0.5s | Global ETA: 42m 7s [2025-11-22T02:39:17.418742] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.66%, Actual: 4.55% [2025-11-22T02:39:17.582614] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.63%, Actual: 3.04% [2025-11-22T02:39:17.589731] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.04%, Actual: 3.47% [2025-11-22T02:39:17.589917] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 46.1073% [2025-11-22T02:39:17.590008] [INFO ] [main ] BFLY: DISCARDED add_gap_morning_composite (score: 46.11%) [2025-11-22T02:39:17.590051] [INFO ] [main ] BFLY: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:39:17.590082] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T02:39:17.590117] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:17.603521] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:17.605012] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:17.605073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:17.606759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:17.607251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:17.608063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:17.649493] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 41.6s | Global ETA: 42m 7s [2025-11-22T02:39:17.650375] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:17.650436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:17.655206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:17.664386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:17.698596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:17.699559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:17.706130] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 23.4s | Global ETA: 42m 7s [2025-11-22T02:39:17.707407] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:17.707493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:17.712312] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:17.713254] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:17.714924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:17.715697] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:17.716322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:17.747037] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -2.06%, Actual: 1.19% [2025-11-22T02:39:17.914537] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 4.83% [2025-11-22T02:39:18.081420] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.56%, Actual: 7.29% [2025-11-22T02:39:18.230850] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.86% | Symbol ETA: 33.7s | Global ETA: 42m 7s [2025-11-22T02:39:18.231739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:18.231800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:18.233434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:18.233960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:18.235756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:18.247884] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -5.76%, Actual: 0.68% [2025-11-22T02:39:18.281503] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 22.8s | Global ETA: 42m 7s [2025-11-22T02:39:18.282387] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:18.282448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:18.287181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:18.288148] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:18.289845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:18.290881] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:18.291546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:18.295417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:18.365043] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.80% | Symbol ETA: 40.8s | Global ETA: 42m 7s [2025-11-22T02:39:18.365935] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:18.365996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:18.370805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:18.412550] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 4.79%, Actual: 6.70% [2025-11-22T02:39:18.414986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:18.416001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:18.579208] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 3.67%, Actual: 0.22% [2025-11-22T02:39:18.745091] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -3.30%, Actual: 4.88% [2025-11-22T02:39:18.857514] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 22.2s | Global ETA: 42m 8s [2025-11-22T02:39:18.858412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:18.858473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:18.863362] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:18.864335] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:18.866006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:18.866778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:18.867422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:18.868942] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 33.1s | Global ETA: 42m 8s [2025-11-22T02:39:18.869877] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:18.869942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:18.871672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:18.872164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:18.872959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:18.912541] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -4.31%, Actual: 4.51% [2025-11-22T02:39:18.929534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.079013] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 1.89% [2025-11-22T02:39:19.079215] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 48.7984% [2025-11-22T02:39:19.079297] [INFO ] [main ] LVWR: DISCARDED add_volume_flow_differentials (score: 48.80%) [2025-11-22T02:39:19.079361] [INFO ] [main ] LVWR: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:39:19.079395] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_volume_pressure_into_close'] [2025-11-22T02:39:19.079430] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:39:19.093274] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:19.094477] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.34% | Symbol ETA: 40.1s | Global ETA: 42m 8s [2025-11-22T02:39:19.094718] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:19.094783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:19.095367] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:19.095430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:19.099801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:19.100242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:19.101604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:19.102100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:19.102544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:19.103317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:19.104151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:19.105017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:19.106697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.143503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:19.144476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.434551] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 21.6s | Global ETA: 42m 8s [2025-11-22T02:39:19.435434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:19.435496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:19.440295] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:19.441223] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:19.442871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:19.443614] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:19.444259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.502436] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -12.53% | Symbol ETA: 32.4s | Global ETA: 42m 8s [2025-11-22T02:39:19.503330] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:19.503391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:19.505081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:19.505580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:19.506346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:19.562576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.730452] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -8.38% | Symbol ETA: 6.0s | Global ETA: 42m 8s [2025-11-22T02:39:19.731372] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:19.731438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:19.736363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:19.738277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:19.738777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:19.739215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:19.739983] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:19.740834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:19.741622] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:19.743326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:19.832540] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.02% | Symbol ETA: 39.3s | Global ETA: 42m 8s [2025-11-22T02:39:19.833439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:19.833499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:19.838255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:19.881768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:19.882724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:20.005894] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 21.0s | Global ETA: 42m 8s [2025-11-22T02:39:20.136528] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.26% | Symbol ETA: 31.8s | Global ETA: 42m 8s [2025-11-22T02:39:20.137587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:20.137670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:20.139332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:20.139833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:20.140594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:20.175756] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.42% [2025-11-22T02:39:20.199891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:20.338735] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -4.74% | Symbol ETA: 5.3s | Global ETA: 42m 8s [2025-11-22T02:39:20.339655] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:20.339722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:20.342751] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:39:20.344606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:20.346388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:20.346878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:20.347348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:20.348113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:20.348938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:20.349741] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:20.351411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:20.512496] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.52% [2025-11-22T02:39:20.551715] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.79% | Symbol ETA: 38.6s | Global ETA: 42m 9s [2025-11-22T02:39:20.552586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:20.552675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:20.557462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:20.600828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:39:20.601811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:20.678628] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:20.807364] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.96% | Symbol ETA: 31.2s | Global ETA: 42m 9s [2025-11-22T02:39:20.808256] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:20.808318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:20.809976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:20.810456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:20.811228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:20.846816] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:20.866835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:20.955001] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -3.82% | Symbol ETA: 4.7s | Global ETA: 42m 9s [2025-11-22T02:39:20.956304] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:20.956371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:20.961314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:20.963197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:20.963686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:20.964130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:20.964889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:20.965757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:20.966578] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:20.968272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:21.013793] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:21.233820] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:21.268572] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 37.8s | Global ETA: 42m 9s [2025-11-22T02:39:21.400894] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:21.439666] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.09% | Symbol ETA: 30.6s | Global ETA: 42m 9s [2025-11-22T02:39:21.440564] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:21.440626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:21.442276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:21.442773] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:21.443532] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:21.489974] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.73%, Actual: 3.24% [2025-11-22T02:39:21.503594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:21.557569] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -4.51% | Symbol ETA: 4.0s | Global ETA: 42m 9s [2025-11-22T02:39:21.558457] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:21.558522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:21.563289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:21.565025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:21.565484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:21.565723] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:21.565932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:21.566668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:21.567491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:21.568351] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:21.570033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:21.655018] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 3.40% [2025-11-22T02:39:21.731741] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:21.731925] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3436% [2025-11-22T02:39:21.732015] [INFO ] [main ] PFN: DISCARDED add_last_hour_momentum_mag (score: 19.34%) [2025-11-22T02:39:21.732057] [INFO ] [main ] PFN: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:39:21.732088] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_day_volatility'] [2025-11-22T02:39:21.732122] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:21.743016] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:21.744359] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:21.744421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:21.749205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:21.750136] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:21.751798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:21.752638] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:21.754675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:21.819805] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 4.23%, Actual: 2.38% [2025-11-22T02:39:21.983686] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 0.63% [2025-11-22T02:39:22.075930] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.38% | Symbol ETA: 29.9s | Global ETA: 42m 10s [2025-11-22T02:39:22.076835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:22.076897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:22.078658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:22.079155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:22.079948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:22.133855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.145952] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.14% [2025-11-22T02:39:22.175868] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 3.4s | Global ETA: 42m 10s [2025-11-22T02:39:22.176778] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:22.176843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:22.181584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:22.183347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:22.183828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:22.184259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:22.185010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:22.185840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:22.186636] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:22.188284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.308147] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 1.86% [2025-11-22T02:39:22.314329] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 22.1s | Global ETA: 42m 10s [2025-11-22T02:39:22.315210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:22.315272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:22.320056] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:22.320981] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:22.322589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:22.323347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:22.325193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.470632] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.34%, Actual: 1.41% [2025-11-22T02:39:22.633051] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.02%, Actual: 0.21% [2025-11-22T02:39:22.708543] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.43% | Symbol ETA: 29.3s | Global ETA: 42m 10s [2025-11-22T02:39:22.709470] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:22.709533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:22.711209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:22.711708] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:22.712470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:22.767899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.795534] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.79%, Actual: 1.22% [2025-11-22T02:39:22.798090] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 3.90% | Symbol ETA: 2.8s | Global ETA: 42m 10s [2025-11-22T02:39:22.798986] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:22.799050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:22.803807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:22.805508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:22.805982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:22.806402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:22.807132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:22.807971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:22.808748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:22.810323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.888261] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 21.6s | Global ETA: 42m 10s [2025-11-22T02:39:22.889144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:22.889205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:22.893959] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:22.894882] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:22.896508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:22.897320] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:22.899100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:22.958287] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.51%, Actual: 2.99% [2025-11-22T02:39:22.958414] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.6581% [2025-11-22T02:39:22.958466] [INFO ] [main ] KNSL: DISCARDED add_gap_morning_composite (score: 41.66%) [2025-11-22T02:39:22.958505] [INFO ] [main ] KNSL: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:39:22.958535] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T02:39:22.958569] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:22.973373] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:22.974635] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:22.974714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:22.979421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:23.024317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:23.077984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:23.339874] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.60% | Symbol ETA: 28.7s | Global ETA: 42m 10s [2025-11-22T02:39:23.344008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:23.344088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:23.348953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:23.349687] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:23.350852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:23.392713] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.05% | Symbol ETA: 2.2s | Global ETA: 42m 10s [2025-11-22T02:39:23.393574] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:23.393661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:23.398427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:23.400150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:23.400610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:23.401060] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:23.401806] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:23.402588] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:23.403375] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:23.405000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:23.412783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:23.464253] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 21.0s | Global ETA: 42m 10s [2025-11-22T02:39:23.465147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:23.465208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:23.470121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:23.471213] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:23.472851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:23.473603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:23.475368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:23.743109] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.66% | Symbol ETA: 40.6s | Global ETA: 42m 11s [2025-11-22T02:39:23.744311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:23.744387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:23.749280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:23.794884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:23.847995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:23.987423] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 1.5s | Global ETA: 42m 11s [2025-11-22T02:39:23.988317] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:23.988381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:23.993140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:23.994887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:23.995347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:23.995791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:23.996884] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:23.997882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:23.998704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:24.000456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:24.005897] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.05% | Symbol ETA: 28.0s | Global ETA: 42m 11s [2025-11-22T02:39:24.040611] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 20.4s | Global ETA: 42m 11s [2025-11-22T02:39:24.041485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:24.041546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:24.046242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:24.047346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:24.048977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:24.049907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:24.051622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:24.181115] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.86%, Actual: 1.97% [2025-11-22T02:39:24.355401] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.79% [2025-11-22T02:39:24.513898] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 39.8s | Global ETA: 42m 11s [2025-11-22T02:39:24.514792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:24.514853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:24.519576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:24.524834] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -12.53%, Actual: 21.96% [2025-11-22T02:39:24.563600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:24.597131] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: -2.14% | Symbol ETA: 0.9s | Global ETA: 42m 11s [2025-11-22T02:39:24.598077] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:24.598156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:24.603166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:24.605032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:24.605517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:24.605999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:24.606772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:24.607638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:24.608497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:39:24.610311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:24.616561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:24.627046] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 19.9s | Global ETA: 42m 11s [2025-11-22T02:39:24.628024] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:24.628086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:24.632836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:24.633767] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:24.635390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:24.636489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:24.638274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:24.696820] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.26%, Actual: 1.81% [2025-11-22T02:39:24.867574] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.96%, Actual: 8.20% [2025-11-22T02:39:25.039674] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.09%, Actual: 1.07% [2025-11-22T02:39:25.204608] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 19.3s | Global ETA: 42m 12s [2025-11-22T02:39:25.205486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:25.205548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:25.209833] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.38%, Actual: 6.24% [2025-11-22T02:39:25.210452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:25.211372] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:25.213007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:25.213812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:25.215579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:25.217018] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: -3.49% | Symbol ETA: 0.3s | Global ETA: 42m 12s [2025-11-22T02:39:25.293411] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.85% | Symbol ETA: 39.1s | Global ETA: 42m 12s [2025-11-22T02:39:25.294298] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:25.294360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:25.299324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:25.343562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:25.381122] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.43%, Actual: 0.54% [2025-11-22T02:39:25.387921] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -8.38%, Actual: 3.04% [2025-11-22T02:39:25.397461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:25.550189] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.60%, Actual: 4.55% [2025-11-22T02:39:25.557794] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -4.74%, Actual: 1.19% [2025-11-22T02:39:25.722335] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.05%, Actual: 3.47% [2025-11-22T02:39:25.722536] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 45.9423% [2025-11-22T02:39:25.722613] [INFO ] [main ] BFLY: DISCARDED add_gap_resolution_state (score: 45.94%) [2025-11-22T02:39:25.722697] [INFO ] [main ] BFLY: Testing feature 13/53: add_gaps [2025-11-22T02:39:25.722733] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_gaps'] [2025-11-22T02:39:25.722767] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:25.729247] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -3.82%, Actual: 4.83% [2025-11-22T02:39:25.736012] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:25.737442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:25.737506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:25.739213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:25.739749] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:25.740529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:25.741274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:25.784013] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 18.7s | Global ETA: 42m 12s [2025-11-22T02:39:25.784901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:25.784963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:25.789870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:25.790814] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:25.792471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:25.793252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:25.795078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:25.895629] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -4.51%, Actual: 7.29% [2025-11-22T02:39:26.056270] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 38.3s | Global ETA: 42m 12s [2025-11-22T02:39:26.057165] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:26.057249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:26.062015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:26.065747] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 0.68% [2025-11-22T02:39:26.105630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:26.158426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.239953] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 3.90%, Actual: 6.70% [2025-11-22T02:39:26.319157] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.86% | Symbol ETA: 32.3s | Global ETA: 42m 12s [2025-11-22T02:39:26.320060] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:26.320122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:26.321776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:26.322251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:26.323022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:26.323730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.360176] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 18.1s | Global ETA: 42m 12s [2025-11-22T02:39:26.361053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:26.361115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:26.365960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:26.366874] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:26.368523] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:26.369283] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:26.371048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.407001] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.05%, Actual: 0.22% [2025-11-22T02:39:26.573167] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 4.88% [2025-11-22T02:39:26.739287] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -2.14%, Actual: 4.51% [2025-11-22T02:39:26.838352] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 37.6s | Global ETA: 42m 13s [2025-11-22T02:39:26.839236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:26.839297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:26.844008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:26.887373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:26.893770] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.30% | Symbol ETA: 31.7s | Global ETA: 42m 13s [2025-11-22T02:39:26.894669] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:26.894733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:26.896394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:26.896904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:26.897739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:26.898446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.904793] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -3.49%, Actual: 1.89% [2025-11-22T02:39:26.905002] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 44.9409% [2025-11-22T02:39:26.905083] [INFO ] [main ] LVWR: DISCARDED add_volume_pressure_into_close (score: 44.94%) [2025-11-22T02:39:26.905125] [INFO ] [main ] LVWR: Testing feature 52/53: add_volume_zscore [2025-11-22T02:39:26.905157] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_volume_zscore'] [2025-11-22T02:39:26.905192] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:39:26.918746] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:26.920041] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:26.920107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:26.925096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:26.926912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:26.927428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:26.927905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:26.928671] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:26.929482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:26.930287] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:26.931918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.931968] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 17.6s | Global ETA: 42m 13s [2025-11-22T02:39:26.932904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:26.932965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:26.937694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:26.938606] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:26.940242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:26.940402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:26.941001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:26.942774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:27.474962] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.04% | Symbol ETA: 31.2s | Global ETA: 42m 13s [2025-11-22T02:39:27.475861] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:27.475924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:27.477610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:27.478107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:27.478884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:27.479588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:27.503335] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 17.0s | Global ETA: 42m 13s [2025-11-22T02:39:27.522421] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -3.62% | Symbol ETA: 5.6s | Global ETA: 42m 13s [2025-11-22T02:39:27.523343] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:27.523410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:27.528938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:27.531420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:27.531936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:27.532587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:27.533638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:27.534499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:27.535298] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:27.537398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:27.598575] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.59% | Symbol ETA: 36.8s | Global ETA: 42m 13s [2025-11-22T02:39:27.599461] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:27.599522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:27.604305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:27.647231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:27.671546] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.42% [2025-11-22T02:39:27.699585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:27.841913] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 0.57% [2025-11-22T02:39:28.009140] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.52% [2025-11-22T02:39:28.056216] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 13.74% | Symbol ETA: 30.6s | Global ETA: 42m 13s [2025-11-22T02:39:28.057110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:28.057172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:28.058835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:28.059304] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:28.060077] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:28.060788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:28.129616] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -5.65% | Symbol ETA: 5.0s | Global ETA: 42m 13s [2025-11-22T02:39:28.130498] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:28.130563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:28.135279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:28.137024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:28.137530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:28.137977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:28.138718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:28.139538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:28.140688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:28.142277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:28.177464] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:28.356733] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:28.374406] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 36.0s | Global ETA: 42m 14s [2025-11-22T02:39:28.375321] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:28.375382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:28.380204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:28.423895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:28.477812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:28.522153] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:28.629800] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.88% | Symbol ETA: 30.0s | Global ETA: 42m 14s [2025-11-22T02:39:28.630882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:28.630943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:28.635980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:28.636463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:28.637239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:28.637977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:28.686579] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:28.751364] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -4.21% | Symbol ETA: 4.4s | Global ETA: 42m 14s [2025-11-22T02:39:28.752304] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:28.752370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:28.757410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:28.759342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:28.759852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:28.760303] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:28.761123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:28.762004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:28.762850] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:28.764566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:28.853058] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:29.021987] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:29.163249] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.60% | Symbol ETA: 35.2s | Global ETA: 42m 14s [2025-11-22T02:39:29.164150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:29.164214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:29.169034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:29.191525] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:29.191766] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3436% [2025-11-22T02:39:29.191854] [INFO ] [main ] PFN: DISCARDED add_late_day_volatility (score: 19.34%) [2025-11-22T02:39:29.191896] [INFO ] [main ] PFN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:39:29.191928] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:39:29.191963] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:29.203046] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:29.204217] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:29.204279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:29.205990] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -2.48% | Symbol ETA: 29.4s | Global ETA: 42m 14s [2025-11-22T02:39:29.206871] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:29.206932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:29.208580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:29.209076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:29.209097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:29.209868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:29.210030] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:29.210559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.211734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:29.212379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:29.212484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:29.215073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.265488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.411021] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -6.27% | Symbol ETA: 3.9s | Global ETA: 42m 14s [2025-11-22T02:39:29.411911] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:29.411975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:29.416764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:29.418611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:29.419152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:29.419603] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:29.420381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:29.421202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:29.422007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:29.423622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.782023] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 20.6s | Global ETA: 42m 14s [2025-11-22T02:39:29.782973] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:29.783036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:29.784268] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 28.8s | Global ETA: 42m 14s [2025-11-22T02:39:29.785181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:29.785243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:29.786889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:29.787389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:29.788100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:29.788168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:29.788886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.789073] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:29.790787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:29.791558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:29.794280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:29.946490] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.46% | Symbol ETA: 34.5s | Global ETA: 42m 15s [2025-11-22T02:39:29.947427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:29.947490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:29.952631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:29.996295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:39:30.012132] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -9.29% | Symbol ETA: 3.2s | Global ETA: 42m 15s [2025-11-22T02:39:30.013210] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:30.013275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:30.018886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:30.020786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:30.021267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:30.021761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:30.022506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:30.023331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.024134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:30.025762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.050236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.359414] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.18% | Symbol ETA: 28.3s | Global ETA: 42m 15s [2025-11-22T02:39:30.360295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:30.360357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:30.362126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:30.362624] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:30.363438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.364147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.375716] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 20.0s | Global ETA: 42m 15s [2025-11-22T02:39:30.376690] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:30.376754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:30.381777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:30.382811] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:30.384538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.385340] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:30.388010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.616037] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.18% | Symbol ETA: 2.6s | Global ETA: 42m 15s [2025-11-22T02:39:30.616911] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:30.616973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:30.621833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:30.623582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:30.624114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:30.624548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:30.625281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:30.626073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.626842] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:30.628475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.744754] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 33.7s | Global ETA: 42m 15s [2025-11-22T02:39:30.915511] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.66%, Actual: 3.24% [2025-11-22T02:39:30.937795] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 3.13% | Symbol ETA: 27.7s | Global ETA: 42m 15s [2025-11-22T02:39:30.938722] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:30.938783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:30.940408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:30.940893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:30.941661] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.942354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:30.972399] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 19.5s | Global ETA: 42m 15s [2025-11-22T02:39:30.973273] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:30.973335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:30.978148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:30.979098] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:30.980807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:30.981605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:30.984319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:31.083006] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 3.40% [2025-11-22T02:39:31.230505] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 6.81% | Symbol ETA: 2.0s | Global ETA: 42m 15s [2025-11-22T02:39:31.231433] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:31.231498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:31.236528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:31.238423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:31.238975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:31.239443] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:31.240214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:31.241045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:31.241956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:31.243572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:31.247417] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.85%, Actual: 2.38% [2025-11-22T02:39:31.410181] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.63% [2025-11-22T02:39:31.507204] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.71% | Symbol ETA: 27.1s | Global ETA: 42m 15s [2025-11-22T02:39:31.550776] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 18.9s | Global ETA: 42m 16s [2025-11-22T02:39:31.551631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:31.551717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:31.556454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:31.557385] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:31.559029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:31.559839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:31.562378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:31.573736] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.14% [2025-11-22T02:39:31.674367] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.86%, Actual: 1.97% [2025-11-22T02:39:31.737337] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.59%, Actual: 1.86% [2025-11-22T02:39:31.842195] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.30%, Actual: 1.79% [2025-11-22T02:39:31.849719] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -7.30% | Symbol ETA: 1.4s | Global ETA: 42m 16s [2025-11-22T02:39:31.850615] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:31.851027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:31.856071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:31.857907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:31.858387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:31.858863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:31.859603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:31.860415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:31.861207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:31.862822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:31.900785] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 1.41% [2025-11-22T02:39:32.011017] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.04%, Actual: 21.96% [2025-11-22T02:39:32.063088] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.60%, Actual: 0.21% [2025-11-22T02:39:32.141144] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 18.3s | Global ETA: 42m 16s [2025-11-22T02:39:32.142038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:32.142100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:32.146859] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:32.147805] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:32.149447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:32.150212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:32.152854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:32.180256] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 13.74%, Actual: 1.81% [2025-11-22T02:39:32.228382] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.46%, Actual: 1.22% [2025-11-22T02:39:32.345921] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.88%, Actual: 8.20% [2025-11-22T02:39:32.392200] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.98%, Actual: 2.99% [2025-11-22T02:39:32.392342] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 46.0732% [2025-11-22T02:39:32.392427] [INFO ] [main ] KNSL: DISCARDED add_gap_resolution_state (score: 46.07%) [2025-11-22T02:39:32.392471] [INFO ] [main ] KNSL: Testing feature 13/53: add_gaps [2025-11-22T02:39:32.392502] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:39:32.392536] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:32.406739] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:32.408159] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:32.408220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:32.412973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:32.456475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:32.457266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:32.467113] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 0.8s | Global ETA: 42m 16s [2025-11-22T02:39:32.468232] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:32.468310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:32.473499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:32.475363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:32.475909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:32.476375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:32.477180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:32.478041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:32.478912] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:39:32.480613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:32.513018] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -2.48%, Actual: 1.07% [2025-11-22T02:39:32.679927] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 6.24% [2025-11-22T02:39:32.715931] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 17.7s | Global ETA: 42m 16s [2025-11-22T02:39:32.716837] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:32.716898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:32.721850] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:32.722780] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:32.724410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:32.725179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:32.727764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:32.847920] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.18%, Actual: 0.54% [2025-11-22T02:39:33.014426] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 3.13%, Actual: 4.55% [2025-11-22T02:39:33.086126] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 4.00% | Symbol ETA: 0.2s | Global ETA: 42m 16s [2025-11-22T02:39:33.122969] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.18% | Symbol ETA: 37.9s | Global ETA: 42m 17s [2025-11-22T02:39:33.123875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:33.123936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:33.128700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:33.172484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:33.173334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.182526] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.71%, Actual: 3.47% [2025-11-22T02:39:33.182753] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.1497% [2025-11-22T02:39:33.182843] [INFO ] [main ] BFLY: DISCARDED add_gaps (score: 37.15%) [2025-11-22T02:39:33.182885] [INFO ] [main ] BFLY: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:39:33.182918] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_intraday_skewness_proxies'] [2025-11-22T02:39:33.182953] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:33.196470] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:33.197804] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:33.197870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:33.199532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:33.200050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:33.200829] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:33.201966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.260193] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.62%, Actual: 3.04% [2025-11-22T02:39:33.302720] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 17.1s | Global ETA: 42m 17s [2025-11-22T02:39:33.303577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:33.303639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:33.308381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:33.309325] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:33.311326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:33.312091] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:33.314665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.431480] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -5.65%, Actual: 1.19% [2025-11-22T02:39:33.603543] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -4.21%, Actual: 4.83% [2025-11-22T02:39:33.777707] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.24% | Symbol ETA: 27.6s | Global ETA: 42m 17s [2025-11-22T02:39:33.778582] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:33.778664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:33.779528] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -6.27%, Actual: 7.29% [2025-11-22T02:39:33.780292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:33.780787] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:33.781526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:33.782675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.846799] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -2.76% | Symbol ETA: 37.2s | Global ETA: 42m 17s [2025-11-22T02:39:33.847705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:33.847766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:33.852507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:33.884391] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 16.5s | Global ETA: 42m 17s [2025-11-22T02:39:33.885479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:33.885541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:33.890329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:33.891255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:33.893246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:33.894007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:33.896545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:33.896547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.897360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:33.953607] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -9.29%, Actual: 0.68% [2025-11-22T02:39:34.125739] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.18%, Actual: 6.70% [2025-11-22T02:39:34.302162] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 6.81%, Actual: 0.22% [2025-11-22T02:39:34.359741] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -4.49% | Symbol ETA: 27.0s | Global ETA: 42m 17s [2025-11-22T02:39:34.361138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:34.361201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:34.362852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:34.363329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:34.364101] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:34.365333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:34.466290] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 15.9s | Global ETA: 42m 17s [2025-11-22T02:39:34.467184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:39:34.467246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:34.467911] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -7.30%, Actual: 4.88% [2025-11-22T02:39:34.472024] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:34.472980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:34.474662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:34.475401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:34.478000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:34.574349] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.77% | Symbol ETA: 36.5s | Global ETA: 42m 17s [2025-11-22T02:39:34.575224] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:34.575284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:34.580030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:34.623803] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:34.624741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:34.633914] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 4.51% [2025-11-22T02:39:34.800738] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 4.00%, Actual: 1.89% [2025-11-22T02:39:34.800966] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 46.2592% [2025-11-22T02:39:34.801051] [INFO ] [main ] LVWR: DISCARDED add_volume_zscore (score: 46.26%) [2025-11-22T02:39:34.801093] [INFO ] [main ] LVWR: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:39:34.801126] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps', 'add_vwap_deviations'] [2025-11-22T02:39:34.801160] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T02:39:34.814553] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:34.815888] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:34.815951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:34.820772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:34.822517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:34.823006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:34.823440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:34.824175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:34.824970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:34.825749] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:34.831410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:34.934335] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -13.23% | Symbol ETA: 26.4s | Global ETA: 42m 18s [2025-11-22T02:39:34.935253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:34.935316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:34.936961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:34.937463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:34.938232] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:34.939349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:35.045148] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 15.4s | Global ETA: 42m 18s [2025-11-22T02:39:35.212873] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.42% [2025-11-22T02:39:35.303888] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.93% | Symbol ETA: 35.8s | Global ETA: 42m 18s [2025-11-22T02:39:35.304776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:35.304837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:35.309604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:35.353838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:35.354810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:35.380010] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.57% [2025-11-22T02:39:35.414111] [INFO ] [main ] LVWR: Lookback Days: 2, Magnitude: -5.86% | Symbol ETA: 5.4s | Global ETA: 42m 18s [2025-11-22T02:39:35.415014] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:35.415078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:35.419917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:35.421740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:35.422212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:35.422657] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:35.423368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:35.424160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:35.424949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:35.430557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:35.509414] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.66% | Symbol ETA: 25.8s | Global ETA: 42m 18s [2025-11-22T02:39:35.510371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:35.510435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:35.512185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:35.512698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:35.513487] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:35.514688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:35.545699] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.52% [2025-11-22T02:39:35.712225] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:35.879844] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:36.023246] [INFO ] [main ] LVWR: Lookback Days: 3, Magnitude: -9.16% | Symbol ETA: 4.8s | Global ETA: 42m 18s [2025-11-22T02:39:36.024134] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:36.024197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:36.028934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:36.031020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:36.031488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:36.031944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:36.032699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:36.033479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:36.034262] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:36.038747] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 35.1s | Global ETA: 42m 18s [2025-11-22T02:39:36.039608] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:36.039695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:36.039917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.044389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:36.044779] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:36.087853] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:36.087869] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.21% | Symbol ETA: 25.3s | Global ETA: 42m 18s [2025-11-22T02:39:36.088663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.088778] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:36.088843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:36.090532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:36.091043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:36.091840] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:36.093049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.210833] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:39:36.377846] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:36.542770] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:36.639918] [INFO ] [main ] LVWR: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 4.3s | Global ETA: 42m 19s [2025-11-22T02:39:36.640886] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:36.640966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:36.645982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:36.647832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:36.648307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:36.648769] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:36.649541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:36.650355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:36.651156] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:36.657014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.671551] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.62% | Symbol ETA: 24.7s | Global ETA: 42m 19s [2025-11-22T02:39:36.672464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:36.672529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:36.674452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:36.674962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:36.675776] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:36.676956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.707877] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:36.708053] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 24.0497% [2025-11-22T02:39:36.708150] [INFO ] [main ] PFN: KEPT add_late_hour_microstructure (score: 24.05%) [2025-11-22T02:39:36.708192] [INFO ] [main ] PFN: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:39:36.708225] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_late_session_pressure'] [2025-11-22T02:39:36.708260] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:36.720606] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:36.721992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:36.722055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:36.726844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:36.727810] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:36.729436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:36.730202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:36.732779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:36.733782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:36.766146] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 34.4s | Global ETA: 42m 19s [2025-11-22T02:39:36.767025] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:36.767100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:36.771851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:36.815008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:36.815814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.251553] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.99% | Symbol ETA: 24.1s | Global ETA: 42m 19s [2025-11-22T02:39:37.252452] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:37.252513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:37.252620] [INFO ] [main ] LVWR: Lookback Days: 5, Magnitude: -5.77% | Symbol ETA: 3.7s | Global ETA: 42m 19s [2025-11-22T02:39:37.253589] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:37.253673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:37.254171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:37.254664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:37.255416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:37.256552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.258834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:37.260707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:37.261188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:37.261666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:37.262402] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:37.263236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:37.264091] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:37.270007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.305364] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 19.5s | Global ETA: 42m 19s [2025-11-22T02:39:37.306271] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:37.306334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:37.311122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:37.312084] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:37.313745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:37.314502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:37.317078] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:37.318111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.492042] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 33.6s | Global ETA: 42m 19s [2025-11-22T02:39:37.492938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:37.492999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:37.497786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:37.540960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:37.541766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.827905] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.00% | Symbol ETA: 23.5s | Global ETA: 42m 19s [2025-11-22T02:39:37.828844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:37.828906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:37.830584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:37.831075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:37.835266] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:37.836418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.883694] [INFO ] [main ] LVWR: Lookback Days: 6, Magnitude: -6.20% | Symbol ETA: 3.1s | Global ETA: 42m 20s [2025-11-22T02:39:37.884756] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:37.884824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:37.888955] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 18.9s | Global ETA: 42m 20s [2025-11-22T02:39:37.889871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:37.889933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:37.890136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:37.892035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:37.892576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:37.893139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:37.894042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:37.894973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:37.894723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:37.895809] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:37.895970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:37.897622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:37.898391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:37.901051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:37.902055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:37.902103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:38.208711] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.54% | Symbol ETA: 32.9s | Global ETA: 42m 20s [2025-11-22T02:39:38.209599] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:38.209680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:38.214461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:38.257678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:38.258470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:38.427449] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.87% | Symbol ETA: 23.0s | Global ETA: 42m 20s [2025-11-22T02:39:38.428347] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:38.428409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:38.430102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:38.430567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:38.431335] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:38.432601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:38.492661] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 18.3s | Global ETA: 42m 20s [2025-11-22T02:39:38.493535] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:38.493598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:38.498404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:38.499377] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:38.501014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:38.501816] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:38.504388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:38.505387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:38.509879] [INFO ] [main ] LVWR: Lookback Days: 7, Magnitude: 7.25% | Symbol ETA: 2.5s | Global ETA: 42m 20s [2025-11-22T02:39:38.510775] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:38.510840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:38.515579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:38.517389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:38.517893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:38.518324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:38.519101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:38.519941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:38.520728] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:38.526385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:38.925748] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 32.2s | Global ETA: 42m 20s [2025-11-22T02:39:38.926795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:39:38.926856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:38.932215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:38.974659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:38.975487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:39.035665] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.44% | Symbol ETA: 22.4s | Global ETA: 42m 20s [2025-11-22T02:39:39.113985] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 17.8s | Global ETA: 42m 20s [2025-11-22T02:39:39.115028] [INFO ] [main ] LVWR: Lookback Days: 8, Magnitude: 3.47% | Symbol ETA: 1.8s | Global ETA: 42m 20s [2025-11-22T02:39:39.115080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:39.115160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:39.115932] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:39.115997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:39.120503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:39.120838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:39.121539] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:39.122576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:39.123059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:39.123240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:39.123490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:39.124011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:39.124228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:39.125028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:39.125818] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:39.126576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:39.127630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:39.131475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:39.207741] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.24%, Actual: 1.97% [2025-11-22T02:39:39.375341] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -4.49%, Actual: 1.79% [2025-11-22T02:39:39.545887] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -13.23%, Actual: 21.96% [2025-11-22T02:39:39.647655] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 31.4s | Global ETA: 42m 21s [2025-11-22T02:39:39.705172] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 17.2s | Global ETA: 42m 21s [2025-11-22T02:39:39.706118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:39.706181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:39.710938] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:39.711867] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:39.713671] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:39.714459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:39.715478] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.66%, Actual: 1.81% [2025-11-22T02:39:39.717239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:39.718362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:39.722959] [INFO ] [main ] LVWR: Lookback Days: 9, Magnitude: -8.86% | Symbol ETA: 1.2s | Global ETA: 42m 21s [2025-11-22T02:39:39.723885] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:39.723961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:39.728817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:39.730542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:39.731028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:39.731460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:39.732200] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:39.732997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:39.733778] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:39.740091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:39.814464] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.18%, Actual: 3.24% [2025-11-22T02:39:39.883878] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.21%, Actual: 8.20% [2025-11-22T02:39:39.979446] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -2.76%, Actual: 3.40% [2025-11-22T02:39:40.052786] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.62%, Actual: 1.07% [2025-11-22T02:39:40.146993] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.77%, Actual: 2.38% [2025-11-22T02:39:40.221214] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.99%, Actual: 6.24% [2025-11-22T02:39:40.315372] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 0.63% [2025-11-22T02:39:40.322729] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 16.6s | Global ETA: 42m 21s [2025-11-22T02:39:40.323593] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:40.323685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:40.327217] [INFO ] [main ] LVWR: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 0.6s | Global ETA: 42m 21s [2025-11-22T02:39:40.328174] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:39:40.328239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:40.328408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:40.329328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:40.330954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:40.331713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:40.333004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:40.334232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:40.334752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:40.335218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:39:40.335220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:40.335703] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:40.336428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:40.337243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:40.338094] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:39:40.343752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:40.389005] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.00%, Actual: 0.54% [2025-11-22T02:39:40.483832] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.14% [2025-11-22T02:39:40.557797] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.87%, Actual: 4.55% [2025-11-22T02:39:40.651394] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 1.86% [2025-11-22T02:39:40.728219] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.44%, Actual: 3.47% [2025-11-22T02:39:40.728493] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 46.4186% [2025-11-22T02:39:40.728596] [INFO ] [main ] BFLY: DISCARDED add_intraday_skewness_proxies (score: 46.42%) [2025-11-22T02:39:40.728784] [INFO ] [main ] BFLY: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:39:40.728830] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_intraday_volatility_percentile'] [2025-11-22T02:39:40.728868] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:40.742838] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:40.744376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:40.744441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:40.746182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:40.746715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:40.747504] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:40.821211] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.41% [2025-11-22T02:39:40.838012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:40.914820] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 16.0s | Global ETA: 42m 21s [2025-11-22T02:39:40.915809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:40.915872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:40.920721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:40.921714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:40.923383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:40.924170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:40.926777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:40.928538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:40.932625] [INFO ] [main ] LVWR: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 0.0s | Global ETA: 42m 21s [2025-11-22T02:39:40.991829] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.21% [2025-11-22T02:39:41.099025] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -5.86%, Actual: 3.04% [2025-11-22T02:39:41.168489] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 1.22% [2025-11-22T02:39:41.262574] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -9.16%, Actual: 1.19% [2025-11-22T02:39:41.338716] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 2.99% [2025-11-22T02:39:41.338918] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 51.8231% [2025-11-22T02:39:41.339036] [INFO ] [main ] KNSL: KEPT add_gaps (score: 51.82%) [2025-11-22T02:39:41.339082] [INFO ] [main ] KNSL: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:39:41.339114] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_intraday_skewness_proxies'] [2025-11-22T02:39:41.339148] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:41.353793] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:41.355267] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:41.355329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:41.360092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:41.405341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:41.406258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:41.407533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:41.409951] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.46% | Symbol ETA: 26.5s | Global ETA: 42m 22s [2025-11-22T02:39:41.410838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:41.410900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:41.412547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:41.413035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:41.413807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:41.427043] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 4.83% [2025-11-22T02:39:41.501849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:41.521176] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 15.4s | Global ETA: 42m 22s [2025-11-22T02:39:41.522089] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:41.522153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:41.526868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:41.527831] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:41.529466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:41.530260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:41.533182] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:41.534203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:41.591959] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -5.77%, Actual: 7.29% [2025-11-22T02:39:41.757572] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -6.20%, Actual: 0.68% [2025-11-22T02:39:41.925734] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 7.25%, Actual: 6.70% [2025-11-22T02:39:42.074958] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 25.8s | Global ETA: 42m 22s [2025-11-22T02:39:42.075858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:42.075921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:42.077574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:42.078069] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:42.078841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:42.093329] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 3.47%, Actual: 0.22% [2025-11-22T02:39:42.110370] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 33.6s | Global ETA: 42m 22s [2025-11-22T02:39:42.111371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:42.111440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:42.116507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:42.118395] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 14.8s | Global ETA: 42m 22s [2025-11-22T02:39:42.119810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:42.119875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:42.125060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:42.126059] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:42.127804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:42.128578] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:42.131232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:39:42.132389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:42.162904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:42.163782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:42.164000] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:42.165279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:42.257570] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -8.86%, Actual: 4.88% [2025-11-22T02:39:42.421625] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 4.51% [2025-11-22T02:39:42.587698] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 1.89% [2025-11-22T02:39:42.587912] [INFO ] [main ] LVWR: Magnitude Forecast Confidence: 40.5703% [2025-11-22T02:39:42.587995] [INFO ] [main ] LVWR: DISCARDED add_vwap_deviations (score: 40.57%) [2025-11-22T02:39:42.588034] [INFO ] [main ] LVWR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:39:42.588065] [INFO ] [main ] LVWR: Best accuracy: 59.16% [2025-11-22T02:39:42.588098] [INFO ] [main ] LVWR: Best feature set (7 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context', 'add_gaps'] [2025-11-22T02:39:42.588130] [INFO ] [main ] LVWR: Improvement over baseline: 21.49% [2025-11-22T02:39:42.588157] [INFO ] [main ] LVWR: Total time: 6.9 minutes [2025-11-22T02:39:42.588184] [INFO ] [main ] LVWR: Average time per feature: 7.9 seconds [2025-11-22T02:39:42.588211] [INFO ] [main ] LVWR: Average speed: 0.13 features/sec [2025-11-22T02:39:42.726624] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 14.2s | Global ETA: 42m 23s [2025-11-22T02:39:42.731982] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.59% | Symbol ETA: 25.1s | Global ETA: 42m 23s [2025-11-22T02:39:42.732859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:42.732921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:42.734568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:42.735061] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:42.735836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:42.753761] [DEBUG] [METRICS ] LVWR: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 3.04% [2025-11-22T02:39:42.820682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:42.875887] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 32.9s | Global ETA: 42m 23s [2025-11-22T02:39:42.876793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:42.876856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:42.881604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:42.900970] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:39:42.918033] [DEBUG] [METRICS ] LVWR: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.19% [2025-11-22T02:39:42.927463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:42.928552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:42.929859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:43.074421] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:39:43.083032] [DEBUG] [METRICS ] LVWR: 2025-11-18:2025-11-19: Predicted: -2.77%, Actual: 4.83% [2025-11-22T02:39:43.243917] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:39:43.246587] [DEBUG] [METRICS ] LVWR: 2025-11-17:2025-11-18: Predicted: -3.28%, Actual: 7.29% [2025-11-22T02:39:43.387503] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 15.59% | Symbol ETA: 24.4s | Global ETA: 42m 23s [2025-11-22T02:39:43.388399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:43.388488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:43.393347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:43.393850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:43.394611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:43.412584] [DEBUG] [METRICS ] LVWR: 2025-11-14:2025-11-17: Predicted: -2.12%, Actual: 0.68% [2025-11-22T02:39:43.414986] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:43.479775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:43.579883] [DEBUG] [METRICS ] LVWR: 2025-11-13:2025-11-14: Predicted: 5.89%, Actual: 6.70% [2025-11-22T02:39:43.596481] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:43.628885] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.17% | Symbol ETA: 32.1s | Global ETA: 42m 23s [2025-11-22T02:39:43.629776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:43.629838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:43.634596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:43.679088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:43.680155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:43.681360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:43.746525] [DEBUG] [METRICS ] LVWR: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.22% [2025-11-22T02:39:43.763403] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:39:43.910193] [DEBUG] [METRICS ] LVWR: 2025-11-11:2025-11-12: Predicted: -6.77%, Actual: 4.88% [2025-11-22T02:39:43.930553] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:44.054458] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.48% | Symbol ETA: 23.8s | Global ETA: 42m 23s [2025-11-22T02:39:44.055401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:44.055466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:44.057346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:44.057860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:44.058675] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:44.074161] [DEBUG] [METRICS ] LVWR: 2025-11-10:2025-11-11: Predicted: -6.90%, Actual: 4.51% [2025-11-22T02:39:44.097973] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:44.149131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:44.248131] [DEBUG] [METRICS ] LVWR: 2025-11-07:2025-11-10: Predicted: -1.44%, Actual: 1.89% [2025-11-22T02:39:44.248767] [INFO ] [LOCAL ] Saved configuration for LVWR: 7 features, 59.16% accuracy -> ./output/feature-sets/LVWR.json [2025-11-22T02:39:44.249908] [INFO ] [main ] Progress: 36/57 symbols completed (63.2%). LVWR finished in 7m 3s. ETA: 39m 20s. Rate: 0.53 symbols/min [2025-11-22T02:39:44.255196] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:39:44.265285] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:44.269208] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:44.269707] [INFO ] [main ] AI: Testing with 53 available features [2025-11-22T02:39:44.269758] [INFO ] [main ] AI: Establishing baseline with no features... [2025-11-22T02:39:44.269793] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:39:44.282803] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:44.283992] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:44.380413] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 31.4s | Global ETA: 39m 21s [2025-11-22T02:39:44.381351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:44.381415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:44.386402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:44.431840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:44.431992] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:44.432191] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:39:44.432243] [INFO ] [main ] PFN: DISCARDED add_late_session_pressure (score: 19.32%) [2025-11-22T02:39:44.432281] [INFO ] [main ] PFN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:39:44.432312] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_micro_gap_fill_velocity'] [2025-11-22T02:39:44.432347] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:44.432879] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:44.434156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:44.444350] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:44.445606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:44.445688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:44.450416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:44.451357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:44.453006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:44.453770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:44.456571] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:44.458578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:44.718392] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.54% | Symbol ETA: 23.1s | Global ETA: 39m 21s [2025-11-22T02:39:44.719287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:44.719350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:44.721003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:44.721468] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:44.722241] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:44.808322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:44.897866] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 1.37% [2025-11-22T02:39:44.899208] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:45.048000] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 18.8s | Global ETA: 39m 21s [2025-11-22T02:39:45.048898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:45.048960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:45.053671] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:45.054572] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:45.056261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:45.057024] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:45.059608] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:45.061529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:45.137739] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 30.6s | Global ETA: 39m 21s [2025-11-22T02:39:45.138761] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:45.138827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:45.143969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:45.189260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:45.190189] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:45.191448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:45.388340] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.38% | Symbol ETA: 22.5s | Global ETA: 39m 21s [2025-11-22T02:39:45.389226] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:45.389287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:45.390973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:45.391447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:45.392225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:45.476181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:45.507240] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -4.03% [2025-11-22T02:39:45.508215] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:45.628979] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 18.2s | Global ETA: 39m 21s [2025-11-22T02:39:45.629871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:45.629934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:45.634702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:45.635605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:45.637242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:45.638048] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:45.640616] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:45.642596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:45.898956] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 2.50% | Symbol ETA: 29.9s | Global ETA: 39m 21s [2025-11-22T02:39:45.899871] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:45.899932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:45.904738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:45.947615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:45.948429] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:45.949685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:46.039019] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 21.8s | Global ETA: 39m 21s [2025-11-22T02:39:46.039960] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:46.040021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:46.041685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:46.042154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:46.042941] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:46.113868] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.22% [2025-11-22T02:39:46.114839] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:46.126264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:46.212391] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 17.5s | Global ETA: 39m 22s [2025-11-22T02:39:46.213277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:46.213340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:46.218410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:46.219358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:46.220999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:46.221761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:46.224318] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:46.226247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:46.654138] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -3.29% | Symbol ETA: 29.1s | Global ETA: 39m 22s [2025-11-22T02:39:46.655130] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:46.655193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:46.660128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:46.690351] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.17% | Symbol ETA: 21.1s | Global ETA: 39m 22s [2025-11-22T02:39:46.691243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:46.691305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:46.692956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:46.693420] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:46.694181] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:46.704380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:46.705449] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:46.706716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:46.718804] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.42% [2025-11-22T02:39:46.719710] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:46.778292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:46.795201] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 16.9s | Global ETA: 39m 22s [2025-11-22T02:39:46.796079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:46.796142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:46.800872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:46.801789] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:46.803396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:46.804157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:46.806726] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:46.808665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:47.319321] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 2.56% [2025-11-22T02:39:47.320287] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:47.341855] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.91% | Symbol ETA: 20.5s | Global ETA: 39m 22s [2025-11-22T02:39:47.377516] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 16.3s | Global ETA: 39m 22s [2025-11-22T02:39:47.378396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:47.378459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:47.383270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:47.384221] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:47.384808] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 28.3s | Global ETA: 39m 22s [2025-11-22T02:39:47.385707] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:47.385769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:47.385916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:47.386682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:47.389267] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:47.390609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:47.391282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:47.433295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:47.434100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:47.435282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:47.509623] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.46%, Actual: 1.97% [2025-11-22T02:39:47.684323] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 1.79% [2025-11-22T02:39:47.852806] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.59%, Actual: 21.96% [2025-11-22T02:39:47.918343] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -9.77% [2025-11-22T02:39:47.919295] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:47.980363] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 15.8s | Global ETA: 39m 23s [2025-11-22T02:39:47.981247] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:47.981310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:47.986069] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:47.987009] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:47.988637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:47.989399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:47.992002] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:47.993907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:48.019127] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 15.59%, Actual: 1.81% [2025-11-22T02:39:48.095230] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.70% | Symbol ETA: 27.6s | Global ETA: 39m 23s [2025-11-22T02:39:48.096125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:48.096186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:48.101321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:48.144127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:48.144962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:39:48.146146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:48.189260] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.48%, Actual: 8.20% [2025-11-22T02:39:48.358969] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.54%, Actual: 1.07% [2025-11-22T02:39:48.524851] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 12.14% [2025-11-22T02:39:48.525816] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:48.526991] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.38%, Actual: 6.24% [2025-11-22T02:39:48.573160] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 15.2s | Global ETA: 39m 23s [2025-11-22T02:39:48.574078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:48.574142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:48.579121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:48.580114] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:48.581813] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:48.582590] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:48.585332] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:48.587364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:48.747959] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.88%, Actual: 0.54% [2025-11-22T02:39:48.823000] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.60% | Symbol ETA: 26.8s | Global ETA: 39m 23s [2025-11-22T02:39:48.917587] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.17%, Actual: 4.55% [2025-11-22T02:39:48.993111] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 3.24% [2025-11-22T02:39:49.088183] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.91%, Actual: 3.47% [2025-11-22T02:39:49.088375] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 43.6333% [2025-11-22T02:39:49.088460] [INFO ] [main ] BFLY: DISCARDED add_intraday_volatility_percentile (score: 43.63%) [2025-11-22T02:39:49.088502] [INFO ] [main ] BFLY: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:39:49.088534] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_last_hour_momentum_mag'] [2025-11-22T02:39:49.088570] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:49.104265] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:49.105517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:49.105579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:49.107306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:49.107845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:49.108586] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:49.109173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:49.143900] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.36% [2025-11-22T02:39:49.144866] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:49.157847] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 3.40% [2025-11-22T02:39:49.186080] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 14.6s | Global ETA: 39m 23s [2025-11-22T02:39:49.186992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:49.187056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:49.191892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:49.192889] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:49.194620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:49.195407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:49.198062] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:49.200073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:49.322459] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.17%, Actual: 2.38% [2025-11-22T02:39:49.490880] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.63% [2025-11-22T02:39:49.655985] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.14% [2025-11-22T02:39:49.686141] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.58% | Symbol ETA: 25.9s | Global ETA: 39m 24s [2025-11-22T02:39:49.687061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:49.687126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:49.688878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:49.689378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:49.690194] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:49.690793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:49.775198] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 14.0s | Global ETA: 39m 24s [2025-11-22T02:39:49.776090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:49.776153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:49.780923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:49.781703] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.16% [2025-11-22T02:39:49.781875] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:49.782671] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:39:49.783842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:49.784590] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:49.787172] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:39:49.789133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:49.821281] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 2.50%, Actual: 1.86% [2025-11-22T02:39:49.989444] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -3.29%, Actual: 1.41% [2025-11-22T02:39:50.160872] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 0.21% [2025-11-22T02:39:50.270243] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 25.3s | Global ETA: 39m 24s [2025-11-22T02:39:50.271133] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:50.271196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:50.272848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:50.273316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:50.274089] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:50.274668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:50.326476] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.70%, Actual: 1.22% [2025-11-22T02:39:50.367104] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 13.4s | Global ETA: 39m 24s [2025-11-22T02:39:50.385429] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.91% [2025-11-22T02:39:50.491367] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.60%, Actual: 2.99% [2025-11-22T02:39:50.491572] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 46.0125% [2025-11-22T02:39:50.491625] [INFO ] [main ] KNSL: DISCARDED add_intraday_skewness_proxies (score: 46.01%) [2025-11-22T02:39:50.491683] [INFO ] [main ] KNSL: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:39:50.491716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_intraday_volatility_percentile'] [2025-11-22T02:39:50.491750] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:39:50.506045] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:50.507279] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:50.507383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:50.512157] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:50.535143] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 0.42% [2025-11-22T02:39:50.551995] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 7.01% [2025-11-22T02:39:50.555952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:50.556823] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:50.642182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:50.703044] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 0.57% [2025-11-22T02:39:50.717453] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -4.03%, Actual: 1.94% [2025-11-22T02:39:50.849001] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.35% | Symbol ETA: 24.7s | Global ETA: 39m 24s [2025-11-22T02:39:50.849901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:50.849963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:50.851631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:50.852144] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:50.852925] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:50.853491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:50.870817] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.52% [2025-11-22T02:39:50.884411] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.22%, Actual: 0.39% [2025-11-22T02:39:51.036524] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:51.051927] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.42%, Actual: 1.45% [2025-11-22T02:39:51.204789] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:51.219040] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 2.56%, Actual: 4.02% [2025-11-22T02:39:51.320054] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 32.2s | Global ETA: 39m 25s [2025-11-22T02:39:51.321002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:51.321065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:51.325985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:51.370570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:51.371529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:51.372951] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:39:51.384347] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -9.77%, Actual: 0.02% [2025-11-22T02:39:51.426074] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 5.44% | Symbol ETA: 24.1s | Global ETA: 39m 25s [2025-11-22T02:39:51.426961] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:51.427023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:51.428676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:51.429160] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:51.429946] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:51.430501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:51.459225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:51.541921] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:51.550341] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 12.14%, Actual: 3.55% [2025-11-22T02:39:51.716903] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.36%, Actual: 1.73% [2025-11-22T02:39:51.717772] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:51.882951] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.16%, Actual: 1.75% [2025-11-22T02:39:51.900203] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:52.007668] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -2.76% | Symbol ETA: 23.5s | Global ETA: 39m 25s [2025-11-22T02:39:52.008599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:52.008693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:52.010363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:52.010936] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:52.011712] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:52.012281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.049668] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.91%, Actual: 3.19% [2025-11-22T02:39:52.049885] [INFO ] [main ] AI: Magnitude Forecast Confidence: 37.4527% [2025-11-22T02:39:52.049932] [INFO ] [main ] AI: Baseline score (no features): 37.4527% [2025-11-22T02:39:52.049969] [INFO ] [main ] AI: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.050002] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:39:52.050036] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:39:52.063478] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:52.064761] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:52.064821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.068727] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:39:52.068931] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.3415% [2025-11-22T02:39:52.069016] [INFO ] [main ] PFN: DISCARDED add_micro_gap_fill_velocity (score: 20.34%) [2025-11-22T02:39:52.069058] [INFO ] [main ] PFN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:39:52.069091] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:39:52.069126] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:39:52.069603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.081392] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:52.082742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:52.082804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.087606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:52.088593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:52.090290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:52.091067] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:52.093662] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:52.094352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.165617] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 31.5s | Global ETA: 39m 25s [2025-11-22T02:39:52.166510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:52.166572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.171305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:52.216554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:52.217622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:52.305884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.583147] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.71% | Symbol ETA: 22.9s | Global ETA: 39m 25s [2025-11-22T02:39:52.584066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:52.584130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:52.585964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:52.586461] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:52.587323] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:52.587927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.665822] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 17.5s | Global ETA: 39m 25s [2025-11-22T02:39:52.666710] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:52.666772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.671464] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:52.672380] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:52.674047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:52.674177] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 5m 23s | Global ETA: 39m 25s [2025-11-22T02:39:52.674812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:52.675071] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:52.675132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.677385] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:52.678090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.679903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:52.992589] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 30.6s | Global ETA: 39m 26s [2025-11-22T02:39:52.993579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:52.993665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:52.998767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:53.048414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:53.049608] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:53.163269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:53.179795] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.29% | Symbol ETA: 22.4s | Global ETA: 39m 26s [2025-11-22T02:39:53.180961] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:53.181036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:53.183140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:53.183801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:53.187233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:53.188153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:53.368364] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 17.4s | Global ETA: 39m 26s [2025-11-22T02:39:53.369596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:53.369695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:53.376159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:53.377529] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:53.379756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:53.380748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:53.384329] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:53.385354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:53.482864] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -2.63% | Symbol ETA: 6m 14s | Global ETA: 39m 26s [2025-11-22T02:39:53.484738] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:53.484822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:53.491870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:53.954662] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 21.8s | Global ETA: 39m 26s [2025-11-22T02:39:53.955565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:53.955630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:53.957491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:53.958029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:53.958928] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:53.959526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.089687] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 30.2s | Global ETA: 39m 26s [2025-11-22T02:39:54.090904] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:54.090970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.096227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:54.144515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:54.145571] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:54.148766] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 17.0s | Global ETA: 39m 26s [2025-11-22T02:39:54.149666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:54.149729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.154510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:54.155501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:54.157186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:54.157994] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:54.160607] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:54.161387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.179578] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 5.22% | Symbol ETA: 6m 12s | Global ETA: 39m 26s [2025-11-22T02:39:54.180498] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:54.180567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.185840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.237712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.566633] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.56% | Symbol ETA: 21.2s | Global ETA: 39m 26s [2025-11-22T02:39:54.567568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:54.567632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:54.569393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:54.569942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:54.570739] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:39:54.571352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.746048] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 16.2s | Global ETA: 39m 27s [2025-11-22T02:39:54.747277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:54.747358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.752394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:54.753430] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:54.755126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:54.755899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:54.758532] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:54.759274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.906265] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.78% | Symbol ETA: 6m 14s | Global ETA: 39m 27s [2025-11-22T02:39:54.907230] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:54.907318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.912392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:54.938928] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 29.3s | Global ETA: 39m 27s [2025-11-22T02:39:54.940245] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:54.940308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:54.945390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:54.990066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:54.991073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:55.077102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:55.145484] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.16% | Symbol ETA: 20.6s | Global ETA: 39m 27s [2025-11-22T02:39:55.316171] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.58%, Actual: 1.97% [2025-11-22T02:39:55.343295] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 15.5s | Global ETA: 39m 27s [2025-11-22T02:39:55.344195] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:55.344258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:55.349111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:55.350101] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:55.351773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:55.352561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:55.355158] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:55.355877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:55.492518] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.29%, Actual: 1.79% [2025-11-22T02:39:55.562719] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -2.76% | Symbol ETA: 6m 7s | Global ETA: 39m 27s [2025-11-22T02:39:55.563609] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:55.563706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:55.568793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:55.661136] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.35%, Actual: 21.96% [2025-11-22T02:39:55.746241] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 28.3s | Global ETA: 39m 27s [2025-11-22T02:39:55.747137] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:55.747199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:55.752074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:55.796079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:55.796989] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:55.830075] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 5.44%, Actual: 1.81% [2025-11-22T02:39:55.882046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:55.938324] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 14.8s | Global ETA: 39m 27s [2025-11-22T02:39:55.939258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:55.939321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:55.944174] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:55.945121] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:55.946777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:55.947549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:55.950212] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:55.950947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:55.997880] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -2.76%, Actual: 8.20% [2025-11-22T02:39:56.165825] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.71%, Actual: 1.07% [2025-11-22T02:39:56.188268] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 6m 0s | Global ETA: 39m 27s [2025-11-22T02:39:56.189159] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:56.189218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:56.193966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:56.334459] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.29%, Actual: 6.24% [2025-11-22T02:39:56.503198] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 0.54% [2025-11-22T02:39:56.533471] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 14.1s | Global ETA: 39m 28s [2025-11-22T02:39:56.534369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:56.534433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:56.539265] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:56.540261] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:56.541946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:56.542712] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:56.545325] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:56.546040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:56.562870] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.71% | Symbol ETA: 27.4s | Global ETA: 39m 28s [2025-11-22T02:39:56.563783] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:56.563875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:56.568832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:56.613268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:56.614338] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:56.671041] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.56%, Actual: 4.55% [2025-11-22T02:39:56.700738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:56.822867] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.76% | Symbol ETA: 5m 56s | Global ETA: 39m 28s [2025-11-22T02:39:56.823803] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:56.823864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:56.828730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:56.838387] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.16%, Actual: 3.47% [2025-11-22T02:39:56.838570] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.7860% [2025-11-22T02:39:56.838675] [INFO ] [main ] BFLY: DISCARDED add_last_hour_momentum_mag (score: 44.79%) [2025-11-22T02:39:56.838721] [INFO ] [main ] BFLY: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:39:56.838753] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_late_day_volatility'] [2025-11-22T02:39:56.838787] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:39:56.852179] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:39:56.853411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:56.853473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:56.855187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:56.855696] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:56.856441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:56.858203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:57.126864] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 13.5s | Global ETA: 39m 28s [2025-11-22T02:39:57.127764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:57.127830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:57.132594] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:57.133549] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:57.135195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:57.136001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:57.138613] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:57.139348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:57.392622] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.98% | Symbol ETA: 26.6s | Global ETA: 39m 28s [2025-11-22T02:39:57.393530] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:57.393594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:57.398460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:57.429991] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 10.17% | Symbol ETA: 22.6s | Global ETA: 39m 28s [2025-11-22T02:39:57.430873] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:57.430939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:57.432561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:57.433128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:57.433899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:57.435610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:57.441831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:57.441987] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 5m 51s | Global ETA: 39m 28s [2025-11-22T02:39:57.442798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:57.442898] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:57.442958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:57.447735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:57.527867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:57.714297] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 39m 28s [2025-11-22T02:39:57.715199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:39:57.715263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:57.720272] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:39:57.721206] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:39:57.722880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:57.723697] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:39:57.726382] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:39:57.727127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:58.008473] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 6.52% | Symbol ETA: 22.1s | Global ETA: 39m 28s [2025-11-22T02:39:58.009368] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:58.009431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:58.011253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:58.011754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:58.012500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:58.014239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:58.054348] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.74% | Symbol ETA: 5m 47s | Global ETA: 39m 29s [2025-11-22T02:39:58.055240] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:39:58.055299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:58.060053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:58.197537] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 3.33% | Symbol ETA: 25.7s | Global ETA: 39m 29s [2025-11-22T02:39:58.198525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:58.198599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:39:58.203676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:39:58.254043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:39:58.255706] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:39:58.309773] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 12.2s | Global ETA: 39m 29s [2025-11-22T02:39:58.342817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:58.478543] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:39:58.586202] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.76% | Symbol ETA: 21.5s | Global ETA: 39m 29s [2025-11-22T02:39:58.587100] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:58.587162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:58.592223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:58.592725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:58.593470] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:58.595241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:58.651600] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:39:58.672106] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.12% | Symbol ETA: 5m 44s | Global ETA: 39m 29s [2025-11-22T02:39:58.821107] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:39:58.846441] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 7.01% [2025-11-22T02:39:58.988843] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:39:59.021519] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 1.94% [2025-11-22T02:39:59.027132] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 24.8s | Global ETA: 39m 29s [2025-11-22T02:39:59.159947] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:39:59.169083] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 4.27% | Symbol ETA: 20.9s | Global ETA: 39m 29s [2025-11-22T02:39:59.170600] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:59.170719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:59.172424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:59.172943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:59.173713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:59.175438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:59.191869] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 5.22%, Actual: 0.39% [2025-11-22T02:39:59.195458] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 3.24% [2025-11-22T02:39:59.326920] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:39:59.361286] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.78%, Actual: 1.45% [2025-11-22T02:39:59.366078] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 3.40% [2025-11-22T02:39:59.496379] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:39:59.529353] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -2.76%, Actual: 4.02% [2025-11-22T02:39:59.538634] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 2.38% [2025-11-22T02:39:59.668495] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:39:59.697591] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 0.02% [2025-11-22T02:39:59.707442] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.63% [2025-11-22T02:39:59.744616] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.43% | Symbol ETA: 20.3s | Global ETA: 39m 29s [2025-11-22T02:39:59.745494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:39:59.745556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:39:59.747216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:39:59.747725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:39:59.748492] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:39:59.750228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:39:59.834978] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:39:59.865315] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.76%, Actual: 3.55% [2025-11-22T02:39:59.874266] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.14% [2025-11-22T02:40:00.002027] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:00.002265] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:00.002357] [INFO ] [main ] PFN: DISCARDED add_morning_followthrough_mag_T0 (score: 20.81%) [2025-11-22T02:40:00.002400] [INFO ] [main ] PFN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:40:00.002433] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_morning_range_expansion'] [2025-11-22T02:40:00.002469] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:00.014973] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:00.016235] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:00.016298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:00.021067] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:00.022177] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:00.024023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:00.024793] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:00.027551] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:00.031791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:00.035837] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.09%, Actual: 1.73% [2025-11-22T02:40:00.043814] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 1.86% [2025-11-22T02:40:00.236162] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 1.41% [2025-11-22T02:40:00.248926] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.74%, Actual: 1.75% [2025-11-22T02:40:00.337279] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.45% | Symbol ETA: 19.8s | Global ETA: 39m 30s [2025-11-22T02:40:00.338592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:00.338680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:00.340332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:00.340834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:00.341575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:00.343344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:00.423728] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.12%, Actual: 3.19% [2025-11-22T02:40:00.423943] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.4415% [2025-11-22T02:40:00.424007] [INFO ] [main ] AI: KEPT add_afternoon_v_morning_volatility_mix (score: 38.44%) [2025-11-22T02:40:00.424052] [INFO ] [main ] AI: Testing feature 2/53: add_atr [2025-11-22T02:40:00.424090] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:40:00.424124] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:00.430741] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.98%, Actual: 0.21% [2025-11-22T02:40:00.439128] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:00.441036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:00.441132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:00.446218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:00.448251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:00.448845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:00.780282] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 3.33%, Actual: 1.22% [2025-11-22T02:40:00.872024] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 19.4s | Global ETA: 39m 30s [2025-11-22T02:40:00.872910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:00.872974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:00.877807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:00.878798] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:00.880420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:00.881191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:00.883803] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:00.891094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:00.976670] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.92% | Symbol ETA: 19.2s | Global ETA: 39m 30s [2025-11-22T02:40:00.977596] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:00.977677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:00.979390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:00.979913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:00.980698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:00.982400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.010118] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.03%, Actual: 2.99% [2025-11-22T02:40:01.010390] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 32.4243% [2025-11-22T02:40:01.010521] [INFO ] [main ] KNSL: DISCARDED add_intraday_volatility_percentile (score: 32.42%) [2025-11-22T02:40:01.010567] [INFO ] [main ] KNSL: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:40:01.010601] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_last_hour_momentum_mag'] [2025-11-22T02:40:01.010637] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:01.026286] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:01.027677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:01.027741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:01.032878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:01.079622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:01.080707] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:01.081377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.257444] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 7m 14s | Global ETA: 39m 30s [2025-11-22T02:40:01.258356] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:01.258419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:01.263292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:01.265162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:01.265669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.520069] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 17.7s | Global ETA: 39m 31s [2025-11-22T02:40:01.520951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:01.521014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:01.526013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:01.526973] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:01.528629] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:01.529557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:01.532199] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:01.536367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.661307] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.98% | Symbol ETA: 18.6s | Global ETA: 39m 31s [2025-11-22T02:40:01.662224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:01.662285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:01.663967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:01.664441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:01.665221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:01.666947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.818750] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.80% | Symbol ETA: 33.1s | Global ETA: 39m 31s [2025-11-22T02:40:01.819723] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:01.819785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:01.824786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:01.870404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:01.871357] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:01.872040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:01.913670] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.94% | Symbol ETA: 7m 13s | Global ETA: 39m 31s [2025-11-22T02:40:01.914562] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:01.914624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:01.919514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:01.921401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:01.921913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.113026] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 16.6s | Global ETA: 39m 31s [2025-11-22T02:40:02.113915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:02.113978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:02.118688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:02.119587] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:02.121214] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:02.121993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:02.124571] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:02.128869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.273908] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.23% | Symbol ETA: 18.0s | Global ETA: 39m 31s [2025-11-22T02:40:02.274891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:02.274956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:02.276712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:02.277221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:02.278086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:02.279884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.553303] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 5.39% | Symbol ETA: 7m 12s | Global ETA: 39m 31s [2025-11-22T02:40:02.554241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:02.554303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:02.554352] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 32.1s | Global ETA: 39m 31s [2025-11-22T02:40:02.555324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:02.555389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:02.559171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:02.560389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:02.561046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:02.561537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.607663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:02.608762] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:02.609430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.703701] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 15.7s | Global ETA: 39m 31s [2025-11-22T02:40:02.704595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:02.704685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:02.709682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:02.710723] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:02.712472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:02.713242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:02.715870] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:02.720161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:02.860427] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.72% | Symbol ETA: 17.4s | Global ETA: 39m 31s [2025-11-22T02:40:03.032479] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 10.17%, Actual: 1.97% [2025-11-22T02:40:03.194720] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.15% | Symbol ETA: 7m 11s | Global ETA: 39m 32s [2025-11-22T02:40:03.195601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:03.195700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:03.200499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:03.201770] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 6.52%, Actual: 1.79% [2025-11-22T02:40:03.202319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:03.202835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:03.302908] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 15.0s | Global ETA: 39m 32s [2025-11-22T02:40:03.308124] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:03.308191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:03.311965] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 31.3s | Global ETA: 39m 32s [2025-11-22T02:40:03.313132] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:03.313196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:03.313946] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:03.315033] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:03.317197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:03.318413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:03.319015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:03.321304] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:03.325637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:03.362855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:03.363690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:03.364347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:03.370486] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.76%, Actual: 21.96% [2025-11-22T02:40:03.539124] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 4.27%, Actual: 1.81% [2025-11-22T02:40:03.713638] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.43%, Actual: 8.20% [2025-11-22T02:40:03.842927] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 7m 10s | Global ETA: 39m 32s [2025-11-22T02:40:03.843861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:03.843926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:03.848793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:03.850632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:03.851135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:03.882735] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.45%, Actual: 1.07% [2025-11-22T02:40:03.911740] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 14.3s | Global ETA: 39m 32s [2025-11-22T02:40:03.912703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:03.912791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:03.917578] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:03.918565] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:03.920255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:03.921040] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:03.923659] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:03.927927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:04.048783] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.92%, Actual: 6.24% [2025-11-22T02:40:04.066129] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 30.5s | Global ETA: 39m 32s [2025-11-22T02:40:04.067031] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:04.067091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:04.072000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:04.118454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:04.119895] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:04.120596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:04.232665] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.98%, Actual: 0.54% [2025-11-22T02:40:04.401388] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.23%, Actual: 4.55% [2025-11-22T02:40:04.483397] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.39% | Symbol ETA: 7m 10s | Global ETA: 39m 32s [2025-11-22T02:40:04.484300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:04.484360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:04.489212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:04.490997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:04.491465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:04.508568] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 13.6s | Global ETA: 39m 32s [2025-11-22T02:40:04.509455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:04.509519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:04.514283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:04.515204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:04.516831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:04.517589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:04.520181] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:04.524393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:04.568775] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.72%, Actual: 3.47% [2025-11-22T02:40:04.568973] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 41.2515% [2025-11-22T02:40:04.569050] [INFO ] [main ] BFLY: DISCARDED add_late_day_volatility (score: 41.25%) [2025-11-22T02:40:04.569093] [INFO ] [main ] BFLY: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:40:04.569130] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_late_hour_microstructure'] [2025-11-22T02:40:04.569164] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:04.582574] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:04.584035] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:04.584098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:04.585801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:04.586297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:04.587069] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:04.589774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:04.835790] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 29.8s | Global ETA: 39m 32s [2025-11-22T02:40:04.836697] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:04.836758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:04.841491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:04.884562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:04.885696] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:04.886370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.105415] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 13.0s | Global ETA: 39m 33s [2025-11-22T02:40:05.106339] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:05.106406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:05.111424] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:05.112498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:05.114319] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.56% | Symbol ETA: 7m 9s | Global ETA: 39m 33s [2025-11-22T02:40:05.114391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:05.115214] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:05.115245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:05.115308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:05.117973] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:05.120133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:05.121949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:05.122345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.122426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.163008] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 11.55% | Symbol ETA: 21.1s | Global ETA: 39m 33s [2025-11-22T02:40:05.163924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:05.163987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:05.165624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:05.166128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:05.166907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:05.169510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.565107] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 29.0s | Global ETA: 39m 33s [2025-11-22T02:40:05.566004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:05.566066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:05.570913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:05.614852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:05.615699] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:05.616320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.703703] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 12.3s | Global ETA: 39m 33s [2025-11-22T02:40:05.704576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:05.704639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:05.709500] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:05.710476] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:05.712146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:05.712931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:05.715881] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:05.720578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.745441] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 7m 8s | Global ETA: 39m 33s [2025-11-22T02:40:05.746404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:05.746465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:05.751271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:05.753440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:05.753935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:05.788565] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -0.23% | Symbol ETA: 20.7s | Global ETA: 39m 33s [2025-11-22T02:40:05.789507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:05.789581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:05.791424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:05.791985] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:05.792825] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:05.796029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:06.301423] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 28.2s | Global ETA: 39m 33s [2025-11-22T02:40:06.302304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:06.302365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:06.305539] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 11.7s | Global ETA: 39m 33s [2025-11-22T02:40:06.307087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:06.349953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:06.350769] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:06.351391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:06.379790] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 7m 8s | Global ETA: 39m 33s [2025-11-22T02:40:06.380852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:06.380927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:06.385769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:06.387575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:40:06.388073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:06.414427] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.30% | Symbol ETA: 20.2s | Global ETA: 39m 33s [2025-11-22T02:40:06.415323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:06.415385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:06.417042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:06.417601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:06.418364] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:06.420937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:06.476382] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.42% [2025-11-22T02:40:06.649592] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:40:06.823838] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:40:06.997493] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:07.018345] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.89% | Symbol ETA: 7m 7s | Global ETA: 39m 34s [2025-11-22T02:40:07.019718] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 5.61% | Symbol ETA: 19.6s | Global ETA: 39m 34s [2025-11-22T02:40:07.020782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:07.020866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:07.022724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:07.023234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:07.024036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:07.026810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:07.033427] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.99% | Symbol ETA: 27.4s | Global ETA: 39m 34s [2025-11-22T02:40:07.034318] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:07.034723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:07.039543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:07.083962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:07.084870] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:07.085524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:07.171440] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:07.194602] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 7.01% [2025-11-22T02:40:07.349587] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:40:07.373901] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.94%, Actual: 1.94% [2025-11-22T02:40:07.523428] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:40:07.548235] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 5.39%, Actual: 0.39% [2025-11-22T02:40:07.655903] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: 1.18% | Symbol ETA: 19.0s | Global ETA: 39m 34s [2025-11-22T02:40:07.656932] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:07.657032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:07.658866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:07.659466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:07.660306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:07.663071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:07.696610] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:07.726534] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.15%, Actual: 1.45% [2025-11-22T02:40:07.790078] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 26.7s | Global ETA: 39m 34s [2025-11-22T02:40:07.791051] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:07.791118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:07.796282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:07.842165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:07.843258] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:40:07.843942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:07.866397] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:07.906885] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 4.02% [2025-11-22T02:40:08.037074] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:08.037282] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.7767% [2025-11-22T02:40:08.037386] [INFO ] [main ] PFN: DISCARDED add_morning_range_expansion (score: 22.78%) [2025-11-22T02:40:08.037449] [INFO ] [main ] PFN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:40:08.037483] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_open_11_elasticity'] [2025-11-22T02:40:08.039635] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:08.053799] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:08.055181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:08.055247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:08.060248] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:08.061258] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:08.063008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:08.063819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:08.066507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:08.067796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:08.090049] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.39%, Actual: 0.02% [2025-11-22T02:40:08.248595] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.22% | Symbol ETA: 18.4s | Global ETA: 39m 34s [2025-11-22T02:40:08.249729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:08.249795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:08.251982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:08.252712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:08.253888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:08.256848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:08.268872] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.56%, Actual: 3.55% [2025-11-22T02:40:08.448609] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 1.73% [2025-11-22T02:40:08.544196] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 25.9s | Global ETA: 39m 35s [2025-11-22T02:40:08.630836] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 1.75% [2025-11-22T02:40:08.651498] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 16.3s | Global ETA: 39m 35s [2025-11-22T02:40:08.652387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:08.652450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:08.657186] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:08.658198] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:08.659944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:08.660745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:08.663430] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:08.664625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:08.722039] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 3.24% [2025-11-22T02:40:08.811417] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.89%, Actual: 3.19% [2025-11-22T02:40:08.811632] [INFO ] [main ] AI: Magnitude Forecast Confidence: 25.4219% [2025-11-22T02:40:08.811711] [INFO ] [main ] AI: DISCARDED add_atr (score: 25.42%) [2025-11-22T02:40:08.811754] [INFO ] [main ] AI: Testing feature 3/53: add_atr_10 [2025-11-22T02:40:08.811790] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:40:08.811850] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:08.826975] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:08.828681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:08.828747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:08.833840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:08.835870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:08.836402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:08.894594] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 3.40% [2025-11-22T02:40:08.922241] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.62% | Symbol ETA: 17.8s | Global ETA: 39m 35s [2025-11-22T02:40:08.923173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:08.923241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:08.924940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:08.925432] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:08.926230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:08.928857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:09.068860] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 2.38% [2025-11-22T02:40:09.241926] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 15.7s | Global ETA: 39m 35s [2025-11-22T02:40:09.242342] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 0.63% [2025-11-22T02:40:09.242846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:09.242910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:09.247745] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:09.248742] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:09.250393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:09.251160] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:09.253734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:09.254864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:09.413363] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 0.14% [2025-11-22T02:40:09.472680] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.46% | Symbol ETA: 3m 35s | Global ETA: 39m 35s [2025-11-22T02:40:09.473557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:09.473619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:09.478482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:09.480275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:09.480770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:09.507406] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.52% | Symbol ETA: 17.1s | Global ETA: 39m 35s [2025-11-22T02:40:09.508293] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:09.508356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:09.510003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:09.510483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:09.511258] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:09.513978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:09.583136] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.86% [2025-11-22T02:40:09.755026] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 1.41% [2025-11-22T02:40:09.832452] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 15.1s | Global ETA: 39m 35s [2025-11-22T02:40:09.833340] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:09.833402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:09.838173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:09.839108] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:09.840800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:09.841578] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:09.844210] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:09.845337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:09.927237] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.99%, Actual: 0.21% [2025-11-22T02:40:10.108453] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 16.5s | Global ETA: 39m 36s [2025-11-22T02:40:10.109386] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:10.109451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:10.111295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:10.111823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:10.111954] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 1.22% [2025-11-22T02:40:10.112785] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:10.115847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:10.119340] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 3m 35s | Global ETA: 39m 36s [2025-11-22T02:40:10.120289] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:10.120353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:10.125404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:10.127460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:10.128002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:10.285119] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 2.99% [2025-11-22T02:40:10.285337] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 35.9041% [2025-11-22T02:40:10.285421] [INFO ] [main ] KNSL: DISCARDED add_last_hour_momentum_mag (score: 35.90%) [2025-11-22T02:40:10.285467] [INFO ] [main ] KNSL: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:40:10.285502] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_late_day_volatility'] [2025-11-22T02:40:10.285539] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:10.300290] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:10.301744] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:10.301807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:10.306554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:10.352986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:10.353962] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:10.355829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:10.516827] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 14.7s | Global ETA: 39m 36s [2025-11-22T02:40:10.517852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:10.517921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:10.523021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:10.524018] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:10.525829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:10.526766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:10.529512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:10.530690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:10.697229] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.14% | Symbol ETA: 15.9s | Global ETA: 39m 36s [2025-11-22T02:40:10.781086] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.72% | Symbol ETA: 3m 34s | Global ETA: 39m 36s [2025-11-22T02:40:10.782110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:10.782177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:10.787478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:10.789509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:10.790050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:10.866720] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 11.55%, Actual: 1.97% [2025-11-22T02:40:11.032942] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.33% | Symbol ETA: 27.5s | Global ETA: 39m 36s [2025-11-22T02:40:11.033848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:11.033910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:11.038711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:11.040261] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -0.23%, Actual: 1.79% [2025-11-22T02:40:11.082512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:11.083426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:11.085233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:11.102245] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.0s | Global ETA: 39m 36s [2025-11-22T02:40:11.103131] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:11.103197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:11.107903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:11.108825] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:11.110433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:11.111191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:11.113727] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:11.114833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:11.209309] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.30%, Actual: 21.96% [2025-11-22T02:40:11.376853] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 5.61%, Actual: 1.81% [2025-11-22T02:40:11.426535] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -8.64% | Symbol ETA: 3m 34s | Global ETA: 39m 36s [2025-11-22T02:40:11.427496] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:11.427557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:11.432414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:11.434529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:11.435115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:11.545532] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: 1.18%, Actual: 8.20% [2025-11-22T02:40:11.678263] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 13.4s | Global ETA: 39m 36s [2025-11-22T02:40:11.682779] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:11.682845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:11.687690] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:11.688667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:11.690311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:11.691130] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:11.693710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:11.694817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:11.717670] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.22%, Actual: 1.07% [2025-11-22T02:40:11.765158] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 26.7s | Global ETA: 39m 37s [2025-11-22T02:40:11.766053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:11.766114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:11.770947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:11.814717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:11.815596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:11.817433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:11.887251] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.62%, Actual: 6.24% [2025-11-22T02:40:12.056819] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.52%, Actual: 0.54% [2025-11-22T02:40:12.083774] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 3m 33s | Global ETA: 39m 37s [2025-11-22T02:40:12.085260] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:12.085349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:12.090232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:12.092104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:12.092601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.224568] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.16%, Actual: 4.55% [2025-11-22T02:40:12.281474] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 39m 37s [2025-11-22T02:40:12.282388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:12.282451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:12.287147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:12.288098] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:12.289780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:12.290592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:12.293264] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:12.294393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.393923] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.14%, Actual: 3.47% [2025-11-22T02:40:12.394124] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 32.9198% [2025-11-22T02:40:12.394205] [INFO ] [main ] BFLY: DISCARDED add_late_hour_microstructure (score: 32.92%) [2025-11-22T02:40:12.394247] [INFO ] [main ] BFLY: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:40:12.394279] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_late_session_pressure'] [2025-11-22T02:40:12.394315] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:12.407996] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:12.409534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:12.409598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:12.411345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:12.411923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:12.412760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:12.413746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.498434] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 26.0s | Global ETA: 39m 37s [2025-11-22T02:40:12.499348] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:12.499414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:12.504177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:12.548028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:12.548982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:12.550824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.732291] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -4.19% | Symbol ETA: 3m 32s | Global ETA: 39m 37s [2025-11-22T02:40:12.733208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:12.733270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:12.738360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:12.740373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:12.740915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.879510] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 12.2s | Global ETA: 39m 37s [2025-11-22T02:40:12.880382] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:12.880445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:12.885213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:12.886136] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:12.887904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:12.888782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:12.891422] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:12.892626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:12.990250] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 17.98% | Symbol ETA: 20.0s | Global ETA: 39m 37s [2025-11-22T02:40:12.991142] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:12.991204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:12.992848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:12.993331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:12.994111] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:12.995069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:13.230085] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.36% | Symbol ETA: 25.3s | Global ETA: 39m 37s [2025-11-22T02:40:13.230988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:13.231049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:13.236126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:13.279596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:13.280539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:13.282331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:13.383570] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 9.33% | Symbol ETA: 3m 32s | Global ETA: 39m 37s [2025-11-22T02:40:13.384488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:13.384551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:13.389695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:13.391567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:13.392065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:13.462660] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 11.6s | Global ETA: 39m 37s [2025-11-22T02:40:13.463528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:13.463590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:13.468306] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:13.469235] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:13.470877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:13.471617] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:13.474182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:13.475296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:13.569100] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 19.4s | Global ETA: 39m 38s [2025-11-22T02:40:13.569992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:13.570054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:13.571757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:13.572245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:13.573357] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:13.574311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:13.977766] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 24.5s | Global ETA: 39m 38s [2025-11-22T02:40:13.978834] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:13.978905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:13.984522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:14.034297] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.92% | Symbol ETA: 3m 31s | Global ETA: 39m 38s [2025-11-22T02:40:14.035218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:14.035279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:14.039307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:14.040139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:14.040450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:14.042009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:14.042285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.042490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.054594] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 11.0s | Global ETA: 39m 38s [2025-11-22T02:40:14.149801] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.18% | Symbol ETA: 18.8s | Global ETA: 39m 38s [2025-11-22T02:40:14.150748] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:14.150813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:14.152506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:14.153021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:14.153858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:14.154848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.225159] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:40:14.396556] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:40:14.565625] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:40:14.681931] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.92% | Symbol ETA: 3m 30s | Global ETA: 39m 38s [2025-11-22T02:40:14.682909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:14.682972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:14.688192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:14.690212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:14.690737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.722075] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.27% | Symbol ETA: 23.8s | Global ETA: 39m 38s [2025-11-22T02:40:14.722990] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:14.723051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:14.727881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:14.729919] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 15.12% | Symbol ETA: 18.3s | Global ETA: 39m 38s [2025-11-22T02:40:14.730922] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:14.730988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:14.732662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:14.732806] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:14.733168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:14.733964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:14.734939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.773240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:14.774319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:14.776190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:14.908871] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:15.088907] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:15.265368] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:40:15.315978] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.98% | Symbol ETA: 17.7s | Global ETA: 39m 39s [2025-11-22T02:40:15.316886] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:15.316947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:15.318631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:15.319129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:15.319931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:15.320872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:15.335305] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.84% | Symbol ETA: 3m 30s | Global ETA: 39m 39s [2025-11-22T02:40:15.440606] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:15.476678] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 23.1s | Global ETA: 39m 39s [2025-11-22T02:40:15.477603] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:15.477685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:15.483109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:15.507784] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.46%, Actual: 7.01% [2025-11-22T02:40:15.528416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:15.529478] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:15.531310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:15.611698] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:15.678689] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 1.94% [2025-11-22T02:40:15.783089] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:15.783339] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:15.783448] [INFO ] [main ] PFN: DISCARDED add_open_11_elasticity (score: 20.81%) [2025-11-22T02:40:15.783495] [INFO ] [main ] PFN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:40:15.783528] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_open_reversal_intensity'] [2025-11-22T02:40:15.783563] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:15.796006] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:15.797676] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:15.797741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:15.802739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:15.803768] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:15.805544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:15.806367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:15.809242] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:15.810586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:15.852112] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.72%, Actual: 0.39% [2025-11-22T02:40:15.886251] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.08% | Symbol ETA: 17.1s | Global ETA: 39m 39s [2025-11-22T02:40:15.887135] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:15.887197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:15.888873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:15.889354] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:15.890122] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:15.891068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:16.023417] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -8.64%, Actual: 1.45% [2025-11-22T02:40:16.193149] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 4.02% [2025-11-22T02:40:16.221600] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 22.3s | Global ETA: 39m 39s [2025-11-22T02:40:16.222500] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:16.222562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:16.227370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:16.270561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:16.271491] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:16.273272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:16.362052] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -4.19%, Actual: 0.02% [2025-11-22T02:40:16.397356] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 15.2s | Global ETA: 39m 39s [2025-11-22T02:40:16.398276] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:16.398339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:16.403031] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:16.403960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:16.405568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:16.406321] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:16.408894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:16.410151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:16.475724] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 16.5s | Global ETA: 39m 39s [2025-11-22T02:40:16.476599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:16.476686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:16.478393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:16.478899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:16.479678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:16.480601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:16.534945] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 9.33%, Actual: 3.55% [2025-11-22T02:40:16.715814] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.92%, Actual: 1.73% [2025-11-22T02:40:16.887424] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.92%, Actual: 1.75% [2025-11-22T02:40:16.993562] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 14.6s | Global ETA: 39m 40s [2025-11-22T02:40:16.994598] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:16.994687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:16.999897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:17.001014] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:17.002860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:17.003685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:17.006370] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:17.007782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.036397] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 21.6s | Global ETA: 39m 40s [2025-11-22T02:40:17.037363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:17.037426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:17.042225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:17.063532] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.84%, Actual: 3.19% [2025-11-22T02:40:17.063766] [INFO ] [main ] AI: Magnitude Forecast Confidence: 32.3972% [2025-11-22T02:40:17.063851] [INFO ] [main ] AI: DISCARDED add_atr_10 (score: 32.40%) [2025-11-22T02:40:17.063895] [INFO ] [main ] AI: Testing feature 4/53: add_atr_5 [2025-11-22T02:40:17.063929] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:40:17.063964] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:17.069969] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -6.70% | Symbol ETA: 15.9s | Global ETA: 39m 40s [2025-11-22T02:40:17.071254] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:17.071355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:17.073223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:17.073759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:17.074536] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:17.075571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.078798] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:17.080321] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:17.080383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:17.085236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:17.086935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:17.087139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:17.087681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.088284] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:40:17.090833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.608754] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 14.0s | Global ETA: 39m 40s [2025-11-22T02:40:17.609724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:17.609789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:17.614958] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:17.615915] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:17.617742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:17.618542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:17.621257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:17.622592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.653196] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 8.54% | Symbol ETA: 15.4s | Global ETA: 39m 40s [2025-11-22T02:40:17.654124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:17.654187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:17.655903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:17.656393] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:17.657178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:17.658158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.722037] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 2m 21s | Global ETA: 39m 40s [2025-11-22T02:40:17.722958] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:17.723019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:17.727990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:17.729847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:17.730682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:17.784168] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 20.9s | Global ETA: 39m 40s [2025-11-22T02:40:17.954928] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.33%, Actual: 3.24% [2025-11-22T02:40:18.125138] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 3.40% [2025-11-22T02:40:18.202365] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 13.4s | Global ETA: 39m 40s [2025-11-22T02:40:18.203258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:18.203322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:18.208471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:18.209436] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:18.211279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:18.212036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:18.214556] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:18.215848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:18.245933] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -7.71% | Symbol ETA: 14.8s | Global ETA: 39m 40s [2025-11-22T02:40:18.300002] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 2.38% [2025-11-22T02:40:18.362495] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.94% | Symbol ETA: 2m 20s | Global ETA: 39m 40s [2025-11-22T02:40:18.363397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:18.363458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:18.368257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:18.370211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:18.370727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:18.417678] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 17.98%, Actual: 1.97% [2025-11-22T02:40:18.468772] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 0.63% [2025-11-22T02:40:18.589218] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 1.79% [2025-11-22T02:40:18.636936] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.14% [2025-11-22T02:40:18.757815] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.18%, Actual: 21.96% [2025-11-22T02:40:18.791084] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 12.8s | Global ETA: 39m 41s [2025-11-22T02:40:18.791970] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:18.792034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:18.796723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:18.797769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:18.799386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:18.800170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:18.802803] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:18.804060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:18.804680] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.27%, Actual: 1.86% [2025-11-22T02:40:18.925980] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 15.12%, Actual: 1.81% [2025-11-22T02:40:18.974586] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 1.41% [2025-11-22T02:40:18.998120] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 5.39% | Symbol ETA: 2m 19s | Global ETA: 39m 41s [2025-11-22T02:40:18.999028] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:18.999089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:19.004487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:19.006334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:19.006823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:19.096189] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.98%, Actual: 8.20% [2025-11-22T02:40:19.142774] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 0.21% [2025-11-22T02:40:19.268434] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.08%, Actual: 1.07% [2025-11-22T02:40:19.311020] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 1.22% [2025-11-22T02:40:19.371199] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 12.1s | Global ETA: 39m 41s [2025-11-22T02:40:19.372105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:19.372169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:19.377108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:19.378158] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:19.379982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:19.380788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:19.383485] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:19.384815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:19.443706] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 6.24% [2025-11-22T02:40:19.504277] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 2.99% [2025-11-22T02:40:19.504505] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.9417% [2025-11-22T02:40:19.504624] [INFO ] [main ] KNSL: DISCARDED add_late_day_volatility (score: 41.94%) [2025-11-22T02:40:19.504693] [INFO ] [main ] KNSL: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:40:19.504728] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:40:19.507971] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:19.523581] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:19.525103] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:19.525165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:19.530068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:19.575075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:19.576146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:19.578963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:19.617687] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -6.70%, Actual: 0.54% [2025-11-22T02:40:19.650778] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.15% | Symbol ETA: 2m 19s | Global ETA: 39m 41s [2025-11-22T02:40:19.651701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:19.651764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:19.656586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:19.658517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:19.659028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:19.790924] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 8.54%, Actual: 4.55% [2025-11-22T02:40:19.959828] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -7.71%, Actual: 3.47% [2025-11-22T02:40:19.960028] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 31.6191% [2025-11-22T02:40:19.960108] [INFO ] [main ] BFLY: DISCARDED add_late_session_pressure (score: 31.62%) [2025-11-22T02:40:19.960151] [INFO ] [main ] BFLY: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:40:19.960183] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_micro_gap_fill_velocity'] [2025-11-22T02:40:19.960217] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:19.973793] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:19.975244] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:19.975306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:19.977012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:19.977533] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:19.978319] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:19.980290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:19.999173] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 11.6s | Global ETA: 39m 41s [2025-11-22T02:40:20.002862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:20.002925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.007790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:20.008758] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:20.010405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:20.011165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:20.013912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:20.015360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.251047] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 25.5s | Global ETA: 39m 41s [2025-11-22T02:40:20.251936] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:20.251998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.256752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:20.295612] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 2m 18s | Global ETA: 39m 41s [2025-11-22T02:40:20.296520] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:20.296599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.301388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:20.301568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:20.302245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:20.303478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:20.303988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.304881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.559927] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.38% | Symbol ETA: 18.4s | Global ETA: 39m 42s [2025-11-22T02:40:20.560839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:20.560901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:20.562580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:20.563111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:20.563922] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:20.565817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.584350] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 11.0s | Global ETA: 39m 42s [2025-11-22T02:40:20.585246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:20.585309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.590094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:20.591044] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:20.592712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:20.593456] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:20.596016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:20.597268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.930222] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.39% | Symbol ETA: 2m 17s | Global ETA: 39m 42s [2025-11-22T02:40:20.931174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:20.931235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.936063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:20.937915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:20.938380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:20.979218] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 1.08% | Symbol ETA: 24.8s | Global ETA: 39m 42s [2025-11-22T02:40:20.980107] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:20.980168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:20.984831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:21.028170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:21.029038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:21.031636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.142115] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 17.8s | Global ETA: 39m 42s [2025-11-22T02:40:21.143036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:21.143100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:21.144795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:21.145288] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:21.146124] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:21.148191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.166105] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 10.4s | Global ETA: 39m 42s [2025-11-22T02:40:21.166999] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:21.167063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:21.171900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:21.172840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:21.174458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:21.175216] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:21.177859] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:21.179143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.563987] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.56% | Symbol ETA: 2m 17s | Global ETA: 39m 42s [2025-11-22T02:40:21.564906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:21.564966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:21.569953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:21.571826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:21.572302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.714888] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.05% | Symbol ETA: 24.1s | Global ETA: 39m 42s [2025-11-22T02:40:21.715951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:21.716016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:21.721052] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:21.731336] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.01% | Symbol ETA: 17.2s | Global ETA: 39m 42s [2025-11-22T02:40:21.732271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:21.732336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:21.734127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:21.734625] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:21.735449] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:21.737533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.754139] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 39m 42s [2025-11-22T02:40:21.768426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:21.769635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:21.772545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:21.925112] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:40:22.092144] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:40:22.195907] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 2m 16s | Global ETA: 39m 43s [2025-11-22T02:40:22.197373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:22.197435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:22.202253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:22.204099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:22.204593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:22.258135] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:40:22.331457] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.31% | Symbol ETA: 16.7s | Global ETA: 39m 43s [2025-11-22T02:40:22.332392] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:22.332476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:22.334232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:22.334787] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:22.335581] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:22.337619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:22.442544] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:22.495814] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.80% | Symbol ETA: 23.4s | Global ETA: 39m 43s [2025-11-22T02:40:22.496821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:22.496883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:22.501681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:22.547907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:22.549020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:22.551856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:22.613192] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:22.786866] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:22.830532] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 2m 15s | Global ETA: 39m 43s [2025-11-22T02:40:22.831430] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:22.831491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:22.836341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:22.838195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:40:22.838712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:22.928008] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.22% | Symbol ETA: 16.1s | Global ETA: 39m 43s [2025-11-22T02:40:22.928968] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:22.929032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:22.930780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:22.931271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:22.932094] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:22.934081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:22.956444] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:40:23.125206] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:23.255871] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 22.7s | Global ETA: 39m 43s [2025-11-22T02:40:23.256779] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:23.256866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:23.261800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:23.292158] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:23.307216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:23.308097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:23.310756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:23.464964] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:23.465252] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:23.465375] [INFO ] [main ] PFN: DISCARDED add_open_reversal_intensity (score: 20.81%) [2025-11-22T02:40:23.465439] [INFO ] [main ] PFN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:40:23.465491] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:40:23.465545] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:23.481564] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:23.481789] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.89% | Symbol ETA: 2m 15s | Global ETA: 39m 43s [2025-11-22T02:40:23.483108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:23.486181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:23.492356] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:23.493450] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:23.495514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:23.496520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:23.499779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:23.501505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:23.516149] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.24% | Symbol ETA: 15.5s | Global ETA: 39m 43s [2025-11-22T02:40:23.517169] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:23.517241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:23.519123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:23.519711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:23.520502] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:23.522536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:23.663118] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 7.01% [2025-11-22T02:40:23.843246] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.94%, Actual: 1.94% [2025-11-22T02:40:23.981240] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 22.0s | Global ETA: 39m 44s [2025-11-22T02:40:23.982139] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:23.982200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:23.986927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:24.021164] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 5.39%, Actual: 0.39% [2025-11-22T02:40:24.032815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:24.033910] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:24.036778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.109771] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 7.91% | Symbol ETA: 14.9s | Global ETA: 39m 44s [2025-11-22T02:40:24.110691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:24.110755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:24.112507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:24.113031] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:24.113832] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:24.115805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.119155] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 14.7s | Global ETA: 39m 44s [2025-11-22T02:40:24.120091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:24.120154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:24.124870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:24.125823] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:24.127682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:24.128426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:24.131055] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:24.136228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.200071] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.15%, Actual: 1.45% [2025-11-22T02:40:24.378187] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 4.02% [2025-11-22T02:40:24.557445] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.39%, Actual: 0.02% [2025-11-22T02:40:24.700640] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -9.51% | Symbol ETA: 14.3s | Global ETA: 39m 44s [2025-11-22T02:40:24.701529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:24.701592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:24.703252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:24.703763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:24.704515] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:24.706412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.706626] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 13.9s | Global ETA: 39m 44s [2025-11-22T02:40:24.707482] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:24.707553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:24.712510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:24.713501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:24.714610] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 21.2s | Global ETA: 39m 44s [2025-11-22T02:40:24.715189] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:24.715502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:24.715568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:24.718415] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:24.720961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:24.721110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:24.722660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.735866] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.56%, Actual: 3.55% [2025-11-22T02:40:24.765237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:24.766066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:24.768774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:24.914947] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 1.73% [2025-11-22T02:40:25.095732] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 1.75% [2025-11-22T02:40:25.274320] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.89%, Actual: 3.19% [2025-11-22T02:40:25.274534] [INFO ] [main ] AI: Magnitude Forecast Confidence: 25.4219% [2025-11-22T02:40:25.274626] [INFO ] [main ] AI: DISCARDED add_atr_5 (score: 25.42%) [2025-11-22T02:40:25.274695] [INFO ] [main ] AI: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:40:25.274732] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:40:25.274769] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:25.278245] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.26% | Symbol ETA: 13.7s | Global ETA: 39m 44s [2025-11-22T02:40:25.279178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:25.279240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:25.280969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:25.281456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:25.282224] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:25.284153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:25.289700] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:25.291218] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:25.291279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:25.294465] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 13.2s | Global ETA: 39m 44s [2025-11-22T02:40:25.295302] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:25.295377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:25.296190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:25.297082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:25.300241] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:25.301166] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:25.302806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:25.303570] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:25.306158] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:25.307683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:25.455915] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 20.5s | Global ETA: 39m 44s [2025-11-22T02:40:25.456856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:25.456931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:25.461765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:25.506124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:25.506997] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:25.509680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:25.869364] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.89% | Symbol ETA: 13.1s | Global ETA: 39m 45s [2025-11-22T02:40:25.876857] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 12.6s | Global ETA: 39m 45s [2025-11-22T02:40:25.877833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:25.877895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:25.882622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:25.883563] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:25.885227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:25.886031] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:25.888609] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:25.890138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:25.939721] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 5.51% | Symbol ETA: 1m 44s | Global ETA: 39m 45s [2025-11-22T02:40:25.940625] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:25.940718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:25.945584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:25.946493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:26.044420] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.38%, Actual: 1.97% [2025-11-22T02:40:26.182663] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 19.7s | Global ETA: 39m 45s [2025-11-22T02:40:26.183529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:26.183592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:26.188373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:26.219761] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 1.79% [2025-11-22T02:40:26.233777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:26.234589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:26.237251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:26.387055] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.01%, Actual: 21.96% [2025-11-22T02:40:26.466221] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.9s | Global ETA: 39m 45s [2025-11-22T02:40:26.467163] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:26.467227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:26.472108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:26.473128] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:26.474987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:26.475876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:26.478727] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:26.480471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:26.552608] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.31%, Actual: 1.81% [2025-11-22T02:40:26.594921] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -2.49% | Symbol ETA: 1m 44s | Global ETA: 39m 45s [2025-11-22T02:40:26.596002] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:26.596086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:26.601182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:26.602111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:26.721889] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.22%, Actual: 8.20% [2025-11-22T02:40:26.891061] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.24%, Actual: 1.07% [2025-11-22T02:40:26.915174] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 19.0s | Global ETA: 39m 45s [2025-11-22T02:40:27.049028] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 11.3s | Global ETA: 39m 45s [2025-11-22T02:40:27.049913] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:27.049975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:27.054726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:27.055681] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:27.056609] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 7.91%, Actual: 6.24% [2025-11-22T02:40:27.057390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:27.058165] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:27.060797] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:27.062297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:27.085713] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 3.24% [2025-11-22T02:40:27.225188] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -9.51%, Actual: 0.54% [2025-11-22T02:40:27.242538] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.28% | Symbol ETA: 1m 43s | Global ETA: 39m 46s [2025-11-22T02:40:27.243466] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:27.243527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:27.248456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:27.249360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:27.252630] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 3.40% [2025-11-22T02:40:27.391309] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.26%, Actual: 4.55% [2025-11-22T02:40:27.420598] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.05%, Actual: 2.38% [2025-11-22T02:40:27.571561] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.89%, Actual: 3.47% [2025-11-22T02:40:27.571786] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 46.8649% [2025-11-22T02:40:27.571882] [INFO ] [main ] BFLY: DISCARDED add_micro_gap_fill_velocity (score: 46.86%) [2025-11-22T02:40:27.571924] [INFO ] [main ] BFLY: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:40:27.571957] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:40:27.571992] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:27.585379] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:27.586959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:27.587022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:27.588442] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 0.63% [2025-11-22T02:40:27.588748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:27.589259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:27.590035] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:27.590660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:27.658798] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 39m 46s [2025-11-22T02:40:27.659745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:27.659822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:27.664514] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:27.665458] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:27.667094] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:27.667895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:27.670473] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:27.671948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:27.756171] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.14% [2025-11-22T02:40:27.892156] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 1m 42s | Global ETA: 39m 46s [2025-11-22T02:40:27.893097] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:27.893162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:27.898358] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:27.899297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:27.923944] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 1.86% [2025-11-22T02:40:28.090080] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 1.41% [2025-11-22T02:40:28.155141] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.79% | Symbol ETA: 17.3s | Global ETA: 39m 46s [2025-11-22T02:40:28.156041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:28.156103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:28.157789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:28.158272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:28.159042] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:28.159668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:28.251450] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 10.2s | Global ETA: 39m 46s [2025-11-22T02:40:28.252330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:28.252392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:28.257067] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.83%, Actual: 0.21% [2025-11-22T02:40:28.257169] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:28.258166] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:28.259861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:28.260603] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:28.263194] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:28.264695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:28.422813] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 1.22% [2025-11-22T02:40:28.550782] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -2.98% | Symbol ETA: 1m 42s | Global ETA: 39m 46s [2025-11-22T02:40:28.551750] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:28.551815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:28.556966] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:28.557951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:28.588272] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 2.99% [2025-11-22T02:40:28.588483] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 50.4461% [2025-11-22T02:40:28.588584] [INFO ] [main ] KNSL: DISCARDED add_late_hour_microstructure (score: 50.45%) [2025-11-22T02:40:28.588628] [INFO ] [main ] KNSL: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:40:28.588685] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_late_session_pressure'] [2025-11-22T02:40:28.588721] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:28.603024] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:28.604440] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:28.604501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:28.609450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:28.653573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:28.654427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:28.655435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:28.730434] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.56% | Symbol ETA: 16.8s | Global ETA: 39m 46s [2025-11-22T02:40:28.731355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:28.731419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:28.733163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:28.733685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:28.734464] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:28.735119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:28.832837] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 9.6s | Global ETA: 39m 46s [2025-11-22T02:40:28.833749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:28.833813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:28.838657] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:28.839610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:28.841292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:28.842105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:28.844820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:28.846391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.201229] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -5.06% | Symbol ETA: 1m 41s | Global ETA: 39m 47s [2025-11-22T02:40:29.202194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:29.202256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:29.207322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:29.208204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.303916] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.85% | Symbol ETA: 16.2s | Global ETA: 39m 47s [2025-11-22T02:40:29.304839] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:29.304902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:29.306579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:29.307110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:29.307938] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:29.308580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.321015] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.98% | Symbol ETA: 23.6s | Global ETA: 39m 47s [2025-11-22T02:40:29.321923] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:29.321986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:29.326728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:29.369792] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:29.370756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:29.371781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.415320] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 9.0s | Global ETA: 39m 47s [2025-11-22T02:40:29.582302] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:40:29.756103] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:40:29.850000] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.79% | Symbol ETA: 1m 40s | Global ETA: 39m 47s [2025-11-22T02:40:29.850951] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:29.851013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:29.860101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:29.861055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.883603] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.25% | Symbol ETA: 15.6s | Global ETA: 39m 47s [2025-11-22T02:40:29.884503] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:29.884565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:29.886206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:29.886702] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:29.887475] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:29.888100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:29.924686] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:40:30.054514] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 23.0s | Global ETA: 39m 47s [2025-11-22T02:40:30.055421] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:30.055483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:30.060689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:30.091788] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:30.104987] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:30.106117] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:30.107280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:30.263218] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:30.443090] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:30.474801] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 15.1s | Global ETA: 39m 47s [2025-11-22T02:40:30.475696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:30.475763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:30.477441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:30.477958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:30.478763] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:30.479384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:30.502080] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.14% | Symbol ETA: 1m 40s | Global ETA: 39m 47s [2025-11-22T02:40:30.503031] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:30.503094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:30.508254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:30.509161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:30.610279] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:40:30.779320] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:30.801466] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.97% | Symbol ETA: 22.3s | Global ETA: 39m 48s [2025-11-22T02:40:30.802729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:30.802792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:30.807746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:30.851968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:30.852903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:30.853913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:30.947168] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:31.049076] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.43% | Symbol ETA: 14.5s | Global ETA: 39m 48s [2025-11-22T02:40:31.050069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:31.050134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:31.051958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:31.052497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:31.053320] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:31.054015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.115367] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:31.115572] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:31.115676] [INFO ] [main ] PFN: DISCARDED add_open_vs_close_liquidity_ratio (score: 20.81%) [2025-11-22T02:40:31.115725] [INFO ] [main ] PFN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:40:31.115759] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_open_vs_prev_range_position'] [2025-11-22T02:40:31.115795] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:31.127979] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:31.129397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:31.129460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:31.134145] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:31.135095] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:31.136746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:31.137527] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:31.140102] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:31.142990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.159066] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.49% | Symbol ETA: 1m 39s | Global ETA: 39m 48s [2025-11-22T02:40:31.160040] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:40:31.160105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:31.165202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:31.166147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.528831] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 21.5s | Global ETA: 39m 48s [2025-11-22T02:40:31.529735] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:31.529808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:31.534466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:31.577608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:31.578468] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:31.579465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.623665] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.31% | Symbol ETA: 13.9s | Global ETA: 39m 48s [2025-11-22T02:40:31.624546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:31.624609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:31.626247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:31.626753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:31.627549] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:31.628187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.718955] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 13.6s | Global ETA: 39m 48s [2025-11-22T02:40:31.719847] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:31.719910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:31.724903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:31.725850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:31.727501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:31.728302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:31.730904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:31.733749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:31.812468] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -8.25% | Symbol ETA: 1m 39s | Global ETA: 39m 48s [2025-11-22T02:40:31.993499] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 5.51%, Actual: 7.01% [2025-11-22T02:40:32.171726] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -2.49%, Actual: 1.94% [2025-11-22T02:40:32.193984] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.37% | Symbol ETA: 13.3s | Global ETA: 39m 48s [2025-11-22T02:40:32.194884] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:32.194946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:32.196565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:32.197078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:32.197879] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:32.198491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:32.261989] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 20.8s | Global ETA: 39m 48s [2025-11-22T02:40:32.262899] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:32.262961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:32.267687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:32.310080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:32.310958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:32.311955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:32.320224] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 13.0s | Global ETA: 39m 48s [2025-11-22T02:40:32.321186] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:32.321253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:32.326395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:32.327532] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:32.329336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:32.330550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:32.333359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:32.336379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:32.352938] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.28%, Actual: 0.39% [2025-11-22T02:40:32.534071] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 1.45% [2025-11-22T02:40:32.712304] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -2.98%, Actual: 4.02% [2025-11-22T02:40:32.764304] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 7.02% | Symbol ETA: 12.8s | Global ETA: 39m 49s [2025-11-22T02:40:32.765203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:32.765583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:32.767257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:32.767819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:32.768569] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:32.769227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:32.893857] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -5.06%, Actual: 0.02% [2025-11-22T02:40:32.920395] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 12.4s | Global ETA: 39m 49s [2025-11-22T02:40:32.921287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:32.921349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:32.926136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:32.927069] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:32.928742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:32.929502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:32.932058] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:32.934886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:32.971953] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 20.1s | Global ETA: 39m 49s [2025-11-22T02:40:32.972843] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:32.972904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:32.977589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:33.022000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:33.022823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:33.023819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:33.078597] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.79%, Actual: 3.55% [2025-11-22T02:40:33.256930] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.14%, Actual: 1.73% [2025-11-22T02:40:33.336595] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 12.2s | Global ETA: 39m 49s [2025-11-22T02:40:33.435878] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.49%, Actual: 1.75% [2025-11-22T02:40:33.504808] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.8s | Global ETA: 39m 49s [2025-11-22T02:40:33.505694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:33.505761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:33.506888] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.79%, Actual: 1.97% [2025-11-22T02:40:33.510528] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:33.511457] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:33.513124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:33.513888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:33.516473] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:33.519378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:33.615036] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -8.25%, Actual: 3.19% [2025-11-22T02:40:33.615255] [INFO ] [main ] AI: Magnitude Forecast Confidence: 46.2614% [2025-11-22T02:40:33.615376] [INFO ] [main ] AI: KEPT add_close_to_open_alignment (score: 46.26%) [2025-11-22T02:40:33.615424] [INFO ] [main ] AI: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:40:33.615460] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:40:33.615497] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:33.630797] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:33.632381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:33.632447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:33.637444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:33.638400] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:33.639295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:33.676086] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.56%, Actual: 1.79% [2025-11-22T02:40:33.700693] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 19.3s | Global ETA: 39m 49s [2025-11-22T02:40:33.701557] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:33.701619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:33.706383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:33.750124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:33.750931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:33.751928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:33.845280] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.85%, Actual: 21.96% [2025-11-22T02:40:34.014603] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.25%, Actual: 1.81% [2025-11-22T02:40:34.131837] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 11.3s | Global ETA: 39m 50s [2025-11-22T02:40:34.132713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:34.132775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:34.137523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:34.138489] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:34.140161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:34.140927] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:34.143510] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:34.146344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:34.183810] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 8.20% [2025-11-22T02:40:34.292202] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.65% | Symbol ETA: 1m 24s | Global ETA: 39m 50s [2025-11-22T02:40:34.293174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:34.293239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:34.298210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:34.299150] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:34.299997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:34.351521] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.43%, Actual: 1.07% [2025-11-22T02:40:34.453581] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 18.6s | Global ETA: 39m 50s [2025-11-22T02:40:34.454464] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:34.454525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:34.459307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:34.502149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:34.503109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:34.504111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:34.521274] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.31%, Actual: 6.24% [2025-11-22T02:40:34.690123] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.37%, Actual: 0.54% [2025-11-22T02:40:34.725922] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 10.7s | Global ETA: 39m 50s [2025-11-22T02:40:34.726818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:34.726879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:34.731704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:34.732666] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:34.734285] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:34.735057] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:34.737638] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:34.740549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:34.858639] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 7.02%, Actual: 4.55% [2025-11-22T02:40:34.950072] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 1m 24s | Global ETA: 39m 50s [2025-11-22T02:40:34.951061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:34.951127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:34.956039] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:34.956953] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:34.957844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.025036] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 3.47% [2025-11-22T02:40:35.025235] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 40.1541% [2025-11-22T02:40:35.025312] [INFO ] [main ] BFLY: DISCARDED add_morning_followthrough_mag_T0 (score: 40.15%) [2025-11-22T02:40:35.025354] [INFO ] [main ] BFLY: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:40:35.025386] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_morning_range_expansion'] [2025-11-22T02:40:35.025420] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:35.039401] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:35.040848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:35.040910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:35.042573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:35.043098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:35.043864] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:35.048037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.176615] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.30% | Symbol ETA: 17.9s | Global ETA: 39m 50s [2025-11-22T02:40:35.177507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:35.177570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:35.182367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:35.225383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:35.226299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:40:35.227319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.313133] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 10.1s | Global ETA: 39m 50s [2025-11-22T02:40:35.314034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:35.314098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:35.318917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:35.319876] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:35.321540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:35.322335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:35.324956] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:35.327971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.610842] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 9.08% | Symbol ETA: 1m 23s | Global ETA: 39m 50s [2025-11-22T02:40:35.611770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:35.611835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:35.616766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:35.617693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:35.618566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.643058] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.55% | Symbol ETA: 16.4s | Global ETA: 39m 50s [2025-11-22T02:40:35.643976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:35.644039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:35.645768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:35.646276] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:35.647059] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:35.651373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:35.904094] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 17.2s | Global ETA: 39m 51s [2025-11-22T02:40:35.917722] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: 39m 51s [2025-11-22T02:40:35.918595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:35.918683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:35.923399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:35.924327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:35.925956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:35.926768] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:35.929386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:35.932573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:36.073874] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.98%, Actual: 3.24% [2025-11-22T02:40:36.234879] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 7.44% | Symbol ETA: 15.8s | Global ETA: 39m 51s [2025-11-22T02:40:36.235767] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:36.235830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:36.237508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:36.238003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:36.238786] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:36.241854] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 3.40% [2025-11-22T02:40:36.242893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:36.276626] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.19% | Symbol ETA: 1m 22s | Global ETA: 39m 51s [2025-11-22T02:40:36.277623] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:36.277725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:36.282928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:36.283920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:36.284826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:36.407835] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.97%, Actual: 2.38% [2025-11-22T02:40:36.507980] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 39m 51s [2025-11-22T02:40:36.508873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:36.508958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:36.513680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:36.514747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:36.516394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:36.517176] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:36.519903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:40:36.522814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:36.572682] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.63% [2025-11-22T02:40:36.737970] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 0.14% [2025-11-22T02:40:36.825030] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -5.90% | Symbol ETA: 15.2s | Global ETA: 39m 51s [2025-11-22T02:40:36.825932] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:36.826011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:36.827737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:36.828240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:36.829013] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:36.833170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:36.903078] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 1.86% [2025-11-22T02:40:36.930742] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -4.41% | Symbol ETA: 1m 22s | Global ETA: 39m 51s [2025-11-22T02:40:36.931697] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:36.931760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:36.936579] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:36.937492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:36.938329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:37.068500] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 1.41% [2025-11-22T02:40:37.098935] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 39m 51s [2025-11-22T02:40:37.236418] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 0.21% [2025-11-22T02:40:37.270869] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.42% [2025-11-22T02:40:37.403865] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.30%, Actual: 1.22% [2025-11-22T02:40:37.440301] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:40:37.472051] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.23% | Symbol ETA: 14.7s | Global ETA: 39m 51s [2025-11-22T02:40:37.473004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:37.473070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:37.474807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:37.475321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:37.476129] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:37.480404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:37.569484] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.35%, Actual: 2.99% [2025-11-22T02:40:37.569696] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.9961% [2025-11-22T02:40:37.569787] [INFO ] [main ] KNSL: DISCARDED add_late_session_pressure (score: 40.00%) [2025-11-22T02:40:37.569856] [INFO ] [main ] KNSL: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:40:37.569890] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_micro_gap_fill_velocity'] [2025-11-22T02:40:37.569947] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:37.581353] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 0.90% | Symbol ETA: 1m 21s | Global ETA: 39m 52s [2025-11-22T02:40:37.582293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:37.582357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:37.584224] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:37.585510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:37.585573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:37.587198] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:37.588120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:37.589003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:37.590313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:37.610391] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:40:37.634533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:37.635388] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:37.637385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:37.781636] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:37.953236] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:38.068327] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -11.20% | Symbol ETA: 14.0s | Global ETA: 39m 52s [2025-11-22T02:40:38.069596] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:38.069683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:38.071428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:38.071970] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:38.072773] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:38.077058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:38.124363] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:38.211105] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.07% | Symbol ETA: 1m 20s | Global ETA: 39m 52s [2025-11-22T02:40:38.211993] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:38.212056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:38.216859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:38.217661] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:38.218505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:38.298500] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:40:38.311850] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 22.1s | Global ETA: 39m 52s [2025-11-22T02:40:38.312753] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:38.312815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:38.317552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:38.361874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:38.362752] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:38.364722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:38.466734] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:38.634340] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:38.660021] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.60% | Symbol ETA: 13.4s | Global ETA: 39m 52s [2025-11-22T02:40:38.660959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:38.661033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:38.662786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:38.663288] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:38.664106] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:38.668251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:38.804460] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:38.804687] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.2823% [2025-11-22T02:40:38.804774] [INFO ] [main ] PFN: DISCARDED add_open_vs_prev_range_position (score: 22.28%) [2025-11-22T02:40:38.804817] [INFO ] [main ] PFN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:40:38.804849] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_overnight_gap_amplitude'] [2025-11-22T02:40:38.804885] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:38.816838] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:38.818103] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:38.818166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:38.822949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:38.823894] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:38.825537] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:38.826308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:38.828948] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:38.829564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:38.833038] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 1m 20s | Global ETA: 39m 52s [2025-11-22T02:40:38.833923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:38.833986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:38.838770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:38.839532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:38.840390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.060209] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 21.5s | Global ETA: 39m 52s [2025-11-22T02:40:39.061141] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:39.061203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:39.065938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:39.109566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:39.110587] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:39.112549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.246733] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.96% | Symbol ETA: 12.8s | Global ETA: 39m 53s [2025-11-22T02:40:39.247636] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:39.247724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:39.249320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:39.249817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:39.250614] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:39.254773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.401668] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 12.9s | Global ETA: 39m 53s [2025-11-22T02:40:39.402560] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:39.402625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:39.407561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:39.408537] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:39.410220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:39.410989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:39.413565] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:39.414210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.453658] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.44% | Symbol ETA: 1m 19s | Global ETA: 39m 53s [2025-11-22T02:40:39.454690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:39.454757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:39.460017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:39.461194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:39.462245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.799944] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 3.00% | Symbol ETA: 20.8s | Global ETA: 39m 53s [2025-11-22T02:40:39.800846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:39.800909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:39.805574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:39.827917] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 12.2s | Global ETA: 39m 53s [2025-11-22T02:40:39.828801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:39.828862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:39.830478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:39.830976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:39.831749] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:39.835844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.849289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:39.850095] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:39.852009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:39.989704] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 12.4s | Global ETA: 39m 53s [2025-11-22T02:40:39.990573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:39.990655] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:39.995550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:39.996503] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:39.998203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:39.998963] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:40.001581] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:40.002276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:40.070476] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.52% | Symbol ETA: 1m 18s | Global ETA: 39m 53s [2025-11-22T02:40:40.239922] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.65%, Actual: 7.01% [2025-11-22T02:40:40.406734] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 11.6s | Global ETA: 39m 53s [2025-11-22T02:40:40.407713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:40.407779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:40.409624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:40.410372] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:40.411200] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:40.411139] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.04%, Actual: 1.94% [2025-11-22T02:40:40.415409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:40.568964] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 20.1s | Global ETA: 39m 53s [2025-11-22T02:40:40.569955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:40.570029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:40.574974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:40.597322] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 9.08%, Actual: 0.39% [2025-11-22T02:40:40.621478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:40.622585] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:40.624707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:40.655926] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 12.0s | Global ETA: 39m 53s [2025-11-22T02:40:40.657353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:40.657460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:40.664360] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:40.666017] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:40.668419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:40.669596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:40.673242] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:40.674290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:40.827834] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.19%, Actual: 1.45% [2025-11-22T02:40:41.103186] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -4.41%, Actual: 4.02% [2025-11-22T02:40:41.227973] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.27% | Symbol ETA: 11.0s | Global ETA: 39m 54s [2025-11-22T02:40:41.334876] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 0.90%, Actual: 0.02% [2025-11-22T02:40:41.414818] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.55%, Actual: 1.97% [2025-11-22T02:40:41.470406] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.7s | Global ETA: 39m 54s [2025-11-22T02:40:41.471351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:41.471434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:41.476346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:41.477431] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:41.479203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:41.480021] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:41.482724] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:41.483428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:41.512056] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.07%, Actual: 3.55% [2025-11-22T02:40:41.552456] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 19.6s | Global ETA: 39m 54s [2025-11-22T02:40:41.553446] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:41.553513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:41.559216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:41.587562] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 7.44%, Actual: 1.79% [2025-11-22T02:40:41.607259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:41.608344] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:41.610885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:41.681106] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.73% [2025-11-22T02:40:41.752152] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -5.90%, Actual: 21.96% [2025-11-22T02:40:41.848117] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.44%, Actual: 1.75% [2025-11-22T02:40:41.921820] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.23%, Actual: 1.81% [2025-11-22T02:40:42.015103] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.52%, Actual: 3.19% [2025-11-22T02:40:42.015300] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.6524% [2025-11-22T02:40:42.015352] [INFO ] [main ] AI: DISCARDED add_composite_volatility_context (score: 36.65%) [2025-11-22T02:40:42.015390] [INFO ] [main ] AI: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:40:42.015420] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T02:40:42.015456] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:42.033670] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:42.034933] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:42.034994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:42.039776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:42.040553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:42.042842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:42.073859] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.9s | Global ETA: 39m 54s [2025-11-22T02:40:42.074748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:42.074810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:42.079597] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:42.080560] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:42.082210] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:42.083017] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:42.085625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:42.086269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:42.089412] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -11.20%, Actual: 8.20% [2025-11-22T02:40:42.256843] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.60%, Actual: 1.07% [2025-11-22T02:40:42.352969] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 18.8s | Global ETA: 39m 54s [2025-11-22T02:40:42.353999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:42.354069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:42.359582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:42.419966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:42.421312] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:42.424044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:42.424697] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.96%, Actual: 6.24% [2025-11-22T02:40:42.592782] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.43%, Actual: 0.54% [2025-11-22T02:40:42.655959] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 10.2s | Global ETA: 39m 55s [2025-11-22T02:40:42.656846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:42.656908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:42.658566] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 1m 10s | Global ETA: 39m 55s [2025-11-22T02:40:42.659469] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:42.659531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:42.661707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:42.662609] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:42.664298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:42.664351] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:42.665067] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:42.665146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:42.667483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:42.667700] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:42.668358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:42.761408] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 4.55% [2025-11-22T02:40:42.932509] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.27%, Actual: 3.47% [2025-11-22T02:40:42.932744] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 35.1818% [2025-11-22T02:40:42.932835] [INFO ] [main ] BFLY: DISCARDED add_morning_range_expansion (score: 35.18%) [2025-11-22T02:40:42.932880] [INFO ] [main ] BFLY: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:40:42.932920] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_open_11_elasticity'] [2025-11-22T02:40:42.932964] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:42.946665] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:42.948032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:42.948104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:42.949838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:42.950367] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:42.951144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:42.952216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.160023] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.16% | Symbol ETA: 18.0s | Global ETA: 39m 55s [2025-11-22T02:40:43.161077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:43.161144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.166315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:43.211895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:43.212968] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:43.215260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.234451] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.6s | Global ETA: 39m 55s [2025-11-22T02:40:43.235339] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:43.235402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.240204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:43.241133] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:43.242771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:43.243511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:43.246065] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:43.246701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.285914] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 6.39% | Symbol ETA: 1m 9s | Global ETA: 39m 55s [2025-11-22T02:40:43.286834] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:43.286896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.291953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:43.292808] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:43.295206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.534110] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 11.59% | Symbol ETA: 16.1s | Global ETA: 39m 55s [2025-11-22T02:40:43.535025] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:43.535089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:43.536782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:43.537286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:43.538145] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:43.539276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.817773] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 8.9s | Global ETA: 39m 55s [2025-11-22T02:40:43.818673] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:43.818736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.823444] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:43.824379] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:43.826027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:43.826788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:43.829334] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:43.830017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.924453] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 12.29% | Symbol ETA: 1m 9s | Global ETA: 39m 55s [2025-11-22T02:40:43.925410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:43.925474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.926427] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 17.2s | Global ETA: 39m 55s [2025-11-22T02:40:43.927360] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:43.927424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:43.930666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:43.931477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:43.932218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:43.933881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:43.975743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:43.976675] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:43.978635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.113315] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.15% | Symbol ETA: 15.4s | Global ETA: 39m 55s [2025-11-22T02:40:44.114198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:44.114259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:44.115905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:44.116383] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:44.117193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:44.118265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.401859] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 39m 56s [2025-11-22T02:40:44.402755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:44.402818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:44.407964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:44.408927] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:44.410538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:44.411636] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:44.414215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:40:44.414856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.567518] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -3.53% | Symbol ETA: 1m 8s | Global ETA: 39m 56s [2025-11-22T02:40:44.568448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:44.568509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:44.573318] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:44.574145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:44.576424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.664583] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.49% | Symbol ETA: 16.4s | Global ETA: 39m 56s [2025-11-22T02:40:44.665486] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:44.665548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:44.670313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:44.698546] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -5.94% | Symbol ETA: 14.9s | Global ETA: 39m 56s [2025-11-22T02:40:44.699469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:44.699575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:44.701242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:44.701780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:44.702518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:44.703578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.713657] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:44.714452] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:40:44.716375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:44.982304] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 39m 56s [2025-11-22T02:40:45.151427] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:40:45.220857] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 1m 8s | Global ETA: 39m 56s [2025-11-22T02:40:45.221859] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:45.221925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:45.227088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:45.228027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:45.230509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:45.272563] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.63% | Symbol ETA: 14.3s | Global ETA: 39m 56s [2025-11-22T02:40:45.273969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:45.274035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:45.275715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:45.276246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:45.277027] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:45.278151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:45.318741] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:40:45.396621] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 15.6s | Global ETA: 39m 56s [2025-11-22T02:40:45.484971] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:40:45.564661] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 3.24% [2025-11-22T02:40:45.658510] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:45.732791] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 3.40% [2025-11-22T02:40:45.833709] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:45.847496] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -7.04% | Symbol ETA: 13.7s | Global ETA: 39m 56s [2025-11-22T02:40:45.848426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:45.848487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:45.850161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:45.850636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:45.851399] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:45.852472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:45.867487] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.74% | Symbol ETA: 1m 7s | Global ETA: 39m 56s [2025-11-22T02:40:45.868429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:45.868491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:45.873329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:45.874218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:45.876539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:45.900442] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 3.00%, Actual: 2.38% [2025-11-22T02:40:46.005378] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:46.068430] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.63% [2025-11-22T02:40:46.177773] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:40:46.236516] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.14% [2025-11-22T02:40:46.346222] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:46.404721] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.86% [2025-11-22T02:40:46.419761] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -6.04% | Symbol ETA: 13.1s | Global ETA: 39m 57s [2025-11-22T02:40:46.420674] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:46.420737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:46.422357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:46.422860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:46.423604] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:46.424676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:46.513165] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:46.530092] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.21% | Symbol ETA: 1m 6s | Global ETA: 39m 57s [2025-11-22T02:40:46.530989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:46.531050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:46.535734] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:46.536496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:46.539765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:46.571348] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.16%, Actual: 1.41% [2025-11-22T02:40:46.682491] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:46.682719] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:46.682808] [INFO ] [main ] PFN: DISCARDED add_overnight_gap_amplitude (score: 20.81%) [2025-11-22T02:40:46.682850] [INFO ] [main ] PFN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:40:46.682883] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_overnight_gap_mag'] [2025-11-22T02:40:46.682918] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:46.695292] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:46.696788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:46.696851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:46.701826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:46.702885] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:46.704607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:46.705404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:46.708085] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:46.708818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:46.737625] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 0.21% [2025-11-22T02:40:46.903486] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.49%, Actual: 1.22% [2025-11-22T02:40:46.987157] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.89% | Symbol ETA: 12.5s | Global ETA: 39m 57s [2025-11-22T02:40:46.988057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:46.988119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:46.989765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:46.990259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:46.991032] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:46.992085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.069581] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 2.99% [2025-11-22T02:40:47.069791] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 40.8108% [2025-11-22T02:40:47.069882] [INFO ] [main ] KNSL: DISCARDED add_micro_gap_fill_velocity (score: 40.81%) [2025-11-22T02:40:47.069925] [INFO ] [main ] KNSL: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:40:47.069956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:40:47.069990] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:47.084430] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:47.085853] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:47.085913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.090825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:47.136767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:47.137630] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:47.138314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.153616] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.94% | Symbol ETA: 1m 6s | Global ETA: 39m 57s [2025-11-22T02:40:47.154526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:47.154588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.163020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:47.163814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:47.166181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.286876] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 12.6s | Global ETA: 39m 57s [2025-11-22T02:40:47.287823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:47.287885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.292688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:47.293638] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:47.295335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:47.296116] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:47.298808] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:47.299515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.566373] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.17% | Symbol ETA: 11.9s | Global ETA: 39m 57s [2025-11-22T02:40:47.567271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:47.567345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:47.569049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:47.569929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:47.570713] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:47.571757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.824927] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.58% | Symbol ETA: 21.9s | Global ETA: 39m 58s [2025-11-22T02:40:47.825881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:47.825948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.831323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:47.865614] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.30% | Symbol ETA: 1m 5s | Global ETA: 39m 58s [2025-11-22T02:40:47.866498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:47.866559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.871352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:47.872126] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:40:47.874472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.877876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:47.878776] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:47.879511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:47.881839] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 12.0s | Global ETA: 39m 58s [2025-11-22T02:40:47.882790] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:47.882852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:47.887639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:47.888620] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:47.890321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:47.891114] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:47.893762] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:47.894448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:48.168585] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.72% | Symbol ETA: 11.4s | Global ETA: 39m 58s [2025-11-22T02:40:48.169517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:48.169581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:48.171298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:48.171811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:48.172591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:40:48.173722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:48.471281] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 11.4s | Global ETA: 39m 58s [2025-11-22T02:40:48.472179] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:48.472242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:48.477027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:48.477985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:48.479627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:48.480390] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:48.483001] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:48.483721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:48.485999] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.33% | Symbol ETA: 1m 4s | Global ETA: 39m 58s [2025-11-22T02:40:48.584515] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 21.2s | Global ETA: 39m 58s [2025-11-22T02:40:48.586027] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:48.586092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:48.591293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:48.639734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:48.640759] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:48.641524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:48.656883] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 7.01% [2025-11-22T02:40:48.761145] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.10% | Symbol ETA: 10.8s | Global ETA: 39m 58s [2025-11-22T02:40:48.824039] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 6.39%, Actual: 1.94% [2025-11-22T02:40:48.931968] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 11.59%, Actual: 1.97% [2025-11-22T02:40:48.988573] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 12.29%, Actual: 0.39% [2025-11-22T02:40:49.062862] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 10.8s | Global ETA: 39m 58s [2025-11-22T02:40:49.063744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:49.063808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:49.069071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:49.070004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:49.071756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:49.072560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:49.075352] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:49.076137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:49.109078] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 1.79% [2025-11-22T02:40:49.156880] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -3.53%, Actual: 1.45% [2025-11-22T02:40:49.288367] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -5.94%, Actual: 21.96% [2025-11-22T02:40:49.323561] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 4.02% [2025-11-22T02:40:49.328893] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 20.4s | Global ETA: 39m 58s [2025-11-22T02:40:49.329872] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:49.329935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:49.334824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:49.378968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:49.380023] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:49.380716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:49.472694] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.63%, Actual: 1.81% [2025-11-22T02:40:49.491786] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.74%, Actual: 0.02% [2025-11-22T02:40:49.645954] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -7.04%, Actual: 8.20% [2025-11-22T02:40:49.657215] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.21%, Actual: 3.55% [2025-11-22T02:40:49.667340] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 10.3s | Global ETA: 39m 59s [2025-11-22T02:40:49.668263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:49.668327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:49.673111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:49.674083] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:49.675809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:49.676552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:49.679201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:49.679918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:49.819470] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -6.04%, Actual: 1.07% [2025-11-22T02:40:49.823362] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.94%, Actual: 1.73% [2025-11-22T02:40:49.987386] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.89%, Actual: 6.24% [2025-11-22T02:40:49.990637] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.30%, Actual: 1.75% [2025-11-22T02:40:50.096383] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.42% | Symbol ETA: 19.7s | Global ETA: 39m 59s [2025-11-22T02:40:50.097275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:50.097352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.102154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:50.148999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:50.149966] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:50.150743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.157620] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.17%, Actual: 0.54% [2025-11-22T02:40:50.158431] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.33%, Actual: 3.19% [2025-11-22T02:40:50.158583] [INFO ] [main ] AI: Magnitude Forecast Confidence: 34.4172% [2025-11-22T02:40:50.158679] [INFO ] [main ] AI: DISCARDED add_day_shape_ratios (score: 34.42%) [2025-11-22T02:40:50.158724] [INFO ] [main ] AI: Testing feature 8/53: add_directional_consistency [2025-11-22T02:40:50.158756] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T02:40:50.158790] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:50.173304] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:50.174699] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:50.174760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.179612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:50.180426] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:50.262335] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 9.7s | Global ETA: 39m 59s [2025-11-22T02:40:50.263246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:50.263313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.268117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:50.269073] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:50.270741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:50.271484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:50.274109] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:50.274813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.306044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.330448] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.72%, Actual: 4.55% [2025-11-22T02:40:50.497199] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.10%, Actual: 3.47% [2025-11-22T02:40:50.497423] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 45.0630% [2025-11-22T02:40:50.497509] [INFO ] [main ] BFLY: DISCARDED add_open_11_elasticity (score: 45.06%) [2025-11-22T02:40:50.497552] [INFO ] [main ] BFLY: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:40:50.497582] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_open_reversal_intensity'] [2025-11-22T02:40:50.497616] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:50.511468] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:50.512884] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:50.512945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:50.514632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:50.515147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:50.515930] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:50.517277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.847983] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 9.1s | Global ETA: 39m 59s [2025-11-22T02:40:50.848910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:50.848972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.853772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:50.854688] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:50.856317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:50.856965] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 19.0s | Global ETA: 39m 59s [2025-11-22T02:40:50.857088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:50.857964] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:50.858029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.859707] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:50.860392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.863110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:50.909785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:50.910960] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:50.911780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:50.912339] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.99% | Symbol ETA: 59.0s | Global ETA: 39m 59s [2025-11-22T02:40:50.913265] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:50.913328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:50.918123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:50.918912] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:51.041788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:51.085530] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 10.55% | Symbol ETA: 14.7s | Global ETA: 39m 59s [2025-11-22T02:40:51.086411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:51.086473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:51.088170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:51.088668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:51.089431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:51.090694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:51.430981] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: 39m 60s [2025-11-22T02:40:51.431862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:51.431923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:51.436751] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:51.437688] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:51.439372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:51.440155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:51.442807] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:51.443553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:51.586970] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 18.2s | Global ETA: 39m 60s [2025-11-22T02:40:51.587900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:51.587966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:51.592983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:51.639146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:51.640228] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:51.641000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:51.642736] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 6.02% | Symbol ETA: 58.2s | Global ETA: 39m 60s [2025-11-22T02:40:51.643623] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:51.643720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:51.648490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:51.649275] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:51.666432] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.15% | Symbol ETA: 14.2s | Global ETA: 39m 60s [2025-11-22T02:40:51.667357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:51.670899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:51.672608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:51.673150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:51.673963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:51.675227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:51.774948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.019589] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.9s | Global ETA: 39m 60s [2025-11-22T02:40:52.020467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:52.020529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:52.025602] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:52.026548] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:52.028215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:52.029135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:52.031735] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:40:52.032422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.247908] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.21% | Symbol ETA: 13.6s | Global ETA: 40m 0s [2025-11-22T02:40:52.248803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:52.248867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:52.250491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:52.250978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:52.251745] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:52.252974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.347033] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.68% | Symbol ETA: 17.5s | Global ETA: 40m 0s [2025-11-22T02:40:52.347966] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:52.348030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:52.353019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:52.376122] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.41% | Symbol ETA: 57.5s | Global ETA: 40m 0s [2025-11-22T02:40:52.377007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:52.377092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:52.381796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:52.382554] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:52.397707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:52.398608] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:52.399339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.508701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.611113] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 7.3s | Global ETA: 40m 0s [2025-11-22T02:40:52.780670] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:40:52.840261] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 7.03% | Symbol ETA: 13.0s | Global ETA: 40m 0s [2025-11-22T02:40:52.841167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:52.841615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:52.843349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:52.843868] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:52.844626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:52.845921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:52.948466] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:40:53.102743] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 16.7s | Global ETA: 40m 1s [2025-11-22T02:40:53.103604] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:53.103685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:53.108563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:53.117445] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:40:53.119780] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.35% | Symbol ETA: 56.8s | Global ETA: 40m 1s [2025-11-22T02:40:53.120626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:53.120727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:53.125405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:53.126392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:53.151450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:53.152295] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:53.153004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:53.256087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:53.286901] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:40:53.427849] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.17% | Symbol ETA: 12.5s | Global ETA: 40m 1s [2025-11-22T02:40:53.428891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:53.428956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:53.430817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:53.431347] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:53.432143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:53.433410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:53.455160] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:40:53.624131] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:40:53.793694] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:40:53.857091] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.66% | Symbol ETA: 16.0s | Global ETA: 40m 1s [2025-11-22T02:40:53.858006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:53.858068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:53.862879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:53.871576] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 5.79% | Symbol ETA: 56.0s | Global ETA: 40m 1s [2025-11-22T02:40:53.872508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:53.872571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:53.877485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:53.878367] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:53.906007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:53.907539] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:40:53.908242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:53.962178] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:40:54.005975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.028996] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -2.96% | Symbol ETA: 11.9s | Global ETA: 40m 1s [2025-11-22T02:40:54.030754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:54.030834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:54.032920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:54.033436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:54.034247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:54.035631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.134078] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:40:54.302308] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:40:54.302497] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:40:54.302577] [INFO ] [main ] PFN: DISCARDED add_overnight_gap_mag (score: 20.81%) [2025-11-22T02:40:54.302617] [INFO ] [main ] PFN: Testing feature 29/53: add_pct_change [2025-11-22T02:40:54.302668] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_pct_change'] [2025-11-22T02:40:54.302705] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:40:54.315517] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:54.316972] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:54.317034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:54.321921] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:54.322863] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:54.324510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:54.325297] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:54.327918] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:54.329984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.607997] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 15.2s | Global ETA: 40m 1s [2025-11-22T02:40:54.623032] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -4.90% | Symbol ETA: 55.3s | Global ETA: 40m 2s [2025-11-22T02:40:54.623960] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:54.624022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:54.627858] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 8.33% | Symbol ETA: 11.3s | Global ETA: 40m 2s [2025-11-22T02:40:54.628833] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:54.628898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:54.629005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:54.629870] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:54.630613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:54.631123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:54.631908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:54.633198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.754918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.785610] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.58%, Actual: 3.24% [2025-11-22T02:40:54.911140] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.76% | Symbol ETA: 11.9s | Global ETA: 40m 2s [2025-11-22T02:40:54.912026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:54.912088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:54.916948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:54.917896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:54.919597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:54.920373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:54.922999] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:54.925008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:54.961819] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 3.40% [2025-11-22T02:40:55.133438] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 2.38% [2025-11-22T02:40:55.201628] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -6.74% | Symbol ETA: 10.7s | Global ETA: 40m 2s [2025-11-22T02:40:55.202526] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:55.202589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:55.204261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:55.204757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:55.205501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:55.206744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:55.306742] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.42%, Actual: 0.63% [2025-11-22T02:40:55.373029] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.94% | Symbol ETA: 54.6s | Global ETA: 40m 2s [2025-11-22T02:40:55.373945] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:55.374008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:55.378948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:55.379806] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:55.480670] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.14% [2025-11-22T02:40:55.504539] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.94% | Symbol ETA: 11.3s | Global ETA: 40m 2s [2025-11-22T02:40:55.504830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:55.505412] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:55.505474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:55.510311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:55.511231] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:55.512876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:55.513675] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:55.516271] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:55.518311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:55.656908] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 1.86% [2025-11-22T02:40:55.787999] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.19% | Symbol ETA: 10.1s | Global ETA: 40m 2s [2025-11-22T02:40:55.788956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:55.789020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:55.790735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:55.791242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:55.792038] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:40:55.793410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:55.823700] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.68%, Actual: 1.41% [2025-11-22T02:40:55.994372] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.21% [2025-11-22T02:40:56.099905] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 10.7s | Global ETA: 40m 2s [2025-11-22T02:40:56.100786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:56.100847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:56.105628] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:56.106596] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:56.108262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:56.109053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:56.111660] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:56.113607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:56.123468] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.20% | Symbol ETA: 53.8s | Global ETA: 40m 2s [2025-11-22T02:40:56.124352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:56.124413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:56.129214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:56.130017] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:56.162306] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.66%, Actual: 1.22% [2025-11-22T02:40:56.252484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:56.329982] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 2.99% [2025-11-22T02:40:56.330202] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 36.3468% [2025-11-22T02:40:56.330302] [INFO ] [main ] KNSL: DISCARDED add_morning_followthrough_mag_T0 (score: 36.35%) [2025-11-22T02:40:56.330345] [INFO ] [main ] KNSL: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:40:56.330377] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_morning_range_expansion'] [2025-11-22T02:40:56.330412] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:40:56.345025] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:56.346482] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:56.346544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:56.351408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:56.385800] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.23% | Symbol ETA: 9.5s | Global ETA: 40m 3s [2025-11-22T02:40:56.401569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:56.402897] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:56.409031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:56.556391] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 10.55%, Actual: 1.97% [2025-11-22T02:40:56.694110] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 10.1s | Global ETA: 40m 3s [2025-11-22T02:40:56.695005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:56.695067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:56.699828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:56.700739] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:56.702352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:56.703115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:56.705675] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:56.707660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:56.722321] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 1.79% [2025-11-22T02:40:56.850523] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.42% | Symbol ETA: 53.1s | Global ETA: 40m 3s [2025-11-22T02:40:56.851404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:56.851464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:56.856180] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:56.857093] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:40:56.889020] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.21%, Actual: 21.96% [2025-11-22T02:40:56.976935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:57.064263] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 7.03%, Actual: 1.81% [2025-11-22T02:40:57.102509] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 20.5s | Global ETA: 40m 3s [2025-11-22T02:40:57.103427] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:57.103489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:57.108388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:57.153875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:57.154723] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:57.158980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:57.238620] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.17%, Actual: 8.20% [2025-11-22T02:40:57.284870] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.5s | Global ETA: 40m 3s [2025-11-22T02:40:57.285771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:57.285833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:57.290986] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:57.291932] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:57.293559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:57.294335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:57.296998] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:57.298993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:57.416796] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -2.96%, Actual: 1.07% [2025-11-22T02:40:57.587013] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.66% | Symbol ETA: 52.3s | Global ETA: 40m 3s [2025-11-22T02:40:57.596919] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 8.33%, Actual: 6.24% [2025-11-22T02:40:57.755129] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.99%, Actual: 7.01% [2025-11-22T02:40:57.769543] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -6.74%, Actual: 0.54% [2025-11-22T02:40:57.841635] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 19.7s | Global ETA: 40m 3s [2025-11-22T02:40:57.842532] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:57.842594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:57.847399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:57.876158] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 8.9s | Global ETA: 40m 3s [2025-11-22T02:40:57.877074] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:57.877137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:57.881952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:57.882912] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:57.884574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:57.885399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:57.888010] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:57.890019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:57.894128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:57.895269] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:57.899768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:57.921355] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 6.02%, Actual: 1.94% [2025-11-22T02:40:57.945930] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.19%, Actual: 4.55% [2025-11-22T02:40:58.090256] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.41%, Actual: 0.39% [2025-11-22T02:40:58.120336] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.23%, Actual: 3.47% [2025-11-22T02:40:58.120559] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.2056% [2025-11-22T02:40:58.120680] [INFO ] [main ] BFLY: DISCARDED add_open_reversal_intensity (score: 44.21%) [2025-11-22T02:40:58.120739] [INFO ] [main ] BFLY: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:40:58.120773] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:40:58.120809] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:40:58.135183] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:58.137132] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:58.137200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:58.139068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:58.139580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:58.140374] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:58.141883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:58.257810] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.35%, Actual: 1.45% [2025-11-22T02:40:58.422223] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 5.79%, Actual: 4.02% [2025-11-22T02:40:58.469001] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 40m 4s [2025-11-22T02:40:58.469921] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:58.470009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:58.474799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:58.475726] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:58.477389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:58.478164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:58.480842] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:58.482820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:58.580938] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 18.9s | Global ETA: 40m 4s [2025-11-22T02:40:58.581830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:58.581892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:58.586687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:58.587117] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -4.90%, Actual: 0.02% [2025-11-22T02:40:58.630223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:58.631149] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:58.635352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:58.733550] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 10.77% | Symbol ETA: 14.3s | Global ETA: 40m 4s [2025-11-22T02:40:58.734479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:58.734544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:58.736242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:58.736751] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:58.737520] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:58.739002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:58.755815] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.94%, Actual: 3.55% [2025-11-22T02:40:58.922897] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.20%, Actual: 1.73% [2025-11-22T02:40:59.088512] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.42%, Actual: 1.75% [2025-11-22T02:40:59.119636] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 40m 4s [2025-11-22T02:40:59.120522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:59.120584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:59.125403] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:59.126385] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:59.128176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:59.128981] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:59.131598] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:59.133589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.253324] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.66%, Actual: 3.19% [2025-11-22T02:40:59.253489] [INFO ] [main ] AI: Magnitude Forecast Confidence: 40.3492% [2025-11-22T02:40:59.253564] [INFO ] [main ] AI: DISCARDED add_directional_consistency (score: 40.35%) [2025-11-22T02:40:59.253606] [INFO ] [main ] AI: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:40:59.253637] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T02:40:59.253695] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:40:59.268103] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:40:59.269476] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:59.269537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:59.274292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:59.275089] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:59.276631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.320625] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -1.29% | Symbol ETA: 13.6s | Global ETA: 40m 4s [2025-11-22T02:40:59.321534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:59.321596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:59.323272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:59.323789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:59.324536] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:59.325986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.329012] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 18.1s | Global ETA: 40m 4s [2025-11-22T02:40:59.329914] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:59.329976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:59.334757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:40:59.379765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:59.380568] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:40:59.384763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.712165] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 7.1s | Global ETA: 40m 4s [2025-11-22T02:40:59.713052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:40:59.713114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:59.717859] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:40:59.718774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:59.720384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:40:59.721156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:40:59.723720] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:40:59.725679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.890512] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.95% | Symbol ETA: 55.6s | Global ETA: 40m 5s [2025-11-22T02:40:59.891954] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:40:59.892016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:40:59.896752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:59.897545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:40:59.899092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:40:59.904161] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.24% | Symbol ETA: 13.0s | Global ETA: 40m 5s [2025-11-22T02:40:59.905045] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:40:59.905128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:40:59.906799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:40:59.907279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:40:59.908131] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:40:59.909749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:00.093811] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 17.4s | Global ETA: 40m 5s [2025-11-22T02:41:00.094700] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:00.095078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:00.099934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:00.143374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:00.144207] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:41:00.148348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:00.322137] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.5s | Global ETA: 40m 5s [2025-11-22T02:41:00.504133] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 6.99% | Symbol ETA: 12.4s | Global ETA: 40m 5s [2025-11-22T02:41:00.505019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:00.505083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:00.509783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:00.510253] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:00.511024] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:00.515499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:00.576893] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.76%, Actual: 0.42% [2025-11-22T02:41:00.815724] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.94%, Actual: 0.57% [2025-11-22T02:41:00.872809] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 0.17% | Symbol ETA: 56.4s | Global ETA: 40m 5s [2025-11-22T02:41:00.873693] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:00.873754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:00.884798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:00.885747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:00.887443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:00.907763] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 16.7s | Global ETA: 40m 5s [2025-11-22T02:41:00.908755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:00.908818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:00.913790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:00.957619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:00.958545] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:41:00.962788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:00.984352] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:41:01.159304] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.78% [2025-11-22T02:41:01.239303] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.47% | Symbol ETA: 12.0s | Global ETA: 40m 5s [2025-11-22T02:41:01.240199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:01.240260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:01.242053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:01.242548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:01.243345] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:01.244801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:01.325697] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:01.501718] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:01.560012] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 55.4s | Global ETA: 40m 6s [2025-11-22T02:41:01.560903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:01.560965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:01.565707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:01.566478] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:01.568058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:01.670108] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:01.777614] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 16.0s | Global ETA: 40m 6s [2025-11-22T02:41:01.778534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:01.778597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:01.783906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:01.829355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:01.830216] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:41:01.834353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:01.845874] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:01.862463] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.54% | Symbol ETA: 11.4s | Global ETA: 40m 6s [2025-11-22T02:41:01.863393] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:01.863461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:01.865174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:01.865713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:01.866468] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:01.868046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.016239] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:02.179446] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.85% | Symbol ETA: 54.4s | Global ETA: 40m 6s [2025-11-22T02:41:02.180326] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:02.180392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:02.185134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:02.185971] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:02.186821] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:02.187025] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.0378% [2025-11-22T02:41:02.187112] [INFO ] [main ] PFN: DISCARDED add_pct_change (score: 20.04%) [2025-11-22T02:41:02.187155] [INFO ] [main ] PFN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:41:02.187187] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_preclose_acceleration_mag'] [2025-11-22T02:41:02.187274] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:02.187526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.199566] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:02.201211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:02.201275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:02.206092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:02.207059] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:02.208819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:02.209578] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:02.212173] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:02.213214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.436809] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.82% | Symbol ETA: 10.7s | Global ETA: 40m 6s [2025-11-22T02:41:02.437742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:02.437804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:02.439456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:02.439988] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:02.440771] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:02.442202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.518002] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 15.2s | Global ETA: 40m 6s [2025-11-22T02:41:02.518946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:02.519008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:02.523948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:02.567945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:02.569033] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:41:02.573353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.793155] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 11.6s | Global ETA: 40m 6s [2025-11-22T02:41:02.793281] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.96% | Symbol ETA: 53.5s | Global ETA: 40m 6s [2025-11-22T02:41:02.794064] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:02.794127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:02.794184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:02.794246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:02.799002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:02.799082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:02.799907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:02.799993] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:02.801476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:02.801635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:02.802399] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:02.805009] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:02.806081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.015121] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.69% | Symbol ETA: 10.1s | Global ETA: 40m 6s [2025-11-22T02:41:03.016036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:03.016098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:03.017760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:03.018225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:03.018992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:03.020400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.274371] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 14.4s | Global ETA: 40m 7s [2025-11-22T02:41:03.275271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:03.275334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:03.280067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:03.323933] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:03.324968] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:41:03.329582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.386404] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 11.0s | Global ETA: 40m 7s [2025-11-22T02:41:03.387286] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:03.387368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:03.392184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:03.393141] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:03.394806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:03.395557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:03.401714] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:03.402852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.405920] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 52.8s | Global ETA: 40m 7s [2025-11-22T02:41:03.406816] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:03.406877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:03.411720] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:03.412504] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:03.414061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.605100] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.45% | Symbol ETA: 9.5s | Global ETA: 40m 7s [2025-11-22T02:41:03.606068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:03.606131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:03.607846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:03.608338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:03.609136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:03.610569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:03.982397] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 10.4s | Global ETA: 40m 7s [2025-11-22T02:41:03.983292] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:03.983355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:03.988489] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:03.989520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:03.991391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:03.992316] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:03.995213] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:03.996490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:04.019246] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 4.14% | Symbol ETA: 13.7s | Global ETA: 40m 7s [2025-11-22T02:41:04.031125] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.81% | Symbol ETA: 52.1s | Global ETA: 40m 7s [2025-11-22T02:41:04.032052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:04.032129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:04.037409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:04.038442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:04.040230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:04.196369] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 3.24% [2025-11-22T02:41:04.199955] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 8.9s | Global ETA: 40m 7s [2025-11-22T02:41:04.364982] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 3.40% [2025-11-22T02:41:04.378578] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 10.77%, Actual: 1.97% [2025-11-22T02:41:04.532571] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 2.38% [2025-11-22T02:41:04.547009] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 1.79% [2025-11-22T02:41:04.591976] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 9.8s | Global ETA: 40m 7s [2025-11-22T02:41:04.592868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:04.592931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:04.597898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:04.598935] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:04.600637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:04.601419] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:04.604043] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:04.605117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:04.665746] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 5.76% | Symbol ETA: 51.4s | Global ETA: 40m 7s [2025-11-22T02:41:04.666635] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:04.666723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:04.671716] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:04.672521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:04.674186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:04.700931] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.31%, Actual: 0.63% [2025-11-22T02:41:04.720068] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.24%, Actual: 21.96% [2025-11-22T02:41:04.868606] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.14% [2025-11-22T02:41:04.897698] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 6.99%, Actual: 1.81% [2025-11-22T02:41:05.039139] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 1.86% [2025-11-22T02:41:05.076772] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.47%, Actual: 8.20% [2025-11-22T02:41:05.186925] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 40m 8s [2025-11-22T02:41:05.187853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:05.187917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:05.192760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:05.193766] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:05.195477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:05.196256] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:05.198903] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:05.199981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:05.208093] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 1.41% [2025-11-22T02:41:05.253306] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.54%, Actual: 1.07% [2025-11-22T02:41:05.298936] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.00% | Symbol ETA: 50.7s | Global ETA: 40m 8s [2025-11-22T02:41:05.299831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:05.299893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:05.304636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:05.305420] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:05.306976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:05.375962] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.21% [2025-11-22T02:41:05.431044] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.82%, Actual: 6.24% [2025-11-22T02:41:05.544402] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 1.22% [2025-11-22T02:41:05.609153] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.69%, Actual: 0.54% [2025-11-22T02:41:05.713471] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 4.14%, Actual: 2.99% [2025-11-22T02:41:05.713704] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 43.7301% [2025-11-22T02:41:05.713808] [INFO ] [main ] KNSL: DISCARDED add_morning_range_expansion (score: 43.73%) [2025-11-22T02:41:05.713856] [INFO ] [main ] KNSL: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:41:05.713889] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_open_11_elasticity'] [2025-11-22T02:41:05.713926] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:05.729117] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:05.730431] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:05.730499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:05.735394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:05.782217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:05.783213] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:05.783984] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 8.6s | Global ETA: 40m 8s [2025-11-22T02:41:05.784411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:05.784934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:05.785323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:05.791291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:05.792442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:05.794270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:05.795161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:05.797936] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:05.799023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:05.799588] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.45%, Actual: 4.55% [2025-11-22T02:41:05.924013] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -6.61% | Symbol ETA: 50.0s | Global ETA: 40m 8s [2025-11-22T02:41:05.966459] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.20%, Actual: 3.47% [2025-11-22T02:41:05.966677] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.0993% [2025-11-22T02:41:05.966770] [INFO ] [main ] BFLY: DISCARDED add_open_vs_close_liquidity_ratio (score: 44.10%) [2025-11-22T02:41:05.966813] [INFO ] [main ] BFLY: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:41:05.966846] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_open_vs_prev_range_position'] [2025-11-22T02:41:05.966883] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:05.980618] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:05.982106] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:05.982169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:05.983882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:05.984375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:05.985229] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:05.988055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:06.093817] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.95%, Actual: 7.01% [2025-11-22T02:41:06.261901] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 0.17%, Actual: 1.94% [2025-11-22T02:41:06.392063] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 8.0s | Global ETA: 40m 8s [2025-11-22T02:41:06.392942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:06.393004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:06.397848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:06.398780] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:06.400411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:06.401191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:06.403850] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:06.404884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:06.429710] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 0.39% [2025-11-22T02:41:06.464950] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.11% | Symbol ETA: 19.4s | Global ETA: 40m 8s [2025-11-22T02:41:06.466159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:06.466221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:06.470956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:06.515911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:06.516948] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:06.518234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:06.557863] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.78% | Symbol ETA: 13.7s | Global ETA: 40m 8s [2025-11-22T02:41:06.558773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:06.558837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:06.560464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:06.561046] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:06.561817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:06.564572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:06.597887] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.85%, Actual: 1.45% [2025-11-22T02:41:06.764109] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.96%, Actual: 4.02% [2025-11-22T02:41:06.957916] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 0.02% [2025-11-22T02:41:06.995220] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 7.5s | Global ETA: 40m 9s [2025-11-22T02:41:06.996154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:06.996217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:07.001123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:07.002052] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:07.003722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:07.004481] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:07.007092] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:07.008175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.130319] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.81%, Actual: 3.55% [2025-11-22T02:41:07.131953] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.23% | Symbol ETA: 13.1s | Global ETA: 40m 9s [2025-11-22T02:41:07.132848] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:07.132910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:07.134558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:07.135047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:07.135816] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:07.138610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.219386] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.45% | Symbol ETA: 18.8s | Global ETA: 40m 9s [2025-11-22T02:41:07.220301] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:07.220362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:07.225216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:07.271967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:07.272916] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:07.274151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.304196] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 5.76%, Actual: 1.73% [2025-11-22T02:41:07.476779] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.00%, Actual: 1.75% [2025-11-22T02:41:07.587329] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 40m 9s [2025-11-22T02:41:07.588250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:07.588352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:07.593234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:07.594197] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:07.595872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:07.596635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:07.599415] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:07.600450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.647888] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -6.61%, Actual: 3.19% [2025-11-22T02:41:07.648083] [INFO ] [main ] AI: Magnitude Forecast Confidence: 39.9196% [2025-11-22T02:41:07.648167] [INFO ] [main ] AI: DISCARDED add_fullday_parkinson_range (score: 39.92%) [2025-11-22T02:41:07.648211] [INFO ] [main ] AI: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:41:07.648244] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T02:41:07.648280] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:07.662886] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:07.664115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:07.664177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:07.669026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:07.669859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:07.715482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.716572] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.26% | Symbol ETA: 12.5s | Global ETA: 40m 9s [2025-11-22T02:41:07.717523] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:07.717600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:07.719307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:07.721270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:07.722128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:07.727694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:07.974555] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.18% | Symbol ETA: 18.0s | Global ETA: 40m 9s [2025-11-22T02:41:07.975432] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:07.975493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:07.980412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:08.026171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:08.027208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:08.028714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:08.177455] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: 40m 9s [2025-11-22T02:41:08.314423] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 8.66% | Symbol ETA: 12.0s | Global ETA: 40m 9s [2025-11-22T02:41:08.315315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:08.315377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:08.317012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:08.317505] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:08.318269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:08.321036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:08.347820] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.57% | Symbol ETA: 46.3s | Global ETA: 40m 10s [2025-11-22T02:41:08.347886] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:41:08.348722] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:08.348784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:08.353566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:08.354350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:08.398694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:08.521454] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:41:08.693283] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:41:08.728483] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -1.04% | Symbol ETA: 17.3s | Global ETA: 40m 10s [2025-11-22T02:41:08.729390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:08.729497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:08.734290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:08.779212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:08.780040] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:08.781168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:08.861253] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:08.916447] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.74% | Symbol ETA: 11.4s | Global ETA: 40m 10s [2025-11-22T02:41:08.917408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:08.917472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:08.919195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:08.919759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:08.920514] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:08.923334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:09.021517] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.43% | Symbol ETA: 45.5s | Global ETA: 40m 10s [2025-11-22T02:41:09.022404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:09.022465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:09.027201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:09.028050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:09.033683] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:09.072166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:09.200583] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:09.366617] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:09.480494] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 16.5s | Global ETA: 40m 10s [2025-11-22T02:41:09.481403] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:09.481465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:09.486250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:09.502676] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.85% | Symbol ETA: 10.8s | Global ETA: 40m 10s [2025-11-22T02:41:09.503548] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:09.503624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:09.505290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:09.505817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:09.506565] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:09.509533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:09.530863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:09.531830] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:09.533034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:09.534706] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:09.695803] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 8.91% | Symbol ETA: 44.8s | Global ETA: 40m 10s [2025-11-22T02:41:09.696694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:09.696755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:09.702807] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:09.703827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:09.705420] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:09.748885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:09.877330] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:09.877533] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:41:09.877622] [INFO ] [main ] PFN: DISCARDED add_preclose_acceleration_mag (score: 20.81%) [2025-11-22T02:41:09.877684] [INFO ] [main ] PFN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:41:09.877718] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_1100_to_open'] [2025-11-22T02:41:09.877755] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:09.890086] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:09.891349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:09.891411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:09.896246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:09.897224] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:09.898916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:09.899723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:09.902342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:09.903048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.091094] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.77% | Symbol ETA: 10.2s | Global ETA: 40m 11s [2025-11-22T02:41:10.091981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:10.092043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:10.093713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:10.094189] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:10.094961] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:10.097851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.232540] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.89% | Symbol ETA: 15.8s | Global ETA: 40m 11s [2025-11-22T02:41:10.233458] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:10.233519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:10.238373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:10.282321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:10.283255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:10.284415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.379398] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -2.50% | Symbol ETA: 44.2s | Global ETA: 40m 11s [2025-11-22T02:41:10.380360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:10.380423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:10.385316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:10.386198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:10.430293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.490264] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 11.0s | Global ETA: 40m 11s [2025-11-22T02:41:10.491177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:10.491242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:10.496108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:10.497035] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:10.498746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:10.499494] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:10.502254] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:10.503007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.691265] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 9.7s | Global ETA: 40m 11s [2025-11-22T02:41:10.692159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:10.692221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:10.693902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:10.694370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:10.695145] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:10.697918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:10.982431] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 15.0s | Global ETA: 40m 11s [2025-11-22T02:41:10.983315] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:10.983377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:10.988242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:11.031808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:11.032958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:11.034316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.053738] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 43.5s | Global ETA: 40m 11s [2025-11-22T02:41:11.054606] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:11.055007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:11.059770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:11.060541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:11.082847] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 10.4s | Global ETA: 40m 11s [2025-11-22T02:41:11.083818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:11.083883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:11.088871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:11.089839] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:11.091519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:11.092313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:11.094974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:11.095706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.103852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.318516] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 9.1s | Global ETA: 40m 11s [2025-11-22T02:41:11.319468] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:11.319531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:11.321248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:11.321757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:11.322526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:11.325336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.665408] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: 40m 11s [2025-11-22T02:41:11.666336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:11.666400] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:11.671195] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:11.672122] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:11.673802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:11.674549] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:11.677179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:11.677935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.716428] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.54% | Symbol ETA: 42.8s | Global ETA: 40m 11s [2025-11-22T02:41:11.717340] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:11.717403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:11.722300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:11.723260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:11.730717] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.68% | Symbol ETA: 14.3s | Global ETA: 40m 11s [2025-11-22T02:41:11.731594] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:11.731694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:11.736501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:11.766943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.780091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:11.781270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:11.782447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:11.911522] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.78% | Symbol ETA: 8.5s | Global ETA: 40m 12s [2025-11-22T02:41:12.079147] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.78%, Actual: 1.97% [2025-11-22T02:41:12.244372] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.23%, Actual: 1.79% [2025-11-22T02:41:12.258631] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 9.2s | Global ETA: 40m 12s [2025-11-22T02:41:12.259557] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:12.259623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:12.264577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:12.265528] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:12.267219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:12.268048] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:12.270766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:12.271475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:12.388140] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.17% | Symbol ETA: 42.1s | Global ETA: 40m 12s [2025-11-22T02:41:12.389067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:12.389129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:12.393916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:12.394761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:12.409274] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.26%, Actual: 21.96% [2025-11-22T02:41:12.437760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:12.459376] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 13.5s | Global ETA: 40m 12s [2025-11-22T02:41:12.460296] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:12.460357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:12.465135] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:12.507931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:12.508784] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:41:12.509975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:12.575233] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 8.66%, Actual: 1.81% [2025-11-22T02:41:12.742719] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.74%, Actual: 8.20% [2025-11-22T02:41:12.852086] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.6s | Global ETA: 40m 12s [2025-11-22T02:41:12.853063] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:12.853128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:12.858157] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:12.859122] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:12.860855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:12.861630] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:12.864333] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:12.865088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:12.909318] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.85%, Actual: 1.07% [2025-11-22T02:41:13.061909] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -4.73% | Symbol ETA: 41.5s | Global ETA: 40m 12s [2025-11-22T02:41:13.062806] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:13.062867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:13.067800] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:13.068601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:13.075093] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.77%, Actual: 6.24% [2025-11-22T02:41:13.113511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:13.190563] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.58% | Symbol ETA: 12.8s | Global ETA: 40m 12s [2025-11-22T02:41:13.247582] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.54% [2025-11-22T02:41:13.357534] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 3.24% [2025-11-22T02:41:13.416015] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 4.55% [2025-11-22T02:41:13.439402] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 8.0s | Global ETA: 40m 12s [2025-11-22T02:41:13.440311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:13.440375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:13.445193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:13.446127] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:13.447868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:13.448605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:13.451243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:13.451957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:13.526406] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.45%, Actual: 3.40% [2025-11-22T02:41:13.583298] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.78%, Actual: 3.47% [2025-11-22T02:41:13.583500] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 40.0860% [2025-11-22T02:41:13.583584] [INFO ] [main ] BFLY: DISCARDED add_open_vs_prev_range_position (score: 40.09%) [2025-11-22T02:41:13.583635] [INFO ] [main ] BFLY: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:41:13.583699] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_overnight_gap_amplitude'] [2025-11-22T02:41:13.583743] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:13.597369] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:13.598872] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:13.598934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:13.600683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:13.601196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:13.602001] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:13.602548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:13.694264] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.18%, Actual: 2.38% [2025-11-22T02:41:13.770239] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.13% | Symbol ETA: 40.8s | Global ETA: 40m 13s [2025-11-22T02:41:13.771194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:13.771256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:13.776160] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:13.776974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:13.821973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:13.863574] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 0.63% [2025-11-22T02:41:14.032617] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.14% [2025-11-22T02:41:14.032429] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 7.4s | Global ETA: 40m 13s [2025-11-22T02:41:14.033632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:14.033737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:14.038681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:14.039818] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:14.041420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:14.042203] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:14.044746] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:14.045420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:14.177349] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.01% | Symbol ETA: 12.8s | Global ETA: 40m 13s [2025-11-22T02:41:14.178365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:14.178427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:14.180077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:14.180550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:14.181347] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:14.181955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:14.200971] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.89%, Actual: 1.86% [2025-11-22T02:41:14.373469] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 1.41% [2025-11-22T02:41:14.447822] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.43% | Symbol ETA: 40.1s | Global ETA: 40m 13s [2025-11-22T02:41:14.544369] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.68%, Actual: 0.21% [2025-11-22T02:41:14.622604] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 7.01% [2025-11-22T02:41:14.624495] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 40m 13s [2025-11-22T02:41:14.625400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:14.625462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:14.630291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:14.631207] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:14.632898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:14.633706] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:14.636281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:14.636986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:14.756807] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.80% | Symbol ETA: 12.3s | Global ETA: 40m 13s [2025-11-22T02:41:14.757724] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:14.757789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:14.759443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:14.759948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:14.760730] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:14.761286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:14.780744] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 1.22% [2025-11-22T02:41:14.799869] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.43%, Actual: 1.94% [2025-11-22T02:41:14.947052] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.58%, Actual: 2.99% [2025-11-22T02:41:14.947236] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 50.9734% [2025-11-22T02:41:14.947347] [INFO ] [main ] KNSL: DISCARDED add_open_11_elasticity (score: 50.97%) [2025-11-22T02:41:14.947396] [INFO ] [main ] KNSL: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:41:14.947427] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_open_reversal_intensity'] [2025-11-22T02:41:14.947461] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:14.962003] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:14.963385] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:14.963446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:14.968016] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 8.91%, Actual: 0.39% [2025-11-22T02:41:14.968323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:15.013000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:15.013820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:15.015102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:15.135578] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -2.50%, Actual: 1.45% [2025-11-22T02:41:15.220226] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 40m 14s [2025-11-22T02:41:15.221129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:15.221193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:15.225969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:15.226891] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:15.228559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:15.229319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:15.231865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:15.232541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:15.302859] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 4.02% [2025-11-22T02:41:15.330348] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.09% | Symbol ETA: 11.7s | Global ETA: 40m 14s [2025-11-22T02:41:15.331247] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:15.331309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:15.332948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:15.333420] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:15.334187] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:15.334748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:15.469837] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.54%, Actual: 0.02% [2025-11-22T02:41:15.642412] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.17%, Actual: 3.55% [2025-11-22T02:41:15.687593] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 18.2s | Global ETA: 40m 14s [2025-11-22T02:41:15.688473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:15.688536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:15.693310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:15.737370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:15.738196] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:15.739507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:15.793330] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.6s | Global ETA: 40m 14s [2025-11-22T02:41:15.811124] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -4.73%, Actual: 1.73% [2025-11-22T02:41:15.896184] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.73% | Symbol ETA: 11.1s | Global ETA: 40m 14s [2025-11-22T02:41:15.897061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:15.897123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:15.898788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:15.899264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:15.900031] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:15.900571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:15.964189] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:41:15.978945] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.13%, Actual: 1.75% [2025-11-22T02:41:16.134038] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:41:16.149686] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.43%, Actual: 3.19% [2025-11-22T02:41:16.149909] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.9173% [2025-11-22T02:41:16.149998] [INFO ] [main ] AI: DISCARDED add_gap_fill_state (score: 38.92%) [2025-11-22T02:41:16.150040] [INFO ] [main ] AI: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:41:16.150072] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T02:41:16.150106] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:16.164722] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:16.166196] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:16.166257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:16.171107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:16.171950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:16.172840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:16.304148] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:41:16.413592] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 17.4s | Global ETA: 40m 14s [2025-11-22T02:41:16.414475] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:16.414537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:16.419269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:16.462535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:16.463359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:16.464664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:16.466042] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.32% | Symbol ETA: 10.5s | Global ETA: 40m 14s [2025-11-22T02:41:16.466959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:16.467021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:16.468681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:16.469156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:16.469916] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:16.470466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:16.474116] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:16.643001] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:16.791411] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 41.3s | Global ETA: 40m 14s [2025-11-22T02:41:16.792912] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:16.792974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:16.797726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:16.798503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:16.799713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:16.811332] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:16.979192] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:17.034436] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.33% | Symbol ETA: 9.9s | Global ETA: 40m 15s [2025-11-22T02:41:17.035349] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:17.035411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:17.037139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:17.037630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:17.038403] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:17.039006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:17.144889] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 16.7s | Global ETA: 40m 15s [2025-11-22T02:41:17.145799] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:17.145873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:17.148536] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:17.150617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:17.194981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:17.195817] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:17.197102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:17.318073] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:17.411223] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -1.45% | Symbol ETA: 40.7s | Global ETA: 40m 15s [2025-11-22T02:41:17.412105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:17.412173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:17.416967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:17.417786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:17.418636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:17.491010] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:17.491226] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:41:17.491321] [INFO ] [main ] PFN: DISCARDED add_prev_1100_to_open (score: 20.81%) [2025-11-22T02:41:17.491363] [INFO ] [main ] PFN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:41:17.491395] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_close_to_1100'] [2025-11-22T02:41:17.491431] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:17.503678] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:17.505020] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:17.505082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:17.510030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:17.511059] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:17.512815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:17.513562] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:17.516245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:17.516989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:17.611856] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.53% | Symbol ETA: 9.3s | Global ETA: 40m 15s [2025-11-22T02:41:17.612734] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:17.612799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:17.614463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:17.614947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:17.615710] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:17.616250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:17.889297] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.59% | Symbol ETA: 16.0s | Global ETA: 40m 15s [2025-11-22T02:41:17.890197] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:17.890569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:17.895388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:17.939574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:17.940429] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:17.941787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.034338] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.03% | Symbol ETA: 40.1s | Global ETA: 40m 15s [2025-11-22T02:41:18.035223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:18.035293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:18.040197] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:18.040976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:18.041835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.099473] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 10.5s | Global ETA: 40m 15s [2025-11-22T02:41:18.100441] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:18.100505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:18.105286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:18.106217] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:18.107891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:18.108629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:18.111219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:18.111933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.192282] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 8.8s | Global ETA: 40m 15s [2025-11-22T02:41:18.193178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:18.193241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:18.194889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:18.195354] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:18.196136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:18.196714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.628668] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 15.3s | Global ETA: 40m 16s [2025-11-22T02:41:18.629543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:18.629606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:18.634426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:18.652997] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.29% | Symbol ETA: 39.4s | Global ETA: 40m 16s [2025-11-22T02:41:18.653883] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:18.653944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:18.658776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:18.659553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:18.660408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.678428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:18.679263] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:18.680540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.681434] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 9.9s | Global ETA: 40m 16s [2025-11-22T02:41:18.682320] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:18.682382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:18.687261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:18.688313] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:18.689988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:18.690779] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:18.693416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:18.694124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:18.762958] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.63% | Symbol ETA: 8.2s | Global ETA: 40m 16s [2025-11-22T02:41:18.763851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:18.763914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:18.765545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:18.766032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:18.766820] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:18.767384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:19.277471] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 38.8s | Global ETA: 40m 16s [2025-11-22T02:41:19.278379] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:19.278337] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 9.3s | Global ETA: 40m 16s [2025-11-22T02:41:19.278441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:19.279220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:19.279283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:19.283425] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:19.284048] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:19.284325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:19.285002] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:19.285225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:19.286693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:19.287477] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:19.290065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:19.290766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:19.327481] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -1.90% | Symbol ETA: 7.6s | Global ETA: 40m 16s [2025-11-22T02:41:19.370506] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.77% | Symbol ETA: 14.6s | Global ETA: 40m 16s [2025-11-22T02:41:19.371444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:19.371507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:19.376322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:19.419846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:19.420731] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:19.422007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:19.494502] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.01%, Actual: 1.97% [2025-11-22T02:41:19.667762] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.80%, Actual: 1.79% [2025-11-22T02:41:19.845448] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.09%, Actual: 21.96% [2025-11-22T02:41:19.861483] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.7s | Global ETA: 40m 16s [2025-11-22T02:41:19.862399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:19.862462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:19.867262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:19.868214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:19.869865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:19.870613] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:19.873191] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:19.873895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:19.922116] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -4.51% | Symbol ETA: 38.2s | Global ETA: 40m 16s [2025-11-22T02:41:19.923028] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:19.923104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:19.927909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:19.928709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:19.929596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:20.017920] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.73%, Actual: 1.81% [2025-11-22T02:41:20.145711] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 13.9s | Global ETA: 40m 16s [2025-11-22T02:41:20.146617] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:20.146709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:20.151508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:20.190215] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.32%, Actual: 8.20% [2025-11-22T02:41:20.195872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:20.196947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:20.199039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:20.359019] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.33%, Actual: 1.07% [2025-11-22T02:41:20.446753] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 8.1s | Global ETA: 40m 17s [2025-11-22T02:41:20.447675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:20.447737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:20.452638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:20.453593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:20.455270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:20.456034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:20.458667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:20.459406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:20.528288] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.53%, Actual: 6.24% [2025-11-22T02:41:20.544464] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 9.80% | Symbol ETA: 37.6s | Global ETA: 40m 17s [2025-11-22T02:41:20.545417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:20.545480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:20.550566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:20.551404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:20.552320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:20.695758] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -1.61%, Actual: 0.54% [2025-11-22T02:41:20.864343] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.63%, Actual: 4.55% [2025-11-22T02:41:20.881195] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 13.1s | Global ETA: 40m 17s [2025-11-22T02:41:20.882097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:20.882158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:20.887324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:20.930782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:20.931858] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:20.933201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.027408] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 7.5s | Global ETA: 40m 17s [2025-11-22T02:41:21.028287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:21.028349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:21.033062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:21.033982] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:21.035603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:21.036366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:21.038972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:21.039670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.041357] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -1.90%, Actual: 3.47% [2025-11-22T02:41:21.041569] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 43.7881% [2025-11-22T02:41:21.041674] [INFO ] [main ] BFLY: DISCARDED add_overnight_gap_amplitude (score: 43.79%) [2025-11-22T02:41:21.041720] [INFO ] [main ] BFLY: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:41:21.041753] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_overnight_gap_mag'] [2025-11-22T02:41:21.041789] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:21.055263] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:21.056728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:21.056790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:21.058553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:21.059087] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:21.059871] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:21.060481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.171087] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 37.0s | Global ETA: 40m 17s [2025-11-22T02:41:21.171976] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:21.172037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:21.176743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:21.177548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:21.178418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.603740] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 40m 17s [2025-11-22T02:41:21.604595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:21.604676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:21.609578] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:21.610489] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:21.612128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:21.612898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:21.615435] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:21.616142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.627584] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 12.4s | Global ETA: 40m 17s [2025-11-22T02:41:21.628486] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:21.628564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:21.633307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:21.653411] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.92% | Symbol ETA: 12.3s | Global ETA: 40m 17s [2025-11-22T02:41:21.654355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:21.654420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:21.656117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:21.656607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:21.657418] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:21.658052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.676557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:21.677582] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:41:21.678962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:21.788197] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.80% | Symbol ETA: 36.3s | Global ETA: 40m 17s [2025-11-22T02:41:21.789085] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:21.789147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:21.793891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:21.794668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:41:21.795514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:22.186653] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: 40m 18s [2025-11-22T02:41:22.187879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:22.187962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:22.192721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:22.193674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:22.195298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:22.196063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:22.198631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:22.199340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:22.233748] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 11.6s | Global ETA: 40m 18s [2025-11-22T02:41:22.234672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:22.234735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:22.236506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:22.237071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:22.240860] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:22.241489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:22.373487] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 11.6s | Global ETA: 40m 18s [2025-11-22T02:41:22.402999] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.74% | Symbol ETA: 35.7s | Global ETA: 40m 18s [2025-11-22T02:41:22.543432] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 3.24% [2025-11-22T02:41:22.570278] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 7.01% [2025-11-22T02:41:22.711481] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 3.40% [2025-11-22T02:41:22.735226] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -1.45%, Actual: 1.94% [2025-11-22T02:41:22.784044] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: 40m 18s [2025-11-22T02:41:22.784950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:22.785011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:22.789736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:22.790723] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:22.792343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:22.793110] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:22.795669] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:22.796350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:22.819336] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.85% | Symbol ETA: 11.0s | Global ETA: 40m 18s [2025-11-22T02:41:22.820235] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:22.820297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:22.821976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:22.822444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:22.823217] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:22.823846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:22.880055] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 2.38% [2025-11-22T02:41:22.901325] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.03%, Actual: 0.39% [2025-11-22T02:41:23.052804] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.59%, Actual: 0.63% [2025-11-22T02:41:23.067411] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.29%, Actual: 1.45% [2025-11-22T02:41:23.219924] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 0.14% [2025-11-22T02:41:23.233801] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 4.02% [2025-11-22T02:41:23.373382] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 5.2s | Global ETA: 40m 18s [2025-11-22T02:41:23.386585] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.77%, Actual: 1.86% [2025-11-22T02:41:23.398198] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -4.51%, Actual: 0.02% [2025-11-22T02:41:23.399899] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 7.98% | Symbol ETA: 10.4s | Global ETA: 40m 18s [2025-11-22T02:41:23.400846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:23.400914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:23.402616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:23.403142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:23.403944] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:23.404571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:23.550549] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:41:23.555060] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 1.41% [2025-11-22T02:41:23.564252] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 9.80%, Actual: 3.55% [2025-11-22T02:41:23.719930] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.85%, Actual: 0.57% [2025-11-22T02:41:23.723000] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.21% [2025-11-22T02:41:23.731416] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 1.73% [2025-11-22T02:41:23.889370] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 3.37%, Actual: 1.22% [2025-11-22T02:41:23.889617] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:41:23.896620] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.80%, Actual: 1.75% [2025-11-22T02:41:23.993437] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.04% | Symbol ETA: 9.8s | Global ETA: 40m 19s [2025-11-22T02:41:23.994341] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:23.994402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:23.996064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:23.996537] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:23.997332] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:23.997959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.055920] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 2.99% [2025-11-22T02:41:24.056117] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 29.4573% [2025-11-22T02:41:24.056204] [INFO ] [main ] KNSL: DISCARDED add_open_reversal_intensity (score: 29.46%) [2025-11-22T02:41:24.056247] [INFO ] [main ] KNSL: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:41:24.056279] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:41:24.056314] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:24.057930] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:24.068122] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.74%, Actual: 3.19% [2025-11-22T02:41:24.068333] [INFO ] [main ] AI: Magnitude Forecast Confidence: 34.3071% [2025-11-22T02:41:24.068436] [INFO ] [main ] AI: DISCARDED add_gap_morning_composite (score: 34.31%) [2025-11-22T02:41:24.068483] [INFO ] [main ] AI: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:41:24.068516] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T02:41:24.068552] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:24.072684] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:24.073933] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:24.073995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:24.078768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:24.084445] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:24.085840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:24.085907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:24.090984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:24.091916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:24.123242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:24.124082] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:24.125576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.151460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.229848] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:24.402235] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:24.572302] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:24.585023] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.51% | Symbol ETA: 9.3s | Global ETA: 40m 19s [2025-11-22T02:41:24.585906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:24.585971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:24.587636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:24.588171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:24.588962] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:24.589580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.741977] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:24.782193] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -6.38% | Symbol ETA: 35.8s | Global ETA: 40m 19s [2025-11-22T02:41:24.783090] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:24.783153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:24.787881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:24.788662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:24.798908] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.04% | Symbol ETA: 17.2s | Global ETA: 40m 19s [2025-11-22T02:41:24.799955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:24.800023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:24.805488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:24.845554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.851960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:24.852960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:24.854579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:24.912214] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:25.082839] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:25.083048] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.6592% [2025-11-22T02:41:25.083134] [INFO ] [main ] PFN: DISCARDED add_prev_close_to_1100 (score: 20.66%) [2025-11-22T02:41:25.083195] [INFO ] [main ] PFN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:41:25.083249] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_prev_close_to_open'] [2025-11-22T02:41:25.083289] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:25.095632] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:25.097098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:25.097160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:25.102194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:25.103207] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:25.104962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:25.105770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:25.108478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:25.109230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:25.157655] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.89% | Symbol ETA: 8.7s | Global ETA: 40m 19s [2025-11-22T02:41:25.158573] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:25.158660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:25.160363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:25.160864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:25.161636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:25.162282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:25.483145] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.34% | Symbol ETA: 35.1s | Global ETA: 40m 20s [2025-11-22T02:41:25.484137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:25.484202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:25.489512] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:25.490416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:25.548849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:25.562711] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 16.6s | Global ETA: 40m 20s [2025-11-22T02:41:25.563593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:25.563687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:25.568937] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:25.613079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:25.614146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:25.615741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:25.680273] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 10.0s | Global ETA: 40m 20s [2025-11-22T02:41:25.681155] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:25.681218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:25.685973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:25.686913] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:25.688562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:25.689325] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:25.691895] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:25.692578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:25.805822] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.74% | Symbol ETA: 8.1s | Global ETA: 40m 20s [2025-11-22T02:41:25.806943] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:25.807010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:25.808757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:25.809456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:25.810252] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:25.810893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.183320] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -3.50% | Symbol ETA: 34.4s | Global ETA: 40m 20s [2025-11-22T02:41:26.184334] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:26.184407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:26.189894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:26.190816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:26.248829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.294521] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 9.5s | Global ETA: 40m 20s [2025-11-22T02:41:26.295493] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:26.295558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:26.300736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:26.300712] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.45% | Symbol ETA: 15.8s | Global ETA: 40m 20s [2025-11-22T02:41:26.301562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:26.301624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:26.301727] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:26.303435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:26.304237] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:26.306366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:26.306909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:26.307637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.352309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:26.353153] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:26.354639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.379845] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.35% | Symbol ETA: 7.5s | Global ETA: 40m 20s [2025-11-22T02:41:26.380947] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:26.381019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:26.383120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:26.383721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:26.384636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:26.385328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.869328] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.42% | Symbol ETA: 33.7s | Global ETA: 40m 20s [2025-11-22T02:41:26.870236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:26.870298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:26.875003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:26.875784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:26.896800] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 8.9s | Global ETA: 40m 20s [2025-11-22T02:41:26.897740] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:26.897804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:26.902933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:26.903908] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:26.905687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:26.906478] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:26.909158] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:26.909917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.933218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:26.963067] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.92% | Symbol ETA: 6.9s | Global ETA: 40m 20s [2025-11-22T02:41:27.024847] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.57% | Symbol ETA: 15.1s | Global ETA: 40m 20s [2025-11-22T02:41:27.025748] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:27.025810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:27.030623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:27.074483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:27.075334] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:27.076844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:27.130629] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.92%, Actual: 1.97% [2025-11-22T02:41:27.296781] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 1.79% [2025-11-22T02:41:27.465054] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.85%, Actual: 21.96% [2025-11-22T02:41:27.498479] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.3s | Global ETA: 40m 21s [2025-11-22T02:41:27.499392] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:27.499454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:27.504194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:27.505117] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:27.506735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:27.507489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:27.510022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:27.510716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:27.577486] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.87% | Symbol ETA: 33.0s | Global ETA: 40m 21s [2025-11-22T02:41:27.578505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:27.578569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:27.583547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:27.584402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:27.637348] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 7.98%, Actual: 1.81% [2025-11-22T02:41:27.642750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:27.779446] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -2.21% | Symbol ETA: 14.3s | Global ETA: 40m 21s [2025-11-22T02:41:27.780353] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:27.780414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:27.785196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:27.805268] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.04%, Actual: 8.20% [2025-11-22T02:41:27.829179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:27.830063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:27.831578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:27.973258] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.51%, Actual: 1.07% [2025-11-22T02:41:28.074793] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 40m 21s [2025-11-22T02:41:28.075680] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:28.075743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:28.080497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:28.081425] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:28.083091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:28.083858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:28.086394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:28.087097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:28.140566] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.89%, Actual: 6.24% [2025-11-22T02:41:28.262828] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.42% | Symbol ETA: 32.3s | Global ETA: 40m 21s [2025-11-22T02:41:28.264082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:28.264144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:28.269106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:28.269893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:28.306634] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.74%, Actual: 0.54% [2025-11-22T02:41:28.325595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:28.479771] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.35%, Actual: 4.55% [2025-11-22T02:41:28.504338] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 13.6s | Global ETA: 40m 21s [2025-11-22T02:41:28.505227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:28.505289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:28.510099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:28.553009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:28.553983] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:28.555585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:28.656061] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.92%, Actual: 3.47% [2025-11-22T02:41:28.656273] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 39.6840% [2025-11-22T02:41:28.656358] [INFO ] [main ] BFLY: DISCARDED add_overnight_gap_mag (score: 39.68%) [2025-11-22T02:41:28.656403] [INFO ] [main ] BFLY: Testing feature 29/53: add_pct_change [2025-11-22T02:41:28.656438] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_pct_change'] [2025-11-22T02:41:28.656476] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:28.662238] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 7.1s | Global ETA: 40m 21s [2025-11-22T02:41:28.663168] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:28.663248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:28.668332] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:28.669360] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:28.671113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:28.671096] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:28.671920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:28.672436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:28.672502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:28.674208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:28.674661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:28.674768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:28.675401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:28.675520] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:28.677577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:28.931594] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.74% | Symbol ETA: 31.6s | Global ETA: 40m 22s [2025-11-22T02:41:28.932477] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:28.932538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:28.937267] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:28.938083] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:28.994004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.242862] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.68% | Symbol ETA: 12.8s | Global ETA: 40m 22s [2025-11-22T02:41:29.243765] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:29.244772] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6.5s | Global ETA: 40m 22s [2025-11-22T02:41:29.243827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:29.245660] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:29.245723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:29.250462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:29.251393] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:29.252184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:29.253038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:29.253812] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:29.256362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:29.257075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.281673] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.34% | Symbol ETA: 12.0s | Global ETA: 40m 22s [2025-11-22T02:41:29.282587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:29.282672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:29.284328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:29.284870] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:29.285619] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:29.287529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.295001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:29.295936] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:29.297478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.599528] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -4.60% | Symbol ETA: 30.9s | Global ETA: 40m 22s [2025-11-22T02:41:29.600936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:29.600997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:29.605759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:29.606531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:29.661985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.833774] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: 40m 22s [2025-11-22T02:41:29.834693] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:29.834758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:29.839720] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:29.840667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:29.842366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:29.843167] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:29.845871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:29.846594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.867259] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 11.3s | Global ETA: 40m 22s [2025-11-22T02:41:29.868172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:29.868234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:29.869884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:29.870372] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:29.871144] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:29.873044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:29.977860] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 12.1s | Global ETA: 40m 22s [2025-11-22T02:41:29.978741] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:29.978804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:29.983497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:30.027191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:30.028292] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:30.029882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:30.273485] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.50% | Symbol ETA: 30.2s | Global ETA: 40m 22s [2025-11-22T02:41:30.274681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:30.274745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:30.279587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:30.280424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:41:30.334940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:30.447139] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.34% | Symbol ETA: 10.7s | Global ETA: 40m 22s [2025-11-22T02:41:30.448056] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:30.448122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:30.449784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:30.449762] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 40m 22s [2025-11-22T02:41:30.450250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:30.451052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:30.451067] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:30.451122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:30.453002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:30.455875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:30.456824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:30.458505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:30.459298] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:30.461935] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:30.462632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:30.704510] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 11.4s | Global ETA: 40m 23s [2025-11-22T02:41:30.705429] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:30.705493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:30.712257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:30.756153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:30.757235] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:41:30.758860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:30.944399] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.58% | Symbol ETA: 29.5s | Global ETA: 40m 23s [2025-11-22T02:41:31.033888] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 7.50% | Symbol ETA: 10.1s | Global ETA: 40m 23s [2025-11-22T02:41:31.034971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:31.035046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:31.035789] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 40m 23s [2025-11-22T02:41:31.037162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:31.037797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:31.038755] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:31.041183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:31.112774] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -6.38%, Actual: 7.01% [2025-11-22T02:41:31.215372] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:41:31.280082] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.34%, Actual: 1.94% [2025-11-22T02:41:31.388158] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:41:31.446108] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -3.50%, Actual: 0.39% [2025-11-22T02:41:31.453765] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 10.6s | Global ETA: 40m 23s [2025-11-22T02:41:31.557112] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:41:31.610562] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.42%, Actual: 1.45% [2025-11-22T02:41:31.615939] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -7.86% | Symbol ETA: 9.5s | Global ETA: 40m 23s [2025-11-22T02:41:31.616826] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:31.616888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:31.618570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:31.619058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:31.619832] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:31.621726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:31.622388] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.04%, Actual: 3.24% [2025-11-22T02:41:31.732246] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:31.776864] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.87%, Actual: 4.02% [2025-11-22T02:41:31.788992] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 3.40% [2025-11-22T02:41:31.903812] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:31.942413] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.42%, Actual: 0.02% [2025-11-22T02:41:31.956183] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 2.38% [2025-11-22T02:41:32.072535] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:32.111549] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.74%, Actual: 3.55% [2025-11-22T02:41:32.121988] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 0.63% [2025-11-22T02:41:32.194729] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -8.70% | Symbol ETA: 8.9s | Global ETA: 40m 23s [2025-11-22T02:41:32.195969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:32.196030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:32.197692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:32.198165] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:32.198928] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:32.200848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:32.238708] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:32.275779] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -4.60%, Actual: 1.73% [2025-11-22T02:41:32.289523] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -2.21%, Actual: 0.14% [2025-11-22T02:41:32.405303] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:32.441215] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.50%, Actual: 1.75% [2025-11-22T02:41:32.455151] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 1.86% [2025-11-22T02:41:32.577531] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:32.614662] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.58%, Actual: 3.19% [2025-11-22T02:41:32.614890] [INFO ] [main ] AI: Magnitude Forecast Confidence: 41.9544% [2025-11-22T02:41:32.614989] [INFO ] [main ] AI: DISCARDED add_gap_resolution_state (score: 41.95%) [2025-11-22T02:41:32.615035] [INFO ] [main ] AI: Testing feature 13/53: add_gaps [2025-11-22T02:41:32.615069] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gaps'] [2025-11-22T02:41:32.615106] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:32.634268] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:32.636162] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:32.636227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:32.642944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:32.644246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:32.645177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:32.646414] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.68%, Actual: 1.41% [2025-11-22T02:41:32.763554] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:32.763792] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:41:32.763886] [INFO ] [main ] PFN: DISCARDED add_prev_close_to_open (score: 20.81%) [2025-11-22T02:41:32.763932] [INFO ] [main ] PFN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:41:32.763987] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_prior_day_tail_pressure'] [2025-11-22T02:41:32.764026] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:32.776897] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:32.778293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:32.778358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:32.783722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:32.784809] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:32.786539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:32.787365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:32.790553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:32.793835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:32.817998] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.91% | Symbol ETA: 8.3s | Global ETA: 40m 24s [2025-11-22T02:41:32.818973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:32.819039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:32.820984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:32.821591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:32.822577] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:32.825020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:32.833233] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.94%, Actual: 0.21% [2025-11-22T02:41:33.095794] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 1.22% [2025-11-22T02:41:33.338033] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 2.99% [2025-11-22T02:41:33.338256] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 32.6634% [2025-11-22T02:41:33.338375] [INFO ] [main ] KNSL: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.66%) [2025-11-22T02:41:33.338424] [INFO ] [main ] KNSL: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:41:33.338459] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_open_vs_prev_range_position'] [2025-11-22T02:41:33.338495] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:33.354748] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:33.356835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:33.356912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:33.362691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:33.410215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:33.411323] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:33.414923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:33.463841] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 35.9s | Global ETA: 40m 24s [2025-11-22T02:41:33.465381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:33.465476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:33.473191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:33.474583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:33.475629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:33.628890] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 12.1s | Global ETA: 40m 24s [2025-11-22T02:41:33.629836] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:33.629901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:33.634965] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:33.635984] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:33.637740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:33.638516] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:33.641174] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:33.643941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:33.652872] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -9.74% | Symbol ETA: 7.8s | Global ETA: 40m 24s [2025-11-22T02:41:33.653810] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:33.653874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:33.655539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:33.656051] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:33.656849] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:33.658799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.168251] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.75% | Symbol ETA: 34.6s | Global ETA: 40m 25s [2025-11-22T02:41:34.169195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:34.169260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.174841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:34.175752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:34.176490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.195216] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.16% | Symbol ETA: 17.6s | Global ETA: 40m 25s [2025-11-22T02:41:34.196469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:34.196549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.203354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:34.239789] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.73% | Symbol ETA: 7.1s | Global ETA: 40m 25s [2025-11-22T02:41:34.240692] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:34.240753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:34.242382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:34.242878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:34.243627] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:41:34.245503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.257872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:34.258991] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:34.259485] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 10.3s | Global ETA: 40m 25s [2025-11-22T02:41:34.260390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:34.260455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.262134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.265323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:34.266301] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:34.268007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:34.268795] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:34.271684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:34.274692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.800007] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 9.49% | Symbol ETA: 33.5s | Global ETA: 40m 25s [2025-11-22T02:41:34.800931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:34.800995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.805938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:34.806754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:34.807485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.821072] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.00% | Symbol ETA: 6.5s | Global ETA: 40m 25s [2025-11-22T02:41:34.880352] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 9.3s | Global ETA: 40m 25s [2025-11-22T02:41:34.881279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:34.881345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.886623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:34.887634] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:34.889439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:34.890255] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:34.892978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:34.895880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:34.963320] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 16.5s | Global ETA: 40m 25s [2025-11-22T02:41:34.964218] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:34.964281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:34.969105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:34.992082] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.34%, Actual: 1.97% [2025-11-22T02:41:35.012902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:35.013842] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:35.016716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:35.158560] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 1.79% [2025-11-22T02:41:35.329313] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.34%, Actual: 21.96% [2025-11-22T02:41:35.434187] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -3.73% | Symbol ETA: 32.7s | Global ETA: 40m 25s [2025-11-22T02:41:35.435079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:35.435141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:35.440188] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:35.441012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:35.441737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:35.496379] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 7.50%, Actual: 1.81% [2025-11-22T02:41:35.505509] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 8.5s | Global ETA: 40m 25s [2025-11-22T02:41:35.506409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:35.506473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:35.511339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:35.512265] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:35.513893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:35.514639] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:35.517219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:35.519929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:35.680138] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -7.86%, Actual: 8.20% [2025-11-22T02:41:35.712816] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 15.5s | Global ETA: 40m 25s [2025-11-22T02:41:35.717626] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:35.717715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:35.722658] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:35.770713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:35.771627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:35.774573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:35.867178] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -8.70%, Actual: 1.07% [2025-11-22T02:41:36.037202] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.91%, Actual: 6.24% [2025-11-22T02:41:36.072243] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 31.9s | Global ETA: 40m 26s [2025-11-22T02:41:36.073179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:36.073248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:36.078335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:36.079176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:36.079930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:36.105182] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.7s | Global ETA: 40m 26s [2025-11-22T02:41:36.106112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:36.106179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:36.111315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:36.112391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:36.114304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:36.115145] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:36.118030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:36.121007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:36.208965] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -9.74%, Actual: 0.54% [2025-11-22T02:41:36.378838] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.73%, Actual: 4.55% [2025-11-22T02:41:36.464610] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 14.7s | Global ETA: 40m 26s [2025-11-22T02:41:36.465544] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:36.465609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:36.470603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:36.514878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:36.515912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:36.518924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:36.549011] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.00%, Actual: 3.47% [2025-11-22T02:41:36.549214] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 47.0073% [2025-11-22T02:41:36.549298] [INFO ] [main ] BFLY: DISCARDED add_pct_change (score: 47.01%) [2025-11-22T02:41:36.549344] [INFO ] [main ] BFLY: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:41:36.549375] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_preclose_acceleration_mag'] [2025-11-22T02:41:36.549411] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:36.564031] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:36.565743] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:36.565810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:36.567711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:36.568302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:36.569228] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:36.570282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:36.698613] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -7.40% | Symbol ETA: 31.2s | Global ETA: 40m 26s [2025-11-22T02:41:36.699497] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:36.699558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:36.704324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:36.705119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:36.705813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:36.728379] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 7.1s | Global ETA: 40m 26s [2025-11-22T02:41:36.729360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:36.729436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:36.734497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:36.735475] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:36.737321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:36.738236] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:36.740994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:36.743892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.181899] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.26% | Symbol ETA: 11.8s | Global ETA: 40m 26s [2025-11-22T02:41:37.182883] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:37.182948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:37.184774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:37.185297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:37.186126] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:37.187172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.230827] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 13.9s | Global ETA: 40m 26s [2025-11-22T02:41:37.231756] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:37.231819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.236872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:37.282997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:37.284052] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:37.286991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.333778] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.36% | Symbol ETA: 30.5s | Global ETA: 40m 26s [2025-11-22T02:41:37.335742] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:37.335804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.340819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:37.341632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:37.342343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.355435] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.4s | Global ETA: 40m 26s [2025-11-22T02:41:37.356348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:37.356413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.361499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:37.362458] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:37.364146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:37.364983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:37.367627] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:37.370616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.794993] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 1.25% | Symbol ETA: 11.2s | Global ETA: 40m 27s [2025-11-22T02:41:37.795950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:37.796017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:37.797931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:37.798573] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:37.799541] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:37.800547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.963136] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -6.24% | Symbol ETA: 29.8s | Global ETA: 40m 27s [2025-11-22T02:41:37.964033] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:37.964094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.968889] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:37.969717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:37.970377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:37.972974] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.7s | Global ETA: 40m 27s [2025-11-22T02:41:37.973996] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:37.974063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.976460] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 13.1s | Global ETA: 40m 27s [2025-11-22T02:41:37.977374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:37.977494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:37.979147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:37.980205] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:37.982032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:37.982243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:37.982920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:37.985619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:37.988544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.026551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:38.027492] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:38.030503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.370508] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.15% | Symbol ETA: 10.5s | Global ETA: 40m 27s [2025-11-22T02:41:38.371388] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:38.371449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:38.373101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:38.373581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:38.374345] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:38.375291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.557605] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: 40m 27s [2025-11-22T02:41:38.558541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:38.558607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:38.563557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:38.564513] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:38.566181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:38.566948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:38.569553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:41:38.572221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.580991] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.84% | Symbol ETA: 29.1s | Global ETA: 40m 27s [2025-11-22T02:41:38.581891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:38.581953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:38.586717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:38.587514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:38.588214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.717687] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 12.3s | Global ETA: 40m 27s [2025-11-22T02:41:38.718554] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:38.718617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:38.723339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:38.766567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:38.767622] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:38.770489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:38.944505] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.81% | Symbol ETA: 9.8s | Global ETA: 40m 27s [2025-11-22T02:41:38.945390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:38.945452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:38.947085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:38.947593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:38.948358] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:38.949282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:39.146021] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.4s | Global ETA: 40m 27s [2025-11-22T02:41:39.196977] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.68% | Symbol ETA: 28.5s | Global ETA: 40m 28s [2025-11-22T02:41:39.314438] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.42% [2025-11-22T02:41:39.367574] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 7.01% [2025-11-22T02:41:39.466885] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 11.6s | Global ETA: 40m 28s [2025-11-22T02:41:39.467793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:39.467855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:39.472936] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:39.480838] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:41:39.517614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:39.518699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:39.521735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:39.522483] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -8.46% | Symbol ETA: 9.2s | Global ETA: 40m 28s [2025-11-22T02:41:39.523355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:39.523418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:39.525057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:39.525529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:39.526299] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:39.527240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:39.593227] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.75%, Actual: 1.94% [2025-11-22T02:41:39.649777] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:41:39.763439] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 9.49%, Actual: 0.39% [2025-11-22T02:41:39.823196] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:39.934364] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -3.73%, Actual: 1.45% [2025-11-22T02:41:39.990714] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:40.095909] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -8.52% | Symbol ETA: 8.6s | Global ETA: 40m 28s [2025-11-22T02:41:40.096791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:40.096852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:40.098515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:40.099011] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:40.099776] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:40.100718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:40.112276] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 4.02% [2025-11-22T02:41:40.172224] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:40.209100] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.11% | Symbol ETA: 10.8s | Global ETA: 40m 28s [2025-11-22T02:41:40.209990] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:40.210053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:40.214783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:40.258994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:40.259935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:41:40.262951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:40.285366] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -7.40%, Actual: 0.02% [2025-11-22T02:41:40.342800] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:41:40.462773] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.36%, Actual: 3.55% [2025-11-22T02:41:40.518374] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:40.638862] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -6.24%, Actual: 1.73% [2025-11-22T02:41:40.669179] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.94% | Symbol ETA: 8.0s | Global ETA: 40m 28s [2025-11-22T02:41:40.670064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:40.670126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:40.671781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:40.672259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:40.673031] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:40.673975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:40.689598] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:40.810853] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.84%, Actual: 1.75% [2025-11-22T02:41:40.863383] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:40.863619] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.2823% [2025-11-22T02:41:40.863731] [INFO ] [main ] PFN: DISCARDED add_prior_day_tail_pressure (score: 22.28%) [2025-11-22T02:41:40.863776] [INFO ] [main ] PFN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:41:40.863809] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_prior_mag_lag'] [2025-11-22T02:41:40.863846] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:40.877449] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:40.879075] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:40.879140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:40.884212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:40.885241] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:40.887073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:40.887952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:40.890745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:40.892376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:40.978612] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 10.0s | Global ETA: 40m 29s [2025-11-22T02:41:40.985748] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.68%, Actual: 3.19% [2025-11-22T02:41:40.985967] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.5221% [2025-11-22T02:41:40.986057] [INFO ] [main ] AI: DISCARDED add_gaps (score: 36.52%) [2025-11-22T02:41:40.986101] [INFO ] [main ] AI: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:41:40.986134] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_skewness_proxies'] [2025-11-22T02:41:40.986168] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:41.001668] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:41.003326] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:41.003392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:41.008710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:41.009543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:41.010685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:41.156967] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.16%, Actual: 3.24% [2025-11-22T02:41:41.244700] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.17% | Symbol ETA: 7.4s | Global ETA: 40m 29s [2025-11-22T02:41:41.245573] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:41.245635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:41.247327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:41.247839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:41.248587] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:41.249537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:41.335303] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 3.40% [2025-11-22T02:41:41.473681] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 9.6s | Global ETA: 40m 29s [2025-11-22T02:41:41.474551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:41.474613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:41.479384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:41.480303] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:41.481959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:41.482722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:41.485276] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:41.486845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:41.504785] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 2.38% [2025-11-22T02:41:41.638953] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 30.8s | Global ETA: 40m 29s [2025-11-22T02:41:41.639952] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:41.640017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:41.645500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:41.646364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:41.647538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:41.674931] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 0.63% [2025-11-22T02:41:41.815914] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.59% | Symbol ETA: 6.8s | Global ETA: 40m 29s [2025-11-22T02:41:41.816995] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:41.817057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:41.818773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:41.819386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:41.820503] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:41:41.821452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:41.852113] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.14% [2025-11-22T02:41:42.022679] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.86% [2025-11-22T02:41:42.062970] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 9.0s | Global ETA: 40m 29s [2025-11-22T02:41:42.063874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:42.063936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:42.068687] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:42.069588] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:42.071198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:42.071955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:42.074471] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:42.076037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:42.190194] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 1.41% [2025-11-22T02:41:42.289824] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -3.02% | Symbol ETA: 30.3s | Global ETA: 40m 29s [2025-11-22T02:41:42.290804] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:42.290869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:42.295853] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:42.296688] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:42.297864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:42.358745] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 0.21% [2025-11-22T02:41:42.395330] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.15% | Symbol ETA: 6.3s | Global ETA: 40m 29s [2025-11-22T02:41:42.530926] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.11%, Actual: 1.22% [2025-11-22T02:41:42.563241] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.26%, Actual: 1.97% [2025-11-22T02:41:42.642059] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 8.4s | Global ETA: 40m 30s [2025-11-22T02:41:42.642949] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:42.643011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:42.647842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:42.648769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:42.650390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:42.651158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:42.653745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:42.655318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:42.707030] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.48%, Actual: 2.99% [2025-11-22T02:41:42.707266] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 48.0888% [2025-11-22T02:41:42.707389] [INFO ] [main ] KNSL: DISCARDED add_open_vs_prev_range_position (score: 48.09%) [2025-11-22T02:41:42.707435] [INFO ] [main ] KNSL: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:41:42.707470] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_overnight_gap_amplitude'] [2025-11-22T02:41:42.707506] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:42.722758] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:42.724094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:42.724157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:42.729183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:42.732495] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 1.79% [2025-11-22T02:41:42.775749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:42.776756] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:42.777416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:42.897940] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.15%, Actual: 21.96% [2025-11-22T02:41:42.979169] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.49% | Symbol ETA: 29.7s | Global ETA: 40m 30s [2025-11-22T02:41:42.980225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:42.980297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:42.985892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:42.986840] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:42.988204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:43.064586] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.81%, Actual: 1.81% [2025-11-22T02:41:43.221846] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.8s | Global ETA: 40m 30s [2025-11-22T02:41:43.222729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:43.222791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:43.227543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:43.228462] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:43.230091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:43.230856] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:43.233396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:43.234913] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -8.46%, Actual: 8.20% [2025-11-22T02:41:43.235341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:43.404406] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -8.52%, Actual: 1.07% [2025-11-22T02:41:43.463011] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.96% | Symbol ETA: 16.0s | Global ETA: 40m 30s [2025-11-22T02:41:43.463911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:43.463975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:43.468844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:43.515703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:43.516789] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:43.517465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:43.575296] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.94%, Actual: 6.24% [2025-11-22T02:41:43.610670] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -2.75% | Symbol ETA: 29.0s | Global ETA: 40m 30s [2025-11-22T02:41:43.611705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:43.611769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:43.616582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:43.617471] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:43.618541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:43.741629] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.17%, Actual: 0.54% [2025-11-22T02:41:43.820084] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: 40m 30s [2025-11-22T02:41:43.821050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:43.821115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:43.826244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:43.827328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:43.829129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:43.829981] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:43.832712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:43.834379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:43.908716] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.59%, Actual: 4.55% [2025-11-22T02:41:44.076453] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.15%, Actual: 3.47% [2025-11-22T02:41:44.076638] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 45.9684% [2025-11-22T02:41:44.076738] [INFO ] [main ] BFLY: DISCARDED add_preclose_acceleration_mag (score: 45.97%) [2025-11-22T02:41:44.076779] [INFO ] [main ] BFLY: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:41:44.076811] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_1100_to_open'] [2025-11-22T02:41:44.076845] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:44.090338] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:44.091572] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:44.091634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:44.093320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:44.093868] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:44.094617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:44.095253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.201598] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 15.3s | Global ETA: 40m 30s [2025-11-22T02:41:44.202481] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:44.202542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.207263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:44.252878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:44.253890] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:44.254528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.257075] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 10.48% | Symbol ETA: 28.4s | Global ETA: 40m 30s [2025-11-22T02:41:44.258041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:44.258113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.262857] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:44.263632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:44.264733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.409905] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 6.6s | Global ETA: 40m 31s [2025-11-22T02:41:44.410809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:44.410872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.415586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:44.416513] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:44.418169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:44.418929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:44.421506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:44.423061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.666434] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 16.40% | Symbol ETA: 10.7s | Global ETA: 40m 31s [2025-11-22T02:41:44.667430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:44.667494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:44.669206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:44.669754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:44.670507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:44.671135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.880332] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.44% | Symbol ETA: 27.7s | Global ETA: 40m 31s [2025-11-22T02:41:44.881240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:44.881301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.886059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:44.886882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:44.887975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.945220] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 14.6s | Global ETA: 40m 31s [2025-11-22T02:41:44.946118] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:44.946180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.951030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:44.989860] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.1s | Global ETA: 40m 31s [2025-11-22T02:41:44.990742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:44.990804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:44.995487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:44.995500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:44.996369] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:44.996411] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:44.997042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:44.998081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:44.998882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:45.001528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:45.003128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:45.245721] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 5.50% | Symbol ETA: 10.1s | Global ETA: 40m 31s [2025-11-22T02:41:45.246603] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:45.246687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:45.248350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:45.248884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:45.249692] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:45.250311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:45.497610] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.72% | Symbol ETA: 27.0s | Global ETA: 40m 31s [2025-11-22T02:41:45.498494] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:45.498556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:45.503268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:45.504058] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:45.505143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:45.573279] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 40m 31s [2025-11-22T02:41:45.574166] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:45.574228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:45.579007] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:45.579927] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:45.581541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:45.582309] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:45.585014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:45.586559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:45.687944] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 13.8s | Global ETA: 40m 31s [2025-11-22T02:41:45.688859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:45.688921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:45.693729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:45.737447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:45.738307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:45.738943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:45.821772] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -9.72% | Symbol ETA: 9.6s | Global ETA: 40m 31s [2025-11-22T02:41:45.822631] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:45.822712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:45.824336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:45.824818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:45.825564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:45.826192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.111028] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 26.4s | Global ETA: 40m 32s [2025-11-22T02:41:46.111986] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:46.112049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:46.116770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:46.117565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:46.118630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.153348] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 40m 32s [2025-11-22T02:41:46.154234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:46.154296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:46.159027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:46.159945] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:46.161582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:46.162345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:46.164916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:41:46.166454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.406864] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.21% | Symbol ETA: 9.0s | Global ETA: 40m 32s [2025-11-22T02:41:46.407798] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:46.407859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:46.409483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:46.409978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:46.410745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:46.411351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.425135] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 13.1s | Global ETA: 40m 32s [2025-11-22T02:41:46.426039] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:46.426101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:46.430870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:46.474767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:46.475597] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:46.476232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.725011] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.84% | Symbol ETA: 25.7s | Global ETA: 40m 32s [2025-11-22T02:41:46.725891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:46.725952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:46.730720] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:46.731511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:41:46.732594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:46.733568] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: 40m 32s [2025-11-22T02:41:46.899985] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.42% [2025-11-22T02:41:46.984753] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.87% | Symbol ETA: 8.4s | Global ETA: 40m 32s [2025-11-22T02:41:46.985605] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:46.985707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:46.987769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:46.988269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:46.989068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:46.989709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:47.065625] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:41:47.149305] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.91% | Symbol ETA: 12.3s | Global ETA: 40m 32s [2025-11-22T02:41:47.150213] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:47.150297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:47.158377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:47.202019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:47.202846] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:47.203453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:47.232513] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:41:47.366609] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -2.79% | Symbol ETA: 25.1s | Global ETA: 40m 32s [2025-11-22T02:41:47.400986] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:47.556833] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 7.01% [2025-11-22T02:41:47.565624] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.48% | Symbol ETA: 7.8s | Global ETA: 40m 32s [2025-11-22T02:41:47.566541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:47.566607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:47.567621] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:47.568384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:47.568904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:47.569740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:47.570379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:47.735186] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -3.02%, Actual: 1.94% [2025-11-22T02:41:47.792150] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:41:47.909973] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.49%, Actual: 0.39% [2025-11-22T02:41:47.911718] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 11.6s | Global ETA: 40m 33s [2025-11-22T02:41:47.912612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:47.912783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:47.917974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:47.958020] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:41:47.962411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:47.963255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:47.963947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:48.087638] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -2.75%, Actual: 1.45% [2025-11-22T02:41:48.128135] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:48.158202] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 7.3s | Global ETA: 40m 33s [2025-11-22T02:41:48.159124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:48.159186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:48.160842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:48.161315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:48.162087] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:48.162716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:48.269323] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 10.48%, Actual: 4.02% [2025-11-22T02:41:48.293748] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:48.439414] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.44%, Actual: 0.02% [2025-11-22T02:41:48.458929] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:48.459478] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.2823% [2025-11-22T02:41:48.459566] [INFO ] [main ] PFN: DISCARDED add_prior_mag_lag (score: 22.28%) [2025-11-22T02:41:48.459607] [INFO ] [main ] PFN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:41:48.459639] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_range_overlap_v_prior_day'] [2025-11-22T02:41:48.459694] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:48.478937] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:48.480491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:48.480558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:48.485376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:48.486331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:48.488003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:48.488791] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:48.491339] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:48.493719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:48.611797] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.72%, Actual: 3.55% [2025-11-22T02:41:48.657087] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 10.9s | Global ETA: 40m 33s [2025-11-22T02:41:48.658011] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:48.658073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:48.662841] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:48.705585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:48.706630] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:48.707261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:48.724042] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.66% | Symbol ETA: 6.7s | Global ETA: 40m 33s [2025-11-22T02:41:48.724921] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:48.724981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:48.726600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:48.727088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:48.727874] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:48.728492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:48.786371] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 1.73% [2025-11-22T02:41:48.960256] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.84%, Actual: 1.75% [2025-11-22T02:41:49.065539] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 9.0s | Global ETA: 40m 33s [2025-11-22T02:41:49.066390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:49.066458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:49.071486] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:49.072499] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:49.074224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:49.075025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:49.077752] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:49.080194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:49.129710] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -2.79%, Actual: 3.19% [2025-11-22T02:41:49.129912] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.0943% [2025-11-22T02:41:49.129996] [INFO ] [main ] AI: DISCARDED add_intraday_skewness_proxies (score: 35.09%) [2025-11-22T02:41:49.130041] [INFO ] [main ] AI: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:41:49.130076] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_intraday_volatility_percentile'] [2025-11-22T02:41:49.130112] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:49.144750] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:49.146196] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:49.146258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:49.151075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:49.152295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:49.237633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:49.295858] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.85% | Symbol ETA: 6.1s | Global ETA: 40m 33s [2025-11-22T02:41:49.296790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:49.296855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:49.298595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:49.299124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:49.299931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:41:49.300550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:49.380326] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 10.1s | Global ETA: 40m 33s [2025-11-22T02:41:49.381217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:49.381280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:49.385993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:49.428403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:49.429308] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:41:49.429970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:49.674089] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 8.5s | Global ETA: 40m 34s [2025-11-22T02:41:49.674963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:49.675042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:49.679865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:49.680784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:49.682474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:49.683244] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:49.685809] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:49.688187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:49.855484] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 28.5s | Global ETA: 40m 34s [2025-11-22T02:41:49.856375] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:49.856436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:49.861202] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:49.862077] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:49.911633] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.90% | Symbol ETA: 5.5s | Global ETA: 40m 34s [2025-11-22T02:41:49.948762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:50.085029] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 16.40%, Actual: 1.97% [2025-11-22T02:41:50.121070] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 9.4s | Global ETA: 40m 34s [2025-11-22T02:41:50.253880] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.8s | Global ETA: 40m 34s [2025-11-22T02:41:50.254758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:50.254820] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:50.258987] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 5.50%, Actual: 1.79% [2025-11-22T02:41:50.259659] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:50.260563] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:50.262198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:50.262967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:50.265547] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:50.267934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:50.289616] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.96%, Actual: 3.24% [2025-11-22T02:41:50.435447] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -9.72%, Actual: 21.96% [2025-11-22T02:41:50.458218] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 3.40% [2025-11-22T02:41:50.562382] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 27.8s | Global ETA: 40m 34s [2025-11-22T02:41:50.563273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:50.563335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:50.568105] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:50.568890] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:50.616380] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.21%, Actual: 1.81% [2025-11-22T02:41:50.626757] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 2.38% [2025-11-22T02:41:50.652793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:50.787885] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.87%, Actual: 8.20% [2025-11-22T02:41:50.795215] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 0.63% [2025-11-22T02:41:50.836667] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 7.2s | Global ETA: 40m 34s [2025-11-22T02:41:50.837547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:50.837610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:50.842322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:50.843237] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:50.844875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:50.845614] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:50.848177] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:50.850569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:50.961555] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.14% [2025-11-22T02:41:50.964815] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.48%, Actual: 1.07% [2025-11-22T02:41:51.128972] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 1.86% [2025-11-22T02:41:51.134308] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 6.24% [2025-11-22T02:41:51.271964] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 27.1s | Global ETA: 40m 35s [2025-11-22T02:41:51.273250] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:51.273328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:51.278394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:51.279241] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:51.300048] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.11%, Actual: 1.41% [2025-11-22T02:41:51.303914] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.66%, Actual: 0.54% [2025-11-22T02:41:51.370130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:51.420987] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.6s | Global ETA: 40m 35s [2025-11-22T02:41:51.421873] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:51.421935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:51.426639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:51.427602] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:51.429290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:51.430061] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:51.436010] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:51.438424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:51.467582] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 0.21% [2025-11-22T02:41:51.479555] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.85%, Actual: 4.55% [2025-11-22T02:41:51.638943] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 1.22% [2025-11-22T02:41:51.643928] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.90%, Actual: 3.47% [2025-11-22T02:41:51.644142] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.5041% [2025-11-22T02:41:51.644227] [INFO ] [main ] BFLY: DISCARDED add_prev_1100_to_open (score: 36.50%) [2025-11-22T02:41:51.644269] [INFO ] [main ] BFLY: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:41:51.644321] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100'] [2025-11-22T02:41:51.644356] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:51.658099] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:51.659433] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:51.659495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:51.661249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:51.661782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:51.662544] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:51.663225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:51.807470] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 2.99% [2025-11-22T02:41:51.807687] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 46.4826% [2025-11-22T02:41:51.807779] [INFO ] [main ] KNSL: DISCARDED add_overnight_gap_amplitude (score: 46.48%) [2025-11-22T02:41:51.807822] [INFO ] [main ] KNSL: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:41:51.807854] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_overnight_gap_mag'] [2025-11-22T02:41:51.807888] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:41:51.823586] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:51.825008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:51.825069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:51.829847] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:51.875679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:51.876514] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:51.877266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:51.983110] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -9.46% | Symbol ETA: 26.4s | Global ETA: 40m 35s [2025-11-22T02:41:51.984005] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:51.984067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:51.988866] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:51.989687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:52.037054] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 6.1s | Global ETA: 40m 35s [2025-11-22T02:41:52.038107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:52.038173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:52.043383] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:52.044551] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:52.046567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:52.047583] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:52.050465] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:52.053105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.075577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.225887] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.76% | Symbol ETA: 10.2s | Global ETA: 40m 35s [2025-11-22T02:41:52.227112] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:52.227191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:52.228885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:52.229360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:52.230133] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:52.230768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.551717] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 15.0s | Global ETA: 40m 35s [2025-11-22T02:41:52.552578] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:52.552684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:52.557472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:52.604002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:52.604861] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:52.605557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.665049] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 40m 35s [2025-11-22T02:41:52.666487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:52.666552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:52.671857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:52.672837] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:52.674628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:52.675466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:52.678338] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:52.680880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.682670] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.22% | Symbol ETA: 25.6s | Global ETA: 40m 35s [2025-11-22T02:41:52.683551] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:52.683613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:52.688376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:52.689219] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:52.775764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:52.810451] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.33% | Symbol ETA: 9.7s | Global ETA: 40m 35s [2025-11-22T02:41:52.811376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:52.811437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:52.813099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:52.813574] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:52.814356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:52.814981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.281586] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 14.3s | Global ETA: 40m 36s [2025-11-22T02:41:53.282841] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:53.282910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:53.287979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:53.288991] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 40m 36s [2025-11-22T02:41:53.289918] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:53.289980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:53.294780] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:53.295763] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:53.297418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:53.298177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:53.300821] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:53.303225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.334406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:53.335271] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:53.335992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.387657] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.19% | Symbol ETA: 24.9s | Global ETA: 40m 36s [2025-11-22T02:41:53.388560] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:53.388662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:53.389884] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.56% | Symbol ETA: 9.2s | Global ETA: 40m 36s [2025-11-22T02:41:53.390766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:53.390828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:53.392445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:53.392937] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:53.393618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:53.393701] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:53.394340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.394435] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:53.482743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.872358] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.3s | Global ETA: 40m 36s [2025-11-22T02:41:53.873240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:53.873302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:53.878100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:53.879064] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:53.880715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:53.881458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:53.884019] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:41:53.886433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:53.970072] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 8.74% | Symbol ETA: 8.6s | Global ETA: 40m 36s [2025-11-22T02:41:53.970986] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:53.971056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:53.972775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:53.973259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:53.974055] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:53.974702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.036319] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.68% | Symbol ETA: 13.6s | Global ETA: 40m 36s [2025-11-22T02:41:54.037240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:54.037319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:54.042328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:54.085636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:54.086535] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:54.087224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.098365] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.62% | Symbol ETA: 24.2s | Global ETA: 40m 36s [2025-11-22T02:41:54.099314] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:54.099377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:54.104327] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:54.105142] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:54.191722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.499381] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.7s | Global ETA: 40m 36s [2025-11-22T02:41:54.556128] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.68% | Symbol ETA: 8.0s | Global ETA: 40m 36s [2025-11-22T02:41:54.557035] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:54.557097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:54.558783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:54.559269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:54.560042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:54.560691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.666132] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:41:54.800704] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 5.12% | Symbol ETA: 23.5s | Global ETA: 40m 37s [2025-11-22T02:41:54.801566] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:54.801627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:54.806384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:54.807186] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:54.821046] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 12.9s | Global ETA: 40m 37s [2025-11-22T02:41:54.821940] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:54.822001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:54.826745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:54.831547] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:41:54.870399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:54.871267] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:54.871969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.892078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:54.996192] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:41:55.137925] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.45% | Symbol ETA: 7.4s | Global ETA: 40m 37s [2025-11-22T02:41:55.138867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:55.138975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:55.140712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:55.141211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:55.142007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:55.142627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:55.161550] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:41:55.329242] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:41:55.495769] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.16% | Symbol ETA: 22.8s | Global ETA: 40m 37s [2025-11-22T02:41:55.496148] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:41:55.496677] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:55.496739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:55.501438] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:55.502220] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:41:55.561618] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 12.2s | Global ETA: 40m 37s [2025-11-22T02:41:55.562507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:55.562569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:55.567404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:55.586250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:55.610556] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:55.611549] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:55.612237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:55.662608] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:41:55.721136] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.46% | Symbol ETA: 6.9s | Global ETA: 40m 37s [2025-11-22T02:41:55.722038] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:55.722099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:55.723751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:55.724217] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:55.724993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:55.725600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:55.828612] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:41:55.994390] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:41:56.158958] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:41:56.159131] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:41:56.159217] [INFO ] [main ] PFN: DISCARDED add_range_overlap_v_prior_day (score: 19.32%) [2025-11-22T02:41:56.159258] [INFO ] [main ] PFN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:41:56.159290] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_range_volume_efficiency'] [2025-11-22T02:41:56.159325] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:41:56.171496] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:56.172878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:56.172953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:56.180588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:56.181533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:56.183188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:56.183958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:56.186513] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:56.188692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:56.189423] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -6.36% | Symbol ETA: 22.1s | Global ETA: 40m 37s [2025-11-22T02:41:56.286015] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 11.4s | Global ETA: 40m 37s [2025-11-22T02:41:56.286912] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:56.286973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:56.292028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:56.311087] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 6.3s | Global ETA: 40m 37s [2025-11-22T02:41:56.312022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:56.312087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:56.313798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:56.314281] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:56.315114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:56.315864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:56.334419] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:56.335371] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:56.336077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:56.355666] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 7.01% [2025-11-22T02:41:56.520155] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 1.94% [2025-11-22T02:41:56.685997] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 0.39% [2025-11-22T02:41:56.755244] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 8.7s | Global ETA: 40m 38s [2025-11-22T02:41:56.756136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:56.756198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:56.760965] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:56.761896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:56.763514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:56.764281] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:56.766931] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:56.769086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:56.850545] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -9.46%, Actual: 1.45% [2025-11-22T02:41:56.922333] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 3.96% | Symbol ETA: 5.7s | Global ETA: 40m 38s [2025-11-22T02:41:56.923295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:56.923360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:56.925093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:56.925610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:56.926413] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:56.927064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:57.016568] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.22%, Actual: 4.02% [2025-11-22T02:41:57.018890] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 10.7s | Global ETA: 40m 38s [2025-11-22T02:41:57.019788] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:57.019849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:57.024576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:57.067986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:57.068910] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:57.069584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:57.183388] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.19%, Actual: 0.02% [2025-11-22T02:41:57.332385] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 8.1s | Global ETA: 40m 38s [2025-11-22T02:41:57.333267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:57.333333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:57.338103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:57.339024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:57.340637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:57.341404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:57.343977] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:57.346112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:57.349503] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.62%, Actual: 3.55% [2025-11-22T02:41:57.517349] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 5.12%, Actual: 1.73% [2025-11-22T02:41:57.531572] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.40% | Symbol ETA: 5.1s | Global ETA: 40m 38s [2025-11-22T02:41:57.683562] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.16%, Actual: 1.75% [2025-11-22T02:41:57.710408] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.76%, Actual: 1.97% [2025-11-22T02:41:57.742343] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 9.9s | Global ETA: 40m 38s [2025-11-22T02:41:57.743273] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:57.743336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:57.748288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:57.793174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:57.794080] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:57.794809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:57.853535] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -6.36%, Actual: 3.19% [2025-11-22T02:41:57.854120] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.2007% [2025-11-22T02:41:57.854218] [INFO ] [main ] AI: DISCARDED add_intraday_volatility_percentile (score: 38.20%) [2025-11-22T02:41:57.854272] [INFO ] [main ] AI: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:41:57.854313] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_last_hour_momentum_mag'] [2025-11-22T02:41:57.854355] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:41:57.872949] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:57.874179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:57.874241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:57.879046] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:57.879861] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:41:57.880403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:57.892409] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.33%, Actual: 1.79% [2025-11-22T02:41:57.919941] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 7.5s | Global ETA: 40m 38s [2025-11-22T02:41:57.920831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:57.920892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:57.925624] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:57.926541] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:57.928231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:57.928993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:57.931535] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:57.933661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:58.067885] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.56%, Actual: 21.96% [2025-11-22T02:41:58.259039] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 8.74%, Actual: 1.81% [2025-11-22T02:41:58.436214] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.68%, Actual: 8.20% [2025-11-22T02:41:58.486213] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 3.77% | Symbol ETA: 9.2s | Global ETA: 40m 39s [2025-11-22T02:41:58.487107] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:41:58.487169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:58.492202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:41:58.499776] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 40m 39s [2025-11-22T02:41:58.500595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:58.500681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:58.505413] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:58.506330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:58.507999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:58.508757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:58.511275] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:58.512541] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.99% | Symbol ETA: 27.3s | Global ETA: 40m 39s [2025-11-22T02:41:58.513390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:58.513434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:58.513495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:58.518224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:58.519018] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:41:58.519556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:58.537603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:58.538987] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:41:58.539788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:58.605740] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.45%, Actual: 1.07% [2025-11-22T02:41:58.774795] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.46%, Actual: 6.24% [2025-11-22T02:41:58.946723] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 0.54% [2025-11-22T02:41:59.085691] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: 40m 39s [2025-11-22T02:41:59.086562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:59.086625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:59.091339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:59.092266] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:59.093970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:59.094732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:59.097248] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:59.099413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:59.115856] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 3.96%, Actual: 4.55% [2025-11-22T02:41:59.138492] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -0.38% | Symbol ETA: 26.6s | Global ETA: 40m 39s [2025-11-22T02:41:59.139456] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:59.139520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:59.144446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:59.145298] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:41:59.145921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:59.234466] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 8.4s | Global ETA: 40m 39s [2025-11-22T02:41:59.284532] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.40%, Actual: 3.47% [2025-11-22T02:41:59.284757] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 51.4805% [2025-11-22T02:41:59.284864] [INFO ] [main ] BFLY: KEPT add_prev_close_to_1100 (score: 51.48%) [2025-11-22T02:41:59.284907] [INFO ] [main ] BFLY: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:41:59.284939] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_prev_close_to_open'] [2025-11-22T02:41:59.284973] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:41:59.298680] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:41:59.299981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:41:59.300043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:59.301767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:59.302270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:59.303051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:59.303683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:59.304360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:59.402548] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 3.24% [2025-11-22T02:41:59.570445] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 3.40% [2025-11-22T02:41:59.673621] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 5.8s | Global ETA: 40m 39s [2025-11-22T02:41:59.674505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:41:59.674568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:59.679411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:41:59.680423] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:41:59.685639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:41:59.686441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:41:59.689081] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:41:59.691242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:59.735035] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.68%, Actual: 2.38% [2025-11-22T02:41:59.775953] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.76% | Symbol ETA: 26.0s | Global ETA: 40m 40s [2025-11-22T02:41:59.776876] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:41:59.776940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:41:59.781913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:59.782738] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:41:59.783299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:41:59.895395] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.07% | Symbol ETA: 10.1s | Global ETA: 40m 40s [2025-11-22T02:41:59.896284] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:41:59.896346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:41:59.898071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:41:59.898555] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:41:59.899078] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -2.20%, Actual: 0.63% [2025-11-22T02:41:59.899325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:41:59.899995] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:41:59.900688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:00.064211] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.14% [2025-11-22T02:42:00.231018] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 1.86% [2025-11-22T02:42:00.265549] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.2s | Global ETA: 40m 40s [2025-11-22T02:42:00.266422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:00.266484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:00.271346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:00.272304] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:00.274040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:00.274842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:00.277566] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:00.279811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:00.397257] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.41% [2025-11-22T02:42:00.406187] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -14.02% | Symbol ETA: 25.3s | Global ETA: 40m 40s [2025-11-22T02:42:00.407075] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:00.407151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:00.411969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:00.412753] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:00.413293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:00.485596] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 2.96% | Symbol ETA: 9.5s | Global ETA: 40m 40s [2025-11-22T02:42:00.486487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:00.486549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:00.488257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:00.488757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:00.489496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:00.490139] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:00.490844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:00.700383] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 0.21% [2025-11-22T02:42:01.038800] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 3.77%, Actual: 1.22% [2025-11-22T02:42:01.052892] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 40m 40s [2025-11-22T02:42:01.053750] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:01.053815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:01.061540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:01.065484] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:01.067123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:01.070954] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:01.073484] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:01.078619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.130093] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 2.19% | Symbol ETA: 24.8s | Global ETA: 40m 40s [2025-11-22T02:42:01.131027] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:01.131095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:01.135928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:01.136804] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:01.137369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.233776] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 2.99% [2025-11-22T02:42:01.233962] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 32.3739% [2025-11-22T02:42:01.234048] [INFO ] [main ] KNSL: DISCARDED add_overnight_gap_mag (score: 32.37%) [2025-11-22T02:42:01.234089] [INFO ] [main ] KNSL: Testing feature 29/53: add_pct_change [2025-11-22T02:42:01.234120] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_pct_change'] [2025-11-22T02:42:01.234153] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:01.236846] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.24% | Symbol ETA: 9.3s | Global ETA: 40m 40s [2025-11-22T02:42:01.237803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:01.237873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:01.239593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:01.240157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:01.241019] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:01.241723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:01.242499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.248419] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:01.249859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:01.249920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:01.254713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:01.298609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:01.299438] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:01.301422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.767291] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -9.05% | Symbol ETA: 24.1s | Global ETA: 40m 41s [2025-11-22T02:42:01.768227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:01.768291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:01.773227] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:01.774049] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:01.774596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.800733] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 4.0s | Global ETA: 40m 41s [2025-11-22T02:42:01.801620] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:01.801704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:01.807462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:01.808453] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:01.810314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:01.811239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:01.814412] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:01.816627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:01.846315] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 19.29% | Symbol ETA: 8.6s | Global ETA: 40m 41s [2025-11-22T02:42:01.847705] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:01.847770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:01.849637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:01.850164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:01.850984] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:01.851616] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:01.852337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:02.084329] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.43% | Symbol ETA: 15.6s | Global ETA: 40m 41s [2025-11-22T02:42:02.085248] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:02.085310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:02.090286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:02.136693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:02.137710] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:02.139783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:02.393053] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: 40m 41s [2025-11-22T02:42:02.400896] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 9.02% | Symbol ETA: 23.5s | Global ETA: 40m 41s [2025-11-22T02:42:02.401798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:02.401861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:02.406689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:02.407948] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:02.408508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:02.447591] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 7.9s | Global ETA: 40m 41s [2025-11-22T02:42:02.448523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:02.448586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:02.450283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:02.450797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:02.451548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:02.452180] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:02.452905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:02.578354] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:42:02.753826] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:42:02.853793] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 14.5s | Global ETA: 40m 41s [2025-11-22T02:42:02.854698] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:02.854759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:02.859576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:02.903581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:02.904558] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:02.906548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:02.951532] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:42:03.015357] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 22.8s | Global ETA: 40m 41s [2025-11-22T02:42:03.016241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:03.016304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:03.020014] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.71% | Symbol ETA: 7.3s | Global ETA: 40m 41s [2025-11-22T02:42:03.020901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:03.020963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:03.021074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:03.021863] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:03.022401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:03.022602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:03.023091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:03.023879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:03.024485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:03.025176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:03.120717] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:03.290549] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:03.458566] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:42:03.592757] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 6.6s | Global ETA: 40m 42s [2025-11-22T02:42:03.593660] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:03.593723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:03.595362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:03.595860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:03.596604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:03.597237] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:03.597961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:03.603843] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 13.6s | Global ETA: 40m 42s [2025-11-22T02:42:03.604751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:03.604813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:03.609558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:03.627838] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:42:03.640601] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 22.2s | Global ETA: 40m 42s [2025-11-22T02:42:03.641513] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:03.641585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:03.646615] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:03.647458] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:42:03.648019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:03.653030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:03.654023] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:03.656025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:03.794498] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:03.959854] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:04.128639] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:04.128878] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:42:04.128969] [INFO ] [main ] PFN: DISCARDED add_range_volume_efficiency (score: 20.81%) [2025-11-22T02:42:04.129012] [INFO ] [main ] PFN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:42:04.129046] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:42:04.129081] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:04.141359] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:04.142809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:04.142875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:04.147624] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:04.148575] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:04.150256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:04.151032] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:04.153586] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:04.157399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:04.164766] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -6.84% | Symbol ETA: 6.0s | Global ETA: 40m 42s [2025-11-22T02:42:04.165622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:04.165709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:04.167412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:04.167903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:04.168674] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:04.169288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:04.169985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:04.280724] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.25% | Symbol ETA: 21.5s | Global ETA: 40m 42s [2025-11-22T02:42:04.376004] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.77% | Symbol ETA: 12.8s | Global ETA: 40m 42s [2025-11-22T02:42:04.376888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:04.376949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:04.381790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:04.426979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:04.427901] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:04.430014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:04.450432] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.99%, Actual: 7.01% [2025-11-22T02:42:04.618683] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -0.38%, Actual: 1.94% [2025-11-22T02:42:04.730167] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 8.5s | Global ETA: 40m 42s [2025-11-22T02:42:04.731233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:04.731299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:04.737050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:04.737958] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.46% | Symbol ETA: 5.4s | Global ETA: 40m 42s [2025-11-22T02:42:04.738117] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:04.738855] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:04.738919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:04.739832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:04.740568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:04.740670] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:04.741089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:04.741873] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:04.742481] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:04.743178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:04.743671] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:04.747745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:04.786346] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.76%, Actual: 0.39% [2025-11-22T02:42:04.955402] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -14.02%, Actual: 1.45% [2025-11-22T02:42:05.125836] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 2.19%, Actual: 4.02% [2025-11-22T02:42:05.157806] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 12.0s | Global ETA: 40m 43s [2025-11-22T02:42:05.158738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:05.158802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:05.167427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:05.212209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:05.213108] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:05.215047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:05.303175] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -9.05%, Actual: 0.02% [2025-11-22T02:42:05.330054] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.93% | Symbol ETA: 4.8s | Global ETA: 40m 43s [2025-11-22T02:42:05.337028] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 8.0s | Global ETA: 40m 43s [2025-11-22T02:42:05.337953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:05.338017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:05.342854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:05.343809] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:05.345433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:05.346207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:05.348800] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:05.352625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:05.470630] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 9.02%, Actual: 3.55% [2025-11-22T02:42:05.498903] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.07%, Actual: 1.97% [2025-11-22T02:42:05.637718] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.04%, Actual: 1.73% [2025-11-22T02:42:05.667101] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 2.96%, Actual: 1.79% [2025-11-22T02:42:05.807955] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 1.75% [2025-11-22T02:42:05.838406] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.24%, Actual: 21.96% [2025-11-22T02:42:05.913930] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 11.2s | Global ETA: 40m 43s [2025-11-22T02:42:05.914823] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:05.914884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:05.919695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:05.964127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:05.964967] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:05.966931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:05.971321] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.5s | Global ETA: 40m 43s [2025-11-22T02:42:05.972256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:05.972322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:05.977162] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:05.978146] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:05.979849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:05.980502] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.25%, Actual: 3.19% [2025-11-22T02:42:05.980633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:05.980725] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.5682% [2025-11-22T02:42:05.980815] [INFO ] [main ] AI: DISCARDED add_last_hour_momentum_mag (score: 35.57%) [2025-11-22T02:42:05.980858] [INFO ] [main ] AI: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:42:05.980891] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_day_volatility'] [2025-11-22T02:42:05.980925] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:05.983383] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:05.987284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:05.995840] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:05.997344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:05.997408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:06.002484] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:06.003350] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:06.005100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:06.008564] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 19.29%, Actual: 1.81% [2025-11-22T02:42:06.176322] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -2.10%, Actual: 8.20% [2025-11-22T02:42:06.345307] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.71%, Actual: 1.07% [2025-11-22T02:42:06.513007] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 6.24% [2025-11-22T02:42:06.607614] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.9s | Global ETA: 40m 43s [2025-11-22T02:42:06.609068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:06.609130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:06.613878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:06.614796] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:06.616409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:06.617178] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:06.619781] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:06.623576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:06.626387] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -4.95% | Symbol ETA: 24.0s | Global ETA: 40m 44s [2025-11-22T02:42:06.627324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:06.627391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:06.632359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:06.633207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:06.634997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:06.660889] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 10.4s | Global ETA: 40m 44s [2025-11-22T02:42:06.661790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:06.661852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:06.666597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:06.683354] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -6.84%, Actual: 0.54% [2025-11-22T02:42:06.710524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:06.711577] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:06.713569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:06.850186] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.46%, Actual: 4.55% [2025-11-22T02:42:07.017638] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.93%, Actual: 3.47% [2025-11-22T02:42:07.018227] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 34.5685% [2025-11-22T02:42:07.018279] [INFO ] [main ] BFLY: DISCARDED add_prev_close_to_open (score: 34.57%) [2025-11-22T02:42:07.018316] [INFO ] [main ] BFLY: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:42:07.018347] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure'] [2025-11-22T02:42:07.018382] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:07.033530] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:07.034790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:07.034854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:07.036526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:07.037085] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:07.037888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:07.038529] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:07.041277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.205137] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.3s | Global ETA: 40m 44s [2025-11-22T02:42:07.206054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:07.206116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:07.211082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:07.212041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:07.213780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:07.214559] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:07.217275] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:07.221306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.252466] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 23.3s | Global ETA: 40m 44s [2025-11-22T02:42:07.253366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:07.253429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:07.258416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:07.259245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:07.261016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.415202] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 9.6s | Global ETA: 40m 44s [2025-11-22T02:42:07.416103] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:07.416172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:07.420998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:07.463954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:07.464866] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:07.466873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.613029] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.20% | Symbol ETA: 9.7s | Global ETA: 40m 44s [2025-11-22T02:42:07.613922] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:07.613990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:07.615608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:07.616097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:07.616860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:07.617486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:07.620189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.830476] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 5.7s | Global ETA: 40m 44s [2025-11-22T02:42:07.831398] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:07.831461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:07.836541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:07.837636] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:07.839369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:07.840194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:07.842896] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:07.846844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:07.898075] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 12.28% | Symbol ETA: 22.7s | Global ETA: 40m 44s [2025-11-22T02:42:07.898992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:07.899057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:07.903956] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:07.904854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:07.906608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.162305] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.69% | Symbol ETA: 8.8s | Global ETA: 40m 44s [2025-11-22T02:42:08.163210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:08.163271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:08.168155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:08.213812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:08.214682] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:42:08.216600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.224299] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 8.55% | Symbol ETA: 9.2s | Global ETA: 40m 44s [2025-11-22T02:42:08.225286] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:08.225353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:08.227149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:08.227692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:08.228477] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:08.229170] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:08.232011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.435464] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: 40m 45s [2025-11-22T02:42:08.436354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:08.436419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:08.441928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:08.442932] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:08.444714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:08.445499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:08.448287] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:08.452454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.545317] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -12.39% | Symbol ETA: 22.1s | Global ETA: 40m 45s [2025-11-22T02:42:08.546281] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:08.546345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:08.551366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:08.552204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:08.554042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.842231] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.28% | Symbol ETA: 8.7s | Global ETA: 40m 45s [2025-11-22T02:42:08.843176] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:08.843242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:08.844960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:08.845475] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:08.846308] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:08.846977] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:08.849953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:08.909217] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 4.46% | Symbol ETA: 8.1s | Global ETA: 40m 45s [2025-11-22T02:42:09.037634] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 40m 45s [2025-11-22T02:42:09.038581] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:09.038678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:09.043668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:09.044630] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:09.046411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:09.047240] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:09.050036] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:09.053998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:09.077042] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.43%, Actual: 3.24% [2025-11-22T02:42:09.207921] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.77% | Symbol ETA: 21.5s | Global ETA: 40m 45s [2025-11-22T02:42:09.208820] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:09.208880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:09.213617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:09.214440] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:09.216167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:09.245328] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 3.40% [2025-11-22T02:42:09.413030] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 2.38% [2025-11-22T02:42:09.432295] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.15% | Symbol ETA: 8.0s | Global ETA: 40m 45s [2025-11-22T02:42:09.433180] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:09.433243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:09.434912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:09.435380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:09.436151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:09.436779] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:09.439498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:09.580015] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.77%, Actual: 0.63% [2025-11-22T02:42:09.640350] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: 40m 45s [2025-11-22T02:42:09.641443] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:09.641509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:09.646545] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:09.648525] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:09.651162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:09.652103] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:09.654976] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:09.658983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:09.746101] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 0.14% [2025-11-22T02:42:09.835976] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.63% | Symbol ETA: 20.8s | Global ETA: 40m 45s [2025-11-22T02:42:09.836891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:09.836950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:09.841879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:09.842718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:09.844520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:09.912775] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 1.86% [2025-11-22T02:42:10.005383] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.49% | Symbol ETA: 7.4s | Global ETA: 40m 45s [2025-11-22T02:42:10.006449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:10.006511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:10.008531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:10.009027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:10.009792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:10.010399] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:10.013228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:10.079869] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 1.41% [2025-11-22T02:42:10.249443] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.21% [2025-11-22T02:42:10.260807] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 40m 46s [2025-11-22T02:42:10.423405] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.69%, Actual: 1.22% [2025-11-22T02:42:10.435986] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:42:10.508020] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.49% | Symbol ETA: 20.2s | Global ETA: 40m 46s [2025-11-22T02:42:10.508922] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:10.508986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:10.513673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:10.514440] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:10.516103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:10.578357] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.33% | Symbol ETA: 6.8s | Global ETA: 40m 46s [2025-11-22T02:42:10.579256] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:10.579321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:10.584772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:10.585292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:10.586066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:10.586705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:10.589380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:10.606697] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 4.46%, Actual: 2.99% [2025-11-22T02:42:10.606920] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.8013% [2025-11-22T02:42:10.607020] [INFO ] [main ] KNSL: DISCARDED add_pct_change (score: 41.80%) [2025-11-22T02:42:10.607072] [INFO ] [main ] KNSL: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:42:10.607112] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_preclose_acceleration_mag'] [2025-11-22T02:42:10.607148] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:10.611865] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:42:10.622306] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:10.623884] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:10.623947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:10.629032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:10.675499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:10.676624] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:10.677739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:10.787429] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:42:10.972869] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:11.145938] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.83% | Symbol ETA: 19.6s | Global ETA: 40m 46s [2025-11-22T02:42:11.146832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:11.146894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:11.150227] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:11.151601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:11.152376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:11.154102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:11.155296] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 6.2s | Global ETA: 40m 46s [2025-11-22T02:42:11.156202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:11.156265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:11.157963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:11.158431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:11.159195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:11.159820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:11.162464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:11.334887] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:42:11.389555] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 14.3s | Global ETA: 40m 46s [2025-11-22T02:42:11.390826] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:11.390887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:11.395617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:11.440761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:11.441812] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:11.442910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:11.515770] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:42:11.690828] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:11.734928] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -1.76% | Symbol ETA: 5.6s | Global ETA: 40m 46s [2025-11-22T02:42:11.735836] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:11.735898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:11.737574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:11.738059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:11.738823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:11.739430] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:11.742199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:11.750869] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 18.9s | Global ETA: 40m 46s [2025-11-22T02:42:11.751750] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:11.751810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:11.756612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:11.757413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:42:11.759193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:11.873487] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:12.053775] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:12.054147] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:42:12.054263] [INFO ] [main ] PFN: DISCARDED add_range_volume_efficiency_refinements (score: 19.32%) [2025-11-22T02:42:12.054315] [INFO ] [main ] PFN: Testing feature 39/53: add_regime [2025-11-22T02:42:12.054365] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_regime'] [2025-11-22T02:42:12.054440] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:12.069478] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:12.071190] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:12.071257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:12.076612] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:12.077737] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:12.079521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:12.080356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:12.083090] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:12.101151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:12.200572] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -3.49% | Symbol ETA: 13.7s | Global ETA: 40m 47s [2025-11-22T02:42:12.201497] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:12.201558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:12.206221] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:12.249288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:12.250191] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:12.251220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:12.327118] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 4.30% | Symbol ETA: 5.0s | Global ETA: 40m 47s [2025-11-22T02:42:12.328064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:12.328127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:12.329762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:12.330234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:12.331006] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:12.331635] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:12.334276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:12.359176] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.75% | Symbol ETA: 18.3s | Global ETA: 40m 47s [2025-11-22T02:42:12.531265] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -4.95%, Actual: 7.01% [2025-11-22T02:42:12.704029] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 1.94% [2025-11-22T02:42:12.716867] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 8.7s | Global ETA: 40m 47s [2025-11-22T02:42:12.718068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:12.718138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:12.723316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:12.724464] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:12.726325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:12.727131] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:12.730028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:12.747955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:12.871062] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 12.28%, Actual: 0.39% [2025-11-22T02:42:12.905783] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.61% | Symbol ETA: 4.5s | Global ETA: 40m 47s [2025-11-22T02:42:12.920099] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.11% | Symbol ETA: 12.8s | Global ETA: 40m 47s [2025-11-22T02:42:12.920988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:12.921054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:12.925753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:12.968414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:12.969285] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:12.970316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:13.037685] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -12.39%, Actual: 1.45% [2025-11-22T02:42:13.073007] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.20%, Actual: 1.97% [2025-11-22T02:42:13.202468] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.77%, Actual: 4.02% [2025-11-22T02:42:13.238347] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 8.55%, Actual: 1.79% [2025-11-22T02:42:13.354808] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 8.1s | Global ETA: 40m 47s [2025-11-22T02:42:13.356293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:13.356362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:13.361607] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:13.362674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:13.364414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:13.365284] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:13.367954] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.63%, Actual: 0.02% [2025-11-22T02:42:13.368051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:13.385054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:13.406048] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.28%, Actual: 21.96% [2025-11-22T02:42:13.535584] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.49%, Actual: 3.55% [2025-11-22T02:42:13.572129] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.15%, Actual: 1.81% [2025-11-22T02:42:13.657986] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 12.0s | Global ETA: 40m 48s [2025-11-22T02:42:13.658921] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:13.658984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:13.663756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:13.704183] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.83%, Actual: 1.73% [2025-11-22T02:42:13.707217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:13.708277] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:13.709297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:13.739311] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.49%, Actual: 8.20% [2025-11-22T02:42:13.883145] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 1.75% [2025-11-22T02:42:13.907290] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.33%, Actual: 1.07% [2025-11-22T02:42:13.996782] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 7.4s | Global ETA: 40m 48s [2025-11-22T02:42:13.997891] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:13.997966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:14.003533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:14.004587] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:14.006412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:14.007288] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:14.010319] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:14.027823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:14.054988] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.75%, Actual: 3.19% [2025-11-22T02:42:14.055211] [INFO ] [main ] AI: Magnitude Forecast Confidence: 42.2024% [2025-11-22T02:42:14.055297] [INFO ] [main ] AI: DISCARDED add_late_day_volatility (score: 42.20%) [2025-11-22T02:42:14.055342] [INFO ] [main ] AI: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:42:14.055374] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_hour_microstructure'] [2025-11-22T02:42:14.055409] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:14.070600] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:14.072272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:14.072333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:14.077075] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:14.078105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:14.081101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:14.139908] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 6.24% [2025-11-22T02:42:14.307523] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -1.76%, Actual: 0.54% [2025-11-22T02:42:14.417599] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.40% | Symbol ETA: 11.2s | Global ETA: 40m 48s [2025-11-22T02:42:14.418525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:14.418599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:14.423388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:14.466598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:14.467426] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:14.468594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:14.474014] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 4.30%, Actual: 4.55% [2025-11-22T02:42:14.639379] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.61%, Actual: 3.47% [2025-11-22T02:42:14.639537] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.7537% [2025-11-22T02:42:14.639615] [INFO ] [main ] BFLY: DISCARDED add_prior_day_tail_pressure (score: 36.75%) [2025-11-22T02:42:14.639675] [INFO ] [main ] BFLY: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:42:14.639711] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_prior_mag_lag'] [2025-11-22T02:42:14.639745] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:14.653409] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:14.654910] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:14.654972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:14.656696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:14.657229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:14.658045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:14.658674] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:14.660250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:14.678007] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.8s | Global ETA: 40m 48s [2025-11-22T02:42:14.679132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:14.679201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:14.684533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:14.685713] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:14.687664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:14.688462] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:14.690938] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 2.51% | Symbol ETA: 22.2s | Global ETA: 40m 48s [2025-11-22T02:42:14.691395] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:14.691853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:14.691915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:14.696633] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:14.697440] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:14.700053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:14.708942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.144039] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 10.4s | Global ETA: 40m 48s [2025-11-22T02:42:15.144949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:15.145010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.149822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:15.193260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:15.194106] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:15.195122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.230373] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 24.12% | Symbol ETA: 9.2s | Global ETA: 40m 49s [2025-11-22T02:42:15.231297] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:15.231359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:15.232998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:15.233463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:15.234233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:15.236971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:15.240277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.314609] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -3.63% | Symbol ETA: 21.6s | Global ETA: 40m 49s [2025-11-22T02:42:15.315542] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:15.315604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.320455] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:15.321282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:15.323976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.330493] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 40m 49s [2025-11-22T02:42:15.331586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:15.331673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.336858] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:15.337902] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:15.339615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:15.340439] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:15.343099] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:15.359391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.811251] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -3.65% | Symbol ETA: 8.7s | Global ETA: 40m 49s [2025-11-22T02:42:15.812164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:15.812238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:15.813879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:15.814345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:15.815113] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:15.815736] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:15.817353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.884535] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.69% | Symbol ETA: 9.7s | Global ETA: 40m 49s [2025-11-22T02:42:15.885472] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:15.885533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.890473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:15.934865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:15.935676] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:15.936692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.961480] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.82% | Symbol ETA: 21.0s | Global ETA: 40m 49s [2025-11-22T02:42:15.962390] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:15.962452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.967157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:15.967971] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:15.970507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:15.987615] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 40m 49s [2025-11-22T02:42:15.988715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:15.988780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:15.993758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:15.994949] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:15.996929] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:15.997820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:16.000550] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:16.017934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:16.388158] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.34% | Symbol ETA: 8.1s | Global ETA: 40m 49s [2025-11-22T02:42:16.389076] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:16.389201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:16.390832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:16.391310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:16.392075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:16.392705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:16.394225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:16.581335] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -8.38% | Symbol ETA: 20.4s | Global ETA: 40m 49s [2025-11-22T02:42:16.582247] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:16.582308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:16.587006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:16.587834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:16.590403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:16.613610] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 8.9s | Global ETA: 40m 49s [2025-11-22T02:42:16.614520] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:16.614581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:16.619503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:16.629496] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 40m 49s [2025-11-22T02:42:16.630569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:16.630637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:16.636054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:16.637264] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:16.639181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:16.640143] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:16.643182] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:16.661964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:16.662281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:16.662790] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:16.664180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:16.957996] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.26% | Symbol ETA: 7.5s | Global ETA: 40m 50s [2025-11-22T02:42:16.958900] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:16.958962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:16.960609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:16.961103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:16.961894] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:16.962501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:16.964042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.205539] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 4.85% | Symbol ETA: 19.8s | Global ETA: 40m 50s [2025-11-22T02:42:17.206454] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:17.206516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:17.211351] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:17.212191] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:17.214793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.264364] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: 40m 50s [2025-11-22T02:42:17.265442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:17.265509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:17.271089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:17.272138] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:17.273838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:17.274594] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:17.277355] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:17.293890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.329320] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.33% | Symbol ETA: 8.2s | Global ETA: 40m 50s [2025-11-22T02:42:17.330239] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:17.330303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:17.335092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:17.378610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:17.379461] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:17.380462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.558200] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.45% | Symbol ETA: 6.9s | Global ETA: 40m 50s [2025-11-22T02:42:17.559202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:17.559267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:17.561074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:17.561588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:17.562400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:17.563073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:17.564744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.826022] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.03% | Symbol ETA: 19.1s | Global ETA: 40m 50s [2025-11-22T02:42:17.826927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:17.826988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:17.831764] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:17.832518] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:17.835095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:17.942792] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 40m 50s [2025-11-22T02:42:17.943832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:17.943899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:17.949101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:17.950122] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:17.951869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:17.952634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:17.955318] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:17.972448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:18.069146] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.61% | Symbol ETA: 7.4s | Global ETA: 40m 50s [2025-11-22T02:42:18.156782] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.57% | Symbol ETA: 6.4s | Global ETA: 40m 50s [2025-11-22T02:42:18.157746] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:18.157808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:18.159429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:18.159920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:18.160682] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:18.161295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:18.162846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:18.236013] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.26%, Actual: 3.24% [2025-11-22T02:42:18.401908] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -3.49%, Actual: 3.40% [2025-11-22T02:42:18.452598] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.30% | Symbol ETA: 18.5s | Global ETA: 40m 50s [2025-11-22T02:42:18.453541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:18.453603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:18.458328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:18.459115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:18.461743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:18.567120] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.11%, Actual: 2.38% [2025-11-22T02:42:18.581332] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.9s | Global ETA: 40m 50s [2025-11-22T02:42:18.731249] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 0.63% [2025-11-22T02:42:18.735097] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 5.8s | Global ETA: 40m 51s [2025-11-22T02:42:18.736010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:18.736072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:18.737747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:18.738277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:18.739087] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:18.739735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:18.741323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:18.760235] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 0.42% [2025-11-22T02:42:18.896666] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.40%, Actual: 0.14% [2025-11-22T02:42:18.938382] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 0.57% [2025-11-22T02:42:19.061166] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.86% [2025-11-22T02:42:19.071549] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.50% | Symbol ETA: 17.9s | Global ETA: 40m 51s [2025-11-22T02:42:19.072482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:19.072545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:19.077682] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:19.078468] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:19.081131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:19.114217] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.52% [2025-11-22T02:42:19.227254] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.69%, Actual: 1.41% [2025-11-22T02:42:19.288341] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:19.320870] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.89% | Symbol ETA: 5.2s | Global ETA: 40m 51s [2025-11-22T02:42:19.321779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:19.321841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:19.323444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:19.323930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:19.324698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:19.329023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:19.330564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:19.395622] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.21% [2025-11-22T02:42:19.464039] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:19.563117] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.33%, Actual: 1.22% [2025-11-22T02:42:19.649897] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:42:19.733335] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 11.34% | Symbol ETA: 17.3s | Global ETA: 40m 51s [2025-11-22T02:42:19.734236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:19.734299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:19.739271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:19.740294] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:19.743248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:19.745004] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.61%, Actual: 2.99% [2025-11-22T02:42:19.745253] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.9042% [2025-11-22T02:42:19.745372] [INFO ] [main ] KNSL: DISCARDED add_preclose_acceleration_mag (score: 41.90%) [2025-11-22T02:42:19.745415] [INFO ] [main ] KNSL: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:42:19.745448] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_prev_1100_to_open'] [2025-11-22T02:42:19.745483] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:19.761344] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:19.762690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:19.762752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:19.767543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:19.812832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:19.813889] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:19.814580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:19.858293] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:42:19.952718] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.26% | Symbol ETA: 4.6s | Global ETA: 40m 51s [2025-11-22T02:42:19.953622] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:19.953704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:19.955375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:19.955885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:19.956630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:19.957258] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:19.958841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:20.260490] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:20.519720] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -9.20% | Symbol ETA: 16.6s | Global ETA: 40m 52s [2025-11-22T02:42:20.523602] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:20.709247] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:20.709485] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.7266% [2025-11-22T02:42:20.709587] [INFO ] [main ] PFN: DISCARDED add_regime (score: 19.73%) [2025-11-22T02:42:20.709633] [INFO ] [main ] PFN: Testing feature 40/53: add_regime_flags [2025-11-22T02:42:20.709691] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_regime_flags'] [2025-11-22T02:42:20.709729] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:20.723009] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:20.724471] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.08% | Symbol ETA: 15.4s | Global ETA: 40m 52s [2025-11-22T02:42:20.724622] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:20.724714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:20.725528] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:20.725606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:20.730236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:20.730955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:20.731339] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:20.733732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:20.734853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:20.738271] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:20.739384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:20.741993] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 2.51%, Actual: 7.01% [2025-11-22T02:42:20.751990] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -7.79% | Symbol ETA: 4.0s | Global ETA: 40m 52s [2025-11-22T02:42:20.778760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:20.780004] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:20.780851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:20.920343] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -3.63%, Actual: 1.94% [2025-11-22T02:42:20.936396] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 24.12%, Actual: 1.97% [2025-11-22T02:42:21.098500] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.82%, Actual: 0.39% [2025-11-22T02:42:21.111900] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -3.65%, Actual: 1.79% [2025-11-22T02:42:21.273322] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -8.38%, Actual: 1.45% [2025-11-22T02:42:21.277459] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.34%, Actual: 21.96% [2025-11-22T02:42:21.322177] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 8.3s | Global ETA: 40m 52s [2025-11-22T02:42:21.323086] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:21.323148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:21.327953] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:21.328910] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:21.330538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:21.331322] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:21.333926] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:21.334964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:21.443306] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.26%, Actual: 1.81% [2025-11-22T02:42:21.451431] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 4.85%, Actual: 4.02% [2025-11-22T02:42:21.496345] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 13.6s | Global ETA: 40m 52s [2025-11-22T02:42:21.497235] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:21.497296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:21.502024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:21.546015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:21.547092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:21.547864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:21.608455] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.45%, Actual: 8.20% [2025-11-22T02:42:21.623445] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.03%, Actual: 0.02% [2025-11-22T02:42:21.773575] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.57%, Actual: 1.07% [2025-11-22T02:42:21.790379] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.30%, Actual: 3.55% [2025-11-22T02:42:21.901457] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 7.6s | Global ETA: 40m 52s [2025-11-22T02:42:21.902356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:21.902419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:21.907390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:21.908344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:21.910011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:21.910811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:21.913494] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:21.914535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:21.944187] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 6.24% [2025-11-22T02:42:21.957053] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.50%, Actual: 1.73% [2025-11-22T02:42:22.120059] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.89%, Actual: 0.54% [2025-11-22T02:42:22.125062] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 11.34%, Actual: 1.75% [2025-11-22T02:42:22.233562] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.93% | Symbol ETA: 12.5s | Global ETA: 40m 53s [2025-11-22T02:42:22.234496] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:22.234560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:22.239380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:22.282410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:22.283329] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:22.284025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:22.291139] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -9.20%, Actual: 3.19% [2025-11-22T02:42:22.291344] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.4529% [2025-11-22T02:42:22.291428] [INFO ] [main ] AI: DISCARDED add_late_hour_microstructure (score: 36.45%) [2025-11-22T02:42:22.291473] [INFO ] [main ] AI: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:42:22.291505] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_late_session_pressure'] [2025-11-22T02:42:22.291538] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:22.297522] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.26%, Actual: 4.55% [2025-11-22T02:42:22.306635] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:22.307948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:22.308009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:22.312799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:22.313574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:22.314494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:22.474611] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -7.79%, Actual: 3.47% [2025-11-22T02:42:22.474839] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 35.6843% [2025-11-22T02:42:22.474926] [INFO ] [main ] BFLY: DISCARDED add_prior_mag_lag (score: 35.68%) [2025-11-22T02:42:22.474971] [INFO ] [main ] BFLY: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:42:22.475007] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_range_overlap_v_prior_day'] [2025-11-22T02:42:22.475044] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:22.482278] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.0s | Global ETA: 40m 53s [2025-11-22T02:42:22.486592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:22.486672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:22.489876] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:22.491356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:22.491420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:22.491432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:22.492389] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:22.493118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:22.493605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:22.494050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:22.494360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:22.494820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:22.494978] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:22.497385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:22.497439] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:22.498482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:22.936716] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.78% | Symbol ETA: 21.2s | Global ETA: 40m 53s [2025-11-22T02:42:22.937713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:22.937778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:22.942903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:22.943787] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:22.944745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:22.970075] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 11.5s | Global ETA: 40m 53s [2025-11-22T02:42:22.970999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:22.971060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:22.976152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:23.020481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:23.021486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:23.022229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.069819] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.4s | Global ETA: 40m 53s [2025-11-22T02:42:23.070714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:23.070777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:23.072175] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 18.18% | Symbol ETA: 9.0s | Global ETA: 40m 53s [2025-11-22T02:42:23.073004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:23.073066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:23.074765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:23.075242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:23.075594] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:23.076010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:23.076537] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:23.076621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:23.078209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:23.078975] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:23.079013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.081544] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:23.082557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.577550] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.65% | Symbol ETA: 20.6s | Global ETA: 40m 53s [2025-11-22T02:42:23.578478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:23.578540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:23.583298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:23.584114] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:23.585044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.653022] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.82% | Symbol ETA: 8.5s | Global ETA: 40m 53s [2025-11-22T02:42:23.653624] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 40m 53s [2025-11-22T02:42:23.653923] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:23.653985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:23.654433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:23.654496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:23.655665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:23.656148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:23.656915] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:23.657718] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:23.659280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:23.660020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.660228] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:23.661958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:23.662737] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:23.665295] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:23.666317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:23.691200] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 10.6s | Global ETA: 40m 53s [2025-11-22T02:42:23.692097] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:23.692159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:23.697003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:23.741692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:23.742775] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:23.743501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.202938] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.38% | Symbol ETA: 20.0s | Global ETA: 40m 54s [2025-11-22T02:42:24.203896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:24.203957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:24.208801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:24.209605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:24.210525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.233442] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.21% | Symbol ETA: 7.9s | Global ETA: 40m 54s [2025-11-22T02:42:24.234356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:24.234422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:24.236342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:24.236865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:24.237914] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:24.238268] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 5.2s | Global ETA: 40m 54s [2025-11-22T02:42:24.238549] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:24.239105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:24.239169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:24.240990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.243871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:24.244798] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:24.246427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:24.247227] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:24.249903] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:24.250921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.449212] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.35% | Symbol ETA: 9.8s | Global ETA: 40m 54s [2025-11-22T02:42:24.450127] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:24.450190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:24.455328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:24.499724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:24.500555] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:24.501279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.820735] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.95% | Symbol ETA: 7.3s | Global ETA: 40m 54s [2025-11-22T02:42:24.821687] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:24.821751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:24.823469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:24.824002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:24.824805] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:24.825136] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 4.6s | Global ETA: 40m 54s [2025-11-22T02:42:24.825438] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:24.826066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:24.826131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:24.827948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.830964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:24.831942] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:24.833678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:24.833876] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.69% | Symbol ETA: 19.3s | Global ETA: 40m 54s [2025-11-22T02:42:24.834431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:24.834761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:24.834822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:24.839152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:24.839949] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:24.840188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:24.840753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:24.841673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.211145] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.95% | Symbol ETA: 9.0s | Global ETA: 40m 54s [2025-11-22T02:42:25.212178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:25.212243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:25.217414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:25.263389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:25.264429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:25.265147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.403499] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.95% | Symbol ETA: 6.7s | Global ETA: 40m 54s [2025-11-22T02:42:25.404378] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:25.404439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:25.406088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:25.406556] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:25.407357] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:25.407998] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:25.410275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.413319] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: 40m 54s [2025-11-22T02:42:25.414216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:25.414278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:25.418994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:25.419947] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:25.421563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:25.422332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:25.424892] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:25.425893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.456067] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 2.12% | Symbol ETA: 18.7s | Global ETA: 40m 54s [2025-11-22T02:42:25.456970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:25.457055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:25.461816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:25.462586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:25.463508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.981112] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -1.75% | Symbol ETA: 6.1s | Global ETA: 40m 55s [2025-11-22T02:42:25.982017] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:25.982080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:25.983715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:25.984183] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:25.984944] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:25.985554] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:25.987878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:25.991895] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.83% | Symbol ETA: 8.3s | Global ETA: 40m 55s [2025-11-22T02:42:25.992963] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:25.993030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:25.998092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:26.002616] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 40m 55s [2025-11-22T02:42:26.003505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:26.003567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:26.012600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:26.013537] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:26.015191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:26.015958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:26.018571] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:26.019589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.045153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:26.046231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:26.046961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.071196] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.03% | Symbol ETA: 18.1s | Global ETA: 40m 55s [2025-11-22T02:42:26.072074] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:26.072136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:26.076907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:26.077732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:26.078628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.559702] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.23% | Symbol ETA: 5.5s | Global ETA: 40m 55s [2025-11-22T02:42:26.560610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:26.560701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:26.562493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:26.563026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:26.563853] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:26.564487] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:26.566887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.595364] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.9s | Global ETA: 40m 55s [2025-11-22T02:42:26.686024] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.49% | Symbol ETA: 17.4s | Global ETA: 40m 55s [2025-11-22T02:42:26.686910] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:26.686972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:26.691775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:26.692550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:26.693466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.738197] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 4.08% | Symbol ETA: 7.5s | Global ETA: 40m 55s [2025-11-22T02:42:26.739084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:26.739147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:26.743877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:26.786380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:26.787181] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:42:26.787898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:26.806719] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:42:26.987434] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:42:27.141290] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 5.0s | Global ETA: 40m 55s [2025-11-22T02:42:27.142179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:27.142256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:27.143891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:27.144356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:27.145116] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:27.145743] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:27.148041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:27.158431] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:42:27.309482] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.29% | Symbol ETA: 16.8s | Global ETA: 40m 56s [2025-11-22T02:42:27.310382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:27.310443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:27.315192] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:27.315996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:27.316923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:27.328158] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:27.475280] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.84% | Symbol ETA: 6.7s | Global ETA: 40m 56s [2025-11-22T02:42:27.496390] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:27.645286] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.08%, Actual: 3.24% [2025-11-22T02:42:27.666870] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:42:27.720848] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 4.4s | Global ETA: 40m 56s [2025-11-22T02:42:27.721748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:27.721811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:27.723448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:27.723943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:27.724725] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:27.725337] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:42:27.727762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:27.811156] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 3.40% [2025-11-22T02:42:27.834436] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:42:27.926312] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.51% | Symbol ETA: 16.2s | Global ETA: 40m 56s [2025-11-22T02:42:27.927192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:27.927253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:27.932054] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:27.932839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:42:27.933752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:27.977033] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.93%, Actual: 2.38% [2025-11-22T02:42:28.001471] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:28.143824] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 0.63% [2025-11-22T02:42:28.167510] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:28.310103] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.14% [2025-11-22T02:42:28.311723] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.03% | Symbol ETA: 3.8s | Global ETA: 40m 56s [2025-11-22T02:42:28.332987] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:28.333197] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:42:28.333277] [INFO ] [main ] PFN: DISCARDED add_regime_flags (score: 19.32%) [2025-11-22T02:42:28.333337] [INFO ] [main ] PFN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:42:28.333372] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:42:28.333407] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:28.346381] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:28.347666] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:28.347730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:28.352547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:28.353559] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:28.355207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:28.355973] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:28.358600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:28.360395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:28.360926] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:28.361925] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:28.363555] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:28.364592] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:28.365281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:28.478062] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.35%, Actual: 1.86% [2025-11-22T02:42:28.481374] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 18.18%, Actual: 1.97% [2025-11-22T02:42:28.543421] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.18% | Symbol ETA: 15.6s | Global ETA: 40m 56s [2025-11-22T02:42:28.644701] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.95%, Actual: 1.41% [2025-11-22T02:42:28.650314] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.82%, Actual: 1.79% [2025-11-22T02:42:28.717119] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.78%, Actual: 7.01% [2025-11-22T02:42:28.811319] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.83%, Actual: 0.21% [2025-11-22T02:42:28.837129] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.21%, Actual: 21.96% [2025-11-22T02:42:28.883185] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.65%, Actual: 1.94% [2025-11-22T02:42:28.941710] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 7.6s | Global ETA: 40m 57s [2025-11-22T02:42:28.942583] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:28.942667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:28.947402] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:28.948322] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:28.949996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:28.950825] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:28.953388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:28.955163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:28.955630] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:28.956631] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:28.958248] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:28.959302] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:28.959996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:28.978899] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 4.08%, Actual: 1.22% [2025-11-22T02:42:29.004907] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.95%, Actual: 1.81% [2025-11-22T02:42:29.053196] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.38%, Actual: 0.39% [2025-11-22T02:42:29.155768] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.84%, Actual: 2.99% [2025-11-22T02:42:29.155972] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.8009% [2025-11-22T02:42:29.156063] [INFO ] [main ] KNSL: DISCARDED add_prev_1100_to_open (score: 39.80%) [2025-11-22T02:42:29.156108] [INFO ] [main ] KNSL: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:42:29.156142] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_prev_close_to_1100'] [2025-11-22T02:42:29.156178] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:29.171299] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:29.172207] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.95%, Actual: 8.20% [2025-11-22T02:42:29.173085] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:29.173151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:29.178163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:29.220265] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.69%, Actual: 1.45% [2025-11-22T02:42:29.225156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:29.226161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:29.226904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:29.339328] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 1.07% [2025-11-22T02:42:29.390171] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 2.12%, Actual: 4.02% [2025-11-22T02:42:29.507738] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.23%, Actual: 6.24% [2025-11-22T02:42:29.543659] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 7.1s | Global ETA: 40m 57s [2025-11-22T02:42:29.544577] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:29.544668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:29.549616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:29.550570] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:29.552231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:29.553004] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:29.555702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:29.557517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:29.558019] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:29.559029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:29.560634] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:29.560691] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.03%, Actual: 0.02% [2025-11-22T02:42:29.561684] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:29.565571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:29.676318] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 0.54% [2025-11-22T02:42:29.731615] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.49%, Actual: 3.55% [2025-11-22T02:42:29.847576] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 4.55% [2025-11-22T02:42:29.902746] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.29%, Actual: 1.73% [2025-11-22T02:42:29.910228] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.26% | Symbol ETA: 13.0s | Global ETA: 40m 57s [2025-11-22T02:42:29.911115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:29.911176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:29.915909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:29.959344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:29.960230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:29.960954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.016456] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.03%, Actual: 3.47% [2025-11-22T02:42:30.016718] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 43.8409% [2025-11-22T02:42:30.016799] [INFO ] [main ] BFLY: DISCARDED add_range_overlap_v_prior_day (score: 43.84%) [2025-11-22T02:42:30.016842] [INFO ] [main ] BFLY: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:42:30.016874] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_range_volume_efficiency'] [2025-11-22T02:42:30.016909] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:30.031263] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:30.032488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:30.032827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:30.034524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:30.035063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:30.035873] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:30.036527] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:30.038764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.133453] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.51%, Actual: 1.75% [2025-11-22T02:42:30.168437] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6.5s | Global ETA: 40m 57s [2025-11-22T02:42:30.169336] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:30.169405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:30.174154] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:30.175101] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:30.176762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:30.177567] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:30.180148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:30.181885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:30.182369] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:30.183366] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:30.184966] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:30.185989] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:30.186662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.304221] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.18%, Actual: 3.19% [2025-11-22T02:42:30.304426] [INFO ] [main ] AI: Magnitude Forecast Confidence: 39.3452% [2025-11-22T02:42:30.304511] [INFO ] [main ] AI: DISCARDED add_late_session_pressure (score: 39.35%) [2025-11-22T02:42:30.304557] [INFO ] [main ] AI: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:42:30.304590] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_micro_gap_fill_velocity'] [2025-11-22T02:42:30.304626] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:30.319750] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:30.321060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:30.321124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:30.326120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:30.326954] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:30.328937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.630223] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 12.2s | Global ETA: 40m 58s [2025-11-22T02:42:30.631118] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:30.631180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:30.635897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:30.636846] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 16.45% | Symbol ETA: 8.8s | Global ETA: 40m 58s [2025-11-22T02:42:30.637789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:30.637853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:30.639557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:30.640068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:30.640864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:30.641482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:30.643709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.681313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:30.682300] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:30.683159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.773285] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 5.9s | Global ETA: 40m 58s [2025-11-22T02:42:30.774200] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:30.774266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:30.779243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:30.780225] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:30.781926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:30.782718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:30.785422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:30.787271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:30.787807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:30.788876] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:30.790526] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:30.791690] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:30.792419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:30.957295] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 19.6s | Global ETA: 40m 58s [2025-11-22T02:42:30.958235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:30.958298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:30.963087] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:30.963914] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:30.965805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:31.251436] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 8.2s | Global ETA: 40m 58s [2025-11-22T02:42:31.252368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:31.252433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:31.254143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:31.254637] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:31.255444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:31.256099] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:31.258344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:31.385501] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 11.5s | Global ETA: 40m 58s [2025-11-22T02:42:31.386426] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:31.386488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:31.389517] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 40m 58s [2025-11-22T02:42:31.390488] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:31.390555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:31.391191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:31.395384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:31.396407] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:31.398223] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:31.399021] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:31.401769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:31.403625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:31.404147] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:31.405216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:31.406959] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:31.408100] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:31.408835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:31.434757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:31.435557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:31.436278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:31.588555] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -6.65% | Symbol ETA: 19.0s | Global ETA: 40m 58s [2025-11-22T02:42:31.589471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:31.589538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:31.594366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:31.595184] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:31.597095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:31.860306] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.53% | Symbol ETA: 7.6s | Global ETA: 40m 58s [2025-11-22T02:42:31.861577] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:31.861678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:31.864096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:31.864783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:31.865811] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:31.866555] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:31.869003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.016726] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 4.7s | Global ETA: 40m 58s [2025-11-22T02:42:32.017604] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:32.017689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.022401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:32.023317] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:32.024941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:32.025707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:32.028259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:32.030011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:32.030474] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:32.031472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:32.033061] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:32.034091] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:32.034776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.137012] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 10.8s | Global ETA: 40m 58s [2025-11-22T02:42:32.137949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:32.138011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.142781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:32.185965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:32.186832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:32.187531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.224244] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 18.4s | Global ETA: 40m 58s [2025-11-22T02:42:32.225184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:32.225248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.230109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:32.231006] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:32.232904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.465183] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 5.66% | Symbol ETA: 7.0s | Global ETA: 40m 59s [2025-11-22T02:42:32.466132] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:32.466196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:32.467978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:32.468487] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:32.469301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:32.470005] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:32.472163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.601244] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 4.1s | Global ETA: 40m 59s [2025-11-22T02:42:32.602135] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:32.602201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.613557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:32.614552] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:32.616224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:32.616988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:32.619574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:32.621311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:32.621808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:32.622812] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:32.624398] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:32.625436] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:32.626136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.877688] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.92% | Symbol ETA: 17.8s | Global ETA: 40m 59s [2025-11-22T02:42:32.878808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:32.878877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.882734] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 10.1s | Global ETA: 40m 59s [2025-11-22T02:42:32.883611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:32.883703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:32.883824] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:32.884686] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:32.886668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:32.888468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:32.932397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:32.933464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:32.934182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.057992] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.20% | Symbol ETA: 6.4s | Global ETA: 40m 59s [2025-11-22T02:42:33.058901] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:33.058979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:33.060603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:33.061129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:33.061906] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:33.062512] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:33.064569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.196026] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 40m 59s [2025-11-22T02:42:33.196910] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:33.196976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:33.201815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:33.202743] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:33.204358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:33.205136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:33.207716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:33.209457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:33.209951] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:33.210996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:33.212598] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:33.213633] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:33.214317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.553597] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -5.60% | Symbol ETA: 17.2s | Global ETA: 40m 59s [2025-11-22T02:42:33.554520] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:33.554584] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:33.559899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:33.560734] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:33.562686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.617087] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 9.3s | Global ETA: 40m 59s [2025-11-22T02:42:33.618016] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:33.618078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:33.622756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:33.630963] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 5.8s | Global ETA: 40m 59s [2025-11-22T02:42:33.632239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:33.632302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:33.633981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:33.634471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:33.635253] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:33.635887] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:33.638009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.665992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:33.666861] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:33.667571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:33.785979] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.9s | Global ETA: 40m 59s [2025-11-22T02:42:33.786862] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:42:33.786927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:33.791591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:33.792506] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:33.794133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:33.794899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:33.797454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:33.799208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:33.799694] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:33.800689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:42:33.802256] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:42:33.803287] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:42:33.803967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.214566] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 5.1s | Global ETA: 40m 60s [2025-11-22T02:42:34.215449] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:34.215520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:34.217206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:34.217523] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.60% | Symbol ETA: 16.5s | Global ETA: 40m 60s [2025-11-22T02:42:34.217740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:34.218485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:34.218663] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:34.218740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:34.219156] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:34.221246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.224061] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:34.224900] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:34.226843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.361096] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.62% | Symbol ETA: 8.6s | Global ETA: 40m 60s [2025-11-22T02:42:34.362015] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:34.362079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:34.367014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:34.385714] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.3s | Global ETA: 40m 60s [2025-11-22T02:42:34.412170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:34.413019] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:34.414092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.558797] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.42% [2025-11-22T02:42:34.728458] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:42:34.803352] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.68% | Symbol ETA: 4.5s | Global ETA: 40m 60s [2025-11-22T02:42:34.804294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:34.804356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:34.806022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:34.806499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:34.807277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:34.807929] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:34.810032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.887072] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.14% | Symbol ETA: 15.9s | Global ETA: 40m 60s [2025-11-22T02:42:34.887964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:34.888026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:34.892736] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:34.893501] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:34.895363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:34.897722] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:42:35.064121] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.78% [2025-11-22T02:42:35.097772] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 7.9s | Global ETA: 41m 0s [2025-11-22T02:42:35.098749] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:35.098817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:35.103696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:35.147088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:35.148208] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:35.148919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:35.229412] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:35.392967] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 3.9s | Global ETA: 41m 0s [2025-11-22T02:42:35.393938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:35.394000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:35.394092] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:42:35.395628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:35.396119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:35.396898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:35.397527] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:42:35.399667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:35.505449] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.43% | Symbol ETA: 15.2s | Global ETA: 41m 0s [2025-11-22T02:42:35.506371] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:35.506433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:35.511139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:35.511917] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:35.513761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:35.566265] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:42:35.731163] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:35.833035] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.76% | Symbol ETA: 7.1s | Global ETA: 41m 1s [2025-11-22T02:42:35.833959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:35.834020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:35.838729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:35.881953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:35.882904] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:35.883569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:35.903689] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:35.979025] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.20% | Symbol ETA: 3.4s | Global ETA: 41m 1s [2025-11-22T02:42:36.073005] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:36.073227] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.8633% [2025-11-22T02:42:36.073328] [INFO ] [main ] PFN: DISCARDED add_return_volume_nonlinearity_proxies (score: 22.86%) [2025-11-22T02:42:36.073372] [INFO ] [main ] PFN: Testing feature 42/53: add_shelf_lag [2025-11-22T02:42:36.073404] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_shelf_lag'] [2025-11-22T02:42:36.073440] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:36.086726] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:36.088288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:36.088352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:36.093564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:36.094560] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:36.096405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:36.097213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:36.100099] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:36.101512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:36.149890] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 16.45%, Actual: 1.97% [2025-11-22T02:42:36.167114] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.55% | Symbol ETA: 14.6s | Global ETA: 41m 1s [2025-11-22T02:42:36.168141] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:36.168207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:36.173525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:36.174522] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:42:36.176830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:36.320420] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 1.79% [2025-11-22T02:42:36.490484] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.53%, Actual: 21.96% [2025-11-22T02:42:36.564247] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 6.4s | Global ETA: 41m 1s [2025-11-22T02:42:36.659545] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 5.66%, Actual: 1.81% [2025-11-22T02:42:36.730315] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.26%, Actual: 3.24% [2025-11-22T02:42:36.755846] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 8.1s | Global ETA: 41m 1s [2025-11-22T02:42:36.756759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:36.756822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:36.761542] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:36.762489] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:36.764138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:36.764906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:36.767585] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:36.768968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:36.817752] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.26% | Symbol ETA: 13.9s | Global ETA: 41m 1s [2025-11-22T02:42:36.829880] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.20%, Actual: 8.20% [2025-11-22T02:42:36.898048] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 3.40% [2025-11-22T02:42:36.989495] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 7.01% [2025-11-22T02:42:37.000093] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: 0.18%, Actual: 1.07% [2025-11-22T02:42:37.076344] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 2.38% [2025-11-22T02:42:37.161354] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -6.65%, Actual: 1.94% [2025-11-22T02:42:37.171621] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 6.24% [2025-11-22T02:42:37.257750] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.63% [2025-11-22T02:42:37.332324] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.39% [2025-11-22T02:42:37.345455] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.68%, Actual: 0.54% [2025-11-22T02:42:37.417697] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 7.4s | Global ETA: 41m 1s [2025-11-22T02:42:37.418571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:37.418634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:37.423394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:37.424327] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:37.425965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:37.426726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:37.429322] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:37.430631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:37.434720] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.14% [2025-11-22T02:42:37.500332] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.92%, Actual: 1.45% [2025-11-22T02:42:37.509660] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 4.55% [2025-11-22T02:42:37.599199] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 1.86% [2025-11-22T02:42:37.669076] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -5.60%, Actual: 4.02% [2025-11-22T02:42:37.674400] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.20%, Actual: 3.47% [2025-11-22T02:42:37.674611] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 36.5638% [2025-11-22T02:42:37.674716] [INFO ] [main ] BFLY: DISCARDED add_range_volume_efficiency (score: 36.56%) [2025-11-22T02:42:37.674761] [INFO ] [main ] BFLY: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:42:37.674792] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:42:37.674848] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:37.688532] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:37.690043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:37.690104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:37.691788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:37.692286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:37.693109] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:37.693741] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:37.697591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:37.766904] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.62%, Actual: 1.41% [2025-11-22T02:42:37.838459] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.60%, Actual: 0.02% [2025-11-22T02:42:37.933488] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.88%, Actual: 0.21% [2025-11-22T02:42:38.005826] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.14%, Actual: 3.55% [2025-11-22T02:42:38.072691] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 6.7s | Global ETA: 41m 2s [2025-11-22T02:42:38.073562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:38.073629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:38.078381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:38.079318] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:38.080985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:38.081748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:38.084295] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:38.085613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:38.100046] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.76%, Actual: 1.22% [2025-11-22T02:42:38.174406] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.43%, Actual: 1.73% [2025-11-22T02:42:38.281851] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 2.99% [2025-11-22T02:42:38.282067] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 28.2099% [2025-11-22T02:42:38.282163] [INFO ] [main ] KNSL: DISCARDED add_prev_close_to_1100 (score: 28.21%) [2025-11-22T02:42:38.282208] [INFO ] [main ] KNSL: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:42:38.282241] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_prev_close_to_open'] [2025-11-22T02:42:38.282278] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:38.295591] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 14.41% | Symbol ETA: 8.6s | Global ETA: 41m 2s [2025-11-22T02:42:38.296508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:38.296571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:38.298428] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:38.298892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:38.299399] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:38.299836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:38.299907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:38.300234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:38.301019] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:38.305288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:38.305320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:38.346576] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.55%, Actual: 1.75% [2025-11-22T02:42:38.352532] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:38.353749] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:38.354443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:38.517582] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.26%, Actual: 3.19% [2025-11-22T02:42:38.517815] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.0826% [2025-11-22T02:42:38.517905] [INFO ] [main ] AI: DISCARDED add_micro_gap_fill_velocity (score: 38.08%) [2025-11-22T02:42:38.517949] [INFO ] [main ] AI: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:42:38.517979] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:42:38.518012] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:38.531422] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:38.532666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:38.532727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:38.537982] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:38.538822] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:38.539446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:38.728885] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6.0s | Global ETA: 41m 2s [2025-11-22T02:42:38.729784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:38.729847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:38.734579] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:38.735506] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:38.737142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:38.737933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:38.740491] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:38.741818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:38.889514] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.75% | Symbol ETA: 7.9s | Global ETA: 41m 2s [2025-11-22T02:42:38.890421] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:38.890483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:38.892144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:38.892614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:38.893390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:38.894029] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:38.897959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.019187] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 12.2s | Global ETA: 41m 2s [2025-11-22T02:42:39.020114] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:39.020176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:39.024968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:39.068927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:39.069803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:39.070482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.163937] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 18.8s | Global ETA: 41m 2s [2025-11-22T02:42:39.164839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:39.164902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:39.169905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:39.170746] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:39.171355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.382802] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.4s | Global ETA: 41m 3s [2025-11-22T02:42:39.383698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:39.383761] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:39.388437] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:39.389374] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:39.391012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:39.391772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:39.394350] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:39.395725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.481882] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -13.34% | Symbol ETA: 7.3s | Global ETA: 41m 3s [2025-11-22T02:42:39.482792] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:39.482857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:39.484468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:39.484962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:39.485728] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:39.486332] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:39.490235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.736859] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 11.5s | Global ETA: 41m 3s [2025-11-22T02:42:39.737807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:39.737877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:39.742676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:39.787832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:39.788693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:39.789395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:39.802603] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.42% | Symbol ETA: 18.2s | Global ETA: 41m 3s [2025-11-22T02:42:39.803507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:39.803571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:39.808439] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:39.809226] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:39.809851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.039411] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 41m 3s [2025-11-22T02:42:40.040297] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:40.040359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:40.045080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:40.046007] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:40.047676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:40.048427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:40.050997] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:40.052299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.060428] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 9.29% | Symbol ETA: 6.7s | Global ETA: 41m 3s [2025-11-22T02:42:40.061339] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:40.061402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:40.063099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:40.063567] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:40.064369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:40.065002] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:40.068886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.440932] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 8.11% | Symbol ETA: 17.6s | Global ETA: 41m 3s [2025-11-22T02:42:40.441890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:40.441953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:40.447166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:40.448098] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:40.448738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.489788] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.68% | Symbol ETA: 10.8s | Global ETA: 41m 3s [2025-11-22T02:42:40.490681] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:40.490745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:40.495868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:40.539858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:40.540802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:40.541476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.644374] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.89% | Symbol ETA: 6.1s | Global ETA: 41m 3s [2025-11-22T02:42:40.645262] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:40.645325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:40.646957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:40.647455] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:40.648217] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:40.648981] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:40.652760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:40.696632] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 4.1s | Global ETA: 41m 3s [2025-11-22T02:42:40.700734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:40.700841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:40.705740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:40.706673] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:40.708301] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:40.709064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:40.711798] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:40.713275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.078879] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.11% | Symbol ETA: 17.0s | Global ETA: 41m 4s [2025-11-22T02:42:41.079784] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:41.079845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:41.084635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:41.085420] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:41.086029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.225892] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -1.84% | Symbol ETA: 5.5s | Global ETA: 41m 4s [2025-11-22T02:42:41.226790] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:41.226854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:41.228473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:41.228956] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:41.229718] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:41.230327] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:41.234150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.237170] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -2.20% | Symbol ETA: 10.1s | Global ETA: 41m 4s [2025-11-22T02:42:41.238083] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:41.238144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:41.242851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:41.285807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:41.286790] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:41.287482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.347965] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: 41m 4s [2025-11-22T02:42:41.348854] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:41.348917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:41.353704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:41.354614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:41.356248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:41.357012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:41.359617] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:41.360980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.694128] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 8.57% | Symbol ETA: 16.3s | Global ETA: 41m 4s [2025-11-22T02:42:41.695340] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:41.695415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:41.700528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:41.701363] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:41.702000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.800413] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 5.14% | Symbol ETA: 4.9s | Global ETA: 41m 4s [2025-11-22T02:42:41.801305] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:41.801367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:41.803334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:41.803819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:41.804556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:41.805317] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:41.809710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:41.980515] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 9.4s | Global ETA: 41m 4s [2025-11-22T02:42:41.981418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:41.981479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:41.986188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:42.011070] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 41m 4s [2025-11-22T02:42:42.012173] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:42.012238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:42.017100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:42.018083] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:42.019745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:42.020507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:42.023165] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:42:42.024501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.029338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:42.030135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:42.030820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.335307] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.84% | Symbol ETA: 15.7s | Global ETA: 41m 4s [2025-11-22T02:42:42.336226] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:42.336289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:42.341513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:42.342344] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:42.342998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.375504] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -1.02% | Symbol ETA: 4.3s | Global ETA: 41m 4s [2025-11-22T02:42:42.376740] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:42.376802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:42.378438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:42.378928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:42.379700] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:42.380333] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:42.384145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.668487] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: 41m 5s [2025-11-22T02:42:42.711634] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 8.6s | Global ETA: 41m 5s [2025-11-22T02:42:42.712520] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:42.712581] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:42.717381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:42.760729] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:42.761512] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:42.762203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.836278] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 0.42% [2025-11-22T02:42:42.948427] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 3.7s | Global ETA: 41m 5s [2025-11-22T02:42:42.949336] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:42.949398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:42.951049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:42.951519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:42.952289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:42.952919] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:42:42.956721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:42.971985] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.82% | Symbol ETA: 15.0s | Global ETA: 41m 5s [2025-11-22T02:42:42.972865] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:42.972926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:42.977617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:42.978397] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:42.979009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:43.002566] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.57% [2025-11-22T02:42:43.169176] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.52% [2025-11-22T02:42:43.336823] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:43.449241] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 7.9s | Global ETA: 41m 5s [2025-11-22T02:42:43.450124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:43.450209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:43.454903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:43.498377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:43.499190] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:43.499882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:43.504085] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:43.550575] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.74% | Symbol ETA: 3.1s | Global ETA: 41m 5s [2025-11-22T02:42:43.581560] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 14.4s | Global ETA: 41m 5s [2025-11-22T02:42:43.582445] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:43.582520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:43.587276] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:43.588113] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:43.588723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:43.671312] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:42:43.726182] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 14.41%, Actual: 1.97% [2025-11-22T02:42:43.838901] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.07% [2025-11-22T02:42:43.901413] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.75%, Actual: 1.79% [2025-11-22T02:42:44.008729] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:44.093714] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -13.34%, Actual: 21.96% [2025-11-22T02:42:44.182966] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 7.2s | Global ETA: 41m 5s [2025-11-22T02:42:44.183918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:44.183984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:44.189002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:44.189798] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.26% | Symbol ETA: 13.8s | Global ETA: 41m 5s [2025-11-22T02:42:44.190695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:44.190758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:44.195449] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:44.196229] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:42:44.196851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:44.234486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:44.235568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:44.235687] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:44.236376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:44.284234] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 9.29%, Actual: 1.81% [2025-11-22T02:42:44.406356] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:44.406559] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 23.7192% [2025-11-22T02:42:44.406666] [INFO ] [main ] PFN: DISCARDED add_shelf_lag (score: 23.72%) [2025-11-22T02:42:44.406713] [INFO ] [main ] PFN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:42:44.406748] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_signed_carry_history_11'] [2025-11-22T02:42:44.406786] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:44.418487] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:44.419879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:44.419949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:44.424933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:44.425942] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:44.427710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:44.428530] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:44.431263] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:44.432706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:44.452465] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.89%, Actual: 8.20% [2025-11-22T02:42:44.622493] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -1.84%, Actual: 1.07% [2025-11-22T02:42:44.787925] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 5.14%, Actual: 6.24% [2025-11-22T02:42:44.797530] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 13.1s | Global ETA: 41m 6s [2025-11-22T02:42:44.925535] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 3.77% | Symbol ETA: 6.4s | Global ETA: 41m 6s [2025-11-22T02:42:44.926460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:44.926521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:44.931489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:44.953078] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -1.02%, Actual: 0.54% [2025-11-22T02:42:44.963695] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.07%, Actual: 7.01% [2025-11-22T02:42:44.976339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:44.977459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:42:44.978204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:45.014850] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 7.3s | Global ETA: 41m 6s [2025-11-22T02:42:45.015718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:45.015780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:45.020592] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:45.021552] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:45.023258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:45.024058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:45.026741] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:45.028197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:45.119729] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 4.55% [2025-11-22T02:42:45.128838] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.42%, Actual: 1.94% [2025-11-22T02:42:45.284905] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.74%, Actual: 3.47% [2025-11-22T02:42:45.285113] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 50.0828% [2025-11-22T02:42:45.285195] [INFO ] [main ] BFLY: DISCARDED add_range_volume_efficiency_refinements (score: 50.08%) [2025-11-22T02:42:45.285238] [INFO ] [main ] BFLY: Testing feature 39/53: add_regime [2025-11-22T02:42:45.285269] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_regime'] [2025-11-22T02:42:45.285304] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:45.294197] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 8.11%, Actual: 0.39% [2025-11-22T02:42:45.298892] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:45.300184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:45.300248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:45.301968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:45.302462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:45.303253] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:45.303893] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:45.323618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:45.461752] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.11%, Actual: 1.45% [2025-11-22T02:42:45.612054] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 6.8s | Global ETA: 41m 6s [2025-11-22T02:42:45.612950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:45.613013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:45.617801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:45.618753] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:45.620491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:45.621311] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:45.624040] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:45.625502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:45.626743] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 8.57%, Actual: 4.02% [2025-11-22T02:42:45.672920] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 5.7s | Global ETA: 41m 6s [2025-11-22T02:42:45.793458] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.84%, Actual: 0.02% [2025-11-22T02:42:45.843566] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 3.24% [2025-11-22T02:42:45.895964] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.12% | Symbol ETA: 8.2s | Global ETA: 41m 6s [2025-11-22T02:42:45.896866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:45.896929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:45.898611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:45.899106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:45.899876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:45.900479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:45.920013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:45.959925] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.82%, Actual: 3.55% [2025-11-22T02:42:46.012507] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 3.40% [2025-11-22T02:42:46.126297] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 1.12%, Actual: 1.73% [2025-11-22T02:42:46.180482] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.68%, Actual: 2.38% [2025-11-22T02:42:46.205569] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 6.2s | Global ETA: 41m 7s [2025-11-22T02:42:46.206946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:46.207010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:46.211733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:46.212625] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:46.214252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:46.215013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:46.217563] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:46.219003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:46.292806] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.26%, Actual: 1.75% [2025-11-22T02:42:46.347954] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -2.20%, Actual: 0.63% [2025-11-22T02:42:46.461319] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 3.19% [2025-11-22T02:42:46.461517] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.8424% [2025-11-22T02:42:46.461594] [INFO ] [main ] AI: DISCARDED add_morning_followthrough_mag_T0 (score: 36.84%) [2025-11-22T02:42:46.461637] [INFO ] [main ] AI: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:42:46.461689] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_morning_range_expansion'] [2025-11-22T02:42:46.461724] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:46.476293] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:46.477588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:46.477672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:46.482434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:46.483230] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:46.487431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:46.490921] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 6.42% | Symbol ETA: 7.6s | Global ETA: 41m 7s [2025-11-22T02:42:46.491832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:46.491898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:46.493514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:46.494018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:46.494790] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:46.495398] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:46.514619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:46.518186] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.14% [2025-11-22T02:42:46.684466] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 1.86% [2025-11-22T02:42:46.781329] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.5s | Global ETA: 41m 7s [2025-11-22T02:42:46.782216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:46.782280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:46.787011] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:46.787942] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:46.789536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:46.790293] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:46.792830] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:46.794189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:46.851569] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 1.41% [2025-11-22T02:42:47.018504] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 0.21% [2025-11-22T02:42:47.084488] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.82% | Symbol ETA: 7.0s | Global ETA: 41m 7s [2025-11-22T02:42:47.085392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:47.085454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:47.087120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:47.087631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:47.088462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:47.089502] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:47.093222] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.36% | Symbol ETA: 17.3s | Global ETA: 41m 7s [2025-11-22T02:42:47.094109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:47.094491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:47.099314] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:47.100120] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:47.104220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.108996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.184911] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 3.77%, Actual: 1.22% [2025-11-22T02:42:47.351548] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 2.99% [2025-11-22T02:42:47.351766] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 32.3739% [2025-11-22T02:42:47.351855] [INFO ] [main ] KNSL: DISCARDED add_prev_close_to_open (score: 32.37%) [2025-11-22T02:42:47.351897] [INFO ] [main ] KNSL: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:42:47.351928] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_prior_day_tail_pressure'] [2025-11-22T02:42:47.351962] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:47.366370] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:47.367633] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:47.367715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:47.369508] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.9s | Global ETA: 41m 7s [2025-11-22T02:42:47.370368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:47.370430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:47.372462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:47.375113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:47.376029] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:47.377662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:47.378441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:47.381048] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:47.382407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.418432] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:47.419331] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:47.422043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.683389] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.90% | Symbol ETA: 6.4s | Global ETA: 41m 7s [2025-11-22T02:42:47.684429] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:47.684500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:47.686404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:47.686937] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:47.687861] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:47.688595] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:47.711093] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 4.13% | Symbol ETA: 16.7s | Global ETA: 41m 7s [2025-11-22T02:42:47.711855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.712012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:47.712075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:47.716957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:47.717787] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:47.721799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:47.948594] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 4.3s | Global ETA: 41m 8s [2025-11-22T02:42:47.949515] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:47.949579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:47.954334] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:47.955283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:47.956956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:47.957734] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:47.960327] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:47.961701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.103688] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.17% | Symbol ETA: 11.9s | Global ETA: 41m 8s [2025-11-22T02:42:48.104547] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:48.104610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:48.109520] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:48.154095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:48.154902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:48.157535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.335810] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.59% | Symbol ETA: 5.8s | Global ETA: 41m 8s [2025-11-22T02:42:48.336755] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:48.336844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:48.338682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:48.339199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:48.340123] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:48.340779] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:48.342070] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 16.1s | Global ETA: 41m 8s [2025-11-22T02:42:48.342953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:48.343016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:48.347795] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:48.348567] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:48.352659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.362386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.529855] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 3.7s | Global ETA: 41m 8s [2025-11-22T02:42:48.530738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:48.530800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:48.535527] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:48.536466] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:48.538103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:48.538870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:48.541410] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:48.542772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.854425] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 11.2s | Global ETA: 41m 8s [2025-11-22T02:42:48.855323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:48.855385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:48.860536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:48.906489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:48.907478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:48.910308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.968418] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -9.12% | Symbol ETA: 15.5s | Global ETA: 41m 8s [2025-11-22T02:42:48.969307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:48.969369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:48.974203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:48.975004] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:48.979212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:48.991015] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 5.3s | Global ETA: 41m 8s [2025-11-22T02:42:48.991914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:48.991979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:48.993682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:48.994150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:48.994946] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:48.995562] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:49.015029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:49.114380] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 41m 8s [2025-11-22T02:42:49.115272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:49.115335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:49.120221] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:49.121142] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:49.122814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:49.123559] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:49.126125] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:49.127502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:49.590522] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -1.34% | Symbol ETA: 14.8s | Global ETA: 41m 9s [2025-11-22T02:42:49.591457] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:49.591519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:49.596358] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:49.596882] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 10.4s | Global ETA: 41m 9s [2025-11-22T02:42:49.597184] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:49.597808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:49.597870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:49.601289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:49.602583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:49.605832] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 7.83% | Symbol ETA: 4.6s | Global ETA: 41m 9s [2025-11-22T02:42:49.606760] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:49.606823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:49.608529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:49.609079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:49.609843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:49.610452] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:49.630141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:49.646195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:49.647005] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:49.649733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:49.701696] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.6s | Global ETA: 41m 9s [2025-11-22T02:42:49.702533] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:49.702594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:49.707380] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:49.708330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:49.709980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:49.710734] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:49.713293] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:42:49.714664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.226375] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.69% | Symbol ETA: 4.0s | Global ETA: 41m 9s [2025-11-22T02:42:50.227341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:50.227411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:50.229332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:50.229861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:50.230708] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:50.231345] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:50.251967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.270083] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.86% | Symbol ETA: 14.3s | Global ETA: 41m 9s [2025-11-22T02:42:50.270975] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:50.271037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:50.275875] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:50.276701] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:50.280911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.281279] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: 41m 9s [2025-11-22T02:42:50.351348] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 9.7s | Global ETA: 41m 9s [2025-11-22T02:42:50.352237] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:50.352299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:50.357019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:50.401239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:50.402046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:50.404622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.448409] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 0.42% [2025-11-22T02:42:50.615557] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:42:50.780978] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:42:50.876826] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 3.4s | Global ETA: 41m 9s [2025-11-22T02:42:50.877827] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:50.877901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:50.879730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:50.880214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:50.881019] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:50.881677] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:42:50.898079] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.69% | Symbol ETA: 13.6s | Global ETA: 41m 9s [2025-11-22T02:42:50.899565] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:50.899631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:50.902219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.904634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:50.905471] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:50.909797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:50.947441] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:51.107167] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 9.0s | Global ETA: 41m 9s [2025-11-22T02:42:51.108431] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:51.108513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:51.115999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:51.123422] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:51.159401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:51.160341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:51.163041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:51.287717] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:42:51.452742] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:42:51.518837] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 2.8s | Global ETA: 41m 10s [2025-11-22T02:42:51.532580] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 13.0s | Global ETA: 41m 10s [2025-11-22T02:42:51.533510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:51.533590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:51.538707] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:51.539504] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:51.543729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:51.619168] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:51.697290] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.12%, Actual: 1.97% [2025-11-22T02:42:51.786229] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:51.848202] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 8.2s | Global ETA: 41m 10s [2025-11-22T02:42:51.849078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:51.849140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:51.853871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:51.882457] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 6.42%, Actual: 1.79% [2025-11-22T02:42:51.896895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:51.897781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:51.900852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:51.954886] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:51.955088] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.2823% [2025-11-22T02:42:51.955169] [INFO ] [main ] PFN: DISCARDED add_signed_carry_history_11 (score: 22.28%) [2025-11-22T02:42:51.955211] [INFO ] [main ] PFN: Testing feature 44/53: add_sma_ratio [2025-11-22T02:42:51.955244] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_sma_ratio'] [2025-11-22T02:42:51.955281] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:51.967118] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:51.968545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:51.968606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:51.973454] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:51.974415] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:51.976079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:51.976846] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:51.979503] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:51.980244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:52.063830] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.82%, Actual: 21.96% [2025-11-22T02:42:52.192282] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 12.4s | Global ETA: 41m 10s [2025-11-22T02:42:52.193225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:52.193290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:52.199002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:52.199846] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:42:52.204115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:52.243353] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.90%, Actual: 1.81% [2025-11-22T02:42:52.424941] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.59%, Actual: 8.20% [2025-11-22T02:42:52.554214] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 6.9s | Global ETA: 41m 10s [2025-11-22T02:42:52.555120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:52.555184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:52.559963] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:52.560891] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:52.562517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:52.563286] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:52.565884] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:52.566603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:52.598089] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 7.5s | Global ETA: 41m 10s [2025-11-22T02:42:52.598972] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:52.599034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:52.603795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:52.604171] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 1.07% [2025-11-22T02:42:52.647348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:52.648208] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:52.650874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:52.784426] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 7.83%, Actual: 6.24% [2025-11-22T02:42:52.825119] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.74% | Symbol ETA: 11.7s | Global ETA: 41m 10s [2025-11-22T02:42:52.962191] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.69%, Actual: 0.54% [2025-11-22T02:42:52.998931] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.36%, Actual: 7.01% [2025-11-22T02:42:53.131755] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 4.55% [2025-11-22T02:42:53.138504] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 6.3s | Global ETA: 41m 11s [2025-11-22T02:42:53.139463] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:53.139528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:53.144343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:53.145345] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:53.147019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:53.147819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:53.150415] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:53.154365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:53.169968] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 4.13%, Actual: 1.94% [2025-11-22T02:42:53.302512] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -1.43%, Actual: 3.47% [2025-11-22T02:42:53.302748] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.3411% [2025-11-22T02:42:53.302836] [INFO ] [main ] BFLY: DISCARDED add_regime (score: 37.34%) [2025-11-22T02:42:53.302880] [INFO ] [main ] BFLY: Testing feature 40/53: add_regime_flags [2025-11-22T02:42:53.302914] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_regime_flags'] [2025-11-22T02:42:53.302948] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:42:53.317095] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:53.318414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:53.318479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:53.320242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:53.320795] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:53.321557] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:53.322205] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:53.323292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:53.342127] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 0.39% [2025-11-22T02:42:53.355767] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 6.7s | Global ETA: 41m 11s [2025-11-22T02:42:53.356628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:53.356708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:53.361488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:53.404517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:53.405368] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:53.408073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:53.515580] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -9.12%, Actual: 1.45% [2025-11-22T02:42:53.683739] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -1.34%, Actual: 4.02% [2025-11-22T02:42:53.723712] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 5.7s | Global ETA: 41m 11s [2025-11-22T02:42:53.724571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:53.724634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:53.729455] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:53.730388] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:53.732037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:53.732803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:53.735354] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:53.736104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:53.849070] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.86%, Actual: 0.02% [2025-11-22T02:42:53.904507] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 17.99% | Symbol ETA: 8.0s | Global ETA: 41m 11s [2025-11-22T02:42:53.905428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:53.905491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:53.907196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:53.907777] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:53.908571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:53.909212] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:53.910266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:54.016363] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.69%, Actual: 3.55% [2025-11-22T02:42:54.095372] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.76% | Symbol ETA: 6.0s | Global ETA: 41m 11s [2025-11-22T02:42:54.096275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:54.096338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:54.101167] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:54.144069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:54.144930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:42:54.147600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:54.183093] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.73% [2025-11-22T02:42:54.303262] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.1s | Global ETA: 41m 11s [2025-11-22T02:42:54.304133] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:54.304194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:54.308955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:54.309896] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:54.311513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:54.312276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:54.314857] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:54.315594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:54.358274] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 1.75% [2025-11-22T02:42:54.491415] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.40% | Symbol ETA: 7.4s | Global ETA: 41m 11s [2025-11-22T02:42:54.492325] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:54.492388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:54.494090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:54.494585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:54.495365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:54.496007] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:54.497046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:54.545636] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.74%, Actual: 3.19% [2025-11-22T02:42:54.545858] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.6504% [2025-11-22T02:42:54.545940] [INFO ] [main ] AI: DISCARDED add_morning_range_expansion (score: 36.65%) [2025-11-22T02:42:54.545983] [INFO ] [main ] AI: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:42:54.546019] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_11_elasticity'] [2025-11-22T02:42:54.546054] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:42:54.560847] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:54.562354] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:54.562416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:54.567292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:54.568168] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:54.569279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:54.834339] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.51% | Symbol ETA: 5.2s | Global ETA: 41m 12s [2025-11-22T02:42:54.882575] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 41m 12s [2025-11-22T02:42:54.883452] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:54.883514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:54.888283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:54.889229] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:54.890890] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:54.891632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:54.894211] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:54.894955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.002612] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 3.24% [2025-11-22T02:42:55.075423] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -13.68% | Symbol ETA: 6.8s | Global ETA: 41m 12s [2025-11-22T02:42:55.076306] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:55.076369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:55.078084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:55.078570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:55.079348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:55.079984] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:55.081018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.172400] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 3.40% [2025-11-22T02:42:55.204172] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.40% | Symbol ETA: 16.8s | Global ETA: 41m 12s [2025-11-22T02:42:55.205069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:55.205132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:55.209933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:55.210732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:55.211781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.341358] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.76%, Actual: 2.38% [2025-11-22T02:42:55.460890] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 3.9s | Global ETA: 41m 12s [2025-11-22T02:42:55.461772] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:55.461833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:55.466529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:55.467467] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:55.469151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:55.469911] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:55.472435] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:55.473178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.509404] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.63% [2025-11-22T02:42:55.664520] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 12.20% | Symbol ETA: 6.2s | Global ETA: 41m 12s [2025-11-22T02:42:55.665451] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:55.665513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:55.667198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:55.667763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:55.668564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:55.669208] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:55.670283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.681607] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 0.14% [2025-11-22T02:42:55.817423] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.09% | Symbol ETA: 16.0s | Global ETA: 41m 12s [2025-11-22T02:42:55.818341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:55.818403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:55.823176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:55.823965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:55.825005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:55.857215] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 1.86% [2025-11-22T02:42:56.028381] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 1.41% [2025-11-22T02:42:56.042800] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.3s | Global ETA: 41m 12s [2025-11-22T02:42:56.043684] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:56.043746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:56.048543] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:56.049465] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:56.051107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:56.051874] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:56.054432] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:56.055172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:56.214580] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.45%, Actual: 0.21% [2025-11-22T02:42:56.255696] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.65% | Symbol ETA: 5.6s | Global ETA: 41m 12s [2025-11-22T02:42:56.256614] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:56.256730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:56.258491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:56.259032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:56.259844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:56.260472] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:56.261544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:56.386487] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.76%, Actual: 1.22% [2025-11-22T02:42:56.454785] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 9.22% | Symbol ETA: 15.4s | Global ETA: 41m 13s [2025-11-22T02:42:56.455659] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:56.455720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:56.460591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:56.461426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:56.462522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:56.555155] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.51%, Actual: 2.99% [2025-11-22T02:42:56.555366] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 34.5471% [2025-11-22T02:42:56.555461] [INFO ] [main ] KNSL: DISCARDED add_prior_day_tail_pressure (score: 34.55%) [2025-11-22T02:42:56.555503] [INFO ] [main ] KNSL: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:42:56.555533] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_prior_mag_lag'] [2025-11-22T02:42:56.555587] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:42:56.569991] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:56.571410] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:56.571470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:56.576202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:56.634011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:56.635029] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:56.639909] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 41m 13s [2025-11-22T02:42:56.640785] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:56.640847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:56.644784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:56.645548] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:56.646468] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:56.648108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:56.648873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:56.651391] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:56.652133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:56.838176] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.52% | Symbol ETA: 5.0s | Global ETA: 41m 13s [2025-11-22T02:42:56.839269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:56.839364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:56.841055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:56.841546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:56.842322] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:56.842952] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:56.843980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.103638] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 14.8s | Global ETA: 41m 13s [2025-11-22T02:42:57.104571] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:57.104635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:57.109636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:57.110475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:57.111568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.223591] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.2s | Global ETA: 41m 13s [2025-11-22T02:42:57.224475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:57.224537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:57.229283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:57.230206] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:57.231840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:57.232590] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:57.235172] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:42:57.235909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.421037] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 4.4s | Global ETA: 41m 13s [2025-11-22T02:42:57.421924] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:57.421986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:57.423628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:57.424131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:57.424892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:57.425493] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:57.426514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.461690] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 12.9s | Global ETA: 41m 13s [2025-11-22T02:42:57.462573] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:57.462670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:57.467710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:57.513244] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:57.514155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:57.515795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.749724] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 14.2s | Global ETA: 41m 13s [2025-11-22T02:42:57.750607] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:57.750703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:57.755625] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:57.756450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:57.757552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:57.811299] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.6s | Global ETA: 41m 13s [2025-11-22T02:42:57.981197] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:42:57.999852] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 3.8s | Global ETA: 41m 13s [2025-11-22T02:42:58.000774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:58.000849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:58.002504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:58.003019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:58.003786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:58.004399] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:58.005429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:58.152157] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:42:58.201366] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -2.57% | Symbol ETA: 11.4s | Global ETA: 41m 14s [2025-11-22T02:42:58.202365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:58.202432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:58.207752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:58.252757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:58.253818] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:58.255386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:58.325248] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:42:58.372768] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -10.04% | Symbol ETA: 13.6s | Global ETA: 41m 14s [2025-11-22T02:42:58.373657] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:58.373718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:58.378430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:58.379214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:58.380245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:58.494071] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:42:58.584459] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 3.3s | Global ETA: 41m 14s [2025-11-22T02:42:58.585371] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:42:58.585433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:58.587083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:42:58.587585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:58.588388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:42:58.589016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:42:58.590060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:58.666389] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:42:58.834933] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:42:58.955145] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 10.4s | Global ETA: 41m 14s [2025-11-22T02:42:58.956068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:58.956130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:58.960930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:58.982545] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.72% | Symbol ETA: 12.9s | Global ETA: 41m 14s [2025-11-22T02:42:58.983421] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:58.983482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:58.988953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:58.990023] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:58.991232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:59.003947] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:42:59.004238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:59.005050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:59.006765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:59.156067] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 2.7s | Global ETA: 41m 14s [2025-11-22T02:42:59.172922] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:42:59.335163] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 17.99%, Actual: 1.97% [2025-11-22T02:42:59.344879] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:42:59.514265] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.40%, Actual: 1.79% [2025-11-22T02:42:59.514320] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:42:59.514513] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:42:59.514661] [INFO ] [main ] PFN: DISCARDED add_sma_ratio (score: 20.81%) [2025-11-22T02:42:59.514708] [INFO ] [main ] PFN: Testing feature 45/53: add_true_range [2025-11-22T02:42:59.514742] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_true_range'] [2025-11-22T02:42:59.514776] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:42:59.527124] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:42:59.528683] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:42:59.528744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:59.533560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:42:59.534554] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:42:59.536279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:59.537190] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:42:59.539944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:42:59.541776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:59.604766] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -6.21% | Symbol ETA: 12.3s | Global ETA: 41m 14s [2025-11-22T02:42:59.605622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:42:59.605702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:59.610426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:42:59.611198] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:42:59.612225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:59.692219] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -13.68%, Actual: 21.96% [2025-11-22T02:42:59.697607] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 3.14% | Symbol ETA: 9.6s | Global ETA: 41m 14s [2025-11-22T02:42:59.698686] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:42:59.698747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:42:59.704130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:42:59.747428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:42:59.748342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:42:59.749957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:42:59.873262] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 12.20%, Actual: 1.81% [2025-11-22T02:43:00.052830] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.65%, Actual: 8.20% [2025-11-22T02:43:00.122136] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 6.7s | Global ETA: 41m 15s [2025-11-22T02:43:00.123023] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:00.123085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:00.127848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:00.128773] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:00.130405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:00.131164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:00.133739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:00.135478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:00.215767] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.78% | Symbol ETA: 11.7s | Global ETA: 41m 15s [2025-11-22T02:43:00.216693] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:00.216755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:00.221430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:00.222196] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:43:00.223225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:00.233769] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.52%, Actual: 1.07% [2025-11-22T02:43:00.411890] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 6.24% [2025-11-22T02:43:00.465896] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 8.8s | Global ETA: 41m 15s [2025-11-22T02:43:00.466781] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:00.466843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:00.471903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:00.517601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:00.518631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:43:00.520252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:00.811431] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 6.5s | Global ETA: 41m 15s [2025-11-22T02:43:00.812313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:00.812376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:00.823685] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:00.824786] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:00.829595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:00.830420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:00.836108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:00.840987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:00.851453] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.85%, Actual: 0.54% [2025-11-22T02:43:00.878740] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 11.0s | Global ETA: 41m 15s [2025-11-22T02:43:01.047718] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.40%, Actual: 7.01% [2025-11-22T02:43:01.189883] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 4.55% [2025-11-22T02:43:01.214380] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.09%, Actual: 1.94% [2025-11-22T02:43:01.333618] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 8.0s | Global ETA: 41m 15s [2025-11-22T02:43:01.334494] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:01.334556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:01.339353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:01.363114] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 3.47% [2025-11-22T02:43:01.363342] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.3245% [2025-11-22T02:43:01.363462] [INFO ] [main ] BFLY: DISCARDED add_regime_flags (score: 37.32%) [2025-11-22T02:43:01.363506] [INFO ] [main ] BFLY: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:43:01.363541] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:43:01.363599] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:01.377923] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:01.379258] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:01.379324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:01.381031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:01.381548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:01.382324] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:01.382590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:01.382959] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:01.383441] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:43:01.383998] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:01.385016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:01.385674] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:01.386713] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:01.387420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:01.441479] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 9.22%, Actual: 0.39% [2025-11-22T02:43:01.520331] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 6.0s | Global ETA: 41m 16s [2025-11-22T02:43:01.521241] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:01.521304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:01.526087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:01.527037] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:01.528743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:01.529496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:01.532180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:01.536936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:01.666535] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 1.45% [2025-11-22T02:43:01.832208] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 4.02% [2025-11-22T02:43:01.980990] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.92% | Symbol ETA: 7.8s | Global ETA: 41m 16s [2025-11-22T02:43:01.981890] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:01.981954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:01.983595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:01.984100] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:01.984868] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:01.985476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:01.986504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:01.988143] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:01.989182] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:01.989879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:01.995710] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -10.04%, Actual: 0.02% [2025-11-22T02:43:02.087276] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -3.73% | Symbol ETA: 7.2s | Global ETA: 41m 16s [2025-11-22T02:43:02.088358] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:02.088425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:02.093238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:02.112967] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 41m 16s [2025-11-22T02:43:02.113851] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:02.113913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:02.118694] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:02.119598] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:02.121245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:02.122011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:02.124559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:02.126302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:02.135888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:02.136757] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:43:02.138296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:02.158749] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.72%, Actual: 3.55% [2025-11-22T02:43:02.323684] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -6.21%, Actual: 1.73% [2025-11-22T02:43:02.487702] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.78%, Actual: 1.75% [2025-11-22T02:43:02.565449] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 1.97% | Symbol ETA: 7.2s | Global ETA: 41m 16s [2025-11-22T02:43:02.566337] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:02.566401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:02.568079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:02.568562] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:02.569330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:02.569955] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:02.570977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:02.572559] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:02.573620] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:02.574344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:02.651568] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -1.53%, Actual: 3.19% [2025-11-22T02:43:02.651727] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.7597% [2025-11-22T02:43:02.651812] [INFO ] [main ] AI: DISCARDED add_open_11_elasticity (score: 35.76%) [2025-11-22T02:43:02.651856] [INFO ] [main ] AI: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:43:02.651886] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_reversal_intensity'] [2025-11-22T02:43:02.651921] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:02.666462] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:02.667895] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:02.667956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:02.672793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:02.673561] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:02.674800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:02.700299] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 41m 16s [2025-11-22T02:43:02.701210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:02.701273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:02.706310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:02.707259] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:02.709041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:02.709918] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:02.712563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:02.714372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:02.848968] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.03% | Symbol ETA: 6.4s | Global ETA: 41m 16s [2025-11-22T02:43:02.849869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:02.849932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:02.854621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:02.897068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:02.897990] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:43:02.899553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.145075] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -11.59% | Symbol ETA: 6.5s | Global ETA: 41m 16s [2025-11-22T02:43:03.145968] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:03.146032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:03.147690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:03.148164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:03.148931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:03.149538] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:03.150554] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:03.152161] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:03.153180] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:03.153904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.276406] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.12% | Symbol ETA: 15.7s | Global ETA: 41m 17s [2025-11-22T02:43:03.277324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:03.277388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:03.282065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:03.282848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:03.284026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.286109] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 3.9s | Global ETA: 41m 17s [2025-11-22T02:43:03.287003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:03.287065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:03.291853] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:03.292784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:03.294410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:03.295193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:03.297860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:03.299696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.603258] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 5.7s | Global ETA: 41m 17s [2025-11-22T02:43:03.604150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:03.604212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:03.608975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:03.651542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:03.652413] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:43:03.653992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.724142] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 12.99% | Symbol ETA: 5.9s | Global ETA: 41m 17s [2025-11-22T02:43:03.725063] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:03.725128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:03.726759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:03.727235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:03.728014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:03.728677] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:03.729729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:03.731327] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:03.732353] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:03.733064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.875070] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 41m 17s [2025-11-22T02:43:03.875966] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:03.876028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:03.880764] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:03.881692] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:03.883561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:03.884337] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:03.886942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:03.887716] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 15.1s | Global ETA: 41m 17s [2025-11-22T02:43:03.888665] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:03.888726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:03.888804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:03.896492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:03.897294] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:03.898473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:04.314679] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -9.80% | Symbol ETA: 5.4s | Global ETA: 41m 17s [2025-11-22T02:43:04.315564] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:04.315630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:04.317278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:04.317834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:04.318582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:04.319210] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:04.320344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:04.322034] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:04.323048] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:04.323744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:04.387707] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.55% | Symbol ETA: 4.9s | Global ETA: 41m 17s [2025-11-22T02:43:04.465362] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.6s | Global ETA: 41m 17s [2025-11-22T02:43:04.466267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:04.466331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:04.471320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:04.472384] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:04.474185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:04.475023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:04.477751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:04.479552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:04.503728] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 11.36% | Symbol ETA: 14.5s | Global ETA: 41m 17s [2025-11-22T02:43:04.504614] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:04.504712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:04.509476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:04.510257] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:04.511437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:04.572628] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 3.24% [2025-11-22T02:43:04.751565] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -2.57%, Actual: 3.40% [2025-11-22T02:43:04.895795] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.34% | Symbol ETA: 4.8s | Global ETA: 41m 17s [2025-11-22T02:43:04.896690] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:04.897069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:04.898734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:04.899214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:04.899984] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:04.900593] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:04.901621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:04.903245] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:04.904266] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:04.904960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:04.931746] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 2.38% [2025-11-22T02:43:05.049361] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: 41m 18s [2025-11-22T02:43:05.050307] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:05.050386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:05.055166] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:05.056108] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:05.057785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:05.058562] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:05.061175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:05.062931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:05.112758] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 3.14%, Actual: 0.63% [2025-11-22T02:43:05.118853] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -8.37% | Symbol ETA: 13.9s | Global ETA: 41m 18s [2025-11-22T02:43:05.119758] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:05.119821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:05.124528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:05.125319] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:05.126492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:05.297623] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.14% [2025-11-22T02:43:05.477528] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.61% | Symbol ETA: 4.2s | Global ETA: 41m 18s [2025-11-22T02:43:05.477732] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 1.86% [2025-11-22T02:43:05.478416] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:05.478481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:05.480109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:05.480582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:05.481352] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:05.481980] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:05.483016] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:05.484633] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:05.485670] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:05.486342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:05.637475] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.4s | Global ETA: 41m 18s [2025-11-22T02:43:05.659525] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -3.73%, Actual: 1.41% [2025-11-22T02:43:05.733026] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 5.21% | Symbol ETA: 13.3s | Global ETA: 41m 18s [2025-11-22T02:43:05.733907] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:05.733969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:05.738728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:05.739493] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:05.740687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:05.805577] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:43:05.845533] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.03%, Actual: 0.21% [2025-11-22T02:43:05.977399] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:43:06.035320] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 1.22% [2025-11-22T02:43:06.059273] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 3.6s | Global ETA: 41m 18s [2025-11-22T02:43:06.060164] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:06.060228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:06.061858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:06.062336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:06.063101] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:06.063724] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:06.064748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:06.066513] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:06.067730] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:06.068410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:06.146263] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:43:06.216928] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.55%, Actual: 2.99% [2025-11-22T02:43:06.217145] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.5976% [2025-11-22T02:43:06.217247] [INFO ] [main ] KNSL: DISCARDED add_prior_mag_lag (score: 41.60%) [2025-11-22T02:43:06.217293] [INFO ] [main ] KNSL: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:43:06.217346] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_range_overlap_v_prior_day'] [2025-11-22T02:43:06.217384] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:06.233716] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:06.235430] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:06.235507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:06.240865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:06.290143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:06.291097] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:06.293558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:06.316454] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:06.347058] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -6.42% | Symbol ETA: 12.7s | Global ETA: 41m 18s [2025-11-22T02:43:06.347976] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:06.348038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:06.352823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:06.353592] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:06.354784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:06.483561] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:06.638838] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 9.25% | Symbol ETA: 3.0s | Global ETA: 41m 19s [2025-11-22T02:43:06.639742] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:06.639807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:06.641449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:06.641969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:06.642751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:06.643371] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:06.644391] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:06.645990] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:06.647000] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:06.647835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:06.653485] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:43:06.821067] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:43:06.965103] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.57% | Symbol ETA: 12.1s | Global ETA: 41m 19s [2025-11-22T02:43:06.966079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:06.966141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:06.970895] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:06.971682] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:06.972875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:06.987906] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:07.047024] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 12.0s | Global ETA: 41m 19s [2025-11-22T02:43:07.048054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:07.048119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:07.053865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:07.104669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:07.105665] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:07.108365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:07.154757] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:07.221244] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 2.4s | Global ETA: 41m 19s [2025-11-22T02:43:07.318113] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:07.318259] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:43:07.318360] [INFO ] [main ] PFN: DISCARDED add_true_range (score: 20.81%) [2025-11-22T02:43:07.318402] [INFO ] [main ] PFN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:43:07.318432] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_vol_of_vol'] [2025-11-22T02:43:07.318467] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:07.330670] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:07.331895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:07.331958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:07.336726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:07.337745] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:07.339373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:07.340135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:07.342700] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:07.343759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:07.389019] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.92%, Actual: 1.97% [2025-11-22T02:43:07.572669] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 1.97%, Actual: 1.79% [2025-11-22T02:43:07.583036] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.42% | Symbol ETA: 11.4s | Global ETA: 41m 19s [2025-11-22T02:43:07.583932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:07.583994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:07.588808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:07.589575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:07.590767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:07.755367] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -11.59%, Actual: 21.96% [2025-11-22T02:43:07.851008] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 11.2s | Global ETA: 41m 19s [2025-11-22T02:43:07.851956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:07.852025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:07.857154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:07.905750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:07.906919] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:07.907846] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 6.4s | Global ETA: 41m 19s [2025-11-22T02:43:07.908727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:07.908789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:07.909490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:07.913463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:07.914382] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:07.916018] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:07.916782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:07.919350] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:07.920462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:07.924238] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 12.99%, Actual: 1.81% [2025-11-22T02:43:08.089911] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -9.80%, Actual: 8.20% [2025-11-22T02:43:08.204543] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 10.8s | Global ETA: 41m 19s [2025-11-22T02:43:08.205587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:08.205875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:08.211494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:08.212368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:43:08.213612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:08.260064] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.34%, Actual: 1.07% [2025-11-22T02:43:08.429269] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.61%, Actual: 6.24% [2025-11-22T02:43:08.486175] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.78% | Symbol ETA: 5.8s | Global ETA: 41m 20s [2025-11-22T02:43:08.487056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:08.487118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:08.491877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:08.492815] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:08.494437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:08.495206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:08.497824] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:08.498927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:08.595329] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.54% [2025-11-22T02:43:08.648062] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.86% | Symbol ETA: 10.3s | Global ETA: 41m 20s [2025-11-22T02:43:08.649041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:08.649105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:08.654179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:08.702638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:08.703611] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:08.706309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:08.760179] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 9.25%, Actual: 4.55% [2025-11-22T02:43:08.843206] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.60% | Symbol ETA: 10.2s | Global ETA: 41m 20s [2025-11-22T02:43:08.926006] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 3.47% [2025-11-22T02:43:08.926188] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 49.2217% [2025-11-22T02:43:08.926264] [INFO ] [main ] BFLY: DISCARDED add_return_volume_nonlinearity_proxies (score: 49.22%) [2025-11-22T02:43:08.926305] [INFO ] [main ] BFLY: Testing feature 42/53: add_shelf_lag [2025-11-22T02:43:08.926340] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_shelf_lag'] [2025-11-22T02:43:08.926377] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:08.940216] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:08.941678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:08.941743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:08.943466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:08.944368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:08.945189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:08.945851] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:08.947278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:09.023375] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.12%, Actual: 7.01% [2025-11-22T02:43:09.062397] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: 0.00% | Symbol ETA: 5.3s | Global ETA: 41m 20s [2025-11-22T02:43:09.063284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:09.063346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:09.068423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:09.069355] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:09.071002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:09.071764] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:09.074311] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:09.075390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:09.199741] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.94% [2025-11-22T02:43:09.397522] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 11.36%, Actual: 0.39% [2025-11-22T02:43:09.429106] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 3.08% | Symbol ETA: 9.5s | Global ETA: 41m 20s [2025-11-22T02:43:09.430002] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:09.430064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:09.434832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:09.478266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:09.479187] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:09.481590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:09.561799] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -8.37%, Actual: 1.45% [2025-11-22T02:43:09.590558] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 8.27% | Symbol ETA: 7.9s | Global ETA: 41m 20s [2025-11-22T02:43:09.591452] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:09.591515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:09.593183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:09.593689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:09.594442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:09.595074] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:09.596457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:09.667152] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.7s | Global ETA: 41m 20s [2025-11-22T02:43:09.668058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:09.668120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:09.672937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:09.673862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:09.675477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:09.676240] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:09.678853] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:09.680279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:09.729673] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 5.21%, Actual: 4.02% [2025-11-22T02:43:09.895003] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -6.42%, Actual: 0.02% [2025-11-22T02:43:10.060210] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.57%, Actual: 3.55% [2025-11-22T02:43:10.166535] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 8.6s | Global ETA: 41m 21s [2025-11-22T02:43:10.167437] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:10.167499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:10.172213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:10.216501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:10.217422] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:10.220273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.227901] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.42%, Actual: 1.73% [2025-11-22T02:43:10.246405] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 3.87% | Symbol ETA: 7.3s | Global ETA: 41m 21s [2025-11-22T02:43:10.247350] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:10.247437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:10.249151] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: 41m 21s [2025-11-22T02:43:10.249206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:10.249762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:10.250067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:10.250132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:10.250532] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:10.251178] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:10.252601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.254917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:10.255917] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:10.257598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:10.258407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:10.261169] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:10.262299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.391220] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 1.75% [2025-11-22T02:43:10.554986] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.60%, Actual: 3.19% [2025-11-22T02:43:10.555181] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.2307% [2025-11-22T02:43:10.555261] [INFO ] [main ] AI: DISCARDED add_open_reversal_intensity (score: 38.23%) [2025-11-22T02:43:10.555302] [INFO ] [main ] AI: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:43:10.555333] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:43:10.555367] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:10.569734] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:10.570964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:10.571025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:10.575792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:10.576569] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:10.578028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.860904] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 3.6s | Global ETA: 41m 21s [2025-11-22T02:43:10.861818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:10.861882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:10.866689] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:10.867684] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:10.869365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:10.870156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:10.872810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:10.873917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.897837] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.90% | Symbol ETA: 6.6s | Global ETA: 41m 21s [2025-11-22T02:43:10.898771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:10.898849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:10.900526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:10.901056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:10.901814] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:10.902418] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:10.903815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:10.905769] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 7.8s | Global ETA: 41m 21s [2025-11-22T02:43:10.906684] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:10.906747] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:10.911700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:10.957267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:10.958149] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:10.960554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:11.181323] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.08% | Symbol ETA: 14.7s | Global ETA: 41m 21s [2025-11-22T02:43:11.182207] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:11.182268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:11.186957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:11.187771] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:11.189188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:11.454545] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 3.0s | Global ETA: 41m 21s [2025-11-22T02:43:11.455484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:11.455550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:11.460631] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:11.461616] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:11.463303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:11.464085] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:11.466701] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:11.467831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:11.553443] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 6.86% | Symbol ETA: 5.9s | Global ETA: 41m 21s [2025-11-22T02:43:11.557098] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:11.557162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:11.558847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:11.559334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:11.560149] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:11.560782] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:11.562137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:11.705563] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 7.0s | Global ETA: 41m 21s [2025-11-22T02:43:11.706451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:11.706513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:11.711754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:11.756848] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:11.757832] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:11.760296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:11.794581] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 14.1s | Global ETA: 41m 22s [2025-11-22T02:43:11.795474] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:11.795535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:11.800278] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:11.801053] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:11.802444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.053904] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: 41m 22s [2025-11-22T02:43:12.054791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:12.054852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:12.059882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:12.060822] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:12.062664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:12.063423] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:12.066024] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:12.067133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.199132] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.81% | Symbol ETA: 5.3s | Global ETA: 41m 22s [2025-11-22T02:43:12.201731] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:12.201795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:12.203424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:12.203969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:12.204750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:12.205354] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:12.206730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.408431] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 4.37% | Symbol ETA: 13.5s | Global ETA: 41m 22s [2025-11-22T02:43:12.409305] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:12.409367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:12.414141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:12.414924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:12.416316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.468133] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 6.3s | Global ETA: 41m 22s [2025-11-22T02:43:12.469043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:12.469106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:12.473887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:12.517039] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:12.518130] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:12.520558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.659718] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.8s | Global ETA: 41m 22s [2025-11-22T02:43:12.660841] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:12.660907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:12.666162] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:12.667278] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:12.669201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:12.670100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:12.673150] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:12.674779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:12.855962] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -9.90% | Symbol ETA: 4.6s | Global ETA: 41m 22s [2025-11-22T02:43:12.858323] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:12.858392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:12.860092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:12.860602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:12.861372] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:12.862037] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:12.863398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:13.017011] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.36% | Symbol ETA: 12.9s | Global ETA: 41m 22s [2025-11-22T02:43:13.017932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:13.017993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:13.022693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:13.023457] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:13.024884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:13.213726] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 5.5s | Global ETA: 41m 22s [2025-11-22T02:43:13.214692] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:13.214757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:13.219854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:13.261778] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.2s | Global ETA: 41m 22s [2025-11-22T02:43:13.263493] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:13.264446] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:43:13.266848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:13.432478] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.71%, Actual: 0.42% [2025-11-22T02:43:13.530580] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 4.99% | Symbol ETA: 4.0s | Global ETA: 41m 23s [2025-11-22T02:43:13.533202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:13.533265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:13.534968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:13.535492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:13.536262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:13.537478] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:13.538896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:13.604727] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.78%, Actual: 0.57% [2025-11-22T02:43:13.631238] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 12.3s | Global ETA: 41m 23s [2025-11-22T02:43:13.632116] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:13.632177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:13.636839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:13.637666] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:13.639093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:13.774633] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 0.52% [2025-11-22T02:43:13.946227] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:13.947712] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 4.7s | Global ETA: 41m 23s [2025-11-22T02:43:14.117065] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:14.122041] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 3.24% [2025-11-22T02:43:14.169986] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: 4.67% | Symbol ETA: 3.3s | Global ETA: 41m 23s [2025-11-22T02:43:14.173108] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:14.173173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:14.174859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:14.175352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:14.176288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:14.177001] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:14.178409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:14.241008] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -5.39% | Symbol ETA: 11.7s | Global ETA: 41m 23s [2025-11-22T02:43:14.241922] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:14.241983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:14.249665] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:14.250442] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:14.251877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:14.292244] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:43:14.299796] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 3.40% [2025-11-22T02:43:14.468012] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.86%, Actual: 2.38% [2025-11-22T02:43:14.470447] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:43:14.637600] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 3.08%, Actual: 0.63% [2025-11-22T02:43:14.639530] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:14.802921] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 0.14% [2025-11-22T02:43:14.811622] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 2.7s | Global ETA: 41m 23s [2025-11-22T02:43:14.813582] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:14.813663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:14.815287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:14.815813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:14.816563] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:14.817196] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:43:14.818633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:14.819284] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:14.855100] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.31% | Symbol ETA: 11.1s | Global ETA: 41m 23s [2025-11-22T02:43:14.855996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:14.856057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:14.860860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:14.861666] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:14.863068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:14.969920] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 1.86% [2025-11-22T02:43:14.987568] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:14.988114] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.7681% [2025-11-22T02:43:14.988194] [INFO ] [main ] PFN: DISCARDED add_vol_of_vol (score: 22.77%) [2025-11-22T02:43:14.988236] [INFO ] [main ] PFN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:43:14.988267] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_volatility_decay_ratio'] [2025-11-22T02:43:14.988302] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:15.002620] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:15.004162] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:15.004225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:15.009081] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:15.010039] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:15.011726] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:15.012478] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:15.015095] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:15.016225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:15.141822] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.08%, Actual: 1.41% [2025-11-22T02:43:15.314292] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.21% [2025-11-22T02:43:15.450661] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -7.32% | Symbol ETA: 2.0s | Global ETA: 41m 24s [2025-11-22T02:43:15.478870] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 10.4s | Global ETA: 41m 24s [2025-11-22T02:43:15.479754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:15.479817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:15.481309] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 1.22% [2025-11-22T02:43:15.484539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:15.485330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:15.486877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:15.603709] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 6.4s | Global ETA: 41m 24s [2025-11-22T02:43:15.604587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:15.604668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:15.609429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:15.610367] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:15.612009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:15.612851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:15.615526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:15.616700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:15.617082] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 8.27%, Actual: 1.97% [2025-11-22T02:43:15.648773] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 2.99% [2025-11-22T02:43:15.648985] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 34.4625% [2025-11-22T02:43:15.649095] [INFO ] [main ] KNSL: DISCARDED add_range_overlap_v_prior_day (score: 34.46%) [2025-11-22T02:43:15.649140] [INFO ] [main ] KNSL: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:43:15.649174] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_range_volume_efficiency'] [2025-11-22T02:43:15.649210] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:15.663752] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:15.665249] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:15.665310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:15.670183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:15.716391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:15.717445] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:15.719688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:15.782062] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 3.87%, Actual: 1.79% [2025-11-22T02:43:15.947529] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.90%, Actual: 21.96% [2025-11-22T02:43:16.091167] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.55% | Symbol ETA: 9.8s | Global ETA: 41m 24s [2025-11-22T02:43:16.092052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:16.092114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:16.096861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:16.097658] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:43:16.099057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:16.112468] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 6.86%, Actual: 1.81% [2025-11-22T02:43:16.194371] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 5.8s | Global ETA: 41m 24s [2025-11-22T02:43:16.195311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:16.195374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:16.200372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:16.201350] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:16.203074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:16.203879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:16.206580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:16.207788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:16.277469] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.81%, Actual: 8.20% [2025-11-22T02:43:16.420892] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.04% | Symbol ETA: 11.0s | Global ETA: 41m 24s [2025-11-22T02:43:16.421830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:16.421893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:16.427114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:16.441599] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -9.90%, Actual: 1.07% [2025-11-22T02:43:16.472326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:16.473217] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:16.475453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:16.605512] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 4.99%, Actual: 6.24% [2025-11-22T02:43:16.701771] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.73% | Symbol ETA: 9.2s | Global ETA: 41m 24s [2025-11-22T02:43:16.769756] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: 4.67%, Actual: 0.54% [2025-11-22T02:43:16.774235] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 5.1s | Global ETA: 41m 24s [2025-11-22T02:43:16.775117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:16.775180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:16.779928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:16.780862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:16.782494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:16.783262] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:16.785823] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:16.786936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:16.867923] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 7.01% [2025-11-22T02:43:16.933744] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.45%, Actual: 4.55% [2025-11-22T02:43:17.033694] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.94% [2025-11-22T02:43:17.098407] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -7.32%, Actual: 3.47% [2025-11-22T02:43:17.098610] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 40.4315% [2025-11-22T02:43:17.098714] [INFO ] [main ] BFLY: DISCARDED add_shelf_lag (score: 40.43%) [2025-11-22T02:43:17.098757] [INFO ] [main ] BFLY: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:43:17.098791] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_signed_carry_history_11'] [2025-11-22T02:43:17.098826] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:17.112413] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:17.113911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:17.113973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:17.115667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:17.116180] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:17.116956] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:17.117587] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:17.119002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:17.162299] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 10.2s | Global ETA: 41m 25s [2025-11-22T02:43:17.163202] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:17.163264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:17.168049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:17.199926] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 4.37%, Actual: 0.39% [2025-11-22T02:43:17.216038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:17.217189] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:17.220162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:17.353960] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 41m 25s [2025-11-22T02:43:17.354892] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:17.354956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:17.359827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:17.360808] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:17.362472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:17.363245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:17.365922] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:17.366619] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.36%, Actual: 1.45% [2025-11-22T02:43:17.367057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:17.532669] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 4.02% [2025-11-22T02:43:17.683883] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 16.86% | Symbol ETA: 7.1s | Global ETA: 41m 25s [2025-11-22T02:43:17.684791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:17.684854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:17.686495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:17.687013] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:17.687800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:17.688409] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:17.689789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:17.698468] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -5.39%, Actual: 0.02% [2025-11-22T02:43:17.865162] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.31%, Actual: 3.55% [2025-11-22T02:43:17.941803] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 41m 25s [2025-11-22T02:43:17.942693] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:17.942756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:17.947501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:17.948423] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:17.950056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:17.950824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:17.953734] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:17.954862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:17.955917] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 9.5s | Global ETA: 41m 25s [2025-11-22T02:43:17.956841] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:17.956903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:17.961717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:18.004959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:18.005891] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:18.008015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:18.032836] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 1.73% [2025-11-22T02:43:18.198439] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.55%, Actual: 1.75% [2025-11-22T02:43:18.256597] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 8.26% | Symbol ETA: 6.5s | Global ETA: 41m 25s [2025-11-22T02:43:18.257518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:18.257580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:18.259231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:18.259738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:18.260485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:18.261121] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:18.262468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:18.367995] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.73%, Actual: 3.19% [2025-11-22T02:43:18.368201] [INFO ] [main ] AI: Magnitude Forecast Confidence: 32.9458% [2025-11-22T02:43:18.368290] [INFO ] [main ] AI: DISCARDED add_open_vs_close_liquidity_ratio (score: 32.95%) [2025-11-22T02:43:18.368333] [INFO ] [main ] AI: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:43:18.368367] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_open_vs_prev_range_position'] [2025-11-22T02:43:18.368401] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:18.382966] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:18.384220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:18.384281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:18.389023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:18.389855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:18.392679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:18.531099] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 3.4s | Global ETA: 41m 25s [2025-11-22T02:43:18.532031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:18.532095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:18.537136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:18.538159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:18.539897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:18.540707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:18.543434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:18.544627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:18.733475] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 8.8s | Global ETA: 41m 26s [2025-11-22T02:43:18.734363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:18.734425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:18.739185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:18.782082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:18.782942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:18.785019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:18.879374] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.36% | Symbol ETA: 6.1s | Global ETA: 41m 26s [2025-11-22T02:43:18.880433] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:18.880497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:18.882190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:18.882726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:18.883508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:18.884169] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:18.885797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.026348] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -6.04% | Symbol ETA: 14.2s | Global ETA: 41m 26s [2025-11-22T02:43:19.027234] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:19.027295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:19.032071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:19.032853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:19.035558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.130949] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: 41m 26s [2025-11-22T02:43:19.131879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:19.131943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:19.136985] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:19.137979] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:19.139668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:19.140434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:19.143079] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:19.144229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.470399] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 13.38% | Symbol ETA: 5.5s | Global ETA: 41m 26s [2025-11-22T02:43:19.471304] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:19.471367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:19.473013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:19.473494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:19.474267] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:19.474898] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:19.476315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.508100] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 8.0s | Global ETA: 41m 26s [2025-11-22T02:43:19.509054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:19.509133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:19.514557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:19.562597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:19.563594] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:19.565903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.649572] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.05% | Symbol ETA: 13.5s | Global ETA: 41m 26s [2025-11-22T02:43:19.650562] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:19.650627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:19.656023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:19.656855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:19.662886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:19.744553] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.2s | Global ETA: 41m 26s [2025-11-22T02:43:19.745475] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:19.745539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:19.750586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:19.751556] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:19.753392] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:19.754189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:19.756873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:19.758080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.075195] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -14.13% | Symbol ETA: 4.9s | Global ETA: 41m 26s [2025-11-22T02:43:20.076140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:20.076250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:20.078040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:20.078548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:20.079395] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:20.080039] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:20.081459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.302791] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.07% | Symbol ETA: 7.3s | Global ETA: 41m 26s [2025-11-22T02:43:20.303709] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:20.303772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:20.308662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:20.337093] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.54% | Symbol ETA: 13.0s | Global ETA: 41m 27s [2025-11-22T02:43:20.337998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:20.338060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:20.340762] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.6s | Global ETA: 41m 27s [2025-11-22T02:43:20.341656] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:20.341721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:20.342798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:20.343558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:20.346287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.346424] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:20.347381] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:20.349049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:20.349819] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:20.352370] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:20.353478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.354182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:20.355111] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:20.357284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.662541] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.85% | Symbol ETA: 4.3s | Global ETA: 41m 27s [2025-11-22T02:43:20.663438] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:20.663501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:20.665145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:20.665636] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:20.666402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:20.667030] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:20.668398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:20.918214] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1.0s | Global ETA: 41m 27s [2025-11-22T02:43:20.982840] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -2.15% | Symbol ETA: 12.3s | Global ETA: 41m 27s [2025-11-22T02:43:20.983743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:20.983804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:20.988524] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:20.989322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:20.992169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.039990] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -3.29% | Symbol ETA: 6.5s | Global ETA: 41m 27s [2025-11-22T02:43:21.040990] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:21.041054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:21.046089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:21.084670] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:43:21.090788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:21.091853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:21.094115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.249854] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:43:21.274498] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 3.7s | Global ETA: 41m 27s [2025-11-22T02:43:21.275544] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:21.275615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:21.277491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:21.278060] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:21.278888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:21.279516] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:21.281120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.414775] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:43:21.579757] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:21.617479] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -2.22% | Symbol ETA: 11.7s | Global ETA: 41m 27s [2025-11-22T02:43:21.618380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:21.618442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:21.623242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:21.624109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:21.626915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.750809] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:21.778955] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 1.79% | Symbol ETA: 5.7s | Global ETA: 41m 27s [2025-11-22T02:43:21.779868] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:21.779929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:21.785021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:21.830920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:21.831808] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:21.833978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.856532] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.50% | Symbol ETA: 3.1s | Global ETA: 41m 27s [2025-11-22T02:43:21.857451] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:21.857514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:21.859157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:21.859674] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:21.860439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:21.861068] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:21.862410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:21.922298] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:43:22.095799] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:43:22.266196] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:22.306715] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 1.96% | Symbol ETA: 11.1s | Global ETA: 41m 28s [2025-11-22T02:43:22.307619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:22.307702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:22.312475] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:22.313349] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:22.316176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:22.424680] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 7.36% | Symbol ETA: 2.5s | Global ETA: 41m 28s [2025-11-22T02:43:22.426083] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:22.426145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:22.427804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:22.428285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:22.429053] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:22.429680] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:43:22.431377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:22.435882] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:22.499420] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 5.0s | Global ETA: 41m 28s [2025-11-22T02:43:22.500301] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:22.500362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:22.505106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:22.548584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:22.549450] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:43:22.551611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:22.606323] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:22.606521] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:43:22.606605] [INFO ] [main ] PFN: DISCARDED add_volatility_decay_ratio (score: 20.81%) [2025-11-22T02:43:22.606670] [INFO ] [main ] PFN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:43:22.606707] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:43:22.606745] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:22.618943] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:22.620416] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:22.620481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:22.625769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:22.626760] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:22.628482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:22.629269] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:22.631951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:22.633786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:22.634276] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:22.635386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:22.637484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:22.935502] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.78% | Symbol ETA: 10.4s | Global ETA: 41m 28s [2025-11-22T02:43:22.936442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:22.936505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:22.941376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:22.942271] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:22.945180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:22.994351] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.68% | Symbol ETA: 1.9s | Global ETA: 41m 28s [2025-11-22T02:43:23.163842] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 16.86%, Actual: 1.97% [2025-11-22T02:43:23.230887] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 4.2s | Global ETA: 41m 28s [2025-11-22T02:43:23.235928] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 6.4s | Global ETA: 41m 28s [2025-11-22T02:43:23.236858] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:23.236924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:23.241604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:23.242583] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:23.244329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:23.245149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:23.247885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:23.249704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:23.250189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:23.251297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:23.253363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:23.333377] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 8.26%, Actual: 1.79% [2025-11-22T02:43:23.397800] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.04%, Actual: 3.24% [2025-11-22T02:43:23.498526] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.36%, Actual: 21.96% [2025-11-22T02:43:23.548710] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -5.94% | Symbol ETA: 9.7s | Global ETA: 41m 28s [2025-11-22T02:43:23.549573] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:23.549634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:23.554332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:23.555105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:23.557907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:23.568142] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 3.40% [2025-11-22T02:43:23.663636] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 13.38%, Actual: 1.81% [2025-11-22T02:43:23.743857] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 2.38% [2025-11-22T02:43:23.827692] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -14.13%, Actual: 8.20% [2025-11-22T02:43:23.841907] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 5.7s | Global ETA: 41m 29s [2025-11-22T02:43:23.842826] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:23.842893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:23.847688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:23.848632] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:23.850323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:23.851099] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:23.853707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:23.855483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:23.855987] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:23.857073] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:23.859102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:23.919226] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 0.63% [2025-11-22T02:43:23.992108] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.85%, Actual: 1.07% [2025-11-22T02:43:24.089362] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.14% [2025-11-22T02:43:24.159544] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.10% | Symbol ETA: 9.1s | Global ETA: 41m 29s [2025-11-22T02:43:24.160425] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:24.160487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:24.160449] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 6.24% [2025-11-22T02:43:24.165160] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:24.165946] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:43:24.168696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:24.261563] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.07%, Actual: 1.86% [2025-11-22T02:43:24.329220] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.50%, Actual: 0.54% [2025-11-22T02:43:24.434203] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -3.29%, Actual: 1.41% [2025-11-22T02:43:24.450467] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 5.1s | Global ETA: 41m 29s [2025-11-22T02:43:24.451388] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:24.451454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:24.456272] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:24.457268] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:24.459002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:24.459789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:24.462400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:24.464244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:24.464771] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:24.465869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:24.467913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:24.498260] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 7.36%, Actual: 4.55% [2025-11-22T02:43:24.607690] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 1.79%, Actual: 0.21% [2025-11-22T02:43:24.666370] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.68%, Actual: 3.47% [2025-11-22T02:43:24.666576] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 35.0986% [2025-11-22T02:43:24.666683] [INFO ] [main ] BFLY: DISCARDED add_signed_carry_history_11 (score: 35.10%) [2025-11-22T02:43:24.666728] [INFO ] [main ] BFLY: Testing feature 44/53: add_sma_ratio [2025-11-22T02:43:24.666761] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_sma_ratio'] [2025-11-22T02:43:24.666797] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:24.680362] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:24.681714] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:24.681779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:24.683489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:24.684034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:24.684795] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:24.685401] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:24.686119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:24.767602] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.12% | Symbol ETA: 8.4s | Global ETA: 41m 29s [2025-11-22T02:43:24.777667] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 1.22% [2025-11-22T02:43:24.933269] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -6.04%, Actual: 7.01% [2025-11-22T02:43:24.945330] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 2.99% [2025-11-22T02:43:24.945578] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 33.8153% [2025-11-22T02:43:24.945690] [INFO ] [main ] KNSL: DISCARDED add_range_volume_efficiency (score: 33.82%) [2025-11-22T02:43:24.945737] [INFO ] [main ] KNSL: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:43:24.945769] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:43:24.945803] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:24.960135] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:24.961570] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:24.961631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:24.966382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:25.010608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:25.011669] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:25.015865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.058018] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 41m 29s [2025-11-22T02:43:25.059767] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:25.059839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:25.065297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:25.066387] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:25.068220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:25.069035] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:25.071754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:25.073722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:25.074278] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:25.075411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:25.077614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.097783] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.05%, Actual: 1.94% [2025-11-22T02:43:25.258971] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.57% | Symbol ETA: 6.8s | Global ETA: 41m 29s [2025-11-22T02:43:25.259885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:25.259948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:25.261585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:25.262098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:25.262740] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.54%, Actual: 0.39% [2025-11-22T02:43:25.262863] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:25.263474] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:25.264190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.427785] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -2.15%, Actual: 1.45% [2025-11-22T02:43:25.592106] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -2.22%, Actual: 4.02% [2025-11-22T02:43:25.689581] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.33% | Symbol ETA: 10.3s | Global ETA: 41m 30s [2025-11-22T02:43:25.690534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:25.690596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:25.692208] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 41m 30s [2025-11-22T02:43:25.693274] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:25.693346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:25.695377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:25.698639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:25.700211] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:25.702028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:25.702908] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:25.705682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:25.707516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:25.708025] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:25.709123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:25.711175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.738390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:25.739262] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:25.743281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.758171] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 0.02% [2025-11-22T02:43:25.833981] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 6.2s | Global ETA: 41m 30s [2025-11-22T02:43:25.834898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:25.834960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:25.836617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:25.837128] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:25.837951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:25.838562] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:25.839316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:25.926470] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.78%, Actual: 3.55% [2025-11-22T02:43:26.091818] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -5.94%, Actual: 1.73% [2025-11-22T02:43:26.256966] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.10%, Actual: 1.75% [2025-11-22T02:43:26.285523] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.3s | Global ETA: 41m 30s [2025-11-22T02:43:26.286441] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:26.286506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:26.291229] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:26.292149] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:26.293776] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:26.294517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:26.297076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:26.298845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:26.299336] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:26.300405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:26.302375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:26.400397] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.00% | Symbol ETA: 5.6s | Global ETA: 41m 30s [2025-11-22T02:43:26.401294] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:26.401356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:26.403028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:26.403538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:26.404343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:26.404971] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:26.405690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:26.421166] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.12%, Actual: 3.19% [2025-11-22T02:43:26.421372] [INFO ] [main ] AI: Magnitude Forecast Confidence: 44.8662% [2025-11-22T02:43:26.421455] [INFO ] [main ] AI: DISCARDED add_open_vs_prev_range_position (score: 44.87%) [2025-11-22T02:43:26.421498] [INFO ] [main ] AI: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:43:26.421530] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_overnight_gap_amplitude'] [2025-11-22T02:43:26.421565] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:26.430946] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 9.6s | Global ETA: 41m 30s [2025-11-22T02:43:26.431847] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:26.431908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:26.436252] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:26.436824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:26.437771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:26.437832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:26.442577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:26.443412] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:26.443965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:26.479758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:26.480621] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:26.484444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:26.877098] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 2.6s | Global ETA: 41m 30s [2025-11-22T02:43:26.878125] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:26.878192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:26.883253] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:26.884226] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:26.885952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:26.886760] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:26.889419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:26.891230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:26.891737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:26.892832] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:26.894895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:26.974867] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.30% | Symbol ETA: 5.0s | Global ETA: 41m 30s [2025-11-22T02:43:26.975804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:26.975867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:26.977660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:26.978223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:26.979084] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:26.979794] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:26.980609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:27.049457] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 13.6s | Global ETA: 41m 30s [2025-11-22T02:43:27.050342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:27.050405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:27.055127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:27.055928] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:27.056457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:27.171818] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.71% | Symbol ETA: 8.9s | Global ETA: 41m 30s [2025-11-22T02:43:27.172704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:27.172765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:27.177499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:27.221225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:27.222110] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:27.225945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:27.534400] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: 41m 31s [2025-11-22T02:43:27.536467] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:27.536573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:27.542865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:27.544092] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:27.545964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:27.546860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:27.549926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:27.551920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:27.552523] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:27.553942] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:27.556279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:27.564192] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.55% | Symbol ETA: 4.5s | Global ETA: 41m 31s [2025-11-22T02:43:27.565576] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:27.565661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:27.567570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:27.568103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:27.568971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:27.569688] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:27.570400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:27.687404] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.11% | Symbol ETA: 13.1s | Global ETA: 41m 31s [2025-11-22T02:43:27.688362] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:27.688426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:27.693577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:27.694517] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:27.695098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.077194] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 8.4s | Global ETA: 41m 31s [2025-11-22T02:43:28.078776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:28.078873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:28.086800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:28.150832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:28.152319] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:28.158411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.276024] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.27% | Symbol ETA: 4.0s | Global ETA: 41m 31s [2025-11-22T02:43:28.277080] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:28.277145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:28.279113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:28.279712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:28.280554] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:28.281384] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:28.282292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.336602] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.4s | Global ETA: 41m 31s [2025-11-22T02:43:28.337616] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:43:28.337710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:28.343226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:28.344397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:28.346162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:28.347006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:28.349806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:28.351718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:28.352262] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:28.353436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:28.355491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.549520] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 13.0s | Global ETA: 41m 31s [2025-11-22T02:43:28.550627] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:28.550736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:28.556026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:28.557032] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:28.557685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.910465] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 7.7s | Global ETA: 41m 32s [2025-11-22T02:43:28.911460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:28.911525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:28.916569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:28.918894] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 3.4s | Global ETA: 41m 32s [2025-11-22T02:43:28.919791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:28.919855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:28.921481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:28.921980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:28.922746] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:28.923355] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:28.924076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:28.962674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:28.963815] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:28.968427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:29.053511] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.8s | Global ETA: 41m 32s [2025-11-22T02:43:29.198196] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.30% | Symbol ETA: 12.2s | Global ETA: 41m 32s [2025-11-22T02:43:29.199237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:29.199304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:29.205586] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:29.206547] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:29.207190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:29.221739] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.42% [2025-11-22T02:43:29.388599] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.57% [2025-11-22T02:43:29.485821] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -4.63% | Symbol ETA: 2.8s | Global ETA: 41m 32s [2025-11-22T02:43:29.486718] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:29.486781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:29.488513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:29.489017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:29.489792] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:29.490405] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:29.491121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:29.554444] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.52% [2025-11-22T02:43:29.680395] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 6.9s | Global ETA: 41m 32s [2025-11-22T02:43:29.681289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:29.681351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:29.686085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:29.722005] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:29.730242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:29.731340] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:29.735309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:29.826606] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 4.88% | Symbol ETA: 11.4s | Global ETA: 41m 32s [2025-11-22T02:43:29.827507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:29.827570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:29.832328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:29.833110] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:29.833669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:29.890125] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:30.052123] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 7.30% | Symbol ETA: 2.2s | Global ETA: 41m 32s [2025-11-22T02:43:30.053014] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:30.053077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:30.054712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:30.055189] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:30.055957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:30.056559] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:43:30.057260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:30.058462] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:43:30.225776] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:43:30.391274] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:30.426163] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.60% | Symbol ETA: 6.1s | Global ETA: 41m 32s [2025-11-22T02:43:30.427108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:30.427172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:30.432381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:30.443546] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.97% | Symbol ETA: 10.7s | Global ETA: 41m 32s [2025-11-22T02:43:30.444465] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:30.444528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:30.449391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:30.450278] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:30.450850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:30.482487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:30.483481] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:30.487563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:30.558116] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:30.648510] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -3.20% | Symbol ETA: 1.6s | Global ETA: 41m 33s [2025-11-22T02:43:30.724176] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:30.724378] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 23.5650% [2025-11-22T02:43:30.724469] [INFO ] [main ] PFN: DISCARDED add_volatility_state_percentiles (score: 23.57%) [2025-11-22T02:43:30.724532] [INFO ] [main ] PFN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:43:30.724566] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_dispersion'] [2025-11-22T02:43:30.724602] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:30.736860] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:30.738434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:30.738497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:30.743252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:30.744217] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:30.745866] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:30.746612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:30.749209] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:30.750578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:30.826423] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.57%, Actual: 1.97% [2025-11-22T02:43:31.002063] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.79% [2025-11-22T02:43:31.064104] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 11.86% | Symbol ETA: 10.0s | Global ETA: 41m 33s [2025-11-22T02:43:31.067546] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:31.067608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.072566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:31.073355] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:31.073903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:31.173622] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.00%, Actual: 21.96% [2025-11-22T02:43:31.184248] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 5.3s | Global ETA: 41m 33s [2025-11-22T02:43:31.185181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:31.185266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.190018] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:31.232812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:31.233602] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:31.237350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:31.316511] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 5.9s | Global ETA: 41m 33s [2025-11-22T02:43:31.317450] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:31.317512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.322375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:31.323310] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:31.325009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:31.325771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:31.328410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:31.329821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:31.345986] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.30%, Actual: 1.81% [2025-11-22T02:43:31.518418] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.55%, Actual: 8.20% [2025-11-22T02:43:31.682823] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 9.4s | Global ETA: 41m 33s [2025-11-22T02:43:31.683740] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:31.683801] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.688600] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:31.689427] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:31.690040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:31.690344] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.27%, Actual: 1.07% [2025-11-22T02:43:31.861465] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 2.97%, Actual: 6.24% [2025-11-22T02:43:31.916040] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 5.4s | Global ETA: 41m 33s [2025-11-22T02:43:31.916936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:31.916998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.921783] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:31.922733] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:31.924322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:31.925074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:31.927631] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:31.928976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:31.943038] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 4.60% | Symbol ETA: 4.5s | Global ETA: 41m 33s [2025-11-22T02:43:31.943931] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:31.943993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:31.948788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:31.992395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:31.993270] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:43:31.997109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:32.028658] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -4.63%, Actual: 0.54% [2025-11-22T02:43:32.191382] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 7.30%, Actual: 4.55% [2025-11-22T02:43:32.308594] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.37% | Symbol ETA: 8.7s | Global ETA: 41m 33s [2025-11-22T02:43:32.309478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:32.309540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:32.314425] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:32.315249] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:43:32.315837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:32.355190] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -3.20%, Actual: 3.47% [2025-11-22T02:43:32.355329] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 39.8798% [2025-11-22T02:43:32.355412] [INFO ] [main ] BFLY: DISCARDED add_sma_ratio (score: 39.88%) [2025-11-22T02:43:32.355456] [INFO ] [main ] BFLY: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:43:32.355487] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_vol_of_vol'] [2025-11-22T02:43:32.355563] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:32.369205] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:32.370680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:32.370742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:32.372436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:32.373318] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:32.374132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:32.374770] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:32.375910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:32.499736] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 4.8s | Global ETA: 41m 34s [2025-11-22T02:43:32.500609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:32.500692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:32.505549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:32.506470] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:32.508132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:32.508894] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:32.511445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:32.512783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:32.675507] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 3.26% | Symbol ETA: 3.8s | Global ETA: 41m 34s [2025-11-22T02:43:32.843923] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.33%, Actual: 3.24% [2025-11-22T02:43:32.937766] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.56% | Symbol ETA: 6.3s | Global ETA: 41m 34s [2025-11-22T02:43:32.938699] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:32.938762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:32.940390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:32.940879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:32.941625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:32.942252] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:32.943358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:32.950455] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.57% | Symbol ETA: 8.1s | Global ETA: 41m 34s [2025-11-22T02:43:33.039052] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 3.40% [2025-11-22T02:43:33.086261] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.2s | Global ETA: 41m 34s [2025-11-22T02:43:33.087157] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:33.087219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:33.091962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:33.092888] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:33.094496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:33.095266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:33.097855] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:33.099207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:33.117042] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 7.01% [2025-11-22T02:43:33.204949] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.71%, Actual: 2.38% [2025-11-22T02:43:33.287901] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.11%, Actual: 1.94% [2025-11-22T02:43:33.374440] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 0.63% [2025-11-22T02:43:33.457848] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.39% [2025-11-22T02:43:33.506970] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 5.49% | Symbol ETA: 5.8s | Global ETA: 41m 34s [2025-11-22T02:43:33.507896] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:33.507972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:33.509606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:33.510094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:33.510855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:33.511461] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:33.512560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:33.543986] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.14% [2025-11-22T02:43:33.625873] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.30%, Actual: 1.45% [2025-11-22T02:43:33.670867] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 41m 34s [2025-11-22T02:43:33.671787] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:33.671872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:33.676960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:33.677942] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:33.679600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:33.680367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:33.682960] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:33.684342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:33.712142] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 1.86% [2025-11-22T02:43:33.796164] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 4.88%, Actual: 4.02% [2025-11-22T02:43:33.882398] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.60%, Actual: 1.41% [2025-11-22T02:43:33.962148] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.97%, Actual: 0.02% [2025-11-22T02:43:34.054204] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.21% [2025-11-22T02:43:34.074735] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -15.61% | Symbol ETA: 5.2s | Global ETA: 41m 35s [2025-11-22T02:43:34.075615] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:34.075700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:34.077329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:34.077819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:34.078567] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:34.079191] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:34.080287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:34.127359] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 11.86%, Actual: 3.55% [2025-11-22T02:43:34.222050] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 4.60%, Actual: 1.22% [2025-11-22T02:43:34.256953] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 3.0s | Global ETA: 41m 35s [2025-11-22T02:43:34.257883] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:34.257964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:34.262673] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:34.263575] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:34.265246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:34.266034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:34.268667] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:34.270044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:34.298124] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 1.73% [2025-11-22T02:43:34.392330] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 3.26%, Actual: 2.99% [2025-11-22T02:43:34.392554] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 45.2901% [2025-11-22T02:43:34.392684] [INFO ] [main ] KNSL: DISCARDED add_range_volume_efficiency_refinements (score: 45.29%) [2025-11-22T02:43:34.392742] [INFO ] [main ] KNSL: Testing feature 39/53: add_regime [2025-11-22T02:43:34.392777] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_regime'] [2025-11-22T02:43:34.392812] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:34.407811] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:34.409735] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:34.409799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:34.414869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:34.461467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:34.462548] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:34.472588] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.37%, Actual: 1.75% [2025-11-22T02:43:34.483713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:34.641818] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.57%, Actual: 3.19% [2025-11-22T02:43:34.642043] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.5384% [2025-11-22T02:43:34.642118] [INFO ] [main ] AI: DISCARDED add_overnight_gap_amplitude (score: 38.54%) [2025-11-22T02:43:34.642159] [INFO ] [main ] AI: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:43:34.642190] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_overnight_gap_mag'] [2025-11-22T02:43:34.642224] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:34.647564] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 11.05% | Symbol ETA: 4.6s | Global ETA: 41m 35s [2025-11-22T02:43:34.648469] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:34.648550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:34.650263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:34.650752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:34.651502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:34.652133] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:34.653265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:34.656769] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:34.658270] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:34.658332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:34.663266] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:34.664131] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:34.664757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:34.848169] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: 41m 35s [2025-11-22T02:43:34.849145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:34.849210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:34.854130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:34.855117] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:34.856851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:34.857679] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:34.860413] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:34.861841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.172233] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -4.08% | Symbol ETA: 10.4s | Global ETA: 41m 35s [2025-11-22T02:43:35.173169] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:35.173234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:35.178161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:35.218003] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -6.00% | Symbol ETA: 4.1s | Global ETA: 41m 35s [2025-11-22T02:43:35.218897] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:35.218959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:35.220614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:35.221139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:35.221902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:35.222508] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:35.222481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:35.223421] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:35.223606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.243712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.277820] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -7.92% | Symbol ETA: 13.2s | Global ETA: 41m 35s [2025-11-22T02:43:35.278717] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:35.278779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:35.283850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:35.284749] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:35.285451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.435971] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.9s | Global ETA: 41m 35s [2025-11-22T02:43:35.436880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:35.436942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:35.441791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:35.442703] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:35.444366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:35.445175] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:35.447755] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:35.449160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.791517] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.71% | Symbol ETA: 3.5s | Global ETA: 41m 36s [2025-11-22T02:43:35.792431] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:35.792493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:35.794152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:35.794618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:35.795388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:35.796034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:35.797191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.899224] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 7.64% | Symbol ETA: 12.6s | Global ETA: 41m 36s [2025-11-22T02:43:35.900148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:35.900210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:35.905030] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:35.905806] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:35.906451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:35.933561] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 9.6s | Global ETA: 41m 36s [2025-11-22T02:43:35.934465] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:35.934528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:35.939294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:35.982677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:35.983542] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:36.004284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.023631] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.3s | Global ETA: 41m 36s [2025-11-22T02:43:36.024529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:36.024592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:36.029358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:36.030295] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:36.031919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:36.032683] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:36.035195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:36.036524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.358700] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 2.9s | Global ETA: 41m 36s [2025-11-22T02:43:36.359600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:36.359681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:36.361347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:36.362175] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:36.362958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:36.363592] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:36.364773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.519574] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.45% | Symbol ETA: 12.0s | Global ETA: 41m 36s [2025-11-22T02:43:36.520501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:36.520562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:36.528413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:36.529231] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:36.529844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.606249] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.7s | Global ETA: 41m 36s [2025-11-22T02:43:36.698069] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 8.8s | Global ETA: 41m 36s [2025-11-22T02:43:36.698953] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:36.699015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:36.703746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:36.747567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:36.748389] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:36.767961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.772844] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.42% [2025-11-22T02:43:36.927210] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -2.20% | Symbol ETA: 2.4s | Global ETA: 41m 36s [2025-11-22T02:43:36.928120] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:36.928182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:36.929832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:36.930300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:36.931067] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:36.931692] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:36.932779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:36.942173] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:43:37.117164] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.52% [2025-11-22T02:43:37.147038] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.78% | Symbol ETA: 11.3s | Global ETA: 41m 36s [2025-11-22T02:43:37.147964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:37.148026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:37.152738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:37.153503] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:37.154127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:37.299924] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:37.465767] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 8.1s | Global ETA: 41m 36s [2025-11-22T02:43:37.466632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:37.466728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:37.471447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:37.479568] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:37.495278] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 3.72% | Symbol ETA: 1.8s | Global ETA: 41m 37s [2025-11-22T02:43:37.496161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:37.496223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:37.497894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:37.498421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:37.499247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:37.499874] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:37.500976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:37.515589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:37.516422] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:37.536293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:37.658225] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.66% [2025-11-22T02:43:37.763102] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.95% | Symbol ETA: 10.7s | Global ETA: 41m 37s [2025-11-22T02:43:37.764020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:37.764083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:37.769132] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:37.769998] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:37.770658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:37.838584] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:43:38.022818] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:38.063868] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.09% | Symbol ETA: 1.2s | Global ETA: 41m 37s [2025-11-22T02:43:38.201480] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:38.217818] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 7.3s | Global ETA: 41m 37s [2025-11-22T02:43:38.218706] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:38.218767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:38.223509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:38.228884] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.56%, Actual: 1.97% [2025-11-22T02:43:38.267356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:38.268185] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:38.287963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:38.377625] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -12.83% | Symbol ETA: 10.1s | Global ETA: 41m 37s [2025-11-22T02:43:38.378578] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:38.378666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:38.379231] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:38.379449] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 20.8062% [2025-11-22T02:43:38.379540] [INFO ] [main ] PFN: DISCARDED add_volume_dispersion (score: 20.81%) [2025-11-22T02:43:38.379608] [INFO ] [main ] PFN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:43:38.379664] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_flow_differentials'] [2025-11-22T02:43:38.380062] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:38.385405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:38.386375] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:38.387038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:38.392267] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 5.49%, Actual: 1.79% [2025-11-22T02:43:38.394168] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:38.395400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:38.395463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:38.400392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:38.401371] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:38.403081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:38.403878] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:38.406533] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:38.409276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:38.557716] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -15.61%, Actual: 21.96% [2025-11-22T02:43:38.726929] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 11.05%, Actual: 1.81% [2025-11-22T02:43:38.892965] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -6.00%, Actual: 8.20% [2025-11-22T02:43:38.978128] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 6.5s | Global ETA: 41m 37s [2025-11-22T02:43:38.979026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:38.979087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:38.983830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:38.984495] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.69% | Symbol ETA: 5.8s | Global ETA: 41m 37s [2025-11-22T02:43:38.985371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:38.985457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:38.990300] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:38.991222] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:38.992896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:38.993638] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:38.996356] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:38.999080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.018257] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 11.19% | Symbol ETA: 9.5s | Global ETA: 41m 37s [2025-11-22T02:43:39.019183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:39.019244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:39.023960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:39.024741] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:39.025330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.028046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:39.028912] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:39.048865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.059979] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.71%, Actual: 1.07% [2025-11-22T02:43:39.225122] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.16%, Actual: 6.24% [2025-11-22T02:43:39.392315] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -2.20%, Actual: 0.54% [2025-11-22T02:43:39.558271] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 3.72%, Actual: 4.55% [2025-11-22T02:43:39.607044] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.86% | Symbol ETA: 5.3s | Global ETA: 41m 38s [2025-11-22T02:43:39.607987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:39.608063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:39.612876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:39.613864] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:39.615519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:39.616328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:39.618983] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:39.621639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.639995] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 8.9s | Global ETA: 41m 38s [2025-11-22T02:43:39.640903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:39.640963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:39.645804] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:39.646582] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:39.647198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.724443] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.09%, Actual: 3.47% [2025-11-22T02:43:39.724621] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 44.2803% [2025-11-22T02:43:39.724730] [INFO ] [main ] BFLY: DISCARDED add_vol_of_vol (score: 44.28%) [2025-11-22T02:43:39.724773] [INFO ] [main ] BFLY: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:43:39.724805] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_volatility_decay_ratio'] [2025-11-22T02:43:39.724839] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:39.738416] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:39.739715] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:39.739777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:39.741446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:39.741962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:39.742766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:39.743426] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:39.744582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:39.767754] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.64% | Symbol ETA: 5.8s | Global ETA: 41m 38s [2025-11-22T02:43:39.768712] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:39.768776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:39.773579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:39.817055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:39.818308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:39.838085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.195163] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 4.7s | Global ETA: 41m 38s [2025-11-22T02:43:40.196055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:40.196121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:40.200912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:40.201840] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:40.203454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:40.204210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:40.206742] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:40.209458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.251994] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.92% | Symbol ETA: 8.2s | Global ETA: 41m 38s [2025-11-22T02:43:40.252902] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:40.252963] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:40.257674] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:40.258440] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:43:40.259054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.311115] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 16.36% | Symbol ETA: 6.1s | Global ETA: 41m 38s [2025-11-22T02:43:40.312018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:40.312081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:40.313730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:40.314203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:40.314981] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:40.315590] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:40.316763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.555455] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 5.0s | Global ETA: 41m 38s [2025-11-22T02:43:40.556345] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:40.556407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:40.561216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:40.605050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:40.605927] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:40.625417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.789788] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: 41m 38s [2025-11-22T02:43:40.790685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:40.790748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:40.795465] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:40.796437] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:40.798160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:40.798929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:40.801510] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:40.804143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:40.869051] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.13% | Symbol ETA: 7.6s | Global ETA: 41m 38s [2025-11-22T02:43:40.890930] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 5.6s | Global ETA: 41m 38s [2025-11-22T02:43:40.891825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:40.891929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:40.893603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:40.894103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:40.894872] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:40.895516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:40.897141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:41.035339] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -7.92%, Actual: 7.01% [2025-11-22T02:43:41.198883] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 7.64%, Actual: 1.94% [2025-11-22T02:43:41.344229] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 4.3s | Global ETA: 41m 39s [2025-11-22T02:43:41.345145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:41.345208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:41.349941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:41.365427] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 0.39% [2025-11-22T02:43:41.371712] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: 41m 39s [2025-11-22T02:43:41.372571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:41.372634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:41.377356] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:41.378344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:41.379965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:41.380721] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:41.383293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:41.385910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:41.392912] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:41.393744] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:43:41.412995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:41.462218] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -12.41% | Symbol ETA: 5.0s | Global ETA: 41m 39s [2025-11-22T02:43:41.463112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:41.463177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:41.464855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:41.465335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:41.466102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:41.466733] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:41.467899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:41.531712] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.78%, Actual: 1.45% [2025-11-22T02:43:41.699625] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.95%, Actual: 4.02% [2025-11-22T02:43:41.865587] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -12.83%, Actual: 0.02% [2025-11-22T02:43:41.954438] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: 41m 39s [2025-11-22T02:43:41.955350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:41.955412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:41.963345] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:41.964306] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:41.965947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:41.966704] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:41.969252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:41.971934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:42.032260] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 11.19%, Actual: 3.55% [2025-11-22T02:43:42.038134] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 15.84% | Symbol ETA: 4.4s | Global ETA: 41m 39s [2025-11-22T02:43:42.039022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:42.039085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:42.040726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:42.041201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:42.041974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:42.042589] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:42.043756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:42.085788] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 3.5s | Global ETA: 41m 39s [2025-11-22T02:43:42.197088] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 1.73% [2025-11-22T02:43:42.252347] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -4.08%, Actual: 3.24% [2025-11-22T02:43:42.361990] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.92%, Actual: 1.75% [2025-11-22T02:43:42.448661] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 3.40% [2025-11-22T02:43:42.527805] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.13%, Actual: 3.19% [2025-11-22T02:43:42.528008] [INFO ] [main ] AI: Magnitude Forecast Confidence: 41.9602% [2025-11-22T02:43:42.528087] [INFO ] [main ] AI: DISCARDED add_overnight_gap_mag (score: 41.96%) [2025-11-22T02:43:42.528126] [INFO ] [main ] AI: Testing feature 29/53: add_pct_change [2025-11-22T02:43:42.528544] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_pct_change'] [2025-11-22T02:43:42.528584] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:42.541620] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 2.2s | Global ETA: 41m 39s [2025-11-22T02:43:42.542497] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:42.542560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:42.543697] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:42.544936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:42.544996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:42.547338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:42.548315] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:42.549808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:42.549959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:42.550596] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:42.550727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:42.552510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:42.553280] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:42.555964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:42.608986] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -3.79% | Symbol ETA: 3.8s | Global ETA: 41m 39s [2025-11-22T02:43:42.609878] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:42.609941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:42.611561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:42.612048] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:42.612812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:42.613421] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:42.614570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:42.633265] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.27%, Actual: 2.38% [2025-11-22T02:43:42.798568] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.63% [2025-11-22T02:43:42.964012] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.14% [2025-11-22T02:43:43.140633] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.7s | Global ETA: 41m 40s [2025-11-22T02:43:43.141494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:43.141557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:43.142180] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 1.86% [2025-11-22T02:43:43.146302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:43.147242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:43.148907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:43.149761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:43.152432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:43.155199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.167563] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 12.4s | Global ETA: 41m 40s [2025-11-22T02:43:43.168479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:43.168540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:43.173245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:43.174034] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:43.175930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.200997] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -4.74% | Symbol ETA: 3.3s | Global ETA: 41m 40s [2025-11-22T02:43:43.201913] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:43.201976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:43.203595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:43.204089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:43.204856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:43.205461] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:43.206679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.309762] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.64%, Actual: 1.41% [2025-11-22T02:43:43.474621] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.21% [2025-11-22T02:43:43.639471] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 1.22% [2025-11-22T02:43:43.720844] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 1.1s | Global ETA: 41m 40s [2025-11-22T02:43:43.721747] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:43.721810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:43.726659] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:43.727664] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:43.729305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:43.730071] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:43.732596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:43:43.735304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.775155] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 2.7s | Global ETA: 41m 40s [2025-11-22T02:43:43.776056] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:43.776123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:43.777834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:43.778361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:43.779171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:43.779820] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:43.780972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.806102] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 2.99% [2025-11-22T02:43:43.806327] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 39.1398% [2025-11-22T02:43:43.806428] [INFO ] [main ] KNSL: DISCARDED add_regime (score: 39.14%) [2025-11-22T02:43:43.806471] [INFO ] [main ] KNSL: Testing feature 40/53: add_regime_flags [2025-11-22T02:43:43.806503] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_regime_flags'] [2025-11-22T02:43:43.806537] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:43.811346] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 11.8s | Global ETA: 41m 40s [2025-11-22T02:43:43.812301] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:43.812366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:43.817450] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:43.818270] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:43.820280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:43.821287] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:43.822806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:43.822868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:43.827746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:43.871559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:43.872495] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:43.873582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:44.305098] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.5s | Global ETA: 41m 40s [2025-11-22T02:43:44.353426] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.81% | Symbol ETA: 2.1s | Global ETA: 41m 41s [2025-11-22T02:43:44.354312] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:44.354374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:44.356085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:44.356584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:44.357367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:44.357994] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:44.359136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:44.475387] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.69%, Actual: 0.42% [2025-11-22T02:43:44.484972] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 11.3s | Global ETA: 41m 41s [2025-11-22T02:43:44.485902] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:44.485972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:44.490998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:44.491860] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:44.493831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:44.563407] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.96% | Symbol ETA: 9.8s | Global ETA: 41m 41s [2025-11-22T02:43:44.564339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:44.564402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:44.569440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:44.615041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:44.615927] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:44.616961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:44.640206] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.86%, Actual: 0.57% [2025-11-22T02:43:44.806983] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:43:44.925155] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 1.5s | Global ETA: 41m 41s [2025-11-22T02:43:44.926097] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:44.926160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:44.927906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:44.928410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:44.929186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:44.930198] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:43:44.931371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:44.975548] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:45.116501] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 10.6s | Global ETA: 41m 41s [2025-11-22T02:43:45.117471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:45.117536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:45.122610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:45.123526] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:45.125443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:45.140058] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:45.305632] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:43:45.310844] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 9.1s | Global ETA: 41m 41s [2025-11-22T02:43:45.311780] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:45.311843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:45.316820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:45.362065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:45.362947] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:45.363999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:45.471076] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:43:45.495484] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.44% | Symbol ETA: 1.0s | Global ETA: 41m 41s [2025-11-22T02:43:45.635309] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:45.663782] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 16.36%, Actual: 1.97% [2025-11-22T02:43:45.769317] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 4.28% | Symbol ETA: 10.0s | Global ETA: 41m 41s [2025-11-22T02:43:45.770226] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:45.770300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:45.775143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:45.775978] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:45.777957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:45.801306] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:45.831914] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 1.79% [2025-11-22T02:43:45.968264] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:45.968430] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 22.7767% [2025-11-22T02:43:45.968507] [INFO ] [main ] PFN: DISCARDED add_volume_flow_differentials (score: 22.78%) [2025-11-22T02:43:45.968548] [INFO ] [main ] PFN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:43:45.968579] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_pressure_into_close'] [2025-11-22T02:43:45.968614] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:45.981017] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:45.982392] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:45.982456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:45.987289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:45.988246] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:45.989900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:45.990662] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:45.993244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:45.998166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:46.000200] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -12.41%, Actual: 21.96% [2025-11-22T02:43:46.047376] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 8.3s | Global ETA: 41m 42s [2025-11-22T02:43:46.048304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:46.048371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:46.053307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:46.098972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:46.100255] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:46.101330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:46.168763] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 15.84%, Actual: 1.81% [2025-11-22T02:43:46.336490] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -3.79%, Actual: 8.20% [2025-11-22T02:43:46.410497] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 9.3s | Global ETA: 41m 42s [2025-11-22T02:43:46.411399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:46.411459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:46.416156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:46.416941] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:46.419005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:46.503370] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.74%, Actual: 1.07% [2025-11-22T02:43:46.571384] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 5.6s | Global ETA: 41m 42s [2025-11-22T02:43:46.572271] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:46.572334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:46.577096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:46.578040] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:46.579715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:46.580465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:46.583053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:46.584630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:46.670060] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 6.24% [2025-11-22T02:43:46.801513] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 4.03% | Symbol ETA: 7.6s | Global ETA: 41m 42s [2025-11-22T02:43:46.802425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:46.802488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:46.807230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:46.836059] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.81%, Actual: 0.54% [2025-11-22T02:43:46.851380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:46.852436] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:46.853536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.007661] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 4.55% [2025-11-22T02:43:47.061810] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 8.7s | Global ETA: 41m 42s [2025-11-22T02:43:47.062711] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:47.062772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:47.067548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:47.068384] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:47.070279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.153541] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 5.0s | Global ETA: 41m 42s [2025-11-22T02:43:47.154442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:47.154564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:47.159390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:47.160310] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:47.161946] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:47.162754] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:47.165337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:47.166935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.176084] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.44%, Actual: 3.47% [2025-11-22T02:43:47.176285] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 29.5544% [2025-11-22T02:43:47.176366] [INFO ] [main ] BFLY: DISCARDED add_volatility_decay_ratio (score: 29.55%) [2025-11-22T02:43:47.176413] [INFO ] [main ] BFLY: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:43:47.176448] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:43:47.176484] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:47.190956] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:47.192330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:47.192394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:47.194115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:47.194614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:47.195398] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:47.196032] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:47.197189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:47.199357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.559547] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -2.04% | Symbol ETA: 6.9s | Global ETA: 41m 42s [2025-11-22T02:43:47.560552] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:47.560617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:47.565638] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:47.610970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:47.611956] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:47.613014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.705027] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 8.0s | Global ETA: 41m 42s [2025-11-22T02:43:47.706010] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:47.706071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:47.710856] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:47.711618] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:47.713466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.741164] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 4.4s | Global ETA: 41m 42s [2025-11-22T02:43:47.742552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:47.742614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:47.747412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:47.748357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:47.749991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:47.750757] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:47.753319] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:47.754928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:47.775435] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.01% | Symbol ETA: 6.0s | Global ETA: 41m 43s [2025-11-22T02:43:47.776365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:47.776452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:47.778387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:47.778902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:47.779685] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:47.780349] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:47.781566] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:47.783685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.302039] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.32% | Symbol ETA: 6.1s | Global ETA: 41m 43s [2025-11-22T02:43:48.302940] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:48.303002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:48.307832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:48.324820] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3.8s | Global ETA: 41m 43s [2025-11-22T02:43:48.326248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:48.326312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:48.331167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:48.332160] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:48.333084] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.34% | Symbol ETA: 7.4s | Global ETA: 41m 43s [2025-11-22T02:43:48.333865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:48.333985] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:48.334055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:48.334622] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:48.337267] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:48.338915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.338991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:48.339879] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:43:48.341835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.352719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:48.353714] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:48.354787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.372379] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 5.82% | Symbol ETA: 5.5s | Global ETA: 41m 43s [2025-11-22T02:43:48.373301] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:48.373366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:48.375059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:48.375539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:48.376342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:48.377008] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:48.378159] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:48.380188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.917333] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 41m 43s [2025-11-22T02:43:48.918233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:48.918299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:48.923153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:48.924130] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:48.925838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:48.926585] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:48.929282] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:48.930920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.955690] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -7.80% | Symbol ETA: 4.9s | Global ETA: 41m 43s [2025-11-22T02:43:48.956550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:48.956614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:48.958273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:48.958785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:48.959568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:48.960193] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:48.961296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:48.963320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:48.992079] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -2.35% | Symbol ETA: 6.8s | Global ETA: 41m 43s [2025-11-22T02:43:49.049780] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 5.4s | Global ETA: 41m 43s [2025-11-22T02:43:49.050713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:49.050774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:49.055522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:49.098744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:49.099594] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:49.100598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:49.161484] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 7.01% [2025-11-22T02:43:49.332619] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 1.94% [2025-11-22T02:43:49.499804] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -2.91%, Actual: 0.39% [2025-11-22T02:43:49.514509] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2.7s | Global ETA: 41m 44s [2025-11-22T02:43:49.515417] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:49.515479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:49.520335] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:49.521287] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:49.522942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:49.523759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:49.526330] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:49.527935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:49.549281] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 21.49% | Symbol ETA: 4.3s | Global ETA: 41m 44s [2025-11-22T02:43:49.550181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:49.550247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:49.551935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:49.552467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:49.553581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:49.554217] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:49.555431] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:49.557467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:49.665290] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.45% [2025-11-22T02:43:49.820429] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 4.6s | Global ETA: 41m 44s [2025-11-22T02:43:49.821325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:49.821402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:49.828585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:49.832197] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 4.28%, Actual: 4.02% [2025-11-22T02:43:49.876226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:49.877174] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:49.878247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:49.997510] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 0.02% [2025-11-22T02:43:50.107972] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.1s | Global ETA: 41m 44s [2025-11-22T02:43:50.108925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:50.108987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:50.113965] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:50.114921] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:50.116587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:50.117365] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:50.120029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:50.121661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:50.131064] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -8.36% | Symbol ETA: 3.7s | Global ETA: 41m 44s [2025-11-22T02:43:50.131971] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:50.132035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:50.133687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:50.134164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:50.134963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:50.135673] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:50.136759] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:50.138792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:50.167768] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 3.55% [2025-11-22T02:43:50.334675] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 1.73% [2025-11-22T02:43:50.501313] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.34%, Actual: 1.75% [2025-11-22T02:43:50.557632] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.76% | Symbol ETA: 3.9s | Global ETA: 41m 44s [2025-11-22T02:43:50.558508] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:43:50.558569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:50.563398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:50.606719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:50.607547] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:50.608583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:50.666994] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -2.35%, Actual: 3.19% [2025-11-22T02:43:50.667220] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.5904% [2025-11-22T02:43:50.667299] [INFO ] [main ] AI: DISCARDED add_pct_change (score: 35.59%) [2025-11-22T02:43:50.667361] [INFO ] [main ] AI: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:43:50.667393] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_preclose_acceleration_mag'] [2025-11-22T02:43:50.667428] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:50.681979] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:50.683245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:50.683306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:50.688052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:50.688857] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:50.689799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:50.700308] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.5s | Global ETA: 41m 44s [2025-11-22T02:43:50.701367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:50.701440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:50.707244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:50.708389] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:50.710439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:50.711344] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:50.714462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:50.716389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:50.769156] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -7.97% | Symbol ETA: 3.2s | Global ETA: 41m 44s [2025-11-22T02:43:50.770055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:50.770118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:50.771764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:50.772246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:50.773010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:50.773613] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:50.774720] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:50.776723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:51.291929] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.04% | Symbol ETA: 11.9s | Global ETA: 41m 45s [2025-11-22T02:43:51.292855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:51.292917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:51.297607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:51.298405] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:51.299167] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.9s | Global ETA: 41m 45s [2025-11-22T02:43:51.299343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:51.300060] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:51.300123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:51.304194] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 3.1s | Global ETA: 41m 45s [2025-11-22T02:43:51.304852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:51.305799] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:51.307453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:51.308220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:51.310790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:51.312408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:51.347793] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 7.61% | Symbol ETA: 2.6s | Global ETA: 41m 45s [2025-11-22T02:43:51.348735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:51.348798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:51.350402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:51.350899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:51.351667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:51.352269] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:51.353358] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:51.355394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:51.474606] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.96%, Actual: 3.24% [2025-11-22T02:43:51.644927] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 3.40% [2025-11-22T02:43:51.851370] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 2.38% [2025-11-22T02:43:51.893484] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.3s | Global ETA: 41m 45s [2025-11-22T02:43:51.908945] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.93% | Symbol ETA: 11.4s | Global ETA: 41m 45s [2025-11-22T02:43:51.909842] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:51.909904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:51.914638] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:51.915437] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:51.916348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:51.937002] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 2.0s | Global ETA: 41m 45s [2025-11-22T02:43:51.937978] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:51.938044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:51.939722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:51.940207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:51.940986] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:51.941604] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:51.942716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:51.944708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:52.018370] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 4.03%, Actual: 0.63% [2025-11-22T02:43:52.063904] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:43:52.185197] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -2.04%, Actual: 0.14% [2025-11-22T02:43:52.239384] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:43:52.352870] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.32%, Actual: 1.86% [2025-11-22T02:43:52.408070] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:43:52.523814] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -1.29%, Actual: 1.41% [2025-11-22T02:43:52.524415] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 6.20% | Symbol ETA: 10.8s | Global ETA: 41m 45s [2025-11-22T02:43:52.525311] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:52.525378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:52.525943] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 1.4s | Global ETA: 41m 45s [2025-11-22T02:43:52.526865] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:52.526929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:52.528571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:52.529065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:52.529831] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:52.530127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:52.530444] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:43:52.530919] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:52.531526] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:43:52.531833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:52.533491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:52.577349] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:43:52.692127] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.21% [2025-11-22T02:43:52.754562] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:43:52.896121] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.76%, Actual: 1.22% [2025-11-22T02:43:52.922888] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:43:53.082817] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 2.99% [2025-11-22T02:43:53.083031] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 38.7330% [2025-11-22T02:43:53.083134] [INFO ] [main ] KNSL: DISCARDED add_regime_flags (score: 38.73%) [2025-11-22T02:43:53.083181] [INFO ] [main ] KNSL: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:43:53.083217] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:43:53.083271] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:43:53.092603] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:43:53.098184] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:53.099728] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:53.099795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:53.104875] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:53.120513] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.05% | Symbol ETA: 0.8s | Global ETA: 41m 46s [2025-11-22T02:43:53.138182] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -10.09% | Symbol ETA: 10.1s | Global ETA: 41m 46s [2025-11-22T02:43:53.139385] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:53.139446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:53.144151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:53.144948] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:53.145862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:53.150850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:53.151844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:53.153700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:53.154201] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:53.155306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:53.157009] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:53.158105] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:53.158882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:53.263762] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:43:53.288064] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.01%, Actual: 1.97% [2025-11-22T02:43:53.433553] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:43:53.454792] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 5.82%, Actual: 1.79% [2025-11-22T02:43:53.599352] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:43:53.599546] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:43:53.599627] [INFO ] [main ] PFN: DISCARDED add_volume_pressure_into_close (score: 19.32%) [2025-11-22T02:43:53.599686] [INFO ] [main ] PFN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:43:53.599719] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_volume_zscore'] [2025-11-22T02:43:53.599754] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:43:53.611776] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:53.613208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:53.613270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:53.618263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:53.619259] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:53.621024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:53.621914] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:53.622394] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -7.80%, Actual: 21.96% [2025-11-22T02:43:53.624679] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:53.626315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:53.753957] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 9.5s | Global ETA: 41m 46s [2025-11-22T02:43:53.754852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:53.754913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:53.759763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:53.760562] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:53.761469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:53.796769] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 21.49%, Actual: 1.81% [2025-11-22T02:43:53.845154] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.58% | Symbol ETA: 9.5s | Global ETA: 41m 46s [2025-11-22T02:43:53.846062] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:53.846126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:53.851100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:53.895216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:53.896152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:53.897930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:53.898399] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:53.899479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:53.901161] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:53.902218] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:53.902919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:53.969228] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -8.36%, Actual: 8.20% [2025-11-22T02:43:54.143617] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -7.97%, Actual: 1.07% [2025-11-22T02:43:54.221737] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 5.6s | Global ETA: 41m 46s [2025-11-22T02:43:54.222634] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:54.222718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:54.228042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:54.229010] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:54.230722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:54.234705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:54.237443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:54.239083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:54.314864] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 7.61%, Actual: 6.24% [2025-11-22T02:43:54.369047] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -7.16% | Symbol ETA: 8.9s | Global ETA: 41m 46s [2025-11-22T02:43:54.369972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:54.370033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:54.374861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:54.375700] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:54.376693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:54.488798] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: 0.90%, Actual: 0.54% [2025-11-22T02:43:54.603372] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.73% | Symbol ETA: 8.8s | Global ETA: 41m 46s [2025-11-22T02:43:54.604288] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:54.604352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:54.609239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:54.655308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:54.656185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:54.657966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:54.658458] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:54.659521] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:54.661171] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:54.661573] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: -0.30%, Actual: 4.55% [2025-11-22T02:43:54.662308] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:54.663048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:54.832856] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.05%, Actual: 3.47% [2025-11-22T02:43:54.833077] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.9926% [2025-11-22T02:43:54.833159] [INFO ] [main ] BFLY: DISCARDED add_volatility_state_percentiles (score: 37.99%) [2025-11-22T02:43:54.833219] [INFO ] [main ] BFLY: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:43:54.833253] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_volume_dispersion'] [2025-11-22T02:43:54.833289] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:43:54.846900] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:54.848393] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:54.848469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:54.850206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:54.850740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:54.851498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:54.852135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:54.853547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:54.856215] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 5.1s | Global ETA: 41m 47s [2025-11-22T02:43:54.857115] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:54.857177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:54.862368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:54.863376] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:54.865119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:54.865932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:54.868691] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:54.870376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:55.005384] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.78% | Symbol ETA: 8.3s | Global ETA: 41m 47s [2025-11-22T02:43:55.006287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:55.006365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:55.011068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:55.011858] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:55.012769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:55.374021] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -2.10% | Symbol ETA: 8.1s | Global ETA: 41m 47s [2025-11-22T02:43:55.374925] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:55.374989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:55.379900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:55.424500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:55.425418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:55.427119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:55.427607] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:55.428684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:55.430269] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:55.431312] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:55.432028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:55.452470] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 15.71% | Symbol ETA: 6.1s | Global ETA: 41m 47s [2025-11-22T02:43:55.453450] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:55.453516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:55.455295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:55.455836] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:55.456632] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:55.457396] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:55.458944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:55.484452] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 4.5s | Global ETA: 41m 47s [2025-11-22T02:43:55.485352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:55.485415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:55.490228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:55.491175] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:55.492831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:55.493584] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:55.496176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:55.497797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:55.620408] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 7.7s | Global ETA: 41m 47s [2025-11-22T02:43:55.621303] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:55.621364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:55.626126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:55.626932] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:55.627849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.044567] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 5.4s | Global ETA: 41m 47s [2025-11-22T02:43:56.045570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:56.045633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:56.047440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:56.047987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:56.048812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:56.049429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:56.050815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.079794] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3.9s | Global ETA: 41m 47s [2025-11-22T02:43:56.080703] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:56.080765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:56.085544] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:56.086488] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:56.088172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:56.088966] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:56.091573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:56.093178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.163093] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.56% | Symbol ETA: 7.4s | Global ETA: 41m 47s [2025-11-22T02:43:56.163983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:56.164047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:56.168850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:56.212696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:56.213542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:56.215239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:56.215721] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:56.217072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:56.218703] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:56.219737] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:56.220390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.231133] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 2.76% | Symbol ETA: 7.1s | Global ETA: 41m 47s [2025-11-22T02:43:56.232031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:56.232093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:56.236779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:56.237567] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:56.238476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.640598] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.77% | Symbol ETA: 4.8s | Global ETA: 41m 48s [2025-11-22T02:43:56.641488] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:56.641551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:56.643214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:56.643718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:56.644467] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:56.645140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:56.646554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.676899] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 3.2s | Global ETA: 41m 48s [2025-11-22T02:43:56.677827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:56.677891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:56.682743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:56.683747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:56.685421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:56.686199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:56.688828] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:56.690407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:56.847766] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.66% | Symbol ETA: 6.5s | Global ETA: 41m 48s [2025-11-22T02:43:56.914406] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 6.6s | Global ETA: 41m 48s [2025-11-22T02:43:56.915302] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:56.915367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:56.920325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:56.964015] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:56.965060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:56.966906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:56.967389] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:56.968378] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:56.969965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:56.970980] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:56.971635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:57.018415] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.04%, Actual: 7.01% [2025-11-22T02:43:57.188759] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.93%, Actual: 1.94% [2025-11-22T02:43:57.235179] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 16.12% | Symbol ETA: 4.2s | Global ETA: 41m 48s [2025-11-22T02:43:57.236078] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:57.236142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:57.237847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:57.238326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:57.239126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:57.239750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:57.241096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:57.273339] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2.6s | Global ETA: 41m 48s [2025-11-22T02:43:57.274318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:57.274397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:57.279228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:57.280208] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:57.281922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:57.282715] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:57.285288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:57.286938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:57.356818] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 6.20%, Actual: 0.39% [2025-11-22T02:43:57.525038] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -10.09%, Actual: 1.45% [2025-11-22T02:43:57.660077] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.96% | Symbol ETA: 5.8s | Global ETA: 41m 48s [2025-11-22T02:43:57.660991] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:57.661055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:57.665955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:57.692377] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 4.02% [2025-11-22T02:43:57.711184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:57.712254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:57.714063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:57.714534] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:57.715589] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:57.717206] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:57.718264] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:57.718939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:57.814290] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.24% | Symbol ETA: 3.6s | Global ETA: 41m 48s [2025-11-22T02:43:57.815196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:57.815260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:57.816993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:57.817502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:57.818270] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:57.818904] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:57.820284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:57.860510] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -7.16%, Actual: 0.02% [2025-11-22T02:43:57.878478] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2.0s | Global ETA: 41m 48s [2025-11-22T02:43:57.879439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:57.879526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:57.884660] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:57.885721] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:57.887528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:57.888371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:57.891115] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:57.892827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:58.030563] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.78%, Actual: 3.55% [2025-11-22T02:43:58.198359] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 1.73% [2025-11-22T02:43:58.366395] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 2.76%, Actual: 1.75% [2025-11-22T02:43:58.394110] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -0.98% | Symbol ETA: 3.0s | Global ETA: 41m 49s [2025-11-22T02:43:58.395367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:58.395429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:58.397089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:58.397609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:58.398374] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:58.399005] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:58.400353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:58.421721] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 5.1s | Global ETA: 41m 49s [2025-11-22T02:43:58.422675] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:58.422743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:58.427668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:58.472297] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:58.473181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:58.474923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:58.475407] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:58.476493] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:58.478178] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:58.479278] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:58.480016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:58.491300] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.4s | Global ETA: 41m 49s [2025-11-22T02:43:58.492195] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:58.492258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:58.497074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:58.498048] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:58.499750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:58.500504] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:58.503117] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:58.504714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:58.533036] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.66%, Actual: 3.19% [2025-11-22T02:43:58.533232] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.4857% [2025-11-22T02:43:58.533311] [INFO ] [main ] AI: DISCARDED add_preclose_acceleration_mag (score: 35.49%) [2025-11-22T02:43:58.533354] [INFO ] [main ] AI: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:43:58.533385] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_1100_to_open'] [2025-11-22T02:43:58.533419] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:43:58.548044] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:43:58.549305] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:58.549366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:58.554540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:58.555349] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:43:58.556001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:58.975632] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 2.4s | Global ETA: 41m 49s [2025-11-22T02:43:58.976512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:58.976574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:58.978266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:58.978771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:58.979514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:58.980151] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:58.981507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.094013] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.8s | Global ETA: 41m 49s [2025-11-22T02:43:59.094912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:43:59.094976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:59.099814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:43:59.100844] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:43:59.102599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:59.103415] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:43:59.106175] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:43:59.107907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.182824] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -4.63% | Symbol ETA: 11.5s | Global ETA: 41m 49s [2025-11-22T02:43:59.183753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:59.183817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:59.188798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:59.189616] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:43:59.190249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.193984] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 4.3s | Global ETA: 41m 49s [2025-11-22T02:43:59.194886] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:59.194951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:59.199738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:59.242168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:59.243033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:59.244723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:59.245187] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:59.246186] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:59.247791] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:59.248806] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:59.249459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.552355] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.36% | Symbol ETA: 1.8s | Global ETA: 41m 49s [2025-11-22T02:43:59.553281] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:43:59.553343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:59.555038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:59.555535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:59.556335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:43:59.557010] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:43:59.558381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.693837] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.1s | Global ETA: 41m 49s [2025-11-22T02:43:59.818682] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -2.10% | Symbol ETA: 10.8s | Global ETA: 41m 50s [2025-11-22T02:43:59.819588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:43:59.819687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:59.824503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:43:59.825288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:43:59.825892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:43:59.867362] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 0.42% [2025-11-22T02:43:59.943427] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 3.5s | Global ETA: 41m 50s [2025-11-22T02:43:59.944357] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:43:59.944421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:43:59.949202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:43:59.991736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:43:59.992588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:43:59.994303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:43:59.994810] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:43:59.995851] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:43:59.997825] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:43:59.998877] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:43:59.999530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:00.042521] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:44:00.154101] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 2.31% | Symbol ETA: 1.2s | Global ETA: 41m 50s [2025-11-22T02:44:00.155257] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:00.155334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:00.157486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:00.158107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:00.159092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:00.159907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:44:00.161706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:00.217280] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.52% [2025-11-22T02:44:00.390794] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:44:00.440810] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 5.12% | Symbol ETA: 10.2s | Global ETA: 41m 50s [2025-11-22T02:44:00.441695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:00.441757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:00.446545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:00.447347] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:00.448003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:00.565926] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:44:00.737939] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:44:00.756894] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.06% | Symbol ETA: 0.6s | Global ETA: 41m 50s [2025-11-22T02:44:00.955376] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:44:00.962890] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 2.8s | Global ETA: 41m 50s [2025-11-22T02:44:00.976311] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 15.71%, Actual: 1.97% [2025-11-22T02:44:01.124569] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:44:01.153683] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 1.79% [2025-11-22T02:44:01.288366] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.58%, Actual: 3.24% [2025-11-22T02:44:01.300192] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:44:01.353983] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.77%, Actual: 21.96% [2025-11-22T02:44:01.355106] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -8.05% | Symbol ETA: 10.0s | Global ETA: 41m 50s [2025-11-22T02:44:01.356002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:01.356062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:01.360839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:01.361607] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:01.362231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:01.460525] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.73%, Actual: 3.40% [2025-11-22T02:44:01.468798] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:44:01.469005] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 21.0979% [2025-11-22T02:44:01.469093] [INFO ] [main ] PFN: DISCARDED add_volume_zscore (score: 21.10%) [2025-11-22T02:44:01.469134] [INFO ] [main ] PFN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:44:01.469167] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure', 'add_vwap_deviations'] [2025-11-22T02:44:01.469202] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T02:44:01.482239] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:01.483741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:01.483803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:01.488667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:01.489607] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:01.491276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:01.492046] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:01.494618] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:01.500266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:01.637839] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 16.12%, Actual: 1.81% [2025-11-22T02:44:01.665957] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -2.10%, Actual: 2.38% [2025-11-22T02:44:01.812538] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.24%, Actual: 8.20% [2025-11-22T02:44:01.839343] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.56%, Actual: 0.63% [2025-11-22T02:44:01.980102] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -0.98%, Actual: 1.07% [2025-11-22T02:44:01.990140] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 9.2s | Global ETA: 41m 51s [2025-11-22T02:44:01.991033] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:01.991094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:01.995825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:01.996593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:01.997205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:02.006829] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 0.14% [2025-11-22T02:44:02.073265] [INFO ] [main ] PFN: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 5.3s | Global ETA: 41m 51s [2025-11-22T02:44:02.074161] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:02.074224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:02.078958] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:02.079884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:02.081508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:02.082282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:02.084851] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:02.090405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:02.148148] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 6.24% [2025-11-22T02:44:02.174891] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.96%, Actual: 1.86% [2025-11-22T02:44:02.352274] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.36%, Actual: 0.54% [2025-11-22T02:44:02.368878] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 1.41% [2025-11-22T02:44:02.522016] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 2.31%, Actual: 4.55% [2025-11-22T02:44:02.536820] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.21% [2025-11-22T02:44:02.609170] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.76% | Symbol ETA: 8.5s | Global ETA: 41m 51s [2025-11-22T02:44:02.610066] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:02.610128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:02.614833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:02.615592] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:02.616195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:02.664211] [INFO ] [main ] PFN: Lookback Days: 3, Magnitude: -0.79% | Symbol ETA: 4.7s | Global ETA: 41m 51s [2025-11-22T02:44:02.665112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:02.665175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:02.669946] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:02.670867] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:02.672522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:02.673663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:02.676208] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:02.681877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:02.690813] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.06%, Actual: 3.47% [2025-11-22T02:44:02.691015] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.0653% [2025-11-22T02:44:02.691097] [INFO ] [main ] BFLY: DISCARDED add_volume_dispersion (score: 37.07%) [2025-11-22T02:44:02.691141] [INFO ] [main ] BFLY: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:44:02.691173] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_volume_flow_differentials'] [2025-11-22T02:44:02.691208] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:44:02.704605] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:02.706082] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:02.706145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:02.707412] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 1.22% [2025-11-22T02:44:02.707861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:02.708364] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:02.709140] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:02.709776] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:02.712454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:02.875235] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.24%, Actual: 2.99% [2025-11-22T02:44:02.875437] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 47.1508% [2025-11-22T02:44:02.875533] [INFO ] [main ] KNSL: DISCARDED add_return_volume_nonlinearity_proxies (score: 47.15%) [2025-11-22T02:44:02.875575] [INFO ] [main ] KNSL: Testing feature 42/53: add_shelf_lag [2025-11-22T02:44:02.875609] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_shelf_lag'] [2025-11-22T02:44:02.875660] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:02.890284] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:02.891598] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:02.891680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:02.896698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:02.943130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:02.944126] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:02.945384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.234172] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.63% | Symbol ETA: 7.8s | Global ETA: 41m 52s [2025-11-22T02:44:03.235095] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:03.235159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:03.240040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:03.240876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:03.241498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.247495] [INFO ] [main ] PFN: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 4.1s | Global ETA: 41m 52s [2025-11-22T02:44:03.248383] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:03.248445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:03.253133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:03.254052] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:03.255684] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:03.256443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:03.259015] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:03.264540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.306770] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 12.16% | Symbol ETA: 5.9s | Global ETA: 41m 52s [2025-11-22T02:44:03.307692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:03.307757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:03.309498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:03.310036] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:03.311171] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:03.311829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:03.314663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.827874] [INFO ] [main ] PFN: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 3.5s | Global ETA: 41m 52s [2025-11-22T02:44:03.828762] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:03.828826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:03.833523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:03.834455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:03.836089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:03.836844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:03.839405] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:03.845143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.855578] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.45% | Symbol ETA: 11.3s | Global ETA: 41m 52s [2025-11-22T02:44:03.856480] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:03.856471] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 5.65% | Symbol ETA: 7.1s | Global ETA: 41m 52s [2025-11-22T02:44:03.856543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:03.857403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:03.857480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:03.861282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:03.862412] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:03.863301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:03.864433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.903963] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 5.3s | Global ETA: 41m 52s [2025-11-22T02:44:03.904976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:03.905042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:03.906781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:03.906991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:03.907350] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:03.907908] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:03.908262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:03.908980] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:03.909102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:03.911988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:04.421615] [INFO ] [main ] PFN: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2.9s | Global ETA: 41m 52s [2025-11-22T02:44:04.422732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:04.422794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:04.427492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:04.428414] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:04.430107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:04.430864] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:04.433365] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:04.438922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:04.476777] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.70% | Symbol ETA: 6.4s | Global ETA: 41m 52s [2025-11-22T02:44:04.477681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:04.477744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:04.482553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:04.483350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:44:04.483965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:04.493614] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.15% | Symbol ETA: 4.7s | Global ETA: 41m 52s [2025-11-22T02:44:04.494490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:04.494552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:04.496195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:04.496702] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:04.497962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:04.498998] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:04.502019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:04.821342] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.56% | Symbol ETA: 10.3s | Global ETA: 41m 52s [2025-11-22T02:44:04.822228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:04.822289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:04.827036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:04.871682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:04.872619] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:04.873851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.006215] [INFO ] [main ] PFN: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 2.3s | Global ETA: 41m 53s [2025-11-22T02:44:05.007146] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:05.007209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:05.012414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:05.013467] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:05.015270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:05.016118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:05.018941] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:05.024998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.073165] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.04% | Symbol ETA: 4.0s | Global ETA: 41m 53s [2025-11-22T02:44:05.074057] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:05.074119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:05.075756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:05.076234] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:05.077004] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:05.077630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:05.080295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.091565] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.22% | Symbol ETA: 5.8s | Global ETA: 41m 53s [2025-11-22T02:44:05.261741] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -4.63%, Actual: 7.01% [2025-11-22T02:44:05.429713] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 1.94% [2025-11-22T02:44:05.601822] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 5.12%, Actual: 0.39% [2025-11-22T02:44:05.606894] [INFO ] [main ] PFN: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 1.8s | Global ETA: 41m 53s [2025-11-22T02:44:05.607917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:05.607988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:05.613052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:05.614114] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:05.615873] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:05.616683] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:05.619420] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:05.625444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.646265] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -7.45% | Symbol ETA: 3.4s | Global ETA: 41m 53s [2025-11-22T02:44:05.647150] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:05.647214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:05.648846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:05.649321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:05.650091] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:05.650716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:05.653345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.766771] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -8.05%, Actual: 1.45% [2025-11-22T02:44:05.781014] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 9.4s | Global ETA: 41m 53s [2025-11-22T02:44:05.781908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:05.781970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:05.786985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:05.833099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:05.834097] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:05.835304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:05.932434] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 4.02% [2025-11-22T02:44:06.100090] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.76%, Actual: 0.02% [2025-11-22T02:44:06.219523] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.10% | Symbol ETA: 2.8s | Global ETA: 41m 53s [2025-11-22T02:44:06.220405] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:06.220467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:06.222094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:06.222569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:06.223330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:06.223959] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:06.226612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:06.232429] [INFO ] [main ] PFN: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 1.2s | Global ETA: 41m 53s [2025-11-22T02:44:06.233368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:06.233486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:06.239206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:06.240319] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:06.242110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:06.242959] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:06.245712] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:06.251736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:06.271089] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.63%, Actual: 3.55% [2025-11-22T02:44:06.438242] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 5.65%, Actual: 1.73% [2025-11-22T02:44:06.605620] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.70%, Actual: 1.75% [2025-11-22T02:44:06.774358] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.22%, Actual: 3.19% [2025-11-22T02:44:06.774563] [INFO ] [main ] AI: Magnitude Forecast Confidence: 33.5529% [2025-11-22T02:44:06.774670] [INFO ] [main ] AI: DISCARDED add_prev_1100_to_open (score: 33.55%) [2025-11-22T02:44:06.774720] [INFO ] [main ] AI: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:44:06.774758] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_close_to_1100'] [2025-11-22T02:44:06.774796] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:06.774753] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.89% | Symbol ETA: 8.5s | Global ETA: 41m 54s [2025-11-22T02:44:06.775623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:06.775706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:06.780534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:06.789532] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:06.789658] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 2.2s | Global ETA: 41m 54s [2025-11-22T02:44:06.790517] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:06.790580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:06.790831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:06.790893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:06.792227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:06.792732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:06.793482] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:06.794119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:06.795630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:06.796440] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:06.796841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:06.797059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:06.824224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:06.825061] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:06.826192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:06.838126] [INFO ] [main ] PFN: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 0.6s | Global ETA: 41m 54s [2025-11-22T02:44:06.839823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:06.839907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:06.847463] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:06.848870] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:44:06.851315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:06.852448] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:44:06.856333] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:06.865612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:07.361715] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -5.14% | Symbol ETA: 1.6s | Global ETA: 41m 54s [2025-11-22T02:44:07.362608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:07.362690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:07.364300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:07.365150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:07.365916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:07.366522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:07.369230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:07.435716] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -6.20% | Symbol ETA: 11.4s | Global ETA: 41m 54s [2025-11-22T02:44:07.436591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:07.436676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:07.441376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:07.442159] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:07.442773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:07.453831] [INFO ] [main ] PFN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 0.0s | Global ETA: 41m 54s [2025-11-22T02:44:07.621766] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.42% [2025-11-22T02:44:07.715441] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 7.5s | Global ETA: 41m 54s [2025-11-22T02:44:07.716394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:07.716818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:07.721894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:07.767509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:07.768399] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:07.769585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:07.790742] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.79%, Actual: 0.57% [2025-11-22T02:44:07.938156] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 5.26% | Symbol ETA: 1.1s | Global ETA: 41m 54s [2025-11-22T02:44:07.939081] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:07.939143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:07.940811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:07.941301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:07.942079] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:07.942706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:44:07.945389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:07.958477] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.52% [2025-11-22T02:44:08.056350] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 10.6s | Global ETA: 41m 54s [2025-11-22T02:44:08.057240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:08.057303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:08.062228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:08.063059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:08.063704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:08.125478] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:44:08.293333] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:44:08.460085] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.66% [2025-11-22T02:44:08.512174] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.72% | Symbol ETA: 0.5s | Global ETA: 41m 55s [2025-11-22T02:44:08.626378] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.00%, Actual: 0.07% [2025-11-22T02:44:08.655124] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 6.5s | Global ETA: 41m 55s [2025-11-22T02:44:08.656026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:08.656088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:08.660896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:08.678218] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 12.16%, Actual: 1.97% [2025-11-22T02:44:08.685852] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 10.0s | Global ETA: 41m 55s [2025-11-22T02:44:08.686798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:08.686866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:08.691668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:08.692485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:08.693116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:08.704367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:08.705246] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:08.706358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:08.792368] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:44:08.844192] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 1.79% [2025-11-22T02:44:08.959383] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:44:09.009813] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.15%, Actual: 21.96% [2025-11-22T02:44:09.124380] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:44:09.124590] [INFO ] [main ] PFN: Magnitude Forecast Confidence: 19.3158% [2025-11-22T02:44:09.124697] [INFO ] [main ] PFN: DISCARDED add_vwap_deviations (score: 19.32%) [2025-11-22T02:44:09.124740] [INFO ] [main ] PFN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:44:09.124772] [INFO ] [main ] PFN: Best accuracy: 24.05% [2025-11-22T02:44:09.124804] [INFO ] [main ] PFN: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range', 'add_gaps', 'add_late_hour_microstructure'] [2025-11-22T02:44:09.124833] [INFO ] [main ] PFN: Improvement over baseline: 5.91% [2025-11-22T02:44:09.124858] [INFO ] [main ] PFN: Total time: 6.9 minutes [2025-11-22T02:44:09.124883] [INFO ] [main ] PFN: Average time per feature: 7.8 seconds [2025-11-22T02:44:09.124909] [INFO ] [main ] PFN: Average speed: 0.13 features/sec [2025-11-22T02:44:09.176395] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.04%, Actual: 1.81% [2025-11-22T02:44:09.290937] [DEBUG] [METRICS ] PFN: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.42% [2025-11-22T02:44:09.318565] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.46% | Symbol ETA: 9.4s | Global ETA: 41m 55s [2025-11-22T02:44:09.319454] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:09.319517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:09.324240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:09.325073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:09.325695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:09.341539] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -7.45%, Actual: 8.20% [2025-11-22T02:44:09.456963] [DEBUG] [METRICS ] PFN: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.57% [2025-11-22T02:44:09.510872] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.10%, Actual: 1.07% [2025-11-22T02:44:09.588954] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -3.89% | Symbol ETA: 5.5s | Global ETA: 41m 55s [2025-11-22T02:44:09.590161] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:09.590238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:09.596286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:09.624365] [DEBUG] [METRICS ] PFN: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.52% [2025-11-22T02:44:09.645812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:09.646906] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:09.648198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:09.675724] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 6.24% [2025-11-22T02:44:09.792282] [DEBUG] [METRICS ] PFN: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.78% [2025-11-22T02:44:09.839556] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -5.14%, Actual: 0.54% [2025-11-22T02:44:09.946473] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.56% | Symbol ETA: 8.7s | Global ETA: 41m 55s [2025-11-22T02:44:09.947371] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:09.947434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:09.952173] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:09.952971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:09.953563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:09.964344] [DEBUG] [METRICS ] PFN: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 0.05% [2025-11-22T02:44:10.006241] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 5.26%, Actual: 4.55% [2025-11-22T02:44:10.135972] [DEBUG] [METRICS ] PFN: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.66% [2025-11-22T02:44:10.172734] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.72%, Actual: 3.47% [2025-11-22T02:44:10.172919] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 37.3498% [2025-11-22T02:44:10.172997] [INFO ] [main ] BFLY: DISCARDED add_volume_flow_differentials (score: 37.35%) [2025-11-22T02:44:10.173041] [INFO ] [main ] BFLY: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:44:10.173074] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_volume_pressure_into_close'] [2025-11-22T02:44:10.173107] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:44:10.186317] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:10.187788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:10.187852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:10.189499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:10.190028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:10.190796] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:10.191401] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:10.193045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:10.305096] [DEBUG] [METRICS ] PFN: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 0.07% [2025-11-22T02:44:10.474574] [DEBUG] [METRICS ] PFN: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.40% [2025-11-22T02:44:10.531780] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 4.5s | Global ETA: 41m 56s [2025-11-22T02:44:10.532902] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:10.532969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:10.538442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:10.584030] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.84% | Symbol ETA: 8.1s | Global ETA: 41m 56s [2025-11-22T02:44:10.585012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:10.585086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:10.587748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:10.588869] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:10.590174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:10.590199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:10.591115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:10.591764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:10.642244] [DEBUG] [METRICS ] PFN: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 0.34% [2025-11-22T02:44:10.757514] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 17.91% | Symbol ETA: 5.4s | Global ETA: 41m 56s [2025-11-22T02:44:10.758434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:10.758496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:10.760164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:10.760664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:10.761422] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:10.762059] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:10.763709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:10.810156] [DEBUG] [METRICS ] PFN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 0.17% [2025-11-22T02:44:10.810805] [INFO ] [LOCAL ] Saved configuration for PFN: 5 features, 24.05% accuracy -> ./output/feature-sets/PFN.json [2025-11-22T02:44:10.811749] [INFO ] [main ] Progress: 37/57 symbols completed (64.9%). PFN finished in 7m 0s. ETA: 38m 51s. Rate: 0.51 symbols/min [2025-11-22T02:44:10.814561] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:10.827056] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:10.827788] [INFO ] [main ] SEMR: Testing with 53 available features [2025-11-22T02:44:10.827864] [INFO ] [main ] SEMR: Establishing baseline with no features... [2025-11-22T02:44:10.827910] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:10.839957] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:10.841427] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:11.219192] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 13.12% | Symbol ETA: 7.5s | Global ETA: 38m 52s [2025-11-22T02:44:11.220128] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:11.220193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:11.225178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:11.225999] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:11.226663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:11.336747] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 4.02% | Symbol ETA: 4.9s | Global ETA: 38m 52s [2025-11-22T02:44:11.337665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:11.337728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:11.339338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:11.339842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:11.340584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:11.341208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:11.342887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:11.424548] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.31% [2025-11-22T02:44:11.425489] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:11.574962] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.33% | Symbol ETA: 3.6s | Global ETA: 38m 52s [2025-11-22T02:44:11.575948] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:11.576016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:11.581424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:11.629059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:11.630199] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:44:11.631519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:11.858163] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6.8s | Global ETA: 38m 52s [2025-11-22T02:44:11.859108] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:11.859173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:11.864151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:11.865032] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:11.865691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:11.913854] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -10.82% | Symbol ETA: 4.3s | Global ETA: 38m 52s [2025-11-22T02:44:11.914741] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:11.914804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:11.916420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:11.916919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:11.917737] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:11.918345] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:11.920303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:12.001223] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.88% [2025-11-22T02:44:12.002196] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:12.487265] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 10.09% | Symbol ETA: 3.7s | Global ETA: 38m 52s [2025-11-22T02:44:12.488167] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:12.488229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:12.489876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:12.490353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:12.491126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:12.491751] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:12.493355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:12.538567] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.14% | Symbol ETA: 6.2s | Global ETA: 38m 52s [2025-11-22T02:44:12.539546] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:12.539609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:12.544561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:12.545423] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:12.546092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:12.578753] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.33% [2025-11-22T02:44:12.579706] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:12.581026] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 2.6s | Global ETA: 38m 52s [2025-11-22T02:44:12.795573] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.45%, Actual: 3.24% [2025-11-22T02:44:12.960956] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.56%, Actual: 3.40% [2025-11-22T02:44:13.068583] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.32% | Symbol ETA: 3.2s | Global ETA: 38m 53s [2025-11-22T02:44:13.069460] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:13.069522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:13.071177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:13.071681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:13.072426] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:13.073054] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:13.074675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:13.129463] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 2.38% [2025-11-22T02:44:13.166310] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.34% [2025-11-22T02:44:13.167638] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:13.178582] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -6.71% | Symbol ETA: 5.6s | Global ETA: 38m 53s [2025-11-22T02:44:13.293322] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.89%, Actual: 0.63% [2025-11-22T02:44:13.348522] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -6.20%, Actual: 7.01% [2025-11-22T02:44:13.467389] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 0.14% [2025-11-22T02:44:13.515905] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 1.94% [2025-11-22T02:44:13.644347] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -5.14% | Symbol ETA: 2.6s | Global ETA: 38m 53s [2025-11-22T02:44:13.645272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:13.645336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:13.646873] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 1.86% [2025-11-22T02:44:13.646997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:13.647492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:13.648291] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:13.648953] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:13.650560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:13.687141] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 0.39% [2025-11-22T02:44:13.800373] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.91% [2025-11-22T02:44:13.801306] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:13.831329] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -3.89%, Actual: 1.41% [2025-11-22T02:44:13.860214] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.46%, Actual: 1.45% [2025-11-22T02:44:14.010877] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.60%, Actual: 0.21% [2025-11-22T02:44:14.029635] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.56%, Actual: 4.02% [2025-11-22T02:44:14.204347] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.84%, Actual: 0.02% [2025-11-22T02:44:14.223161] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.55% | Symbol ETA: 2.0s | Global ETA: 38m 53s [2025-11-22T02:44:14.224045] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:14.224107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:14.225780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:14.226254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:14.227021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:14.227668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:14.229204] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.33%, Actual: 1.22% [2025-11-22T02:44:14.229490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:14.380017] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 13.12%, Actual: 3.55% [2025-11-22T02:44:14.400072] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -1.08% [2025-11-22T02:44:14.401249] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:14.413511] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 2.99% [2025-11-22T02:44:14.413737] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 33.0625% [2025-11-22T02:44:14.413897] [INFO ] [main ] KNSL: DISCARDED add_shelf_lag (score: 33.06%) [2025-11-22T02:44:14.413946] [INFO ] [main ] KNSL: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:44:14.413980] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_signed_carry_history_11'] [2025-11-22T02:44:14.414017] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:14.428994] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:14.430577] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:14.430675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:14.435902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:14.485906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:14.487024] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:14.488473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:14.555473] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 1.73% [2025-11-22T02:44:14.730427] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.14%, Actual: 1.75% [2025-11-22T02:44:14.819088] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 1.5s | Global ETA: 38m 54s [2025-11-22T02:44:14.820031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:14.820093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:14.822411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:14.822962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:14.824197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:14.824863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:14.827032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:14.917348] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -6.71%, Actual: 3.19% [2025-11-22T02:44:14.917572] [INFO ] [main ] AI: Magnitude Forecast Confidence: 37.8342% [2025-11-22T02:44:14.917692] [INFO ] [main ] AI: DISCARDED add_prev_close_to_1100 (score: 37.83%) [2025-11-22T02:44:14.917741] [INFO ] [main ] AI: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:44:14.917775] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prev_close_to_open'] [2025-11-22T02:44:14.917812] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:14.933130] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:14.934677] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:14.934741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:14.939712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:14.940549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:14.941254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:15.044359] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.92% [2025-11-22T02:44:15.045750] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:15.342313] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 11.0s | Global ETA: 38m 54s [2025-11-22T02:44:15.344003] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:15.344077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:15.350555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:15.407779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:15.409185] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:15.410878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:15.539869] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.71% | Symbol ETA: 0.9s | Global ETA: 38m 54s [2025-11-22T02:44:15.541005] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:15.541082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:15.543001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:15.543634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:15.544524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:15.545198] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:44:15.547162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:15.809613] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -7.92% | Symbol ETA: 13.0s | Global ETA: 38m 54s [2025-11-22T02:44:15.810887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:15.815204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:15.823251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:15.824694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:15.825761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:15.904020] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.69% [2025-11-22T02:44:15.905443] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:16.232128] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -6.65% | Symbol ETA: 0.3s | Global ETA: 38m 54s [2025-11-22T02:44:16.294951] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 10.2s | Global ETA: 38m 54s [2025-11-22T02:44:16.295851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:16.295914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:16.300671] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:16.344485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:16.345309] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:16.346703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:16.400561] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 17.91%, Actual: 1.97% [2025-11-22T02:44:16.505994] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 7.64% | Symbol ETA: 11.4s | Global ETA: 38m 54s [2025-11-22T02:44:16.506448] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -2.47% [2025-11-22T02:44:16.506963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:16.507031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:16.507397] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:16.512238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:16.513254] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:16.513925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:16.567288] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.02%, Actual: 1.79% [2025-11-22T02:44:16.732032] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.82%, Actual: 21.96% [2025-11-22T02:44:16.899316] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 10.09%, Actual: 1.81% [2025-11-22T02:44:17.034714] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 8.8s | Global ETA: 38m 55s [2025-11-22T02:44:17.035579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:17.035682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:17.040476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:17.067015] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.32%, Actual: 8.20% [2025-11-22T02:44:17.084176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:17.084990] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:17.086333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:17.087633] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.00% [2025-11-22T02:44:17.166624] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 1.45% | Symbol ETA: 10.3s | Global ETA: 38m 55s [2025-11-22T02:44:17.167621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:17.167706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:17.172845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:17.173784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:17.174415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:17.234370] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -5.14%, Actual: 1.07% [2025-11-22T02:44:17.266240] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.31%, Actual: 0.02% [2025-11-22T02:44:17.402736] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.55%, Actual: 6.24% [2025-11-22T02:44:17.442338] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.09% [2025-11-22T02:44:17.573162] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 0.54% [2025-11-22T02:44:17.630862] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.33%, Actual: 77.96% [2025-11-22T02:44:17.741659] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 4.55% [2025-11-22T02:44:17.789514] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 7.8s | Global ETA: 38m 55s [2025-11-22T02:44:17.790577] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:17.790658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:17.795696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:17.809520] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 3.99% [2025-11-22T02:44:17.815671] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.78% | Symbol ETA: 9.4s | Global ETA: 38m 55s [2025-11-22T02:44:17.817135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:17.817197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:17.822047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:17.822850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:17.823451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:17.839096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:17.839924] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:17.841285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:17.916932] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -6.65%, Actual: 3.47% [2025-11-22T02:44:17.917154] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 42.7576% [2025-11-22T02:44:17.917247] [INFO ] [main ] BFLY: DISCARDED add_volume_pressure_into_close (score: 42.76%) [2025-11-22T02:44:17.917364] [INFO ] [main ] BFLY: Testing feature 52/53: add_volume_zscore [2025-11-22T02:44:17.917441] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_volume_zscore'] [2025-11-22T02:44:17.917481] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:44:17.931574] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:17.932980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:17.933043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:17.934804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:17.935382] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:17.936202] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:17.936869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:17.938566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:17.987813] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 3.27% [2025-11-22T02:44:18.164798] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 4.61% [2025-11-22T02:44:18.334292] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.92%, Actual: 1.43% [2025-11-22T02:44:18.430293] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.95% | Symbol ETA: 8.6s | Global ETA: 38m 55s [2025-11-22T02:44:18.431193] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:18.431253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:18.435952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:18.436733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:18.437358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:18.499606] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.69%, Actual: 2.71% [2025-11-22T02:44:18.517790] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 13.58% | Symbol ETA: 5.4s | Global ETA: 38m 56s [2025-11-22T02:44:18.518734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:18.518800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:18.520515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:18.521082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:18.521903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:18.522542] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:18.524232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:18.526407] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 6.8s | Global ETA: 38m 56s [2025-11-22T02:44:18.527295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:18.527377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:18.532183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:18.575700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:18.576556] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:18.577944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:18.665538] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -2.47%, Actual: 3.72% [2025-11-22T02:44:18.830926] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.00%, Actual: 7.34% [2025-11-22T02:44:18.831136] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.1127% [2025-11-22T02:44:18.831204] [INFO ] [main ] SEMR: Baseline score (no features): 29.1127% [2025-11-22T02:44:18.831263] [INFO ] [main ] SEMR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:18.831296] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:44:18.831329] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:18.843944] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:18.845223] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:18.845281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:18.850036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.054223] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -12.83% | Symbol ETA: 7.8s | Global ETA: 38m 56s [2025-11-22T02:44:19.055132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:19.055194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:19.060147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:19.061075] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:19.061699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.114343] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 7.01% | Symbol ETA: 4.9s | Global ETA: 38m 56s [2025-11-22T02:44:19.115225] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:19.115288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:19.116999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:19.117527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:19.118508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:19.119348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:19.121009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.248863] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 2.55% | Symbol ETA: 6.0s | Global ETA: 38m 56s [2025-11-22T02:44:19.249806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:19.249868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:19.254572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:19.297270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:19.298134] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:19.299469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.435407] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 52.04% | Symbol ETA: 5m 12s | Global ETA: 38m 56s [2025-11-22T02:44:19.436293] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:19.436353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:19.441320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.671069] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 11.19% | Symbol ETA: 7.1s | Global ETA: 38m 56s [2025-11-22T02:44:19.672012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:19.672077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:19.677031] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:19.677944] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:19.678544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.698796] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -13.30% | Symbol ETA: 4.3s | Global ETA: 38m 56s [2025-11-22T02:44:19.699745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:19.699810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:19.701758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:19.702268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:19.703153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:19.703806] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:19.705591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:19.993590] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.77% | Symbol ETA: 5.1s | Global ETA: 38m 56s [2025-11-22T02:44:19.994476] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:19.994538] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:19.999368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:20.042881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:20.043935] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:20.045292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.053860] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -2.25% | Symbol ETA: 5m 19s | Global ETA: 38m 56s [2025-11-22T02:44:20.054744] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:20.054804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:20.059975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.277838] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 12.38% | Symbol ETA: 3.7s | Global ETA: 38m 56s [2025-11-22T02:44:20.278830] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:20.278894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:20.280531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:20.281052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:20.281824] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:20.282436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:20.284060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.296519] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 6.4s | Global ETA: 38m 57s [2025-11-22T02:44:20.297436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:20.297496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:20.302252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:20.303047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:20.303638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.637121] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 5.24% | Symbol ETA: 5m 15s | Global ETA: 38m 57s [2025-11-22T02:44:20.638042] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:20.638114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:20.642893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.740867] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 4.3s | Global ETA: 38m 57s [2025-11-22T02:44:20.741771] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:20.741832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:20.746575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:20.789561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:20.790741] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:20.792098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.849633] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -5.94% | Symbol ETA: 3.1s | Global ETA: 38m 57s [2025-11-22T02:44:20.850523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:20.850587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:20.852214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:20.852717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:20.853468] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:20.854104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:20.855742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:20.910791] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.92% | Symbol ETA: 5.8s | Global ETA: 38m 57s [2025-11-22T02:44:20.911673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:20.911735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:20.916419] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:20.917629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:44:20.918279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:21.215535] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.41% | Symbol ETA: 5m 12s | Global ETA: 38m 57s [2025-11-22T02:44:21.216766] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:21.216826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:21.221513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:21.420485] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -2.51% | Symbol ETA: 2.5s | Global ETA: 38m 57s [2025-11-22T02:44:21.421378] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:21.421440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:21.423104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:21.423587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:21.424371] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:21.425001] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:21.426604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:21.475904] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 3.5s | Global ETA: 38m 57s [2025-11-22T02:44:21.476796] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:21.476858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:21.481588] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:21.524625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:21.525512] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:44:21.526885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:21.532575] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.13% | Symbol ETA: 5.1s | Global ETA: 38m 57s [2025-11-22T02:44:21.700401] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -7.92%, Actual: 7.01% [2025-11-22T02:44:21.795791] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 5m 10s | Global ETA: 38m 57s [2025-11-22T02:44:21.796702] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:21.796762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:21.801512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:21.867122] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 7.64%, Actual: 1.94% [2025-11-22T02:44:21.995461] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 6.75% | Symbol ETA: 1.9s | Global ETA: 38m 57s [2025-11-22T02:44:21.996348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:21.996409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:21.998066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:21.998548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:21.999348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:21.999977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:22.001559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:22.032865] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 1.45%, Actual: 0.39% [2025-11-22T02:44:22.198737] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.78%, Actual: 1.45% [2025-11-22T02:44:22.215878] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 2.7s | Global ETA: 38m 58s [2025-11-22T02:44:22.366215] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.95%, Actual: 4.02% [2025-11-22T02:44:22.376615] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 5m 8s | Global ETA: 38m 58s [2025-11-22T02:44:22.377663] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:22.377723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:22.382543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:22.384543] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 3.24% [2025-11-22T02:44:22.531979] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -12.83%, Actual: 0.02% [2025-11-22T02:44:22.552700] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 3.40% [2025-11-22T02:44:22.568070] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -3.38% | Symbol ETA: 1.3s | Global ETA: 38m 58s [2025-11-22T02:44:22.568960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:22.569023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:22.570663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:22.571153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:22.571938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:22.572548] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:22.574162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:22.698001] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 11.19%, Actual: 3.55% [2025-11-22T02:44:22.721906] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 2.38% [2025-11-22T02:44:22.863519] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 1.73% [2025-11-22T02:44:22.889192] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 0.63% [2025-11-22T02:44:22.985235] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 5m 9s | Global ETA: 38m 58s [2025-11-22T02:44:22.986128] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:22.986188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:22.990973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:23.028967] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.92%, Actual: 1.75% [2025-11-22T02:44:23.057711] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.14% [2025-11-22T02:44:23.141861] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 0.7s | Global ETA: 38m 58s [2025-11-22T02:44:23.142743] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:23.142805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:23.144418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:23.144920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:23.145692] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:23.146299] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:44:23.147943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:23.197144] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.13%, Actual: 3.19% [2025-11-22T02:44:23.197357] [INFO ] [main ] AI: Magnitude Forecast Confidence: 41.9602% [2025-11-22T02:44:23.197442] [INFO ] [main ] AI: DISCARDED add_prev_close_to_open (score: 41.96%) [2025-11-22T02:44:23.197485] [INFO ] [main ] AI: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:44:23.197518] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prior_day_tail_pressure'] [2025-11-22T02:44:23.197551] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:23.211945] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:23.213226] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:23.213287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:23.218093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:23.218903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:23.221507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:23.222882] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 2.55%, Actual: 1.86% [2025-11-22T02:44:23.390375] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.77%, Actual: 1.41% [2025-11-22T02:44:23.560823] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.21% [2025-11-22T02:44:23.578216] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 5m 9s | Global ETA: 38m 58s [2025-11-22T02:44:23.579115] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:23.579179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:23.583885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:23.730892] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 1.22% [2025-11-22T02:44:23.737059] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -5.06% | Symbol ETA: 0.2s | Global ETA: 38m 58s [2025-11-22T02:44:23.835908] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -4.34% | Symbol ETA: 10.4s | Global ETA: 38m 58s [2025-11-22T02:44:23.836835] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:23.836899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:23.841998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:23.842783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:23.845360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:23.902383] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 2.99% [2025-11-22T02:44:23.902582] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 34.3574% [2025-11-22T02:44:23.902687] [INFO ] [main ] KNSL: DISCARDED add_signed_carry_history_11 (score: 34.36%) [2025-11-22T02:44:23.902731] [INFO ] [main ] KNSL: Testing feature 44/53: add_sma_ratio [2025-11-22T02:44:23.902763] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_sma_ratio'] [2025-11-22T02:44:23.902798] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:23.909417] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.58%, Actual: 1.97% [2025-11-22T02:44:23.917497] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:23.918885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:23.918946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:23.923700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:23.967784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:23.968660] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:23.969404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:24.085863] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 7.01%, Actual: 1.79% [2025-11-22T02:44:24.167422] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 5m 8s | Global ETA: 38m 59s [2025-11-22T02:44:24.168499] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:24.168573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:24.173885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:24.260198] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -13.30%, Actual: 21.96% [2025-11-22T02:44:24.443517] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 12.38%, Actual: 1.81% [2025-11-22T02:44:24.467179] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 3.77% | Symbol ETA: 9.8s | Global ETA: 38m 59s [2025-11-22T02:44:24.468404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:24.468480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:24.473794] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:24.474688] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:24.477553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:24.616066] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -5.94%, Actual: 8.20% [2025-11-22T02:44:24.655433] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 8.6s | Global ETA: 38m 59s [2025-11-22T02:44:24.656415] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:24.656479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:24.661381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:24.706712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:24.707590] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:24.708362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:24.766189] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 5m 8s | Global ETA: 38m 59s [2025-11-22T02:44:24.783264] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -2.51%, Actual: 1.07% [2025-11-22T02:44:24.935249] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 52.04%, Actual: 0.02% [2025-11-22T02:44:24.948726] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.75%, Actual: 6.24% [2025-11-22T02:44:25.098996] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -6.71% | Symbol ETA: 9.2s | Global ETA: 38m 59s [2025-11-22T02:44:25.099905] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:25.099967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:25.102527] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -2.25%, Actual: 0.09% [2025-11-22T02:44:25.104713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:25.105487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:25.108113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:25.113298] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -3.38%, Actual: 0.54% [2025-11-22T02:44:25.268074] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 5.24%, Actual: 77.96% [2025-11-22T02:44:25.279536] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 4.55% [2025-11-22T02:44:25.407668] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.42% | Symbol ETA: 7.9s | Global ETA: 38m 59s [2025-11-22T02:44:25.408805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:25.408869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:25.413907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:25.436245] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.41%, Actual: 3.99% [2025-11-22T02:44:25.450855] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -5.06%, Actual: 3.47% [2025-11-22T02:44:25.451071] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 41.3518% [2025-11-22T02:44:25.451156] [INFO ] [main ] BFLY: DISCARDED add_volume_zscore (score: 41.35%) [2025-11-22T02:44:25.451198] [INFO ] [main ] BFLY: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:44:25.451230] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100', 'add_vwap_deviations'] [2025-11-22T02:44:25.451265] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T02:44:25.460359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:25.461430] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:25.462224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:25.465981] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:25.467254] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:25.467336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:25.469011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:25.469513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:25.470288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:25.470954] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:25.476497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:25.601802] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 3.27% [2025-11-22T02:44:25.732982] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -11.11% | Symbol ETA: 8.5s | Global ETA: 38m 59s [2025-11-22T02:44:25.733864] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:25.733925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:25.738667] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:25.739471] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:25.742101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:25.766505] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.65%, Actual: 4.61% [2025-11-22T02:44:25.930777] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 1.43% [2025-11-22T02:44:26.049591] [INFO ] [main ] BFLY: Lookback Days: 2, Magnitude: 17.65% | Symbol ETA: 5.2s | Global ETA: 38m 60s [2025-11-22T02:44:26.050573] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:26.051070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:26.052826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:26.053343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:26.054151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:26.054829] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:26.060896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.096574] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.16%, Actual: 2.71% [2025-11-22T02:44:26.162614] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.2s | Global ETA: 38m 60s [2025-11-22T02:44:26.163493] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:26.163562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:26.168377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:26.212466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:26.213343] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:26.214065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.263250] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 3.72% [2025-11-22T02:44:26.359707] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 10.88% | Symbol ETA: 7.9s | Global ETA: 38m 60s [2025-11-22T02:44:26.360620] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:26.360699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:26.365546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:26.366323] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:26.368942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.427054] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 7.34% [2025-11-22T02:44:26.427254] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 21.8534% [2025-11-22T02:44:26.427303] [INFO ] [main ] SEMR: DISCARDED add_afternoon_v_morning_volatility_mix (score: 21.85%) [2025-11-22T02:44:26.427362] [INFO ] [main ] SEMR: Testing feature 2/53: add_atr [2025-11-22T02:44:26.427395] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:44:26.427429] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:26.439677] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:26.440918] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:26.440977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:26.442661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:26.443188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.649849] [INFO ] [main ] BFLY: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 4.7s | Global ETA: 38m 60s [2025-11-22T02:44:26.650742] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:26.650805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:26.652480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:26.653068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:26.653940] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:26.654555] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:26.660407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.914111] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 6.5s | Global ETA: 39m 0s [2025-11-22T02:44:26.915005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:26.915066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:26.920307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:26.965672] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:26.966674] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:26.967432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:26.983924] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -7.34% | Symbol ETA: 7.3s | Global ETA: 39m 0s [2025-11-22T02:44:26.984871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:26.984932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:26.989720] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:26.990490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:26.993074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.018205] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 55.18% | Symbol ETA: 6m 33s | Global ETA: 39m 0s [2025-11-22T02:44:27.019111] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:27.019180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:27.020853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:27.021332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.242516] [INFO ] [main ] BFLY: Lookback Days: 4, Magnitude: -8.99% | Symbol ETA: 4.1s | Global ETA: 39m 0s [2025-11-22T02:44:27.243409] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:27.243472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:27.245125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:27.245607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:27.246381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:27.247017] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:27.252615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.591950] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.74% | Symbol ETA: 6m 32s | Global ETA: 39m 0s [2025-11-22T02:44:27.592857] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:27.592915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:27.594528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:27.595027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.609799] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.64% | Symbol ETA: 6.7s | Global ETA: 39m 0s [2025-11-22T02:44:27.610692] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:27.610754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:27.615465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:27.616261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:27.618892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.652015] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 5.7s | Global ETA: 39m 0s [2025-11-22T02:44:27.652945] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:27.653008] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:27.658106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:27.704475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:27.705329] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:27.706089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:27.830499] [INFO ] [main ] BFLY: Lookback Days: 5, Magnitude: 15.40% | Symbol ETA: 3.5s | Global ETA: 39m 1s [2025-11-22T02:44:27.831420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:27.831483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:27.833201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:27.833729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:27.834485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:27.835121] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:27.840838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.172946] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 6m 31s | Global ETA: 39m 1s [2025-11-22T02:44:28.173843] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:28.173901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:28.175521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:28.176029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.227427] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 6.0s | Global ETA: 39m 1s [2025-11-22T02:44:28.228933] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:28.228995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:28.233723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:28.234485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:28.237076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.419588] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 5.0s | Global ETA: 39m 1s [2025-11-22T02:44:28.420201] [INFO ] [main ] BFLY: Lookback Days: 6, Magnitude: -4.81% | Symbol ETA: 3.0s | Global ETA: 39m 1s [2025-11-22T02:44:28.420522] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:28.420587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:28.421093] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:28.421157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:28.422806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:28.423286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:28.424059] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:28.424691] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:28.425507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:28.430347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.470848] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:28.471838] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:28.472587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.755347] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.55% | Symbol ETA: 6m 31s | Global ETA: 39m 1s [2025-11-22T02:44:28.756225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:28.756285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:28.757947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:28.758427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:28.843633] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.07% | Symbol ETA: 5.4s | Global ETA: 39m 1s [2025-11-22T02:44:28.844528] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:28.844590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:28.849582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:28.850383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:44:28.853000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.013233] [INFO ] [main ] BFLY: Lookback Days: 7, Magnitude: -3.59% | Symbol ETA: 2.4s | Global ETA: 39m 1s [2025-11-22T02:44:29.014134] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:29.014197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:29.015847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:29.016310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:29.017074] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:29.017720] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:29.023402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.149963] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.85% | Symbol ETA: 4.2s | Global ETA: 39m 1s [2025-11-22T02:44:29.150923] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:29.150987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:29.156212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:29.201919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:29.202850] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:29.203583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.337736] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 4.11% | Symbol ETA: 6m 30s | Global ETA: 39m 1s [2025-11-22T02:44:29.338595] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:29.338674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:29.340294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:29.340792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.480935] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -6.15% | Symbol ETA: 4.8s | Global ETA: 39m 1s [2025-11-22T02:44:29.604837] [INFO ] [main ] BFLY: Lookback Days: 8, Magnitude: 3.69% | Symbol ETA: 1.8s | Global ETA: 39m 2s [2025-11-22T02:44:29.605734] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:29.605795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:29.607443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:29.607944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:29.608751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:29.609380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:29.614984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.654501] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -4.34%, Actual: 7.01% [2025-11-22T02:44:29.819947] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 3.77%, Actual: 1.94% [2025-11-22T02:44:29.895124] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 3.5s | Global ETA: 39m 2s [2025-11-22T02:44:29.896064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:29.896127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:29.901248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:29.933281] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 6m 30s | Global ETA: 39m 2s [2025-11-22T02:44:29.934189] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:29.934247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:29.935885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:29.936364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.947034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:29.948101] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:29.948935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:29.986676] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -6.71%, Actual: 0.39% [2025-11-22T02:44:30.154538] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -11.11%, Actual: 1.45% [2025-11-22T02:44:30.182823] [INFO ] [main ] BFLY: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 1.2s | Global ETA: 39m 2s [2025-11-22T02:44:30.183723] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:30.184146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:30.185813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:30.186318] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:30.187100] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:30.187762] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:30.193501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:30.325806] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 10.88%, Actual: 4.02% [2025-11-22T02:44:30.494902] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -7.34%, Actual: 0.02% [2025-11-22T02:44:30.517474] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.58% | Symbol ETA: 6m 29s | Global ETA: 39m 2s [2025-11-22T02:44:30.519234] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:30.519298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:30.520943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:30.521429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:30.631162] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 2.14% | Symbol ETA: 2.7s | Global ETA: 39m 2s [2025-11-22T02:44:30.632053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:30.632114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:30.636916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:30.664575] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.64%, Actual: 3.55% [2025-11-22T02:44:30.680812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:30.681815] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:44:30.682539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:30.778828] [INFO ] [main ] BFLY: Lookback Days: 10, Magnitude: 6.10% | Symbol ETA: 0.6s | Global ETA: 39m 2s [2025-11-22T02:44:30.779751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:30.779813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:30.781456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:30.781974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:30.782749] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:44:30.783362] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:44:30.789327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:30.833447] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 1.73% [2025-11-22T02:44:31.018281] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.07%, Actual: 1.75% [2025-11-22T02:44:31.104681] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 6m 29s | Global ETA: 39m 2s [2025-11-22T02:44:31.105991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:31.106050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:31.107707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:31.108192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:31.193737] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -6.15%, Actual: 3.19% [2025-11-22T02:44:31.194030] [INFO ] [main ] AI: Magnitude Forecast Confidence: 31.1827% [2025-11-22T02:44:31.194114] [INFO ] [main ] AI: DISCARDED add_prior_day_tail_pressure (score: 31.18%) [2025-11-22T02:44:31.194157] [INFO ] [main ] AI: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:44:31.194188] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_prior_mag_lag'] [2025-11-22T02:44:31.194222] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:31.210306] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:31.211570] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:31.211630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:31.216409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:31.217220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:31.218736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:31.356712] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 2.0s | Global ETA: 39m 2s [2025-11-22T02:44:31.399567] [INFO ] [main ] BFLY: Lookback Days: 11, Magnitude: -4.12% | Symbol ETA: 0.0s | Global ETA: 39m 3s [2025-11-22T02:44:31.523327] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 3.24% [2025-11-22T02:44:31.567745] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 17.65%, Actual: 1.97% [2025-11-22T02:44:31.689800] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.42%, Actual: 3.40% [2025-11-22T02:44:31.699630] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 6m 28s | Global ETA: 39m 3s [2025-11-22T02:44:31.700537] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:31.700597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:31.702263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:31.702799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:31.743934] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 1.79% [2025-11-22T02:44:31.831031] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.68% | Symbol ETA: 9.8s | Global ETA: 39m 3s [2025-11-22T02:44:31.831927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:31.831987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:31.836678] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:31.837457] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:31.838938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:31.856666] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 2.38% [2025-11-22T02:44:31.913386] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -8.99%, Actual: 21.96% [2025-11-22T02:44:32.029712] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 0.63% [2025-11-22T02:44:32.080838] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 15.40%, Actual: 1.81% [2025-11-22T02:44:32.210185] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.16%, Actual: 0.14% [2025-11-22T02:44:32.246289] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.81%, Actual: 8.20% [2025-11-22T02:44:32.295527] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.49% | Symbol ETA: 6m 27s | Global ETA: 39m 3s [2025-11-22T02:44:32.380848] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 1.86% [2025-11-22T02:44:32.411066] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -3.59%, Actual: 1.07% [2025-11-22T02:44:32.442123] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.74% | Symbol ETA: 9.2s | Global ETA: 39m 3s [2025-11-22T02:44:32.445118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:32.445178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:32.451768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:32.452541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:32.454049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:32.471845] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 55.18%, Actual: 0.02% [2025-11-22T02:44:32.550690] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.85%, Actual: 1.41% [2025-11-22T02:44:32.576822] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 3.69%, Actual: 6.24% [2025-11-22T02:44:32.648439] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.74%, Actual: 0.09% [2025-11-22T02:44:32.722251] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 0.21% [2025-11-22T02:44:32.764802] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 0.54% [2025-11-22T02:44:32.824127] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 77.96% [2025-11-22T02:44:32.887760] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 2.14%, Actual: 1.22% [2025-11-22T02:44:32.935963] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 6.10%, Actual: 4.55% [2025-11-22T02:44:33.000966] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.55%, Actual: 3.99% [2025-11-22T02:44:33.055749] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 2.99% [2025-11-22T02:44:33.055959] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 35.6437% [2025-11-22T02:44:33.056721] [INFO ] [main ] KNSL: DISCARDED add_sma_ratio (score: 35.64%) [2025-11-22T02:44:33.056769] [INFO ] [main ] KNSL: Testing feature 45/53: add_true_range [2025-11-22T02:44:33.056801] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_true_range'] [2025-11-22T02:44:33.056836] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:33.060877] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 8.5s | Global ETA: 39m 3s [2025-11-22T02:44:33.061791] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:33.061852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:33.066609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:33.067474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:33.069012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:33.071894] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:33.073531] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:33.073593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:33.078398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:33.102253] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.12%, Actual: 3.47% [2025-11-22T02:44:33.102459] [INFO ] [main ] BFLY: Magnitude Forecast Confidence: 45.9753% [2025-11-22T02:44:33.102565] [INFO ] [main ] BFLY: DISCARDED add_vwap_deviations (score: 45.98%) [2025-11-22T02:44:33.102607] [INFO ] [main ] BFLY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:44:33.102639] [INFO ] [main ] BFLY: Best accuracy: 51.48% [2025-11-22T02:44:33.102695] [INFO ] [main ] BFLY: Best feature set (4 features): ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment', 'add_prev_close_to_1100'] [2025-11-22T02:44:33.102725] [INFO ] [main ] BFLY: Improvement over baseline: 7.26% [2025-11-22T02:44:33.102752] [INFO ] [main ] BFLY: Total time: 6.7 minutes [2025-11-22T02:44:33.102777] [INFO ] [main ] BFLY: Average time per feature: 7.7 seconds [2025-11-22T02:44:33.102805] [INFO ] [main ] BFLY: Average speed: 0.13 features/sec [2025-11-22T02:44:33.121594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:33.122487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:33.124206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:33.177483] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 4.11%, Actual: 3.27% [2025-11-22T02:44:33.268493] [DEBUG] [METRICS ] BFLY: 2025-11-20:2025-11-21: Predicted: 13.76%, Actual: 1.97% [2025-11-22T02:44:33.346414] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 4.61% [2025-11-22T02:44:33.435515] [DEBUG] [METRICS ] BFLY: 2025-11-19:2025-11-20: Predicted: 4.33%, Actual: 1.79% [2025-11-22T02:44:33.516021] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.58%, Actual: 1.43% [2025-11-22T02:44:33.602977] [DEBUG] [METRICS ] BFLY: 2025-11-18:2025-11-19: Predicted: -10.56%, Actual: 21.96% [2025-11-22T02:44:33.675945] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.57% | Symbol ETA: 7.9s | Global ETA: 39m 4s [2025-11-22T02:44:33.676840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:33.676900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:33.681607] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:33.682386] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:33.683858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:33.687573] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 2.71% [2025-11-22T02:44:33.769209] [DEBUG] [METRICS ] BFLY: 2025-11-17:2025-11-18: Predicted: 8.74%, Actual: 1.81% [2025-11-22T02:44:33.831615] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.27% | Symbol ETA: 8.5s | Global ETA: 39m 4s [2025-11-22T02:44:33.832579] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:33.832664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:33.837674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:33.857424] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.82%, Actual: 3.72% [2025-11-22T02:44:33.885680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:33.886704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:33.888728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:33.936746] [DEBUG] [METRICS ] BFLY: 2025-11-14:2025-11-17: Predicted: -4.68%, Actual: 8.20% [2025-11-22T02:44:34.030020] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.49%, Actual: 7.34% [2025-11-22T02:44:34.030575] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 30.0181% [2025-11-22T02:44:34.030677] [INFO ] [main ] SEMR: KEPT add_atr (score: 30.02%) [2025-11-22T02:44:34.030721] [INFO ] [main ] SEMR: Testing feature 3/53: add_atr_10 [2025-11-22T02:44:34.030754] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:44:34.030790] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:34.043233] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:34.044555] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:34.044616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:34.046317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:34.046861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:34.047295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:34.103776] [DEBUG] [METRICS ] BFLY: 2025-11-13:2025-11-14: Predicted: -4.45%, Actual: 1.07% [2025-11-22T02:44:34.275546] [DEBUG] [METRICS ] BFLY: 2025-11-12:2025-11-13: Predicted: 6.46%, Actual: 6.24% [2025-11-22T02:44:34.292222] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 2.93% | Symbol ETA: 7.3s | Global ETA: 39m 4s [2025-11-22T02:44:34.293130] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:34.293191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:34.297948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:34.298774] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:34.300252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:34.442372] [DEBUG] [METRICS ] BFLY: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 0.54% [2025-11-22T02:44:34.584827] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.85% | Symbol ETA: 7.7s | Global ETA: 39m 4s [2025-11-22T02:44:34.585751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:34.585814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:34.590703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:34.609244] [DEBUG] [METRICS ] BFLY: 2025-11-10:2025-11-11: Predicted: 3.96%, Actual: 4.55% [2025-11-22T02:44:34.636064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:34.637009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:34.638770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:34.642289] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.64% | Symbol ETA: 3m 15s | Global ETA: 39m 4s [2025-11-22T02:44:34.643194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:34.643255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:34.644932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:34.645427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:34.645877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:34.776515] [DEBUG] [METRICS ] BFLY: 2025-11-07:2025-11-10: Predicted: -4.40%, Actual: 3.47% [2025-11-22T02:44:34.777206] [INFO ] [LOCAL ] Saved configuration for BFLY: 4 features, 51.48% accuracy -> ./output/feature-sets/BFLY.json [2025-11-22T02:44:34.779220] [INFO ] [main ] Progress: 38/57 symbols completed (66.7%). BFLY finished in 6m 51s. ETA: 36m 9s. Rate: 0.53 symbols/min [2025-11-22T02:44:34.782013] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:44:34.795691] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:34.796183] [INFO ] [main ] GSK: Testing with 53 available features [2025-11-22T02:44:34.796230] [INFO ] [main ] GSK: Establishing baseline with no features... [2025-11-22T02:44:34.796265] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:44:34.810625] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:34.812530] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:34.903251] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.93% | Symbol ETA: 6.7s | Global ETA: 36m 9s [2025-11-22T02:44:34.904143] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:34.904205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:34.908919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:34.909696] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:34.911133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:35.225251] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 3m 15s | Global ETA: 36m 9s [2025-11-22T02:44:35.226147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:35.226216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:35.227880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:35.228352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:35.228807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:35.336591] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.80% | Symbol ETA: 6.9s | Global ETA: 36m 9s [2025-11-22T02:44:35.337780] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:35.337849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:35.342941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:35.390659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:35.391591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:35.393470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:35.416054] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -1.33% [2025-11-22T02:44:35.417040] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:35.513535] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 9.69% | Symbol ETA: 6.1s | Global ETA: 36m 9s [2025-11-22T02:44:35.514420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:35.514481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:35.519199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:35.520027] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:35.521506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:35.809379] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 3m 14s | Global ETA: 36m 9s [2025-11-22T02:44:35.810267] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:35.810362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:35.812005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:35.812482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:35.812930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.033154] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 1.99% [2025-11-22T02:44:36.034136] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:36.101527] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 3.23% | Symbol ETA: 6.2s | Global ETA: 36m 9s [2025-11-22T02:44:36.102411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:36.102472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:36.107227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:36.126518] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.42% | Symbol ETA: 5.5s | Global ETA: 36m 9s [2025-11-22T02:44:36.127430] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:36.127492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:36.132204] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:36.133000] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:36.134438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.150997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:36.151836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:36.153504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.397230] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.84% | Symbol ETA: 3m 14s | Global ETA: 36m 9s [2025-11-22T02:44:36.398148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:36.398209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:36.399842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:36.400326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:36.400783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.644343] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.92% [2025-11-22T02:44:36.645255] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:36.739936] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.49% | Symbol ETA: 4.8s | Global ETA: 36m 9s [2025-11-22T02:44:36.740795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:36.740857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:36.745743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:36.746526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:44:36.748003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.850011] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 5.4s | Global ETA: 36m 10s [2025-11-22T02:44:36.850908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:36.850969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:36.855720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:36.898431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:36.899276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:36.900981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:36.974190] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 3m 13s | Global ETA: 36m 10s [2025-11-22T02:44:36.975113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:36.975175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:36.976864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:36.977368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:36.977831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:37.231064] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.50% [2025-11-22T02:44:37.232035] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:37.348087] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 4.2s | Global ETA: 36m 10s [2025-11-22T02:44:37.513815] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.68%, Actual: 7.01% [2025-11-22T02:44:37.567110] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.28% | Symbol ETA: 3m 12s | Global ETA: 36m 10s [2025-11-22T02:44:37.568076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:37.568138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:37.569818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:37.570312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:37.570766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:37.583763] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 4.7s | Global ETA: 36m 10s [2025-11-22T02:44:37.584683] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:37.584745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:37.589686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:37.634608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:37.635456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:37.637183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:37.678871] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.74%, Actual: 1.94% [2025-11-22T02:44:37.847386] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.39% [2025-11-22T02:44:37.880431] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.00% [2025-11-22T02:44:37.881394] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:38.013245] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.57%, Actual: 1.45% [2025-11-22T02:44:38.148541] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.34% | Symbol ETA: 3m 12s | Global ETA: 36m 10s [2025-11-22T02:44:38.149444] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:38.149518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:38.151160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:38.151632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:38.152089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:38.177480] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 2.93%, Actual: 4.02% [2025-11-22T02:44:38.323160] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 3.9s | Global ETA: 36m 10s [2025-11-22T02:44:38.324073] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:38.324135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:38.328934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:38.342789] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.93%, Actual: 0.02% [2025-11-22T02:44:38.373057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:38.374003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:38.375787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:38.490085] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.14% [2025-11-22T02:44:38.491012] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:38.510694] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 9.69%, Actual: 3.55% [2025-11-22T02:44:38.675508] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.42%, Actual: 1.73% [2025-11-22T02:44:38.733766] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.02% | Symbol ETA: 3m 11s | Global ETA: 36m 10s [2025-11-22T02:44:38.735094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:38.735156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:38.736894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:38.737434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:38.737930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:38.845172] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.49%, Actual: 1.75% [2025-11-22T02:44:39.009239] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 3.19% [2025-11-22T02:44:39.009391] [INFO ] [main ] AI: Magnitude Forecast Confidence: 41.8054% [2025-11-22T02:44:39.009470] [INFO ] [main ] AI: DISCARDED add_prior_mag_lag (score: 41.81%) [2025-11-22T02:44:39.009512] [INFO ] [main ] AI: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:44:39.009542] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_overlap_v_prior_day'] [2025-11-22T02:44:39.009577] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:39.024076] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:39.025321] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:39.025382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:39.030161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:39.030974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:39.033227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:39.075430] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 3.2s | Global ETA: 36m 11s [2025-11-22T02:44:39.076351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:39.076415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:39.081379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:39.089097] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 2.13% [2025-11-22T02:44:39.090054] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:39.127959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:39.129037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:39.130922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:39.334507] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 3.60% | Symbol ETA: 3m 11s | Global ETA: 36m 11s [2025-11-22T02:44:39.335438] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:39.335502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:39.337224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:39.337808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:39.338264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:39.639946] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 9.3s | Global ETA: 36m 11s [2025-11-22T02:44:39.640856] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:39.640918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:39.645609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:39.646395] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:39.648682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:39.682358] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.70% [2025-11-22T02:44:39.683320] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:39.801034] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.03% | Symbol ETA: 2.4s | Global ETA: 36m 11s [2025-11-22T02:44:39.801925] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:39.801986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:39.806723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:39.849757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:39.850581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:39.852344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:39.945762] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 3m 10s | Global ETA: 36m 11s [2025-11-22T02:44:40.116736] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.64%, Actual: 0.02% [2025-11-22T02:44:40.253186] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 8.7s | Global ETA: 36m 11s [2025-11-22T02:44:40.254082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:40.254144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:40.258886] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:40.259675] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:40.261924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:40.279764] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.62% [2025-11-22T02:44:40.280838] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:44:40.282818] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 0.09% [2025-11-22T02:44:40.449665] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 77.96% [2025-11-22T02:44:40.544151] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.06% | Symbol ETA: 1.7s | Global ETA: 36m 11s [2025-11-22T02:44:40.616925] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.84%, Actual: 3.99% [2025-11-22T02:44:40.711141] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.27%, Actual: 3.24% [2025-11-22T02:44:40.785556] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 3.27% [2025-11-22T02:44:40.868229] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 8.1s | Global ETA: 36m 12s [2025-11-22T02:44:40.869123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:40.869185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:40.874050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:40.874845] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:40.877185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:40.890521] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 3.40% [2025-11-22T02:44:40.895628] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.83% [2025-11-22T02:44:40.951277] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.28%, Actual: 4.61% [2025-11-22T02:44:41.059200] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.80%, Actual: 2.38% [2025-11-22T02:44:41.070537] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 1.38% [2025-11-22T02:44:41.122913] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.34%, Actual: 1.43% [2025-11-22T02:44:41.226814] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 3.23%, Actual: 0.63% [2025-11-22T02:44:41.241733] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 1.10% [2025-11-22T02:44:41.294308] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 2.71% [2025-11-22T02:44:41.393070] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.14% [2025-11-22T02:44:41.411601] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 0.83% [2025-11-22T02:44:41.462277] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 3.60%, Actual: 3.72% [2025-11-22T02:44:41.480062] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.85% | Symbol ETA: 7.5s | Global ETA: 36m 12s [2025-11-22T02:44:41.481453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:41.481513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:41.486285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:41.487078] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:41.489356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:41.559633] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 1.86% [2025-11-22T02:44:41.578053] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 1.16% [2025-11-22T02:44:41.631314] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.68%, Actual: 7.34% [2025-11-22T02:44:41.631521] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 31.6815% [2025-11-22T02:44:41.631601] [INFO ] [main ] SEMR: KEPT add_atr_10 (score: 31.68%) [2025-11-22T02:44:41.631661] [INFO ] [main ] SEMR: Testing feature 4/53: add_atr_5 [2025-11-22T02:44:41.631697] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:44:41.631733] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:41.644154] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:41.645626] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:41.645705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:41.647390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:41.647918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:41.648351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:41.648766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:41.726638] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 1.41% [2025-11-22T02:44:41.745206] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.75% [2025-11-22T02:44:41.894377] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 0.21% [2025-11-22T02:44:41.915908] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.53% [2025-11-22T02:44:42.064753] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.03%, Actual: 1.22% [2025-11-22T02:44:42.083482] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 2.13%, Actual: 1.15% [2025-11-22T02:44:42.095423] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 5.29% | Symbol ETA: 6.9s | Global ETA: 36m 12s [2025-11-22T02:44:42.096310] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:42.096372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:42.101101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:42.101881] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:42.104114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.235944] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.06%, Actual: 2.99% [2025-11-22T02:44:42.236173] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 42.4797% [2025-11-22T02:44:42.236276] [INFO ] [main ] KNSL: DISCARDED add_true_range (score: 42.48%) [2025-11-22T02:44:42.236341] [INFO ] [main ] KNSL: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:44:42.236377] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_vol_of_vol'] [2025-11-22T02:44:42.236414] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:42.247490] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.64% | Symbol ETA: 2m 10s | Global ETA: 36m 12s [2025-11-22T02:44:42.248406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:42.248468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:42.250148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:42.250632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:42.250733] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.70%, Actual: 0.65% [2025-11-22T02:44:42.251086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:42.251198] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:42.251473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.252718] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:42.252781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:42.257846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:42.303109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:42.303996] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:42.305184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.417128] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.62%, Actual: 3.38% [2025-11-22T02:44:42.583164] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 0.03% [2025-11-22T02:44:42.583356] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 41.5995% [2025-11-22T02:44:42.583404] [INFO ] [main ] GSK: Baseline score (no features): 41.5995% [2025-11-22T02:44:42.583442] [INFO ] [main ] GSK: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:42.583473] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:44:42.583507] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:44:42.596039] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:42.597293] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:42.597379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:42.602151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.706163] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 2.07% | Symbol ETA: 6.3s | Global ETA: 36m 12s [2025-11-22T02:44:42.707079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:42.707141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:42.711930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:42.712710] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:42.717089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.849022] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.01% | Symbol ETA: 2m 9s | Global ETA: 36m 13s [2025-11-22T02:44:42.849957] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:42.850021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:42.851731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:42.852206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:42.852663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:42.853052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:42.997188] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.05% | Symbol ETA: 8.1s | Global ETA: 36m 13s [2025-11-22T02:44:42.998103] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:42.998165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.002967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:43.047176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:43.048270] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:43.049443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.193130] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 5m 15s | Global ETA: 36m 13s [2025-11-22T02:44:43.194021] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:43.194081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.198858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.321021] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 10.07% | Symbol ETA: 5.6s | Global ETA: 36m 13s [2025-11-22T02:44:43.321920] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:43.321980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.326713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:43.327492] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:43.329737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.432335] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 2m 8s | Global ETA: 36m 13s [2025-11-22T02:44:43.433247] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:43.433308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:43.434971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:43.435454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:43.435930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:43.436312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.727088] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.47% | Symbol ETA: 7.3s | Global ETA: 36m 13s [2025-11-22T02:44:43.728009] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:43.728070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.732816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:43.776849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:43.777823] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:43.778940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.799350] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 5m 17s | Global ETA: 36m 13s [2025-11-22T02:44:43.800273] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:43.800332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.805060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:43.936459] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 3.20% | Symbol ETA: 5.0s | Global ETA: 36m 13s [2025-11-22T02:44:43.937360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:43.937424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:43.942161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:43.942954] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:43.945188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:44.016522] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.84% | Symbol ETA: 2m 8s | Global ETA: 36m 13s [2025-11-22T02:44:44.017445] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:44.017506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:44.019506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:44.020047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:44.020479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:44.020897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:44.439125] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 5m 24s | Global ETA: 36m 13s [2025-11-22T02:44:44.440090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:44.440152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:44.445926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:44.452199] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 6.6s | Global ETA: 36m 13s [2025-11-22T02:44:44.453069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:44.453129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:44.457878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:44.501387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:44.502675] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:44.503794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:44.556338] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 9.40% | Symbol ETA: 4.4s | Global ETA: 36m 13s [2025-11-22T02:44:44.557218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:44.557279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:44.562127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:44.562919] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:44:44.565163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:44.622403] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 2m 7s | Global ETA: 36m 13s [2025-11-22T02:44:44.623282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:44.623361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:44.625002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:44.625472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:44.625929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:44.626314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.052494] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.58% | Symbol ETA: 5m 23s | Global ETA: 36m 14s [2025-11-22T02:44:45.053427] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:45.053490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:45.058528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.171619] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.20% | Symbol ETA: 3.8s | Global ETA: 36m 14s [2025-11-22T02:44:45.199373] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.28% | Symbol ETA: 2m 7s | Global ETA: 36m 14s [2025-11-22T02:44:45.200289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:45.200350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:45.201987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:45.202457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:45.202913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:45.203296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.232493] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 5.9s | Global ETA: 36m 14s [2025-11-22T02:44:45.233386] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:45.233447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:45.238232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:45.282580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:45.283532] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:45.284768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.338878] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 7.01% [2025-11-22T02:44:45.508324] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 1.94% [2025-11-22T02:44:45.665771] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 5m 22s | Global ETA: 36m 14s [2025-11-22T02:44:45.666626] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:45.666709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:45.671518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.675547] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 0.39% [2025-11-22T02:44:45.775814] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.34% | Symbol ETA: 2m 6s | Global ETA: 36m 14s [2025-11-22T02:44:45.776699] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:45.776760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:45.778398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:45.778896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:45.779331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:45.779737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:45.842818] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.85%, Actual: 1.45% [2025-11-22T02:44:45.967089] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 5.1s | Global ETA: 36m 14s [2025-11-22T02:44:45.968026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:45.968129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:45.972940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:46.017288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:46.018226] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:46.019350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.020617] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 5.29%, Actual: 4.02% [2025-11-22T02:44:46.208534] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 2.07%, Actual: 0.02% [2025-11-22T02:44:46.275199] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.27% | Symbol ETA: 5m 21s | Global ETA: 36m 14s [2025-11-22T02:44:46.276092] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:46.276152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:46.280890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.367838] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.02% | Symbol ETA: 2m 5s | Global ETA: 36m 14s [2025-11-22T02:44:46.368741] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:46.368802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:46.370426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:46.370929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:46.371362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:46.371763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.375220] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 10.07%, Actual: 3.55% [2025-11-22T02:44:46.540294] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 3.20%, Actual: 1.73% [2025-11-22T02:44:46.705912] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 9.40%, Actual: 1.75% [2025-11-22T02:44:46.711169] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 1.78% | Symbol ETA: 4.4s | Global ETA: 36m 14s [2025-11-22T02:44:46.712110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:46.712176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:46.717128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:46.762248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:46.763116] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:46.764233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.871922] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.20%, Actual: 3.19% [2025-11-22T02:44:46.872118] [INFO ] [main ] AI: Magnitude Forecast Confidence: 39.7735% [2025-11-22T02:44:46.872197] [INFO ] [main ] AI: DISCARDED add_range_overlap_v_prior_day (score: 39.77%) [2025-11-22T02:44:46.872242] [INFO ] [main ] AI: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:44:46.872275] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_volume_efficiency'] [2025-11-22T02:44:46.872310] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:46.886968] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:46.888269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:46.888331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:46.889357] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 5m 21s | Global ETA: 36m 15s [2025-11-22T02:44:46.890228] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:46.890304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:46.893086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:46.893899] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:46.895001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.895899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:46.954962] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 3.60% | Symbol ETA: 2m 5s | Global ETA: 36m 15s [2025-11-22T02:44:46.955873] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:46.955933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:46.957576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:46.958103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:46.958528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:46.958933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:47.448444] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 1.53% | Symbol ETA: 3.7s | Global ETA: 36m 15s [2025-11-22T02:44:47.449360] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:47.449422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:47.454385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:47.478742] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.58% | Symbol ETA: 5m 19s | Global ETA: 36m 15s [2025-11-22T02:44:47.479689] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:47.479764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:47.484720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:47.496937] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 9.0s | Global ETA: 36m 15s [2025-11-22T02:44:47.497852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:47.497913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:47.499346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:47.500337] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:47.501496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:47.502664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:47.503429] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:47.505436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:47.530907] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 2m 4s | Global ETA: 36m 15s [2025-11-22T02:44:47.697270] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.64%, Actual: 0.02% [2025-11-22T02:44:47.864310] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.01%, Actual: 0.09% [2025-11-22T02:44:48.030066] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 77.96% [2025-11-22T02:44:48.084770] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 5m 18s | Global ETA: 36m 15s [2025-11-22T02:44:48.085694] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:44:48.085755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:48.090731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:48.108325] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -1.13% | Symbol ETA: 8.4s | Global ETA: 36m 15s [2025-11-22T02:44:48.109213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:48.109290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:48.114044] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:48.114835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:48.116836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:48.190154] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 2.9s | Global ETA: 36m 15s [2025-11-22T02:44:48.191066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:48.191136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:48.195901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:48.200667] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.84%, Actual: 3.99% [2025-11-22T02:44:48.238802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:48.239604] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:48.240712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:48.369268] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 3.27% [2025-11-22T02:44:48.540927] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.28%, Actual: 4.61% [2025-11-22T02:44:48.691925] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 5m 17s | Global ETA: 36m 15s [2025-11-22T02:44:48.711910] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.34%, Actual: 1.43% [2025-11-22T02:44:48.725438] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.58% | Symbol ETA: 7.8s | Global ETA: 36m 15s [2025-11-22T02:44:48.726325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:48.726387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:48.731141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:48.731938] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:48.733926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:48.857272] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 1.38% [2025-11-22T02:44:48.883803] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.02%, Actual: 2.71% [2025-11-22T02:44:48.909938] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 2.2s | Global ETA: 36m 16s [2025-11-22T02:44:48.910834] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:48.910897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:48.915627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:48.958737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:48.959680] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:44:48.960887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:49.024039] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 1.10% [2025-11-22T02:44:49.060365] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 3.60%, Actual: 3.72% [2025-11-22T02:44:49.190081] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 0.83% [2025-11-22T02:44:49.234948] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.68%, Actual: 7.34% [2025-11-22T02:44:49.235149] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 31.6815% [2025-11-22T02:44:49.235230] [INFO ] [main ] SEMR: KEPT add_atr_5 (score: 31.68%) [2025-11-22T02:44:49.235271] [INFO ] [main ] SEMR: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:44:49.235323] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:44:49.235359] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:49.247701] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:49.249123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:49.249184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:49.251212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:49.251731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:49.252166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:49.252563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:49.253329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:49.341136] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -3.66% | Symbol ETA: 7.2s | Global ETA: 36m 16s [2025-11-22T02:44:49.342022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:49.342083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:49.346951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:49.347798] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:49.349809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:49.356707] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 1.16% [2025-11-22T02:44:49.523282] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.75% [2025-11-22T02:44:49.642509] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.65% | Symbol ETA: 1.4s | Global ETA: 36m 16s [2025-11-22T02:44:49.693089] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.27%, Actual: 1.53% [2025-11-22T02:44:49.811105] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.05%, Actual: 3.24% [2025-11-22T02:44:49.860338] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 1.15% [2025-11-22T02:44:49.861138] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.90% | Symbol ETA: 1m 37s | Global ETA: 36m 16s [2025-11-22T02:44:49.862113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:49.862176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:49.863858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:49.864357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:49.864808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:49.865191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:49.865960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:49.963326] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.34% | Symbol ETA: 6.6s | Global ETA: 36m 16s [2025-11-22T02:44:49.964183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:49.964245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:49.969009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:49.969825] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:49.971826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:50.003834] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.47%, Actual: 3.40% [2025-11-22T02:44:50.034406] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.58%, Actual: 0.65% [2025-11-22T02:44:50.172140] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 2.38% [2025-11-22T02:44:50.201100] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 3.38% [2025-11-22T02:44:50.340972] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.63% [2025-11-22T02:44:50.369906] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 0.03% [2025-11-22T02:44:50.370111] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.1301% [2025-11-22T02:44:50.370163] [INFO ] [main ] GSK: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.13%) [2025-11-22T02:44:50.370200] [INFO ] [main ] GSK: Testing feature 2/53: add_atr [2025-11-22T02:44:50.370232] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:44:50.370266] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:44:50.383741] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:50.385186] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:50.385246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:50.386936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:50.387473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:50.460491] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 1m 36s | Global ETA: 36m 16s [2025-11-22T02:44:50.461434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:50.461498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:50.463267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:50.463839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:50.464294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:50.464719] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:50.465493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:50.508218] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.14% [2025-11-22T02:44:50.579464] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.18% | Symbol ETA: 6.0s | Global ETA: 36m 16s [2025-11-22T02:44:50.580341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:50.580402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:50.585151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:50.585948] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:50.588034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:50.673832] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 1.78%, Actual: 1.86% [2025-11-22T02:44:50.841469] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 1.53%, Actual: 1.41% [2025-11-22T02:44:50.981970] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 6m 42s | Global ETA: 36m 17s [2025-11-22T02:44:50.982866] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:50.982925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:50.984927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:50.985395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.008974] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 0.21% [2025-11-22T02:44:51.056932] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 1m 35s | Global ETA: 36m 17s [2025-11-22T02:44:51.057942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:51.058009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:51.059757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:51.060277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:51.060785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:51.061190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:51.061994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.174697] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 1.22% [2025-11-22T02:44:51.190077] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.47% | Symbol ETA: 5.3s | Global ETA: 36m 17s [2025-11-22T02:44:51.190962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:51.191023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:51.195810] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:51.196569] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:51.198574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.342344] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.65%, Actual: 2.99% [2025-11-22T02:44:51.342900] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 48.7907% [2025-11-22T02:44:51.342987] [INFO ] [main ] KNSL: DISCARDED add_vol_of_vol (score: 48.79%) [2025-11-22T02:44:51.343032] [INFO ] [main ] KNSL: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:44:51.343062] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_volatility_decay_ratio'] [2025-11-22T02:44:51.343097] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:44:51.357441] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:51.358711] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:51.358777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:51.363554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:51.407229] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:51.408107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:51.409267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.579668] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 2.68% | Symbol ETA: 6m 42s | Global ETA: 36m 17s [2025-11-22T02:44:51.580538] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:51.580598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:51.582258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:51.582763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.671452] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.30% | Symbol ETA: 1m 35s | Global ETA: 36m 17s [2025-11-22T02:44:51.672376] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:51.672440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:51.674215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:51.674762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:51.675214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:51.675616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:51.676456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:51.806252] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 4.7s | Global ETA: 36m 17s [2025-11-22T02:44:51.807343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:51.807405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:51.812692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:51.813469] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:51.815624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.080569] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -2.61% | Symbol ETA: 7.7s | Global ETA: 36m 17s [2025-11-22T02:44:52.081451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:52.081513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:52.086295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:52.130614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:52.131448] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:52.132567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.177538] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 6m 41s | Global ETA: 36m 17s [2025-11-22T02:44:52.178452] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:52.178511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:52.180186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:52.180701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.293237] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 1m 34s | Global ETA: 36m 17s [2025-11-22T02:44:52.294351] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:52.294413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:52.296163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:52.296683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:52.297376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:52.297798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:52.298791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.427033] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.85% | Symbol ETA: 4.1s | Global ETA: 36m 17s [2025-11-22T02:44:52.427959] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:52.428019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:52.433292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:52.434110] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:44:52.436352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.792585] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 6m 41s | Global ETA: 36m 18s [2025-11-22T02:44:52.793523] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:52.793583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:52.795240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:52.795760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.835522] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 7.1s | Global ETA: 36m 18s [2025-11-22T02:44:52.836408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:52.836469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:52.841191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:52.884737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:52.885532] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:52.886665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:52.911634] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.72% | Symbol ETA: 1m 34s | Global ETA: 36m 18s [2025-11-22T02:44:52.912555] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:52.912618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:52.914266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:52.914775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:52.915205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:52.915584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:52.916491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:53.042935] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.96% | Symbol ETA: 3.5s | Global ETA: 36m 18s [2025-11-22T02:44:53.208873] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 7.01% [2025-11-22T02:44:53.372695] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -1.13%, Actual: 1.94% [2025-11-22T02:44:53.394993] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 6m 40s | Global ETA: 36m 18s [2025-11-22T02:44:53.395914] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:53.395974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:53.397665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:53.398161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:53.510913] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.39% | Symbol ETA: 1m 33s | Global ETA: 36m 18s [2025-11-22T02:44:53.511876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:53.511940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:53.513749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:53.514361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:53.515235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:53.515668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:53.516466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:53.542000] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.58%, Actual: 0.39% [2025-11-22T02:44:53.578482] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 6.4s | Global ETA: 36m 18s [2025-11-22T02:44:53.579402] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:53.579464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:53.584372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:53.629418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:53.630434] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:53.631635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:53.707972] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -3.66%, Actual: 1.45% [2025-11-22T02:44:53.872484] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.34%, Actual: 4.02% [2025-11-22T02:44:53.995818] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 6m 40s | Global ETA: 36m 18s [2025-11-22T02:44:53.996752] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:53.996814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:53.998567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:53.999297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:54.038225] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.18%, Actual: 0.02% [2025-11-22T02:44:54.111467] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 1m 32s | Global ETA: 36m 18s [2025-11-22T02:44:54.112586] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:54.112666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:54.114296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:54.114807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:54.115237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:54.115618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:54.116378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:54.205244] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.47%, Actual: 3.55% [2025-11-22T02:44:54.320050] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 5.6s | Global ETA: 36m 18s [2025-11-22T02:44:54.320942] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:54.321004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:54.325739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:54.372287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:54.373221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:54.374370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:54.372886] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.73% [2025-11-22T02:44:54.542267] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.85%, Actual: 1.75% [2025-11-22T02:44:54.616348] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 6m 39s | Global ETA: 36m 18s [2025-11-22T02:44:54.617246] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:54.617304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:54.618998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:54.619470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:54.699951] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 4.65% | Symbol ETA: 1m 32s | Global ETA: 36m 18s [2025-11-22T02:44:54.700845] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:44:54.700907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:54.702522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:54.703033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:54.703464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:54.703869] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:54.704605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:54.713609] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.96%, Actual: 3.19% [2025-11-22T02:44:54.713854] [INFO ] [main ] AI: Magnitude Forecast Confidence: 32.6917% [2025-11-22T02:44:54.713956] [INFO ] [main ] AI: DISCARDED add_range_volume_efficiency (score: 32.69%) [2025-11-22T02:44:54.714002] [INFO ] [main ] AI: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:44:54.714035] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:44:54.714070] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:44:54.730025] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:54.731457] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:54.731526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:54.736593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:54.737537] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:54.741456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.062208] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -2.81% | Symbol ETA: 4.9s | Global ETA: 36m 19s [2025-11-22T02:44:55.063101] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:55.063165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:55.067971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:55.113561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:55.114432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:55.115589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.208867] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 6m 38s | Global ETA: 36m 19s [2025-11-22T02:44:55.209746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:55.209805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:55.211450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:55.211948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.282436] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.24% | Symbol ETA: 1m 31s | Global ETA: 36m 19s [2025-11-22T02:44:55.351286] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -7.00% | Symbol ETA: 8.8s | Global ETA: 36m 19s [2025-11-22T02:44:55.352170] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:55.352230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:55.356955] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:55.357754] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:55.361464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.451850] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.90%, Actual: 0.02% [2025-11-22T02:44:55.619260] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.09% [2025-11-22T02:44:55.789816] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.57%, Actual: 77.96% [2025-11-22T02:44:55.803187] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.46% | Symbol ETA: 6m 38s | Global ETA: 36m 19s [2025-11-22T02:44:55.803238] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.62% | Symbol ETA: 4.2s | Global ETA: 36m 19s [2025-11-22T02:44:55.804136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:55.804145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:55.804197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:55.804206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:55.805898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:55.806381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.809124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:55.854065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:55.854926] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:55.856083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:55.961113] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.30%, Actual: 3.99% [2025-11-22T02:44:55.961442] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 5.02% | Symbol ETA: 8.1s | Global ETA: 36m 19s [2025-11-22T02:44:55.962342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:55.962404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:55.967091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:55.967903] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:55.971585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:56.131414] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 3.27% [2025-11-22T02:44:56.301746] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.72%, Actual: 4.61% [2025-11-22T02:44:56.432361] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 6m 37s | Global ETA: 36m 19s [2025-11-22T02:44:56.468487] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.39%, Actual: 1.43% [2025-11-22T02:44:56.539215] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 3.4s | Global ETA: 36m 19s [2025-11-22T02:44:56.540101] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:56.540163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:56.544914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:56.580799] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 7.5s | Global ETA: 36m 19s [2025-11-22T02:44:56.581780] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:56.581844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:56.586946] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:56.587772] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:56.588751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:56.589576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:56.590721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:56.591746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:56.613594] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 1.38% [2025-11-22T02:44:56.637887] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 2.71% [2025-11-22T02:44:56.779602] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 2.68%, Actual: 1.10% [2025-11-22T02:44:56.806500] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 4.65%, Actual: 3.72% [2025-11-22T02:44:56.944448] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.83% [2025-11-22T02:44:56.985177] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.24%, Actual: 7.34% [2025-11-22T02:44:56.985390] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 35.1047% [2025-11-22T02:44:56.985473] [INFO ] [main ] SEMR: KEPT add_close_to_open_alignment (score: 35.10%) [2025-11-22T02:44:56.985514] [INFO ] [main ] SEMR: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:44:56.985546] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:44:56.985580] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:44:56.997691] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:56.999129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:56.999191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:57.000881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:57.001376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:57.001833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:57.002238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:57.003003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:57.003862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:57.110206] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.16% [2025-11-22T02:44:57.223052] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -8.71% | Symbol ETA: 6.9s | Global ETA: 36m 20s [2025-11-22T02:44:57.223943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:57.224004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:57.228719] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:57.229487] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:57.233277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:57.276081] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.75% [2025-11-22T02:44:57.281835] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -3.15% | Symbol ETA: 2.7s | Global ETA: 36m 20s [2025-11-22T02:44:57.282729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:57.282791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:57.287697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:57.332512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:57.333495] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:57.334697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:57.442520] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 1.53% [2025-11-22T02:44:57.603259] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 57.79% | Symbol ETA: 1m 18s | Global ETA: 36m 20s [2025-11-22T02:44:57.604140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:57.604203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:57.605847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:57.606326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:57.606778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:57.607162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:57.607977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:57.608855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:57.610115] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.89%, Actual: 1.15% [2025-11-22T02:44:57.774886] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.92%, Actual: 0.65% [2025-11-22T02:44:57.852364] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.86% | Symbol ETA: 6.3s | Global ETA: 36m 20s [2025-11-22T02:44:57.853470] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:57.853543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:57.858822] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:57.859630] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:57.863500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:57.939999] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.46%, Actual: 3.38% [2025-11-22T02:44:58.027002] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 1.9s | Global ETA: 36m 20s [2025-11-22T02:44:58.027972] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:44:58.028043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:58.032767] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:44:58.075574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:44:58.076477] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:44:58.077619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.105483] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.03% [2025-11-22T02:44:58.105712] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 38.2548% [2025-11-22T02:44:58.105798] [INFO ] [main ] GSK: DISCARDED add_atr (score: 38.25%) [2025-11-22T02:44:58.105840] [INFO ] [main ] GSK: Testing feature 3/53: add_atr_10 [2025-11-22T02:44:58.105870] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:44:58.105909] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:44:58.119464] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:44:58.120931] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:58.120990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:58.122679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:58.123180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.196056] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 4.68% | Symbol ETA: 1m 18s | Global ETA: 36m 20s [2025-11-22T02:44:58.196942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:58.197007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:58.198716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:58.199210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:58.199669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:58.200066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:58.201201] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:58.202117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.485466] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.83% | Symbol ETA: 5.7s | Global ETA: 36m 20s [2025-11-22T02:44:58.486394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:58.486457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:58.491240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:58.492070] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:58.495957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.711858] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 3m 19s | Global ETA: 36m 20s [2025-11-22T02:44:58.712840] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:58.712902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:58.714576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:58.715088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.749711] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 1.2s | Global ETA: 36m 20s [2025-11-22T02:44:58.796100] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 1m 17s | Global ETA: 36m 21s [2025-11-22T02:44:58.796985] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:58.797049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:58.798756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:58.799230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:58.799678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:58.800062] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:58.800822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:58.801621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:58.914607] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -2.61%, Actual: 3.24% [2025-11-22T02:44:59.084194] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 3.40% [2025-11-22T02:44:59.111185] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.90% | Symbol ETA: 5.1s | Global ETA: 36m 21s [2025-11-22T02:44:59.115760] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:59.115826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:59.121038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:59.121909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:59.126266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:59.255352] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 2.38% [2025-11-22T02:44:59.309056] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.14% | Symbol ETA: 3m 18s | Global ETA: 36m 21s [2025-11-22T02:44:59.309952] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:59.310022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:59.311656] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:59.312132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:59.383783] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.21% | Symbol ETA: 1m 16s | Global ETA: 36m 21s [2025-11-22T02:44:59.384683] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:59.384746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:59.386354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:59.386843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:59.387269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:59.387706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:59.388460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:59.389328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:59.422202] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.55%, Actual: 0.63% [2025-11-22T02:44:59.590835] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -2.81%, Actual: 0.14% [2025-11-22T02:44:59.756453] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.62%, Actual: 1.86% [2025-11-22T02:44:59.778714] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -8.11% | Symbol ETA: 4.4s | Global ETA: 36m 21s [2025-11-22T02:44:59.779597] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:44:59.779681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:44:59.784394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:59.785186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:44:59.789074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:59.901526] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -1.24% | Symbol ETA: 3m 18s | Global ETA: 36m 21s [2025-11-22T02:44:59.902413] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:44:59.902487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:59.904128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:59.904602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:44:59.922895] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 1.41% [2025-11-22T02:44:59.982511] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 1m 16s | Global ETA: 36m 21s [2025-11-22T02:44:59.983396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:44:59.983459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:44:59.985160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:44:59.985676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:44:59.986173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:44:59.986578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:44:59.987409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:44:59.988266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:00.089540] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -3.15%, Actual: 0.21% [2025-11-22T02:45:00.256242] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 1.22% [2025-11-22T02:45:00.422697] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 2.99% [2025-11-22T02:45:00.422930] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 32.6952% [2025-11-22T02:45:00.423040] [INFO ] [main ] KNSL: DISCARDED add_volatility_decay_ratio (score: 32.70%) [2025-11-22T02:45:00.423088] [INFO ] [main ] KNSL: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:45:00.423123] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:45:00.423159] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:00.438165] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:00.439479] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:00.439543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:00.444322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:00.445698] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.78% | Symbol ETA: 3.8s | Global ETA: 36m 21s [2025-11-22T02:45:00.446736] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:00.446800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:00.452818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:00.453860] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:45:00.458799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:00.490232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:00.491237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:00.493074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:00.493575] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:00.494727] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:00.495262] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 3m 17s | Global ETA: 36m 21s [2025-11-22T02:45:00.496117] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:00.496178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:00.496814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:00.497932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:00.498519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:00.582321] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.73% | Symbol ETA: 1m 15s | Global ETA: 36m 21s [2025-11-22T02:45:00.583216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:00.583279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:00.584904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:00.585373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:00.585824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:00.586225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:00.587003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:00.587877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:01.214615] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -6.51% | Symbol ETA: 3.2s | Global ETA: 36m 22s [2025-11-22T02:45:01.272237] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.79% | Symbol ETA: 8.5s | Global ETA: 36m 22s [2025-11-22T02:45:01.273131] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:01.273208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:01.278008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:01.321914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:01.322805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:01.324576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:01.325073] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:01.326163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:01.328203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:01.398096] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -7.00%, Actual: 7.01% [2025-11-22T02:45:01.451462] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 3m 17s | Global ETA: 36m 22s [2025-11-22T02:45:01.452394] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:01.452458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:01.454200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:01.454739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:01.473079] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 1m 15s | Global ETA: 36m 22s [2025-11-22T02:45:01.474012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:01.474078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:01.475867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:01.476373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:01.476839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:01.477238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:01.478072] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:01.478925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:01.594554] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 5.02%, Actual: 1.94% [2025-11-22T02:45:01.789715] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.43%, Actual: 0.39% [2025-11-22T02:45:01.985264] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -8.71%, Actual: 1.45% [2025-11-22T02:45:02.057960] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 2.11% | Symbol ETA: 7.4s | Global ETA: 36m 22s [2025-11-22T02:45:02.059288] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:02.059362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:02.064501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:02.100398] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 3m 16s | Global ETA: 36m 22s [2025-11-22T02:45:02.101358] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:02.101420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.103135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.103632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.116698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:02.117866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.122225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.122837] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:02.123959] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:02.126210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.185213] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 4.02% [2025-11-22T02:45:02.260306] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 1m 14s | Global ETA: 36m 22s [2025-11-22T02:45:02.261199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:02.261263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.262910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:02.263380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.263834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:02.264225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:02.264992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:02.265819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.379358] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.83%, Actual: 0.02% [2025-11-22T02:45:02.569540] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.90%, Actual: 3.55% [2025-11-22T02:45:02.735530] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 3m 15s | Global ETA: 36m 22s [2025-11-22T02:45:02.736672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:02.736736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.738696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.739360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.803519] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -8.11%, Actual: 1.73% [2025-11-22T02:45:02.809094] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 6.5s | Global ETA: 36m 23s [2025-11-22T02:45:02.810092] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:02.810157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:02.814992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:02.859337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:02.860420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.862228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.862741] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:02.863881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:02.865885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.945143] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 1m 14s | Global ETA: 36m 23s [2025-11-22T02:45:02.946453] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:02.946518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:02.951736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:02.952228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:02.952690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:02.953089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:02.953870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:02.954710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:02.978298] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.78%, Actual: 1.75% [2025-11-22T02:45:03.151856] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -6.51%, Actual: 3.19% [2025-11-22T02:45:03.152065] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.7315% [2025-11-22T02:45:03.152155] [INFO ] [main ] AI: DISCARDED add_range_volume_efficiency_refinements (score: 35.73%) [2025-11-22T02:45:03.152198] [INFO ] [main ] AI: Testing feature 39/53: add_regime [2025-11-22T02:45:03.152234] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime'] [2025-11-22T02:45:03.152268] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:03.166982] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:03.168489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:03.168551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:03.173351] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:03.174204] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:03.190765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:03.347557] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 3m 15s | Global ETA: 36m 23s [2025-11-22T02:45:03.348456] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:03.348515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:03.350533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:03.351030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:03.539631] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.40% | Symbol ETA: 1m 13s | Global ETA: 36m 23s [2025-11-22T02:45:03.608223] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 5.7s | Global ETA: 36m 23s [2025-11-22T02:45:03.609162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:03.609232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:03.614076] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:03.658901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:03.660059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:03.661832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:03.662341] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:03.663422] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:03.665418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:03.709492] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 57.79%, Actual: 0.02% [2025-11-22T02:45:03.828021] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.11% | Symbol ETA: 9.0s | Global ETA: 36m 23s [2025-11-22T02:45:03.828972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:03.829035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:03.833916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:03.834782] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:03.851671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:03.882222] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 4.68%, Actual: 0.09% [2025-11-22T02:45:03.955601] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.01% | Symbol ETA: 3m 14s | Global ETA: 36m 23s [2025-11-22T02:45:03.956496] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:45:03.956556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:03.958230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:03.958725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:04.049938] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 77.96% [2025-11-22T02:45:04.218085] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.21%, Actual: 3.99% [2025-11-22T02:45:04.375864] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 4.9s | Global ETA: 36m 23s [2025-11-22T02:45:04.376770] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:04.376834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:04.381846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:04.386108] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 3.27% [2025-11-22T02:45:04.428233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:04.429320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:04.431237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:04.431759] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:04.432901] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:04.435046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:04.493802] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -5.25% | Symbol ETA: 8.4s | Global ETA: 36m 23s [2025-11-22T02:45:04.494736] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:04.494800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:04.499724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:04.500614] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:04.517336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:04.552941] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 4.61% [2025-11-22T02:45:04.586109] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.39% | Symbol ETA: 3m 13s | Global ETA: 36m 23s [2025-11-22T02:45:04.718994] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.55%, Actual: 1.43% [2025-11-22T02:45:04.760797] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 1.38% [2025-11-22T02:45:04.885407] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 2.71% [2025-11-22T02:45:04.935837] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.14%, Actual: 1.10% [2025-11-22T02:45:05.051217] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 3.72% [2025-11-22T02:45:05.116101] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -1.24%, Actual: 0.83% [2025-11-22T02:45:05.154477] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 4.1s | Global ETA: 36m 24s [2025-11-22T02:45:05.155823] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:05.155907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:05.156526] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.22% | Symbol ETA: 7.7s | Global ETA: 36m 24s [2025-11-22T02:45:05.157449] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:05.157511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:05.162224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:05.162338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:05.163550] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:05.179980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:05.213299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:05.214518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:05.216489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:05.217097] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:05.218440] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:05.220814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:05.243236] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.40%, Actual: 7.34% [2025-11-22T02:45:05.243448] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 25.2960% [2025-11-22T02:45:05.243502] [INFO ] [main ] SEMR: DISCARDED add_composite_volatility_context (score: 25.30%) [2025-11-22T02:45:05.243540] [INFO ] [main ] SEMR: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:45:05.243572] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T02:45:05.243606] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:05.255378] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:05.256707] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:05.256770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:05.258491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:05.259017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:05.259487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:05.259892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:05.260654] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:05.262968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:05.290636] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.16% [2025-11-22T02:45:05.470345] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.75% [2025-11-22T02:45:05.649084] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 1.53% [2025-11-22T02:45:05.805922] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.09% | Symbol ETA: 7.1s | Global ETA: 36m 24s [2025-11-22T02:45:05.806864] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:05.806925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:05.811838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:05.812664] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:05.824947] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 1.15% [2025-11-22T02:45:05.829876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:05.857599] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 56.55% | Symbol ETA: 1m 9s | Global ETA: 36m 24s [2025-11-22T02:45:05.858487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:05.858550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:05.860226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:05.860717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:05.861155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:05.861539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:05.862299] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:05.864560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:05.955913] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 3.3s | Global ETA: 36m 24s [2025-11-22T02:45:05.956952] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:05.957019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:05.962505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:05.996488] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 0.65% [2025-11-22T02:45:06.013571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:06.014887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:06.017066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:06.017815] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:06.019368] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:06.021604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:06.176567] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.01%, Actual: 3.38% [2025-11-22T02:45:06.354574] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.39%, Actual: 0.03% [2025-11-22T02:45:06.354805] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 47.2104% [2025-11-22T02:45:06.354891] [INFO ] [main ] GSK: KEPT add_atr_10 (score: 47.21%) [2025-11-22T02:45:06.354934] [INFO ] [main ] GSK: Testing feature 4/53: add_atr_5 [2025-11-22T02:45:06.354967] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:45:06.355003] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:06.368996] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:06.370324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:06.370386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:06.372141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:06.372675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:06.373221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:06.449068] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 1m 8s | Global ETA: 36m 24s [2025-11-22T02:45:06.449969] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:06.450033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:06.451701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:06.452184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:06.452618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:06.453020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:06.453809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:06.456095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:06.463166] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -2.43% | Symbol ETA: 6.4s | Global ETA: 36m 24s [2025-11-22T02:45:06.464063] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:06.464126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:06.468899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:06.469739] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:06.485889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:06.738038] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 2.5s | Global ETA: 36m 24s [2025-11-22T02:45:06.738996] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:06.739061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:06.744100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:06.790597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:06.791696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:06.793543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:06.794055] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:06.795169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:06.797225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:06.993909] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 2m 20s | Global ETA: 36m 25s [2025-11-22T02:45:06.994852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:06.994914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:06.996599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:06.997119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:06.997581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.039522] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 1m 7s | Global ETA: 36m 25s [2025-11-22T02:45:07.040406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:07.040468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:07.042113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:07.042595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:07.043051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:07.043512] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:07.044273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:07.046543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.121103] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.45% | Symbol ETA: 5.7s | Global ETA: 36m 25s [2025-11-22T02:45:07.122026] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:07.122088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:07.126847] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:07.127690] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:07.144106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.540857] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 1.8s | Global ETA: 36m 25s [2025-11-22T02:45:07.541825] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:07.541909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:07.546989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:07.593011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:07.594158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:07.595977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:07.596464] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:45:07.597619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:45:07.599725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.610686] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 1.18% | Symbol ETA: 2m 20s | Global ETA: 36m 25s [2025-11-22T02:45:07.611998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:07.612078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:07.614912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:07.615760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:07.616391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.666974] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.98% | Symbol ETA: 1m 7s | Global ETA: 36m 25s [2025-11-22T02:45:07.668455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:07.668528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:07.673616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:07.674222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:07.674713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:07.675126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:07.675942] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:07.678432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:07.799243] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.77% | Symbol ETA: 5.1s | Global ETA: 36m 25s [2025-11-22T02:45:07.800182] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:07.800246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:07.805267] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:07.806164] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:07.823548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:08.465060] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 1m 7s | Global ETA: 36m 25s [2025-11-22T02:45:08.466212] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:08.466288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:08.468414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:08.469050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:08.469610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:08.470124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:08.471023] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:08.473822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:08.474096] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 2m 20s | Global ETA: 36m 25s [2025-11-22T02:45:08.475065] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:08.475144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:08.476949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:08.477538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:08.478021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:08.498482] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.90% | Symbol ETA: 1.0s | Global ETA: 36m 25s [2025-11-22T02:45:08.662474] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -1.58% | Symbol ETA: 4.5s | Global ETA: 36m 25s [2025-11-22T02:45:08.663741] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:08.663825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:08.669020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:08.670021] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:08.687857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:08.754788] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.79%, Actual: 3.24% [2025-11-22T02:45:08.929234] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 2.11%, Actual: 3.40% [2025-11-22T02:45:09.102279] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 2.38% [2025-11-22T02:45:09.131702] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.78% | Symbol ETA: 1m 6s | Global ETA: 36m 26s [2025-11-22T02:45:09.132575] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:09.132655] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:09.134282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:09.134775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:09.135215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:09.135601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:09.136381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:09.138711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:09.160738] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.75% | Symbol ETA: 2m 19s | Global ETA: 36m 26s [2025-11-22T02:45:09.161606] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:09.161692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:09.163322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:09.163816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:09.164243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:09.273346] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 0.63% [2025-11-22T02:45:09.321983] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.91% | Symbol ETA: 3.8s | Global ETA: 36m 26s [2025-11-22T02:45:09.322927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:09.322991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:09.327959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:09.328785] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:45:09.345246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:09.443058] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.14% [2025-11-22T02:45:09.612324] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 1.86% [2025-11-22T02:45:09.719057] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.59% | Symbol ETA: 1m 5s | Global ETA: 36m 26s [2025-11-22T02:45:09.719990] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:09.720065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:09.721717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:09.722208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:09.722657] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:09.723043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:09.723829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:09.726088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:09.759835] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 2m 18s | Global ETA: 36m 26s [2025-11-22T02:45:09.760729] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:09.761117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:09.762849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:09.763365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:09.763818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:09.782555] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 1.41% [2025-11-22T02:45:09.951287] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: 0.53%, Actual: 0.21% [2025-11-22T02:45:09.978458] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -2.49% | Symbol ETA: 3.1s | Global ETA: 36m 26s [2025-11-22T02:45:10.147932] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.11%, Actual: 7.01% [2025-11-22T02:45:10.176449] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 1.22% [2025-11-22T02:45:10.308488] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 1m 5s | Global ETA: 36m 26s [2025-11-22T02:45:10.309405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:10.309468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:10.311112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:10.311581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:10.312038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:10.312423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:10.313186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:10.315463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:10.317837] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -5.25%, Actual: 1.94% [2025-11-22T02:45:10.345728] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.90%, Actual: 2.99% [2025-11-22T02:45:10.345921] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 41.1089% [2025-11-22T02:45:10.346026] [INFO ] [main ] KNSL: DISCARDED add_volatility_state_percentiles (score: 41.11%) [2025-11-22T02:45:10.346068] [INFO ] [main ] KNSL: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:45:10.346100] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_volume_dispersion'] [2025-11-22T02:45:10.346133] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:10.360594] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:10.361908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:10.361970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:10.366827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:10.368213] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 2m 17s | Global ETA: 36m 26s [2025-11-22T02:45:10.369120] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:10.369183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:10.370894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:10.371401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:10.371873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:10.411517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:10.412567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:10.414025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:10.489337] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.22%, Actual: 0.39% [2025-11-22T02:45:10.659552] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.09%, Actual: 1.45% [2025-11-22T02:45:10.827456] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -2.43%, Actual: 4.02% [2025-11-22T02:45:10.904435] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -2.38% | Symbol ETA: 1m 4s | Global ETA: 36m 27s [2025-11-22T02:45:10.905318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:10.905381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:10.907007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:10.907556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:10.908016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:10.908398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:10.909156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:10.911410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:10.978270] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 2m 17s | Global ETA: 36m 27s [2025-11-22T02:45:10.979268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:10.979346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:10.981109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:10.981677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:10.982118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:10.997075] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.45%, Actual: 0.02% [2025-11-22T02:45:11.104196] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -3.00% | Symbol ETA: 7.5s | Global ETA: 36m 27s [2025-11-22T02:45:11.105112] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:11.105175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:11.109961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:11.153993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:11.155047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:11.156473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:11.165574] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.77%, Actual: 3.55% [2025-11-22T02:45:11.332858] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -1.58%, Actual: 1.73% [2025-11-22T02:45:11.504407] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.91%, Actual: 1.75% [2025-11-22T02:45:11.507984] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 1m 3s | Global ETA: 36m 27s [2025-11-22T02:45:11.583159] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 2m 16s | Global ETA: 36m 27s [2025-11-22T02:45:11.584078] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:11.584141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:11.585866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:11.586354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:11.586818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:11.673383] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -2.49%, Actual: 3.19% [2025-11-22T02:45:11.673578] [INFO ] [main ] AI: Magnitude Forecast Confidence: 35.7009% [2025-11-22T02:45:11.673676] [INFO ] [main ] AI: DISCARDED add_regime (score: 35.70%) [2025-11-22T02:45:11.673725] [INFO ] [main ] AI: Testing feature 40/53: add_regime_flags [2025-11-22T02:45:11.673758] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_regime_flags'] [2025-11-22T02:45:11.674128] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:11.678595] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 56.55%, Actual: 0.02% [2025-11-22T02:45:11.691002] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:11.692337] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:11.692399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:11.697228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:11.698063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:11.699057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:11.856321] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.09% [2025-11-22T02:45:11.869983] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 6.9s | Global ETA: 36m 27s [2025-11-22T02:45:11.871049] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:11.871115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:11.876155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:11.922979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:11.924066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:11.925600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:12.024977] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 77.96% [2025-11-22T02:45:12.190922] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 2m 15s | Global ETA: 36m 27s [2025-11-22T02:45:12.191832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:12.191895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:12.193543] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.98%, Actual: 3.99% [2025-11-22T02:45:12.193574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:12.194093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:12.194540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:12.305104] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 8.4s | Global ETA: 36m 27s [2025-11-22T02:45:12.305992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:12.306053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:12.310791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:12.311553] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:12.312512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:12.359736] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 3.27% [2025-11-22T02:45:12.529271] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.78%, Actual: 4.61% [2025-11-22T02:45:12.633184] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 6.1s | Global ETA: 36m 27s [2025-11-22T02:45:12.634396] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:12.634473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:12.639293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:12.692092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:12.693221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:12.695118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:12.707102] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.59%, Actual: 1.43% [2025-11-22T02:45:12.795684] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.39% | Symbol ETA: 2m 15s | Global ETA: 36m 28s [2025-11-22T02:45:12.882286] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 2.71% [2025-11-22T02:45:12.953369] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 7.9s | Global ETA: 36m 28s [2025-11-22T02:45:12.954338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:12.954401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:12.959285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:12.960097] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:12.961102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:12.965615] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.38% [2025-11-22T02:45:13.059132] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -2.38%, Actual: 3.72% [2025-11-22T02:45:13.133247] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 1.18%, Actual: 1.10% [2025-11-22T02:45:13.228559] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 7.34% [2025-11-22T02:45:13.228784] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 30.2114% [2025-11-22T02:45:13.228867] [INFO ] [main ] SEMR: DISCARDED add_day_shape_ratios (score: 30.21%) [2025-11-22T02:45:13.228911] [INFO ] [main ] SEMR: Testing feature 8/53: add_directional_consistency [2025-11-22T02:45:13.228944] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T02:45:13.228978] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:13.240371] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:13.241830] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:13.241892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:13.243559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:13.244075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:13.244511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:13.244918] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:13.245697] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:13.301438] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -1.29%, Actual: 0.83% [2025-11-22T02:45:13.371520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:13.401733] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 5.4s | Global ETA: 36m 28s [2025-11-22T02:45:13.402612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:13.402703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:13.407657] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:13.451888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:13.452860] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:13.454271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:13.469055] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 1.16% [2025-11-22T02:45:13.590918] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 8.55% | Symbol ETA: 7.3s | Global ETA: 36m 28s [2025-11-22T02:45:13.591886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:13.591954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:13.597185] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:13.598175] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:13.599252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:13.636261] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.75% [2025-11-22T02:45:13.805163] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 1.53% [2025-11-22T02:45:13.974086] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 1.15% [2025-11-22T02:45:13.981433] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 53.35% | Symbol ETA: 58.0s | Global ETA: 36m 28s [2025-11-22T02:45:13.982325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:13.982391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:13.984044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:13.984516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:13.984979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:13.985366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:13.986130] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:14.112497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.140003] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 0.65% [2025-11-22T02:45:14.147712] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 4.6s | Global ETA: 36m 28s [2025-11-22T02:45:14.148585] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:14.148671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:14.153393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:14.196998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:14.198136] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:14.199722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.241473] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -2.46% | Symbol ETA: 6.7s | Global ETA: 36m 28s [2025-11-22T02:45:14.242381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:14.242442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:14.247209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:14.248053] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:14.249055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.306867] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 3.38% [2025-11-22T02:45:14.473608] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.39%, Actual: 0.03% [2025-11-22T02:45:14.473833] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 54.0381% [2025-11-22T02:45:14.473916] [INFO ] [main ] GSK: KEPT add_atr_5 (score: 54.04%) [2025-11-22T02:45:14.473959] [INFO ] [main ] GSK: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:45:14.473991] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:45:14.474047] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:14.487379] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:14.488855] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:14.488916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:14.490585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:14.491107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:14.491545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:14.492317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.710503] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 57.2s | Global ETA: 36m 28s [2025-11-22T02:45:14.711442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:14.711507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:14.713204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:14.713721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:14.714245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:14.714660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:14.715433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:14.859082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.875906] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 6.0s | Global ETA: 36m 29s [2025-11-22T02:45:14.876798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:14.876859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:14.881675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:14.882469] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:14.883445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:14.889371] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 2.69% | Symbol ETA: 3.8s | Global ETA: 36m 29s [2025-11-22T02:45:14.890271] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:14.890338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:14.895048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:14.938551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:14.939593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:14.941044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:15.088439] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 1m 43s | Global ETA: 36m 29s [2025-11-22T02:45:15.089329] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:15.089391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:15.091067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:15.091562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:15.092018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:15.092785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:15.446674] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.73% | Symbol ETA: 56.5s | Global ETA: 36m 29s [2025-11-22T02:45:15.447578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:15.447661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:15.449367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:15.449900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:15.450349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:15.450778] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:15.451560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:15.491704] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 5.4s | Global ETA: 36m 29s [2025-11-22T02:45:15.492606] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:15.492701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:15.497506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:15.498307] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:15.499269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:15.587880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:15.635301] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 3.1s | Global ETA: 36m 29s [2025-11-22T02:45:15.636185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:15.636247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:15.641042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:15.685017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:15.686105] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:15.687617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:15.695418] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 1m 42s | Global ETA: 36m 29s [2025-11-22T02:45:15.696312] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:15.696377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:15.698061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:15.698549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:15.698996] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:15.699789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.107693] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 9.18% | Symbol ETA: 4.7s | Global ETA: 36m 29s [2025-11-22T02:45:16.108568] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:16.108629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:16.113359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.114152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:16.115114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.178179] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -4.54% | Symbol ETA: 55.7s | Global ETA: 36m 29s [2025-11-22T02:45:16.179096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:16.179157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:16.180831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:16.181298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:16.181753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:16.182136] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.182912] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:16.297856] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 1m 42s | Global ETA: 36m 29s [2025-11-22T02:45:16.298786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:16.298848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:16.300482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:16.300993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:16.301427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.302191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.314619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.369605] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.58% | Symbol ETA: 2.3s | Global ETA: 36m 29s [2025-11-22T02:45:16.370490] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:16.370553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:16.375331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:16.418822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:16.419877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:16.421299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.719909] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -6.15% | Symbol ETA: 4.1s | Global ETA: 36m 29s [2025-11-22T02:45:16.721236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:16.721298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:16.728813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.729600] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:16.730572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:16.895097] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 2.32% | Symbol ETA: 55.0s | Global ETA: 36m 30s [2025-11-22T02:45:16.896016] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:16.896079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:16.897761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:16.898223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:16.898670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:16.899052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.900160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:16.910775] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 1m 41s | Global ETA: 36m 30s [2025-11-22T02:45:16.911627] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:16.911707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:16.913335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:16.913851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:16.914277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:16.915051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.023580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.106314] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1.6s | Global ETA: 36m 30s [2025-11-22T02:45:17.107229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:17.107292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:17.112202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:17.155901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:17.156964] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:45:17.158412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.341267] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.27% | Symbol ETA: 3.5s | Global ETA: 36m 30s [2025-11-22T02:45:17.342161] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:17.342222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:17.346936] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:17.347738] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:17.348739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.512290] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 1m 40s | Global ETA: 36m 30s [2025-11-22T02:45:17.513186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:17.513249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:17.514921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:17.515414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:17.515864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:17.516610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.603676] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.01% | Symbol ETA: 54.2s | Global ETA: 36m 30s [2025-11-22T02:45:17.604564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:17.604628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:17.606302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:17.606808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:17.607248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:17.607732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:17.608482] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:17.729732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:17.857979] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 0.8s | Global ETA: 36m 30s [2025-11-22T02:45:18.009909] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 2.8s | Global ETA: 36m 30s [2025-11-22T02:45:18.026357] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 3.24% [2025-11-22T02:45:18.111264] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 1m 40s | Global ETA: 36m 30s [2025-11-22T02:45:18.112156] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:18.112220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:18.113889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:18.114384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:18.114832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:18.115580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:18.183981] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 7.01% [2025-11-22T02:45:18.194159] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 3.40% [2025-11-22T02:45:18.305367] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 53.5s | Global ETA: 36m 30s [2025-11-22T02:45:18.306293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:18.306359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:18.308032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:18.308517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:18.308998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:18.309382] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:18.310146] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:18.361180] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 2.38% [2025-11-22T02:45:18.363040] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 1.94% [2025-11-22T02:45:18.433234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:18.529297] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 0.63% [2025-11-22T02:45:18.537250] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 8.55%, Actual: 0.39% [2025-11-22T02:45:18.697577] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 0.14% [2025-11-22T02:45:18.706251] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.00% | Symbol ETA: 1m 39s | Global ETA: 36m 30s [2025-11-22T02:45:18.707156] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:18.707219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:18.708923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:18.709411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:18.709866] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:18.710607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:18.720806] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -2.46%, Actual: 1.45% [2025-11-22T02:45:18.867275] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 2.69%, Actual: 1.86% [2025-11-22T02:45:18.900680] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 4.02% [2025-11-22T02:45:19.014083] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 52.8s | Global ETA: 36m 31s [2025-11-22T02:45:19.015005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:19.015070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:19.016761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:19.017242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:19.017732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:19.018117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:19.018911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:19.037024] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 1.41% [2025-11-22T02:45:19.077084] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.02% [2025-11-22T02:45:19.141939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:19.205580] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.58%, Actual: 0.21% [2025-11-22T02:45:19.256169] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 9.18%, Actual: 3.55% [2025-11-22T02:45:19.342587] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.50% | Symbol ETA: 1m 39s | Global ETA: 36m 31s [2025-11-22T02:45:19.343486] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:19.343550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:19.345208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:19.345747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:19.346184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:19.346943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:19.375531] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 1.22% [2025-11-22T02:45:19.431602] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -6.15%, Actual: 1.73% [2025-11-22T02:45:19.543939] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 2.99% [2025-11-22T02:45:19.544162] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 33.3183% [2025-11-22T02:45:19.544253] [INFO ] [main ] KNSL: DISCARDED add_volume_dispersion (score: 33.32%) [2025-11-22T02:45:19.544296] [INFO ] [main ] KNSL: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:45:19.544329] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_volume_flow_differentials'] [2025-11-22T02:45:19.544365] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:19.558735] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:19.560274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:19.560337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:19.565201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:19.610118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:19.610196] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.27%, Actual: 1.75% [2025-11-22T02:45:19.611155] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:19.613932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:19.729162] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.84% | Symbol ETA: 52.1s | Global ETA: 36m 31s [2025-11-22T02:45:19.730125] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:45:19.730190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:19.731892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:19.732429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:19.732913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:19.733306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:19.734099] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:19.791665] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 3.19% [2025-11-22T02:45:19.791880] [INFO ] [main ] AI: Magnitude Forecast Confidence: 33.3645% [2025-11-22T02:45:19.791996] [INFO ] [main ] AI: DISCARDED add_regime_flags (score: 33.36%) [2025-11-22T02:45:19.792061] [INFO ] [main ] AI: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:45:19.792103] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:45:19.792142] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:19.807292] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:19.808935] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:19.809006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:19.814282] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:19.815134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:19.816893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:19.817428] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:19.818519] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:19.820249] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:19.821289] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:19.822064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:19.856173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:19.941128] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.85% | Symbol ETA: 1m 38s | Global ETA: 36m 31s [2025-11-22T02:45:19.942021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:19.942083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:19.943741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:19.944572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:19.945027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:19.945794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:20.328728] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.48% | Symbol ETA: 7.5s | Global ETA: 36m 31s [2025-11-22T02:45:20.329719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:20.329782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:20.334596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:20.378736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:20.379615] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:20.382359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:20.438871] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -3.37% | Symbol ETA: 51.3s | Global ETA: 36m 31s [2025-11-22T02:45:20.478159] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 8.5s | Global ETA: 36m 31s [2025-11-22T02:45:20.479088] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:20.479154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:20.484289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:20.485117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:20.486880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:20.487399] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:20.488455] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:20.490116] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:20.491176] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:20.491886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:20.538162] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.33% | Symbol ETA: 1m 37s | Global ETA: 36m 31s [2025-11-22T02:45:20.606839] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 53.35%, Actual: 0.02% [2025-11-22T02:45:20.707117] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 1.38% [2025-11-22T02:45:20.776296] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.09% [2025-11-22T02:45:20.876140] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 1.10% [2025-11-22T02:45:20.947926] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.73%, Actual: 77.96% [2025-11-22T02:45:21.043304] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.83% [2025-11-22T02:45:21.066586] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 6.6s | Global ETA: 36m 32s [2025-11-22T02:45:21.067476] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:21.067539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:21.072287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:21.116132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:21.117200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:21.117188] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -4.54%, Actual: 3.99% [2025-11-22T02:45:21.118761] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 7.7s | Global ETA: 36m 32s [2025-11-22T02:45:21.119662] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:21.119727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:21.120081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:21.124427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:21.125211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:21.126836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:21.127341] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:21.128366] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:21.129968] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:21.130973] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:21.131637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:21.209359] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 1.16% [2025-11-22T02:45:21.285125] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 2.32%, Actual: 3.27% [2025-11-22T02:45:21.375424] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.75% [2025-11-22T02:45:21.452758] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 4.61% [2025-11-22T02:45:21.542508] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 1.53% [2025-11-22T02:45:21.621541] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 1.43% [2025-11-22T02:45:21.710524] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.00%, Actual: 1.15% [2025-11-22T02:45:21.759536] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 8.61% | Symbol ETA: 7.0s | Global ETA: 36m 32s [2025-11-22T02:45:21.760451] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:21.760516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:21.765386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:21.766250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:21.768304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:21.768823] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:21.769867] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:21.771453] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:21.772866] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:21.773536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:21.790762] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 2.71% [2025-11-22T02:45:21.805015] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 2.58% | Symbol ETA: 5.8s | Global ETA: 36m 32s [2025-11-22T02:45:21.806094] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:21.806156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:21.811383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:21.856398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:21.857579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:21.860365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:21.876903] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.50%, Actual: 0.65% [2025-11-22T02:45:21.958934] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.84%, Actual: 3.72% [2025-11-22T02:45:22.041965] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.85%, Actual: 3.38% [2025-11-22T02:45:22.127137] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -3.37%, Actual: 7.34% [2025-11-22T02:45:22.127356] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 37.4751% [2025-11-22T02:45:22.127463] [INFO ] [main ] SEMR: KEPT add_directional_consistency (score: 37.48%) [2025-11-22T02:45:22.127505] [INFO ] [main ] SEMR: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:45:22.127538] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T02:45:22.127571] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:22.138843] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:22.140196] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:22.140258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:22.141936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:22.142434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:22.142891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:22.143611] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:22.144377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:22.206863] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.33%, Actual: 0.03% [2025-11-22T02:45:22.207034] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.5179% [2025-11-22T02:45:22.207085] [INFO ] [main ] GSK: DISCARDED add_close_to_open_alignment (score: 39.52%) [2025-11-22T02:45:22.207124] [INFO ] [main ] GSK: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:45:22.207155] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:45:22.207190] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:22.220405] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:22.221851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:22.221913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:22.223594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:22.224108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:22.224547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:22.225452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:22.273983] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:22.275855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:22.443800] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -2.79% | Symbol ETA: 6.4s | Global ETA: 36m 32s [2025-11-22T02:45:22.444717] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:22.444783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:22.449957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:22.450843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:22.452738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:22.453251] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:22.454416] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:22.456045] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:22.457119] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:22.457884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:22.558113] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 5.1s | Global ETA: 36m 32s [2025-11-22T02:45:22.559000] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:22.559061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:22.563815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:22.607828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:22.608910] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:22.611735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:22.816698] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 2.26% | Symbol ETA: 1m 18s | Global ETA: 36m 33s [2025-11-22T02:45:22.817628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:22.817724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:22.819340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:22.819831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:22.820264] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:22.821161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:22.875950] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 58.15% | Symbol ETA: 55.6s | Global ETA: 36m 33s [2025-11-22T02:45:22.876853] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:22.876916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:22.878615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:22.879136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:22.879574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:22.879983] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:22.880764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:23.006888] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:23.009052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:23.115120] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -3.93% | Symbol ETA: 5.7s | Global ETA: 36m 33s [2025-11-22T02:45:23.116104] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:23.116179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:23.121498] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:23.122317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:23.124053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:23.124555] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:23.125633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:23.127540] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:23.128745] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:23.129506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:23.304530] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 4.3s | Global ETA: 36m 33s [2025-11-22T02:45:23.305444] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:23.305506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:23.310310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:23.353974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:23.355012] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:23.357795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:23.416143] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 1m 17s | Global ETA: 36m 33s [2025-11-22T02:45:23.417070] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:23.417134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:23.418833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:23.419312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:23.419761] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:23.420634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:23.589718] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 54.7s | Global ETA: 36m 33s [2025-11-22T02:45:23.590589] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:23.590673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:23.592299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:23.592800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:23.593232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:23.593616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:23.594389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:23.719598] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:23.721605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:23.759814] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.51% | Symbol ETA: 5.1s | Global ETA: 36m 33s [2025-11-22T02:45:23.760719] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:23.760783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:23.765493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:23.766284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:23.767980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:23.768465] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:23.769488] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:23.771076] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:23.772070] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:23.772748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.019252] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 1m 17s | Global ETA: 36m 33s [2025-11-22T02:45:24.020142] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:24.020204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:24.021854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:24.022324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:24.022770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:24.023707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.055697] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 3.74% | Symbol ETA: 3.6s | Global ETA: 36m 33s [2025-11-22T02:45:24.056596] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:24.056696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:24.061626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:24.105235] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:24.106113] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:24.108834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.324024] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 54.0s | Global ETA: 36m 33s [2025-11-22T02:45:24.324994] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:24.325063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:24.326984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:24.327531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:24.327990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:24.328375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:24.329156] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:24.395177] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.17% | Symbol ETA: 4.4s | Global ETA: 36m 33s [2025-11-22T02:45:24.396095] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:24.396159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:24.400947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:24.401755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:24.403382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:24.403911] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:24.404947] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:24.406549] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:24.407584] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:24.408344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.454711] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:24.456632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.623889] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.46% | Symbol ETA: 1m 16s | Global ETA: 36m 33s [2025-11-22T02:45:24.624809] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:24.624873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:24.626563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:24.627067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:24.627546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:24.628486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:24.793231] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 2.8s | Global ETA: 36m 34s [2025-11-22T02:45:24.794164] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:24.794226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:24.799048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:24.842674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:24.843711] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:24.846604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.029535] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 3.7s | Global ETA: 36m 34s [2025-11-22T02:45:25.030533] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:25.033654] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:25.037812] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.86% | Symbol ETA: 53.3s | Global ETA: 36m 34s [2025-11-22T02:45:25.038578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:25.038695] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:25.038759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.039428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.040380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:25.040904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.041106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.041335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:25.041596] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:25.041739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:25.042481] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:25.042627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:25.044263] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:25.045302] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:25.046003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.179685] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:25.181735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.225330] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 1m 16s | Global ETA: 36m 34s [2025-11-22T02:45:25.226214] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:25.226278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.228318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.228818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:25.229257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:25.230204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.526429] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 2.1s | Global ETA: 36m 34s [2025-11-22T02:45:25.527311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:25.527392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:25.532109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:25.575232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:25.576060] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:25.578957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.671894] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 3.1s | Global ETA: 36m 34s [2025-11-22T02:45:25.672815] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:25.672880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:25.677842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:25.678678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.680376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.680899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:45:25.681954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:25.683596] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:45:25.684669] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:45:25.685354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.772498] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 52.6s | Global ETA: 36m 34s [2025-11-22T02:45:25.773389] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:25.773452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.775127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:25.775603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.776054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:25.776447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:25.777241] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:25.832279] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.67% | Symbol ETA: 1m 15s | Global ETA: 36m 34s [2025-11-22T02:45:25.833168] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:25.833230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:25.834882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:25.835359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:25.835808] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:25.836692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:25.903083] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:25.904845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:26.265303] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.86% | Symbol ETA: 1.3s | Global ETA: 36m 34s [2025-11-22T02:45:26.266236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:26.266298] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:26.271093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:26.314129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:26.314979] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:45:26.317687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:26.319512] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.70% | Symbol ETA: 2.4s | Global ETA: 36m 34s [2025-11-22T02:45:26.442248] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 1m 15s | Global ETA: 36m 34s [2025-11-22T02:45:26.443137] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:26.443198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:26.444837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:26.445329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:26.445782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:26.446669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:26.487417] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -1.41% | Symbol ETA: 51.8s | Global ETA: 36m 34s [2025-11-22T02:45:26.488333] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:26.488398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:26.490056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:26.490543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:26.491350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:26.491757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:26.492500] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:26.495659] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 7.01% [2025-11-22T02:45:26.615664] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:26.617681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:26.667196] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 1.94% [2025-11-22T02:45:26.835223] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 8.61%, Actual: 0.39% [2025-11-22T02:45:27.000443] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.99% | Symbol ETA: 0.6s | Global ETA: 36m 35s [2025-11-22T02:45:27.007139] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -2.79%, Actual: 1.45% [2025-11-22T02:45:27.068121] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 1m 14s | Global ETA: 36m 35s [2025-11-22T02:45:27.069055] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:27.069116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:27.070792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:27.071266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:27.071711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:27.072589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:27.170402] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.48%, Actual: 3.24% [2025-11-22T02:45:27.176929] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -3.93%, Actual: 4.02% [2025-11-22T02:45:27.196922] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 51.1s | Global ETA: 36m 35s [2025-11-22T02:45:27.197835] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:27.197898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:27.199548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:27.200067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:27.200498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:27.200903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:27.201639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:27.325664] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:27.327667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:27.345190] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 3.40% [2025-11-22T02:45:27.347706] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.51%, Actual: 0.02% [2025-11-22T02:45:27.518775] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.17%, Actual: 3.55% [2025-11-22T02:45:27.536170] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 2.58%, Actual: 2.38% [2025-11-22T02:45:27.687002] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 1.73% [2025-11-22T02:45:27.711326] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 0.63% [2025-11-22T02:45:27.719415] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.38% | Symbol ETA: 1m 13s | Global ETA: 36m 35s [2025-11-22T02:45:27.720355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:27.720417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:27.722066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:27.722539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:27.722988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:45:27.723911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:27.852155] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 1.75% [2025-11-22T02:45:27.881748] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.14% [2025-11-22T02:45:27.914706] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.20% | Symbol ETA: 50.4s | Global ETA: 36m 35s [2025-11-22T02:45:27.915578] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:27.915661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:27.917282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:27.917847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:27.918278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:27.918715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:27.919453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:28.021556] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.70%, Actual: 3.19% [2025-11-22T02:45:28.021828] [INFO ] [main ] AI: Magnitude Forecast Confidence: 40.6808% [2025-11-22T02:45:28.021926] [INFO ] [main ] AI: DISCARDED add_return_volume_nonlinearity_proxies (score: 40.68%) [2025-11-22T02:45:28.021972] [INFO ] [main ] AI: Testing feature 42/53: add_shelf_lag [2025-11-22T02:45:28.022004] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_shelf_lag'] [2025-11-22T02:45:28.022039] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:28.036336] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:28.037989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:28.038055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:28.043190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:28.044127] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:28.045445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:28.045929] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:28.047954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:28.051747] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 3.74%, Actual: 1.86% [2025-11-22T02:45:28.223801] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 1.41% [2025-11-22T02:45:28.312192] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 1m 13s | Global ETA: 36m 35s [2025-11-22T02:45:28.403155] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.21% [2025-11-22T02:45:28.480596] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 2.26%, Actual: 1.38% [2025-11-22T02:45:28.576477] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.86%, Actual: 1.22% [2025-11-22T02:45:28.631655] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 3.01% | Symbol ETA: 49.7s | Global ETA: 36m 35s [2025-11-22T02:45:28.632504] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:28.632567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:28.634278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:28.634774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:28.635206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:28.635587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:28.636367] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:28.646442] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 1.10% [2025-11-22T02:45:28.756122] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.99%, Actual: 2.99% [2025-11-22T02:45:28.756367] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 51.7826% [2025-11-22T02:45:28.756487] [INFO ] [main ] KNSL: DISCARDED add_volume_flow_differentials (score: 51.78%) [2025-11-22T02:45:28.756539] [INFO ] [main ] KNSL: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:45:28.756578] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_volume_pressure_into_close'] [2025-11-22T02:45:28.756620] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:28.763333] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:28.765186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:28.775635] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:28.777026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:28.777092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:28.782292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:28.813021] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.83% [2025-11-22T02:45:28.818067] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -2.19% | Symbol ETA: 9.2s | Global ETA: 36m 36s [2025-11-22T02:45:28.819016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:28.819081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:28.824397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:28.825240] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:28.826615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:28.832387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:28.833460] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:28.835252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:28.979631] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 1.16% [2025-11-22T02:45:29.145744] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 0.75% [2025-11-22T02:45:29.311024] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.67%, Actual: 1.53% [2025-11-22T02:45:29.348793] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 48.9s | Global ETA: 36m 36s [2025-11-22T02:45:29.477332] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 1.15% [2025-11-22T02:45:29.517582] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 58.15%, Actual: 0.02% [2025-11-22T02:45:29.521007] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 7.1s | Global ETA: 36m 36s [2025-11-22T02:45:29.521895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:29.521958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:29.526707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:29.571706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:29.572693] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:29.574359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:29.575283] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.27% | Symbol ETA: 8.4s | Global ETA: 36m 36s [2025-11-22T02:45:29.576231] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:29.576309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:29.581437] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:29.582252] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:29.583522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:29.643414] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.22%, Actual: 0.65% [2025-11-22T02:45:29.684960] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 0.09% [2025-11-22T02:45:29.809398] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.38%, Actual: 3.38% [2025-11-22T02:45:29.850356] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.53%, Actual: 77.96% [2025-11-22T02:45:29.974526] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.05%, Actual: 0.03% [2025-11-22T02:45:29.974761] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.8791% [2025-11-22T02:45:29.974851] [INFO ] [main ] GSK: DISCARDED add_composite_volatility_context (score: 40.88%) [2025-11-22T02:45:29.974894] [INFO ] [main ] GSK: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:45:29.974925] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T02:45:29.974959] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:29.988320] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:29.989611] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:29.989691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:29.991345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:29.991871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:29.992300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:29.994631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:30.016535] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.86%, Actual: 3.99% [2025-11-22T02:45:30.183163] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 3.27% [2025-11-22T02:45:30.256751] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 6.3s | Global ETA: 36m 36s [2025-11-22T02:45:30.258006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:30.258067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:30.262862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:30.306108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:30.307067] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:30.308790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:30.349683] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -3.31% | Symbol ETA: 7.6s | Global ETA: 36m 36s [2025-11-22T02:45:30.350247] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 4.61% [2025-11-22T02:45:30.350668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:30.350734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:30.356148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:30.357007] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:30.360814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:30.517225] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 1.43% [2025-11-22T02:45:30.593296] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 1m 5s | Global ETA: 36m 36s [2025-11-22T02:45:30.594188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:30.594591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:30.596256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:30.596754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:30.597182] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:30.599536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:30.683536] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.20%, Actual: 2.71% [2025-11-22T02:45:30.849870] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 3.01%, Actual: 3.72% [2025-11-22T02:45:31.002609] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 5.6s | Global ETA: 36m 37s [2025-11-22T02:45:31.003493] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:31.003554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:31.008349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:31.019994] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.42%, Actual: 7.34% [2025-11-22T02:45:31.020189] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 30.5147% [2025-11-22T02:45:31.020239] [INFO ] [main ] SEMR: DISCARDED add_fullday_parkinson_range (score: 30.51%) [2025-11-22T02:45:31.020277] [INFO ] [main ] SEMR: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:45:31.020308] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T02:45:31.020341] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:31.031601] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:31.032997] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:31.033062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:31.034766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:31.035256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:31.035716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:31.036100] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:31.036870] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:31.051483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:31.052340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:31.053973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.121965] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 6.8s | Global ETA: 36m 37s [2025-11-22T02:45:31.122909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:31.122972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:31.128232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:31.129064] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:31.130333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.162011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:31.205405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.220444] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.46% | Symbol ETA: 1m 4s | Global ETA: 36m 37s [2025-11-22T02:45:31.221400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:31.221475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:31.223360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:31.223874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:31.224318] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:31.226869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.745969] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 4.8s | Global ETA: 36m 37s [2025-11-22T02:45:31.746933] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:31.746999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:31.751982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:31.796201] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 50.04% | Symbol ETA: 49.4s | Global ETA: 36m 37s [2025-11-22T02:45:31.797111] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:31.797177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:31.798838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:31.799309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:31.799771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:31.800158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:31.800921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:31.802844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:31.803907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:31.805617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.875259] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 1m 4s | Global ETA: 36m 37s [2025-11-22T02:45:31.876150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:31.876224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:31.877617] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 2.25% | Symbol ETA: 6.0s | Global ETA: 36m 37s [2025-11-22T02:45:31.877877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:31.878344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:31.878552] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:31.878616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:31.878788] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:31.881150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.883377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:31.884170] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:31.885395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:31.925869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:31.969771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:32.482177] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.81% | Symbol ETA: 1m 3s | Global ETA: 36m 37s [2025-11-22T02:45:32.483068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:32.483129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:32.484781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:32.485246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:32.485701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:32.488098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:32.499115] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 4.1s | Global ETA: 36m 37s [2025-11-22T02:45:32.500031] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:32.500093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:32.505088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:32.550268] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 48.6s | Global ETA: 36m 37s [2025-11-22T02:45:32.551167] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:32.551232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:32.551706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:32.552620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:32.552887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:32.553360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:32.553823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:32.554232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:32.554356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:32.554997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:32.616457] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -1.99% | Symbol ETA: 5.3s | Global ETA: 36m 37s [2025-11-22T02:45:32.617373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:32.617441] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:32.622293] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:32.623135] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:32.624405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:32.678536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:32.722688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.093356] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 1m 3s | Global ETA: 36m 38s [2025-11-22T02:45:33.094853] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:33.094917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:33.096562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:33.097075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:33.097522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:33.099932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.237621] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 3.3s | Global ETA: 36m 38s [2025-11-22T02:45:33.238541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:33.238602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:33.243361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:33.285909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:33.286759] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:33.288365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.305463] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 3.95% | Symbol ETA: 47.8s | Global ETA: 36m 38s [2025-11-22T02:45:33.306343] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:33.306407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:33.308073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:33.308544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:33.308997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:33.309379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:33.310141] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:33.342075] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 5.94% | Symbol ETA: 4.5s | Global ETA: 36m 38s [2025-11-22T02:45:33.342973] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:33.343035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:33.347776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:33.348536] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:33.349779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.433993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:33.478429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.702882] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -1.15% | Symbol ETA: 1m 2s | Global ETA: 36m 38s [2025-11-22T02:45:33.703775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:33.703836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:33.705493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:33.706008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:33.706437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:33.708863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:33.973899] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 2.6s | Global ETA: 36m 38s [2025-11-22T02:45:33.974790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:33.974852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:33.979760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:34.022866] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:34.023847] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:34.025492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.062925] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -1.48% | Symbol ETA: 3.7s | Global ETA: 36m 38s [2025-11-22T02:45:34.063839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:34.063903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:34.068864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:34.069701] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:34.070970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.073991] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 47.0s | Global ETA: 36m 38s [2025-11-22T02:45:34.074885] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:34.074961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:34.076615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:34.077115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:34.077595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:34.078004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:34.078762] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:34.206894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:34.252483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.299022] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 2.74% | Symbol ETA: 1m 1s | Global ETA: 36m 38s [2025-11-22T02:45:34.299919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:34.299980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:34.301599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:34.302093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:34.302523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:34.304883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.714529] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -2.33% | Symbol ETA: 1.9s | Global ETA: 36m 38s [2025-11-22T02:45:34.715449] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:34.715512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:34.720584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:34.766405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:34.767475] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:34.769307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.789300] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 3.54% | Symbol ETA: 3.0s | Global ETA: 36m 39s [2025-11-22T02:45:34.790217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:34.790282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:34.795387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:34.796210] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:45:34.797556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.844214] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 46.3s | Global ETA: 36m 39s [2025-11-22T02:45:34.845103] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:34.845166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:34.846904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:34.847399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:34.847887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:34.848275] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:34.849058] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:34.899215] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 1m 1s | Global ETA: 36m 39s [2025-11-22T02:45:34.900102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:34.900163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:34.901797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:34.902266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:34.902713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:34.905049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:34.987113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:35.031292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:35.450561] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 3.32% | Symbol ETA: 1.1s | Global ETA: 36m 39s [2025-11-22T02:45:35.451459] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:35.451520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:35.456271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:35.494290] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 1m 0s | Global ETA: 36m 39s [2025-11-22T02:45:35.495511] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:35.495573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:35.497282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:35.497823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:35.498251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:45:35.499045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:35.499922] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:45:35.500602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:35.501946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:35.527121] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -3.60% | Symbol ETA: 2.2s | Global ETA: 36m 39s [2025-11-22T02:45:35.615164] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.93% | Symbol ETA: 45.5s | Global ETA: 36m 39s [2025-11-22T02:45:35.616092] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:35.616155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:35.617893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:35.618368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:35.618841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:35.619236] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:35.619998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:35.702198] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -2.19%, Actual: 7.01% [2025-11-22T02:45:35.744473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:35.788612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:35.874775] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 1.94% [2025-11-22T02:45:36.046107] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -3.31%, Actual: 0.39% [2025-11-22T02:45:36.091554] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 59.6s | Global ETA: 36m 39s [2025-11-22T02:45:36.176844] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 0.4s | Global ETA: 36m 39s [2025-11-22T02:45:36.211464] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 1.45% [2025-11-22T02:45:36.257555] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.38% [2025-11-22T02:45:36.344043] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 3.24% [2025-11-22T02:45:36.371890] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 44.8s | Global ETA: 36m 39s [2025-11-22T02:45:36.372777] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:36.372840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:36.374451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:36.374948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:36.375383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:36.375786] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:36.376543] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:36.380227] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 2.25%, Actual: 4.02% [2025-11-22T02:45:36.424111] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.46%, Actual: 1.10% [2025-11-22T02:45:36.502010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:36.510601] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 3.40% [2025-11-22T02:45:36.545404] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -1.99%, Actual: 0.02% [2025-11-22T02:45:36.548259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:36.589741] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.96%, Actual: 0.83% [2025-11-22T02:45:36.677116] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 2.38% [2025-11-22T02:45:36.710051] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 5.94%, Actual: 3.55% [2025-11-22T02:45:36.757451] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.81%, Actual: 1.16% [2025-11-22T02:45:36.849962] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.63% [2025-11-22T02:45:36.874658] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -1.48%, Actual: 1.73% [2025-11-22T02:45:36.921315] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.75% [2025-11-22T02:45:37.021198] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 0.14% [2025-11-22T02:45:37.038462] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 3.54%, Actual: 1.75% [2025-11-22T02:45:37.085521] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -1.15%, Actual: 1.53% [2025-11-22T02:45:37.141680] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 3.12% | Symbol ETA: 44.0s | Global ETA: 36m 40s [2025-11-22T02:45:37.142589] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:37.142675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:37.144366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:37.144889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:37.145329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:37.145743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:37.146539] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:37.189105] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.86% [2025-11-22T02:45:37.205086] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -3.60%, Actual: 3.19% [2025-11-22T02:45:37.205280] [INFO ] [main ] AI: Magnitude Forecast Confidence: 45.0379% [2025-11-22T02:45:37.205359] [INFO ] [main ] AI: DISCARDED add_shelf_lag (score: 45.04%) [2025-11-22T02:45:37.205400] [INFO ] [main ] AI: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:45:37.205431] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_signed_carry_history_11'] [2025-11-22T02:45:37.205465] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:37.223617] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:37.224914] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:37.224975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:37.229773] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:37.230550] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:37.231836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:37.251516] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 2.74%, Actual: 1.15% [2025-11-22T02:45:37.272865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:37.316636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:37.358609] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 1.41% [2025-11-22T02:45:37.416599] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 0.65% [2025-11-22T02:45:37.528979] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -2.33%, Actual: 0.21% [2025-11-22T02:45:37.580666] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 3.38% [2025-11-22T02:45:37.698840] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 3.32%, Actual: 1.22% [2025-11-22T02:45:37.749925] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 0.03% [2025-11-22T02:45:37.750126] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 49.7316% [2025-11-22T02:45:37.750204] [INFO ] [main ] GSK: DISCARDED add_day_shape_ratios (score: 49.73%) [2025-11-22T02:45:37.750246] [INFO ] [main ] GSK: Testing feature 8/53: add_directional_consistency [2025-11-22T02:45:37.750277] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_directional_consistency'] [2025-11-22T02:45:37.750311] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:37.763669] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:37.764890] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:37.764952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:37.766662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:37.767152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:37.767608] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:37.846193] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.03% | Symbol ETA: 7.8s | Global ETA: 36m 40s [2025-11-22T02:45:37.847082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:37.847143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:37.851925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:37.852714] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:37.854009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:37.884676] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -1.82%, Actual: 2.99% [2025-11-22T02:45:37.884903] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 27.7230% [2025-11-22T02:45:37.885011] [INFO ] [main ] KNSL: DISCARDED add_volume_pressure_into_close (score: 27.72%) [2025-11-22T02:45:37.885057] [INFO ] [main ] KNSL: Testing feature 52/53: add_volume_zscore [2025-11-22T02:45:37.885090] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_volume_zscore'] [2025-11-22T02:45:37.885124] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:37.893222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:37.899972] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:37.901339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:37.901399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:37.906293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:37.909663] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 43.3s | Global ETA: 36m 40s [2025-11-22T02:45:37.910565] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:37.910666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:37.912296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:37.912790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:37.913249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:37.913631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:37.914399] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:37.951701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:37.952796] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:37.954533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:38.038965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:38.084192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:38.463561] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 7.1s | Global ETA: 36m 40s [2025-11-22T02:45:38.464458] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:38.464520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:38.469250] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:38.470024] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:38.471273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:38.485246] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 56.5s | Global ETA: 36m 40s [2025-11-22T02:45:38.486136] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:38.486199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:38.487868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:38.488342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:38.488795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:38.612070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:38.647464] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -1.55% | Symbol ETA: 6.9s | Global ETA: 36m 40s [2025-11-22T02:45:38.648398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:38.648459] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:38.653595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:38.667407] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 1.82% | Symbol ETA: 42.5s | Global ETA: 36m 40s [2025-11-22T02:45:38.700142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:38.701071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:38.702797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:38.835100] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 50.04%, Actual: 0.02% [2025-11-22T02:45:39.016326] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.09% [2025-11-22T02:45:39.080602] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.10% | Symbol ETA: 6.5s | Global ETA: 36m 41s [2025-11-22T02:45:39.081520] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:39.081582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:39.086372] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:39.087168] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:39.088535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:39.185040] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 3.95%, Actual: 77.96% [2025-11-22T02:45:39.211484] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 55.8s | Global ETA: 36m 41s [2025-11-22T02:45:39.212389] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:39.212451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:39.214120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:39.214601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:39.215057] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:39.339736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:39.352423] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 3.99% [2025-11-22T02:45:39.407829] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 6.2s | Global ETA: 36m 41s [2025-11-22T02:45:39.408760] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:39.408822] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:39.413693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:39.458540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:39.459594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:39.461346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:39.521588] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 3.27% [2025-11-22T02:45:39.690789] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.93%, Actual: 4.61% [2025-11-22T02:45:39.695271] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -1.81% | Symbol ETA: 5.9s | Global ETA: 36m 41s [2025-11-22T02:45:39.696201] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:39.696263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:39.701043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:39.701824] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:39.703106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:39.859569] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 1.43% [2025-11-22T02:45:39.948723] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 55.1s | Global ETA: 36m 41s [2025-11-22T02:45:39.949580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:39.949667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:39.951329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:39.951836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:39.952295] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:40.028684] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 3.12%, Actual: 2.71% [2025-11-22T02:45:40.076015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.158119] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 5.4s | Global ETA: 36m 41s [2025-11-22T02:45:40.159001] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:40.159062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:40.163893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:40.196321] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 3.72% [2025-11-22T02:45:40.211616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:40.212616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:40.214249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.309415] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 6.01% | Symbol ETA: 5.3s | Global ETA: 36m 41s [2025-11-22T02:45:40.310322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:40.310383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:40.315074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:40.315855] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:40.317114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.368086] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 1.82%, Actual: 7.34% [2025-11-22T02:45:40.368279] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 32.4819% [2025-11-22T02:45:40.368360] [INFO ] [main ] SEMR: DISCARDED add_gap_fill_state (score: 32.48%) [2025-11-22T02:45:40.368400] [INFO ] [main ] SEMR: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:45:40.368432] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T02:45:40.368467] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:40.380496] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:40.381766] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:40.381831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:40.383582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:40.384120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:40.384562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:40.384971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:40.385740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:40.512122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:40.513298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.674757] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 54.3s | Global ETA: 36m 41s [2025-11-22T02:45:40.675625] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:40.675715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:40.677362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:40.677872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:40.678302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:40.803280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.917123] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 2.30% | Symbol ETA: 4.7s | Global ETA: 36m 42s [2025-11-22T02:45:40.918075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:40.918138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:40.922420] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -4.29% | Symbol ETA: 4.7s | Global ETA: 36m 42s [2025-11-22T02:45:40.922893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:40.923300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:40.923362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:40.928082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:40.928957] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:40.930228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:40.966722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:40.967627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:40.969247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:41.101976] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 59.89% | Symbol ETA: 45.7s | Global ETA: 36m 42s [2025-11-22T02:45:41.102866] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:41.102929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:41.104553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:41.105045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:41.105481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:41.105886] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:41.107052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:41.231979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:41.233172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:41.392783] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 53.6s | Global ETA: 36m 42s [2025-11-22T02:45:41.394063] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:41.394125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:41.395771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:41.396245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:41.396692] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:41.519689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:41.535742] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 3.02% | Symbol ETA: 4.0s | Global ETA: 36m 42s [2025-11-22T02:45:41.536613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:41.536710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:41.541395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:41.542192] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:41.543458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:41.644949] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 3.9s | Global ETA: 36m 42s [2025-11-22T02:45:41.645835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:41.645896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:41.650721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:41.694752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:41.695726] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:41.697458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:41.814093] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.68% | Symbol ETA: 45.0s | Global ETA: 36m 42s [2025-11-22T02:45:41.814998] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:41.815061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:41.816824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:41.817304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:41.817780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:41.818169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:41.818928] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:41.943722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:41.944930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.113826] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 52.9s | Global ETA: 36m 42s [2025-11-22T02:45:42.114729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:42.114792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:42.116424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:42.116923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:42.117370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:42.152794] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.36% | Symbol ETA: 3.4s | Global ETA: 36m 42s [2025-11-22T02:45:42.156504] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:42.156566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:42.161907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:42.162732] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:42.164003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.239957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.387987] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 3.2s | Global ETA: 36m 42s [2025-11-22T02:45:42.388872] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:42.388938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:42.393659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:42.436256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:42.437169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:42.438834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.527866] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 44.3s | Global ETA: 36m 42s [2025-11-22T02:45:42.528787] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:42.528851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:42.530471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:42.530969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:42.531404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:42.531809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:42.532553] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:42.683181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:42.684377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.806504] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.69% | Symbol ETA: 2.8s | Global ETA: 36m 43s [2025-11-22T02:45:42.807443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:42.807505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:42.812324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:42.813183] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:45:42.814461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:42.851244] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 52.2s | Global ETA: 36m 43s [2025-11-22T02:45:42.852300] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:42.852387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:42.854210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:42.854762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:42.855250] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:42.992424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:43.179790] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 2.4s | Global ETA: 36m 43s [2025-11-22T02:45:43.180728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:43.180793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:43.185948] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:43.230136] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:43.231189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:43.232961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:43.278107] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.71% | Symbol ETA: 43.6s | Global ETA: 36m 43s [2025-11-22T02:45:43.279023] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:43.279087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:43.280771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:43.281265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:43.281723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:43.282109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:43.282875] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:43.409807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:43.411014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:43.421522] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -11.60% | Symbol ETA: 2.2s | Global ETA: 36m 43s [2025-11-22T02:45:43.587430] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.03%, Actual: 7.01% [2025-11-22T02:45:43.638074] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 51.5s | Global ETA: 36m 43s [2025-11-22T02:45:43.639023] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:43.639103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:43.640851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:43.641346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:43.641811] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:43.751965] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 1.94% [2025-11-22T02:45:43.767313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:43.916762] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.10%, Actual: 0.39% [2025-11-22T02:45:43.935869] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 1.7s | Global ETA: 36m 43s [2025-11-22T02:45:43.936823] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:43.936888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:43.941725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:43.984213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:43.985247] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:43.986934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:43.993458] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 42.9s | Global ETA: 36m 43s [2025-11-22T02:45:43.994364] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:43.994428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:43.996088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:43.996558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:43.997015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:43.997416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:43.998168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:44.087584] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -1.81%, Actual: 1.45% [2025-11-22T02:45:44.121192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:44.122424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:44.282479] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 6.01%, Actual: 4.02% [2025-11-22T02:45:44.371386] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 50.7s | Global ETA: 36m 43s [2025-11-22T02:45:44.372288] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:44.372349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:44.374037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:44.374517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:44.374998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:44.461030] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -4.29%, Actual: 0.02% [2025-11-22T02:45:44.501849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:44.638333] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 3.02%, Actual: 3.55% [2025-11-22T02:45:44.675081] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.78% | Symbol ETA: 0.9s | Global ETA: 36m 43s [2025-11-22T02:45:44.676621] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:44.676726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:44.681539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:44.712441] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 42.1s | Global ETA: 36m 43s [2025-11-22T02:45:44.713337] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:44.713401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:44.715060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:44.715545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:44.716008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:44.716391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:44.717161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:44.724694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:44.725729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:45:44.727434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:44.807201] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.36%, Actual: 1.73% [2025-11-22T02:45:44.840265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:44.841483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:44.980407] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.69%, Actual: 1.75% [2025-11-22T02:45:45.111498] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 50.0s | Global ETA: 36m 44s [2025-11-22T02:45:45.149413] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -11.60%, Actual: 3.19% [2025-11-22T02:45:45.149660] [INFO ] [main ] AI: Magnitude Forecast Confidence: 45.0891% [2025-11-22T02:45:45.149749] [INFO ] [main ] AI: DISCARDED add_signed_carry_history_11 (score: 45.09%) [2025-11-22T02:45:45.149791] [INFO ] [main ] AI: Testing feature 44/53: add_sma_ratio [2025-11-22T02:45:45.149824] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_sma_ratio'] [2025-11-22T02:45:45.149859] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:45.165281] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:45.166771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:45.166833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:45.171699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:45.172497] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:45.173197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:45.287229] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 1.38% [2025-11-22T02:45:45.413904] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: 1.63% | Symbol ETA: 0.2s | Global ETA: 36m 44s [2025-11-22T02:45:45.430774] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 41.4s | Global ETA: 36m 44s [2025-11-22T02:45:45.431665] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:45.431728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:45.433348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:45.433844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:45.434279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:45.434681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:45.435818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:45.454486] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.10% [2025-11-22T02:45:45.557285] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:45.558546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:45.584344] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -1.55%, Actual: 3.24% [2025-11-22T02:45:45.627498] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.83% [2025-11-22T02:45:45.755104] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 3.40% [2025-11-22T02:45:45.802031] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 1.16% [2025-11-22T02:45:45.805768] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 5.07% | Symbol ETA: 7.4s | Global ETA: 36m 44s [2025-11-22T02:45:45.806664] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:45.806725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:45.811459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:45.812257] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:45.812931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:45.931697] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 2.38% [2025-11-22T02:45:45.975783] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.75% [2025-11-22T02:45:46.140813] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 2.30%, Actual: 0.63% [2025-11-22T02:45:46.150059] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 1.53% [2025-11-22T02:45:46.169329] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 40.7s | Global ETA: 36m 44s [2025-11-22T02:45:46.170298] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:46.170364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:46.172118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:46.172623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:46.173101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:46.173500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:46.174292] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:46.301266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:46.302558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:46.322065] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 1.15% [2025-11-22T02:45:46.346137] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.14% [2025-11-22T02:45:46.436590] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -2.81% | Symbol ETA: 6.7s | Global ETA: 36m 44s [2025-11-22T02:45:46.437564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:46.437628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:46.442639] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:46.443465] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:46.444162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:46.492257] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.02%, Actual: 0.65% [2025-11-22T02:45:46.520680] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 1.86% [2025-11-22T02:45:46.664445] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 3.38% [2025-11-22T02:45:46.694924] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 1.41% [2025-11-22T02:45:46.832530] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.03% [2025-11-22T02:45:46.832759] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 36.8569% [2025-11-22T02:45:46.832847] [INFO ] [main ] GSK: DISCARDED add_directional_consistency (score: 36.86%) [2025-11-22T02:45:46.832889] [INFO ] [main ] GSK: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:45:46.832920] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_fullday_parkinson_range'] [2025-11-22T02:45:46.832955] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:46.846448] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:46.848397] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:46.848584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:46.851143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:46.851856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:46.852421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:46.854581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:46.868185] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 0.21% [2025-11-22T02:45:46.913038] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 4.41% | Symbol ETA: 40.0s | Global ETA: 36m 45s [2025-11-22T02:45:46.913935] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:46.913999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:46.915612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:46.916112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:46.916570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:46.916973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:46.917757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:47.041576] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.78%, Actual: 1.22% [2025-11-22T02:45:47.046896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:45:47.048145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:47.103552] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 8.36% | Symbol ETA: 6.2s | Global ETA: 36m 45s [2025-11-22T02:45:47.104441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:47.104502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:47.109344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:47.110141] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:47.110804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:47.210852] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.63%, Actual: 2.99% [2025-11-22T02:45:47.211052] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 35.4127% [2025-11-22T02:45:47.211143] [INFO ] [main ] KNSL: DISCARDED add_volume_zscore (score: 35.41%) [2025-11-22T02:45:47.211188] [INFO ] [main ] KNSL: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:45:47.211222] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps', 'add_vwap_deviations'] [2025-11-22T02:45:47.211258] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T02:45:47.225987] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:47.227280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:47.227362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:47.232156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:47.276941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:47.277836] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:47.283503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:47.473928] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 55.6s | Global ETA: 36m 45s [2025-11-22T02:45:47.475259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:47.475321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:47.477044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:47.477569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:47.478017] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:47.479626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:47.629576] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.72% | Symbol ETA: 39.3s | Global ETA: 36m 45s [2025-11-22T02:45:47.734419] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.49% | Symbol ETA: 5.5s | Global ETA: 36m 45s [2025-11-22T02:45:47.735298] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:47.735358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:47.743179] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:47.743975] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:47.744625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:47.796529] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 59.89%, Actual: 0.02% [2025-11-22T02:45:47.963033] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.68%, Actual: 0.09% [2025-11-22T02:45:48.008543] [INFO ] [main ] KNSL: Lookback Days: 2, Magnitude: -0.62% | Symbol ETA: 7.0s | Global ETA: 36m 45s [2025-11-22T02:45:48.009487] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:48.009902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:48.014786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:48.062394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:48.063689] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:48.069815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:48.092908] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.93% | Symbol ETA: 54.9s | Global ETA: 36m 45s [2025-11-22T02:45:48.093789] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:48.093851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:48.095483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:48.095971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:48.096401] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:48.098092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:48.130870] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 77.96% [2025-11-22T02:45:48.296552] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.71%, Actual: 3.99% [2025-11-22T02:45:48.359525] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 4.9s | Global ETA: 36m 45s [2025-11-22T02:45:48.360416] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:48.360478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:48.365349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:48.366145] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:48.366856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:48.460810] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 3.27% [2025-11-22T02:45:48.625789] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 4.61% [2025-11-22T02:45:48.717987] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 54.3s | Global ETA: 36m 45s [2025-11-22T02:45:48.718931] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:48.718996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:48.720724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:48.721210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:48.721672] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:48.723343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:48.766359] [INFO ] [main ] KNSL: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 6.2s | Global ETA: 36m 46s [2025-11-22T02:45:48.767276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:48.767374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:48.772356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:48.792329] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 1.43% [2025-11-22T02:45:48.817828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:48.818669] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:48.824446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:48.959799] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.09%, Actual: 2.71% [2025-11-22T02:45:48.976600] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -4.53% | Symbol ETA: 4.2s | Global ETA: 36m 46s [2025-11-22T02:45:48.977508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:48.977568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:48.982326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:48.983110] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:48.983776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:49.127182] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 4.41%, Actual: 3.72% [2025-11-22T02:45:49.292277] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.72%, Actual: 7.34% [2025-11-22T02:45:49.292501] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.8635% [2025-11-22T02:45:49.292589] [INFO ] [main ] SEMR: DISCARDED add_gap_morning_composite (score: 29.86%) [2025-11-22T02:45:49.292630] [INFO ] [main ] SEMR: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:45:49.293419] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T02:45:49.293470] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:49.305111] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:49.306337] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:49.306399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:49.308110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:49.308603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:49.309060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:49.309444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:49.310201] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:49.318775] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 53.7s | Global ETA: 36m 46s [2025-11-22T02:45:49.319690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:49.319753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:49.321381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:49.321878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:49.322311] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:49.323935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:49.434768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:49.495044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:49.507441] [INFO ] [main ] KNSL: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 5.3s | Global ETA: 36m 46s [2025-11-22T02:45:49.508347] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:49.508409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:49.513215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:49.556977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:49.557892] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:49.563782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:49.592674] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 8.96% | Symbol ETA: 3.6s | Global ETA: 36m 46s [2025-11-22T02:45:49.593613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:49.593692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:49.598523] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:49.599336] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:49.600007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:49.938846] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 53.0s | Global ETA: 36m 46s [2025-11-22T02:45:49.939909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:49.939974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:49.941725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:49.942238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:49.942708] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:49.944392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.104960] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 56.87% | Symbol ETA: 40.5s | Global ETA: 36m 46s [2025-11-22T02:45:50.105850] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:50.105912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:50.107555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:50.108051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:50.108483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:50.108887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:50.109691] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:50.215118] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.52% | Symbol ETA: 2.9s | Global ETA: 36m 46s [2025-11-22T02:45:50.216007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:50.216068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:50.220837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:50.221598] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:50.222262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.233599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:50.267270] [INFO ] [main ] KNSL: Lookback Days: 5, Magnitude: 1.30% | Symbol ETA: 4.6s | Global ETA: 36m 46s [2025-11-22T02:45:50.268244] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:50.268305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:50.273016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:50.289263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.318156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:50.319033] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:50.324908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.575183] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 52.4s | Global ETA: 36m 46s [2025-11-22T02:45:50.576264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:50.576341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:50.578377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:50.578955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:50.579584] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:50.581662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.834724] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 2.3s | Global ETA: 36m 47s [2025-11-22T02:45:50.835588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:50.835685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:50.840547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:50.841332] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:45:50.842000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:50.897580] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.81% | Symbol ETA: 39.6s | Global ETA: 36m 47s [2025-11-22T02:45:50.898909] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:50.898976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:50.900716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:50.901225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:50.901723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:50.902129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:50.902934] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:51.017594] [INFO ] [main ] KNSL: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 3.8s | Global ETA: 36m 47s [2025-11-22T02:45:51.018479] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:51.018540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:51.023324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:51.038663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:51.066424] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:51.067343] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:51.073056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:51.093389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:51.217507] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 51.8s | Global ETA: 36m 47s [2025-11-22T02:45:51.218421] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:51.218485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:51.220217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:51.220722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:51.221166] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:51.222829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:51.467701] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.10% | Symbol ETA: 1.7s | Global ETA: 36m 47s [2025-11-22T02:45:51.642533] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 5.07%, Actual: 7.01% [2025-11-22T02:45:51.673042] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 38.8s | Global ETA: 36m 47s [2025-11-22T02:45:51.673947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:51.674011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:51.675659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:51.676130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:51.676556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:51.676959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:51.677784] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:51.768871] [INFO ] [main ] KNSL: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 3.0s | Global ETA: 36m 47s [2025-11-22T02:45:51.769782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:51.769843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:51.774721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:51.803896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:51.818814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:51.819685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:51.822159] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -2.81%, Actual: 1.94% [2025-11-22T02:45:51.825309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:51.854598] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.22% | Symbol ETA: 51.2s | Global ETA: 36m 47s [2025-11-22T02:45:51.855548] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:51.855612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:51.857285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:51.857821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:51.858269] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:51.859949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:51.860688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:52.000048] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 8.36%, Actual: 0.39% [2025-11-22T02:45:52.173341] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.49%, Actual: 1.45% [2025-11-22T02:45:52.350750] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 4.02% [2025-11-22T02:45:52.437613] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.10% | Symbol ETA: 38.0s | Global ETA: 36m 47s [2025-11-22T02:45:52.438501] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:52.438574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:52.440248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:52.440772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:52.441201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:52.441582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:52.442344] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:52.449612] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.76% | Symbol ETA: 50.6s | Global ETA: 36m 47s [2025-11-22T02:45:52.450501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:52.450563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:52.452217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:52.452708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:52.453135] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:45:52.454750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:52.512577] [INFO ] [main ] KNSL: Lookback Days: 8, Magnitude: 1.58% | Symbol ETA: 2.3s | Global ETA: 36m 47s [2025-11-22T02:45:52.513533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:52.513594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:52.518501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:52.525831] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -4.53%, Actual: 0.02% [2025-11-22T02:45:52.562421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:52.563527] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:52.564850] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:52.571444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:52.624150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:52.702026] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 8.96%, Actual: 3.55% [2025-11-22T02:45:52.881720] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.52%, Actual: 1.73% [2025-11-22T02:45:53.051815] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.35% | Symbol ETA: 50.0s | Global ETA: 36m 48s [2025-11-22T02:45:53.060731] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 1.97%, Actual: 1.75% [2025-11-22T02:45:53.203857] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 37.2s | Global ETA: 36m 48s [2025-11-22T02:45:53.204739] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:53.204803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:53.206420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:53.206918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:53.207373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:53.207780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:53.208522] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:53.220522] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.38% [2025-11-22T02:45:53.237288] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.10%, Actual: 3.19% [2025-11-22T02:45:53.237571] [INFO ] [main ] AI: Magnitude Forecast Confidence: 38.6193% [2025-11-22T02:45:53.237708] [INFO ] [main ] AI: DISCARDED add_sma_ratio (score: 38.62%) [2025-11-22T02:45:53.237768] [INFO ] [main ] AI: Testing feature 45/53: add_true_range [2025-11-22T02:45:53.237819] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_true_range'] [2025-11-22T02:45:53.237868] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:45:53.253302] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:53.254769] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:53.254833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:53.259939] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:53.260761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:53.262514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:53.288240] [INFO ] [main ] KNSL: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 1.5s | Global ETA: 36m 48s [2025-11-22T02:45:53.289198] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:53.289264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:53.294121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:53.336202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:53.337824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:53.338994] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:53.345057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:53.390860] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.93%, Actual: 1.10% [2025-11-22T02:45:53.392536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:53.566338] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.83% [2025-11-22T02:45:53.738113] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.16% [2025-11-22T02:45:53.909102] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 7.4s | Global ETA: 36m 48s [2025-11-22T02:45:53.910063] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:53.910028] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.75% [2025-11-22T02:45:53.910128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:53.915357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:53.916211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:53.918001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:53.976991] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 36.4s | Global ETA: 36m 48s [2025-11-22T02:45:53.977934] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:53.977999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:53.979787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:53.980291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:53.980774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:53.981179] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:53.982018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:54.036256] [INFO ] [main ] KNSL: Lookback Days: 10, Magnitude: 1.59% | Symbol ETA: 0.8s | Global ETA: 36m 48s [2025-11-22T02:45:54.037189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:54.037252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:54.042312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:54.076581] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 1.53% [2025-11-22T02:45:54.087482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:54.088391] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:45:54.094218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:54.111736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:54.169261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:54.242182] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 1.15% [2025-11-22T02:45:54.408037] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.22%, Actual: 0.65% [2025-11-22T02:45:54.581930] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.76%, Actual: 3.38% [2025-11-22T02:45:54.595174] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 6.8s | Global ETA: 36m 48s [2025-11-22T02:45:54.596059] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:54.596120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:54.600901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:54.601716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:54.603386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:54.750330] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.35%, Actual: 0.03% [2025-11-22T02:45:54.750534] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.6994% [2025-11-22T02:45:54.750618] [INFO ] [main ] GSK: DISCARDED add_fullday_parkinson_range (score: 45.70%) [2025-11-22T02:45:54.750679] [INFO ] [main ] GSK: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:45:54.750736] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:45:54.750773] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:45:54.757614] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.09% | Symbol ETA: 35.6s | Global ETA: 36m 48s [2025-11-22T02:45:54.758831] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:54.758898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:54.760857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:54.761374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:54.761850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:54.762255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:54.763064] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:54.765020] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:54.766902] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:54.766964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:54.768942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:54.769443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:54.769903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:54.814873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:54.832510] [INFO ] [main ] KNSL: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 0.0s | Global ETA: 36m 49s [2025-11-22T02:45:54.899884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:54.970409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:55.009770] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -0.62%, Actual: 3.24% [2025-11-22T02:45:55.236125] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 3.40% [2025-11-22T02:45:55.338430] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 6.41% | Symbol ETA: 6.3s | Global ETA: 36m 49s [2025-11-22T02:45:55.339894] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:55.339988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:55.347506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:55.348923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:55.351525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:55.501175] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 2.38% [2025-11-22T02:45:55.684392] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.97% | Symbol ETA: 46.1s | Global ETA: 36m 49s [2025-11-22T02:45:55.685775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:55.685856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:55.688321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:55.689027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:55.689636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:55.744275] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.30%, Actual: 0.63% [2025-11-22T02:45:55.760832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:55.826978] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 34.9s | Global ETA: 36m 49s [2025-11-22T02:45:55.828862] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:55.828949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:55.831531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:55.832332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:55.832997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:55.833563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:55.834750] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:55.936914] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 0.14% [2025-11-22T02:45:55.987888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:56.062434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:56.122941] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 1.86% [2025-11-22T02:45:56.211589] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -5.86% | Symbol ETA: 5.9s | Global ETA: 36m 49s [2025-11-22T02:45:56.212523] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:56.212586] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:56.217597] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:56.218472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:56.220413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:56.310949] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: 1.58%, Actual: 1.41% [2025-11-22T02:45:56.448270] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 44.6s | Global ETA: 36m 49s [2025-11-22T02:45:56.449232] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:56.449297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:56.451133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:56.451676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:56.452133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:56.488020] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.74%, Actual: 0.21% [2025-11-22T02:45:56.498892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:56.664912] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.59%, Actual: 1.22% [2025-11-22T02:45:56.697031] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.28% | Symbol ETA: 34.1s | Global ETA: 36m 49s [2025-11-22T02:45:56.697952] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:56.698016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:56.699667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:56.700144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:56.700581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:56.700987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:56.701758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:56.824721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:45:56.834036] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 2.99% [2025-11-22T02:45:56.834240] [INFO ] [main ] KNSL: Magnitude Forecast Confidence: 34.5552% [2025-11-22T02:45:56.834341] [INFO ] [main ] KNSL: DISCARDED add_vwap_deviations (score: 34.56%) [2025-11-22T02:45:56.834382] [INFO ] [main ] KNSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:45:56.834413] [INFO ] [main ] KNSL: Best accuracy: 51.82% [2025-11-22T02:45:56.834444] [INFO ] [main ] KNSL: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:45:56.834474] [INFO ] [main ] KNSL: Improvement over baseline: 12.40% [2025-11-22T02:45:56.834501] [INFO ] [main ] KNSL: Total time: 8.2 minutes [2025-11-22T02:45:56.834548] [INFO ] [main ] KNSL: Average time per feature: 9.3 seconds [2025-11-22T02:45:56.834576] [INFO ] [main ] KNSL: Average speed: 0.11 features/sec [2025-11-22T02:45:56.844559] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 5.1s | Global ETA: 36m 50s [2025-11-22T02:45:56.845468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:56.845529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:56.850355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:56.851141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:56.852759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:56.881220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:57.003192] [DEBUG] [METRICS ] KNSL: 2025-11-20:2025-11-21: Predicted: -3.18%, Actual: 3.24% [2025-11-22T02:45:57.138430] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 43.4s | Global ETA: 36m 50s [2025-11-22T02:45:57.139411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:57.139477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:57.141213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:57.141753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:57.142200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:57.173546] [DEBUG] [METRICS ] KNSL: 2025-11-19:2025-11-20: Predicted: -2.76%, Actual: 3.40% [2025-11-22T02:45:57.188828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:57.364083] [DEBUG] [METRICS ] KNSL: 2025-11-18:2025-11-19: Predicted: 1.77%, Actual: 2.38% [2025-11-22T02:45:57.462928] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.67% | Symbol ETA: 4.3s | Global ETA: 36m 50s [2025-11-22T02:45:57.463836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:57.463897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:57.468736] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:57.469553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:57.471185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:57.511622] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 33.3s | Global ETA: 36m 50s [2025-11-22T02:45:57.538595] [DEBUG] [METRICS ] KNSL: 2025-11-17:2025-11-18: Predicted: 1.93%, Actual: 0.63% [2025-11-22T02:45:57.688727] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 56.87%, Actual: 0.02% [2025-11-22T02:45:57.706998] [DEBUG] [METRICS ] KNSL: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 0.14% [2025-11-22T02:45:57.814990] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 42.4s | Global ETA: 36m 50s [2025-11-22T02:45:57.815913] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:57.815977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:57.817712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:57.818197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:57.818693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:57.863182] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.81%, Actual: 0.09% [2025-11-22T02:45:57.864846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:57.881126] [DEBUG] [METRICS ] KNSL: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 1.86% [2025-11-22T02:45:58.037899] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 77.96% [2025-11-22T02:45:58.055146] [DEBUG] [METRICS ] KNSL: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 1.41% [2025-11-22T02:45:58.086071] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 10.31% | Symbol ETA: 3.5s | Global ETA: 36m 50s [2025-11-22T02:45:58.086966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:58.087028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:58.091846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:58.092660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:58.094261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:58.215433] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 3.99% [2025-11-22T02:45:58.231931] [DEBUG] [METRICS ] KNSL: 2025-11-11:2025-11-12: Predicted: -1.54%, Actual: 0.21% [2025-11-22T02:45:58.394003] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 3.27% [2025-11-22T02:45:58.408597] [DEBUG] [METRICS ] KNSL: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 1.22% [2025-11-22T02:45:58.499419] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 41.6s | Global ETA: 36m 50s [2025-11-22T02:45:58.500371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:58.500436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:58.502143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:58.502661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:58.503114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:58.547891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:58.570019] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 4.61% [2025-11-22T02:45:58.584912] [DEBUG] [METRICS ] KNSL: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 2.99% [2025-11-22T02:45:58.585603] [INFO ] [LOCAL ] Saved configuration for KNSL: 3 features, 51.82% accuracy -> ./output/feature-sets/KNSL.json [2025-11-22T02:45:58.586672] [INFO ] [main ] Progress: 39/57 symbols completed (68.4%). KNSL finished in 8m 22s. ETA: 34m 0s. Rate: 0.53 symbols/min [2025-11-22T02:45:58.590209] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:45:58.605155] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:58.605867] [INFO ] [main ] FCN: Testing with 53 available features [2025-11-22T02:45:58.605918] [INFO ] [main ] FCN: Establishing baseline with no features... [2025-11-22T02:45:58.605953] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:45:58.619070] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:58.620523] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:45:58.742296] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.09%, Actual: 1.43% [2025-11-22T02:45:58.783501] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 2.9s | Global ETA: 34m 0s [2025-11-22T02:45:58.784436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:58.784503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:58.789704] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:58.790607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:58.792362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:58.913732] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 2.71% [2025-11-22T02:45:59.095014] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.28%, Actual: 3.72% [2025-11-22T02:45:59.174184] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 40.8s | Global ETA: 34m 1s [2025-11-22T02:45:59.175292] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:59.175354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:59.177000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:59.177525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:59.177992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:59.221541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:59.268269] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.55%, Actual: 7.34% [2025-11-22T02:45:59.268477] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 24.3657% [2025-11-22T02:45:59.268568] [INFO ] [main ] SEMR: DISCARDED add_gap_resolution_state (score: 24.37%) [2025-11-22T02:45:59.268611] [INFO ] [main ] SEMR: Testing feature 13/53: add_gaps [2025-11-22T02:45:59.268667] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_gaps'] [2025-11-22T02:45:59.268707] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:45:59.270087] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.97% [2025-11-22T02:45:59.271078] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:45:59.280692] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:45:59.282159] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:45:59.282249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:59.284039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:45:59.284576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:59.285055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:59.285490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:59.286278] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:45:59.419640] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:45:59.420727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:59.422777] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.82% | Symbol ETA: 2.2s | Global ETA: 34m 1s [2025-11-22T02:45:59.425441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:45:59.425506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:45:59.432614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:45:59.433543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:59.435322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:59.831143] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 40.0s | Global ETA: 34m 1s [2025-11-22T02:45:59.832070] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:45:59.832134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:45:59.833866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:45:59.834369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:45:59.834853] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:45:59.881398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:45:59.915507] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -0.31% [2025-11-22T02:45:59.916507] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:00.022035] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 56.17% | Symbol ETA: 39.9s | Global ETA: 34m 1s [2025-11-22T02:46:00.022943] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:00.023006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:00.024708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:00.025185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:00.025623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:00.026026] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:00.026793] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:00.079927] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.14% | Symbol ETA: 1.5s | Global ETA: 34m 1s [2025-11-22T02:46:00.154500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:00.155500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:00.255336] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 7.01% [2025-11-22T02:46:00.431929] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 1.94% [2025-11-22T02:46:00.487796] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.72% | Symbol ETA: 39.3s | Global ETA: 34m 1s [2025-11-22T02:46:00.488718] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:00.488780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:00.490422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:00.490920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:00.491357] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:00.534750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:00.563784] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.41% [2025-11-22T02:46:00.564725] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:00.611040] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 6.41%, Actual: 0.39% [2025-11-22T02:46:00.749188] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 39.1s | Global ETA: 34m 1s [2025-11-22T02:46:00.750080] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:00.750144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:00.751831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:00.752308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:00.752796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:00.753184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:00.753947] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:00.790203] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -5.86%, Actual: 1.45% [2025-11-22T02:46:00.888706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:00.890159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:01.061038] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 4.02% [2025-11-22T02:46:01.159730] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 38.5s | Global ETA: 34m 2s [2025-11-22T02:46:01.160676] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:01.160741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:01.162425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:01.162942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:01.163393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:01.235428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:01.283743] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.67%, Actual: 0.02% [2025-11-22T02:46:01.429090] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.51% [2025-11-22T02:46:01.430132] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:01.449785] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 10.31%, Actual: 3.55% [2025-11-22T02:46:01.623044] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 1.73% [2025-11-22T02:46:01.706662] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 3.49% | Symbol ETA: 38.9s | Global ETA: 34m 2s [2025-11-22T02:46:01.707622] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:01.707709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:01.709407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:01.709921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:01.710363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:01.710779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:01.711568] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:01.796879] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.82%, Actual: 1.75% [2025-11-22T02:46:01.856187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:01.857450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:01.954109] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 37.8s | Global ETA: 34m 2s [2025-11-22T02:46:01.999192] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.14%, Actual: 3.19% [2025-11-22T02:46:01.999427] [INFO ] [main ] AI: Magnitude Forecast Confidence: 27.9751% [2025-11-22T02:46:01.999538] [INFO ] [main ] AI: DISCARDED add_true_range (score: 27.98%) [2025-11-22T02:46:01.999583] [INFO ] [main ] AI: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:46:01.999615] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_vol_of_vol'] [2025-11-22T02:46:01.999669] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:02.014713] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:02.016243] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:02.016304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:02.021261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:02.022119] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:02.023151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:02.141557] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 1.38% [2025-11-22T02:46:02.300681] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.67% [2025-11-22T02:46:02.301988] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:02.313259] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.10% [2025-11-22T02:46:02.471054] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 38.0s | Global ETA: 34m 2s [2025-11-22T02:46:02.471947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:02.472011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:02.473700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:02.474179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:02.474669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:02.475061] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:02.475834] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:02.486796] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 0.83% [2025-11-22T02:46:02.605615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:02.606727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:02.660219] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.16% [2025-11-22T02:46:02.670584] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.33% | Symbol ETA: 7.3s | Global ETA: 34m 2s [2025-11-22T02:46:02.671533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:02.671598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:02.676816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:02.677691] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:02.678795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:02.831147] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.75% [2025-11-22T02:46:02.958458] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.18% [2025-11-22T02:46:02.959625] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:03.000136] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 1.53% [2025-11-22T02:46:03.173106] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 1.15% [2025-11-22T02:46:03.191754] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -2.81% | Symbol ETA: 37.2s | Global ETA: 34m 3s [2025-11-22T02:46:03.192668] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:03.192732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:03.194401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:03.194954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:03.195400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:03.195817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:03.196595] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:03.307076] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 6.5s | Global ETA: 34m 3s [2025-11-22T02:46:03.308036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:03.308101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:03.313155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:03.314016] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:03.315056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:03.322101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:03.323185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:03.342542] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 0.65% [2025-11-22T02:46:03.516660] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 3.38% [2025-11-22T02:46:03.611178] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.64% [2025-11-22T02:46:03.612169] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:03.690879] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 0.03% [2025-11-22T02:46:03.691092] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 61.5832% [2025-11-22T02:46:03.691209] [INFO ] [main ] GSK: KEPT add_gap_fill_state (score: 61.58%) [2025-11-22T02:46:03.691259] [INFO ] [main ] GSK: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:46:03.691318] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T02:46:03.691353] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:03.705175] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:03.706810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:03.706875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:03.708679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:03.709195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:03.709672] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:03.756833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:03.758218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:03.923276] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 36.3s | Global ETA: 34m 3s [2025-11-22T02:46:03.924189] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:03.924254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:03.925931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:03.926419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:03.926880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:03.927266] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:03.928101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:03.933500] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.88% | Symbol ETA: 5.8s | Global ETA: 34m 3s [2025-11-22T02:46:03.934381] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:03.934444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:03.939258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:03.940043] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:03.941063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:04.061473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:04.062586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:04.276895] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -2.67% [2025-11-22T02:46:04.277889] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:04.385678] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.00% | Symbol ETA: 43.7s | Global ETA: 34m 3s [2025-11-22T02:46:04.386569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:04.386632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:04.388390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:04.388905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:04.389339] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:04.440580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:04.441860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:04.573364] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -3.31% | Symbol ETA: 5.2s | Global ETA: 34m 3s [2025-11-22T02:46:04.574331] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:04.574394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:04.579434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:04.580499] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:04.581742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:04.685122] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.37% | Symbol ETA: 35.6s | Global ETA: 34m 3s [2025-11-22T02:46:04.686074] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:04.686138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:04.687825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:04.688314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:04.688809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:04.689219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:04.690033] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:04.814412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:04.815473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:04.932673] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.13% [2025-11-22T02:46:04.933659] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:46:05.055378] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 42.9s | Global ETA: 34m 3s [2025-11-22T02:46:05.056270] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:05.056332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:05.058036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:05.058533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:05.059007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:05.103733] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:05.104952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:05.197606] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 4.5s | Global ETA: 34m 3s [2025-11-22T02:46:05.198547] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:05.198621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:05.203535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:05.204710] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:05.205764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:05.425811] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 34.8s | Global ETA: 34m 4s [2025-11-22T02:46:05.426723] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:05.426787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:05.428422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:05.428944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:05.429371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:05.429811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:05.430586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:05.554745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:05.555740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:05.585838] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.45% [2025-11-22T02:46:05.730255] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -1.37% | Symbol ETA: 42.3s | Global ETA: 34m 4s [2025-11-22T02:46:05.731158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:05.731220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:05.732900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:05.733389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:05.733845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:05.756424] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.97%, Actual: 2.09% [2025-11-22T02:46:05.778913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:05.780000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:05.819477] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.68% | Symbol ETA: 3.9s | Global ETA: 34m 4s [2025-11-22T02:46:05.820457] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:05.820521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:05.825446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:05.826318] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:05.827400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:05.928409] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.39% [2025-11-22T02:46:06.099165] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 0.85% [2025-11-22T02:46:06.144866] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 34.0s | Global ETA: 34m 4s [2025-11-22T02:46:06.145752] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:06.145816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:06.147478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:06.147986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:06.148431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:06.148910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:06.149882] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:06.270392] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.51%, Actual: 1.33% [2025-11-22T02:46:06.275181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:06.276199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:06.406162] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 41.6s | Global ETA: 34m 4s [2025-11-22T02:46:06.407055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:06.407117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:06.408798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:06.409277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:06.409740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:06.437133] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 6.34% | Symbol ETA: 3.3s | Global ETA: 34m 4s [2025-11-22T02:46:06.438079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:06.438142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:06.442470] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.80% [2025-11-22T02:46:06.442883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:06.443686] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:06.444702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:06.452574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:06.453638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:06.673421] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.18%, Actual: 1.30% [2025-11-22T02:46:06.849560] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.64%, Actual: 0.60% [2025-11-22T02:46:06.867830] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.60% | Symbol ETA: 33.3s | Global ETA: 34m 4s [2025-11-22T02:46:07.021029] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 0.36% [2025-11-22T02:46:07.044014] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 56.17%, Actual: 0.02% [2025-11-22T02:46:07.055000] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.91% | Symbol ETA: 2.6s | Global ETA: 34m 4s [2025-11-22T02:46:07.055987] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:07.056051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:07.061093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:07.061914] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:07.062974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:07.065214] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 40.9s | Global ETA: 34m 4s [2025-11-22T02:46:07.066203] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:07.066269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:07.068118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:07.068625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:07.069098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:07.114494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:07.115781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:07.198496] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 1.45% [2025-11-22T02:46:07.219668] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.09% [2025-11-22T02:46:07.374159] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.45%, Actual: 1.98% [2025-11-22T02:46:07.374380] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.0650% [2025-11-22T02:46:07.374429] [INFO ] [main ] FCN: Baseline score (no features): 48.0650% [2025-11-22T02:46:07.374466] [INFO ] [main ] FCN: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:07.374500] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:46:07.374533] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:07.388702] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:07.390062] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:07.390123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:07.393183] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 3.49%, Actual: 77.96% [2025-11-22T02:46:07.395305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:07.569411] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 3.99% [2025-11-22T02:46:07.673730] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 7.94% | Symbol ETA: 2.0s | Global ETA: 34m 5s [2025-11-22T02:46:07.674695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:07.674760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:07.679926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:07.680876] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:07.681938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:07.715500] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 40.2s | Global ETA: 34m 5s [2025-11-22T02:46:07.716492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:07.716557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:07.718348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:07.718899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:07.719374] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:07.738097] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.81%, Actual: 3.27% [2025-11-22T02:46:07.767201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:07.768556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:07.906503] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 4.61% [2025-11-22T02:46:08.062386] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 5m 56s | Global ETA: 34m 5s [2025-11-22T02:46:08.063260] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:08.063320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:08.068145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:08.076398] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.37%, Actual: 1.43% [2025-11-22T02:46:08.247638] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 2.71% [2025-11-22T02:46:08.312091] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 1.4s | Global ETA: 34m 5s [2025-11-22T02:46:08.405845] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.57% | Symbol ETA: 39.6s | Global ETA: 34m 5s [2025-11-22T02:46:08.406758] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:08.406821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:08.408501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:08.409045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:08.409490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:08.418180] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 3.72% [2025-11-22T02:46:08.453187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:08.454417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:08.489945] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.33%, Actual: 7.01% [2025-11-22T02:46:08.586340] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.60%, Actual: 7.34% [2025-11-22T02:46:08.586548] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 26.3847% [2025-11-22T02:46:08.586632] [INFO ] [main ] SEMR: DISCARDED add_gaps (score: 26.38%) [2025-11-22T02:46:08.586696] [INFO ] [main ] SEMR: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:46:08.586729] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T02:46:08.586763] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:08.598156] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:08.599401] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:08.599463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:08.601144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:08.601658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:08.602093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:08.602478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:08.603247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:08.665369] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 1.94% [2025-11-22T02:46:08.729829] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:08.731273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:08.741255] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 5m 57s | Global ETA: 34m 5s [2025-11-22T02:46:08.742206] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:08.742267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:08.747195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:08.841259] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.88%, Actual: 0.39% [2025-11-22T02:46:09.005750] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -3.31%, Actual: 1.45% [2025-11-22T02:46:09.060436] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 38.9s | Global ETA: 34m 5s [2025-11-22T02:46:09.061344] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:09.061407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:09.063063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:09.063536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:09.063998] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:09.106923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:09.108118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:09.170788] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 4.02% [2025-11-22T02:46:09.334633] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.68%, Actual: 0.02% [2025-11-22T02:46:09.338006] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 50.23% | Symbol ETA: 34.6s | Global ETA: 34m 5s [2025-11-22T02:46:09.338958] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:09.339023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:09.340762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:09.341254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:09.341724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:09.342120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:09.342918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:09.414598] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.77% | Symbol ETA: 5m 56s | Global ETA: 34m 5s [2025-11-22T02:46:09.415521] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:09.415585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:09.420460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:09.470850] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:09.472437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:09.498588] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 6.34%, Actual: 3.55% [2025-11-22T02:46:09.664486] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.91%, Actual: 1.73% [2025-11-22T02:46:09.704161] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 38.2s | Global ETA: 34m 6s [2025-11-22T02:46:09.705064] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:09.705127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:09.706811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:09.707296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:09.707801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:09.751373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:46:09.752592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:09.830344] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 7.94%, Actual: 1.75% [2025-11-22T02:46:09.996284] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 3.19% [2025-11-22T02:46:09.996475] [INFO ] [main ] AI: Magnitude Forecast Confidence: 33.5585% [2025-11-22T02:46:09.996559] [INFO ] [main ] AI: DISCARDED add_vol_of_vol (score: 33.56%) [2025-11-22T02:46:09.996610] [INFO ] [main ] AI: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:46:09.996671] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_volatility_decay_ratio'] [2025-11-22T02:46:09.996717] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:10.011811] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:10.013052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:10.013113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:10.018193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:10.019027] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:10.020093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:10.072210] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.50% | Symbol ETA: 33.8s | Global ETA: 34m 6s [2025-11-22T02:46:10.073103] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:10.073166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:10.074845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:10.075336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:10.075836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:10.076219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:10.077011] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:10.077157] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 5m 53s | Global ETA: 34m 6s [2025-11-22T02:46:10.078120] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:10.078181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:10.083069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:10.207627] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:10.209181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:10.352280] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.95% | Symbol ETA: 37.6s | Global ETA: 34m 6s [2025-11-22T02:46:10.520236] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.00%, Actual: 1.38% [2025-11-22T02:46:10.628560] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -0.47% | Symbol ETA: 6.6s | Global ETA: 34m 6s [2025-11-22T02:46:10.629451] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:10.629514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:10.634271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:10.635053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:10.636143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:10.688266] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.10% [2025-11-22T02:46:10.736566] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 1.65% | Symbol ETA: 5m 51s | Global ETA: 34m 6s [2025-11-22T02:46:10.737499] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:10.737559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:10.742357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:10.801008] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 33.1s | Global ETA: 34m 6s [2025-11-22T02:46:10.801975] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:10.802041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:10.803737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:10.804559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:10.805028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:10.805432] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:10.806248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:10.854775] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -1.37%, Actual: 0.83% [2025-11-22T02:46:10.935331] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:10.936818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:11.021425] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 1.16% [2025-11-22T02:46:11.190354] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 0.75% [2025-11-22T02:46:11.251695] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 2.52% | Symbol ETA: 6.0s | Global ETA: 34m 6s [2025-11-22T02:46:11.252559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:11.252620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:11.257315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:11.258115] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:11.259164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:11.355034] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 1.53% [2025-11-22T02:46:11.391812] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 5m 50s | Global ETA: 34m 6s [2025-11-22T02:46:11.392709] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:11.392769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:11.397541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:11.520571] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.57%, Actual: 1.15% [2025-11-22T02:46:11.529761] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.00% | Symbol ETA: 32.4s | Global ETA: 34m 6s [2025-11-22T02:46:11.530672] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:11.530737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:11.532450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:11.532958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:11.533398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:11.533898] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:11.534698] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:11.662502] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:11.664002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:11.696413] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.65% [2025-11-22T02:46:11.861995] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 3.38% [2025-11-22T02:46:11.878021] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 5.4s | Global ETA: 34m 7s [2025-11-22T02:46:11.878907] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:11.878969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:11.883690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:11.884459] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:11.885560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.029941] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.95%, Actual: 0.03% [2025-11-22T02:46:12.030142] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 51.2610% [2025-11-22T02:46:12.030196] [INFO ] [main ] GSK: DISCARDED add_gap_morning_composite (score: 51.26%) [2025-11-22T02:46:12.030237] [INFO ] [main ] GSK: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:46:12.030272] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T02:46:12.030310] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:12.039516] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 5m 47s | Global ETA: 34m 7s [2025-11-22T02:46:12.040401] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:12.040460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:12.043723] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:12.044995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:12.045057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:12.045200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.046765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:12.047261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:12.047749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:12.091731] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:12.152268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.253064] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 31.6s | Global ETA: 34m 7s [2025-11-22T02:46:12.254007] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:12.254073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:12.255777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:12.256260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:12.256742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:12.257165] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:12.258019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:12.386659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:12.388169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.500583] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.69% | Symbol ETA: 4.8s | Global ETA: 34m 7s [2025-11-22T02:46:12.501501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:12.501564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:12.506540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:12.507401] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:12.508502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.697586] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 5m 46s | Global ETA: 34m 7s [2025-11-22T02:46:12.698566] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:12.698639] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:12.703600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.761042] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 37.5s | Global ETA: 34m 7s [2025-11-22T02:46:12.762007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:12.762073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:12.763842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:12.764344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:12.764811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:12.812423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:12.872156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:12.985180] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 30.9s | Global ETA: 34m 7s [2025-11-22T02:46:12.986113] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:12.986180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:12.987898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:12.988400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:12.988863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:12.989262] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:12.990062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:13.118096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:13.119305] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.70% | Symbol ETA: 4.1s | Global ETA: 34m 7s [2025-11-22T02:46:13.119620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:13.120253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:13.120318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:13.125405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:13.126233] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:13.127386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:13.346463] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.14% | Symbol ETA: 5m 45s | Global ETA: 34m 7s [2025-11-22T02:46:13.347375] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:46:13.347446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:13.352238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:13.485766] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 36.8s | Global ETA: 34m 7s [2025-11-22T02:46:13.486639] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:13.486729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:13.488425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:13.488952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:13.489389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:13.534824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:13.594928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:13.715608] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -2.99% | Symbol ETA: 30.1s | Global ETA: 34m 7s [2025-11-22T02:46:13.716564] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:13.716631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:13.719138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:13.719820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:13.720257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:13.720666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:13.721422] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:13.750740] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.63% | Symbol ETA: 3.5s | Global ETA: 34m 7s [2025-11-22T02:46:13.751629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:13.751713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:13.756777] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:13.757616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:13.758755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:13.843850] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:13.845141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:14.009071] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 5m 44s | Global ETA: 34m 8s [2025-11-22T02:46:14.181623] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 2.09% [2025-11-22T02:46:14.215068] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 36.1s | Global ETA: 34m 8s [2025-11-22T02:46:14.216018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:14.216088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:14.218144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:14.218670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:14.219139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:14.264155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:14.324885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:14.362088] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.37%, Actual: 0.39% [2025-11-22T02:46:14.415763] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 12.09% | Symbol ETA: 2.9s | Global ETA: 34m 8s [2025-11-22T02:46:14.416637] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:14.416716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:14.421584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:14.422393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:14.423501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:14.431677] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.01% | Symbol ETA: 29.4s | Global ETA: 34m 8s [2025-11-22T02:46:14.432563] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:14.432627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:14.434295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:14.434836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:14.435282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:14.435706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:14.436451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:14.535035] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.77%, Actual: 0.85% [2025-11-22T02:46:14.558439] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:14.559753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:14.704059] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 1.33% [2025-11-22T02:46:14.870967] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 1.65%, Actual: 0.80% [2025-11-22T02:46:14.937552] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.62% | Symbol ETA: 35.4s | Global ETA: 34m 8s [2025-11-22T02:46:14.938439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:14.938501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:14.940162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:14.940639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:14.941220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:14.985006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:15.040014] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 1.30% [2025-11-22T02:46:15.043416] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -2.21% | Symbol ETA: 2.3s | Global ETA: 34m 8s [2025-11-22T02:46:15.043954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.044361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:15.044427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:15.049355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:15.050211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:15.051312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.135701] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.08% | Symbol ETA: 28.7s | Global ETA: 34m 8s [2025-11-22T02:46:15.136569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:15.136633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:15.138678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:15.139167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:15.139594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:15.140030] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:15.140786] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:15.211357] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 0.60% [2025-11-22T02:46:15.262975] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:15.264414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.378438] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 0.36% [2025-11-22T02:46:15.549734] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 1.45% [2025-11-22T02:46:15.643700] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 34.7s | Global ETA: 34m 8s [2025-11-22T02:46:15.644563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:15.644626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:15.646302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:15.646801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:15.647237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:15.669473] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 10.92% | Symbol ETA: 1.7s | Global ETA: 34m 8s [2025-11-22T02:46:15.670392] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:15.670458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:15.675395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:15.676221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:46:15.677352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.690674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:15.718098] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 1.98% [2025-11-22T02:46:15.718319] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 41.5502% [2025-11-22T02:46:15.718370] [INFO ] [main ] FCN: DISCARDED add_afternoon_v_morning_volatility_mix (score: 41.55%) [2025-11-22T02:46:15.718407] [INFO ] [main ] FCN: Testing feature 2/53: add_atr [2025-11-22T02:46:15.718438] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:46:15.718471] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:15.733140] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:15.734384] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:15.734442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:15.736129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:15.736629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.748784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:15.842040] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 1.19% | Symbol ETA: 28.0s | Global ETA: 34m 8s [2025-11-22T02:46:16.008796] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 50.23%, Actual: 0.02% [2025-11-22T02:46:16.175561] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.09% [2025-11-22T02:46:16.293748] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.37% | Symbol ETA: 1.0s | Global ETA: 34m 9s [2025-11-22T02:46:16.342752] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 77.96% [2025-11-22T02:46:16.351790] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 34.0s | Global ETA: 34m 9s [2025-11-22T02:46:16.352676] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:16.352738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:16.354402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:16.354911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:16.355341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:16.395032] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.08% | Symbol ETA: 7m 11s | Global ETA: 34m 9s [2025-11-22T02:46:16.395942] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:16.396001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:16.397687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:16.398192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:16.399951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:16.458070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:16.468110] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 7.01% [2025-11-22T02:46:16.510659] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 3.99% [2025-11-22T02:46:16.639032] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 2.52%, Actual: 1.94% [2025-11-22T02:46:16.681706] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 3.27% [2025-11-22T02:46:16.807845] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.39% [2025-11-22T02:46:16.849310] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 4.61% [2025-11-22T02:46:16.976862] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.69%, Actual: 1.45% [2025-11-22T02:46:17.018453] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -2.99%, Actual: 1.43% [2025-11-22T02:46:17.051887] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 33.2s | Global ETA: 34m 9s [2025-11-22T02:46:17.052769] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:17.052831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:17.054449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:17.054960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:17.055397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:17.060316] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.92% | Symbol ETA: 7m 11s | Global ETA: 34m 9s [2025-11-22T02:46:17.061269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:17.061330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:17.066382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:17.066993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:17.099719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:17.151165] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.70%, Actual: 4.02% [2025-11-22T02:46:17.157630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:17.185594] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.01%, Actual: 2.71% [2025-11-22T02:46:17.319974] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.63%, Actual: 0.02% [2025-11-22T02:46:17.353760] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.08%, Actual: 3.72% [2025-11-22T02:46:17.488181] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 12.09%, Actual: 3.55% [2025-11-22T02:46:17.520908] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 1.19%, Actual: 7.34% [2025-11-22T02:46:17.521108] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 26.3313% [2025-11-22T02:46:17.521194] [INFO ] [main ] SEMR: DISCARDED add_intraday_skewness_proxies (score: 26.33%) [2025-11-22T02:46:17.521237] [INFO ] [main ] SEMR: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:46:17.521270] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T02:46:17.521305] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:17.532755] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:17.534182] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:17.534245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:17.535968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:17.536464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:17.536939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:17.537340] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:17.538113] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:17.661677] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.21%, Actual: 1.73% [2025-11-22T02:46:17.663841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:17.749965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:17.751031] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 7m 10s | Global ETA: 34m 9s [2025-11-22T02:46:17.751925] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:17.751984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:17.753693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:17.754185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:17.755479] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.29% | Symbol ETA: 32.5s | Global ETA: 34m 9s [2025-11-22T02:46:17.756395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:17.756458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:17.758157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:17.758631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:17.759113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:17.802458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:17.839388] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 10.92%, Actual: 1.75% [2025-11-22T02:46:17.859586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:18.027087] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.37%, Actual: 3.19% [2025-11-22T02:46:18.027301] [INFO ] [main ] AI: Magnitude Forecast Confidence: 39.4181% [2025-11-22T02:46:18.027429] [INFO ] [main ] AI: DISCARDED add_volatility_decay_ratio (score: 39.42%) [2025-11-22T02:46:18.027495] [INFO ] [main ] AI: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:46:18.027545] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:46:18.027596] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:18.043394] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:18.044946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:18.045011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:18.050326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:18.051224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:18.053047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:18.053615] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:18.054756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:18.056901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:18.348477] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 55.29% | Symbol ETA: 31.6s | Global ETA: 34m 10s [2025-11-22T02:46:18.349396] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:18.349460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:18.351121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:18.351597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:18.352056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:18.352444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:18.353207] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:18.418485] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.91% | Symbol ETA: 7m 10s | Global ETA: 34m 10s [2025-11-22T02:46:18.419396] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:18.419454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:18.421122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:18.421600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:18.477436] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:18.479265] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 31.8s | Global ETA: 34m 10s [2025-11-22T02:46:18.480199] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:18.480263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:18.482035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:18.482538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:18.483002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:18.527887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:46:18.563573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:18.586995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:18.684304] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.71% | Symbol ETA: 6.6s | Global ETA: 34m 10s [2025-11-22T02:46:18.685207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:18.685271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:18.690164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:18.690970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:18.692608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:18.693146] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:18.694230] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:18.696302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:19.067314] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 7m 9s | Global ETA: 34m 10s [2025-11-22T02:46:19.068239] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:19.068301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:19.070009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:19.070497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:19.157215] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 30.7s | Global ETA: 34m 10s [2025-11-22T02:46:19.158166] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:19.158232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:19.159988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:19.160479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:19.160951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:19.161409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:19.162212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:19.242862] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 31.1s | Global ETA: 34m 10s [2025-11-22T02:46:19.292269] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:19.342592] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 4.03% | Symbol ETA: 6.0s | Global ETA: 34m 10s [2025-11-22T02:46:19.343668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:19.343735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:19.349008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:19.349902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:19.351697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:19.352205] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:19.353390] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:19.355501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:19.381295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:19.412428] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 1.38% [2025-11-22T02:46:19.586756] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 1.10% [2025-11-22T02:46:19.717923] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.67% | Symbol ETA: 7m 8s | Global ETA: 34m 10s [2025-11-22T02:46:19.719063] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:19.719123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:19.720910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:19.721402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:19.757854] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 0.83% [2025-11-22T02:46:19.926738] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 1.16% [2025-11-22T02:46:19.983855] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 30.0s | Global ETA: 34m 10s [2025-11-22T02:46:19.984860] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:19.984926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:19.986708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:19.987202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:19.987693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:19.988098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:19.988886] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:19.995911] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.86% | Symbol ETA: 5.4s | Global ETA: 34m 10s [2025-11-22T02:46:19.996910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:19.996977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:20.003068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:20.003986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:20.005774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:20.006314] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:20.007461] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:20.009535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:20.096977] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.75% [2025-11-22T02:46:20.144386] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:20.228872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:20.266484] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.53% [2025-11-22T02:46:20.386438] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 7m 8s | Global ETA: 34m 10s [2025-11-22T02:46:20.387335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:20.387398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:20.389085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:20.389598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:20.443160] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 1.15% [2025-11-22T02:46:20.612192] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.29%, Actual: 0.65% [2025-11-22T02:46:20.629876] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -9.29% | Symbol ETA: 4.7s | Global ETA: 34m 11s [2025-11-22T02:46:20.630799] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:20.630877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:20.635691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:20.636474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:20.638163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:20.638666] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:20.639750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:20.641735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:20.780594] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 3.38% [2025-11-22T02:46:20.817834] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 29.2s | Global ETA: 34m 11s [2025-11-22T02:46:20.818772] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:20.818836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:20.820476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:20.820967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:20.821396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:20.821817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:20.822586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:20.947666] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:20.948370] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.03% [2025-11-22T02:46:20.948563] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 47.6807% [2025-11-22T02:46:20.948683] [INFO ] [main ] GSK: DISCARDED add_gap_resolution_state (score: 47.68%) [2025-11-22T02:46:20.948727] [INFO ] [main ] GSK: Testing feature 13/53: add_gaps [2025-11-22T02:46:20.948759] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:46:20.948794] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:20.962102] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:20.963537] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:20.963598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:20.965297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:20.965809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:20.966242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:21.011811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:21.012747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.032282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.041739] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 7m 7s | Global ETA: 34m 11s [2025-11-22T02:46:21.042694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:21.042756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.044429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:21.045003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.273765] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 4.57% | Symbol ETA: 4.1s | Global ETA: 34m 11s [2025-11-22T02:46:21.274691] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:21.274755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:21.279657] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:21.280452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.282131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:21.282633] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:21.283872] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:21.286016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.609627] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 35.5s | Global ETA: 34m 11s [2025-11-22T02:46:21.610550] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:21.610613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.610992] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 28.3s | Global ETA: 34m 11s [2025-11-22T02:46:21.611899] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:21.611962] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.612266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:21.612773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:21.613209] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:21.613576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:21.614071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:21.614500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:21.614906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:21.615667] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:21.657147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:21.658215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.700244] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 7m 6s | Global ETA: 34m 11s [2025-11-22T02:46:21.701157] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:21.701216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.702963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:21.703457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.739010] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:21.824961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:21.914780] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -2.29% | Symbol ETA: 3.4s | Global ETA: 34m 11s [2025-11-22T02:46:21.915687] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:21.915752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:21.920584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:21.921382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:21.923026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:21.923508] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:21.924592] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:21.926606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:22.255747] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 34.9s | Global ETA: 34m 11s [2025-11-22T02:46:22.256613] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:22.256702] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:22.258364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:22.258858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:22.259291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:22.303497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:22.304394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:22.351774] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 7m 6s | Global ETA: 34m 11s [2025-11-22T02:46:22.401588] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.04% | Symbol ETA: 27.5s | Global ETA: 34m 11s [2025-11-22T02:46:22.402841] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:22.402904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:22.404562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:22.405060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:22.405497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:22.405922] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:22.406845] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:22.519576] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.08%, Actual: 2.09% [2025-11-22T02:46:22.532921] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:22.536967] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 4.19% | Symbol ETA: 2.8s | Global ETA: 34m 11s [2025-11-22T02:46:22.537888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:22.537965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:22.542716] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:22.543524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:22.545236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:22.545737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:22.546812] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:22.548880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:22.618844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:22.688138] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.92%, Actual: 0.39% [2025-11-22T02:46:22.858982] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 0.85% [2025-11-22T02:46:22.922099] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 34.3s | Global ETA: 34m 12s [2025-11-22T02:46:22.922990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:22.923054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:22.924688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:22.925191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:22.925620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:22.970267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:22.971298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:23.028738] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.91%, Actual: 1.33% [2025-11-22T02:46:23.163030] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -1.29% | Symbol ETA: 2.1s | Global ETA: 34m 12s [2025-11-22T02:46:23.163935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:23.163999] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:23.168784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:23.169550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:23.171181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:23.171706] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:23.172787] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:23.174784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:23.201556] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.80% [2025-11-22T02:46:23.215999] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 26.7s | Global ETA: 34m 12s [2025-11-22T02:46:23.216947] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:23.217013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:23.218703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:23.219196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:23.219632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:23.220043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:23.220839] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:23.343597] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:23.373040] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.67%, Actual: 1.30% [2025-11-22T02:46:23.428587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:23.545324] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 0.60% [2025-11-22T02:46:23.606809] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.97% | Symbol ETA: 33.7s | Global ETA: 34m 12s [2025-11-22T02:46:23.607797] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:23.607871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:23.609623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:23.610172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:23.610632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:23.657693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:23.658795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:23.714286] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 0.36% [2025-11-22T02:46:23.789935] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 4.14% | Symbol ETA: 1.5s | Global ETA: 34m 12s [2025-11-22T02:46:23.790900] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:46:23.790970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:23.795832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:23.796690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:23.798378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:23.798912] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:46:23.800017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:46:23.802089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:23.884957] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 1.45% [2025-11-22T02:46:24.040050] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.68% | Symbol ETA: 25.9s | Global ETA: 34m 12s [2025-11-22T02:46:24.040972] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:24.041038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.042712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:24.043200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.043632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:24.044043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:24.044813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:24.053165] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 1.98% [2025-11-22T02:46:24.053363] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 38.3592% [2025-11-22T02:46:24.053438] [INFO ] [main ] FCN: DISCARDED add_atr (score: 38.36%) [2025-11-22T02:46:24.053481] [INFO ] [main ] FCN: Testing feature 3/53: add_atr_10 [2025-11-22T02:46:24.053512] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:46:24.054233] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:24.070509] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:24.071770] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:24.071830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.073527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.074063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:24.167089] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:24.252187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:24.300799] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.61% | Symbol ETA: 33.1s | Global ETA: 34m 12s [2025-11-22T02:46:24.301703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:24.301765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.303418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.303920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:24.304352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:24.347507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:24.348379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:24.414419] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.93% | Symbol ETA: 0.9s | Global ETA: 34m 12s [2025-11-22T02:46:24.581543] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 7.01% [2025-11-22T02:46:24.732877] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 3m 34s | Global ETA: 34m 12s [2025-11-22T02:46:24.733799] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:24.733859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.735502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.736041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:24.747819] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 4.03%, Actual: 1.94% [2025-11-22T02:46:24.838865] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 25.1s | Global ETA: 34m 12s [2025-11-22T02:46:24.839772] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:24.839837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.841496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:24.841999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.842453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:24.842862] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:24.843606] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:24.914331] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.86%, Actual: 0.39% [2025-11-22T02:46:24.966598] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 32.4s | Global ETA: 34m 13s [2025-11-22T02:46:24.967516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:24.967579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:24.969226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:24.969749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:24.970184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:24.971152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:25.015548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:25.016580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:25.056066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:25.079999] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -9.29%, Actual: 1.45% [2025-11-22T02:46:25.247182] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 4.57%, Actual: 4.02% [2025-11-22T02:46:25.391412] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 3m 34s | Global ETA: 34m 13s [2025-11-22T02:46:25.392820] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:25.392880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:25.394537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:25.395040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:25.414013] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -2.29%, Actual: 0.02% [2025-11-22T02:46:25.580452] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 4.19%, Actual: 3.55% [2025-11-22T02:46:25.626200] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 31.7s | Global ETA: 34m 13s [2025-11-22T02:46:25.627091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:25.627153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:25.628869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:25.629390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:25.629847] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:25.652289] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.49% | Symbol ETA: 24.3s | Global ETA: 34m 13s [2025-11-22T02:46:25.673479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:25.674307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:25.746661] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -1.29%, Actual: 1.73% [2025-11-22T02:46:25.821328] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 55.29%, Actual: 0.02% [2025-11-22T02:46:25.910772] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 4.14%, Actual: 1.75% [2025-11-22T02:46:25.985739] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 0.09% [2025-11-22T02:46:26.044555] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.00% | Symbol ETA: 3m 33s | Global ETA: 34m 13s [2025-11-22T02:46:26.045894] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:26.045967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:26.047678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:26.048225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.076431] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.93%, Actual: 3.19% [2025-11-22T02:46:26.076659] [INFO ] [main ] AI: Magnitude Forecast Confidence: 39.7517% [2025-11-22T02:46:26.076744] [INFO ] [main ] AI: DISCARDED add_volatility_state_percentiles (score: 39.75%) [2025-11-22T02:46:26.076787] [INFO ] [main ] AI: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:46:26.077165] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_volume_dispersion'] [2025-11-22T02:46:26.077204] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:26.093151] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:26.094470] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:26.094532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:26.099459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:26.100270] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:26.101565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.152116] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.85%, Actual: 77.96% [2025-11-22T02:46:26.289571] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.46% | Symbol ETA: 31.1s | Global ETA: 34m 13s [2025-11-22T02:46:26.290483] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:26.290547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:26.292273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:26.292785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:26.293228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:26.318936] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 3.99% [2025-11-22T02:46:26.337153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:26.338084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.483056] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 3.27% [2025-11-22T02:46:26.652884] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.04%, Actual: 4.61% [2025-11-22T02:46:26.688782] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -2.27% | Symbol ETA: 3m 32s | Global ETA: 34m 13s [2025-11-22T02:46:26.689674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:26.689737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:26.691371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:26.691878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.724665] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 0.91% | Symbol ETA: 6.3s | Global ETA: 34m 13s [2025-11-22T02:46:26.725560] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:26.725627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:26.730622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:26.731470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:26.732812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.819014] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 1.43% [2025-11-22T02:46:26.936613] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.20% | Symbol ETA: 30.4s | Global ETA: 34m 13s [2025-11-22T02:46:26.937521] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:26.937583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:26.939250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:26.939736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:26.940162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:26.982842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:46:26.983721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:26.983729] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.68%, Actual: 2.71% [2025-11-22T02:46:27.147673] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 3.72% [2025-11-22T02:46:27.310863] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.49%, Actual: 7.34% [2025-11-22T02:46:27.311012] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 33.6702% [2025-11-22T02:46:27.311093] [INFO ] [main ] SEMR: DISCARDED add_intraday_volatility_percentile (score: 33.67%) [2025-11-22T02:46:27.311135] [INFO ] [main ] SEMR: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:46:27.311166] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T02:46:27.311199] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:27.322555] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:27.323784] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:27.323847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:27.325540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:27.326056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:27.326487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:27.326891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:27.327682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:27.365950] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 3m 32s | Global ETA: 34m 14s [2025-11-22T02:46:27.366930] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:27.366992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:27.368796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:27.369317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:27.381367] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 5.8s | Global ETA: 34m 14s [2025-11-22T02:46:27.382302] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:27.382366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:27.387570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:27.388515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:27.389930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:27.451172] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:27.451893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:27.577531] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 29.7s | Global ETA: 34m 14s [2025-11-22T02:46:27.745209] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 1.38% [2025-11-22T02:46:27.914557] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 1.10% [2025-11-22T02:46:28.017928] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 2.64% | Symbol ETA: 5.2s | Global ETA: 34m 14s [2025-11-22T02:46:28.018910] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:28.018992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:28.023808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:28.024574] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:28.025877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.030861] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.22% | Symbol ETA: 30.5s | Global ETA: 34m 14s [2025-11-22T02:46:28.031748] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:28.031812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:28.033526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:28.034037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:28.034472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:28.034878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:28.035620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:28.038686] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 3.20% | Symbol ETA: 3m 31s | Global ETA: 34m 14s [2025-11-22T02:46:28.039636] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:28.039722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:28.041422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:28.041966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.082799] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.83% [2025-11-22T02:46:28.158296] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:28.158966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.250422] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.97%, Actual: 1.16% [2025-11-22T02:46:28.423015] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.61%, Actual: 0.75% [2025-11-22T02:46:28.590699] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 1.53% [2025-11-22T02:46:28.655543] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -9.12% | Symbol ETA: 4.5s | Global ETA: 34m 14s [2025-11-22T02:46:28.656475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:28.656539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:28.661676] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:28.662535] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:28.663902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.685867] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 3m 30s | Global ETA: 34m 14s [2025-11-22T02:46:28.686862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:28.686922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:28.688690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:28.689228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.734945] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.75% | Symbol ETA: 29.8s | Global ETA: 34m 14s [2025-11-22T02:46:28.735806] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:28.735869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:28.737556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:28.738050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:28.738473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:28.738894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:28.739676] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:28.761920] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 1.15% [2025-11-22T02:46:28.864255] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:28.864984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:28.928490] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.46%, Actual: 0.65% [2025-11-22T02:46:29.101933] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.20%, Actual: 3.38% [2025-11-22T02:46:29.269630] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.13%, Actual: 0.03% [2025-11-22T02:46:29.269864] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.5512% [2025-11-22T02:46:29.269960] [INFO ] [main ] GSK: DISCARDED add_gaps (score: 40.55%) [2025-11-22T02:46:29.270005] [INFO ] [main ] GSK: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:46:29.270040] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T02:46:29.270075] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:29.279361] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 5.18% | Symbol ETA: 3.9s | Global ETA: 34m 15s [2025-11-22T02:46:29.280268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:29.280329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:29.283586] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:29.284921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:29.284985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:29.285315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:29.286125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:29.286700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:29.287206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:29.287432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.287709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:29.324919] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 3m 30s | Global ETA: 34m 15s [2025-11-22T02:46:29.325839] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:29.325900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:29.327558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:29.328077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.332925] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:29.334215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.440631] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 29.1s | Global ETA: 34m 15s [2025-11-22T02:46:29.441590] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:29.441694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:29.443342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:29.443851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:29.444286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:29.444687] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:29.445433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:29.580741] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:29.581671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.913219] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -6.88% | Symbol ETA: 3.2s | Global ETA: 34m 15s [2025-11-22T02:46:29.914123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:29.914184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:29.919049] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:29.919848] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:29.921157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.945221] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.90% | Symbol ETA: 30.9s | Global ETA: 34m 15s [2025-11-22T02:46:29.946162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:29.946227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:29.947922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:29.948475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:29.949249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:29.974278] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 3m 29s | Global ETA: 34m 15s [2025-11-22T02:46:29.975200] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:46:29.975595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:29.977428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:29.977981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:29.992531] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:29.993963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:30.160207] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -5.46% | Symbol ETA: 28.4s | Global ETA: 34m 15s [2025-11-22T02:46:30.161099] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:30.161163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:30.163154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:30.163626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:30.164080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:30.164461] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:30.165248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:30.290049] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:30.290755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:30.547510] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 10.31% | Symbol ETA: 2.6s | Global ETA: 34m 15s [2025-11-22T02:46:30.548424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:30.548484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:30.553292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:30.554107] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:30.555411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:30.608125] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 30.3s | Global ETA: 34m 15s [2025-11-22T02:46:30.609031] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:30.609097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:30.610742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:30.611266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:30.611713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:30.620377] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 3m 28s | Global ETA: 34m 15s [2025-11-22T02:46:30.658038] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:30.659372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:30.788462] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 2.09% [2025-11-22T02:46:30.866273] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 27.7s | Global ETA: 34m 15s [2025-11-22T02:46:30.867172] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:30.867236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:30.868899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:30.869412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:30.869866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:30.870251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:30.871021] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:30.957942] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 0.39% [2025-11-22T02:46:30.993893] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:30.994571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:31.126336] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.00%, Actual: 0.85% [2025-11-22T02:46:31.161668] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -4.36% | Symbol ETA: 1.9s | Global ETA: 34m 15s [2025-11-22T02:46:31.162523] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:31.162585] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:31.167366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:31.168165] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:31.169437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:31.262522] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.39% | Symbol ETA: 29.6s | Global ETA: 34m 15s [2025-11-22T02:46:31.263476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:31.263541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:31.265284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:31.265807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:31.266267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:31.292283] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -2.27%, Actual: 1.33% [2025-11-22T02:46:31.311439] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:31.312941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:31.457514] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 0.80% [2025-11-22T02:46:31.564944] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 27.0s | Global ETA: 34m 16s [2025-11-22T02:46:31.565838] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:31.565902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:31.567550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:31.568044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:31.568502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:31.568907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:31.569690] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:31.624754] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 3.20%, Actual: 1.30% [2025-11-22T02:46:31.693053] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:31.693729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:31.779272] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 8.27% | Symbol ETA: 1.3s | Global ETA: 34m 16s [2025-11-22T02:46:31.780170] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:31.780232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:31.784969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:31.785758] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:46:31.787018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:31.794413] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 0.60% [2025-11-22T02:46:31.918302] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 28.9s | Global ETA: 34m 16s [2025-11-22T02:46:31.919245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:31.919306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:31.920959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:31.921441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:31.921893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:31.963362] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 0.36% [2025-11-22T02:46:31.965740] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:31.966984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:32.143659] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 1.45% [2025-11-22T02:46:32.266521] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.02% | Symbol ETA: 26.3s | Global ETA: 34m 16s [2025-11-22T02:46:32.267476] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:32.267540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:32.269169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:32.269638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:32.270088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:32.270471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:32.271229] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:32.314443] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.98% [2025-11-22T02:46:32.314666] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 50.7856% [2025-11-22T02:46:32.314749] [INFO ] [main ] FCN: KEPT add_atr_10 (score: 50.79%) [2025-11-22T02:46:32.314792] [INFO ] [main ] FCN: Testing feature 4/53: add_atr_5 [2025-11-22T02:46:32.314824] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:46:32.314861] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:32.328716] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:32.329990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:32.330059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:32.331795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:32.332307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:32.332767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:32.391045] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.85% | Symbol ETA: 0.7s | Global ETA: 34m 16s [2025-11-22T02:46:32.394212] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:32.394906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:32.559479] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 0.91%, Actual: 7.01% [2025-11-22T02:46:32.572408] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.99% | Symbol ETA: 28.3s | Global ETA: 34m 16s [2025-11-22T02:46:32.573428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:32.573493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:32.575176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:32.575694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:32.576146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:32.620401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:32.621778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:32.728784] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 1.94% [2025-11-22T02:46:32.896793] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.64%, Actual: 0.39% [2025-11-22T02:46:32.993157] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 25.6s | Global ETA: 34m 16s [2025-11-22T02:46:32.994139] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:32.994205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:32.995953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:32.996609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:32.997263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:32.997803] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:32.998893] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:33.009294] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.59% | Symbol ETA: 2m 21s | Global ETA: 34m 16s [2025-11-22T02:46:33.010210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:33.010272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:33.011959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:33.012451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:33.012904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:33.064326] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -9.12%, Actual: 1.45% [2025-11-22T02:46:33.122182] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:33.123104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:33.227261] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 27.6s | Global ETA: 34m 16s [2025-11-22T02:46:33.228183] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:33.228249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:33.229906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:33.230125] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 5.18%, Actual: 4.02% [2025-11-22T02:46:33.230423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:33.230876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:33.274443] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:33.275738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:33.415698] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -6.88%, Actual: 0.02% [2025-11-22T02:46:33.586524] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 10.31%, Actual: 3.55% [2025-11-22T02:46:33.696522] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.29% | Symbol ETA: 24.9s | Global ETA: 34m 17s [2025-11-22T02:46:33.697112] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.29% | Symbol ETA: 2m 20s | Global ETA: 34m 17s [2025-11-22T02:46:33.697451] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:33.697517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:33.698079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:33.698148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:33.699221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:33.699723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:33.699975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:33.700164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:33.700487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:33.700558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:33.700964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:33.701335] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:33.752775] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -4.36%, Actual: 1.73% [2025-11-22T02:46:33.828047] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:33.828993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:33.889916] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.86% | Symbol ETA: 26.9s | Global ETA: 34m 17s [2025-11-22T02:46:33.890805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:33.890868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:33.892511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:33.893011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:33.893478] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:33.920081] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.27%, Actual: 1.75% [2025-11-22T02:46:33.937294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:33.938633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:34.088846] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.85%, Actual: 3.19% [2025-11-22T02:46:34.089059] [INFO ] [main ] AI: Magnitude Forecast Confidence: 29.4303% [2025-11-22T02:46:34.089160] [INFO ] [main ] AI: DISCARDED add_volume_dispersion (score: 29.43%) [2025-11-22T02:46:34.089211] [INFO ] [main ] AI: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:46:34.089252] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_volume_flow_differentials'] [2025-11-22T02:46:34.089294] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:34.104326] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:34.105932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:34.106001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:34.110990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:34.111847] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:34.114509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:34.383200] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 2m 20s | Global ETA: 34m 17s [2025-11-22T02:46:34.384229] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:34.384290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:34.386157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:34.386726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:34.387167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:34.416728] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.81% | Symbol ETA: 24.1s | Global ETA: 34m 17s [2025-11-22T02:46:34.546749] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 26.3s | Global ETA: 34m 17s [2025-11-22T02:46:34.547635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:34.547716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:34.549342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:34.549847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:34.550625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:34.584826] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.22%, Actual: 0.02% [2025-11-22T02:46:34.594442] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:34.595766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:34.726692] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -1.52% | Symbol ETA: 6.1s | Global ETA: 34m 17s [2025-11-22T02:46:34.727661] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:34.727724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:34.732469] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:34.733242] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:34.735827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:34.752542] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 0.09% [2025-11-22T02:46:34.920617] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 77.96% [2025-11-22T02:46:35.047156] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 2m 19s | Global ETA: 34m 17s [2025-11-22T02:46:35.048083] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:35.048143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:35.049822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:35.050305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:35.050751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:35.088921] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -5.46%, Actual: 3.99% [2025-11-22T02:46:35.196229] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 25.6s | Global ETA: 34m 17s [2025-11-22T02:46:35.197162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:35.197226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:35.198945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:35.199470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:35.199928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:35.244346] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:46:35.245902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:35.255924] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 3.27% [2025-11-22T02:46:35.361083] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: -7.06% | Symbol ETA: 5.5s | Global ETA: 34m 17s [2025-11-22T02:46:35.361989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:35.362050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:35.366813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:35.367614] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:35.370260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:35.424210] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 4.61% [2025-11-22T02:46:35.593161] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.02%, Actual: 1.43% [2025-11-22T02:46:35.726624] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 2m 18s | Global ETA: 34m 18s [2025-11-22T02:46:35.727559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:35.727621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:35.729533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:35.730088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:35.730583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:35.761420] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 2.71% [2025-11-22T02:46:35.847740] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 25.0s | Global ETA: 34m 18s [2025-11-22T02:46:35.932120] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.29%, Actual: 3.72% [2025-11-22T02:46:36.002371] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 5.84% | Symbol ETA: 4.9s | Global ETA: 34m 18s [2025-11-22T02:46:36.003279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:36.003347] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:36.008155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:36.008979] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:36.011615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:36.032432] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.90%, Actual: 1.38% [2025-11-22T02:46:36.099336] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.81%, Actual: 7.34% [2025-11-22T02:46:36.099543] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 28.5591% [2025-11-22T02:46:36.099633] [INFO ] [main ] SEMR: DISCARDED add_last_hour_momentum_mag (score: 28.56%) [2025-11-22T02:46:36.099694] [INFO ] [main ] SEMR: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:46:36.099726] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T02:46:36.099761] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:36.110980] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:36.112182] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:36.112246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:36.113932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:36.114421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:36.114877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:36.115291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:36.116073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:36.217453] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 1.10% [2025-11-22T02:46:36.243404] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:36.245372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:36.380992] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 2m 18s | Global ETA: 34m 18s [2025-11-22T02:46:36.381906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:36.381967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:36.383596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:36.384412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:36.384868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:36.404222] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.83% [2025-11-22T02:46:36.569737] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 1.16% [2025-11-22T02:46:36.634957] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 4.3s | Global ETA: 34m 18s [2025-11-22T02:46:36.639094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:36.639156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:36.643888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:36.644683] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:36.647289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:36.738841] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.99%, Actual: 0.75% [2025-11-22T02:46:36.841823] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.15% | Symbol ETA: 26.3s | Global ETA: 34m 18s [2025-11-22T02:46:36.842729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:36.842792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:36.844425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:36.844917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:36.845348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:36.845782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:36.846536] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:36.916934] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 1.53% [2025-11-22T02:46:36.975306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:36.977366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.021879] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 2m 17s | Global ETA: 34m 18s [2025-11-22T02:46:37.022767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:37.022829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:37.024704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:37.025200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:37.025699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.090622] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.86%, Actual: 1.15% [2025-11-22T02:46:37.260363] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 0.65% [2025-11-22T02:46:37.264338] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -6.92% | Symbol ETA: 3.6s | Global ETA: 34m 18s [2025-11-22T02:46:37.265224] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:37.265290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:37.270018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:37.270795] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:37.273399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.425162] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.83%, Actual: 3.38% [2025-11-22T02:46:37.558837] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 25.6s | Global ETA: 34m 18s [2025-11-22T02:46:37.559730] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:37.559792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:37.561438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:37.561926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:37.562354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:37.562754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:37.563489] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:37.589138] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.11%, Actual: 0.03% [2025-11-22T02:46:37.589305] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.2504% [2025-11-22T02:46:37.589406] [INFO ] [main ] GSK: DISCARDED add_intraday_skewness_proxies (score: 45.25%) [2025-11-22T02:46:37.589448] [INFO ] [main ] GSK: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:46:37.589480] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_intraday_volatility_percentile'] [2025-11-22T02:46:37.589516] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:37.603701] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:37.604957] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:37.605020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:37.606721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:37.607233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:37.607895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:37.652279] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:37.677548] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 2m 16s | Global ETA: 34m 18s [2025-11-22T02:46:37.678460] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:37.678523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:37.680198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:37.680720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:37.681171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.694121] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:37.696117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.736908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:37.925315] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -5.74% | Symbol ETA: 3.0s | Global ETA: 34m 19s [2025-11-22T02:46:37.926229] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:37.926293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:37.931697] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:37.932542] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:37.935210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:38.277109] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.19% | Symbol ETA: 24.8s | Global ETA: 34m 19s [2025-11-22T02:46:38.278055] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:38.278144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:38.280214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:38.280718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:38.281182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:38.281591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:38.282381] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:38.336444] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.62% | Symbol ETA: 2m 16s | Global ETA: 34m 19s [2025-11-22T02:46:38.337403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:38.337465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:38.339245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:38.339778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:38.340210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:38.342247] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 29.2s | Global ETA: 34m 19s [2025-11-22T02:46:38.343143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:38.343206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:38.344855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:38.345336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:38.345791] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:38.389781] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:38.409451] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:38.411400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:38.474625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:38.547853] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 3.99% | Symbol ETA: 2.4s | Global ETA: 34m 19s [2025-11-22T02:46:38.548794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:38.548856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:38.554132] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:38.554943] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:38.557617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:38.987620] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 2m 15s | Global ETA: 34m 19s [2025-11-22T02:46:39.007488] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -4.43% | Symbol ETA: 24.1s | Global ETA: 34m 19s [2025-11-22T02:46:39.008404] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:39.008467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:39.010132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:39.010654] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:39.011087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:39.011477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:39.012242] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:39.074819] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 28.5s | Global ETA: 34m 19s [2025-11-22T02:46:39.075753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:39.075816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:39.077512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:39.078090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:39.078522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:39.122093] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:39.134833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:39.136906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:39.155798] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.59%, Actual: 2.09% [2025-11-22T02:46:39.178930] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 2.31% | Symbol ETA: 1.8s | Global ETA: 34m 19s [2025-11-22T02:46:39.179807] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:39.179867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:39.184541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:39.185321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:39.187952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:39.207010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:39.324244] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.29%, Actual: 0.39% [2025-11-22T02:46:39.494206] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 0.85% [2025-11-22T02:46:39.663984] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.33% [2025-11-22T02:46:39.731705] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 23.4s | Global ETA: 34m 19s [2025-11-22T02:46:39.732609] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:39.732751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:39.734394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:39.734900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:39.735339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:39.735745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:39.736498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:39.798001] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 27.7s | Global ETA: 34m 19s [2025-11-22T02:46:39.798915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:39.798978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:39.800291] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 1.1s | Global ETA: 34m 19s [2025-11-22T02:46:39.800663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:39.801139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:39.801185] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:39.801247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:39.801569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:39.805985] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:39.806777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:46:39.809371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:39.830441] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 0.80% [2025-11-22T02:46:39.844448] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:39.869906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:39.872072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:39.929940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:40.030364] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 1.30% [2025-11-22T02:46:40.219598] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.60% [2025-11-22T02:46:40.406910] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.36% [2025-11-22T02:46:40.433322] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -5.22% | Symbol ETA: 0.5s | Global ETA: 34m 20s [2025-11-22T02:46:40.463992] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 22.7s | Global ETA: 34m 20s [2025-11-22T02:46:40.464919] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:40.465006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:40.466860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:40.467372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:40.468009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:40.468399] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:40.469216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:40.572209] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 27.0s | Global ETA: 34m 20s [2025-11-22T02:46:40.573145] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:40.573208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:40.574877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:40.575366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:40.575827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:40.580471] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 1.45% [2025-11-22T02:46:40.592225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:40.594266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:40.607452] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -1.52%, Actual: 7.01% [2025-11-22T02:46:40.618729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:40.703128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:40.744961] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 1.98% [2025-11-22T02:46:40.745127] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 52.4411% [2025-11-22T02:46:40.745216] [INFO ] [main ] FCN: KEPT add_atr_5 (score: 52.44%) [2025-11-22T02:46:40.745257] [INFO ] [main ] FCN: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:46:40.745288] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T02:46:40.745322] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:40.759882] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:40.761132] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:40.761194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:40.762881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:40.763407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:40.763900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:40.764666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:40.777478] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -7.06%, Actual: 1.94% [2025-11-22T02:46:40.965532] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 5.84%, Actual: 0.39% [2025-11-22T02:46:41.134060] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 1.45% [2025-11-22T02:46:41.170194] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 21.9s | Global ETA: 34m 20s [2025-11-22T02:46:41.171132] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:41.171197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:41.172939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:41.173441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:41.173919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:41.174311] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:41.175088] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:41.303632] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:41.305717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:41.307235] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -6.92%, Actual: 4.02% [2025-11-22T02:46:41.338807] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 26.3s | Global ETA: 34m 20s [2025-11-22T02:46:41.339726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:41.339788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:41.341430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:41.341942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:41.342383] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:41.390115] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:41.401223] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.26% | Symbol ETA: 1m 47s | Global ETA: 34m 20s [2025-11-22T02:46:41.402128] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:41.402215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:41.403909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:41.404412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:41.404859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:41.405597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:41.480945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:41.491425] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -5.74%, Actual: 0.02% [2025-11-22T02:46:41.668111] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 3.99%, Actual: 3.55% [2025-11-22T02:46:41.846799] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 2.31%, Actual: 1.73% [2025-11-22T02:46:41.886279] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.23% | Symbol ETA: 21.2s | Global ETA: 34m 20s [2025-11-22T02:46:41.887200] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:41.887265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:41.888968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:41.889457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:41.889923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:41.890319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:41.891110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:42.019341] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:42.021406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.023977] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 1.75% [2025-11-22T02:46:42.043563] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 1m 46s | Global ETA: 34m 20s [2025-11-22T02:46:42.044477] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:42.044538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:42.046200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:42.047040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:42.047497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:42.048265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.080097] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 25.6s | Global ETA: 34m 20s [2025-11-22T02:46:42.081245] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:42.081320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:42.083268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:42.083885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:42.084347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:42.132686] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:42.196825] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -5.22%, Actual: 3.19% [2025-11-22T02:46:42.197045] [INFO ] [main ] AI: Magnitude Forecast Confidence: 36.4583% [2025-11-22T02:46:42.197132] [INFO ] [main ] AI: DISCARDED add_volume_flow_differentials (score: 36.46%) [2025-11-22T02:46:42.197176] [INFO ] [main ] AI: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:46:42.197211] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_volume_pressure_into_close'] [2025-11-22T02:46:42.197247] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:42.212147] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:42.213708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:42.213771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:42.221835] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:42.222728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:42.224388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.225151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.618371] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 20.5s | Global ETA: 34m 21s [2025-11-22T02:46:42.619396] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:42.619465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:42.621238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:42.621809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:42.622280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:42.622706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:42.623540] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:42.688739] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.41% | Symbol ETA: 1m 46s | Global ETA: 34m 21s [2025-11-22T02:46:42.689623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:42.689706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:42.691349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:42.691862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:42.692295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:42.693068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.758732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:42.760926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.835754] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 24.8s | Global ETA: 34m 21s [2025-11-22T02:46:42.836694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:42.836757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:42.838424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:42.838928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:42.839385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:42.862598] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: 4.68% | Symbol ETA: 6.2s | Global ETA: 34m 21s [2025-11-22T02:46:42.863500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:42.863561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:42.868324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:42.869105] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:42.870675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:42.881514] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:42.963751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:43.324733] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 1m 45s | Global ETA: 34m 21s [2025-11-22T02:46:43.325612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:43.325693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:43.327382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:43.327896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:43.328328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:43.329147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:43.346155] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.26% | Symbol ETA: 19.8s | Global ETA: 34m 21s [2025-11-22T02:46:43.487563] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 4.08% | Symbol ETA: 5.4s | Global ETA: 34m 21s [2025-11-22T02:46:43.488464] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:43.488527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:43.493427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:43.494313] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:43.495973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:43.514030] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.15%, Actual: 0.02% [2025-11-22T02:46:43.551265] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.31% | Symbol ETA: 24.1s | Global ETA: 34m 21s [2025-11-22T02:46:43.552148] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:43.552210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:43.553852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:43.554333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:43.554783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:43.597150] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:43.679311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:43.681920] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.09% [2025-11-22T02:46:43.855410] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 77.96% [2025-11-22T02:46:43.967120] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 1m 44s | Global ETA: 34m 21s [2025-11-22T02:46:43.968173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:43.968236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:43.969953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:43.970451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:43.970902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:43.971704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:44.027846] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -4.43%, Actual: 3.99% [2025-11-22T02:46:44.115428] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 4.8s | Global ETA: 34m 21s [2025-11-22T02:46:44.116355] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:44.116431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:44.122043] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:44.122907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:44.124488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:44.198365] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 3.27% [2025-11-22T02:46:44.269416] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 23.3s | Global ETA: 34m 21s [2025-11-22T02:46:44.270306] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:44.270367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:44.272008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:44.272486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:44.272938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:44.315116] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:46:44.371416] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 4.61% [2025-11-22T02:46:44.397606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:44.541899] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 1.43% [2025-11-22T02:46:44.606007] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.12% | Symbol ETA: 1m 44s | Global ETA: 34m 22s [2025-11-22T02:46:44.606915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:44.606978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:44.608665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:44.609162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:44.609587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:44.610357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:44.712671] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.23%, Actual: 2.71% [2025-11-22T02:46:44.754178] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -4.94% | Symbol ETA: 4.1s | Global ETA: 34m 22s [2025-11-22T02:46:44.755067] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:44.755129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:44.759960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:44.760749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:44.762320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:44.884041] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 3.72% [2025-11-22T02:46:44.985196] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 22.6s | Global ETA: 34m 22s [2025-11-22T02:46:45.064872] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.26%, Actual: 7.34% [2025-11-22T02:46:45.065084] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.3050% [2025-11-22T02:46:45.065173] [INFO ] [main ] SEMR: DISCARDED add_late_day_volatility (score: 29.30%) [2025-11-22T02:46:45.065216] [INFO ] [main ] SEMR: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:46:45.065250] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T02:46:45.065285] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:45.076975] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:45.078493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:45.078556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:45.080240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:45.080760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:45.081189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:45.081575] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:45.082335] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:45.151877] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 1.38% [2025-11-22T02:46:45.212425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:45.215595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:45.245779] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 1m 43s | Global ETA: 34m 22s [2025-11-22T02:46:45.246673] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:45.246735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:45.248389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:45.248904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:45.249360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:45.250133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:45.319695] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 1.10% [2025-11-22T02:46:45.409909] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 3.98% | Symbol ETA: 3.5s | Global ETA: 34m 22s [2025-11-22T02:46:45.410863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:45.410924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:45.415714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:45.416497] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:45.418139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:45.494085] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.83% [2025-11-22T02:46:45.659126] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 1.16% [2025-11-22T02:46:45.814090] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.40% | Symbol ETA: 25.1s | Global ETA: 34m 22s [2025-11-22T02:46:45.815007] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:45.815070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:45.816849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:45.817369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:45.817855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:45.818261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:45.819064] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:45.824296] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.75% [2025-11-22T02:46:45.882214] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -2.03% | Symbol ETA: 1m 42s | Global ETA: 34m 22s [2025-11-22T02:46:45.883106] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:45.883169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:45.884815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:45.885299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:45.885757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:45.886498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:45.951350] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:45.954690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:45.989262] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.53% [2025-11-22T02:46:46.034986] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 2.9s | Global ETA: 34m 22s [2025-11-22T02:46:46.035883] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:46.035944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:46.040895] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:46.041696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:46.043451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:46.155023] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 1.15% [2025-11-22T02:46:46.320460] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.31%, Actual: 0.65% [2025-11-22T02:46:46.485289] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 3.38% [2025-11-22T02:46:46.516502] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.34% | Symbol ETA: 1m 42s | Global ETA: 34m 23s [2025-11-22T02:46:46.517446] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:46.517521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:46.519711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:46.520326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:46.520912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:46.521912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:46.556122] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 24.4s | Global ETA: 34m 23s [2025-11-22T02:46:46.557022] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:46.557085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:46.558819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:46.559306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:46.559782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:46.560206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:46.561009] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:46.650489] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.46%, Actual: 0.03% [2025-11-22T02:46:46.650743] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 30.7964% [2025-11-22T02:46:46.650845] [INFO ] [main ] GSK: DISCARDED add_intraday_volatility_percentile (score: 30.80%) [2025-11-22T02:46:46.650888] [INFO ] [main ] GSK: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:46:46.650920] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T02:46:46.650956] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:46.652779] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 3.92% | Symbol ETA: 2.2s | Global ETA: 34m 23s [2025-11-22T02:46:46.653657] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:46.653718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:46.658444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:46.659228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:46.660788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:46.664267] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:46.665572] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:46.665635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:46.667346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:46.667883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:46.668315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:46.689679] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:46.692705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:46.711407] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:46.712170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:47.167289] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 41s | Global ETA: 34m 23s [2025-11-22T02:46:47.294687] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 23.6s | Global ETA: 34m 23s [2025-11-22T02:46:47.295613] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:47.295698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:47.297392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:47.297906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:47.298339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:47.298748] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:47.299506] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:47.304726] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.42% | Symbol ETA: 28.1s | Global ETA: 34m 23s [2025-11-22T02:46:47.305607] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:47.305694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:47.307317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:47.307856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:47.308294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:47.330905] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -4.32% | Symbol ETA: 1.6s | Global ETA: 34m 23s [2025-11-22T02:46:47.331831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:47.331893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:47.332273] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.26%, Actual: 2.09% [2025-11-22T02:46:47.339175] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:47.342906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:47.344562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:47.351311] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:47.352051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:47.429137] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:47.432326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:47.496125] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 0.39% [2025-11-22T02:46:47.659855] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.41%, Actual: 0.85% [2025-11-22T02:46:47.824120] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 1.33% [2025-11-22T02:46:47.943878] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 27.5s | Global ETA: 34m 23s [2025-11-22T02:46:47.944799] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:47.944861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:47.946497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:47.947002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:47.947463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:47.965274] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 6.39% | Symbol ETA: 1.0s | Global ETA: 34m 23s [2025-11-22T02:46:47.966168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:47.966229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:47.971131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:47.971946] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:46:47.973520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:47.988009] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 0.80% [2025-11-22T02:46:47.990618] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:47.991381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:48.036085] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.85% | Symbol ETA: 22.9s | Global ETA: 34m 23s [2025-11-22T02:46:48.037023] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:48.037089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:48.038804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:48.039291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:48.039761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:48.040170] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:48.040962] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:48.155130] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.12%, Actual: 1.30% [2025-11-22T02:46:48.173783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:48.176919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:48.319761] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 0.60% [2025-11-22T02:46:48.483583] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -2.03%, Actual: 0.36% [2025-11-22T02:46:48.598191] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.32% | Symbol ETA: 0.3s | Global ETA: 34m 23s [2025-11-22T02:46:48.625365] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 26.9s | Global ETA: 34m 23s [2025-11-22T02:46:48.626256] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:48.626319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:48.627995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:48.628477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:48.628931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:48.647899] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 1.45% [2025-11-22T02:46:48.672272] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:48.673217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:48.768317] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.95% | Symbol ETA: 22.1s | Global ETA: 34m 24s [2025-11-22T02:46:48.768724] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 4.68%, Actual: 7.01% [2025-11-22T02:46:48.769266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:48.769333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:48.771502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:48.772029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:48.772510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:48.772958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:48.773754] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:48.811706] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.98% [2025-11-22T02:46:48.811867] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 41.7124% [2025-11-22T02:46:48.811918] [INFO ] [main ] FCN: DISCARDED add_close_to_open_alignment (score: 41.71%) [2025-11-22T02:46:48.811957] [INFO ] [main ] FCN: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:46:48.811988] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T02:46:48.812021] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:48.825369] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:48.826806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:48.826868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:48.828575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:48.829096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:48.829530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:48.830427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:48.901875] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:48.905079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:48.948798] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 4.08%, Actual: 1.94% [2025-11-22T02:46:49.127523] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 0.39% [2025-11-22T02:46:49.266796] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 26.3s | Global ETA: 34m 24s [2025-11-22T02:46:49.267747] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:49.267810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:49.269433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:49.269941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:49.270381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:49.302994] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -4.94%, Actual: 1.45% [2025-11-22T02:46:49.312768] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:49.313487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:49.469138] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 3.98%, Actual: 4.02% [2025-11-22T02:46:49.481015] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.50% | Symbol ETA: 1m 22s | Global ETA: 34m 24s [2025-11-22T02:46:49.481946] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:49.482009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:49.483666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:49.484145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:49.484582] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:49.485481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:49.499994] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.91% | Symbol ETA: 21.4s | Global ETA: 34m 24s [2025-11-22T02:46:49.500887] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:49.500951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:49.502582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:49.503078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:49.503507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:49.503912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:49.504666] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:49.627572] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:49.630613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:49.634573] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 0.02% [2025-11-22T02:46:49.800880] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 3.92%, Actual: 3.55% [2025-11-22T02:46:49.914033] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 25.6s | Global ETA: 34m 24s [2025-11-22T02:46:49.914938] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:49.915003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:49.916681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:49.917185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:49.917669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:49.960332] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:49.961172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:49.967215] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -4.32%, Actual: 1.73% [2025-11-22T02:46:50.133741] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 6.39%, Actual: 1.75% [2025-11-22T02:46:50.158960] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 1m 21s | Global ETA: 34m 24s [2025-11-22T02:46:50.159859] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:50.159925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:50.161630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:50.162134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:50.162610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:50.163532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.273541] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.85% | Symbol ETA: 20.7s | Global ETA: 34m 24s [2025-11-22T02:46:50.274483] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:50.274549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:50.276281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:50.276796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:50.277247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:50.277692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:50.278443] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:50.298970] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.32%, Actual: 3.19% [2025-11-22T02:46:50.299177] [INFO ] [main ] AI: Magnitude Forecast Confidence: 44.3087% [2025-11-22T02:46:50.299255] [INFO ] [main ] AI: DISCARDED add_volume_pressure_into_close (score: 44.31%) [2025-11-22T02:46:50.299296] [INFO ] [main ] AI: Testing feature 52/53: add_volume_zscore [2025-11-22T02:46:50.299327] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_volume_zscore'] [2025-11-22T02:46:50.299363] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:50.314009] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:50.315313] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:50.315373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:50.320209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:50.321019] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:50.322546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.403933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:50.406979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.594506] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 25.0s | Global ETA: 34m 24s [2025-11-22T02:46:50.595401] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:50.595463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:50.597494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:50.598030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:50.598474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:50.643878] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:50.644769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.851289] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -1.53% | Symbol ETA: 1m 21s | Global ETA: 34m 25s [2025-11-22T02:46:50.852226] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:50.852290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:50.854006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:50.854500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:50.854977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:50.855921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.928990] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -3.11% | Symbol ETA: 5.7s | Global ETA: 34m 25s [2025-11-22T02:46:50.929886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:50.929947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:50.934638] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:50.935423] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:50.936987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:50.990074] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.65% | Symbol ETA: 19.9s | Global ETA: 34m 25s [2025-11-22T02:46:50.990974] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:50.991040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:50.992822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:50.993330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:50.993800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:50.994199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:50.994988] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:51.121634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:51.124840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:51.251290] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 24.3s | Global ETA: 34m 25s [2025-11-22T02:46:51.252231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:51.252299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:51.254004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:51.254519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:51.255009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:51.300221] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:51.301139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:51.525364] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 1m 20s | Global ETA: 34m 25s [2025-11-22T02:46:51.526290] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:51.526355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:51.528051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:51.528560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:51.529030] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:51.529957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:51.556279] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 1.69% | Symbol ETA: 5.1s | Global ETA: 34m 25s [2025-11-22T02:46:51.557217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:51.557279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:51.562375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:51.563208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:51.564842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:51.720683] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 19.2s | Global ETA: 34m 25s [2025-11-22T02:46:51.721542] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:51.721608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:51.723242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:51.723743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:51.724175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:51.724558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:51.725314] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:51.847256] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:46:51.850280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:51.909708] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.66% | Symbol ETA: 23.7s | Global ETA: 34m 25s [2025-11-22T02:46:51.910608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:51.910695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:51.912395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:51.912927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:51.913415] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:51.958154] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:51.958952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.177541] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: 3.29% | Symbol ETA: 4.5s | Global ETA: 34m 25s [2025-11-22T02:46:52.178468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:52.178531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:52.183170] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.66% | Symbol ETA: 1m 19s | Global ETA: 34m 25s [2025-11-22T02:46:52.183371] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:52.184093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:52.184160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:52.184192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:52.185737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.185864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:52.186358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:52.186832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:52.187790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.430775] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 18.5s | Global ETA: 34m 25s [2025-11-22T02:46:52.563301] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 23.0s | Global ETA: 34m 25s [2025-11-22T02:46:52.564239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:52.564305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:52.566045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:52.566545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:52.567009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:52.599855] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.40%, Actual: 0.02% [2025-11-22T02:46:52.612029] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:46:52.612744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.768600] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 0.09% [2025-11-22T02:46:52.799853] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -7.26% | Symbol ETA: 3.9s | Global ETA: 34m 25s [2025-11-22T02:46:52.800794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:52.800855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:52.805610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:52.806407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:52.807996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.845420] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 1m 19s | Global ETA: 34m 25s [2025-11-22T02:46:52.846409] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:52.846472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:52.848517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:52.849045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:52.849476] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:52.850404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:52.945682] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 77.96% [2025-11-22T02:46:53.143242] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.85%, Actual: 3.99% [2025-11-22T02:46:53.229421] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.37% | Symbol ETA: 22.4s | Global ETA: 34m 26s [2025-11-22T02:46:53.312476] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.95%, Actual: 3.27% [2025-11-22T02:46:53.401290] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.42%, Actual: 1.38% [2025-11-22T02:46:53.425977] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 3.3s | Global ETA: 34m 26s [2025-11-22T02:46:53.426862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:53.426923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:53.431850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:53.432619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:53.434164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:53.485272] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.91%, Actual: 4.61% [2025-11-22T02:46:53.491822] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.07% | Symbol ETA: 1m 18s | Global ETA: 34m 26s [2025-11-22T02:46:53.492724] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:53.492787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:53.494409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:53.494900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:53.495333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:53.496267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:53.573087] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 1.10% [2025-11-22T02:46:53.661482] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.85%, Actual: 1.43% [2025-11-22T02:46:53.749103] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.83% [2025-11-22T02:46:53.854514] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.65%, Actual: 2.71% [2025-11-22T02:46:53.920802] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 1.16% [2025-11-22T02:46:54.036972] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 3.72% [2025-11-22T02:46:54.053856] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 2.7s | Global ETA: 34m 26s [2025-11-22T02:46:54.054795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:54.054856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:54.059815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:54.060579] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:54.062290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:54.095215] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.75% [2025-11-22T02:46:54.173439] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 1m 17s | Global ETA: 34m 26s [2025-11-22T02:46:54.174351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:54.174413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:54.176067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:54.176552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:54.177003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:54.177938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:54.222028] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 7.34% [2025-11-22T02:46:54.222230] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.4007% [2025-11-22T02:46:54.222311] [INFO ] [main ] SEMR: DISCARDED add_late_hour_microstructure (score: 29.40%) [2025-11-22T02:46:54.222354] [INFO ] [main ] SEMR: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:46:54.222387] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T02:46:54.222824] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:46:54.234327] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:54.235817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:54.235880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:54.237573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:54.238121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:54.239487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:54.239920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:54.240696] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:54.267750] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.53% [2025-11-22T02:46:54.375778] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:54.377190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:54.438288] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 1.15% [2025-11-22T02:46:54.615035] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.66%, Actual: 0.65% [2025-11-22T02:46:54.686491] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 7.96% | Symbol ETA: 2.0s | Global ETA: 34m 26s [2025-11-22T02:46:54.687396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:54.687456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:54.692233] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:54.693064] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:54.694588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:54.789522] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 3.38% [2025-11-22T02:46:54.853235] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 1m 16s | Global ETA: 34m 26s [2025-11-22T02:46:54.854168] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:46:54.854232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:54.856082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:54.856583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:54.857088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:54.858046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:54.963733] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.37%, Actual: 0.03% [2025-11-22T02:46:54.964022] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 28.0489% [2025-11-22T02:46:54.964117] [INFO ] [main ] GSK: DISCARDED add_last_hour_momentum_mag (score: 28.05%) [2025-11-22T02:46:54.964172] [INFO ] [main ] GSK: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:46:54.964211] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_late_day_volatility'] [2025-11-22T02:46:54.964248] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:46:54.978274] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:54.979749] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:54.979818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:54.980582] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 55.60% | Symbol ETA: 24.0s | Global ETA: 34m 26s [2025-11-22T02:46:54.981486] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:54.981549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:54.981631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:54.982200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:54.982697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:54.983220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:54.983774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:54.984217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:54.984609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:54.985379] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:55.030811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:55.033069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:55.120508] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:55.121836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:55.313119] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: -3.22% | Symbol ETA: 1.4s | Global ETA: 34m 27s [2025-11-22T02:46:55.314014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:55.314075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:55.318865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:55.319637] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:55.321170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:55.503934] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -2.15% | Symbol ETA: 1m 16s | Global ETA: 34m 27s [2025-11-22T02:46:55.651610] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 24.8s | Global ETA: 34m 27s [2025-11-22T02:46:55.652709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:55.652778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:55.654586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:55.655169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:55.655621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:55.672691] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.50%, Actual: 2.09% [2025-11-22T02:46:55.703748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:55.705958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:55.707253] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 4.91% | Symbol ETA: 23.2s | Global ETA: 34m 27s [2025-11-22T02:46:55.708215] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:55.708278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:55.709979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:55.710477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:55.710945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:55.711335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:55.712102] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:55.838684] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:55.839939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:55.843289] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 0.39% [2025-11-22T02:46:55.934176] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.39% | Symbol ETA: 0.8s | Global ETA: 34m 27s [2025-11-22T02:46:55.935054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:55.935114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:55.939954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:55.940767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:46:55.942272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:56.013919] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -1.53%, Actual: 0.85% [2025-11-22T02:46:56.184247] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.30%, Actual: 1.33% [2025-11-22T02:46:56.319013] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 24.1s | Global ETA: 34m 27s [2025-11-22T02:46:56.319911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:56.319976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:56.321696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:56.322199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:56.322633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:56.356303] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 0.80% [2025-11-22T02:46:56.366841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:56.368958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:56.425611] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 22.4s | Global ETA: 34m 27s [2025-11-22T02:46:56.426496] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:56.426559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:56.428246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:56.428762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:56.429195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:56.429583] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:56.430347] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:56.532405] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.30% [2025-11-22T02:46:56.547508] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -7.97% | Symbol ETA: 0.2s | Global ETA: 34m 27s [2025-11-22T02:46:56.554971] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:56.556208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:56.700161] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.07%, Actual: 0.60% [2025-11-22T02:46:56.713877] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -3.11%, Actual: 7.01% [2025-11-22T02:46:56.866848] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.36% [2025-11-22T02:46:56.881143] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 1.94% [2025-11-22T02:46:56.968115] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 23.3s | Global ETA: 34m 27s [2025-11-22T02:46:56.969007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:56.969069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:56.970718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:56.971193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:56.971631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:57.014586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:57.016521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:57.033931] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 1.45% [2025-11-22T02:46:57.051596] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 3.29%, Actual: 0.39% [2025-11-22T02:46:57.142546] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 21.7s | Global ETA: 34m 27s [2025-11-22T02:46:57.143445] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:57.143509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:57.145172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:57.145687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:57.146123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:57.146506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:57.147273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:57.202954] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -2.15%, Actual: 1.98% [2025-11-22T02:46:57.203172] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 52.7718% [2025-11-22T02:46:57.203287] [INFO ] [main ] FCN: KEPT add_composite_volatility_context (score: 52.77%) [2025-11-22T02:46:57.203334] [INFO ] [main ] FCN: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:46:57.203368] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:46:57.203406] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:46:57.218752] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:57.220246] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:57.220315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:57.222097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:57.222625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:57.223101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:57.223396] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -7.26%, Actual: 1.45% [2025-11-22T02:46:57.224055] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:46:57.226602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:57.272000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:57.273266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:57.392308] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 4.02% [2025-11-22T02:46:57.559403] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: 2.52%, Actual: 0.02% [2025-11-22T02:46:57.635089] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 22.7s | Global ETA: 34m 28s [2025-11-22T02:46:57.636079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:57.636143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:57.637969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:57.638479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:57.638952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:57.685470] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:57.687693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:57.728586] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.96%, Actual: 3.55% [2025-11-22T02:46:57.856811] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -2.75% | Symbol ETA: 20.9s | Global ETA: 34m 28s [2025-11-22T02:46:57.857717] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:57.857780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:57.859401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:57.859926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:57.860360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:57.860767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:57.861513] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:57.890569] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 1m 10s | Global ETA: 34m 28s [2025-11-22T02:46:57.891464] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:57.891527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:57.893214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:57.893729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:57.894156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:57.895052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:46:57.897025] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -3.22%, Actual: 1.73% [2025-11-22T02:46:57.897497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:57.985551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:57.986687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.067784] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.39%, Actual: 1.75% [2025-11-22T02:46:58.235927] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -7.97%, Actual: 3.19% [2025-11-22T02:46:58.236127] [INFO ] [main ] AI: Magnitude Forecast Confidence: 34.4046% [2025-11-22T02:46:58.236207] [INFO ] [main ] AI: DISCARDED add_volume_zscore (score: 34.40%) [2025-11-22T02:46:58.236250] [INFO ] [main ] AI: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:46:58.236282] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_vwap_deviations'] [2025-11-22T02:46:58.236315] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T02:46:58.250891] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T02:46:58.252208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:58.252269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:58.257007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:58.257830] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:46:58.263355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.314788] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 22.0s | Global ETA: 34m 28s [2025-11-22T02:46:58.315872] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:58.315951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:58.317905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:58.318431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:58.318913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:58.365012] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:58.367208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.562834] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 1m 10s | Global ETA: 34m 28s [2025-11-22T02:46:58.563773] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:58.563839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:58.565528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:58.566038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:58.566482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:58.567445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:46:58.569889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.578460] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 20.2s | Global ETA: 34m 28s [2025-11-22T02:46:58.579351] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:58.579416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:58.581167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:58.581685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:58.582136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:58.582588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:58.583363] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:58.712597] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:58.713892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.879061] [INFO ] [main ] AI: Lookback Days: 2, Magnitude: -5.10% | Symbol ETA: 5.6s | Global ETA: 34m 28s [2025-11-22T02:46:58.879998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:58.880061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:58.887994] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:58.888890] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:46:58.894596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:58.987215] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 21.4s | Global ETA: 34m 28s [2025-11-22T02:46:58.988136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:58.988197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:58.989847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:58.990321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:58.990772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:59.034146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:59.036036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:59.253089] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.70% | Symbol ETA: 1m 9s | Global ETA: 34m 28s [2025-11-22T02:46:59.254032] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:59.254113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:59.255889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:59.256375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:59.256844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:59.257800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:46:59.260227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:59.299077] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.94% | Symbol ETA: 19.5s | Global ETA: 34m 28s [2025-11-22T02:46:59.299969] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:46:59.300032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:59.301675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:46:59.302164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:59.302599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:59.303008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:59.303791] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:46:59.427783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:46:59.429041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:59.514221] [INFO ] [main ] AI: Lookback Days: 3, Magnitude: 5.70% | Symbol ETA: 5.1s | Global ETA: 34m 29s [2025-11-22T02:46:59.515143] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:46:59.515207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:46:59.520254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:46:59.521108] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:46:59.527013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:59.629402] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 20.7s | Global ETA: 34m 29s [2025-11-22T02:46:59.630315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:59.630376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:59.632031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:59.632501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:59.632970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:46:59.676049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:46:59.677972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:46:59.936097] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 1m 8s | Global ETA: 34m 29s [2025-11-22T02:46:59.937055] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:46:59.937120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:46:59.938850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:46:59.939347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:46:59.939815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:46:59.940733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:46:59.943159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:00.014526] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 18.7s | Global ETA: 34m 29s [2025-11-22T02:47:00.015428] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:00.015491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:00.017255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:00.017877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:00.018376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:00.018805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:00.019579] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:00.150588] [INFO ] [main ] AI: Lookback Days: 4, Magnitude: -3.80% | Symbol ETA: 4.4s | Global ETA: 34m 29s [2025-11-22T02:47:00.151568] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:00.151668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:00.157041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:00.157949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:00.163881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:00.183101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:00.190542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:00.301224] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 20.0s | Global ETA: 34m 29s [2025-11-22T02:47:00.302156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:00.302220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:00.303953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:00.304443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:00.304913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:00.349119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:47:00.351254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:00.831765] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.61% | Symbol ETA: 1m 8s | Global ETA: 34m 29s [2025-11-22T02:47:00.832672] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:00.832736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:00.834388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:00.837912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:00.838354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:00.839289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:00.844721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:00.865580] [INFO ] [main ] AI: Lookback Days: 5, Magnitude: -6.42% | Symbol ETA: 3.9s | Global ETA: 34m 29s [2025-11-22T02:47:00.866451] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:00.866512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:00.871334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:00.872124] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:00.877790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:01.041760] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.68% | Symbol ETA: 18.1s | Global ETA: 34m 29s [2025-11-22T02:47:01.042755] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:01.042821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:01.044503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:01.045037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:01.045478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:01.045889] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:01.046682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:01.152149] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 19.4s | Global ETA: 34m 29s [2025-11-22T02:47:01.153168] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:01.153241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:01.155111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:01.155694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:01.156148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:01.172264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:01.173527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:01.202148] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:47:01.204373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:01.543225] [INFO ] [main ] AI: Lookback Days: 6, Magnitude: 4.51% | Symbol ETA: 3.3s | Global ETA: 34m 29s [2025-11-22T02:47:01.544118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:01.544183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:01.549006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:01.549796] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:01.550290] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 1m 7s | Global ETA: 34m 29s [2025-11-22T02:47:01.551219] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:01.551284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:01.553043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:01.553549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:01.554013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:01.554942] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:01.555445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:01.557513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:01.852400] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.82% | Symbol ETA: 18.7s | Global ETA: 34m 30s [2025-11-22T02:47:01.899190] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 17.3s | Global ETA: 34m 30s [2025-11-22T02:47:02.028133] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 1.38% [2025-11-22T02:47:02.075327] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 55.60%, Actual: 0.02% [2025-11-22T02:47:02.172622] [INFO ] [main ] AI: Lookback Days: 7, Magnitude: -3.05% | Symbol ETA: 2.6s | Global ETA: 34m 30s [2025-11-22T02:47:02.174090] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:02.174151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:02.178937] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:02.179723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:02.185261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:02.200175] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 1.10% [2025-11-22T02:47:02.252962] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 4.91%, Actual: 0.09% [2025-11-22T02:47:02.316855] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 1m 7s | Global ETA: 34m 30s [2025-11-22T02:47:02.318012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:02.318108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:02.319767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:02.320261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:02.320709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:02.321587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:02.324228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:02.389304] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 0.83% [2025-11-22T02:47:02.470910] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 77.96% [2025-11-22T02:47:02.609622] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 1.16% [2025-11-22T02:47:02.707790] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 3.99% [2025-11-22T02:47:02.823720] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.75% [2025-11-22T02:47:02.985145] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.75%, Actual: 3.27% [2025-11-22T02:47:03.095546] [INFO ] [main ] AI: Lookback Days: 8, Magnitude: 14.50% | Symbol ETA: 2.1s | Global ETA: 34m 30s [2025-11-22T02:47:03.097137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:03.097238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:03.103092] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 1.53% [2025-11-22T02:47:03.105273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:03.106692] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:03.116025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:03.209888] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 1m 6s | Global ETA: 34m 30s [2025-11-22T02:47:03.211112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:03.211190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:03.213425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:03.214078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:03.214634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:03.215818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:03.219075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:03.238275] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 4.61% [2025-11-22T02:47:03.374587] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 1.15% [2025-11-22T02:47:03.441922] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.94%, Actual: 1.43% [2025-11-22T02:47:03.577742] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 0.65% [2025-11-22T02:47:03.623346] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 2.71% [2025-11-22T02:47:03.752176] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 3.38% [2025-11-22T02:47:03.790569] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.68%, Actual: 3.72% [2025-11-22T02:47:03.821549] [INFO ] [main ] AI: Lookback Days: 9, Magnitude: 1.84% | Symbol ETA: 1.4s | Global ETA: 34m 30s [2025-11-22T02:47:03.822433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:03.822495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:03.827216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:03.828035] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:03.833665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:03.925998] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.82%, Actual: 0.03% [2025-11-22T02:47:03.926202] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 36.1755% [2025-11-22T02:47:03.926294] [INFO ] [main ] GSK: DISCARDED add_late_day_volatility (score: 36.18%) [2025-11-22T02:47:03.926337] [INFO ] [main ] GSK: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:47:03.926371] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_late_hour_microstructure'] [2025-11-22T02:47:03.926405] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:03.940337] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:03.941737] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:03.941803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:03.943622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:03.944171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:03.944625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:03.953658] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.68% | Symbol ETA: 1m 5s | Global ETA: 34m 31s [2025-11-22T02:47:03.954535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:03.954599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:03.956270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:03.956764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:03.957196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:03.958151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:03.960585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:03.963945] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 7.34% [2025-11-22T02:47:03.964153] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 27.0924% [2025-11-22T02:47:03.964242] [INFO ] [main ] SEMR: DISCARDED add_late_session_pressure (score: 27.09%) [2025-11-22T02:47:03.964286] [INFO ] [main ] SEMR: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:47:03.964320] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T02:47:03.964355] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:03.975881] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:03.977275] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:03.977367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:03.979182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:03.979847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:03.980898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:03.981448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:03.982545] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:03.993137] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:03.996346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:04.111870] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:04.114156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:04.456442] [INFO ] [main ] AI: Lookback Days: 10, Magnitude: 5.27% | Symbol ETA: 0.7s | Global ETA: 34m 31s [2025-11-22T02:47:04.457365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:04.457427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:04.465358] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:04.466144] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:47:04.471798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:04.636703] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 24.7s | Global ETA: 34m 31s [2025-11-22T02:47:04.637589] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:04.637677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:04.639369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:04.639864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:04.640293] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:04.645292] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 1m 4s | Global ETA: 34m 31s [2025-11-22T02:47:04.684585] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:04.687226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:04.729862] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 57.21% | Symbol ETA: 23.7s | Global ETA: 34m 31s [2025-11-22T02:47:04.730786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:04.730857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:04.732845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:04.733376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:04.733872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:04.734296] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:04.735167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:04.813661] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 2.09% [2025-11-22T02:47:04.863678] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:04.866090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:04.979149] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 0.39% [2025-11-22T02:47:05.091764] [INFO ] [main ] AI: Lookback Days: 11, Magnitude: -4.45% | Symbol ETA: 0.0s | Global ETA: 34m 31s [2025-11-22T02:47:05.146020] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 0.85% [2025-11-22T02:47:05.269308] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: -5.10%, Actual: 7.01% [2025-11-22T02:47:05.296360] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 23.9s | Global ETA: 34m 31s [2025-11-22T02:47:05.297240] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:05.297302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:05.299024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:05.299498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:05.299949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:05.322486] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.33% [2025-11-22T02:47:05.344173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:05.346836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:05.442052] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: 5.70%, Actual: 1.94% [2025-11-22T02:47:05.485467] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 3.86% | Symbol ETA: 23.0s | Global ETA: 34m 31s [2025-11-22T02:47:05.486572] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:05.486659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:05.488459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:05.489022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:05.489476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:05.489935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:05.490829] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:05.499699] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.61%, Actual: 0.80% [2025-11-22T02:47:05.614105] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: -3.80%, Actual: 0.39% [2025-11-22T02:47:05.627062] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:05.629707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:05.666169] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 1.30% [2025-11-22T02:47:05.798758] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -6.42%, Actual: 1.45% [2025-11-22T02:47:05.834982] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.60% [2025-11-22T02:47:05.958718] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 23.2s | Global ETA: 34m 31s [2025-11-22T02:47:05.959729] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:05.959799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:05.961750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:05.962311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:05.962847] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:05.966313] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: 4.51%, Actual: 4.02% [2025-11-22T02:47:06.001255] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.36% [2025-11-22T02:47:06.007139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:06.009884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:06.136580] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -3.05%, Actual: 0.02% [2025-11-22T02:47:06.167785] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 1.45% [2025-11-22T02:47:06.310244] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 14.50%, Actual: 3.55% [2025-11-22T02:47:06.311410] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.50% | Symbol ETA: 22.4s | Global ETA: 34m 32s [2025-11-22T02:47:06.312300] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:06.312365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:06.314014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:06.314506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:06.314959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:06.315342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:06.316097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:06.335825] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 1.98% [2025-11-22T02:47:06.336047] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 58.8601% [2025-11-22T02:47:06.336128] [INFO ] [main ] FCN: KEPT add_day_shape_ratios (score: 58.86%) [2025-11-22T02:47:06.336171] [INFO ] [main ] FCN: Testing feature 8/53: add_directional_consistency [2025-11-22T02:47:06.336203] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:47:06.336258] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:06.350883] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:06.352154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:06.352217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:06.353949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:06.354444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:06.354895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:06.355794] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:06.358168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:06.439125] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:06.441336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:06.482109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:06.491811] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: 1.84%, Actual: 1.73% [2025-11-22T02:47:06.618426] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 22.5s | Global ETA: 34m 32s [2025-11-22T02:47:06.619320] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:06.619727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:06.621385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:06.621914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:06.622350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:06.661234] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 5.27%, Actual: 1.75% [2025-11-22T02:47:06.666391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:06.669387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:06.827805] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -4.45%, Actual: 3.19% [2025-11-22T02:47:06.828018] [INFO ] [main ] AI: Magnitude Forecast Confidence: 41.0949% [2025-11-22T02:47:06.828103] [INFO ] [main ] AI: DISCARDED add_vwap_deviations (score: 41.09%) [2025-11-22T02:47:06.828144] [INFO ] [main ] AI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:47:06.828176] [INFO ] [main ] AI: Best accuracy: 46.26% [2025-11-22T02:47:06.828210] [INFO ] [main ] AI: Best feature set (2 features): ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:47:06.828240] [INFO ] [main ] AI: Improvement over baseline: 8.81% [2025-11-22T02:47:06.828269] [INFO ] [main ] AI: Total time: 7.2 minutes [2025-11-22T02:47:06.828297] [INFO ] [main ] AI: Average time per feature: 8.2 seconds [2025-11-22T02:47:06.828325] [INFO ] [main ] AI: Average speed: 0.12 features/sec [2025-11-22T02:47:06.998777] [DEBUG] [METRICS ] AI: 2025-11-20:2025-11-21: Predicted: 5.51%, Actual: 7.01% [2025-11-22T02:47:07.023887] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.09% | Symbol ETA: 21.5s | Global ETA: 34m 32s [2025-11-22T02:47:07.024783] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:07.024846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.026488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:07.026993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.027447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.027858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:07.028622] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:07.136116] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 1m 6s | Global ETA: 34m 32s [2025-11-22T02:47:07.137025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:07.137088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.138879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.139383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.139836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:07.140723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:07.143063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:07.151839] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:07.154100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:07.170434] [DEBUG] [METRICS ] AI: 2025-11-19:2025-11-20: Predicted: -2.49%, Actual: 1.94% [2025-11-22T02:47:07.269820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:07.295781] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 21.8s | Global ETA: 34m 32s [2025-11-22T02:47:07.296665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:07.296750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.298427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.298937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.299387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:07.343380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:07.346059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:07.348719] [DEBUG] [METRICS ] AI: 2025-11-18:2025-11-19: Predicted: 2.28%, Actual: 0.39% [2025-11-22T02:47:07.515798] [DEBUG] [METRICS ] AI: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 1.45% [2025-11-22T02:47:07.689048] [DEBUG] [METRICS ] AI: 2025-11-14:2025-11-17: Predicted: -2.98%, Actual: 4.02% [2025-11-22T02:47:07.742761] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 20.7s | Global ETA: 34m 32s [2025-11-22T02:47:07.743693] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:07.743757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.745422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:07.745976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.746417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.746825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:07.747591] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:07.862166] [DEBUG] [METRICS ] AI: 2025-11-13:2025-11-14: Predicted: -5.06%, Actual: 0.02% [2025-11-22T02:47:07.870147] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:07.872428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:07.932789] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.57% | Symbol ETA: 1m 5s | Global ETA: 34m 32s [2025-11-22T02:47:07.933704] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:07.933766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.935394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.935892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.936350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:07.937237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:07.939622] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:07.951902] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 21.1s | Global ETA: 34m 32s [2025-11-22T02:47:07.952787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:07.952849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:07.954504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:07.954995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:07.955428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:07.999498] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:08.002139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:08.036733] [DEBUG] [METRICS ] AI: 2025-11-12:2025-11-13: Predicted: 7.79%, Actual: 3.55% [2025-11-22T02:47:08.065602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:08.205053] [DEBUG] [METRICS ] AI: 2025-11-11:2025-11-12: Predicted: -2.14%, Actual: 1.73% [2025-11-22T02:47:08.380576] [DEBUG] [METRICS ] AI: 2025-11-10:2025-11-11: Predicted: 8.49%, Actual: 1.75% [2025-11-22T02:47:08.488813] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -3.24% | Symbol ETA: 19.9s | Global ETA: 34m 33s [2025-11-22T02:47:08.489748] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:08.489814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:08.491471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:08.492337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:08.492796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:08.493272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:08.494056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:08.550565] [DEBUG] [METRICS ] AI: 2025-11-07:2025-11-10: Predicted: -8.25%, Actual: 3.19% [2025-11-22T02:47:08.551100] [INFO ] [LOCAL ] Saved configuration for AI: 2 features, 46.26% accuracy -> ./output/feature-sets/AI.json [2025-11-22T02:47:08.553878] [INFO ] [main ] Progress: 40/57 symbols completed (70.2%). AI finished in 7m 24s. ETA: 31m 49s. Rate: 0.53 symbols/min [2025-11-22T02:47:08.558142] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:08.572881] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:08.573381] [INFO ] [main ] FCF: Testing with 53 available features [2025-11-22T02:47:08.573430] [INFO ] [main ] FCF: Establishing baseline with no features... [2025-11-22T02:47:08.573464] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:08.586572] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:08.587830] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:08.611418] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 20.5s | Global ETA: 31m 49s [2025-11-22T02:47:08.612289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:08.612351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:08.613996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:08.614463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:08.614910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:08.621697] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:08.624095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:08.661050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:08.663854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:08.729005] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.97% | Symbol ETA: 1m 4s | Global ETA: 31m 49s [2025-11-22T02:47:08.729918] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:08.729996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:08.731639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:08.732131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:08.732565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:08.733498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:08.735828] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:08.859029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:09.160525] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -0.19% [2025-11-22T02:47:09.161444] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:09.226806] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.43% | Symbol ETA: 19.2s | Global ETA: 31m 49s [2025-11-22T02:47:09.227771] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:09.227838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:09.229517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:09.230026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:09.230472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:09.230901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:09.231702] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:09.268317] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 19.8s | Global ETA: 31m 49s [2025-11-22T02:47:09.269201] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:09.269263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:09.270919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:09.271452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:09.271907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:09.315074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:09.317718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:09.357096] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:09.359392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:09.519493] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.28% | Symbol ETA: 1m 3s | Global ETA: 31m 49s [2025-11-22T02:47:09.520399] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:09.520462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:09.522111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:09.522578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:09.523057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:09.523946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:09.526276] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:09.650740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:09.729962] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.13% [2025-11-22T02:47:09.730906] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:09.921248] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 19.1s | Global ETA: 31m 49s [2025-11-22T02:47:09.922210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:09.922275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:09.924007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:09.924503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:09.924971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:09.947567] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 18.4s | Global ETA: 31m 49s [2025-11-22T02:47:09.948458] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:09.948523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:09.950155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:09.950623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:09.951073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:09.951454] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:09.952216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:09.969495] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:47:09.972442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:10.074585] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:10.076882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:10.299878] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.95% [2025-11-22T02:47:10.300802] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:10.308927] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 1m 3s | Global ETA: 31m 49s [2025-11-22T02:47:10.309824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:10.309887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:10.311528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:10.312047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:10.312494] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:10.313415] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:10.315747] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:10.439459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:10.578905] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.25% | Symbol ETA: 18.5s | Global ETA: 31m 49s [2025-11-22T02:47:10.665918] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.25% | Symbol ETA: 17.7s | Global ETA: 31m 49s [2025-11-22T02:47:10.666801] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:10.666866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:10.668500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:10.669015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:10.669460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:10.669862] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:10.670599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:10.745541] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.38% [2025-11-22T02:47:10.791814] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:10.794070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:10.870927] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.72% [2025-11-22T02:47:10.871837] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:10.913172] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 1.10% [2025-11-22T02:47:11.080298] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.80%, Actual: 0.83% [2025-11-22T02:47:11.088555] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.45% | Symbol ETA: 1m 2s | Global ETA: 31m 50s [2025-11-22T02:47:11.089456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:11.089519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:11.091164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:11.091634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:11.092089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:11.092981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:11.095298] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:11.216995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:11.247129] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.16% [2025-11-22T02:47:11.370346] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 16.9s | Global ETA: 31m 50s [2025-11-22T02:47:11.412971] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.75% [2025-11-22T02:47:11.439440] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.60% [2025-11-22T02:47:11.440411] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:11.536833] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 57.21%, Actual: 0.02% [2025-11-22T02:47:11.584578] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 1.53% [2025-11-22T02:47:11.703248] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 3.86%, Actual: 0.09% [2025-11-22T02:47:11.752186] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 1.15% [2025-11-22T02:47:11.867270] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 77.96% [2025-11-22T02:47:11.872508] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 1m 1s | Global ETA: 31m 50s [2025-11-22T02:47:11.873408] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:11.873470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:11.875124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:11.875614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:11.876065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:11.876957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:11.879314] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:11.920413] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.62%, Actual: 0.65% [2025-11-22T02:47:12.002261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:12.009779] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.20% [2025-11-22T02:47:12.010718] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:12.031490] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.09%, Actual: 3.99% [2025-11-22T02:47:12.087702] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 3.38% [2025-11-22T02:47:12.194974] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 3.27% [2025-11-22T02:47:12.262307] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.25%, Actual: 0.03% [2025-11-22T02:47:12.262510] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.7162% [2025-11-22T02:47:12.262628] [INFO ] [main ] GSK: DISCARDED add_late_hour_microstructure (score: 40.72%) [2025-11-22T02:47:12.263045] [INFO ] [main ] GSK: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:47:12.263084] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_late_session_pressure'] [2025-11-22T02:47:12.263121] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:12.276438] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:12.277939] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:12.278001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:12.279685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:12.280179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:12.280608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:12.325433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:12.326533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:12.358209] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -3.24%, Actual: 4.61% [2025-11-22T02:47:12.522172] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.43%, Actual: 1.43% [2025-11-22T02:47:12.587673] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.52% [2025-11-22T02:47:12.588575] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:12.662339] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.62% | Symbol ETA: 1m 0s | Global ETA: 31m 50s [2025-11-22T02:47:12.663239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:12.663302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:12.664953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:12.665425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:12.665877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:12.666765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:12.669144] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:12.686631] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 2.71% [2025-11-22T02:47:12.793218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:12.851408] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.25%, Actual: 3.72% [2025-11-22T02:47:12.996017] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 22.2s | Global ETA: 31m 50s [2025-11-22T02:47:12.996911] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:12.996972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:12.998619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:12.999120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:12.999553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:13.015369] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.88%, Actual: 7.34% [2025-11-22T02:47:13.015566] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.4299% [2025-11-22T02:47:13.015671] [INFO ] [main ] SEMR: DISCARDED add_micro_gap_fill_velocity (score: 29.43%) [2025-11-22T02:47:13.015730] [INFO ] [main ] SEMR: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:47:13.015766] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:47:13.015801] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:13.027164] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:13.028568] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:13.028631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:13.030526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:13.031060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:13.031487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:13.031893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:13.032634] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:13.046787] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:13.047879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:13.155457] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:13.155572] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.96% [2025-11-22T02:47:13.156349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:13.156523] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:13.452210] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.39% | Symbol ETA: 59.5s | Global ETA: 31m 51s [2025-11-22T02:47:13.453219] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:13.453289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:13.455054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:13.455587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:13.456045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:13.456966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:13.459453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:13.586422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:13.661774] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 21.3s | Global ETA: 31m 51s [2025-11-22T02:47:13.662679] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:13.662742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:13.664387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:13.664886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:13.665320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:13.711276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:13.712443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:13.732176] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.24% [2025-11-22T02:47:13.733121] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:47:13.743262] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 53.10% | Symbol ETA: 20.9s | Global ETA: 31m 51s [2025-11-22T02:47:13.744180] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:13.744243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:13.745888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:13.746414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:13.746862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:13.747246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:13.748038] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:13.871334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:13.872203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:14.249910] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.80% | Symbol ETA: 58.7s | Global ETA: 31m 51s [2025-11-22T02:47:14.310979] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.98% [2025-11-22T02:47:14.328240] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 20.5s | Global ETA: 31m 51s [2025-11-22T02:47:14.329146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:14.329208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:14.330872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:14.331367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:14.331815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:14.376423] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:14.377761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:14.417263] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.63%, Actual: 2.09% [2025-11-22T02:47:14.454416] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 3.04% | Symbol ETA: 20.2s | Global ETA: 31m 51s [2025-11-22T02:47:14.455344] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:14.455407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:14.457054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:14.457583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:14.458036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:14.458418] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:14.459202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:14.481572] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 2.04% [2025-11-22T02:47:14.587028] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:14.586868] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.57%, Actual: 0.39% [2025-11-22T02:47:14.588027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:14.656233] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 1.40% [2025-11-22T02:47:14.755919] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 0.85% [2025-11-22T02:47:14.826028] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.95%, Actual: 0.26% [2025-11-22T02:47:14.923472] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.28%, Actual: 1.33% [2025-11-22T02:47:14.991781] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 19.8s | Global ETA: 31m 51s [2025-11-22T02:47:14.992692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:14.992777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:14.994442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:14.994941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:14.995403] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:14.995415] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 1.69% [2025-11-22T02:47:15.039722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:15.040853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:15.090557] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.80% [2025-11-22T02:47:15.163514] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.60%, Actual: 0.40% [2025-11-22T02:47:15.168622] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 19.5s | Global ETA: 31m 51s [2025-11-22T02:47:15.169535] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:15.169599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:15.171230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:15.171738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:15.172170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:15.172552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:15.173307] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:15.260596] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.45%, Actual: 1.30% [2025-11-22T02:47:15.296618] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:15.297560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:15.330804] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 1.86% [2025-11-22T02:47:15.426305] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.60% [2025-11-22T02:47:15.497965] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.52%, Actual: 0.23% [2025-11-22T02:47:15.592072] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.62%, Actual: 0.36% [2025-11-22T02:47:15.639892] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -2.64% | Symbol ETA: 19.1s | Global ETA: 31m 52s [2025-11-22T02:47:15.640779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:15.640841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:15.642494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:15.642995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:15.643428] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:15.666253] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.96%, Actual: 1.03% [2025-11-22T02:47:15.687558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:15.688836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:15.760480] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 1.45% [2025-11-22T02:47:15.833726] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.99% [2025-11-22T02:47:15.871120] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.22% | Symbol ETA: 18.7s | Global ETA: 31m 52s [2025-11-22T02:47:15.872004] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:15.872067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:15.873710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:15.874183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:15.874610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:15.875012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:15.875770] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:15.928329] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.80%, Actual: 1.98% [2025-11-22T02:47:15.928533] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 45.7334% [2025-11-22T02:47:15.928586] [INFO ] [main ] FCN: DISCARDED add_directional_consistency (score: 45.73%) [2025-11-22T02:47:15.928624] [INFO ] [main ] FCN: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:47:15.928727] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T02:47:15.928767] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:15.943858] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:15.945337] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:15.945400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:15.947095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:15.947605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:15.948062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:15.948984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:15.951361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:15.952999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:15.997601] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:15.998454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.002744] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.98%, Actual: 1.43% [2025-11-22T02:47:16.002949] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 38.4976% [2025-11-22T02:47:16.002997] [INFO ] [main ] FCF: Baseline score (no features): 38.4976% [2025-11-22T02:47:16.003034] [INFO ] [main ] FCF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:16.003065] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:47:16.003098] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:16.017163] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:16.018518] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:16.018593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:16.023503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.290254] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 18.4s | Global ETA: 31m 52s [2025-11-22T02:47:16.291848] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:16.291913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:16.293603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:16.294111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:16.294562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:16.338615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:16.339780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.570695] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 18.0s | Global ETA: 31m 52s [2025-11-22T02:47:16.571558] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:16.571621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:16.573280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:16.573785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:16.574219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:16.574603] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:16.575357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:16.603549] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.35% | Symbol ETA: 5m 10s | Global ETA: 31m 52s [2025-11-22T02:47:16.604468] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:16.604530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:16.609472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.618103] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.12% | Symbol ETA: 58.8s | Global ETA: 31m 52s [2025-11-22T02:47:16.619071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:16.619138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:16.620873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:16.621396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:16.621873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:16.622848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:16.625410] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:16.627344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.697382] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:16.698302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:16.958828] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 17.8s | Global ETA: 31m 52s [2025-11-22T02:47:16.959721] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:16.959783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:16.961415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:16.961912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:16.962345] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:17.005980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:17.007245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.192568] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.58% | Symbol ETA: 5m 10s | Global ETA: 31m 52s [2025-11-22T02:47:17.193446] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:17.193506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:17.198247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.270882] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -4.21% | Symbol ETA: 17.3s | Global ETA: 31m 52s [2025-11-22T02:47:17.271769] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:17.271832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:17.273445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:17.273938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:17.274370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:17.274770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:17.275506] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:17.327020] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.60% | Symbol ETA: 58.3s | Global ETA: 31m 52s [2025-11-22T02:47:17.327954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:17.328019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:17.329635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:17.330143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:17.330592] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:17.331478] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:17.333836] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:17.335439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.396481] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:17.397391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.613061] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 17.1s | Global ETA: 31m 52s [2025-11-22T02:47:17.613948] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:17.614010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:17.615664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:17.616133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:17.616568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:17.659796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:17.660907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.780828] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.22% | Symbol ETA: 5m 10s | Global ETA: 31m 53s [2025-11-22T02:47:17.781732] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:17.781792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:17.786491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:17.975540] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.64% | Symbol ETA: 16.6s | Global ETA: 31m 53s [2025-11-22T02:47:17.976498] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:17.976564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:17.978336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:17.978865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:17.979338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:17.979762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:17.980547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:17.990585] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.19% | Symbol ETA: 57.5s | Global ETA: 31m 53s [2025-11-22T02:47:17.991495] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:17.991559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:17.993240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:17.993763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:17.994195] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:17.995100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:17.997493] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:17.999160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.110877] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:18.111671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.255137] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 16.4s | Global ETA: 31m 53s [2025-11-22T02:47:18.256029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:18.256091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:18.257761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:18.258231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:18.258673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:18.300966] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:47:18.302070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.356419] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.49% | Symbol ETA: 5m 8s | Global ETA: 31m 53s [2025-11-22T02:47:18.357310] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:18.357416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:18.362187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.649457] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 56.8s | Global ETA: 31m 53s [2025-11-22T02:47:18.650344] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:18.650407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:18.652045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:18.652517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:18.652968] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:18.653857] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:18.656186] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:18.657823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.706716] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 15.9s | Global ETA: 31m 53s [2025-11-22T02:47:18.707741] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:18.707812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:18.709573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:18.710118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:18.710594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:18.711025] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:18.711840] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:18.840434] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:18.841471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:18.894238] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.65% | Symbol ETA: 15.7s | Global ETA: 31m 53s [2025-11-22T02:47:18.937058] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.18% | Symbol ETA: 5m 7s | Global ETA: 31m 53s [2025-11-22T02:47:18.937987] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:18.938048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:18.942768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:19.062044] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 1.38% [2025-11-22T02:47:19.228002] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 1.10% [2025-11-22T02:47:19.317305] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 56.1s | Global ETA: 31m 53s [2025-11-22T02:47:19.318622] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:19.318706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:19.320372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:19.320890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:19.321318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:19.322223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:19.324590] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:19.326233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:19.393191] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 0.83% [2025-11-22T02:47:19.424459] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 3.81% | Symbol ETA: 15.2s | Global ETA: 31m 53s [2025-11-22T02:47:19.425355] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:19.425438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:19.427076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:19.427605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:19.428074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:19.428506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:19.429291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:19.519555] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 5m 6s | Global ETA: 31m 53s [2025-11-22T02:47:19.520445] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:19.520505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:19.525289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:19.555126] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:19.556026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:19.559600] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 1.16% [2025-11-22T02:47:19.725372] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -2.64%, Actual: 0.75% [2025-11-22T02:47:19.892496] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.53% [2025-11-22T02:47:19.984917] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.87% | Symbol ETA: 55.5s | Global ETA: 31m 53s [2025-11-22T02:47:19.985809] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:19.985871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:19.987519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:19.988042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:19.988471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:19.989361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:19.991711] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:19.993318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:20.059406] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 1.15% [2025-11-22T02:47:20.100232] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.21% | Symbol ETA: 5m 5s | Global ETA: 31m 53s [2025-11-22T02:47:20.101149] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:20.101213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:20.105962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:20.135585] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 14.5s | Global ETA: 31m 54s [2025-11-22T02:47:20.248812] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 0.65% [2025-11-22T02:47:20.305624] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 53.10%, Actual: 0.02% [2025-11-22T02:47:20.418469] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 3.38% [2025-11-22T02:47:20.474780] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 3.04%, Actual: 0.09% [2025-11-22T02:47:20.583691] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.65%, Actual: 0.03% [2025-11-22T02:47:20.583881] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.1555% [2025-11-22T02:47:20.583969] [INFO ] [main ] GSK: DISCARDED add_late_session_pressure (score: 40.16%) [2025-11-22T02:47:20.584013] [INFO ] [main ] GSK: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:47:20.584046] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_micro_gap_fill_velocity'] [2025-11-22T02:47:20.584138] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:20.598022] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:20.599485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:20.599548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:20.601242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:20.601770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:20.602201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:20.640328] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 77.96% [2025-11-22T02:47:20.645506] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:20.647518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:20.648909] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 54.8s | Global ETA: 31m 54s [2025-11-22T02:47:20.649804] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:20.649867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:20.651482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:20.651977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:20.652405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:20.653294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:20.655663] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:20.657265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:20.686286] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 5m 5s | Global ETA: 31m 54s [2025-11-22T02:47:20.687167] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:20.687230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:20.692052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:20.805471] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.22%, Actual: 3.99% [2025-11-22T02:47:20.971711] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 3.27% [2025-11-22T02:47:21.137592] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -4.21%, Actual: 4.61% [2025-11-22T02:47:21.250025] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 20.3s | Global ETA: 31m 54s [2025-11-22T02:47:21.250927] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:21.250990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:21.252619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:21.253128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:21.253567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:21.265560] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 5m 4s | Global ETA: 31m 54s [2025-11-22T02:47:21.266441] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:47:21.266501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:21.271249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:21.297313] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:21.299327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:21.302626] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.64%, Actual: 1.43% [2025-11-22T02:47:21.314199] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 54.1s | Global ETA: 31m 54s [2025-11-22T02:47:21.315117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:21.315180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:21.316843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:21.317355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:21.317806] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:21.318695] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:21.321091] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:21.322740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:21.468691] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 2.71% [2025-11-22T02:47:21.634558] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 3.81%, Actual: 3.72% [2025-11-22T02:47:21.847185] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 5m 3s | Global ETA: 31m 54s [2025-11-22T02:47:21.860266] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 7.34% [2025-11-22T02:47:21.860495] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 36.2022% [2025-11-22T02:47:21.860578] [INFO ] [main ] SEMR: DISCARDED add_morning_followthrough_mag_T0 (score: 36.20%) [2025-11-22T02:47:21.860620] [INFO ] [main ] SEMR: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:47:21.860677] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_morning_range_expansion'] [2025-11-22T02:47:21.860712] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:21.872176] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:21.873564] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:21.873628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:21.875317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:21.875841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:21.876272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:21.876684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:21.877473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:21.908116] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.88% | Symbol ETA: 19.7s | Global ETA: 31m 54s [2025-11-22T02:47:21.909079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:21.909152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:21.911127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:21.911615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:21.912071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:21.956024] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:21.958082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:21.983228] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.46% | Symbol ETA: 53.4s | Global ETA: 31m 54s [2025-11-22T02:47:21.984122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:21.984186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:21.985827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:21.986303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:21.986757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:21.987671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:21.990057] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:47:21.991681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:22.001495] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:22.006175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:22.014894] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 2.04% [2025-11-22T02:47:22.179384] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.58%, Actual: 1.40% [2025-11-22T02:47:22.343676] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.22%, Actual: 0.26% [2025-11-22T02:47:22.508913] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.49%, Actual: 1.69% [2025-11-22T02:47:22.556670] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 19.0s | Global ETA: 31m 55s [2025-11-22T02:47:22.557610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:22.557711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:22.559386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:22.559902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:22.560360] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:22.594745] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 49.13% | Symbol ETA: 19.6s | Global ETA: 31m 55s [2025-11-22T02:47:22.595673] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:22.595736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:22.597591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:22.598494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:22.598953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:22.599346] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:22.600139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:22.605331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:22.607439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:22.655225] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 52.8s | Global ETA: 31m 55s [2025-11-22T02:47:22.676733] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.18%, Actual: 0.40% [2025-11-22T02:47:22.724853] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:22.729385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:22.841142] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 1.86% [2025-11-22T02:47:22.844859] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.12%, Actual: 2.09% [2025-11-22T02:47:23.005525] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.21%, Actual: 0.23% [2025-11-22T02:47:23.009601] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.60%, Actual: 0.39% [2025-11-22T02:47:23.170772] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 1.03% [2025-11-22T02:47:23.176594] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.19%, Actual: 0.85% [2025-11-22T02:47:23.208822] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.06% | Symbol ETA: 18.4s | Global ETA: 31m 55s [2025-11-22T02:47:23.209719] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:23.209782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:23.211408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:23.211909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:23.212343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:23.261133] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:23.263313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:23.312833] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 18.8s | Global ETA: 31m 55s [2025-11-22T02:47:23.313751] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:23.313815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:23.315453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:23.315976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:23.316409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:23.316815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:23.317593] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:23.337309] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.99% [2025-11-22T02:47:23.343922] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 1.33% [2025-11-22T02:47:23.441169] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:23.445681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:23.503990] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 1.43% [2025-11-22T02:47:23.504185] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 46.4484% [2025-11-22T02:47:23.504236] [INFO ] [main ] FCF: KEPT add_afternoon_v_morning_volatility_mix (score: 46.45%) [2025-11-22T02:47:23.504273] [INFO ] [main ] FCF: Testing feature 2/53: add_atr [2025-11-22T02:47:23.504304] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:47:23.504338] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:23.509497] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.80% [2025-11-22T02:47:23.518935] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:23.520181] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:23.520241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:23.525069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:23.526837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:23.527308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:23.674980] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.87%, Actual: 1.30% [2025-11-22T02:47:23.845460] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.60% [2025-11-22T02:47:23.890071] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.10% | Symbol ETA: 17.7s | Global ETA: 31m 55s [2025-11-22T02:47:23.890976] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:23.891038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:23.892725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:23.893219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:23.893678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:23.936390] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:23.938606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.013809] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 0.36% [2025-11-22T02:47:24.044406] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 18.1s | Global ETA: 31m 55s [2025-11-22T02:47:24.045337] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:24.045403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.047148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:24.047694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:24.048150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:24.048558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:24.049359] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:24.105095] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 6m 28s | Global ETA: 31m 55s [2025-11-22T02:47:24.106016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:24.106079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:24.111056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.112841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:24.113340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.179565] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 1.45% [2025-11-22T02:47:24.181558] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:24.186245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.345826] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 1.98% [2025-11-22T02:47:24.346028] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 43.2688% [2025-11-22T02:47:24.346112] [INFO ] [main ] FCN: DISCARDED add_fullday_parkinson_range (score: 43.27%) [2025-11-22T02:47:24.346154] [INFO ] [main ] FCN: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:47:24.346186] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T02:47:24.346221] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:24.360895] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:24.362472] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:24.362535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.364401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:24.365076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:24.365526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:24.366422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:24.369053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:24.414369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.548988] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 17.1s | Global ETA: 31m 55s [2025-11-22T02:47:24.549923] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:24.549985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.551603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:24.552102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:24.552538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:24.595702] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:24.597721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.703115] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 6m 27s | Global ETA: 31m 55s [2025-11-22T02:47:24.703993] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:24.704054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:24.708844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.710579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:24.711071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:24.778890] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -4.25% | Symbol ETA: 17.4s | Global ETA: 31m 55s [2025-11-22T02:47:24.779812] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:24.779875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:24.781508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:24.782001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:24.782432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:24.782838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:24.783590] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:24.913004] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:24.917514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.083143] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.08% | Symbol ETA: 46.7s | Global ETA: 31m 56s [2025-11-22T02:47:25.084078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:25.084144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.085842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:25.086332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:25.086802] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:25.087738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:25.090179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:25.136279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.199285] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 16.4s | Global ETA: 31m 56s [2025-11-22T02:47:25.200443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:25.200519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.202593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:25.203192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:25.203670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:25.248297] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:25.250568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.291326] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 6m 27s | Global ETA: 31m 56s [2025-11-22T02:47:25.292206] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:25.292267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:25.296979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.298754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:25.299219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.504353] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.92% | Symbol ETA: 16.7s | Global ETA: 31m 56s [2025-11-22T02:47:25.505246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:25.505311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.507016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:25.508034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:25.508908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:25.509359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:25.510334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:25.641733] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:25.646633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.795358] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.12% | Symbol ETA: 46.0s | Global ETA: 31m 56s [2025-11-22T02:47:25.796256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:25.796319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.797996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:25.798474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:25.798923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:25.799859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:25.802192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:25.846155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.851486] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.81% | Symbol ETA: 15.8s | Global ETA: 31m 56s [2025-11-22T02:47:25.852377] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:25.852439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.854071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:25.854587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:25.855057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:25.880568] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 6m 26s | Global ETA: 31m 56s [2025-11-22T02:47:25.881472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:25.881534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:25.886406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:25.888209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:25.888887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:25.899499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:25.901519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:26.243988] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.25% | Symbol ETA: 16.0s | Global ETA: 31m 56s [2025-11-22T02:47:26.244924] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:26.244993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:26.246718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:26.247222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:26.247720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:26.248121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:26.248918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:26.379895] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:26.384691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:26.467278] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 6m 26s | Global ETA: 31m 56s [2025-11-22T02:47:26.468209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:26.468272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:26.473153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:26.474933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:26.475454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:26.499960] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.44% | Symbol ETA: 45.2s | Global ETA: 31m 56s [2025-11-22T02:47:26.500882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:26.500947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:26.502586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:26.503101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:26.503531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:26.504424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:26.506811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:26.550592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:26.565262] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 15.1s | Global ETA: 31m 56s [2025-11-22T02:47:26.566153] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:26.566239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:26.568212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:26.568716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:26.569153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:26.611848] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:47:26.613897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:26.980812] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 4.00% | Symbol ETA: 15.2s | Global ETA: 31m 56s [2025-11-22T02:47:26.981734] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:26.981800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:26.983859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:26.984361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:26.984832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:26.985230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:26.986015] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:27.057063] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 6m 25s | Global ETA: 31m 56s [2025-11-22T02:47:27.058008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:27.058071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:27.063077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:27.064858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:27.065337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:27.116567] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:27.121398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:27.211087] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 14.5s | Global ETA: 31m 57s [2025-11-22T02:47:27.235452] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 44.5s | Global ETA: 31m 57s [2025-11-22T02:47:27.236457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:27.236525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:27.238333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:27.238881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:27.239322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:27.240288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:27.242783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:27.289480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:27.377828] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.38% [2025-11-22T02:47:27.544200] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.88%, Actual: 1.10% [2025-11-22T02:47:27.643714] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 6m 24s | Global ETA: 31m 57s [2025-11-22T02:47:27.644605] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:27.644693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:27.649620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:27.651398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:27.651895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:27.715157] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 0.83% [2025-11-22T02:47:27.718893] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 14.5s | Global ETA: 31m 57s [2025-11-22T02:47:27.719811] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:27.719874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:27.721509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:27.721997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:27.722424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:27.722825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:27.723573] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:27.847834] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:27.852284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:27.882293] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.06%, Actual: 1.16% [2025-11-22T02:47:27.976541] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 43.8s | Global ETA: 31m 57s [2025-11-22T02:47:27.977470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:27.977533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:27.979200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:27.979726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:27.980160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:27.981167] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:27.983709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:28.029906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:28.051829] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.10%, Actual: 0.75% [2025-11-22T02:47:28.220585] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 1.53% [2025-11-22T02:47:28.230692] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 6m 24s | Global ETA: 31m 57s [2025-11-22T02:47:28.231554] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:28.231615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:28.236405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:28.238166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:28.238681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:28.391536] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 1.15% [2025-11-22T02:47:28.431289] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -0.55% | Symbol ETA: 13.8s | Global ETA: 31m 57s [2025-11-22T02:47:28.432171] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:28.432234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:28.433864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:28.434331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:28.434777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:28.435156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:28.435921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:28.560700] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.81%, Actual: 0.65% [2025-11-22T02:47:28.565706] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:28.570457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:28.691638] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 43.1s | Global ETA: 31m 57s [2025-11-22T02:47:28.692555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:28.692621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:28.694316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:28.694839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:28.695274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:28.696583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:28.699088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:28.727799] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.13%, Actual: 3.38% [2025-11-22T02:47:28.743603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:28.814245] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 6m 23s | Global ETA: 31m 57s [2025-11-22T02:47:28.815130] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:28.815190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:28.819940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:28.821625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:28.822111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:28.895915] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 0.03% [2025-11-22T02:47:28.896113] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 43.3309% [2025-11-22T02:47:28.896203] [INFO ] [main ] GSK: DISCARDED add_micro_gap_fill_velocity (score: 43.33%) [2025-11-22T02:47:28.896246] [INFO ] [main ] GSK: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:47:28.896277] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:47:28.896312] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:28.909450] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:28.910698] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:28.910760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:28.912417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:28.912944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:28.913380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:28.957499] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:28.958521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:29.163029] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 13.1s | Global ETA: 31m 57s [2025-11-22T02:47:29.329047] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 49.13%, Actual: 0.02% [2025-11-22T02:47:29.404916] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.95% | Symbol ETA: 6m 23s | Global ETA: 31m 57s [2025-11-22T02:47:29.417004] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 42.4s | Global ETA: 31m 57s [2025-11-22T02:47:29.417925] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:29.417989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:29.419603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:29.420108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:29.420546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:29.421427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:29.423795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:29.467086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:29.495987] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.09% [2025-11-22T02:47:29.561134] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 2.02% | Symbol ETA: 19.2s | Global ETA: 31m 58s [2025-11-22T02:47:29.562019] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:29.562082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:29.563735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:29.564207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:29.564664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:29.573099] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 2.04% [2025-11-22T02:47:29.608808] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:29.609782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:29.665261] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 77.96% [2025-11-22T02:47:29.737760] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 1.40% [2025-11-22T02:47:29.834874] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -4.25%, Actual: 3.99% [2025-11-22T02:47:29.901826] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 0.26% [2025-11-22T02:47:30.002772] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.92%, Actual: 3.27% [2025-11-22T02:47:30.066476] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 1.69% [2025-11-22T02:47:30.118692] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 41.7s | Global ETA: 31m 58s [2025-11-22T02:47:30.119552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:30.119615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:30.121261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:30.121768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:30.122201] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:30.123231] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:30.125894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:30.170748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:30.171676] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.25%, Actual: 4.61% [2025-11-22T02:47:30.215051] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.49% | Symbol ETA: 18.5s | Global ETA: 31m 58s [2025-11-22T02:47:30.215962] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:30.216024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:30.217722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:30.218219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:30.218683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:30.233282] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 0.40% [2025-11-22T02:47:30.262811] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:30.263625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:30.337168] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 4.00%, Actual: 1.43% [2025-11-22T02:47:30.398280] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 1.86% [2025-11-22T02:47:30.503970] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.39%, Actual: 2.71% [2025-11-22T02:47:30.563611] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -1.07%, Actual: 0.23% [2025-11-22T02:47:30.678046] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -0.55%, Actual: 3.72% [2025-11-22T02:47:30.731457] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 1.03% [2025-11-22T02:47:30.826720] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.93% | Symbol ETA: 40.9s | Global ETA: 31m 58s [2025-11-22T02:47:30.827613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:30.827701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:30.829309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:30.829815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:30.830246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:30.831129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:30.833470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:30.847470] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.33%, Actual: 7.34% [2025-11-22T02:47:30.847698] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.3894% [2025-11-22T02:47:30.847785] [INFO ] [main ] SEMR: DISCARDED add_morning_range_expansion (score: 29.39%) [2025-11-22T02:47:30.847830] [INFO ] [main ] SEMR: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:47:30.847864] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_11_elasticity'] [2025-11-22T02:47:30.847901] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:30.859282] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:30.860434] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:30.860498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:30.862188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:30.862709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:30.863142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:30.863528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:30.864284] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:30.876336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:30.880945] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 17.9s | Global ETA: 31m 58s [2025-11-22T02:47:30.881928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:30.881991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:30.883684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:30.884175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:30.884710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:30.897183] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.99% [2025-11-22T02:47:30.927625] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:30.928481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:30.997129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:30.998635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:31.081277] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.95%, Actual: 1.43% [2025-11-22T02:47:31.084094] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 36.7944% [2025-11-22T02:47:31.084154] [INFO ] [main ] FCF: DISCARDED add_atr (score: 36.79%) [2025-11-22T02:47:31.084195] [INFO ] [main ] FCF: Testing feature 3/53: add_atr_10 [2025-11-22T02:47:31.084228] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:47:31.084265] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:31.102207] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:31.103914] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:31.103977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:31.109084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:31.111089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:31.111633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:31.522462] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 40.2s | Global ETA: 31m 58s [2025-11-22T02:47:31.530135] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 17.2s | Global ETA: 31m 58s [2025-11-22T02:47:31.531043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:31.531107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:31.532833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:31.533333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:31.533806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:31.578113] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:31.579248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:31.593712] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 55.96% | Symbol ETA: 18.9s | Global ETA: 31m 58s [2025-11-22T02:47:31.594579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:31.594661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:31.596292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:31.596788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:31.597217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:31.597623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:31.598389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:31.690248] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.08%, Actual: 2.09% [2025-11-22T02:47:31.723664] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:31.724959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:31.741477] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -0.90% | Symbol ETA: 3m 15s | Global ETA: 31m 58s [2025-11-22T02:47:31.742491] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:31.742554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:31.748569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:31.750374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:31.750874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:31.857311] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.12%, Actual: 0.39% [2025-11-22T02:47:32.023848] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.44%, Actual: 0.85% [2025-11-22T02:47:32.189065] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 16.6s | Global ETA: 31m 59s [2025-11-22T02:47:32.189960] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:32.190030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:32.191578] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 1.33% [2025-11-22T02:47:32.191753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:32.192239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:32.192755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:32.237349] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:32.238124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:32.306655] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 18.0s | Global ETA: 31m 59s [2025-11-22T02:47:32.307536] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:32.307600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:32.309262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:32.309775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:32.310208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:32.310587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:32.311340] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:32.356958] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 0.80% [2025-11-22T02:47:32.369176] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.84% | Symbol ETA: 3m 15s | Global ETA: 31m 59s [2025-11-22T02:47:32.370113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:32.370175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:32.375146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:32.377021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:32.377527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:32.435434] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:32.436666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:32.522217] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.30% [2025-11-22T02:47:32.688533] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.60% [2025-11-22T02:47:32.839798] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 15.9s | Global ETA: 31m 59s [2025-11-22T02:47:32.840703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:32.840765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:32.842503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:32.843012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:32.843465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:32.855341] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.36% [2025-11-22T02:47:32.888181] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:32.889099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:32.992438] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.97% | Symbol ETA: 3m 14s | Global ETA: 31m 59s [2025-11-22T02:47:32.993406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:32.993468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:32.998214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:32.999982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.000446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.019741] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 17.3s | Global ETA: 31m 59s [2025-11-22T02:47:33.020628] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:33.020714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.020693] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.93%, Actual: 1.45% [2025-11-22T02:47:33.022395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:33.022909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.023364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:33.023793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:33.024568] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:33.153574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:33.154989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.186195] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.42%, Actual: 1.98% [2025-11-22T02:47:33.186384] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 50.9828% [2025-11-22T02:47:33.186459] [INFO ] [main ] FCN: DISCARDED add_gap_fill_state (score: 50.98%) [2025-11-22T02:47:33.186505] [INFO ] [main ] FCN: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:47:33.186540] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T02:47:33.186575] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:33.201153] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:33.202390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:33.202453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.204139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.204636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:33.205105] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:33.205993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:33.208486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:33.209439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.489761] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 15.3s | Global ETA: 31m 59s [2025-11-22T02:47:33.490655] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:33.490718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.492351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.492859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:33.493379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:33.540769] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:33.541544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.576917] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 2.69% | Symbol ETA: 3m 13s | Global ETA: 31m 59s [2025-11-22T02:47:33.577830] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:33.577947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:33.582634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.584361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.584853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.746089] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.93% | Symbol ETA: 16.6s | Global ETA: 31m 59s [2025-11-22T02:47:33.747037] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:33.747102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.748841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:33.749333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.749804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:33.750204] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:33.751009] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:33.858898] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.04% | Symbol ETA: 43.0s | Global ETA: 31m 59s [2025-11-22T02:47:33.859840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:33.859903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:33.861592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:33.862139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:33.862609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:33.863897] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:33.866365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:33.867370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:33.882472] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:33.883813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.142911] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 14.6s | Global ETA: 31m 59s [2025-11-22T02:47:34.143833] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:34.143897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.145598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.146174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:34.146637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:34.191438] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:34.192218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.216312] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 3m 13s | Global ETA: 31m 59s [2025-11-22T02:47:34.217188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:34.217249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:34.222312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.224035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.224542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.502537] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 15.9s | Global ETA: 31m 60s [2025-11-22T02:47:34.503494] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:34.503559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.505397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:34.505940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.506381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:34.506848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:34.507673] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:34.517627] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 42.4s | Global ETA: 31m 60s [2025-11-22T02:47:34.518522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:34.518588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.520268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.520775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:34.521220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:34.522117] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:34.524458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:34.525401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.645918] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:34.647426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.786833] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 14.0s | Global ETA: 31m 60s [2025-11-22T02:47:34.787756] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:34.787819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.789448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.789953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:34.790397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:34.811203] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.76% | Symbol ETA: 3m 12s | Global ETA: 31m 60s [2025-11-22T02:47:34.812099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:34.812160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:34.816882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:34.818714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:34.819172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:34.834001] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:47:34.834747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:35.184107] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.49% | Symbol ETA: 41.8s | Global ETA: 31m 60s [2025-11-22T02:47:35.184999] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:35.185061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.186699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.187176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:35.187629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:35.188506] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:35.190887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:35.191853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:35.268700] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.58% | Symbol ETA: 15.2s | Global ETA: 31m 60s [2025-11-22T02:47:35.269580] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:35.269680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.271282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:35.271768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.272198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:35.272577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:35.273333] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:35.394822] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:35.396138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:35.396387] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 3m 11s | Global ETA: 31m 60s [2025-11-22T02:47:35.397273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:35.397349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:35.402116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.403860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.404318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:35.433042] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 13.3s | Global ETA: 32m 0s [2025-11-22T02:47:35.601449] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 2.02%, Actual: 1.38% [2025-11-22T02:47:35.769161] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.49%, Actual: 1.10% [2025-11-22T02:47:35.845807] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 41.1s | Global ETA: 32m 0s [2025-11-22T02:47:35.846776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:35.846840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.848525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.849046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:35.849482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:35.850371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:35.852749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:35.853711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:35.937452] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 0.83% [2025-11-22T02:47:35.975312] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.88% | Symbol ETA: 14.4s | Global ETA: 32m 0s [2025-11-22T02:47:35.976203] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:35.976267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.977940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:35.978420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.978872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:35.979255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:35.980023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:35.981264] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 3m 11s | Global ETA: 32m 0s [2025-11-22T02:47:35.982154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:35.982232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:35.986955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:35.988712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:35.989183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:36.105384] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.16% [2025-11-22T02:47:36.142130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:36.144236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:36.274474] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.75% [2025-11-22T02:47:36.446184] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.53% [2025-11-22T02:47:36.511823] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 40.4s | Global ETA: 32m 0s [2025-11-22T02:47:36.512721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:36.512785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:36.514415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:36.514911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:36.515349] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:36.516229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:36.518601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:36.519552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:36.568581] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 3m 10s | Global ETA: 32m 0s [2025-11-22T02:47:36.569456] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:47:36.569516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:36.574230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:36.575973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:36.576439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:36.613565] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 1.15% [2025-11-22T02:47:36.760598] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 13.7s | Global ETA: 32m 1s [2025-11-22T02:47:36.761479] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:36.761543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:36.763173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:36.763665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:36.764096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:36.764476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:36.765230] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:36.787465] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 0.65% [2025-11-22T02:47:36.886039] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:36.887418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:36.954538] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 3.38% [2025-11-22T02:47:37.121077] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 0.03% [2025-11-22T02:47:37.121279] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.5600% [2025-11-22T02:47:37.121375] [INFO ] [main ] GSK: DISCARDED add_morning_followthrough_mag_T0 (score: 45.56%) [2025-11-22T02:47:37.121420] [INFO ] [main ] GSK: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:47:37.121503] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_morning_range_expansion'] [2025-11-22T02:47:37.121544] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:37.135130] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:37.136789] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:37.136859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:37.138626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:37.139175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:37.139666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:37.153962] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 3m 9s | Global ETA: 32m 1s [2025-11-22T02:47:37.175400] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.77% | Symbol ETA: 39.8s | Global ETA: 32m 1s [2025-11-22T02:47:37.176308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:37.176372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:37.178823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:37.179531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:37.180019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:37.180975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:37.183524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:37.184503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:37.185334] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:37.189874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:37.320454] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 2.04% [2025-11-22T02:47:37.465391] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.29% | Symbol ETA: 13.0s | Global ETA: 32m 1s [2025-11-22T02:47:37.466293] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:37.466357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:37.468052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:37.468536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:37.468995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:37.469376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:37.470169] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:37.486506] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.84%, Actual: 1.40% [2025-11-22T02:47:37.591204] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:37.592695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:37.653214] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.97%, Actual: 0.26% [2025-11-22T02:47:37.794097] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.39% | Symbol ETA: 18.1s | Global ETA: 32m 1s [2025-11-22T02:47:37.794995] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:37.795058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:37.796712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:37.797194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:37.797700] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:37.819446] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 2.69%, Actual: 1.69% [2025-11-22T02:47:37.839796] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 3.63% | Symbol ETA: 39.1s | Global ETA: 32m 1s [2025-11-22T02:47:37.840726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:37.840789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:37.842394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:37.842898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:37.843224] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:37.843331] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:37.844211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:37.846545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:37.847511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:37.847826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:37.986172] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 0.40% [2025-11-22T02:47:38.152067] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.76%, Actual: 1.86% [2025-11-22T02:47:38.171998] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 12.3s | Global ETA: 32m 1s [2025-11-22T02:47:38.320913] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.23% [2025-11-22T02:47:38.340098] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 55.96%, Actual: 0.02% [2025-11-22T02:47:38.455957] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 17.4s | Global ETA: 32m 1s [2025-11-22T02:47:38.456840] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:38.456901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:38.458696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:38.459194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:38.459637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:38.486991] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 1.03% [2025-11-22T02:47:38.503412] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:38.505857] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 0.09% [2025-11-22T02:47:38.507817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:38.508052] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 38.5s | Global ETA: 32m 1s [2025-11-22T02:47:38.508989] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:38.509053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:38.510725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:38.511204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:38.511634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:38.512515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:38.514869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:38.515810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:38.653569] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 0.99% [2025-11-22T02:47:38.671520] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 77.96% [2025-11-22T02:47:38.819478] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.42%, Actual: 1.43% [2025-11-22T02:47:38.819709] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 47.5327% [2025-11-22T02:47:38.819820] [INFO ] [main ] FCF: KEPT add_atr_10 (score: 47.53%) [2025-11-22T02:47:38.819864] [INFO ] [main ] FCF: Testing feature 4/53: add_atr_5 [2025-11-22T02:47:38.819917] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:47:38.819955] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:38.834503] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:38.835803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:38.835864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:38.837061] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.93%, Actual: 3.99% [2025-11-22T02:47:38.840604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:38.842359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:38.842840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:38.843269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.002827] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 3.27% [2025-11-22T02:47:39.107528] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 16.7s | Global ETA: 32m 2s [2025-11-22T02:47:39.108415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:39.108477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:39.110108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:39.110592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:39.111059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:39.154613] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:39.158847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.160666] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 37.8s | Global ETA: 32m 2s [2025-11-22T02:47:39.161569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:39.161635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:39.163357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:39.163880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:39.164328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:39.165253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:39.167738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:47:39.168727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.170479] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.58%, Actual: 4.61% [2025-11-22T02:47:39.335043] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.88%, Actual: 1.43% [2025-11-22T02:47:39.427620] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 2m 12s | Global ETA: 32m 2s [2025-11-22T02:47:39.428505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:39.428566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:39.433412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:39.435156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:39.435614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:39.436059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.506584] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 2.71% [2025-11-22T02:47:39.674514] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.29%, Actual: 3.72% [2025-11-22T02:47:39.774313] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 16.1s | Global ETA: 32m 2s [2025-11-22T02:47:39.775274] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:39.775338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:39.777145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:39.777701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:39.778163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:39.818467] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 37.1s | Global ETA: 32m 2s [2025-11-22T02:47:39.823838] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:39.828306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.839849] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.16%, Actual: 7.34% [2025-11-22T02:47:39.840043] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 33.6533% [2025-11-22T02:47:39.840127] [INFO ] [main ] SEMR: DISCARDED add_open_11_elasticity (score: 33.65%) [2025-11-22T02:47:39.840169] [INFO ] [main ] SEMR: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:47:39.840202] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_reversal_intensity'] [2025-11-22T02:47:39.840235] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:39.851483] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:39.852872] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:39.852935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:39.854677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:39.855171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:39.855599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:39.856012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:39.856768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:39.980512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:39.982099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:39.989423] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.04%, Actual: 2.09% [2025-11-22T02:47:40.012868] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 4.65% | Symbol ETA: 2m 11s | Global ETA: 32m 2s [2025-11-22T02:47:40.013765] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:40.013826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:40.018475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:40.020177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:40.020631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:40.021081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:40.168124] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 0.39% [2025-11-22T02:47:40.338489] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.49%, Actual: 0.85% [2025-11-22T02:47:40.425981] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.87% | Symbol ETA: 15.4s | Global ETA: 32m 2s [2025-11-22T02:47:40.426858] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:40.426919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:40.428558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:40.429066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:40.429501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:40.472466] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:40.476821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:40.504910] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 1.33% [2025-11-22T02:47:40.598142] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 2m 10s | Global ETA: 32m 2s [2025-11-22T02:47:40.599032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:40.599093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:40.603815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:40.605525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:40.606001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:40.606423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:40.608496] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 63.89% | Symbol ETA: 18.1s | Global ETA: 32m 2s [2025-11-22T02:47:40.609474] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:40.609541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:40.611333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:40.611856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:40.612335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:40.612774] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:40.613562] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:40.673461] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.80% [2025-11-22T02:47:40.744922] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:40.746456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:40.843273] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.77%, Actual: 1.30% [2025-11-22T02:47:41.012123] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 3.63%, Actual: 0.60% [2025-11-22T02:47:41.078002] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 14.8s | Global ETA: 32m 2s [2025-11-22T02:47:41.078894] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:41.078956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.080570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.081107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.081545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:41.124596] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:41.129180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:41.179264] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.36% [2025-11-22T02:47:41.188234] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 2m 10s | Global ETA: 32m 2s [2025-11-22T02:47:41.189125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:41.189189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:41.193907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.195617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.196094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.196520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:41.331439] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.42% | Symbol ETA: 17.3s | Global ETA: 32m 3s [2025-11-22T02:47:41.332356] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:41.332465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.334141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:41.334984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.335422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.335829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:41.336570] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:41.347961] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 1.45% [2025-11-22T02:47:41.460815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:41.462418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:41.517164] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 1.98% [2025-11-22T02:47:41.517422] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 43.6154% [2025-11-22T02:47:41.517534] [INFO ] [main ] FCN: DISCARDED add_gap_morning_composite (score: 43.62%) [2025-11-22T02:47:41.517579] [INFO ] [main ] FCN: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:47:41.517610] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T02:47:41.517662] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:41.532381] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:41.533744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:41.533808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.535552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.536108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.536559] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:41.537527] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:41.539954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:41.595978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:41.718934] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 14.1s | Global ETA: 32m 3s [2025-11-22T02:47:41.719873] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:41.719935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.721569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.722416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.722868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:41.766406] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:41.770566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:41.775497] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.02% | Symbol ETA: 2m 9s | Global ETA: 32m 3s [2025-11-22T02:47:41.776376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:41.776437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:41.781194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:41.782931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:41.783387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:41.783830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.064494] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.31% | Symbol ETA: 16.5s | Global ETA: 32m 3s [2025-11-22T02:47:42.065450] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:42.065537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.067298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:42.067855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.068328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.068760] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:42.069561] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:42.199999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:42.201629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.244955] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.58% | Symbol ETA: 37.5s | Global ETA: 32m 3s [2025-11-22T02:47:42.245857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:42.245920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.247598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.248111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.248546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:42.249427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:42.251785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:42.309108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.361385] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 2m 9s | Global ETA: 32m 3s [2025-11-22T02:47:42.362264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:42.362325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:42.366532] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.76% | Symbol ETA: 13.4s | Global ETA: 32m 3s [2025-11-22T02:47:42.367084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.367435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:42.367499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.368874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.369131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.369332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.369601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.369777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.370059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:42.413576] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:42.418029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.802451] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -4.55% | Symbol ETA: 15.8s | Global ETA: 32m 3s [2025-11-22T02:47:42.803352] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:42.803417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.805077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:42.805551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.806009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.806397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:42.807161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:42.937554] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:42.939203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.949205] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 2m 8s | Global ETA: 32m 3s [2025-11-22T02:47:42.950093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:42.950154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:42.954878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.956637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.957107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.957555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:42.957633] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.50% | Symbol ETA: 36.7s | Global ETA: 32m 3s [2025-11-22T02:47:42.958523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:42.958587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:42.960239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:42.960784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:42.961222] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:42.962106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:42.964468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:43.018287] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 12.8s | Global ETA: 32m 3s [2025-11-22T02:47:43.019164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:43.019226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:43.019059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:43.020873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:43.021344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:43.021805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:43.066551] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:47:43.070985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:43.528519] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 15.0s | Global ETA: 32m 3s [2025-11-22T02:47:43.529569] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:43.529657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:43.531389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:43.531938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:43.532404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:43.532888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:43.533699] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:43.535972] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 2m 8s | Global ETA: 32m 3s [2025-11-22T02:47:43.536840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:43.536901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:43.541580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:43.543306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:43.543782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:43.544203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:43.665731] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:43.667362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:43.668889] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 36.0s | Global ETA: 32m 4s [2025-11-22T02:47:43.669806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:43.669870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:43.671498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:43.672008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:43.672248] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.13% | Symbol ETA: 12.1s | Global ETA: 32m 4s [2025-11-22T02:47:43.672442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:43.673343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:43.675697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:43.730194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:43.846942] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.39%, Actual: 1.38% [2025-11-22T02:47:44.017774] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 1.10% [2025-11-22T02:47:44.121575] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 2m 7s | Global ETA: 32m 4s [2025-11-22T02:47:44.122455] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:44.122516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:44.127296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:44.129117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:44.129568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:44.130012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:44.188859] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.83% [2025-11-22T02:47:44.267699] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 14.3s | Global ETA: 32m 4s [2025-11-22T02:47:44.268668] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:44.268742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:44.270484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:44.271000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:44.271463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:44.271887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:44.272729] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:44.359566] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 1.16% [2025-11-22T02:47:44.386290] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 35.3s | Global ETA: 32m 4s [2025-11-22T02:47:44.387193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:44.387258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:44.388923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:44.389405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:44.389855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:44.390734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:44.393056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:44.402717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:44.404405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:44.447211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:44.526604] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.87%, Actual: 0.75% [2025-11-22T02:47:44.695024] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 1.53% [2025-11-22T02:47:44.706505] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 2m 6s | Global ETA: 32m 4s [2025-11-22T02:47:44.863611] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 1.15% [2025-11-22T02:47:44.874256] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 2.04% [2025-11-22T02:47:44.989125] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -2.40% | Symbol ETA: 13.5s | Global ETA: 32m 4s [2025-11-22T02:47:44.990082] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:44.990150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:44.991875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:44.992369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:44.992846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:44.993252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:44.994051] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:45.031899] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.76%, Actual: 0.65% [2025-11-22T02:47:45.040160] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 4.65%, Actual: 1.40% [2025-11-22T02:47:45.101760] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 34.6s | Global ETA: 32m 4s [2025-11-22T02:47:45.102630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:45.102717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:45.104332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:45.104838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:45.105274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:45.106166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:45.108518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:45.124531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:45.126149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:45.162409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:45.198762] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 3.38% [2025-11-22T02:47:45.204878] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 0.26% [2025-11-22T02:47:45.372346] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 1.69% [2025-11-22T02:47:45.372943] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.13%, Actual: 0.03% [2025-11-22T02:47:45.373146] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 36.5033% [2025-11-22T02:47:45.373260] [INFO ] [main ] GSK: DISCARDED add_morning_range_expansion (score: 36.50%) [2025-11-22T02:47:45.373307] [INFO ] [main ] GSK: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:47:45.373340] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_open_11_elasticity'] [2025-11-22T02:47:45.373378] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:45.386811] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:45.388285] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:45.388349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:45.390115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:45.390625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:45.391118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:45.435755] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:45.437045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:45.539136] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.02%, Actual: 0.40% [2025-11-22T02:47:45.706712] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 1.86% [2025-11-22T02:47:45.737953] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 12.8s | Global ETA: 32m 4s [2025-11-22T02:47:45.738917] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:45.738987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:45.740743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:45.741581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:45.742059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:45.742473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:45.743287] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:45.814006] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.03% | Symbol ETA: 33.9s | Global ETA: 32m 4s [2025-11-22T02:47:45.814924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:45.814987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:45.816596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:45.817100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:45.817561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:45.818455] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:45.820837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:45.875019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:45.875505] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:45.876508] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.23% [2025-11-22T02:47:45.877154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.038713] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 17.1s | Global ETA: 32m 5s [2025-11-22T02:47:46.039588] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:46.039670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.041286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.041724] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 1.03% [2025-11-22T02:47:46.041781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:46.042242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:46.088437] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:46.089750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.208361] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.99% [2025-11-22T02:47:46.374474] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 1.43% [2025-11-22T02:47:46.374675] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 38.6010% [2025-11-22T02:47:46.374727] [INFO ] [main ] FCF: DISCARDED add_atr_5 (score: 38.60%) [2025-11-22T02:47:46.374766] [INFO ] [main ] FCF: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:47:46.378051] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:47:46.378097] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:46.392442] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:46.393699] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:46.393760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:46.398528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.400263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.400741] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:46.401464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.489804] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 12.1s | Global ETA: 32m 5s [2025-11-22T02:47:46.490729] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:46.490796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.492549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:46.493058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.493505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:46.493923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:46.494722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:46.526371] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 33.2s | Global ETA: 32m 5s [2025-11-22T02:47:46.527300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:46.527379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.529061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.529552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:46.530000] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:46.530886] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:46.533208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:46.586800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.621340] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:46.623050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.720175] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 16.6s | Global ETA: 32m 5s [2025-11-22T02:47:46.721130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:46.721196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.722934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.723430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:46.723900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:46.770256] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:46.771472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:46.977141] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.56% | Symbol ETA: 1m 36s | Global ETA: 32m 5s [2025-11-22T02:47:46.978086] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:46.978149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:46.982864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:46.984603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:46.985079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:46.985813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:47.215674] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 11.3s | Global ETA: 32m 5s [2025-11-22T02:47:47.232029] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 32.5s | Global ETA: 32m 5s [2025-11-22T02:47:47.232934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:47.232997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:47.234635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:47.235168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:47.235605] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:47.236506] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:47.238945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:47.292278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:47.372497] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 15.9s | Global ETA: 32m 5s [2025-11-22T02:47:47.373396] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:47.373458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:47.375109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:47.375589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:47.376048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:47.386248] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 63.89%, Actual: 0.02% [2025-11-22T02:47:47.419981] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:47.421182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:47.554619] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.42%, Actual: 0.09% [2025-11-22T02:47:47.557590] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.83% | Symbol ETA: 1m 35s | Global ETA: 32m 5s [2025-11-22T02:47:47.558496] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:47.558557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:47.563320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:47.565059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:47.565515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:47.566259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:47.724093] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 77.96% [2025-11-22T02:47:47.891111] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -4.55%, Actual: 3.99% [2025-11-22T02:47:47.943411] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 31.8s | Global ETA: 32m 5s [2025-11-22T02:47:47.944341] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:47.944757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:47.946464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:47.946986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:47.947461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:47.948372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:47.950865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:47:48.004792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:48.018209] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.62% | Symbol ETA: 15.2s | Global ETA: 32m 5s [2025-11-22T02:47:48.019139] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:48.019201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:48.020859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:48.021355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:48.021814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:48.058156] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 3.27% [2025-11-22T02:47:48.065515] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:48.066737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:48.138692] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.36% | Symbol ETA: 1m 35s | Global ETA: 32m 5s [2025-11-22T02:47:48.139565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:48.139627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:48.144351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:48.146087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:48.146541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:48.147273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:48.227867] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 4.61% [2025-11-22T02:47:48.407764] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -2.40%, Actual: 1.43% [2025-11-22T02:47:48.585032] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 2.71% [2025-11-22T02:47:48.664379] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.97% | Symbol ETA: 14.5s | Global ETA: 32m 6s [2025-11-22T02:47:48.665279] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:48.665342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:48.666989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:48.667489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:48.667953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:48.683695] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 31.1s | Global ETA: 32m 6s [2025-11-22T02:47:48.711095] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:48.712549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:48.723553] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 1m 34s | Global ETA: 32m 6s [2025-11-22T02:47:48.724433] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:48.724495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:48.729276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:48.730989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:48.731447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:48.732186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:48.752148] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 3.72% [2025-11-22T02:47:48.853242] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.58%, Actual: 2.09% [2025-11-22T02:47:48.919556] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 7.34% [2025-11-22T02:47:48.919791] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 28.4810% [2025-11-22T02:47:48.919872] [INFO ] [main ] SEMR: DISCARDED add_open_reversal_intensity (score: 28.48%) [2025-11-22T02:47:48.919915] [INFO ] [main ] SEMR: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:47:48.919947] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:47:48.919983] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:48.931442] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:48.932861] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:48.932931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:48.934709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:48.935213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:48.935677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:48.936086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:48.936876] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:49.021466] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.50%, Actual: 0.39% [2025-11-22T02:47:49.067099] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:49.068901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:49.188868] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 0.85% [2025-11-22T02:47:49.308106] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 13.9s | Global ETA: 32m 6s [2025-11-22T02:47:49.309004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:49.309066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:49.310715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:49.311195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:49.311356] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.78% | Symbol ETA: 1m 34s | Global ETA: 32m 6s [2025-11-22T02:47:49.311636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:49.312258] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:49.312321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:49.317043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:49.318919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:49.319380] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:49.320133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:49.354955] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:49.355891] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 1.33% [2025-11-22T02:47:49.356176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:49.521994] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.80% [2025-11-22T02:47:49.695988] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 58.52% | Symbol ETA: 17.5s | Global ETA: 32m 6s [2025-11-22T02:47:49.697313] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:49.697425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:49.699488] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.03%, Actual: 1.30% [2025-11-22T02:47:49.700572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:49.701469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:49.702121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:49.702714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:49.703831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:49.857209] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:49.859978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:49.890970] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.60% [2025-11-22T02:47:49.924144] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 1m 33s | Global ETA: 32m 6s [2025-11-22T02:47:49.925120] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:49.925185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:49.930152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:49.932173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:49.932694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:49.933453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:50.116256] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 13.3s | Global ETA: 32m 6s [2025-11-22T02:47:50.117748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:50.117836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:50.120460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:50.121206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:50.121854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:50.132584] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.36% [2025-11-22T02:47:50.189186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:50.191252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:50.427811] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 1.45% [2025-11-22T02:47:50.659017] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.99%, Actual: 1.98% [2025-11-22T02:47:50.659242] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 42.2162% [2025-11-22T02:47:50.659338] [INFO ] [main ] FCN: DISCARDED add_gap_resolution_state (score: 42.22%) [2025-11-22T02:47:50.659380] [INFO ] [main ] FCN: Testing feature 13/53: add_gaps [2025-11-22T02:47:50.659418] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T02:47:50.659469] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:50.675332] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:50.676963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:50.677030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:50.678827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:50.679370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:50.679846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:50.680769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:50.683218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:50.684027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:50.727496] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.85% | Symbol ETA: 17.8s | Global ETA: 32m 7s [2025-11-22T02:47:50.728602] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:50.728691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:50.730630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:50.731195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:50.731700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:50.732112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:50.732937] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:50.777246] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 1m 33s | Global ETA: 32m 7s [2025-11-22T02:47:50.778605] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:50.778739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:50.790303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:50.792220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:50.792732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:50.793499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:50.862432] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:50.864309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:50.900590] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 12.6s | Global ETA: 32m 7s [2025-11-22T02:47:50.901486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:50.901551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:50.903234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:50.903752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:50.904204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:50.947917] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:50.949387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:51.367833] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.76% | Symbol ETA: 36.7s | Global ETA: 32m 7s [2025-11-22T02:47:51.368757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:51.368821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:51.369163] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 1m 32s | Global ETA: 32m 7s [2025-11-22T02:47:51.370084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:51.370147] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:51.370486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:51.370996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:51.371430] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:51.372323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:51.374734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:51.374877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:51.375536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:51.376633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:51.377116] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:51.377894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:51.448882] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 16.5s | Global ETA: 32m 7s [2025-11-22T02:47:51.449792] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:51.449858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:51.451591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:51.452104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:51.452549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:51.452988] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:51.453934] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:51.546075] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.27% | Symbol ETA: 11.9s | Global ETA: 32m 7s [2025-11-22T02:47:51.546991] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:51.547054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:51.548716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:51.549190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:51.549623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:51.581953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:51.583860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:51.592939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:47:51.594627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:51.958106] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 1m 31s | Global ETA: 32m 7s [2025-11-22T02:47:51.959088] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:51.959152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:51.963970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:51.965752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:51.966229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:51.966966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:52.046338] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.82% | Symbol ETA: 36.0s | Global ETA: 32m 7s [2025-11-22T02:47:52.047252] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:52.047316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:52.049062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:52.049561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:52.050039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:52.050952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:52.053443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:52.054253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:52.173060] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.99% | Symbol ETA: 15.5s | Global ETA: 32m 7s [2025-11-22T02:47:52.173946] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:52.174010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:52.175639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:52.176158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:52.176595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:52.177006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:52.177797] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:52.193511] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 11.3s | Global ETA: 32m 7s [2025-11-22T02:47:52.300987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:52.302766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:52.362375] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 1.38% [2025-11-22T02:47:52.533731] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 1.10% [2025-11-22T02:47:52.547037] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.64% | Symbol ETA: 1m 31s | Global ETA: 32m 7s [2025-11-22T02:47:52.702099] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.83% [2025-11-22T02:47:52.718331] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.56%, Actual: 2.04% [2025-11-22T02:47:52.738629] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 35.3s | Global ETA: 32m 7s [2025-11-22T02:47:52.739523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:52.739587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:52.741242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:52.741752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:52.742212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:52.743300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:52.746020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:52.746954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:52.873481] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.62%, Actual: 1.16% [2025-11-22T02:47:52.885551] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.83%, Actual: 1.40% [2025-11-22T02:47:52.892025] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.33% | Symbol ETA: 14.6s | Global ETA: 32m 7s [2025-11-22T02:47:52.892923] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:52.892986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:52.894605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:52.895097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:52.895522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:52.895921] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:52.896701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:53.019496] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:53.021181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:53.038893] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.97%, Actual: 0.75% [2025-11-22T02:47:53.054486] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.36%, Actual: 0.26% [2025-11-22T02:47:53.206154] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 1.53% [2025-11-22T02:47:53.223069] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 1.69% [2025-11-22T02:47:53.372997] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 1.15% [2025-11-22T02:47:53.391022] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.78%, Actual: 0.40% [2025-11-22T02:47:53.418878] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 34.6s | Global ETA: 32m 8s [2025-11-22T02:47:53.419831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:53.420214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:53.421885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:53.422391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:53.422844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:53.423784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:53.426177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:53.426954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:53.540704] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.65% [2025-11-22T02:47:53.561828] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.86% [2025-11-22T02:47:53.597967] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.66% | Symbol ETA: 13.7s | Global ETA: 32m 8s [2025-11-22T02:47:53.598879] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:53.598969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:53.600625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:53.601121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:53.601546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:53.601942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:53.602701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:53.708007] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.27%, Actual: 3.38% [2025-11-22T02:47:53.726108] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:53.727741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:53.731736] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 0.23% [2025-11-22T02:47:53.875943] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.33%, Actual: 0.03% [2025-11-22T02:47:53.876176] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.8197% [2025-11-22T02:47:53.876285] [INFO ] [main ] GSK: DISCARDED add_open_11_elasticity (score: 39.82%) [2025-11-22T02:47:53.876328] [INFO ] [main ] GSK: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:47:53.876360] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_open_reversal_intensity'] [2025-11-22T02:47:53.876397] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:47:53.889884] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:53.891337] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:53.891399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:53.893070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:53.893563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:53.894028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:53.899288] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 1.03% [2025-11-22T02:47:53.937620] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:53.939261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.067816] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.99% [2025-11-22T02:47:54.138541] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 33.9s | Global ETA: 32m 8s [2025-11-22T02:47:54.139448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:54.139510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.141202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.141697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:54.142128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:54.143023] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:54.145431] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:54.146210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.239052] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.64%, Actual: 1.43% [2025-11-22T02:47:54.239270] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 39.4969% [2025-11-22T02:47:54.239354] [INFO ] [main ] FCF: DISCARDED add_close_to_open_alignment (score: 39.50%) [2025-11-22T02:47:54.239398] [INFO ] [main ] FCF: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:47:54.239431] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:47:54.239486] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:47:54.254283] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:54.255789] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:54.255851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:54.260721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.262554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.263034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:54.263909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.307543] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.35% | Symbol ETA: 12.9s | Global ETA: 32m 8s [2025-11-22T02:47:54.308466] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:54.308529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.310224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:54.310716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.311148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:54.311528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:54.312283] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:54.435739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:54.437473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.548141] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 16.6s | Global ETA: 32m 8s [2025-11-22T02:47:54.549050] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:54.549114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.550774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.551251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:54.551707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:54.595446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:54.596840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.812196] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.11% | Symbol ETA: 33.2s | Global ETA: 32m 8s [2025-11-22T02:47:54.813191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:54.813256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.815054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.815585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:54.816065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:54.817013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:54.819569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:54.820388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:54.849029] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.52% | Symbol ETA: 1m 19s | Global ETA: 32m 8s [2025-11-22T02:47:54.849922] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:54.849983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:54.854698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:54.856413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:54.856890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:54.857777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.018019] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 12.1s | Global ETA: 32m 8s [2025-11-22T02:47:55.018900] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:55.018964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.020598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:55.021086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.021511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:55.021912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:55.022664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:55.146459] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:55.148277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.197101] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 15.9s | Global ETA: 32m 8s [2025-11-22T02:47:55.198021] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:55.198097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.199806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.200281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:55.200788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:55.244538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:55.245998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.446896] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.56% | Symbol ETA: 1m 19s | Global ETA: 32m 9s [2025-11-22T02:47:55.447803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:55.447864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:55.452598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.454412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.454890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:55.455758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.478227] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -1.15% | Symbol ETA: 32.5s | Global ETA: 32m 9s [2025-11-22T02:47:55.479153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:55.479217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.480854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.481325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:55.481776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:55.482661] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:55.485001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:55.485782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.731364] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 3.73% | Symbol ETA: 11.3s | Global ETA: 32m 9s [2025-11-22T02:47:55.732251] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:47:55.732315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.733985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:55.734462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.734928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:55.735309] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:55.736076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:55.852879] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 15.3s | Global ETA: 32m 9s [2025-11-22T02:47:55.853795] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:55.853859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:55.855493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:55.855994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:55.856446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:55.860299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:55.862151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:55.900528] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:55.902156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.041444] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.54% | Symbol ETA: 1m 18s | Global ETA: 32m 9s [2025-11-22T02:47:56.042582] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:56.042667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:56.047390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:56.049113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:56.049569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:56.050439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.147973] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.73% | Symbol ETA: 31.8s | Global ETA: 32m 9s [2025-11-22T02:47:56.148930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:56.148998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:56.150772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:56.151270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:56.151731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:56.152628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:56.155125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:56.155930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.452218] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 10.6s | Global ETA: 32m 9s [2025-11-22T02:47:56.508004] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.40% | Symbol ETA: 14.6s | Global ETA: 32m 9s [2025-11-22T02:47:56.508888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:56.508950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:56.510561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:56.511055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:56.511487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:56.554944] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:56.556246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.624483] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 58.52%, Actual: 0.02% [2025-11-22T02:47:56.652440] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 1m 18s | Global ETA: 32m 9s [2025-11-22T02:47:56.653325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:56.653387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:56.658143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:56.659859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:56.660333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:56.661209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.790326] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.85%, Actual: 0.09% [2025-11-22T02:47:56.835071] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 31.2s | Global ETA: 32m 9s [2025-11-22T02:47:56.835987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:56.836050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:56.837759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:56.838242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:56.838699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:56.839590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:56.841978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:47:56.842765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:56.956440] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 77.96% [2025-11-22T02:47:57.123725] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.99%, Actual: 3.99% [2025-11-22T02:47:57.153553] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 14.0s | Global ETA: 32m 9s [2025-11-22T02:47:57.154788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:57.154850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:57.156528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:57.157038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:57.157494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:57.201190] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:57.202512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:57.257817] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 1m 17s | Global ETA: 32m 9s [2025-11-22T02:47:57.258754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:57.258816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:57.263589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:57.265371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:57.265851] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:57.266718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:57.291738] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.33%, Actual: 3.27% [2025-11-22T02:47:57.460116] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.66%, Actual: 4.61% [2025-11-22T02:47:57.552871] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 1.23% | Symbol ETA: 30.5s | Global ETA: 32m 9s [2025-11-22T02:47:57.684097] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.35%, Actual: 1.43% [2025-11-22T02:47:57.723405] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.76%, Actual: 2.09% [2025-11-22T02:47:57.800811] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.91% | Symbol ETA: 13.3s | Global ETA: 32m 10s [2025-11-22T02:47:57.801726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:57.801788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:57.803486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:57.803985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:57.804421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:57.848270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:57.849637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:57.851197] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 1m 16s | Global ETA: 32m 10s [2025-11-22T02:47:57.852072] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:57.852136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:57.852680] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.69%, Actual: 2.71% [2025-11-22T02:47:57.856886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:57.858707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:57.859194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:57.860068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:57.889704] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.82%, Actual: 0.39% [2025-11-22T02:47:58.020157] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 3.73%, Actual: 3.72% [2025-11-22T02:47:58.055864] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 0.85% [2025-11-22T02:47:58.188134] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 7.34% [2025-11-22T02:47:58.188346] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 37.6727% [2025-11-22T02:47:58.188459] [INFO ] [main ] SEMR: KEPT add_open_vs_close_liquidity_ratio (score: 37.67%) [2025-11-22T02:47:58.188502] [INFO ] [main ] SEMR: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:47:58.188536] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_open_vs_prev_range_position'] [2025-11-22T02:47:58.188573] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:47:58.199934] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:58.201356] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:47:58.201420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:58.203174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:58.203702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:58.204140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:58.204522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:58.205290] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:58.223721] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 1.33% [2025-11-22T02:47:58.331155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:58.333050] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:47:58.336003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:58.395829] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -1.48%, Actual: 0.80% [2025-11-22T02:47:58.450356] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 12.7s | Global ETA: 32m 10s [2025-11-22T02:47:58.451243] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:58.451305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:58.453003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:58.453500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:58.453957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:58.469607] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 3.08% | Symbol ETA: 1m 16s | Global ETA: 32m 10s [2025-11-22T02:47:58.470584] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:58.470674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:58.475590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:58.477570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:58.478078] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:58.478989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:58.497590] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:58.499178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:58.561128] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.11%, Actual: 1.30% [2025-11-22T02:47:58.731845] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -1.15%, Actual: 0.60% [2025-11-22T02:47:58.914797] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.73%, Actual: 0.36% [2025-11-22T02:47:58.926127] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 50.72% | Symbol ETA: 16.5s | Global ETA: 32m 10s [2025-11-22T02:47:58.927020] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:47:58.927086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:58.928817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:58.929302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:58.929752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:58.930133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:58.930896] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:59.055218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:59.057090] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:47:59.060098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.090028] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 1m 15s | Global ETA: 32m 10s [2025-11-22T02:47:59.090385] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 1.45% [2025-11-22T02:47:59.090941] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:59.091005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:59.095717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.097469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.097973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:59.098159] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 12.0s | Global ETA: 32m 10s [2025-11-22T02:47:59.098856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.099042] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:59.099105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.100748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.101221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:59.101677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:59.145063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:59.146385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.261624] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 1.23%, Actual: 1.98% [2025-11-22T02:47:59.261851] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 52.9877% [2025-11-22T02:47:59.261966] [INFO ] [main ] FCN: DISCARDED add_gaps (score: 52.99%) [2025-11-22T02:47:59.262013] [INFO ] [main ] FCN: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:47:59.262046] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T02:47:59.262082] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:47:59.276845] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:47:59.278353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:59.278420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.280177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.280710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:59.281156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:59.282082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:59.284526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:47:59.285777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.644132] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 15.8s | Global ETA: 32m 10s [2025-11-22T02:47:59.645030] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:47:59.645095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.646751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:47:59.647237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.647709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:59.648091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:47:59.648865] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:47:59.692254] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 1m 15s | Global ETA: 32m 10s [2025-11-22T02:47:59.693794] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:47:59.693856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:47:59.698680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.700409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.700895] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:59.701767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.740380] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 11.4s | Global ETA: 32m 10s [2025-11-22T02:47:59.741257] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:47:59.741319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.742959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.743469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:59.743922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:47:59.775245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:47:59.777146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:47:59.780117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.787286] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:47:59.788664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:47:59.949255] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 4.30% | Symbol ETA: 31.9s | Global ETA: 32m 10s [2025-11-22T02:47:59.950220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:47:59.950285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:47:59.952035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:47:59.952553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:47:59.953022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:47:59.953954] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:47:59.956455] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:47:59.957770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:00.302282] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 1m 14s | Global ETA: 32m 11s [2025-11-22T02:48:00.368896] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -2.95% | Symbol ETA: 15.1s | Global ETA: 32m 11s [2025-11-22T02:48:00.370115] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:00.370179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:00.371822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:00.372287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:00.372738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:00.373124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:00.373956] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:00.397473] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 10.7s | Global ETA: 32m 11s [2025-11-22T02:48:00.501284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:00.503065] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:00.505943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:00.585634] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 1.38% [2025-11-22T02:48:00.601429] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 2.04% [2025-11-22T02:48:00.688940] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.05% | Symbol ETA: 31.5s | Global ETA: 32m 11s [2025-11-22T02:48:00.689830] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:00.689894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:00.691519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:00.695046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:00.695488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:00.696387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:00.701809] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:00.703018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:00.800407] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 1.10% [2025-11-22T02:48:00.897149] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.56%, Actual: 1.40% [2025-11-22T02:48:00.968122] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.81%, Actual: 0.83% [2025-11-22T02:48:01.063862] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.54%, Actual: 0.26% [2025-11-22T02:48:01.135381] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 1.16% [2025-11-22T02:48:01.231507] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.69% [2025-11-22T02:48:01.276242] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.38% | Symbol ETA: 14.6s | Global ETA: 32m 11s [2025-11-22T02:48:01.277122] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:01.277206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:01.278894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:01.279398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:01.279850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:01.280242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:01.281189] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:01.308666] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.75% [2025-11-22T02:48:01.408456] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 0.40% [2025-11-22T02:48:01.458138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:01.460738] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:01.464919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:01.487529] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.91%, Actual: 1.53% [2025-11-22T02:48:01.593052] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 1.86% [2025-11-22T02:48:01.661410] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 1.15% [2025-11-22T02:48:01.665891] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 31.4s | Global ETA: 32m 11s [2025-11-22T02:48:01.666751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:01.666814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:01.668457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:01.668947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:01.669375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:01.670264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:01.672604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:01.673852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:01.763473] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 3.08%, Actual: 0.23% [2025-11-22T02:48:01.830806] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.94%, Actual: 0.65% [2025-11-22T02:48:01.947202] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 1.03% [2025-11-22T02:48:01.997239] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 3.38% [2025-11-22T02:48:02.109206] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -4.07% | Symbol ETA: 13.9s | Global ETA: 32m 11s [2025-11-22T02:48:02.110106] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:02.110171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.111830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:02.112311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.112764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.113151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:02.113918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:02.119334] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.67%, Actual: 0.99% [2025-11-22T02:48:02.163387] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 0.03% [2025-11-22T02:48:02.163584] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 46.9601% [2025-11-22T02:48:02.163698] [INFO ] [main ] GSK: DISCARDED add_open_reversal_intensity (score: 46.96%) [2025-11-22T02:48:02.163744] [INFO ] [main ] GSK: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:48:02.163777] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:48:02.163831] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:02.177062] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:02.178519] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:02.178581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.180257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.180775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.181554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:02.225587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:02.227449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.244739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:02.246739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:02.249802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.292924] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 1.43% [2025-11-22T02:48:02.293132] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 29.1675% [2025-11-22T02:48:02.293216] [INFO ] [main ] FCF: DISCARDED add_composite_volatility_context (score: 29.17%) [2025-11-22T02:48:02.293260] [INFO ] [main ] FCF: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:48:02.293292] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:48:02.293325] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:02.307769] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:02.309240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:02.309303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:02.314164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.315939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.316396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:02.318738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.326366] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 30.4s | Global ETA: 32m 11s [2025-11-22T02:48:02.327253] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:02.327316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.328967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.329430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.329877] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:02.330766] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:02.333125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:02.334334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.837524] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.77% | Symbol ETA: 13.1s | Global ETA: 32m 12s [2025-11-22T02:48:02.838414] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:02.838478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.839321] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.36% | Symbol ETA: 15.6s | Global ETA: 32m 12s [2025-11-22T02:48:02.840151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:02.840253] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:02.840350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.840634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.841085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.841491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:02.842149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.842252] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:02.842690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.843140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:02.887282] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:02.889115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.911239] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 1m 7s | Global ETA: 32m 12s [2025-11-22T02:48:02.912124] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:02.912188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:02.916965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.918737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.919211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:02.921541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.967143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:02.968986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:02.971882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:02.993475] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.89% | Symbol ETA: 29.5s | Global ETA: 32m 12s [2025-11-22T02:48:02.994360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:02.994423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:02.996067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:02.996542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:02.996990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:02.997918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:03.000584] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:03.001803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:03.504785] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 15.0s | Global ETA: 32m 12s [2025-11-22T02:48:03.505800] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:03.505864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:03.506213] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 4.10% | Symbol ETA: 1m 7s | Global ETA: 32m 12s [2025-11-22T02:48:03.507139] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:03.507207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:03.507683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:03.508300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:03.508821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:03.512178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:03.514016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:03.514513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:03.516929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:03.555525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:03.557516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:03.559563] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 12.3s | Global ETA: 32m 12s [2025-11-22T02:48:03.560465] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:03.560531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:03.562191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:03.562714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:03.563142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:03.563525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:03.564291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:03.649135] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.92% | Symbol ETA: 28.7s | Global ETA: 32m 12s [2025-11-22T02:48:03.650036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:03.650099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:03.651744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:03.652208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:03.652635] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:03.653520] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:03.655886] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:03.657100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:03.687903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:03.689845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:03.692732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.104177] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.48% | Symbol ETA: 1m 6s | Global ETA: 32m 12s [2025-11-22T02:48:04.105069] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:04.105130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:04.110929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.112973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.113614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:04.116372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.160335] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 14.3s | Global ETA: 32m 12s [2025-11-22T02:48:04.161269] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:04.161334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.163025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.163521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:04.163992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:04.208199] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:04.210030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.300730] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 28.0s | Global ETA: 32m 12s [2025-11-22T02:48:04.301599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:04.301696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.303351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.303849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:04.304279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:04.305175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:04.305524] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -3.08% | Symbol ETA: 11.5s | Global ETA: 32m 12s [2025-11-22T02:48:04.306418] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:04.306483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.307547] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:04.308164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:04.308670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.308777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.309121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:04.309526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:04.310724] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:04.440627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:04.442542] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:04.445579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.701796] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 2.34% | Symbol ETA: 1m 5s | Global ETA: 32m 12s [2025-11-22T02:48:04.702710] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:04.702778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:04.707477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.709229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.709702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:04.711988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.815304] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 13.6s | Global ETA: 32m 12s [2025-11-22T02:48:04.816202] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:04.816269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.817947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.818431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:04.818890] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:04.863533] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:04.865354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:04.958521] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 27.2s | Global ETA: 32m 13s [2025-11-22T02:48:04.959420] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:04.959483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:04.961120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:04.961591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:04.962048] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:04.962947] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:04.965258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:04.966444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.032842] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 10.8s | Global ETA: 32m 13s [2025-11-22T02:48:05.033766] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:05.033830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:05.035451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:05.035947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:05.036377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:05.036782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:05.037545] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:05.161028] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:05.162868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:05.165777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.292706] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 1m 5s | Global ETA: 32m 13s [2025-11-22T02:48:05.293608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:05.293692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:05.298627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:05.300433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:05.300922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:05.303293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.544554] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 13.0s | Global ETA: 32m 13s [2025-11-22T02:48:05.545492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:05.545554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:05.547228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:05.547748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:05.548186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:05.590959] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:05.592635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.619323] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.04% | Symbol ETA: 26.5s | Global ETA: 32m 13s [2025-11-22T02:48:05.620240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:05.620303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:05.621969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:05.622464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:05.622917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:05.623807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:05.626128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:48:05.627346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.749749] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 10.0s | Global ETA: 32m 13s [2025-11-22T02:48:05.903725] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 1m 4s | Global ETA: 32m 13s [2025-11-22T02:48:05.904580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:05.904660] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:05.912708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:05.914419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:05.914902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:05.917232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:05.920426] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 50.72%, Actual: 0.02% [2025-11-22T02:48:06.086926] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.09% [2025-11-22T02:48:06.215493] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 12.4s | Global ETA: 32m 13s [2025-11-22T02:48:06.216448] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:06.216514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:06.218520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:06.219071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:06.219612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:06.254240] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -2.95%, Actual: 77.96% [2025-11-22T02:48:06.267873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:06.269954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:06.294852] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 25.8s | Global ETA: 32m 13s [2025-11-22T02:48:06.422571] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.38%, Actual: 3.99% [2025-11-22T02:48:06.461395] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 4.30%, Actual: 2.09% [2025-11-22T02:48:06.512290] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.50% | Symbol ETA: 1m 4s | Global ETA: 32m 13s [2025-11-22T02:48:06.513177] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:06.513243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:06.518012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:06.519747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:06.520206] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:06.522497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:06.592434] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -4.07%, Actual: 3.27% [2025-11-22T02:48:06.628289] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.05%, Actual: 0.39% [2025-11-22T02:48:06.760936] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.77%, Actual: 4.61% [2025-11-22T02:48:06.794130] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.71%, Actual: 0.85% [2025-11-22T02:48:06.867591] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 11.7s | Global ETA: 32m 13s [2025-11-22T02:48:06.868485] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:06.868547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:06.870243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:06.870748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:06.871518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:06.914702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:06.916448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:06.930764] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 1.43% [2025-11-22T02:48:06.961262] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 1.33% [2025-11-22T02:48:07.102729] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -3.08%, Actual: 2.71% [2025-11-22T02:48:07.107090] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 1m 3s | Global ETA: 32m 13s [2025-11-22T02:48:07.107988] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:07.108066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:07.112926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:07.114685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:07.115152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:07.117507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:07.129380] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.89%, Actual: 0.80% [2025-11-22T02:48:07.271930] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 3.72% [2025-11-22T02:48:07.300199] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.92%, Actual: 1.30% [2025-11-22T02:48:07.442546] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.62%, Actual: 7.34% [2025-11-22T02:48:07.442770] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 34.4981% [2025-11-22T02:48:07.442826] [INFO ] [main ] SEMR: DISCARDED add_open_vs_prev_range_position (score: 34.50%) [2025-11-22T02:48:07.442866] [INFO ] [main ] SEMR: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:48:07.442899] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_amplitude'] [2025-11-22T02:48:07.442936] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:07.454383] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:07.455673] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:07.455740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:07.457444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:07.457955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:07.458384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:07.458792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:07.459529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:07.469078] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.60% [2025-11-22T02:48:07.518663] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 11.0s | Global ETA: 32m 14s [2025-11-22T02:48:07.519553] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:07.519615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:07.521269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:07.521768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:07.522206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:07.565181] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:07.567062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:07.590432] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:07.592293] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:07.593117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:07.636455] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.36% [2025-11-22T02:48:07.704499] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 1m 2s | Global ETA: 32m 14s [2025-11-22T02:48:07.705391] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:07.705454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:07.710216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:07.711950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:07.712412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:07.714736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:07.804294] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.04%, Actual: 1.45% [2025-11-22T02:48:07.972022] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 1.98% [2025-11-22T02:48:07.972236] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 51.1949% [2025-11-22T02:48:07.972320] [INFO ] [main ] FCN: DISCARDED add_intraday_skewness_proxies (score: 51.19%) [2025-11-22T02:48:07.972362] [INFO ] [main ] FCN: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:48:07.972394] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T02:48:07.972429] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:07.987010] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:07.988464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:07.988526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:07.990239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:07.990751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:07.991194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:07.994372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:07.998140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:08.085692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:08.164870] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.32% | Symbol ETA: 10.3s | Global ETA: 32m 14s [2025-11-22T02:48:08.165846] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:08.165917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:08.167730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:08.168238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:08.168746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:08.193604] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 59.13% | Symbol ETA: 15.9s | Global ETA: 32m 14s [2025-11-22T02:48:08.194515] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:08.194581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:08.196270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:08.196776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:08.197221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:08.197634] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:08.198411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:08.213018] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:08.214775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:08.302132] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 1m 2s | Global ETA: 32m 14s [2025-11-22T02:48:08.329845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:08.331752] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:08.332426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:08.470529] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 2.04% [2025-11-22T02:48:08.639076] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 4.10%, Actual: 1.40% [2025-11-22T02:48:08.750549] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.88% | Symbol ETA: 30.5s | Global ETA: 32m 14s [2025-11-22T02:48:08.751447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:08.751513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:08.753182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:08.753737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:08.754167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:08.755052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:08.757421] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:08.805526] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 0.26% [2025-11-22T02:48:08.843127] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 9.7s | Global ETA: 32m 14s [2025-11-22T02:48:08.843542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:08.923245] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 15.1s | Global ETA: 32m 14s [2025-11-22T02:48:08.924130] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:08.924194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:08.925903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:08.926377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:08.926826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:08.927207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:08.927986] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:08.972694] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 2.34%, Actual: 1.69% [2025-11-22T02:48:09.010172] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.36%, Actual: 1.38% [2025-11-22T02:48:09.058065] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:09.060353] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:09.061042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:09.141073] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 0.40% [2025-11-22T02:48:09.178208] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.10% [2025-11-22T02:48:09.310116] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.64%, Actual: 1.86% [2025-11-22T02:48:09.344639] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 0.83% [2025-11-22T02:48:09.477701] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.50%, Actual: 0.23% [2025-11-22T02:48:09.513551] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 1.16% [2025-11-22T02:48:09.532984] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.58% | Symbol ETA: 29.8s | Global ETA: 32m 15s [2025-11-22T02:48:09.533929] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:09.534003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:09.535745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:09.536256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:09.536752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:09.537711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:09.540177] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:09.631066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:09.645755] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.03% [2025-11-22T02:48:09.657860] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.16% | Symbol ETA: 14.4s | Global ETA: 32m 15s [2025-11-22T02:48:09.658745] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:09.658810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:09.660457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:09.660940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:09.661360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:09.661755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:09.662481] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:09.682713] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 0.75% [2025-11-22T02:48:09.788737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:09.790378] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:09.791027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:09.813303] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 0.99% [2025-11-22T02:48:09.854321] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.53% [2025-11-22T02:48:09.982567] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 1.43% [2025-11-22T02:48:09.982792] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 38.4061% [2025-11-22T02:48:09.982873] [INFO ] [main ] FCF: DISCARDED add_day_shape_ratios (score: 38.41%) [2025-11-22T02:48:09.982916] [INFO ] [main ] FCF: Testing feature 8/53: add_directional_consistency [2025-11-22T02:48:09.982948] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T02:48:09.982982] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:09.997704] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:09.999048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:09.999110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:10.004011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:10.005967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:10.006462] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:10.026030] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 1.15% [2025-11-22T02:48:10.133886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:10.196351] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 0.65% [2025-11-22T02:48:10.312028] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -1.66% | Symbol ETA: 29.1s | Global ETA: 32m 15s [2025-11-22T02:48:10.312974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:10.313039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:10.314778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:10.315270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:10.315777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:10.316695] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:10.319160] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:10.366300] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 3.38% [2025-11-22T02:48:10.383870] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.26% | Symbol ETA: 13.6s | Global ETA: 32m 15s [2025-11-22T02:48:10.384854] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:10.384920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:10.386712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:10.387216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:10.387733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:10.388133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:10.388954] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:10.411052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:10.522155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:10.524127] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:10.524816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:10.542349] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.14%, Actual: 0.03% [2025-11-22T02:48:10.542575] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 46.8756% [2025-11-22T02:48:10.542724] [INFO ] [main ] GSK: DISCARDED add_open_vs_close_liquidity_ratio (score: 46.88%) [2025-11-22T02:48:10.542776] [INFO ] [main ] GSK: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:48:10.542810] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_open_vs_prev_range_position'] [2025-11-22T02:48:10.542845] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:10.556755] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:10.558161] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:10.558230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:10.560056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:10.560585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:10.561140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:10.607404] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:10.610630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:10.720366] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.21% | Symbol ETA: 55.9s | Global ETA: 32m 15s [2025-11-22T02:48:10.721250] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:10.721311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:10.726087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:10.727845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:10.728313] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:10.855363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.100231] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 28.3s | Global ETA: 32m 15s [2025-11-22T02:48:11.101185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:11.101251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.102970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.103472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.103941] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:11.104867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:11.107318] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:11.117863] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 12.9s | Global ETA: 32m 15s [2025-11-22T02:48:11.118759] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:11.118822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.120512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:11.121010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.121441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.121841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:11.122573] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:11.196558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.222946] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 2.15% | Symbol ETA: 15.0s | Global ETA: 32m 15s [2025-11-22T02:48:11.223876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:11.223943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.225660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.226162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.226622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:11.251352] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:11.253324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:11.254017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.271974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:11.275340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.437536] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 55.2s | Global ETA: 32m 15s [2025-11-22T02:48:11.438812] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:11.438875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:11.443771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.445524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.446006] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:11.572395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.847309] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 12.2s | Global ETA: 32m 15s [2025-11-22T02:48:11.848235] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:11.848299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.850010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:11.850482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.850932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.851316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:11.852076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:11.884664] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 14.4s | Global ETA: 32m 16s [2025-11-22T02:48:11.885557] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:11.885619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.887276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.887895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.888327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:11.894452] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 27.5s | Global ETA: 32m 16s [2025-11-22T02:48:11.895601] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:11.895695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:11.897544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:11.898115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:11.898569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:11.899554] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:11.902179] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:11.932200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:11.935092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.979262] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:11.981538] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:11.982348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:11.992137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:12.155556] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 54.5s | Global ETA: 32m 16s [2025-11-22T02:48:12.156443] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:12.156506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:12.161353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:12.163097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:12.163553] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:12.287619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:12.549471] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 13.7s | Global ETA: 32m 16s [2025-11-22T02:48:12.550358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:12.550421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:12.552092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:12.552599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:12.553050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:12.596348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:12.599578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:12.604797] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 11.5s | Global ETA: 32m 16s [2025-11-22T02:48:12.605806] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:12.605879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:12.607776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:12.608320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:12.608846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:12.609286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:12.610152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:12.670299] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.23% | Symbol ETA: 26.8s | Global ETA: 32m 16s [2025-11-22T02:48:12.671215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:12.671279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:12.672945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:12.673431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:12.673933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:12.674836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:12.677235] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:12.738407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:12.740263] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:12.740921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:12.764921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:12.873000] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 53.7s | Global ETA: 32m 16s [2025-11-22T02:48:12.873918] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:12.873979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:12.878786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:12.880524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:12.881002] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:13.005242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:13.219460] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 13.0s | Global ETA: 32m 16s [2025-11-22T02:48:13.220340] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:13.220402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:13.222036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:13.222513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:13.222962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:13.265814] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:13.268693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:13.321784] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 10.7s | Global ETA: 32m 16s [2025-11-22T02:48:13.322669] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:13.323068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:13.324713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:13.325181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:13.325616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:13.326017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:13.326773] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:13.447781] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 26.0s | Global ETA: 32m 16s [2025-11-22T02:48:13.448833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:13.448896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:13.450569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:13.451058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:13.451479] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:13.452364] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:13.454277] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:13.454714] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:13.456155] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:13.456825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:13.538358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:13.586156] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.48% | Symbol ETA: 53.0s | Global ETA: 32m 16s [2025-11-22T02:48:13.587039] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:13.587100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:13.591874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:13.593626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:13.594104] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:13.719735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:13.873552] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 12.4s | Global ETA: 32m 16s [2025-11-22T02:48:13.874434] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:13.874496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:13.876143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:13.876667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:13.877099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:13.921813] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:13.924697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:14.044826] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.88% | Symbol ETA: 10.0s | Global ETA: 32m 16s [2025-11-22T02:48:14.045748] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:14.045820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:14.047474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:14.047994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:14.048421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:14.048827] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:14.049564] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:14.188441] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:14.190356] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:14.191035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:14.196814] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 25.2s | Global ETA: 32m 16s [2025-11-22T02:48:14.197780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:14.197843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:14.199524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:14.200025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:14.200451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:14.201343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:14.203752] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:14.292596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:14.304762] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 52.3s | Global ETA: 32m 17s [2025-11-22T02:48:14.305660] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:14.305722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:14.310521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:14.312286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:14.312785] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:14.437946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:14.546611] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 11.7s | Global ETA: 32m 17s [2025-11-22T02:48:14.547548] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:14.547611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:14.549303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:14.549831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:14.550262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:14.594400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:14.597886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:14.789877] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.02% | Symbol ETA: 9.3s | Global ETA: 32m 17s [2025-11-22T02:48:14.963390] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 59.13%, Actual: 0.02% [2025-11-22T02:48:14.979543] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.26% | Symbol ETA: 24.4s | Global ETA: 32m 17s [2025-11-22T02:48:14.980423] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:14.980485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:14.982149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:14.982616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:14.983072] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:14.983963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:14.986280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:48:15.031287] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 51.6s | Global ETA: 32m 17s [2025-11-22T02:48:15.032204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:15.032266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:15.037031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:15.038871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:15.039337] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:15.068611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:15.136737] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 0.09% [2025-11-22T02:48:15.163020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:15.203374] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 11.0s | Global ETA: 32m 17s [2025-11-22T02:48:15.204289] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:15.204351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:15.206008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:15.206510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:15.206965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:15.250228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:15.253493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:15.308580] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.16%, Actual: 77.96% [2025-11-22T02:48:15.475955] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.26%, Actual: 3.99% [2025-11-22T02:48:15.644873] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 3.27% [2025-11-22T02:48:15.715430] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 23.6s | Global ETA: 32m 17s [2025-11-22T02:48:15.765255] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 50.9s | Global ETA: 32m 17s [2025-11-22T02:48:15.766253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:15.766317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:15.771658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:15.773455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:15.773981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:15.815754] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.86%, Actual: 4.61% [2025-11-22T02:48:15.866541] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.64% | Symbol ETA: 10.4s | Global ETA: 32m 17s [2025-11-22T02:48:15.867613] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:15.867699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:15.869456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:15.870040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:15.870491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:15.881317] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.88%, Actual: 2.09% [2025-11-22T02:48:15.902948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:15.916958] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:15.920868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:15.985790] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 1.43% [2025-11-22T02:48:16.045921] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.58%, Actual: 0.39% [2025-11-22T02:48:16.153040] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 2.71% [2025-11-22T02:48:16.210704] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -1.66%, Actual: 0.85% [2025-11-22T02:48:16.320373] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.88%, Actual: 3.72% [2025-11-22T02:48:16.378267] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.33% [2025-11-22T02:48:16.486734] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.02%, Actual: 7.34% [2025-11-22T02:48:16.486968] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 26.4054% [2025-11-22T02:48:16.487052] [INFO ] [main ] SEMR: DISCARDED add_overnight_gap_amplitude (score: 26.41%) [2025-11-22T02:48:16.487094] [INFO ] [main ] SEMR: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:48:16.487127] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag'] [2025-11-22T02:48:16.487162] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:16.498830] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:16.500235] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:16.500298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:16.501594] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 50.2s | Global ETA: 32m 17s [2025-11-22T02:48:16.502037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:16.502524] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:16.502532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:16.502588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:16.502984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:16.503389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:16.504180] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:16.507624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:16.509440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:16.509985] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:16.544430] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.80% [2025-11-22T02:48:16.547906] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 9.7s | Global ETA: 32m 17s [2025-11-22T02:48:16.549010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:16.549079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:16.550813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:16.551337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:16.551802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:16.597247] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:48:16.600946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:16.630092] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:16.631955] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:16.632049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:16.632667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:16.708211] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.23%, Actual: 1.30% [2025-11-22T02:48:16.872251] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.60% [2025-11-22T02:48:17.038453] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.36% [2025-11-22T02:48:17.204137] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.26%, Actual: 1.45% [2025-11-22T02:48:17.207520] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 49.4s | Global ETA: 32m 18s [2025-11-22T02:48:17.232100] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.81% | Symbol ETA: 15.0s | Global ETA: 32m 18s [2025-11-22T02:48:17.233001] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:17.233064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:17.234731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:17.235205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:17.235692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:17.235750] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 9.0s | Global ETA: 32m 18s [2025-11-22T02:48:17.236083] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:17.236846] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:17.364839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:17.366822] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:17.367596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:17.369869] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 1.98% [2025-11-22T02:48:17.370044] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 53.8728% [2025-11-22T02:48:17.370123] [INFO ] [main ] FCN: DISCARDED add_intraday_volatility_percentile (score: 53.87%) [2025-11-22T02:48:17.370167] [INFO ] [main ] FCN: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:48:17.370199] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T02:48:17.370254] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:17.380599] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.21%, Actual: 2.04% [2025-11-22T02:48:17.384881] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:17.386173] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:17.386234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:17.387995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:17.388487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:17.388941] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:17.389871] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:17.392206] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:17.392885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:17.413252] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 2.15%, Actual: 1.38% [2025-11-22T02:48:17.551215] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.91%, Actual: 1.40% [2025-11-22T02:48:17.583031] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 1.10% [2025-11-22T02:48:17.720080] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.71%, Actual: 0.26% [2025-11-22T02:48:17.749913] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.83% [2025-11-22T02:48:17.887848] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 1.69% [2025-11-22T02:48:17.917168] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.16% [2025-11-22T02:48:17.965626] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 14.2s | Global ETA: 32m 18s [2025-11-22T02:48:17.966531] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:17.966594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:17.968266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:17.968758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:17.969536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:17.969947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:17.970733] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:18.048739] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.07% | Symbol ETA: 29.1s | Global ETA: 32m 18s [2025-11-22T02:48:18.049668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:18.049737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:18.051347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:18.051839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:18.052268] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:18.053170] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:18.055499] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:18.058222] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.48%, Actual: 0.40% [2025-11-22T02:48:18.056145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:18.084094] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 0.75% [2025-11-22T02:48:18.096004] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:18.097781] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:18.098474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:18.226332] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 1.86% [2025-11-22T02:48:18.248929] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 1.53% [2025-11-22T02:48:18.393274] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.23% [2025-11-22T02:48:18.417600] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 1.15% [2025-11-22T02:48:18.563146] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 1.03% [2025-11-22T02:48:18.585568] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.64%, Actual: 0.65% [2025-11-22T02:48:18.678139] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.53% | Symbol ETA: 13.5s | Global ETA: 32m 18s [2025-11-22T02:48:18.679028] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:18.679091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:18.680735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:18.681204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:18.681636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:18.682040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:18.682812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:18.708049] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.87% | Symbol ETA: 28.5s | Global ETA: 32m 18s [2025-11-22T02:48:18.708962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:18.709024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:18.710677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:18.711153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:18.711582] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:18.712473] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:18.714842] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:18.715466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:18.731408] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 0.99% [2025-11-22T02:48:18.753139] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 3.38% [2025-11-22T02:48:18.806413] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:18.808270] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:18.809007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:18.903517] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.43% [2025-11-22T02:48:18.903748] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 36.4233% [2025-11-22T02:48:18.903830] [INFO ] [main ] FCF: DISCARDED add_directional_consistency (score: 36.42%) [2025-11-22T02:48:18.903875] [INFO ] [main ] FCF: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:48:18.903909] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:48:18.903945] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:18.918901] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:18.920210] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:18.920272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:18.925321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:18.926890] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.24%, Actual: 0.03% [2025-11-22T02:48:18.927101] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 36.4812% [2025-11-22T02:48:18.927159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:18.927204] [INFO ] [main ] GSK: DISCARDED add_open_vs_prev_range_position (score: 36.48%) [2025-11-22T02:48:18.927250] [INFO ] [main ] GSK: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:48:18.927284] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_amplitude'] [2025-11-22T02:48:18.927321] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:18.927687] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:18.929322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:18.940828] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:18.942152] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:18.942216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:18.944028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:18.944552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:18.945029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:18.991831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:18.992821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:19.367176] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.68% | Symbol ETA: 27.8s | Global ETA: 32m 19s [2025-11-22T02:48:19.368198] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:19.368261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:19.369913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:19.370405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:19.370857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:19.371742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:19.374061] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:19.374702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:19.386334] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.65% | Symbol ETA: 12.7s | Global ETA: 32m 19s [2025-11-22T02:48:19.387221] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:19.387285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:19.388987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:19.389464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:19.389921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:19.390301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:19.391069] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:19.513694] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.37% | Symbol ETA: 54.4s | Global ETA: 32m 19s [2025-11-22T02:48:19.514572] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:19.514634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:19.515675] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:19.517368] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:19.518126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:19.519367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:19.521120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:19.521597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:19.523187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:19.607416] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 14.4s | Global ETA: 32m 19s [2025-11-22T02:48:19.608369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:19.608432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:19.610140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:19.610683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:19.611149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:19.657278] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:19.658042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.023344] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 27.1s | Global ETA: 32m 19s [2025-11-22T02:48:20.024245] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:20.024307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.025941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.026406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.026852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:20.027800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:20.030109] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:20.030748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.097731] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 12.0s | Global ETA: 32m 19s [2025-11-22T02:48:20.098613] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:20.098703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.100329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:20.100841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.101267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.101673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:20.102415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:20.102664] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.69% | Symbol ETA: 53.8s | Global ETA: 32m 19s [2025-11-22T02:48:20.103590] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:20.103674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:20.108593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.110708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.111232] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:20.112972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.230959] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:20.232635] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:20.233383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.284030] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 13.8s | Global ETA: 32m 19s [2025-11-22T02:48:20.284948] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:20.285013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.286776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.287284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.287800] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:20.334510] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:20.335221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.699157] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 26.5s | Global ETA: 32m 19s [2025-11-22T02:48:20.700143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:20.700209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.702013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.702536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.703028] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:20.704020] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:20.706497] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:20.707177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.739527] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.15% | Symbol ETA: 53.3s | Global ETA: 32m 19s [2025-11-22T02:48:20.740451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:20.740513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:20.745403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.747235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.748328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:20.750030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.820692] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 11.3s | Global ETA: 32m 19s [2025-11-22T02:48:20.821627] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:20.821717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.823510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:20.824025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.824474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.824893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:20.825778] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:20.965668] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 13.1s | Global ETA: 32m 19s [2025-11-22T02:48:20.966143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:20.967030] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:20.967119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:20.968065] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:20.968822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:20.969551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:20.970301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:20.970902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:21.024781] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:21.025709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:21.345183] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 52.7s | Global ETA: 32m 20s [2025-11-22T02:48:21.346084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:21.346145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:21.350854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:21.352540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:21.353019] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:21.354583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:21.382341] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 25.8s | Global ETA: 32m 20s [2025-11-22T02:48:21.383236] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:21.383300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:21.384948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:21.385433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:21.385890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:21.386767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:21.389159] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:21.389805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:21.545622] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 10.5s | Global ETA: 32m 20s [2025-11-22T02:48:21.546517] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:21.546582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:21.548391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:21.548889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:21.549318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:21.549725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:21.550465] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:21.647677] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.80% | Symbol ETA: 12.4s | Global ETA: 32m 20s [2025-11-22T02:48:21.648578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:21.648666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:21.650348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:21.650869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:21.651315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:21.678322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:21.680228] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:21.680967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:21.698737] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:21.699438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:21.957727] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.29% | Symbol ETA: 52.1s | Global ETA: 32m 20s [2025-11-22T02:48:21.958752] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:21.958825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:21.964337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:21.966254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:21.966748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:21.968450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.067305] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.94% | Symbol ETA: 25.2s | Global ETA: 32m 20s [2025-11-22T02:48:22.068274] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:22.068356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.070344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.071021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.071699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:22.072911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:22.076247] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:22.077049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.256693] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.24% | Symbol ETA: 9.8s | Global ETA: 32m 20s [2025-11-22T02:48:22.257579] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:22.257666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.259285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:22.259781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.260211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.260594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:22.261359] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:22.294240] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 11.7s | Global ETA: 32m 20s [2025-11-22T02:48:22.295143] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:22.295521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.297206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.297757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.298190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:22.340848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:22.341503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.383431] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:22.385016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:22.385742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.561344] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.00% | Symbol ETA: 51.5s | Global ETA: 32m 20s [2025-11-22T02:48:22.562255] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:22.562316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:22.567056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.568807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.569269] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:22.570856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.740570] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.43% | Symbol ETA: 24.5s | Global ETA: 32m 20s [2025-11-22T02:48:22.741512] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:22.742245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.746838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.747409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.747911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:22.748887] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:22.751427] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:22.752138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:22.934530] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 11.0s | Global ETA: 32m 20s [2025-11-22T02:48:22.935443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:22.935506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.937182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.937730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.938162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:22.964344] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 9.1s | Global ETA: 32m 20s [2025-11-22T02:48:22.965246] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:48:22.965311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:22.966961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:22.967457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:22.967906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:22.968287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:22.969048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:22.981947] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:22.982846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.090347] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:23.092149] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:23.092877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.142944] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 50.9s | Global ETA: 32m 20s [2025-11-22T02:48:23.143833] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:23.143893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:23.148595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:23.150306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:23.150799] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:23.152341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.431172] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.00% | Symbol ETA: 23.9s | Global ETA: 32m 20s [2025-11-22T02:48:23.432107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:23.432172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:23.434041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:23.434554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:23.435010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:23.435910] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:23.438296] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:48:23.438984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.586969] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.66% | Symbol ETA: 10.4s | Global ETA: 32m 20s [2025-11-22T02:48:23.587915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:23.587977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:23.589662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:23.590203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:23.590636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:23.634104] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:23.635083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.668061] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.76% | Symbol ETA: 8.4s | Global ETA: 32m 21s [2025-11-22T02:48:23.729253] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 50.3s | Global ETA: 32m 21s [2025-11-22T02:48:23.730144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:23.730205] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:23.734885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:23.736575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:23.737055] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:23.738719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:23.833892] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.81%, Actual: 0.02% [2025-11-22T02:48:24.005017] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 0.09% [2025-11-22T02:48:24.120199] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 23.2s | Global ETA: 32m 21s [2025-11-22T02:48:24.173712] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.53%, Actual: 77.96% [2025-11-22T02:48:24.238897] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.16% | Symbol ETA: 9.7s | Global ETA: 32m 21s [2025-11-22T02:48:24.239805] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:24.239867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:24.241489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:24.241995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:24.242427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:24.285478] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:24.286401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:24.297005] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.07%, Actual: 2.09% [2025-11-22T02:48:24.340428] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.65%, Actual: 3.99% [2025-11-22T02:48:24.367159] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.72% | Symbol ETA: 49.7s | Global ETA: 32m 21s [2025-11-22T02:48:24.368109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:24.368170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:24.372922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:24.374626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:24.375110] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:48:24.376687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:24.468419] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 0.39% [2025-11-22T02:48:24.510940] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 3.27% [2025-11-22T02:48:24.640759] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.68%, Actual: 0.85% [2025-11-22T02:48:24.681079] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 4.61% [2025-11-22T02:48:24.814150] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 1.33% [2025-11-22T02:48:24.845958] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.38%, Actual: 1.43% [2025-11-22T02:48:24.892458] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.90% | Symbol ETA: 9.0s | Global ETA: 32m 21s [2025-11-22T02:48:24.893360] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:24.893441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:24.895094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:24.895582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:24.896043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:24.938930] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:48:24.939856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:24.962122] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 49.1s | Global ETA: 32m 21s [2025-11-22T02:48:24.990287] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.80% [2025-11-22T02:48:25.013411] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.24%, Actual: 2.71% [2025-11-22T02:48:25.128208] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.37%, Actual: 2.04% [2025-11-22T02:48:25.175250] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 1.30% [2025-11-22T02:48:25.180211] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 3.72% [2025-11-22T02:48:25.293971] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.69%, Actual: 1.40% [2025-11-22T02:48:25.345519] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.94%, Actual: 0.60% [2025-11-22T02:48:25.345749] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.76%, Actual: 7.34% [2025-11-22T02:48:25.345941] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 40.4170% [2025-11-22T02:48:25.346046] [INFO ] [main ] SEMR: KEPT add_overnight_gap_mag (score: 40.42%) [2025-11-22T02:48:25.346086] [INFO ] [main ] SEMR: Testing feature 29/53: add_pct_change [2025-11-22T02:48:25.346120] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_pct_change'] [2025-11-22T02:48:25.346157] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:25.357355] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:25.358580] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:25.358665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:25.360328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:25.360851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:25.361284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:25.361692] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:25.362432] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:25.465461] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.15%, Actual: 0.26% [2025-11-22T02:48:25.488924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:25.490611] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:25.491338] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:25.493317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:25.517980] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.43%, Actual: 0.36% [2025-11-22T02:48:25.547326] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.82% | Symbol ETA: 8.4s | Global ETA: 32m 21s [2025-11-22T02:48:25.630009] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.69% [2025-11-22T02:48:25.689633] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.00%, Actual: 1.45% [2025-11-22T02:48:25.728160] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 1.38% [2025-11-22T02:48:25.810689] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.29%, Actual: 0.40% [2025-11-22T02:48:25.861990] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.38%, Actual: 1.98% [2025-11-22T02:48:25.862203] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 41.3116% [2025-11-22T02:48:25.862297] [INFO ] [main ] FCN: DISCARDED add_last_hour_momentum_mag (score: 41.31%) [2025-11-22T02:48:25.862339] [INFO ] [main ] FCN: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:48:25.862371] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_day_volatility'] [2025-11-22T02:48:25.862405] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:25.877566] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:25.878975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:25.879042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:25.880809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:25.881334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:25.881816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:25.882739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:25.885212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:25.887133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:25.912073] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.10% [2025-11-22T02:48:25.976242] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.00%, Actual: 1.86% [2025-11-22T02:48:26.086108] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 46.92% | Symbol ETA: 14.1s | Global ETA: 32m 22s [2025-11-22T02:48:26.087030] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:26.087095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:26.088724] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 0.83% [2025-11-22T02:48:26.088795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:26.089305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:26.089763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:26.090149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:26.090924] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:26.141128] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.23% [2025-11-22T02:48:26.215942] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:26.217797] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:26.218503] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:26.220478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:26.286559] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.80%, Actual: 1.16% [2025-11-22T02:48:26.305954] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.03% [2025-11-22T02:48:26.458957] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.75% [2025-11-22T02:48:26.470868] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 0.99% [2025-11-22T02:48:26.559930] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.69% | Symbol ETA: 25.2s | Global ETA: 32m 22s [2025-11-22T02:48:26.560874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:26.560953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:26.562624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:26.563159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:26.563665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:26.564553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:26.567047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:26.568915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:26.636786] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.84%, Actual: 1.43% [2025-11-22T02:48:26.636976] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 46.3148% [2025-11-22T02:48:26.637065] [INFO ] [main ] FCF: DISCARDED add_fullday_parkinson_range (score: 46.31%) [2025-11-22T02:48:26.637107] [INFO ] [main ] FCF: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:48:26.637137] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T02:48:26.637170] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:26.643429] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 1.53% [2025-11-22T02:48:26.651781] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:26.653021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:26.653082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:26.657894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:26.659620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:26.660108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:26.703304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:26.810779] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.66%, Actual: 1.15% [2025-11-22T02:48:26.819380] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 13.4s | Global ETA: 32m 22s [2025-11-22T02:48:26.820282] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:26.820346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:26.822007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:26.822482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:26.822939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:26.823323] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:26.824092] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:26.949400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:26.951067] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:26.951788] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:26.953770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:26.978612] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.16%, Actual: 0.65% [2025-11-22T02:48:27.149887] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.90%, Actual: 3.38% [2025-11-22T02:48:27.241212] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 24.6s | Global ETA: 32m 22s [2025-11-22T02:48:27.242112] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:27.242174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.243827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.244304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:27.244760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:27.245625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:27.248081] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:27.249867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:27.298336] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 42.8s | Global ETA: 32m 22s [2025-11-22T02:48:27.299554] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:27.299615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:27.304332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.306096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.306561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:27.320380] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.82%, Actual: 0.03% [2025-11-22T02:48:27.320586] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.3790% [2025-11-22T02:48:27.320701] [INFO ] [main ] GSK: DISCARDED add_overnight_gap_amplitude (score: 45.38%) [2025-11-22T02:48:27.320747] [INFO ] [main ] GSK: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:48:27.320781] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_overnight_gap_mag'] [2025-11-22T02:48:27.320819] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:27.334213] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:27.335504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:27.335567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.337259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.337827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:27.338268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:27.351854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:27.381809] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:27.382931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:27.543000] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.24% | Symbol ETA: 12.7s | Global ETA: 32m 22s [2025-11-22T02:48:27.543889] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:27.543953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.545575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:27.546062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.546491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:27.546893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:27.547669] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:27.672354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:27.674049] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:27.674774] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:27.676790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:27.909949] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.82% | Symbol ETA: 23.8s | Global ETA: 32m 22s [2025-11-22T02:48:27.910868] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:27.910930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.912564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.916278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:27.916746] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:27.917693] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:27.920054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:27.921862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:27.932526] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.31% | Symbol ETA: 42.1s | Global ETA: 32m 22s [2025-11-22T02:48:27.933408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:27.933469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:27.938172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:27.939918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:27.940376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:27.983770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.004356] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 13.8s | Global ETA: 32m 22s [2025-11-22T02:48:28.005277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:28.005341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.006998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.007509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:28.007972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:28.053169] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:28.054243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.266805] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 12.0s | Global ETA: 32m 22s [2025-11-22T02:48:28.268297] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:28.268361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.270042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:28.270533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.271005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:28.271393] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:28.272171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:28.396141] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:28.398020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:28.398740] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:28.400747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.560891] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 41.4s | Global ETA: 32m 23s [2025-11-22T02:48:28.561780] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:28.561842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:28.566477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.568242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.568724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:28.581847] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 23.2s | Global ETA: 32m 23s [2025-11-22T02:48:28.582743] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:28.582806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.584427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.584931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:28.585369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:28.586285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:28.588746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:28.590544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.612602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.690909] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 13.2s | Global ETA: 32m 23s [2025-11-22T02:48:28.691888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:28.691953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.693776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.694320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:28.694798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:28.741356] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:28.742381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:28.983424] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 11.2s | Global ETA: 32m 23s [2025-11-22T02:48:28.984324] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:28.984389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:28.986046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:28.986525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:28.986982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:28.987383] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:28.988168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:29.110064] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:29.111700] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:29.112403] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:29.114367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.181631] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.77% | Symbol ETA: 40.7s | Global ETA: 32m 23s [2025-11-22T02:48:29.182512] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:29.182573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:29.187277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.189020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.189474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:29.232729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.248202] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 22.5s | Global ETA: 32m 23s [2025-11-22T02:48:29.249111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:29.249198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.250844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.251324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:29.251779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:29.252660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:29.255021] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:29.256957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.381812] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 12.5s | Global ETA: 32m 23s [2025-11-22T02:48:29.382777] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:29.382863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.384580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.385121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:29.385577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:29.435617] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:29.436623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.701744] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 10.5s | Global ETA: 32m 23s [2025-11-22T02:48:29.702614] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:29.702697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.704334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:29.704837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.705266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:29.705673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:29.706417] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:29.807248] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 40.1s | Global ETA: 32m 23s [2025-11-22T02:48:29.808208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:29.808270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:29.812939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.814663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.815164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:29.828468] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:29.830239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:29.830968] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:29.832947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.858387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:29.909374] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.75% | Symbol ETA: 21.8s | Global ETA: 32m 23s [2025-11-22T02:48:29.910275] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:29.910337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:29.911974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:29.912452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:29.912909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:29.913790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:29.916137] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:29.917973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:30.056777] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.78% | Symbol ETA: 11.9s | Global ETA: 32m 23s [2025-11-22T02:48:30.057730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:30.057793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:30.059444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:30.059968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:30.060399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:30.104355] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:30.105326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:30.421109] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 9.8s | Global ETA: 32m 23s [2025-11-22T02:48:30.421994] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:30.422393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:30.424060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:30.424526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:30.424971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:30.425353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:30.426139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:30.429516] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 39.5s | Global ETA: 32m 23s [2025-11-22T02:48:30.430390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:30.430452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:30.435133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:30.436871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:30.437354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:30.479878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:30.548925] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:30.550810] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:30.551523] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:30.553499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:30.569520] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 21.1s | Global ETA: 32m 23s [2025-11-22T02:48:30.570421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:30.570484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:30.572149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:30.572666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:30.573109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:30.573998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:30.576328] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:30.578182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:30.699444] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 11.1s | Global ETA: 32m 24s [2025-11-22T02:48:30.700321] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:30.700382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:30.702056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:30.702545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:30.703027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:30.754171] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:30.755111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.059568] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 38.8s | Global ETA: 32m 24s [2025-11-22T02:48:31.060437] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:31.060499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:31.065213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.066951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.067450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:31.109970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.142006] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 2.92% | Symbol ETA: 9.0s | Global ETA: 32m 24s [2025-11-22T02:48:31.142904] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:31.142968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.144607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:31.145134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.145569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:31.145976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:31.146747] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:31.232843] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 20.4s | Global ETA: 32m 24s [2025-11-22T02:48:31.233768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:31.233833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.235542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.236056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:31.236498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:31.237423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:31.239877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:31.241697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.269012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:31.270825] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:31.271532] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:31.273494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.354333] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 10.5s | Global ETA: 32m 24s [2025-11-22T02:48:31.355215] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:31.355276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.356944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.357441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:31.357895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:31.401580] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:31.402337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.684970] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 38.2s | Global ETA: 32m 24s [2025-11-22T02:48:31.685856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:31.685917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:31.690565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.692258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.692742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:31.735447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.859803] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -2.38% | Symbol ETA: 8.3s | Global ETA: 32m 24s [2025-11-22T02:48:31.860709] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:31.860772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.862393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:31.862926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.863355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:31.863775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:31.864529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:31.894863] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 19.8s | Global ETA: 32m 24s [2025-11-22T02:48:31.895740] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:31.895803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:31.897436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:31.897949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:31.898377] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:31.899265] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:31.904164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:48:31.906080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.986480] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:31.988111] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:31.988821] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:31.990795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:31.999395] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 9.8s | Global ETA: 32m 24s [2025-11-22T02:48:32.000315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:32.000376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:32.002024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:32.002505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:32.002964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:32.047878] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:32.048748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:32.306812] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.37% | Symbol ETA: 37.6s | Global ETA: 32m 24s [2025-11-22T02:48:32.307701] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:48:32.307762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:32.312376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:32.314088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:32.314544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:32.357466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:32.559325] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 19.1s | Global ETA: 32m 24s [2025-11-22T02:48:32.575889] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 7.6s | Global ETA: 32m 24s [2025-11-22T02:48:32.671128] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 9.1s | Global ETA: 32m 24s [2025-11-22T02:48:32.672053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:32.672118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:32.673815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:32.674313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:32.674785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:32.719862] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:32.720706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:32.726792] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.69%, Actual: 2.09% [2025-11-22T02:48:32.744936] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 46.92%, Actual: 0.02% [2025-11-22T02:48:32.892994] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 0.39% [2025-11-22T02:48:32.911786] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.09% [2025-11-22T02:48:32.927896] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 36.9s | Global ETA: 32m 24s [2025-11-22T02:48:33.057819] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.82%, Actual: 0.85% [2025-11-22T02:48:33.078065] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.24%, Actual: 77.96% [2025-11-22T02:48:33.093241] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 2.04% [2025-11-22T02:48:33.222418] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.33% [2025-11-22T02:48:33.244451] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 3.99% [2025-11-22T02:48:33.257172] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.31%, Actual: 1.40% [2025-11-22T02:48:33.343507] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 8.4s | Global ETA: 32m 25s [2025-11-22T02:48:33.344456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:33.344521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:33.346372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:33.346934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:33.347441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:33.387248] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.80% [2025-11-22T02:48:33.393219] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:33.394210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:33.411315] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 3.27% [2025-11-22T02:48:33.420182] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.26% [2025-11-22T02:48:33.554790] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.75%, Actual: 1.30% [2025-11-22T02:48:33.579478] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 4.61% [2025-11-22T02:48:33.584149] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.77%, Actual: 1.69% [2025-11-22T02:48:33.722434] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.60% [2025-11-22T02:48:33.749998] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.54%, Actual: 1.43% [2025-11-22T02:48:33.750605] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.40% [2025-11-22T02:48:33.897807] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.36% [2025-11-22T02:48:33.914418] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 1.86% [2025-11-22T02:48:33.917904] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 2.92%, Actual: 2.71% [2025-11-22T02:48:34.018221] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 7.8s | Global ETA: 32m 25s [2025-11-22T02:48:34.072168] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 1.45% [2025-11-22T02:48:34.076765] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.23% [2025-11-22T02:48:34.083828] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -2.38%, Actual: 3.72% [2025-11-22T02:48:34.193142] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 1.38% [2025-11-22T02:48:34.240948] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 1.03% [2025-11-22T02:48:34.241799] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 1.98% [2025-11-22T02:48:34.242027] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 44.0228% [2025-11-22T02:48:34.242111] [INFO ] [main ] FCN: DISCARDED add_late_day_volatility (score: 44.02%) [2025-11-22T02:48:34.242155] [INFO ] [main ] FCN: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:48:34.242189] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_hour_microstructure'] [2025-11-22T02:48:34.242223] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:34.251551] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 7.34% [2025-11-22T02:48:34.251765] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.4446% [2025-11-22T02:48:34.251819] [INFO ] [main ] SEMR: DISCARDED add_pct_change (score: 29.44%) [2025-11-22T02:48:34.251857] [INFO ] [main ] SEMR: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:48:34.251889] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_preclose_acceleration_mag'] [2025-11-22T02:48:34.251925] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:34.257402] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:34.258911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:34.258988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:34.260724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:34.261265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:34.261748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:34.262719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:34.264304] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:34.265200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:34.265497] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:34.265563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:34.267297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:34.267833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:34.268104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:34.268300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:34.268712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:34.269489] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:34.391696] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 1.10% [2025-11-22T02:48:34.396736] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:34.398427] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:34.399142] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:34.400171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:34.407477] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.37%, Actual: 0.99% [2025-11-22T02:48:34.575214] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 1.43% [2025-11-22T02:48:34.575419] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 52.3218% [2025-11-22T02:48:34.575527] [INFO ] [main ] FCF: KEPT add_gap_fill_state (score: 52.32%) [2025-11-22T02:48:34.575574] [INFO ] [main ] FCF: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:48:34.575661] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T02:48:34.575702] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:34.590235] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:34.591471] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:34.591532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:34.596107] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.83% [2025-11-22T02:48:34.596291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:34.598107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:34.598559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:34.642934] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:34.644137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:34.774609] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.78%, Actual: 1.16% [2025-11-22T02:48:34.948717] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.75% [2025-11-22T02:48:34.952383] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.67% | Symbol ETA: 23.5s | Global ETA: 32m 25s [2025-11-22T02:48:34.953283] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:34.953346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:34.955006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:34.955490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:34.955950] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:34.956838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:34.959238] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:34.961806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.013346] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 53.20% | Symbol ETA: 13.8s | Global ETA: 32m 25s [2025-11-22T02:48:35.014567] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:35.014632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.016277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:35.016777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.017211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:35.017622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:35.018415] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:35.119140] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 1.53% [2025-11-22T02:48:35.147054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:35.148840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:35.149612] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:35.150750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.234043] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.00% | Symbol ETA: 39.1s | Global ETA: 32m 25s [2025-11-22T02:48:35.234928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:35.234990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:35.239794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.241509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.242005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:35.289750] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 1.15% [2025-11-22T02:48:35.293980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:35.295542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.461898] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.65% [2025-11-22T02:48:35.631601] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 3.38% [2025-11-22T02:48:35.631796] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.10% | Symbol ETA: 22.7s | Global ETA: 32m 26s [2025-11-22T02:48:35.632745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:35.632809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.634459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.634987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:35.635425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:35.636315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:35.638729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:35.641316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.758180] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.21% | Symbol ETA: 13.0s | Global ETA: 32m 26s [2025-11-22T02:48:35.759098] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:35.759165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.760792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:35.761298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.761755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:35.762174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:35.762937] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:35.802533] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.20%, Actual: 0.03% [2025-11-22T02:48:35.802775] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.7929% [2025-11-22T02:48:35.803461] [INFO ] [main ] GSK: DISCARDED add_overnight_gap_mag (score: 45.79%) [2025-11-22T02:48:35.803510] [INFO ] [main ] GSK: Testing feature 29/53: add_pct_change [2025-11-22T02:48:35.803545] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_pct_change'] [2025-11-22T02:48:35.803581] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:35.817424] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:35.819010] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:35.819089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.820911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.821467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:35.821962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:35.868473] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:35.870711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.883863] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.18% | Symbol ETA: 38.5s | Global ETA: 32m 26s [2025-11-22T02:48:35.884751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:35.884813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:35.889088] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:35.889616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:35.890876] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:35.891345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:35.891569] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:35.891823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:35.892595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:35.935113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:35.936365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:36.304423] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.06% | Symbol ETA: 22.0s | Global ETA: 32m 26s [2025-11-22T02:48:36.305300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:36.305364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:36.307018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:36.307543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:36.307996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:36.308875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:36.311192] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:36.313738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:36.475161] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 12.2s | Global ETA: 32m 26s [2025-11-22T02:48:36.476052] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:36.476117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:36.477801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:36.478270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:36.478717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:36.479102] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:36.479855] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:36.502078] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 13.4s | Global ETA: 32m 26s [2025-11-22T02:48:36.502992] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:36.503054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:36.504704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:36.505193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:36.505630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:36.517886] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.58% | Symbol ETA: 37.8s | Global ETA: 32m 26s [2025-11-22T02:48:36.518774] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:36.518837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:36.523550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:36.525283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:36.525756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:36.549204] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:36.551348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:36.568340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:36.569336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:36.606707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:36.608609] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:36.609370] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:36.610448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:36.966041] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 21.3s | Global ETA: 32m 26s [2025-11-22T02:48:36.966935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:36.966998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:36.968700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:36.969182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:36.969614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:36.973793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:36.976160] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:36.978809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.155215] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 12.6s | Global ETA: 32m 26s [2025-11-22T02:48:37.156116] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:37.156177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.157847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.158341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:37.158808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:37.175527] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 2.10% | Symbol ETA: 37.2s | Global ETA: 32m 26s [2025-11-22T02:48:37.176782] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:37.176844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:37.181586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.183313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.183793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:37.191196] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.42% | Symbol ETA: 11.5s | Global ETA: 32m 26s [2025-11-22T02:48:37.192085] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:37.192154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.193801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:37.194273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.194718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:37.195099] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:37.195852] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:37.203158] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:37.205221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.228291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:37.229318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.321048] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:37.322686] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:37.323378] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:37.324400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.643257] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 20.6s | Global ETA: 32m 26s [2025-11-22T02:48:37.644164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:37.644227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.645874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.646360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:37.646812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:37.647754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:37.650158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:37.652824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.817668] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.55% | Symbol ETA: 36.6s | Global ETA: 32m 27s [2025-11-22T02:48:37.818571] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:37.818633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:37.823000] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 1.76% | Symbol ETA: 11.9s | Global ETA: 32m 27s [2025-11-22T02:48:37.823420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.823904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:37.824293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.825175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.825633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:37.825964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.826485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:37.826951] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:37.868348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:37.869321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.871858] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:37.874139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:37.906782] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 10.7s | Global ETA: 32m 27s [2025-11-22T02:48:37.907764] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:37.907829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:37.909475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:37.909972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:37.910434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:37.910837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:37.911590] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:38.036787] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:38.038528] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:38.039244] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:38.040268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:38.331849] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.31% | Symbol ETA: 20.0s | Global ETA: 32m 27s [2025-11-22T02:48:38.332780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:38.332844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:38.334528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:38.335064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:38.335506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:38.336489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:38.339065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:38.341929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:38.451540] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.08% | Symbol ETA: 35.9s | Global ETA: 32m 27s [2025-11-22T02:48:38.452452] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:38.452513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:38.457288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:38.459083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:38.459554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:38.502329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:38.503318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:38.506635] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 11.3s | Global ETA: 32m 27s [2025-11-22T02:48:38.507907] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:38.507974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:38.509744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:38.510261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:38.510721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:38.554031] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:38.556343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:38.626162] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 10.0s | Global ETA: 32m 27s [2025-11-22T02:48:38.627059] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:38.630715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:38.632398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:38.632907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:38.633354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:38.633761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:38.634503] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:38.761375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:38.763146] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:38.763894] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:38.764980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.023268] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 19.3s | Global ETA: 32m 27s [2025-11-22T02:48:39.024210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:39.024275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.025960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.026477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:39.026945] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:39.028047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:39.030437] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:39.033577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.081544] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -1.24% | Symbol ETA: 35.3s | Global ETA: 32m 27s [2025-11-22T02:48:39.082450] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:39.082514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:39.087245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.089012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.089467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:39.132026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:39.133022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.193141] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.07% | Symbol ETA: 10.6s | Global ETA: 32m 27s [2025-11-22T02:48:39.194086] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:39.194150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.195870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.196375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:39.196845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:39.243743] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:39.246061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.346968] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 9.2s | Global ETA: 32m 27s [2025-11-22T02:48:39.347881] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:39.347945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.349561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:39.350045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.350486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:39.350887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:39.351629] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:39.476446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:39.478353] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:39.479095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:39.480178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.691343] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 1.60% | Symbol ETA: 18.6s | Global ETA: 32m 27s [2025-11-22T02:48:39.692239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:39.692309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.694020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.694507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:39.695023] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:39.695918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:39.698364] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:39.700957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.712083] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 34.6s | Global ETA: 32m 27s [2025-11-22T02:48:39.712968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:39.713030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:39.717786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.719573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.720051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:39.762808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:39.763827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:39.861686] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 1.80% | Symbol ETA: 10.0s | Global ETA: 32m 27s [2025-11-22T02:48:39.862596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:39.862686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:39.864432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:39.864939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:39.865384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:39.910622] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:39.912877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:40.066417] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.43% | Symbol ETA: 8.5s | Global ETA: 32m 27s [2025-11-22T02:48:40.067299] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:40.067384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:40.069019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:40.069489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:40.069942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:40.070321] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:40.071088] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:40.193623] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:40.195316] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:40.196049] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:40.197075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:40.362430] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 34.0s | Global ETA: 32m 28s [2025-11-22T02:48:40.363947] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:40.364011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:40.363970] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.23% | Symbol ETA: 17.9s | Global ETA: 32m 28s [2025-11-22T02:48:40.364880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:40.364944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:40.366580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:40.367090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:40.367757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:40.368637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:40.368937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:40.370781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:40.371000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:48:40.371254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:40.373560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:40.415377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:48:40.416469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:40.532396] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 9.3s | Global ETA: 32m 28s [2025-11-22T02:48:40.533304] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:40.533383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:40.535049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:40.535525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:40.535978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:40.580716] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:40.582978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:40.781842] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 7.8s | Global ETA: 32m 28s [2025-11-22T02:48:40.782769] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:40.782834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:40.784490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:40.784995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:40.785443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:40.785859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:40.786611] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:40.911882] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:40.913782] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:40.914503] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:40.915571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:41.017860] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 1.13% | Symbol ETA: 33.3s | Global ETA: 32m 28s [2025-11-22T02:48:41.033150] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 17.3s | Global ETA: 32m 28s [2025-11-22T02:48:41.185264] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.00%, Actual: 2.04% [2025-11-22T02:48:41.193757] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.92% | Symbol ETA: 8.6s | Global ETA: 32m 28s [2025-11-22T02:48:41.194635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:41.194732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:41.196373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:41.196866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:41.197303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:41.201207] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.67%, Actual: 2.09% [2025-11-22T02:48:41.242269] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:41.244485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:41.350914] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.18%, Actual: 1.40% [2025-11-22T02:48:41.367949] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.10%, Actual: 0.39% [2025-11-22T02:48:41.500738] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.72% | Symbol ETA: 7.1s | Global ETA: 32m 28s [2025-11-22T02:48:41.517533] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.58%, Actual: 0.26% [2025-11-22T02:48:41.536286] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.06%, Actual: 0.85% [2025-11-22T02:48:41.670993] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 53.20%, Actual: 0.02% [2025-11-22T02:48:41.685411] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 2.10%, Actual: 1.69% [2025-11-22T02:48:41.703910] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 1.33% [2025-11-22T02:48:41.840097] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.21%, Actual: 0.09% [2025-11-22T02:48:41.851485] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 7.9s | Global ETA: 32m 28s [2025-11-22T02:48:41.852047] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.55%, Actual: 0.40% [2025-11-22T02:48:41.852468] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:41.852533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:41.854248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:41.854766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:41.855202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:41.871295] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.80% [2025-11-22T02:48:41.898783] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:48:41.901200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:42.015024] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 77.96% [2025-11-22T02:48:42.025345] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.08%, Actual: 1.86% [2025-11-22T02:48:42.046339] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.31%, Actual: 1.30% [2025-11-22T02:48:42.196161] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -1.24%, Actual: 0.23% [2025-11-22T02:48:42.231273] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.42%, Actual: 3.99% [2025-11-22T02:48:42.255105] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.60% [2025-11-22T02:48:42.436224] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 1.03% [2025-11-22T02:48:42.493016] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 0.36% [2025-11-22T02:48:42.499621] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 3.27% [2025-11-22T02:48:42.659781] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.99% [2025-11-22T02:48:42.683850] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.50% | Symbol ETA: 7.3s | Global ETA: 32m 29s [2025-11-22T02:48:42.709752] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 4.61% [2025-11-22T02:48:42.745536] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.23%, Actual: 1.45% [2025-11-22T02:48:42.897273] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 1.38% [2025-11-22T02:48:42.919787] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 1.43% [2025-11-22T02:48:42.937616] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.13%, Actual: 1.43% [2025-11-22T02:48:42.938401] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.5997% [2025-11-22T02:48:42.938486] [INFO ] [main ] FCF: DISCARDED add_gap_morning_composite (score: 42.60%) [2025-11-22T02:48:42.938552] [INFO ] [main ] FCF: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:48:42.938607] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T02:48:42.938691] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:42.960334] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:42.962412] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:42.962494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:42.962897] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 1.98% [2025-11-22T02:48:42.963699] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 40.3302% [2025-11-22T02:48:42.963803] [INFO ] [main ] FCN: DISCARDED add_late_hour_microstructure (score: 40.33%) [2025-11-22T02:48:42.963850] [INFO ] [main ] FCN: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:48:42.963884] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_late_session_pressure'] [2025-11-22T02:48:42.963935] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:42.970115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:42.972973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:42.973694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:42.984249] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:42.986460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:42.986541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:42.989052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:42.989754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:42.990234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:42.991286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:42.994403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:42.995514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:43.023126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:43.080949] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 1.10% [2025-11-22T02:48:43.084217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:43.102149] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.43%, Actual: 2.71% [2025-11-22T02:48:43.255981] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 1.76%, Actual: 0.83% [2025-11-22T02:48:43.270146] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 3.72% [2025-11-22T02:48:43.427044] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 1.16% [2025-11-22T02:48:43.437740] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.72%, Actual: 7.34% [2025-11-22T02:48:43.437945] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 30.0497% [2025-11-22T02:48:43.438036] [INFO ] [main ] SEMR: DISCARDED add_preclose_acceleration_mag (score: 30.05%) [2025-11-22T02:48:43.438078] [INFO ] [main ] SEMR: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:48:43.438118] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_prev_1100_to_open'] [2025-11-22T02:48:43.438162] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:43.449801] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:43.451341] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:43.451405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:43.453298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:43.453818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:43.454252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:43.454635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:43.455438] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:43.580321] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:43.582115] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:43.582836] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:43.583546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:43.597424] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.07%, Actual: 0.75% [2025-11-22T02:48:43.682485] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.65% | Symbol ETA: 22.7s | Global ETA: 32m 29s [2025-11-22T02:48:43.683376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:43.683439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:43.685089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:43.685593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:43.686051] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:43.686941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:43.689400] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:43.690399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:43.700164] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.47% | Symbol ETA: 37.8s | Global ETA: 32m 29s [2025-11-22T02:48:43.701065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:43.701136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:43.705979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:43.707822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:43.708326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:43.751859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:43.766557] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 1.80%, Actual: 1.53% [2025-11-22T02:48:43.809040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:43.936770] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 1.15% [2025-11-22T02:48:44.104617] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.92%, Actual: 0.65% [2025-11-22T02:48:44.194287] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 53.79% | Symbol ETA: 13.4s | Global ETA: 32m 29s [2025-11-22T02:48:44.195192] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:44.195258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:44.196909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:44.197417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:44.197882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:44.198302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:44.199077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:44.273252] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 3.38% [2025-11-22T02:48:44.328806] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:44.330700] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:44.331416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:44.332114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:44.357844] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.53% | Symbol ETA: 22.0s | Global ETA: 32m 29s [2025-11-22T02:48:44.358771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:44.358836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:44.360524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:44.361038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:44.361474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:44.362378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:44.364807] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:44.365903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:44.440907] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.50%, Actual: 0.03% [2025-11-22T02:48:44.441106] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.3093% [2025-11-22T02:48:44.441203] [INFO ] [main ] GSK: DISCARDED add_pct_change (score: 40.31%) [2025-11-22T02:48:44.441246] [INFO ] [main ] GSK: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:48:44.441278] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_preclose_acceleration_mag'] [2025-11-22T02:48:44.441313] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:44.443394] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 37.1s | Global ETA: 32m 29s [2025-11-22T02:48:44.444348] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:44.444414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:44.449517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:44.451356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:44.451896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:44.454733] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:44.456038] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:44.456100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:44.457822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:44.458344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:44.458812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:44.498861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:44.504496] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:44.505803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:44.559122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:44.915979] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.17% | Symbol ETA: 12.6s | Global ETA: 32m 30s [2025-11-22T02:48:44.916874] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:44.916939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:44.918598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:44.919096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:44.919531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:44.919934] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:44.920695] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:45.043714] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:45.045456] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:45.046170] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:45.046869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.090435] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -4.35% | Symbol ETA: 21.4s | Global ETA: 32m 30s [2025-11-22T02:48:45.091324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:45.091388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.093047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.093539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:45.093987] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:45.094933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:45.097395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:45.098418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.108608] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 12.7s | Global ETA: 32m 30s [2025-11-22T02:48:45.109510] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:45.109573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.111261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.111784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:45.112219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:45.155934] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:45.157067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.170537] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 36.3s | Global ETA: 32m 30s [2025-11-22T02:48:45.171511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:45.171577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:45.176682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.178606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.179101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:45.225182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:45.284151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.632209] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 11.8s | Global ETA: 32m 30s [2025-11-22T02:48:45.633180] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:45.633281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.634941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:45.635423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.635874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:45.636285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:45.637053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:45.761894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:45.762689] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 20.6s | Global ETA: 32m 30s [2025-11-22T02:48:45.763563] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:45.763584] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:45.763677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.764270] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:45.764964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.765298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.765795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:45.766245] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:45.767149] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:45.769523] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:45.770545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.772630] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 12.1s | Global ETA: 32m 30s [2025-11-22T02:48:45.773661] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:45.773746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.775462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.775984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:45.776427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:45.822420] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:45.823695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:45.871761] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 35.5s | Global ETA: 32m 30s [2025-11-22T02:48:45.872678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:45.872740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:45.877464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:45.879188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:45.879664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:45.922529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:45.978009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:46.355095] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 11.1s | Global ETA: 32m 30s [2025-11-22T02:48:46.356039] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:46.356106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:46.357864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:46.358352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:46.358814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:46.359212] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:46.360012] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:46.432109] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 19.9s | Global ETA: 32m 30s [2025-11-22T02:48:46.433000] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:46.433063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:46.434711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:46.435179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:46.435609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:46.436498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:46.438879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:46.439894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:46.460157] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.88% | Symbol ETA: 11.5s | Global ETA: 32m 30s [2025-11-22T02:48:46.461155] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:46.461228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:46.462997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:46.463494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:46.463955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:46.484724] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:46.486553] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:46.487280] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:46.488044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:46.509986] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:46.511354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:46.557010] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 34.8s | Global ETA: 32m 30s [2025-11-22T02:48:46.557935] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:46.557997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:46.562746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:46.564451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:46.564935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:46.607225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:46.662348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.078207] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 10.4s | Global ETA: 32m 30s [2025-11-22T02:48:47.079110] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:47.079175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.081186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:47.081734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.082166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.082552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:47.083328] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:47.102141] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 19.2s | Global ETA: 32m 30s [2025-11-22T02:48:47.103021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:47.103084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.104725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.105285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.105758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:47.106624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:47.109046] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:47.110054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.148683] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 2.55% | Symbol ETA: 10.9s | Global ETA: 32m 30s [2025-11-22T02:48:47.149600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:47.149685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.151426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.151955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.152437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:47.198044] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:47.199309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.206322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:47.208076] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:47.208788] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:47.209453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.241265] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.41% | Symbol ETA: 34.0s | Global ETA: 32m 31s [2025-11-22T02:48:47.242187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:47.242254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:47.247439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.249267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.249777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:47.293241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:47.351451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.785245] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 18.5s | Global ETA: 32m 31s [2025-11-22T02:48:47.786167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:47.786232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.787936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.788419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.788874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:47.789771] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:47.792119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:47.793131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.799285] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 9.6s | Global ETA: 32m 31s [2025-11-22T02:48:47.800192] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:47.800258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.801902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:47.802380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.802839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.803224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:47.804005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:47.827973] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 10.2s | Global ETA: 32m 31s [2025-11-22T02:48:47.828919] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:47.828983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.830768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.831302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:47.831768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:47.876745] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:47.878009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.931080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:47.932991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:47.933748] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:47.934458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:47.955859] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 33.3s | Global ETA: 32m 31s [2025-11-22T02:48:47.956791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:47.956866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:47.961769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:47.963930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:47.964535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:48.015073] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:48.072168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:48.442166] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 17.8s | Global ETA: 32m 31s [2025-11-22T02:48:48.443059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:48.443122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:48.444772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:48.445245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:48.445697] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:48.446566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:48.449025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:48.450041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:48.472609] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 9.5s | Global ETA: 32m 31s [2025-11-22T02:48:48.473512] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:48.473574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:48.475223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:48.475718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:48.476149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:48.518740] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:48.519841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:48.524785] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 8.9s | Global ETA: 32m 31s [2025-11-22T02:48:48.525683] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:48.525748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:48.527447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:48.527963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:48.528436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:48.528838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:48.529581] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:48.654915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:48.656756] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:48.657542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:48.658250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:48.666430] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 32.6s | Global ETA: 32m 31s [2025-11-22T02:48:48.667410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:48.667476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:48.672588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:48.674576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:48.675147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:48.720798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:48.777387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.108634] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 17.2s | Global ETA: 32m 31s [2025-11-22T02:48:49.109523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:49.109586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.111231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.111694] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 8.8s | Global ETA: 32m 31s [2025-11-22T02:48:49.111751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:49.112191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:49.112564] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:49.112627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.113102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:49.114296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.114787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:49.115207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:49.115542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:48:49.116548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.157828] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:49.158895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.247606] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.42% | Symbol ETA: 8.2s | Global ETA: 32m 31s [2025-11-22T02:48:49.248506] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:49.248572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.250234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:49.250739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.251174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:49.251559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:49.252323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:49.367228] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 31.9s | Global ETA: 32m 31s [2025-11-22T02:48:49.368198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:49.368502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:49.373317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.375192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.375711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:49.378365] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:49.380245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:49.380996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:49.381720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.418470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:48:49.475613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.760941] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 8.2s | Global ETA: 32m 32s [2025-11-22T02:48:49.761975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:49.762045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.763768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.764274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:49.764802] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:49.786799] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.83% | Symbol ETA: 16.5s | Global ETA: 32m 32s [2025-11-22T02:48:49.811694] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:49.812931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:49.955900] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.65%, Actual: 2.09% [2025-11-22T02:48:49.993133] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.68% | Symbol ETA: 7.5s | Global ETA: 32m 32s [2025-11-22T02:48:49.994085] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:49.994152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:49.995953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:49.996460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:49.996940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:49.997390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:49.998212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:50.075735] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.99% | Symbol ETA: 31.2s | Global ETA: 32m 32s [2025-11-22T02:48:50.128802] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.53%, Actual: 0.39% [2025-11-22T02:48:50.128964] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:50.130935] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:50.131696] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:50.132412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:50.246594] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.47%, Actual: 2.04% [2025-11-22T02:48:50.302786] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -4.35%, Actual: 0.85% [2025-11-22T02:48:50.411137] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 7.5s | Global ETA: 32m 32s [2025-11-22T02:48:50.412066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:50.412131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:50.413830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:50.414318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:50.414785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:50.428931] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 0.43%, Actual: 1.40% [2025-11-22T02:48:50.470053] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:48:50.471316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:50.473983] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 1.33% [2025-11-22T02:48:50.600500] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.43%, Actual: 0.26% [2025-11-22T02:48:50.642202] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.80% [2025-11-22T02:48:50.751877] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 6.7s | Global ETA: 32m 32s [2025-11-22T02:48:50.768289] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 1.69% [2025-11-22T02:48:50.815235] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 1.30% [2025-11-22T02:48:50.929117] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 53.79%, Actual: 0.02% [2025-11-22T02:48:50.936833] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.40% [2025-11-22T02:48:50.985723] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.60% [2025-11-22T02:48:51.065752] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.74% | Symbol ETA: 6.9s | Global ETA: 32m 32s [2025-11-22T02:48:51.108613] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 1.86% [2025-11-22T02:48:51.152203] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.90%, Actual: 0.36% [2025-11-22T02:48:51.165488] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.17%, Actual: 0.09% [2025-11-22T02:48:51.231073] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 1.38% [2025-11-22T02:48:51.280358] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.23% [2025-11-22T02:48:51.325521] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 1.45% [2025-11-22T02:48:51.333398] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 77.96% [2025-11-22T02:48:51.400593] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.10% [2025-11-22T02:48:51.448939] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 1.03% [2025-11-22T02:48:51.493936] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.83%, Actual: 1.98% [2025-11-22T02:48:51.494160] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 54.5286% [2025-11-22T02:48:51.494265] [INFO ] [main ] FCN: DISCARDED add_late_session_pressure (score: 54.53%) [2025-11-22T02:48:51.494315] [INFO ] [main ] FCN: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:48:51.494349] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T02:48:51.494387] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:48:51.499930] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 3.99% [2025-11-22T02:48:51.510072] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:51.511454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:51.511517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:51.513340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:51.513863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:51.514292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:51.515188] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:51.517605] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:51.519572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:51.566263] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 0.83% [2025-11-22T02:48:51.613527] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 0.99% [2025-11-22T02:48:51.666996] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 3.27% [2025-11-22T02:48:51.735424] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 2.55%, Actual: 1.16% [2025-11-22T02:48:51.778874] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.99%, Actual: 1.43% [2025-11-22T02:48:51.779059] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 48.0032% [2025-11-22T02:48:51.779157] [INFO ] [main ] FCF: DISCARDED add_gap_resolution_state (score: 48.00%) [2025-11-22T02:48:51.779198] [INFO ] [main ] FCF: Testing feature 13/53: add_gaps [2025-11-22T02:48:51.779231] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T02:48:51.779265] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:48:51.794417] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:51.795709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:51.795771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:51.800528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:51.802286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:51.802772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:51.835196] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 4.61% [2025-11-22T02:48:51.846720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:51.847591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:51.900803] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 0.75% [2025-11-22T02:48:52.000404] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 1.43% [2025-11-22T02:48:52.071396] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.53% [2025-11-22T02:48:52.169944] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.42%, Actual: 2.71% [2025-11-22T02:48:52.213933] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.40% | Symbol ETA: 21.1s | Global ETA: 32m 33s [2025-11-22T02:48:52.214902] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:52.214969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:52.216754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:52.217260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:52.217763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:52.218702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:52.221199] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:52.223279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:52.237093] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 1.15% [2025-11-22T02:48:52.347989] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.68%, Actual: 3.72% [2025-11-22T02:48:52.403589] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 0.65% [2025-11-22T02:48:52.435597] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.39% | Symbol ETA: 35.2s | Global ETA: 32m 33s [2025-11-22T02:48:52.436567] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:52.436630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:52.441567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:52.443464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:52.443955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:52.487857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:52.489385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:52.538745] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.27%, Actual: 7.34% [2025-11-22T02:48:52.538965] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 27.7283% [2025-11-22T02:48:52.539057] [INFO ] [main ] SEMR: DISCARDED add_prev_1100_to_open (score: 27.73%) [2025-11-22T02:48:52.539099] [INFO ] [main ] SEMR: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:48:52.539134] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_prev_close_to_1100'] [2025-11-22T02:48:52.539170] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:48:52.551728] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:52.553301] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:52.553368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:52.555168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:52.555736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:52.556182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:52.556595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:52.557449] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:52.571056] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 3.38% [2025-11-22T02:48:52.693965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:52.696085] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:52.696909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:52.697716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:52.738054] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.74%, Actual: 0.03% [2025-11-22T02:48:52.738257] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.6237% [2025-11-22T02:48:52.738347] [INFO ] [main ] GSK: DISCARDED add_preclose_acceleration_mag (score: 45.62%) [2025-11-22T02:48:52.738390] [INFO ] [main ] GSK: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:48:52.738423] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_prev_1100_to_open'] [2025-11-22T02:48:52.738460] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:48:52.751121] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:48:52.752583] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:52.752662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:52.754370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:52.754886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:52.755312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:52.802434] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:52.803217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:52.916522] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.57% | Symbol ETA: 20.4s | Global ETA: 32m 33s [2025-11-22T02:48:52.918709] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:52.918774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:52.920448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:52.920962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:52.921393] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:52.922300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:52.924673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:52.926613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:53.086332] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 34.6s | Global ETA: 32m 33s [2025-11-22T02:48:53.087231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:53.087293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:53.092083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:53.093885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:53.094350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:53.138197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:53.139178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:53.309797] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 58.51% | Symbol ETA: 13.0s | Global ETA: 32m 33s [2025-11-22T02:48:53.310717] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:53.310786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:53.312638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:53.313156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:53.313672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:53.314096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:53.314933] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:53.426512] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 12.2s | Global ETA: 32m 33s [2025-11-22T02:48:53.427852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:53.427918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:53.429639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:53.430157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:53.430633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:53.450357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:53.452258] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:53.453002] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:53.453722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:53.476099] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:53.476869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:53.594774] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.73% | Symbol ETA: 19.7s | Global ETA: 32m 33s [2025-11-22T02:48:53.595668] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:53.595732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:53.597377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:53.597874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:53.598299] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:53.599206] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:53.601561] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:53.603479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:53.729540] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 34.0s | Global ETA: 32m 33s [2025-11-22T02:48:53.730444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:53.730507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:53.735255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:53.737036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:53.737531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:53.781408] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:53.782519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.040345] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 12.1s | Global ETA: 32m 33s [2025-11-22T02:48:54.041254] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:54.041321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.043131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:54.043729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.044202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.044594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:54.045435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:54.088482] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 11.4s | Global ETA: 32m 33s [2025-11-22T02:48:54.089457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:54.089536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.091292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.091825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.092280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:54.138839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:54.139713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.179805] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:54.181754] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:54.182495] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:54.183344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.264813] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 18.9s | Global ETA: 32m 34s [2025-11-22T02:48:54.265702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:54.265766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.267414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.267921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.268347] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:54.269237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:54.271546] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:54.273466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.373082] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 2.07% | Symbol ETA: 33.3s | Global ETA: 32m 34s [2025-11-22T02:48:54.373996] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:54.374058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:54.378946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.380853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.381348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:54.425400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:54.426444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.744209] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 10.7s | Global ETA: 32m 34s [2025-11-22T02:48:54.745130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:54.745195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.746941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.747472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.747932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:54.784910] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 11.4s | Global ETA: 32m 34s [2025-11-22T02:48:54.785835] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:54.785901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.787573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:54.788078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.788511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.788912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:54.789700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:54.793046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:54.793869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.918801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:54.920618] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:54.921342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:54.922043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:54.941751] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 18.2s | Global ETA: 32m 34s [2025-11-22T02:48:54.942618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:54.942703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:54.944334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:54.944828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:54.945255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:54.946146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:54.948560] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:54.950839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:55.023241] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.81% | Symbol ETA: 32.7s | Global ETA: 32m 34s [2025-11-22T02:48:55.024155] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:55.024217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:55.028997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:55.031066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:55.031521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:55.075119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:55.076161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:55.411698] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 10.1s | Global ETA: 32m 34s [2025-11-22T02:48:55.412584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:55.412681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:55.414350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:55.414849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:55.415281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:55.459459] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:55.460256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:55.518012] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.24% | Symbol ETA: 10.6s | Global ETA: 32m 34s [2025-11-22T02:48:55.518910] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:55.518974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:55.520592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:55.521464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:55.521913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:55.522297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:55.523060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:55.612919] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.45% | Symbol ETA: 17.6s | Global ETA: 32m 34s [2025-11-22T02:48:55.613814] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:55.613891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:55.615521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:55.616004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:55.616503] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:55.617408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:55.619783] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:55.621695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:55.648597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:55.650443] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:55.651176] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:55.651877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:55.664714] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.09% | Symbol ETA: 32.0s | Global ETA: 32m 34s [2025-11-22T02:48:55.665610] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:55.665692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:55.670413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:55.672138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:55.672593] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:55.717748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:55.718809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.120933] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 9.5s | Global ETA: 32m 34s [2025-11-22T02:48:56.121827] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:56.121889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.123528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.124022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.124452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:56.169147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:56.170102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.236891] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.81% | Symbol ETA: 9.8s | Global ETA: 32m 34s [2025-11-22T02:48:56.237797] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:56.237861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.239473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:56.239973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.240401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.240802] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:56.241539] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:56.267372] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.69% | Symbol ETA: 16.9s | Global ETA: 32m 34s [2025-11-22T02:48:56.268290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:56.269360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.273409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.273905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.274340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:56.275245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:56.277674] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:56.279578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.306191] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 31.4s | Global ETA: 32m 34s [2025-11-22T02:48:56.307071] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:56.307133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:56.311855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.313570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.314046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:56.357453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:56.358501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.365949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:56.367793] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:56.368490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:56.369374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.796445] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 8.8s | Global ETA: 32m 35s [2025-11-22T02:48:56.797410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:56.797477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.799232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.799779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.800227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:56.845252] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:56.846320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.933145] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 16.2s | Global ETA: 32m 35s [2025-11-22T02:48:56.934047] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:56.934111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.935760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.936232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.936682] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:56.937614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:56.939976] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:56.941683] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 30.8s | Global ETA: 32m 35s [2025-11-22T02:48:56.941898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:56.943226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:56.943290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:56.948027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.949003] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 9.1s | Global ETA: 32m 35s [2025-11-22T02:48:56.949760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.949896] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:56.949960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:56.950216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:56.951605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:56.952121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:56.952553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:56.952954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:56.953715] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:56.992595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:56.993758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:57.077210] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:57.078832] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:57.079517] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:57.080213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:57.471023] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 8.1s | Global ETA: 32m 35s [2025-11-22T02:48:57.471974] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:57.472037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:57.473800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:57.474294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:57.474779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:57.522102] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:57.523338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:57.585811] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.42% | Symbol ETA: 30.1s | Global ETA: 32m 35s [2025-11-22T02:48:57.586705] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:57.586768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:48:57.591466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:57.593202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:57.593675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:57.600002] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.43% | Symbol ETA: 15.5s | Global ETA: 32m 35s [2025-11-22T02:48:57.600904] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:48:57.600968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:57.602596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:57.603088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:57.603519] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:48:57.604403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:48:57.606761] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:48:57.608744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:57.636540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:48:57.637459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:57.670440] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.27% | Symbol ETA: 8.4s | Global ETA: 32m 35s [2025-11-22T02:48:57.671324] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:57.671388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:57.673016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:57.673480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:57.673933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:57.674314] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:57.675089] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:57.797110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:57.798715] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:57.799409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:57.800102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:58.132710] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 7.4s | Global ETA: 32m 35s [2025-11-22T02:48:58.133574] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:58.134004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:58.135664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:58.136134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:58.136562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:58.179639] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:58.180358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:58.246953] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 29.5s | Global ETA: 32m 35s [2025-11-22T02:48:58.264156] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 14.8s | Global ETA: 32m 35s [2025-11-22T02:48:58.382048] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 7.6s | Global ETA: 32m 35s [2025-11-22T02:48:58.382955] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:58.383019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:58.384629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:58.385114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:58.385548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:58.385960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:58.386720] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:58.425749] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.39%, Actual: 2.04% [2025-11-22T02:48:58.429784] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.40%, Actual: 2.09% [2025-11-22T02:48:58.514667] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:58.516601] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:58.517444] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:58.518192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:58.594113] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.57%, Actual: 0.39% [2025-11-22T02:48:58.600917] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.40% [2025-11-22T02:48:58.760154] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.73%, Actual: 0.85% [2025-11-22T02:48:58.773509] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 6.8s | Global ETA: 32m 35s [2025-11-22T02:48:58.774392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:48:58.774454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:58.776106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:58.776592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:58.777040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:48:58.781123] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 0.26% [2025-11-22T02:48:58.819400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:48:58.820203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:58.928975] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 1.33% [2025-11-22T02:48:58.956437] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 2.07%, Actual: 1.69% [2025-11-22T02:48:59.114928] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.80% [2025-11-22T02:48:59.133824] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.81%, Actual: 0.40% [2025-11-22T02:48:59.138508] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -1.12% | Symbol ETA: 6.9s | Global ETA: 32m 36s [2025-11-22T02:48:59.139421] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:48:59.139488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:48:59.141226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:48:59.141740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:48:59.142195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:48:59.142635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:48:59.143822] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:48:59.279947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:48:59.281978] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:48:59.282760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:48:59.283467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:48:59.299877] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.45%, Actual: 1.30% [2025-11-22T02:48:59.310401] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.09%, Actual: 1.86% [2025-11-22T02:48:59.418723] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 6.1s | Global ETA: 32m 36s [2025-11-22T02:48:59.481222] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.69%, Actual: 0.60% [2025-11-22T02:48:59.490389] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.23% [2025-11-22T02:48:59.595214] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 1.38% [2025-11-22T02:48:59.656473] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 0.36% [2025-11-22T02:48:59.664856] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.03% [2025-11-22T02:48:59.772888] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 1.10% [2025-11-22T02:48:59.832048] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.43%, Actual: 1.45% [2025-11-22T02:48:59.834370] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.42%, Actual: 0.99% [2025-11-22T02:48:59.875582] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.91% | Symbol ETA: 6.2s | Global ETA: 32m 36s [2025-11-22T02:48:59.946385] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 0.83% [2025-11-22T02:49:00.000747] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.52%, Actual: 1.43% [2025-11-22T02:49:00.000964] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.4701% [2025-11-22T02:49:00.001058] [INFO ] [main ] FCF: DISCARDED add_gaps (score: 42.47%) [2025-11-22T02:49:00.001101] [INFO ] [main ] FCF: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:49:00.001134] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T02:49:00.001168] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:00.007977] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.73%, Actual: 1.98% [2025-11-22T02:49:00.008235] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 45.4225% [2025-11-22T02:49:00.008350] [INFO ] [main ] FCN: DISCARDED add_micro_gap_fill_velocity (score: 45.42%) [2025-11-22T02:49:00.008420] [INFO ] [main ] FCN: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:49:00.008457] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:49:00.008494] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:00.016629] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:00.018238] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:00.018302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:00.023129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:00.024899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:00.024854] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:00.025366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:00.026233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:00.026303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:00.028145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:00.028736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:00.029193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:00.030149] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:00.032734] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:00.033458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:00.042089] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 58.51%, Actual: 0.02% [2025-11-22T02:49:00.072306] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:00.073573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:00.126408] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 1.16% [2025-11-22T02:49:00.210820] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.09% [2025-11-22T02:49:00.299706] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.75% [2025-11-22T02:49:00.377735] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 77.96% [2025-11-22T02:49:00.473048] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 1.53% [2025-11-22T02:49:00.554995] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.24%, Actual: 3.99% [2025-11-22T02:49:00.648111] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 1.15% [2025-11-22T02:49:00.675078] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.43% | Symbol ETA: 30.6s | Global ETA: 32m 36s [2025-11-22T02:49:00.676053] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:00.676116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:00.681087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:00.683028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:00.683509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:00.728249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:00.729782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:00.867220] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.65% [2025-11-22T02:49:00.895768] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.81%, Actual: 3.27% [2025-11-22T02:49:00.956793] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.55% | Symbol ETA: 22.0s | Global ETA: 32m 36s [2025-11-22T02:49:00.957722] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:00.957797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:00.959428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:00.959937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:00.960369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:00.961264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:00.963715] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:00.964406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:01.113080] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 4.61% [2025-11-22T02:49:01.138258] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 3.38% [2025-11-22T02:49:01.285355] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.27%, Actual: 1.43% [2025-11-22T02:49:01.359706] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.81%, Actual: 0.03% [2025-11-22T02:49:01.359976] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 38.4710% [2025-11-22T02:49:01.360083] [INFO ] [main ] GSK: DISCARDED add_prev_1100_to_open (score: 38.47%) [2025-11-22T02:49:01.360126] [INFO ] [main ] GSK: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:49:01.360158] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_1100'] [2025-11-22T02:49:01.360192] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:01.372376] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:01.373744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:01.373808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:01.375473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:01.376016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:01.376455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:01.421480] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:01.422475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:01.537037] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 30.7s | Global ETA: 32m 37s [2025-11-22T02:49:01.538019] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:01.538080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:01.542941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:01.544810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:01.545276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:01.583331] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 2.71% [2025-11-22T02:49:01.609718] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:01.611138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:01.619320] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.57% | Symbol ETA: 20.0s | Global ETA: 32m 37s [2025-11-22T02:49:01.620251] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:01.620314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:01.625189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:01.625686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:01.626120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:01.627013] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:01.629367] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:01.630061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:01.760057] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -1.12%, Actual: 3.72% [2025-11-22T02:49:01.942932] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.91%, Actual: 7.34% [2025-11-22T02:49:01.943181] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 33.6320% [2025-11-22T02:49:01.943290] [INFO ] [main ] SEMR: DISCARDED add_prev_close_to_1100 (score: 33.63%) [2025-11-22T02:49:01.943349] [INFO ] [main ] SEMR: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:49:01.943394] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_prev_close_to_open'] [2025-11-22T02:49:01.943441] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:01.955451] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:01.957056] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:01.957124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:01.958906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:01.959418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:01.959924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:01.960324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:01.961115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:02.087080] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.72% | Symbol ETA: 12.3s | Global ETA: 32m 37s [2025-11-22T02:49:02.088019] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:02.088081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.089747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.090230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:02.090685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:02.092223] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:02.094246] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:02.094996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:02.095721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.134938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:02.135906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.208404] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.14% | Symbol ETA: 29.8s | Global ETA: 32m 37s [2025-11-22T02:49:02.209511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:02.209575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:02.214544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.216343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.217023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:02.263132] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:02.264559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.338597] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.08% | Symbol ETA: 19.0s | Global ETA: 32m 37s [2025-11-22T02:49:02.339507] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:02.339610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.341273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.341763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:02.342193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:02.343155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:02.345528] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:02.346259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.724303] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.42% | Symbol ETA: 12.8s | Global ETA: 32m 37s [2025-11-22T02:49:02.725246] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:02.725312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.727062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:02.727636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.728106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:02.728499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:02.729334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:02.743310] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.12% | Symbol ETA: 11.3s | Global ETA: 32m 37s [2025-11-22T02:49:02.744218] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:02.744280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.745967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.746473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:02.746920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:02.791481] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:02.792458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.860906] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:02.862828] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:02.863592] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:02.864092] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 28.9s | Global ETA: 32m 37s [2025-11-22T02:49:02.864458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:02.865049] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:02.865115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:02.870189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:02.872022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:02.872526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:02.919043] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:02.920627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:03.005775] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -2.06% | Symbol ETA: 18.1s | Global ETA: 32m 37s [2025-11-22T02:49:03.006664] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:03.006727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:03.008400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:03.008896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:03.009325] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:03.010240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:03.012751] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:03.013425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:03.403773] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 10.6s | Global ETA: 32m 37s [2025-11-22T02:49:03.404675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:03.404737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:03.406407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:03.406937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:03.407396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:03.449877] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 11.9s | Global ETA: 32m 37s [2025-11-22T02:49:03.450771] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:03.450837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:03.451296] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:03.452342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:03.452465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:03.452960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:03.453390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:03.453830] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:03.454564] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:03.538269] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.66% | Symbol ETA: 28.2s | Global ETA: 32m 37s [2025-11-22T02:49:03.539249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:03.539314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:03.544306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:03.546136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:03.546624] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:03.579106] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:03.580944] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:03.581663] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:03.582331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:03.594368] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:03.595892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:03.673153] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 17.3s | Global ETA: 32m 38s [2025-11-22T02:49:03.674049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:03.674112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:03.675783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:03.676247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:03.676696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:03.677582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:03.679954] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:03.680629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.060105] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 9.9s | Global ETA: 32m 38s [2025-11-22T02:49:04.061007] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:04.061110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.062774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.063259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.063747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:04.108130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:04.109185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.170815] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 11.0s | Global ETA: 32m 38s [2025-11-22T02:49:04.171726] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:04.171791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.173414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:04.173935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.174731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.175114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:04.175914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:04.218139] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 27.5s | Global ETA: 32m 38s [2025-11-22T02:49:04.219113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:04.219177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:04.224717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.226848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.227387] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:04.275005] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:04.276474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.299697] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:04.301551] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:04.302299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:04.302990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.334770] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 16.5s | Global ETA: 32m 38s [2025-11-22T02:49:04.335637] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:04.335720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.337380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.337893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.338322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:04.339209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:04.341590] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:04.342288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.715717] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.88% | Symbol ETA: 9.2s | Global ETA: 32m 38s [2025-11-22T02:49:04.716608] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:04.716707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.718389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.718893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.719332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:04.763360] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:04.764383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.894389] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.62% | Symbol ETA: 10.3s | Global ETA: 32m 38s [2025-11-22T02:49:04.895321] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:04.895387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.897179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:04.897736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.898181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.898576] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:04.899364] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:04.906434] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 26.8s | Global ETA: 32m 38s [2025-11-22T02:49:04.907476] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:04.907555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:04.912906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.914943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.915517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:04.965199] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:04.966676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:04.991544] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 15.8s | Global ETA: 32m 38s [2025-11-22T02:49:04.992438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:04.992501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:04.994173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:04.994659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:04.995089] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:04.995975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:04.998346] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:04.999072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:05.025288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:05.027247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:05.028009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:05.028725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:05.385994] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 8.5s | Global ETA: 32m 38s [2025-11-22T02:49:05.386893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:05.386955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:05.388586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:05.389079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:05.389512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:05.432357] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:05.433144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:05.586961] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -2.29% | Symbol ETA: 26.1s | Global ETA: 32m 38s [2025-11-22T02:49:05.587906] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:05.587971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:05.592851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:05.594721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:05.595205] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:05.610941] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 9.5s | Global ETA: 32m 38s [2025-11-22T02:49:05.611836] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:05.611899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:05.613516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:05.614012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:05.614439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:05.614842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:05.615572] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:05.638383] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:05.639813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:05.649807] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.47% | Symbol ETA: 15.0s | Global ETA: 32m 38s [2025-11-22T02:49:05.650699] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:05.650762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:05.652394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:05.652894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:05.656370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:05.657279] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:05.660078] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:05.660773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:05.736968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:05.738659] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:05.739357] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:05.740046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.037744] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 7.8s | Global ETA: 32m 39s [2025-11-22T02:49:06.038626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:06.038710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:06.040346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:06.040890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:06.041329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:06.084709] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:06.085582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.226505] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.57% | Symbol ETA: 25.4s | Global ETA: 32m 39s [2025-11-22T02:49:06.227411] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:06.227474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:06.232207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:06.234033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:06.234514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:06.278551] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:49:06.280035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.309385] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 14.3s | Global ETA: 32m 39s [2025-11-22T02:49:06.310283] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:06.310345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:06.311999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:06.312464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:06.312914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:06.313805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:06.315235] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -1.65% | Symbol ETA: 8.8s | Global ETA: 32m 39s [2025-11-22T02:49:06.316109] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:06.316118] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:06.316180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:06.316802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.317844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:06.318317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:06.318761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:06.319145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:06.319933] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:06.440843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:06.442455] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:06.443164] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:06.443864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.687236] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.37% | Symbol ETA: 7.2s | Global ETA: 32m 39s [2025-11-22T02:49:06.688200] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:06.688263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:06.690034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:06.690565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:06.691044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:06.735910] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:06.736806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:06.868729] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 24.7s | Global ETA: 32m 39s [2025-11-22T02:49:06.961260] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 13.6s | Global ETA: 32m 39s [2025-11-22T02:49:07.020432] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 4.31% | Symbol ETA: 8.0s | Global ETA: 32m 39s [2025-11-22T02:49:07.021322] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:07.021387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:07.023021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:07.023488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:07.023937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:07.024316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:07.025073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:07.036464] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.43%, Actual: 2.04% [2025-11-22T02:49:07.126730] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.55%, Actual: 2.09% [2025-11-22T02:49:07.145071] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:07.146724] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:07.147422] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:07.148111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:07.203271] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 1.40% [2025-11-22T02:49:07.291210] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.57%, Actual: 0.39% [2025-11-22T02:49:07.333599] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 6.5s | Global ETA: 32m 39s [2025-11-22T02:49:07.334490] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:07.334552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:07.336224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:07.336729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:07.337173] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:07.371770] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.14%, Actual: 0.26% [2025-11-22T02:49:07.380620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:49:07.381594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:07.455491] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.08%, Actual: 0.85% [2025-11-22T02:49:07.537597] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 1.69% [2025-11-22T02:49:07.620861] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -2.06%, Actual: 1.33% [2025-11-22T02:49:07.704402] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.66%, Actual: 0.40% [2025-11-22T02:49:07.724516] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 7.3s | Global ETA: 32m 39s [2025-11-22T02:49:07.725401] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:07.725466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:07.727131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:07.727668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:07.728129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:07.728508] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:07.729341] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:07.788373] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.80% [2025-11-22T02:49:07.850885] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:07.852576] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:07.853289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:07.854014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:07.870125] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 1.86% [2025-11-22T02:49:07.954671] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 1.30% [2025-11-22T02:49:07.981180] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 5.8s | Global ETA: 32m 39s [2025-11-22T02:49:08.038009] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.23% [2025-11-22T02:49:08.122139] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.96%, Actual: 0.60% [2025-11-22T02:49:08.151446] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.72%, Actual: 1.38% [2025-11-22T02:49:08.203847] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -2.29%, Actual: 1.03% [2025-11-22T02:49:08.290833] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.47%, Actual: 0.36% [2025-11-22T02:49:08.322739] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.12%, Actual: 1.10% [2025-11-22T02:49:08.371320] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.57%, Actual: 0.99% [2025-11-22T02:49:08.457373] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 1.45% [2025-11-22T02:49:08.463889] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 6.6s | Global ETA: 32m 40s [2025-11-22T02:49:08.464878] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:08.464945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:08.466691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:08.467214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:08.467774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:08.468225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:08.469063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:08.490689] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 0.83% [2025-11-22T02:49:08.537966] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 1.43% [2025-11-22T02:49:08.538178] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 43.7455% [2025-11-22T02:49:08.538276] [INFO ] [main ] FCF: DISCARDED add_intraday_skewness_proxies (score: 43.75%) [2025-11-22T02:49:08.538319] [INFO ] [main ] FCF: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:49:08.538350] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_intraday_volatility_percentile'] [2025-11-22T02:49:08.538385] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:08.551789] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:08.553089] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:08.553151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:08.558045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:08.559814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:08.560290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:08.603870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:08.606160] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:08.608136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:08.608876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:08.609675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:08.624000] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 1.98% [2025-11-22T02:49:08.624180] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 30.9994% [2025-11-22T02:49:08.624266] [INFO ] [main ] FCN: DISCARDED add_morning_followthrough_mag_T0 (score: 31.00%) [2025-11-22T02:49:08.624310] [INFO ] [main ] FCN: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:49:08.624342] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_morning_range_expansion'] [2025-11-22T02:49:08.624378] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:08.637686] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:08.638975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:08.639039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:08.640758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:08.641261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:08.641718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:08.642591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:08.644966] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:08.649197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:08.659546] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 1.16% [2025-11-22T02:49:08.688904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:08.831082] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 0.75% [2025-11-22T02:49:08.998072] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 1.53% [2025-11-22T02:49:09.166442] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 1.15% [2025-11-22T02:49:09.190608] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 5.9s | Global ETA: 32m 40s [2025-11-22T02:49:09.271109] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.40% | Symbol ETA: 29.6s | Global ETA: 32m 40s [2025-11-22T02:49:09.272017] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:09.272079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:09.276805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:09.278550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:09.279042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:09.305348] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 18.7s | Global ETA: 32m 40s [2025-11-22T02:49:09.306244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:09.306308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:09.308019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:09.308490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:09.308938] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:09.309831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:09.312171] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:09.316411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:09.322273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:09.335366] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.37%, Actual: 0.65% [2025-11-22T02:49:09.356929] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.42%, Actual: 0.02% [2025-11-22T02:49:09.406845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:09.504723] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.75%, Actual: 3.38% [2025-11-22T02:49:09.523757] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.79%, Actual: 0.09% [2025-11-22T02:49:09.673307] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.03% [2025-11-22T02:49:09.673520] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 43.2005% [2025-11-22T02:49:09.673615] [INFO ] [main ] GSK: DISCARDED add_prev_close_to_1100 (score: 43.20%) [2025-11-22T02:49:09.673678] [INFO ] [main ] GSK: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:49:09.673713] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_prev_close_to_open'] [2025-11-22T02:49:09.673749] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:09.685589] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:09.686886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:09.686948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:09.688753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:09.689322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:09.689815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:09.690827] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 77.96% [2025-11-22T02:49:09.736009] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:09.736879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:09.857697] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.62%, Actual: 3.99% [2025-11-22T02:49:09.972996] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.62% | Symbol ETA: 18.1s | Global ETA: 32m 40s [2025-11-22T02:49:09.973950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:09.974015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:09.975631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:09.976134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:09.976566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:09.977496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:09.979891] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:09.984012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:09.988194] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.96% | Symbol ETA: 28.9s | Global ETA: 32m 40s [2025-11-22T02:49:09.989079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:09.989142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:09.993867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:09.995578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:09.996066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:10.025734] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 3.27% [2025-11-22T02:49:10.039160] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:10.123516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:10.195952] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -1.65%, Actual: 4.61% [2025-11-22T02:49:10.346871] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.81% | Symbol ETA: 11.1s | Global ETA: 32m 40s [2025-11-22T02:49:10.347794] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:10.347869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:10.349523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:10.350051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:10.350501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:10.364942] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 4.31%, Actual: 1.43% [2025-11-22T02:49:10.394810] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:10.395537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:10.551398] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.67%, Actual: 2.71% [2025-11-22T02:49:10.636815] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.10% | Symbol ETA: 17.4s | Global ETA: 32m 40s [2025-11-22T02:49:10.637748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:10.637828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:10.642892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:10.643369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:10.643827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:10.644720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:10.647094] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:10.651337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:10.705079] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.45% | Symbol ETA: 28.2s | Global ETA: 32m 41s [2025-11-22T02:49:10.705980] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:10.706044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:10.710768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:10.712526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:10.713021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:10.731541] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.31%, Actual: 3.72% [2025-11-22T02:49:10.756100] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:10.840733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:10.900004] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 1.12%, Actual: 7.34% [2025-11-22T02:49:10.900216] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 29.0074% [2025-11-22T02:49:10.900308] [INFO ] [main ] SEMR: DISCARDED add_prev_close_to_open (score: 29.01%) [2025-11-22T02:49:10.900351] [INFO ] [main ] SEMR: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:49:10.900384] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_prior_day_tail_pressure'] [2025-11-22T02:49:10.900418] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:10.911859] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:10.913305] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:10.913370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:10.915068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:10.915557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:10.916043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:10.916426] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:10.917224] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:11.006108] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 10.5s | Global ETA: 32m 41s [2025-11-22T02:49:11.007021] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:11.007082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.008762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.009233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:11.009677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:11.041016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:11.042614] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:11.043317] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:11.045974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.053955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:11.054944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.303952] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -2.68% | Symbol ETA: 16.7s | Global ETA: 32m 41s [2025-11-22T02:49:11.304853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:11.304916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.306528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.307012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:11.307480] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:11.308376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:11.310708] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:11.314793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.418376] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 27.5s | Global ETA: 32m 41s [2025-11-22T02:49:11.419260] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:11.419323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:11.424330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.426421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.426914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:11.470530] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:11.554494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.633016] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 52.55% | Symbol ETA: 11.6s | Global ETA: 32m 41s [2025-11-22T02:49:11.633912] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:11.633977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.635699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:11.636200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.636627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:11.637068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:11.637857] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:11.658352] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 9.8s | Global ETA: 32m 41s [2025-11-22T02:49:11.659276] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:11.659337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.660972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.661437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:11.661893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:11.705543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:11.706314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.761852] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:11.763439] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:11.764146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:11.766814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:11.977636] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 16.1s | Global ETA: 32m 41s [2025-11-22T02:49:11.978550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:11.978629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:11.980314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:11.980829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:11.981259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:11.982137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:11.984478] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:11.988675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:12.135047] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.45% | Symbol ETA: 26.8s | Global ETA: 32m 41s [2025-11-22T02:49:12.135944] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:12.136006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:12.140737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.142521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.143019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:12.185288] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:12.267923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:12.321118] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.78% | Symbol ETA: 9.1s | Global ETA: 32m 41s [2025-11-22T02:49:12.322009] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:12.322071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.323750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.324229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:12.324685] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:12.350374] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.20% | Symbol ETA: 10.9s | Global ETA: 32m 41s [2025-11-22T02:49:12.351264] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:12.351330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.352965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:12.353441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.353893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:12.354605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:12.355371] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:12.368370] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:12.369282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:12.478754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:12.480409] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:12.481114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:12.483815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:12.659382] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 15.4s | Global ETA: 32m 41s [2025-11-22T02:49:12.660422] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:12.660494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.662333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.662888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:12.663352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:12.664276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:12.666831] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:12.671272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:12.948218] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 26.1s | Global ETA: 32m 41s [2025-11-22T02:49:12.949418] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:12.949480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:12.954154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.955876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.956352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:12.974193] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 8.5s | Global ETA: 32m 41s [2025-11-22T02:49:12.975095] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:12.975157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:12.976848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:12.977361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:12.977820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:12.998785] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:13.021537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:13.022553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.081812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.084334] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 10.2s | Global ETA: 32m 42s [2025-11-22T02:49:13.085192] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:13.085257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:13.086895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:13.087397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:13.087862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:13.088243] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:13.089033] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:13.211458] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:13.213207] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:13.213921] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:13.216577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.333377] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 14.7s | Global ETA: 32m 42s [2025-11-22T02:49:13.334309] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:13.334374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:13.336050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:13.336539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:13.337003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:13.337930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:13.340296] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:13.344551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.630566] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 7.8s | Global ETA: 32m 42s [2025-11-22T02:49:13.631455] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:13.631885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:13.633571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:13.634075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:13.634506] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:13.672739] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 25.4s | Global ETA: 32m 42s [2025-11-22T02:49:13.673631] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:13.673716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:13.678798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:13.679563] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:13.680375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.680568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:13.681081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:13.726578] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:13.808366] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.63% | Symbol ETA: 9.5s | Global ETA: 32m 42s [2025-11-22T02:49:13.809332] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:13.809400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:13.811127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:13.811617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:13.812099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:13.812499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:13.813279] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:13.815944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:13.947407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:13.949238] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:13.950023] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:13.952821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.023416] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 14.1s | Global ETA: 32m 42s [2025-11-22T02:49:14.024364] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:14.024428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.026153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.026665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:14.027109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:14.028263] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:14.031533] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:14.037231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.287604] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 7.2s | Global ETA: 32m 42s [2025-11-22T02:49:14.288492] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:14.288555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.290260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.290767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:14.291202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:14.334537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:14.335322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.410425] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.73% | Symbol ETA: 24.6s | Global ETA: 32m 42s [2025-11-22T02:49:14.411341] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:14.411404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:14.416171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.417940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.418418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:14.461810] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:14.546170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.612468] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.75% | Symbol ETA: 8.9s | Global ETA: 32m 42s [2025-11-22T02:49:14.613491] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:14.613559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.615241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:14.615816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.616279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:14.616883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:14.617725] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:14.722940] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 13.4s | Global ETA: 32m 42s [2025-11-22T02:49:14.723864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:14.723932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.725573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.726089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:14.726523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:14.727440] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:14.729852] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:49:14.738121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.751370] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:14.753247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:14.754015] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:14.756933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:14.952791] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 6.5s | Global ETA: 32m 42s [2025-11-22T02:49:14.953709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:14.953770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:14.955386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:14.955889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:14.956324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:14.999541] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:15.000287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:15.130812] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 23.9s | Global ETA: 32m 42s [2025-11-22T02:49:15.131697] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:15.131759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:15.136482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:15.138291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:15.138794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:15.182400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:49:15.267668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:15.377068] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 8.1s | Global ETA: 32m 42s [2025-11-22T02:49:15.378080] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:15.378148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:15.380002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:15.380511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:15.381002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:15.381397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:15.382322] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:15.404758] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 12.7s | Global ETA: 32m 42s [2025-11-22T02:49:15.517593] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:15.519550] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:15.520306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:15.523174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:15.577430] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 2.09% [2025-11-22T02:49:15.605758] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 5.9s | Global ETA: 32m 43s [2025-11-22T02:49:15.606623] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:15.606709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:15.608369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:15.608865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:15.609320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:15.653667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:49:15.654479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:15.750315] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.62%, Actual: 0.39% [2025-11-22T02:49:15.852749] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 23.2s | Global ETA: 32m 43s [2025-11-22T02:49:15.917450] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.10%, Actual: 0.85% [2025-11-22T02:49:16.021023] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 2.04% [2025-11-22T02:49:16.087931] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 1.33% [2025-11-22T02:49:16.141829] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 7.4s | Global ETA: 32m 43s [2025-11-22T02:49:16.142984] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:16.143066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:16.144899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:16.145391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:16.145880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:16.146315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:16.147168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:16.191801] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.96%, Actual: 1.40% [2025-11-22T02:49:16.259983] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 5.2s | Global ETA: 32m 43s [2025-11-22T02:49:16.262298] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.80% [2025-11-22T02:49:16.280915] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:16.283041] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:16.283827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:16.286830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:16.360923] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.45%, Actual: 0.26% [2025-11-22T02:49:16.430475] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.81%, Actual: 1.38% [2025-11-22T02:49:16.431088] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 1.30% [2025-11-22T02:49:16.526625] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.69% [2025-11-22T02:49:16.598034] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.60% [2025-11-22T02:49:16.598014] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 1.10% [2025-11-22T02:49:16.692927] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.45%, Actual: 0.40% [2025-11-22T02:49:16.764389] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.36% [2025-11-22T02:49:16.765660] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.83% [2025-11-22T02:49:16.858297] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 1.86% [2025-11-22T02:49:16.906432] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 6.7s | Global ETA: 32m 43s [2025-11-22T02:49:16.907376] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:16.907459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:16.909150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:16.909701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:16.910144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:16.910569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:16.911358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:16.931683] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 1.45% [2025-11-22T02:49:16.934723] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.78%, Actual: 1.16% [2025-11-22T02:49:17.034788] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.23% [2025-11-22T02:49:17.042129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:17.043882] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:17.044720] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:17.047669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:17.099529] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.23%, Actual: 1.98% [2025-11-22T02:49:17.099754] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.7340% [2025-11-22T02:49:17.099855] [INFO ] [main ] FCN: DISCARDED add_morning_range_expansion (score: 48.73%) [2025-11-22T02:49:17.099900] [INFO ] [main ] FCN: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:49:17.099935] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_11_elasticity'] [2025-11-22T02:49:17.099975] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:17.104820] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.75% [2025-11-22T02:49:17.113300] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:17.114604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:17.114689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:17.116428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:17.116980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:17.117469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:17.118394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:17.120924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:17.122100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:17.214462] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.73%, Actual: 1.03% [2025-11-22T02:49:17.274526] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 1.53% [2025-11-22T02:49:17.389299] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.99% [2025-11-22T02:49:17.444152] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 1.15% [2025-11-22T02:49:17.559858] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 1.43% [2025-11-22T02:49:17.560067] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 46.2834% [2025-11-22T02:49:17.560188] [INFO ] [main ] FCF: DISCARDED add_intraday_volatility_percentile (score: 46.28%) [2025-11-22T02:49:17.560232] [INFO ] [main ] FCF: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:49:17.560266] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T02:49:17.560301] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:17.574051] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:17.575356] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:17.575421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:17.580523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:17.582407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:17.582923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:17.614283] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.65% [2025-11-22T02:49:17.634091] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.84% | Symbol ETA: 5.9s | Global ETA: 32m 43s [2025-11-22T02:49:17.634989] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:17.635054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:17.636478] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:17.636724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:17.637226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:17.637692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:17.637772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:17.638076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:17.638832] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:17.759688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:17.761432] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:17.762147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:17.764858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:17.782841] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 3.38% [2025-11-22T02:49:17.875612] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.45% | Symbol ETA: 18.4s | Global ETA: 32m 44s [2025-11-22T02:49:17.876531] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:17.876597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:17.878404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:17.878952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:17.879443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:17.880391] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:17.882959] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:17.884187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:17.953959] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.20%, Actual: 0.03% [2025-11-22T02:49:17.954160] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 45.7929% [2025-11-22T02:49:17.954247] [INFO ] [main ] GSK: DISCARDED add_prev_close_to_open (score: 45.79%) [2025-11-22T02:49:17.954292] [INFO ] [main ] GSK: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:49:17.954324] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_prior_day_tail_pressure'] [2025-11-22T02:49:17.954358] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:17.966192] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:17.967660] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:17.967726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:17.969422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:17.969953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:17.970410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:18.014670] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:18.017384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:18.264024] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.06% | Symbol ETA: 28.5s | Global ETA: 32m 44s [2025-11-22T02:49:18.264916] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:18.264980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:18.270164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:18.271905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:18.272370] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:18.318824] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:18.319687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:18.347631] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 5.2s | Global ETA: 32m 44s [2025-11-22T02:49:18.514965] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 52.55%, Actual: 0.02% [2025-11-22T02:49:18.565697] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.44% | Symbol ETA: 17.4s | Global ETA: 32m 44s [2025-11-22T02:49:18.566565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:18.566630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:18.568369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:18.568871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:18.569305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:18.570192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:18.572603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:18.573782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:18.629940] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 10.7s | Global ETA: 32m 44s [2025-11-22T02:49:18.630833] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:18.630895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:18.632562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:18.633061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:18.633492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:18.678666] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:18.682424] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.09% [2025-11-22T02:49:18.683307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:18.846960] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 77.96% [2025-11-22T02:49:18.922881] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 27.6s | Global ETA: 32m 44s [2025-11-22T02:49:18.923804] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:18.923868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:18.928844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:18.930691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:18.931198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:18.977509] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:18.978281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:19.010855] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.63%, Actual: 3.99% [2025-11-22T02:49:19.176303] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.75%, Actual: 3.27% [2025-11-22T02:49:19.252189] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.67% | Symbol ETA: 16.5s | Global ETA: 32m 44s [2025-11-22T02:49:19.253090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:19.253153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:19.254792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:19.255269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:19.255723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:19.256593] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:19.258972] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:19.260085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:19.300745] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 10.1s | Global ETA: 32m 44s [2025-11-22T02:49:19.301604] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:19.301686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:19.303339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:19.303871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:19.304312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:19.341144] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 4.61% [2025-11-22T02:49:19.348562] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:19.351289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:19.507372] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 1.43% [2025-11-22T02:49:19.568396] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 26.9s | Global ETA: 32m 44s [2025-11-22T02:49:19.569332] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:19.569395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:19.574431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:19.576234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:19.576736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:19.621472] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:19.622247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:19.673723] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 2.71% [2025-11-22T02:49:19.840552] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.84%, Actual: 3.72% [2025-11-22T02:49:19.927842] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 15.8s | Global ETA: 32m 44s [2025-11-22T02:49:19.928783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:19.928858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:19.930550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:19.931063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:19.931513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:19.932425] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:19.938509] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:19.939668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:19.960624] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.12% | Symbol ETA: 9.4s | Global ETA: 32m 44s [2025-11-22T02:49:19.961533] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:19.961596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:19.963259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:19.963756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:19.964236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:20.007871] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.27%, Actual: 7.34% [2025-11-22T02:49:20.008102] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 32.8183% [2025-11-22T02:49:20.008192] [INFO ] [main ] SEMR: DISCARDED add_prior_day_tail_pressure (score: 32.82%) [2025-11-22T02:49:20.008233] [INFO ] [main ] SEMR: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:49:20.008265] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_prior_mag_lag'] [2025-11-22T02:49:20.008300] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:20.008609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:20.011619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.019701] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:20.021097] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:20.021167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.022842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:20.023335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.023785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:20.024171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:20.024946] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:20.150925] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:20.152548] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:20.153252] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:20.154823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.214752] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.95% | Symbol ETA: 26.2s | Global ETA: 32m 45s [2025-11-22T02:49:20.215665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:20.215729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:20.220997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.222770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.223246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:20.266803] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:20.267494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.625067] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 15.1s | Global ETA: 32m 45s [2025-11-22T02:49:20.625956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:20.626039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.627707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.628218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:20.628679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:20.629544] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:20.631902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:20.633033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.635253] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 8.8s | Global ETA: 32m 45s [2025-11-22T02:49:20.636205] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:20.636272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.638046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.638582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:20.639058] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:20.685911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:20.689162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.771206] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 49.65% | Symbol ETA: 11.6s | Global ETA: 32m 45s [2025-11-22T02:49:20.772100] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:20.772165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.773812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:20.774320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.774778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:20.775530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:20.776289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:20.863717] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.25% | Symbol ETA: 25.5s | Global ETA: 32m 45s [2025-11-22T02:49:20.864579] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:20.864663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:20.869490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:20.871239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:20.871725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:20.900452] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:20.902150] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:20.902862] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:20.904405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:20.914908] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:20.915599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:21.289662] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 14.3s | Global ETA: 32m 45s [2025-11-22T02:49:21.290523] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:21.290586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.292242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.292741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:21.293177] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:21.294051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:21.296400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:21.297559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:21.304234] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 8.1s | Global ETA: 32m 45s [2025-11-22T02:49:21.305144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:21.305209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.306936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.307461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:21.307940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:21.353378] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:21.356303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:21.487117] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.74% | Symbol ETA: 10.7s | Global ETA: 32m 45s [2025-11-22T02:49:21.488048] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:21.488126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.489770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:21.490268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.490718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:21.491106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:21.491858] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:21.500920] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 24.9s | Global ETA: 32m 45s [2025-11-22T02:49:21.501831] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:21.501893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:21.506578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.508333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.508822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:21.551743] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:21.552486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:21.615895] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:21.617681] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:21.618377] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:21.619925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:21.974175] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.93% | Symbol ETA: 13.6s | Global ETA: 32m 45s [2025-11-22T02:49:21.975070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:21.975132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.976778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.977252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:21.977459] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 7.4s | Global ETA: 32m 45s [2025-11-22T02:49:21.977729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:21.978418] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:21.978487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:21.978589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:21.980192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:21.980733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:21.980950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:21.981174] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:21.982063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.025637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:22.028861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.157792] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 24.2s | Global ETA: 32m 45s [2025-11-22T02:49:22.158690] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:22.158753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:22.163448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:22.165174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:22.165658] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:22.208942] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:22.210049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.231704] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.77% | Symbol ETA: 10.0s | Global ETA: 32m 45s [2025-11-22T02:49:22.232563] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:22.232629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:22.234346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:22.234845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:22.235278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:22.235679] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:22.236435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:22.369487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:22.371465] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:22.372241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:22.374082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.632390] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 12.9s | Global ETA: 32m 46s [2025-11-22T02:49:22.633301] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:22.633363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:22.635007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:22.635485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:22.635937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:22.636816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:22.639177] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:22.639719] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 6.8s | Global ETA: 32m 46s [2025-11-22T02:49:22.640281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.640600] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:22.640685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:22.642386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:22.642917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:22.643375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:22.687769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:22.690659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.788798] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.43% | Symbol ETA: 23.6s | Global ETA: 32m 46s [2025-11-22T02:49:22.789718] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:22.790106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:22.795061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:22.796813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:22.797280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:22.841025] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:22.841757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:22.997757] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 9.3s | Global ETA: 32m 46s [2025-11-22T02:49:22.998819] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:22.998893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.000658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:23.001153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.001595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:23.002025] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:23.002837] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:23.136986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:23.138961] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:23.139760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:23.141398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:23.293472] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 12.2s | Global ETA: 32m 46s [2025-11-22T02:49:23.294375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:23.294439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.296069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.296549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:23.297019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:23.297927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:23.300260] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:49:23.301375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:23.324869] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 6.1s | Global ETA: 32m 46s [2025-11-22T02:49:23.325751] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:23.325812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.327437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.327940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:23.328407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:23.371190] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:23.374108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:23.428684] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 22.9s | Global ETA: 32m 46s [2025-11-22T02:49:23.430242] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:23.430307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:23.435257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.437064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.437576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:23.480043] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:23.480735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:23.729378] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 8.5s | Global ETA: 32m 46s [2025-11-22T02:49:23.730764] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:23.730829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.732465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:23.732960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.733388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:23.733818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:23.734563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:23.859618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:23.861415] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:23.862161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:23.863770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:23.957273] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.33% | Symbol ETA: 11.6s | Global ETA: 32m 46s [2025-11-22T02:49:23.977052] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.46% | Symbol ETA: 5.4s | Global ETA: 32m 46s [2025-11-22T02:49:23.977983] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:23.978047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:23.979688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:23.980174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:23.980604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:24.023508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:49:24.026525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:24.065046] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 1.47% | Symbol ETA: 22.3s | Global ETA: 32m 46s [2025-11-22T02:49:24.124427] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.45%, Actual: 2.09% [2025-11-22T02:49:24.236994] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.06%, Actual: 2.04% [2025-11-22T02:49:24.289101] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.44%, Actual: 0.39% [2025-11-22T02:49:24.410608] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.40% [2025-11-22T02:49:24.453059] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.67%, Actual: 0.85% [2025-11-22T02:49:24.466344] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 7.8s | Global ETA: 32m 46s [2025-11-22T02:49:24.467237] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:24.467301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:24.469006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:24.469480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:24.469927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:24.470311] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:24.471069] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:24.583830] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 0.26% [2025-11-22T02:49:24.600487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:24.602839] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:24.603735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:24.605411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:24.620296] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 1.33% [2025-11-22T02:49:24.625950] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 4.8s | Global ETA: 32m 46s [2025-11-22T02:49:24.755372] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 1.69% [2025-11-22T02:49:24.785288] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 0.80% [2025-11-22T02:49:24.803019] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 1.38% [2025-11-22T02:49:24.926004] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.25%, Actual: 0.40% [2025-11-22T02:49:24.951063] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.30% [2025-11-22T02:49:24.973611] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 1.10% [2025-11-22T02:49:25.095449] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 1.86% [2025-11-22T02:49:25.115484] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.93%, Actual: 0.60% [2025-11-22T02:49:25.140225] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.12%, Actual: 0.83% [2025-11-22T02:49:25.193063] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 7.0s | Global ETA: 32m 47s [2025-11-22T02:49:25.193953] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:25.194017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:25.195633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:25.196125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:25.196555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:25.196959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:25.197757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:25.264452] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.23% [2025-11-22T02:49:25.280355] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 0.36% [2025-11-22T02:49:25.313588] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 1.16% [2025-11-22T02:49:25.321224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:25.322985] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:25.323731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:25.325264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:25.436730] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.43%, Actual: 1.03% [2025-11-22T02:49:25.445264] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 1.45% [2025-11-22T02:49:25.485501] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.75% [2025-11-22T02:49:25.612728] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.99% [2025-11-22T02:49:25.628336] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.33%, Actual: 1.98% [2025-11-22T02:49:25.628566] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 49.3811% [2025-11-22T02:49:25.629160] [INFO ] [main ] FCN: DISCARDED add_open_11_elasticity (score: 49.38%) [2025-11-22T02:49:25.629233] [INFO ] [main ] FCN: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:49:25.629271] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_reversal_intensity'] [2025-11-22T02:49:25.629306] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:25.645770] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:25.647080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:25.647145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:25.648879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:25.649384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:25.649845] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:25.650762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:25.653129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:25.654468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:25.675844] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.53% [2025-11-22T02:49:25.789374] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 1.43% [2025-11-22T02:49:25.789621] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 57.2510% [2025-11-22T02:49:25.789819] [INFO ] [main ] FCF: KEPT add_last_hour_momentum_mag (score: 57.25%) [2025-11-22T02:49:25.789871] [INFO ] [main ] FCF: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:49:25.789907] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_late_day_volatility'] [2025-11-22T02:49:25.789944] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:25.807748] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:25.809072] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:25.809350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:25.814531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:25.816411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:25.816933] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:25.843255] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 1.15% [2025-11-22T02:49:25.863723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:25.864613] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:25.866510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:25.919025] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.74% | Symbol ETA: 6.3s | Global ETA: 32m 47s [2025-11-22T02:49:25.919926] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:25.919990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:25.921661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:25.922189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:25.922634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:25.923038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:25.923833] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:26.010110] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.74%, Actual: 0.65% [2025-11-22T02:49:26.049014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:26.050880] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:26.051633] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:26.053267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:26.179917] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.46%, Actual: 3.38% [2025-11-22T02:49:26.310530] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 16.7s | Global ETA: 32m 47s [2025-11-22T02:49:26.311414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:26.311477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:26.313140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:26.313624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:26.314080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:26.314961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:26.317305] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:26.318657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:26.347433] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 0.03% [2025-11-22T02:49:26.347602] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 34.6093% [2025-11-22T02:49:26.347709] [INFO ] [main ] GSK: DISCARDED add_prior_day_tail_pressure (score: 34.61%) [2025-11-22T02:49:26.347755] [INFO ] [main ] GSK: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:49:26.347787] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_prior_mag_lag'] [2025-11-22T02:49:26.347821] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:26.359393] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:26.360680] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:26.360742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:26.362403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:26.362937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:26.363369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:26.406995] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:26.408606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:26.458323] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -5.12% | Symbol ETA: 24.4s | Global ETA: 32m 47s [2025-11-22T02:49:26.459224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:26.459286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:26.464074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:26.465816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:26.466284] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:26.510060] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:26.511004] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:26.512816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:26.653714] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 5.6s | Global ETA: 32m 47s [2025-11-22T02:49:26.654620] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:26.654709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:26.656470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:26.657084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:26.657613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:26.658033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:26.659063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:26.788169] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:26.790005] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:26.790735] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:26.792278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:26.968654] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.10% | Symbol ETA: 16.0s | Global ETA: 32m 47s [2025-11-22T02:49:26.969547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:26.969611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:26.971284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:26.971798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:26.972232] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:26.973115] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:26.975450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:26.976758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.003007] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 10.2s | Global ETA: 32m 47s [2025-11-22T02:49:27.003895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:27.003957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:27.005575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:27.006076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:27.006512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:27.049551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:27.051158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.123850] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 4.26% | Symbol ETA: 23.8s | Global ETA: 32m 47s [2025-11-22T02:49:27.124782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:27.124845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:27.129675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:27.131482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:27.132009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:27.175935] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:27.176855] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:27.178668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.389684] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.30% | Symbol ETA: 4.8s | Global ETA: 32m 48s [2025-11-22T02:49:27.556552] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 49.65%, Actual: 0.02% [2025-11-22T02:49:27.645661] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 9.6s | Global ETA: 32m 48s [2025-11-22T02:49:27.646522] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:27.646585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:27.648600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:27.649299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:27.649775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:27.663207] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.71% | Symbol ETA: 15.5s | Global ETA: 32m 48s [2025-11-22T02:49:27.664401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:27.664479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:27.666822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:27.667700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:27.668458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:27.669354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:27.671753] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:27.673047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.693605] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:27.695261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.726677] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.74%, Actual: 0.09% [2025-11-22T02:49:27.781252] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 23.1s | Global ETA: 32m 48s [2025-11-22T02:49:27.782143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:27.782521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:27.787299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:27.789089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:27.789606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:27.834462] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:27.835302] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:27.837203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:27.895856] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.77%, Actual: 77.96% [2025-11-22T02:49:28.063763] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 3.99% [2025-11-22T02:49:28.232574] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 3.27% [2025-11-22T02:49:28.298336] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 9.0s | Global ETA: 32m 48s [2025-11-22T02:49:28.299259] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:28.299332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:28.301002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:28.301478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:28.301950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:28.345432] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 14.8s | Global ETA: 32m 48s [2025-11-22T02:49:28.346282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:28.346348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:28.346412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:28.347909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:28.348069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:28.348575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:28.349022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:28.349929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:28.352269] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:28.353596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:28.399939] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.01%, Actual: 4.61% [2025-11-22T02:49:28.438725] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 22.5s | Global ETA: 32m 48s [2025-11-22T02:49:28.439613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:28.439713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:28.444530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:28.446306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:28.446797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:28.490075] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:28.490833] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:28.492572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:28.568529] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -1.28%, Actual: 1.43% [2025-11-22T02:49:28.738168] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.74%, Actual: 2.71% [2025-11-22T02:49:28.904059] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.83%, Actual: 3.72% [2025-11-22T02:49:28.946220] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.52% | Symbol ETA: 8.3s | Global ETA: 32m 48s [2025-11-22T02:49:28.947113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:28.947198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:28.949174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:28.949674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:28.950109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:28.993401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:28.995002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.017416] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 14.1s | Global ETA: 32m 48s [2025-11-22T02:49:29.018310] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:29.018373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.020055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.020536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:29.020989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:29.021906] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:29.024322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:29.025695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.070172] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.30%, Actual: 7.34% [2025-11-22T02:49:29.070391] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 28.9763% [2025-11-22T02:49:29.070482] [INFO ] [main ] SEMR: DISCARDED add_prior_mag_lag (score: 28.98%) [2025-11-22T02:49:29.070550] [INFO ] [main ] SEMR: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:49:29.070586] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_range_overlap_v_prior_day'] [2025-11-22T02:49:29.070621] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:29.082545] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:29.083866] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:29.083933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.085697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:29.086222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.086717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:29.087120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:29.087938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:29.104169] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.51% | Symbol ETA: 21.8s | Global ETA: 32m 48s [2025-11-22T02:49:29.105106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:29.105170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:29.110203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.111986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.112468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:29.156971] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:29.157858] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:29.159608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.215350] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:29.217125] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:29.217899] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:29.220339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.620518] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 7.7s | Global ETA: 32m 49s [2025-11-22T02:49:29.621510] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:29.621576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.623355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.623943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:29.624459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:29.681594] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:29.684330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.750190] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 13.5s | Global ETA: 32m 49s [2025-11-22T02:49:29.751586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:29.751696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.754266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.755087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:29.755754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:29.757120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:29.761245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:29.763314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:29.803437] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.31% | Symbol ETA: 21.2s | Global ETA: 32m 49s [2025-11-22T02:49:29.804886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:29.804994] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:29.810814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.812900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.813509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:29.868333] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 48.21% | Symbol ETA: 11.5s | Global ETA: 32m 49s [2025-11-22T02:49:29.869602] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:29.869710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:29.872142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:29.872348] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:29.872884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:29.873501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:29.873720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:29.874084] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:29.875235] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:29.876745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:30.049110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:30.051296] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:30.052277] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:30.054958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:30.498347] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.58% | Symbol ETA: 7.2s | Global ETA: 32m 49s [2025-11-22T02:49:30.499346] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:30.499414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:30.501184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:30.501756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:30.502228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:30.551385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:30.553528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:30.583072] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.99% | Symbol ETA: 12.9s | Global ETA: 32m 49s [2025-11-22T02:49:30.584026] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:30.584091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:30.585797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:30.586313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:30.586777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:30.587768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:30.590147] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:30.591530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:30.633856] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.38% | Symbol ETA: 20.6s | Global ETA: 32m 49s [2025-11-22T02:49:30.634839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:30.634903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:30.639751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:30.641529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:30.642056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:30.686004] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:30.686853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:30.688700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:30.805288] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 11.3s | Global ETA: 32m 49s [2025-11-22T02:49:30.806239] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:30.806306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:30.808224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:30.808753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:30.809208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:30.809658] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:30.810472] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:30.947386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:30.949262] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:30.950014] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:30.952368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.234291] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 6.5s | Global ETA: 32m 49s [2025-11-22T02:49:31.235272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:31.235343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.237079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.237662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:31.238128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:31.242827] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.18% | Symbol ETA: 12.2s | Global ETA: 32m 49s [2025-11-22T02:49:31.243714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:31.243777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.245392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.245888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:31.246326] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:31.247207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:31.249574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:31.250893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.281479] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:31.283193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.287826] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 19.9s | Global ETA: 32m 49s [2025-11-22T02:49:31.288723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:31.288806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:31.293504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.295267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.295754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:31.340191] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:31.340906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:31.342695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.540952] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 10.1s | Global ETA: 32m 49s [2025-11-22T02:49:31.541974] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:31.542046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.543880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:31.544398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.544867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:31.545262] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:31.546077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:31.678020] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:31.680033] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:31.680884] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:31.683567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.894752] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 5.8s | Global ETA: 32m 50s [2025-11-22T02:49:31.895675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:31.895737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.897443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.897957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:31.898394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:31.898876] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 11.4s | Global ETA: 32m 50s [2025-11-22T02:49:31.899795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:31.899861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.901573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.902087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:31.902535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:31.903483] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:31.906066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:49:31.907457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.933425] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 19.2s | Global ETA: 32m 50s [2025-11-22T02:49:31.934308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:31.934371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:31.939165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:31.941071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:31.941266] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:31.941541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:31.943159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:31.985368] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:31.986295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:49:31.988151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:32.295443] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.80% | Symbol ETA: 9.2s | Global ETA: 32m 50s [2025-11-22T02:49:32.296323] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:32.296396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:32.298065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:32.298539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:32.298989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:32.299405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:32.300174] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:32.425919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:32.427686] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:32.428420] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:32.430834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:32.545241] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.71% | Symbol ETA: 5.1s | Global ETA: 32m 50s [2025-11-22T02:49:32.546141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:32.546204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:32.547923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:32.548456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:32.548914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:32.569919] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 10.8s | Global ETA: 32m 50s [2025-11-22T02:49:32.583790] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 18.5s | Global ETA: 32m 50s [2025-11-22T02:49:32.591678] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:49:32.593680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:32.740470] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 2.09% [2025-11-22T02:49:32.752969] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -5.12%, Actual: 2.04% [2025-11-22T02:49:32.910688] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.10%, Actual: 0.39% [2025-11-22T02:49:32.923393] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 4.26%, Actual: 1.40% [2025-11-22T02:49:33.014495] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 8.3s | Global ETA: 32m 50s [2025-11-22T02:49:33.015540] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:33.015605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:33.017242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:33.017781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:33.018210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:33.018767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:33.019519] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:33.080728] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.71%, Actual: 0.85% [2025-11-22T02:49:33.097159] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 0.26% [2025-11-22T02:49:33.143255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:33.144979] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:33.146033] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:33.148461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:33.201871] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 4.4s | Global ETA: 32m 50s [2025-11-22T02:49:33.252450] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 1.33% [2025-11-22T02:49:33.267059] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.69% [2025-11-22T02:49:33.368691] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 1.38% [2025-11-22T02:49:33.422713] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.80% [2025-11-22T02:49:33.438075] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.51%, Actual: 0.40% [2025-11-22T02:49:33.535290] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.10% [2025-11-22T02:49:33.593629] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 1.30% [2025-11-22T02:49:33.606976] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.31%, Actual: 1.86% [2025-11-22T02:49:33.701839] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 0.83% [2025-11-22T02:49:33.732225] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 7.5s | Global ETA: 32m 50s [2025-11-22T02:49:33.733141] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:33.733205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:33.734846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:33.735327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:33.735798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:33.736179] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:33.736939] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:33.767515] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.99%, Actual: 0.60% [2025-11-22T02:49:33.777089] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.38%, Actual: 0.23% [2025-11-22T02:49:33.866246] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:33.867906] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:33.868608] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:33.868906] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 1.16% [2025-11-22T02:49:33.871060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:33.941493] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.18%, Actual: 0.36% [2025-11-22T02:49:33.961050] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 1.03% [2025-11-22T02:49:34.038700] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.75% [2025-11-22T02:49:34.113527] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 1.45% [2025-11-22T02:49:34.130457] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 0.99% [2025-11-22T02:49:34.205636] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.58%, Actual: 1.53% [2025-11-22T02:49:34.295304] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.00%, Actual: 1.98% [2025-11-22T02:49:34.295558] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 32.7948% [2025-11-22T02:49:34.295670] [INFO ] [main ] FCN: DISCARDED add_open_reversal_intensity (score: 32.79%) [2025-11-22T02:49:34.295717] [INFO ] [main ] FCN: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:49:34.295751] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:49:34.295807] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:34.298753] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 1.43% [2025-11-22T02:49:34.298952] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 36.3038% [2025-11-22T02:49:34.299004] [INFO ] [main ] FCF: DISCARDED add_late_day_volatility (score: 36.30%) [2025-11-22T02:49:34.299041] [INFO ] [main ] FCF: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:49:34.299073] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure'] [2025-11-22T02:49:34.299107] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:34.310117] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:34.311504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:34.311568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.312402] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:34.313297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.313612] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:34.313702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:34.313837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:34.314280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:34.315183] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:34.317657] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:34.318539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.319215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:34.320311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.320809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:34.365350] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:34.366091] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:34.368745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:34.372228] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 1.15% [2025-11-22T02:49:34.460375] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.99% | Symbol ETA: 6.7s | Global ETA: 32m 51s [2025-11-22T02:49:34.461359] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:34.461425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.463080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:34.463559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.464007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:34.464388] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:34.465195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:34.540200] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.65% [2025-11-22T02:49:34.587949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:34.589477] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:34.590172] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:34.592463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:34.707927] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.71%, Actual: 3.38% [2025-11-22T02:49:34.874723] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.03% [2025-11-22T02:49:34.874927] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 44.6372% [2025-11-22T02:49:34.875034] [INFO ] [main ] GSK: DISCARDED add_prior_mag_lag (score: 44.64%) [2025-11-22T02:49:34.875078] [INFO ] [main ] GSK: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:49:34.875532] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_range_overlap_v_prior_day'] [2025-11-22T02:49:34.875570] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:34.888045] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:34.889349] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:34.889416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.891127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.891666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:34.892104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:34.936027] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:34.938485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:34.982033] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -0.77% | Symbol ETA: 23.5s | Global ETA: 32m 51s [2025-11-22T02:49:34.982914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:34.982986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:34.987788] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.05% | Symbol ETA: 16.2s | Global ETA: 32m 51s [2025-11-22T02:49:34.987913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.988693] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:34.988757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:34.989636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.990140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:34.990394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:34.990895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:34.991324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:34.992258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:34.994610] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:34.996115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.034068] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:35.034870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:35.037738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.187732] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 5.9s | Global ETA: 32m 51s [2025-11-22T02:49:35.188628] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:35.188713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:35.190372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:35.190862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:35.191291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:35.191699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:35.192450] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:35.314782] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:35.316326] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:35.317026] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:35.319310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.546949] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 10.1s | Global ETA: 32m 51s [2025-11-22T02:49:35.547943] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:35.548008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:35.549731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:35.550231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:35.550711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:35.596402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:35.599088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.629576] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 4.12% | Symbol ETA: 22.8s | Global ETA: 32m 51s [2025-11-22T02:49:35.630501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:35.630563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:35.635484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:35.637428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:35.637941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:35.651586] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.01% | Symbol ETA: 15.5s | Global ETA: 32m 51s [2025-11-22T02:49:35.652468] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:35.652531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:35.654173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:35.654690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:35.655120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:35.656046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:35.658398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:35.659958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.681999] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:35.682784] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:35.685412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:35.898912] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 5.2s | Global ETA: 32m 51s [2025-11-22T02:49:35.899799] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:35.899878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:35.901667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:35.902137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:35.902605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:35.903010] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:35.903806] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:36.026021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:36.027801] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:36.028497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:36.030873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:36.206416] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 9.4s | Global ETA: 32m 51s [2025-11-22T02:49:36.207308] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:36.207388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.209078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.209584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:36.210040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:36.254363] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:36.256823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:36.318886] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.87% | Symbol ETA: 14.8s | Global ETA: 32m 51s [2025-11-22T02:49:36.319817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:36.319893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.321590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.322141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:36.322566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:36.322697] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.13% | Symbol ETA: 22.2s | Global ETA: 32m 51s [2025-11-22T02:49:36.323477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:36.323892] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:36.323971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:36.325838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:36.327322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:36.329779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.331598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.332095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:36.376222] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:36.377159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:36.379920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:36.641080] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 4.4s | Global ETA: 32m 52s [2025-11-22T02:49:36.809564] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 48.21%, Actual: 0.02% [2025-11-22T02:49:36.899773] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 8.8s | Global ETA: 32m 52s [2025-11-22T02:49:36.900753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:36.900818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.902587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.903146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:36.903601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:36.950036] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:36.952592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:36.965348] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 21.5s | Global ETA: 32m 52s [2025-11-22T02:49:36.966224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:36.966286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:36.971378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.973142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.973479] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 14.1s | Global ETA: 32m 52s [2025-11-22T02:49:36.973609] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:36.974342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:36.974407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:36.976052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:36.976525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:36.976973] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:36.977612] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 0.09% [2025-11-22T02:49:36.977898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:36.980245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:36.981768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:37.017527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:37.018434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:37.021202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:37.145761] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.87%, Actual: 77.96% [2025-11-22T02:49:37.315853] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.80%, Actual: 3.99% [2025-11-22T02:49:37.484991] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 3.27% [2025-11-22T02:49:37.595860] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 8.2s | Global ETA: 32m 52s [2025-11-22T02:49:37.596807] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:37.596872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:37.598666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:37.599200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:37.599699] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:37.622810] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.51% | Symbol ETA: 20.8s | Global ETA: 32m 52s [2025-11-22T02:49:37.624532] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:37.624605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:37.629620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:37.631483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:37.632000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:37.642537] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 13.4s | Global ETA: 32m 52s [2025-11-22T02:49:37.643440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:37.643507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:37.645150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:37.645618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:37.646072] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:37.646261] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:37.646961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:37.649075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:37.649314] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:37.650810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:37.657034] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 4.61% [2025-11-22T02:49:37.676788] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:37.677771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:37.680604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:37.844006] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.99%, Actual: 1.43% [2025-11-22T02:49:38.013596] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 2.71% [2025-11-22T02:49:38.180570] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 3.72% [2025-11-22T02:49:38.261302] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.57% | Symbol ETA: 7.5s | Global ETA: 32m 52s [2025-11-22T02:49:38.262226] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:38.262290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.264040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.264533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:38.265008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:38.285970] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 20.2s | Global ETA: 32m 52s [2025-11-22T02:49:38.286885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:38.286949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:38.292065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.294005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.294538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:38.306718] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 12.8s | Global ETA: 32m 52s [2025-11-22T02:49:38.307594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:38.307676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.309295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.309819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:38.310244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:38.311126] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:38.311831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:38.313476] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:38.314662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:38.315011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:38.341060] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:38.342000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:38.344797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:38.348445] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 7.34% [2025-11-22T02:49:38.349038] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 23.9627% [2025-11-22T02:49:38.349123] [INFO ] [main ] SEMR: DISCARDED add_range_overlap_v_prior_day (score: 23.96%) [2025-11-22T02:49:38.349166] [INFO ] [main ] SEMR: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:49:38.349199] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_range_volume_efficiency'] [2025-11-22T02:49:38.349252] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:38.361018] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:38.362432] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:38.362495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.364216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:38.364728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.365160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:38.365543] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:38.366310] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:38.493941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:38.495760] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:38.496456] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:38.498709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:38.933211] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.66% | Symbol ETA: 6.8s | Global ETA: 32m 52s [2025-11-22T02:49:38.934115] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:38.934177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.935824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.936302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:38.936758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:38.965968] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 19.5s | Global ETA: 32m 53s [2025-11-22T02:49:38.966018] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.78% | Symbol ETA: 12.1s | Global ETA: 32m 53s [2025-11-22T02:49:38.968316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:38.968422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:38.967069] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:38.970509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.972168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.972662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:38.973093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:38.973989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:38.973934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:38.976020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:38.976331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:38.976573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:38.977849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:38.980364] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:38.982857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.023526] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:39.024466] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:39.027669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.089666] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.42% | Symbol ETA: 10.7s | Global ETA: 32m 53s [2025-11-22T02:49:39.090540] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:39.090605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:39.092271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:39.092769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:39.093203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:39.093627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:39.094388] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:39.218860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:39.220493] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:39.221206] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:39.223283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.596111] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 6.2s | Global ETA: 32m 53s [2025-11-22T02:49:39.597002] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:39.597064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:39.598800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:39.599275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:39.599774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:39.635594] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -2.11% | Symbol ETA: 18.8s | Global ETA: 32m 53s [2025-11-22T02:49:39.636493] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:39.636554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:39.638114] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 11.4s | Global ETA: 32m 53s [2025-11-22T02:49:39.639042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:39.639104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:39.640827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:39.641311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:39.641500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:39.641806] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:39.642697] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:39.643405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:39.643731] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:39.643932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:39.645071] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:39.646086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.646554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.687844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:39.688788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:39.691544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:39.807658] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 9.9s | Global ETA: 32m 53s [2025-11-22T02:49:39.808556] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:39.808633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:39.810327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:39.810823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:39.811254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:39.811660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:39.812419] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:39.937881] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:39.939484] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:39.940221] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:39.942289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.254316] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.73% | Symbol ETA: 5.5s | Global ETA: 32m 53s [2025-11-22T02:49:40.255228] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:40.255292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:40.256953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:40.257487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:40.257965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:40.292391] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 18.2s | Global ETA: 32m 53s [2025-11-22T02:49:40.293287] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:40.293349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:40.298126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:40.299946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:40.300450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:40.302972] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:40.305664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.318084] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 10.8s | Global ETA: 32m 53s [2025-11-22T02:49:40.319001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:40.319064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:40.320707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:40.321227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:40.321679] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:40.322545] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:40.324896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:40.326375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.345150] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:40.346118] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:49:40.349080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.528136] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.48% | Symbol ETA: 9.2s | Global ETA: 32m 53s [2025-11-22T02:49:40.529027] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:40.529092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:40.530771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:40.531245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:40.531736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:40.532118] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:40.532895] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:40.657770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:40.659411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:40.660180] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:40.662323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.918612] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 4.8s | Global ETA: 32m 53s [2025-11-22T02:49:40.919554] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:40.919632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:40.921326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:40.921825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:40.922260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:40.953985] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 17.5s | Global ETA: 32m 53s [2025-11-22T02:49:40.967315] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:49:40.969854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:40.978327] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 10.1s | Global ETA: 32m 53s [2025-11-22T02:49:41.127972] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -0.77%, Actual: 2.04% [2025-11-22T02:49:41.146093] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.05%, Actual: 2.09% [2025-11-22T02:49:41.246370] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 8.5s | Global ETA: 32m 53s [2025-11-22T02:49:41.247255] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:41.247320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:41.248992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:41.249462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:41.249920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:41.250305] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:41.251067] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:41.313659] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.01%, Actual: 0.39% [2025-11-22T02:49:41.314255] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 4.12%, Actual: 1.40% [2025-11-22T02:49:41.375012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:41.376689] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:41.377771] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:41.379849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:41.482497] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.87%, Actual: 0.85% [2025-11-22T02:49:41.486424] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.13%, Actual: 0.26% [2025-11-22T02:49:41.588357] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 4.1s | Global ETA: 32m 54s [2025-11-22T02:49:41.651840] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 1.33% [2025-11-22T02:49:41.663231] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 1.69% [2025-11-22T02:49:41.763872] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 1.38% [2025-11-22T02:49:41.818961] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.80% [2025-11-22T02:49:41.836456] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.51%, Actual: 0.40% [2025-11-22T02:49:41.937045] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 1.10% [2025-11-22T02:49:41.967369] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 7.7s | Global ETA: 32m 54s [2025-11-22T02:49:41.968294] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:41.968413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:41.970094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:41.970566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:41.971018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:41.971404] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:41.972172] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:41.995551] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.30% [2025-11-22T02:49:42.008392] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.86% [2025-11-22T02:49:42.096956] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:42.098562] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:42.099275] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:42.101362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:42.113239] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 0.83% [2025-11-22T02:49:42.173132] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.78%, Actual: 0.60% [2025-11-22T02:49:42.177680] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.23% [2025-11-22T02:49:42.284060] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 1.16% [2025-11-22T02:49:42.345618] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -2.11%, Actual: 1.03% [2025-11-22T02:49:42.347938] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.77%, Actual: 0.36% [2025-11-22T02:49:42.461671] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.57%, Actual: 0.75% [2025-11-22T02:49:42.514391] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 0.99% [2025-11-22T02:49:42.531708] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 1.45% [2025-11-22T02:49:42.634128] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.66%, Actual: 1.53% [2025-11-22T02:49:42.682760] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 1.43% [2025-11-22T02:49:42.682982] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 33.9312% [2025-11-22T02:49:42.683870] [INFO ] [main ] FCF: DISCARDED add_late_hour_microstructure (score: 33.93%) [2025-11-22T02:49:42.683923] [INFO ] [main ] FCF: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:49:42.683956] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_late_session_pressure'] [2025-11-22T02:49:42.683991] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:42.698057] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:42.699373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:42.699436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:42.699595] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 1.98% [2025-11-22T02:49:42.699812] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 36.8721% [2025-11-22T02:49:42.699901] [INFO ] [main ] FCN: DISCARDED add_open_vs_close_liquidity_ratio (score: 36.87%) [2025-11-22T02:49:42.699944] [INFO ] [main ] FCN: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:49:42.699976] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_open_vs_prev_range_position'] [2025-11-22T02:49:42.700010] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:42.704285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:42.706079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:42.706553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:42.713325] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:42.714806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:42.714869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:42.715449] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.75% | Symbol ETA: 7.0s | Global ETA: 32m 54s [2025-11-22T02:49:42.716333] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:42.716397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:42.716531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:42.717051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:42.717506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:42.718073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:42.718398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:42.718542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:42.718993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:42.719376] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:42.720139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:42.720802] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:42.723610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:42.750906] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:42.751739] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:42.752767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:42.800454] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 1.15% [2025-11-22T02:49:42.843006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:42.844837] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:42.845546] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:42.847631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:42.965183] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.73%, Actual: 0.65% [2025-11-22T02:49:43.131044] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 3.38% [2025-11-22T02:49:43.294964] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.98%, Actual: 0.03% [2025-11-22T02:49:43.295119] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 49.4952% [2025-11-22T02:49:43.295207] [INFO ] [main ] GSK: DISCARDED add_range_overlap_v_prior_day (score: 49.50%) [2025-11-22T02:49:43.295248] [INFO ] [main ] GSK: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:49:43.295279] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency'] [2025-11-22T02:49:43.295312] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:43.307065] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:43.308516] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:43.308583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.310264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.310803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:43.311238] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:43.333245] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.60% | Symbol ETA: 21.5s | Global ETA: 32m 54s [2025-11-22T02:49:43.334133] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:43.334196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:43.338981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.340725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.341201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:43.354619] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:43.356726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:43.384942] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:43.385661] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:43.386661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:43.399809] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.93% | Symbol ETA: 15.2s | Global ETA: 32m 54s [2025-11-22T02:49:43.401621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:43.401729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.403579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.404172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:43.404693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:43.405746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:43.408346] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:43.411556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:43.445129] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 4.22% | Symbol ETA: 6.3s | Global ETA: 32m 54s [2025-11-22T02:49:43.446028] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:43.446092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.447801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:43.448301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.448754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:43.449131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:43.449926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:43.580577] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:43.582417] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:43.583163] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:43.585362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:43.946161] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 9.5s | Global ETA: 32m 55s [2025-11-22T02:49:43.947043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:43.947104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.948785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.949262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:43.949716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:43.974817] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.36% | Symbol ETA: 20.9s | Global ETA: 32m 55s [2025-11-22T02:49:43.975713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:43.975775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:43.980502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:43.982232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:43.982718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:43.993674] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:43.995768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.026687] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:44.027515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:44.028510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.089713] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.36% | Symbol ETA: 14.6s | Global ETA: 32m 55s [2025-11-22T02:49:44.090662] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:44.090726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.095757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.096243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:44.096693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:44.097583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:44.099921] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:44.102660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.196518] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 5.6s | Global ETA: 32m 55s [2025-11-22T02:49:44.197467] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:44.197533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.199216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:44.199731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.200177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:44.200571] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:44.201362] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:44.331012] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:44.332883] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:44.333625] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:44.335816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.599441] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 8.9s | Global ETA: 32m 55s [2025-11-22T02:49:44.600694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:44.600757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.602399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.602906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:44.603338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:44.616459] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 20.3s | Global ETA: 32m 55s [2025-11-22T02:49:44.617378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:44.617445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:44.622356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.624220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.624735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:44.647585] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:44.650051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.670224] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:44.671066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:44.672089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.769554] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 13.9s | Global ETA: 32m 55s [2025-11-22T02:49:44.770496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:44.770561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.772232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.772746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:44.773172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:44.774062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:44.776486] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:44.779363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:44.942422] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 4.38% | Symbol ETA: 4.9s | Global ETA: 32m 55s [2025-11-22T02:49:44.943340] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:44.943424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:44.945163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:44.945697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:44.946152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:44.946546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:44.947374] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:45.077432] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:45.079344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:45.080212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:45.082396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:45.253499] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 8.3s | Global ETA: 32m 55s [2025-11-22T02:49:45.254393] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:45.254455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:45.256118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:45.256596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:45.257049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:45.262437] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 19.7s | Global ETA: 32m 55s [2025-11-22T02:49:45.263320] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:45.263383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:45.268175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:45.269911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:45.270376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:45.301026] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:45.303401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:45.314522] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:45.315621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:45.316692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:45.453821] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 13.2s | Global ETA: 32m 55s [2025-11-22T02:49:45.454832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:45.454905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:45.456707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:45.457241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:45.457735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:45.458674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:45.461312] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:45.464452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:45.670995] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 4.1s | Global ETA: 32m 55s [2025-11-22T02:49:45.839567] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.42%, Actual: 0.02% [2025-11-22T02:49:45.910448] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 7.6s | Global ETA: 32m 55s [2025-11-22T02:49:45.911392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:45.911454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:45.913154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:45.913696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:45.914133] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:45.916986] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 19.1s | Global ETA: 32m 55s [2025-11-22T02:49:45.917897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:45.917959] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:45.922662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:45.927142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:45.928730] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:45.958146] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:45.960601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:45.974321] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:45.975256] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:45.976310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:46.011335] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 0.09% [2025-11-22T02:49:46.146392] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.55% | Symbol ETA: 12.5s | Global ETA: 32m 56s [2025-11-22T02:49:46.147273] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:46.147360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:46.149002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:46.149469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:46.149917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:46.150804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:46.153146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:46.155935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:46.235610] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.48%, Actual: 77.96% [2025-11-22T02:49:46.403064] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 3.99% [2025-11-22T02:49:46.569466] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.38% | Symbol ETA: 18.4s | Global ETA: 32m 56s [2025-11-22T02:49:46.569710] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 3.27% [2025-11-22T02:49:46.570357] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:46.570420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:46.573550] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 7.0s | Global ETA: 32m 56s [2025-11-22T02:49:46.574446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:46.574509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:46.575171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:46.576195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:46.576688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:46.576961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:46.577118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:46.577442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:46.621145] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:46.622001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:46.622199] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:46.623059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:46.624570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:46.735776] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.75%, Actual: 4.61% [2025-11-22T02:49:46.812539] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.30% | Symbol ETA: 11.8s | Global ETA: 32m 56s [2025-11-22T02:49:46.813455] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:46.813519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:46.815183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:46.815691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:46.816124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:46.817032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:46.819457] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:46.822369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:46.902197] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 4.22%, Actual: 1.43% [2025-11-22T02:49:47.068147] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 2.71% [2025-11-22T02:49:47.209680] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.49% | Symbol ETA: 17.8s | Global ETA: 32m 56s [2025-11-22T02:49:47.210545] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:47.210608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:47.215289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.217068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.217576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:47.235221] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 4.38%, Actual: 3.72% [2025-11-22T02:49:47.262150] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:47.262902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:47.263948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:47.306145] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 6.4s | Global ETA: 32m 56s [2025-11-22T02:49:47.307028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:47.307090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.308776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.309241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:47.309692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:47.355179] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:47.357851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:47.406375] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 7.34% [2025-11-22T02:49:47.406588] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 32.3646% [2025-11-22T02:49:47.406705] [INFO ] [main ] SEMR: DISCARDED add_range_volume_efficiency (score: 32.36%) [2025-11-22T02:49:47.406753] [INFO ] [main ] SEMR: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:49:47.406787] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:49:47.406823] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:47.418287] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:47.419710] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:47.419784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.421443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:47.421966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.422397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:47.422811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:47.423544] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:47.477872] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 11.1s | Global ETA: 32m 56s [2025-11-22T02:49:47.478816] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:47.478884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.480616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.481146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:47.481600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:47.482528] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:47.485148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:47.489046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:47.549193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:47.550964] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:47.551806] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:47.555887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:47.855865] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 17.1s | Global ETA: 32m 56s [2025-11-22T02:49:47.856744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:47.856806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:47.861507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.863255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.863742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:47.907060] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:47.907776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:47.908793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:47.967051] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 5.7s | Global ETA: 32m 56s [2025-11-22T02:49:47.967981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:47.968043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:47.969739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:47.970228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:47.970681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:48.014212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:48.016686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.144383] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 52.67% | Symbol ETA: 10.2s | Global ETA: 32m 56s [2025-11-22T02:49:48.145279] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:48.145344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.147002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:48.147506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.147963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:48.148349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:48.149152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:48.169171] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 10.4s | Global ETA: 32m 56s [2025-11-22T02:49:48.170058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:48.170121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.171758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.172231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:48.173015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:48.173909] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:48.176258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:48.179110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.277130] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:48.278895] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:48.279592] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:48.283442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.493417] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 16.5s | Global ETA: 32m 57s [2025-11-22T02:49:48.494353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:48.494418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:48.499170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.500910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.501364] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:48.544560] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:48.545270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:49:48.546278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.628677] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 5.1s | Global ETA: 32m 57s [2025-11-22T02:49:48.629565] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:48.629629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.631308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.631834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:48.632266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:48.675627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:48.678136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.866103] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: 32m 57s [2025-11-22T02:49:48.867001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:48.867064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.868781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.869266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:48.869722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:48.870611] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:48.872986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:49:48.874327] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.79% | Symbol ETA: 9.5s | Global ETA: 32m 57s [2025-11-22T02:49:48.875230] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:48.875294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:48.875975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:48.876940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:48.877457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:48.877931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:48.878318] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:48.879093] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:49.009182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:49.011088] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:49.011835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:49.015830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:49.131166] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 15.8s | Global ETA: 32m 57s [2025-11-22T02:49:49.281011] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 4.4s | Global ETA: 32m 57s [2025-11-22T02:49:49.281921] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:49.282315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:49.284232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:49.284750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:49.285188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:49.309591] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.60%, Actual: 2.04% [2025-11-22T02:49:49.329151] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:49:49.331576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:49.475607] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.36%, Actual: 1.40% [2025-11-22T02:49:49.542772] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.79% | Symbol ETA: 9.1s | Global ETA: 32m 57s [2025-11-22T02:49:49.607004] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 8.8s | Global ETA: 32m 57s [2025-11-22T02:49:49.607939] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:49.608005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:49.609707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:49.610190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:49.610629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:49.611036] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:49.611808] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:49.647691] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.53%, Actual: 0.26% [2025-11-22T02:49:49.714855] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.93%, Actual: 2.09% [2025-11-22T02:49:49.733551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:49.735137] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:49.736183] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:49.740060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:49.820627] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 1.69% [2025-11-22T02:49:49.879590] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.36%, Actual: 0.39% [2025-11-22T02:49:49.965096] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.78% | Symbol ETA: 3.7s | Global ETA: 32m 57s [2025-11-22T02:49:49.995364] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 0.40% [2025-11-22T02:49:50.044295] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 0.85% [2025-11-22T02:49:50.157110] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 1.38% [2025-11-22T02:49:50.166138] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.38%, Actual: 1.86% [2025-11-22T02:49:50.207704] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 1.33% [2025-11-22T02:49:50.321539] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 8.0s | Global ETA: 32m 57s [2025-11-22T02:49:50.322424] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:50.322489] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:50.324133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:50.324604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:50.325057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:50.325440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:50.326405] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:50.326474] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.10% [2025-11-22T02:49:50.334796] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.49%, Actual: 0.23% [2025-11-22T02:49:50.372084] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.55%, Actual: 0.80% [2025-11-22T02:49:50.448888] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:50.450536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:50.451250] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:50.455080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:50.495810] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 0.83% [2025-11-22T02:49:50.504165] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.03% [2025-11-22T02:49:50.558625] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.30%, Actual: 1.30% [2025-11-22T02:49:50.666178] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.16% [2025-11-22T02:49:50.673851] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.99% [2025-11-22T02:49:50.722428] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.60% [2025-11-22T02:49:50.835435] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 0.75% [2025-11-22T02:49:50.859691] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 1.43% [2025-11-22T02:49:50.859920] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 46.1322% [2025-11-22T02:49:50.860022] [INFO ] [main ] FCF: DISCARDED add_late_session_pressure (score: 46.13%) [2025-11-22T02:49:50.860067] [INFO ] [main ] FCF: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:49:50.860100] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_micro_gap_fill_velocity'] [2025-11-22T02:49:50.860137] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:50.873839] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:50.875300] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:50.879044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:50.884342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:50.886313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:50.886820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:50.932056] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:50.933023] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:50.935077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:50.942071] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.56%, Actual: 0.36% [2025-11-22T02:49:51.004939] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.12%, Actual: 1.53% [2025-11-22T02:49:51.056403] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.30% | Symbol ETA: 7.3s | Global ETA: 32m 58s [2025-11-22T02:49:51.057290] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:51.057376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.059028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:51.059498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.059949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:51.060330] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:51.061100] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:51.105956] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 1.45% [2025-11-22T02:49:51.173391] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 1.15% [2025-11-22T02:49:51.183174] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:51.184762] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:51.185453] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:51.189357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:51.270407] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.79%, Actual: 1.98% [2025-11-22T02:49:51.270601] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.6918% [2025-11-22T02:49:51.270722] [INFO ] [main ] FCN: DISCARDED add_open_vs_prev_range_position (score: 48.69%) [2025-11-22T02:49:51.270769] [INFO ] [main ] FCN: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:49:51.270802] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_overnight_gap_amplitude'] [2025-11-22T02:49:51.270837] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:51.283617] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:51.284895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:51.284958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.286612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.287131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:51.287610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:51.288524] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:51.290899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:51.291509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:51.338403] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 0.65% [2025-11-22T02:49:51.502995] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 3.38% [2025-11-22T02:49:51.546005] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.78% | Symbol ETA: 20.2s | Global ETA: 32m 58s [2025-11-22T02:49:51.546937] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:51.547002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:51.551864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.553706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.554192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:51.601153] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:51.602115] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:51.604259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:51.671118] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.78%, Actual: 0.03% [2025-11-22T02:49:51.671335] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 47.4827% [2025-11-22T02:49:51.671460] [INFO ] [main ] GSK: DISCARDED add_range_volume_efficiency (score: 47.48%) [2025-11-22T02:49:51.671505] [INFO ] [main ] GSK: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:49:51.671536] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:49:51.671570] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:51.683444] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:51.684732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:51.684799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.686447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.686971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:51.687425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:51.730453] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:51.734442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:51.770138] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -3.54% | Symbol ETA: 6.6s | Global ETA: 32m 58s [2025-11-22T02:49:51.771053] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:51.771117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.772753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:51.773230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.773685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:51.774073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:51.774835] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:51.896059] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:51.897732] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:51.898415] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:51.902283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:51.940732] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.68% | Symbol ETA: 14.5s | Global ETA: 32m 58s [2025-11-22T02:49:51.941630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:51.941716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:51.943376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:51.943886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:51.944317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:51.945213] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:51.947660] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:51.948355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.208402] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.57% | Symbol ETA: 19.5s | Global ETA: 32m 58s [2025-11-22T02:49:52.209292] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:52.209356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:52.214066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.215807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.216266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:52.260818] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:52.261540] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:52.263492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.328348] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 9.2s | Global ETA: 32m 58s [2025-11-22T02:49:52.329239] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:52.329303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.330944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.331413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:52.331868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:52.375352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:52.379238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.475252] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.70% | Symbol ETA: 5.8s | Global ETA: 32m 58s [2025-11-22T02:49:52.476138] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:52.476202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.477851] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:52.478341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.478793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:52.479188] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:52.479958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:52.602270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:52.603832] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:52.604503] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:52.608135] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.41% | Symbol ETA: 13.9s | Global ETA: 32m 58s [2025-11-22T02:49:52.608303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.609041] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:52.609106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.610805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.611281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:52.611727] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:52.612587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:52.614960] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:52.615574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.854773] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.02% | Symbol ETA: 18.8s | Global ETA: 32m 58s [2025-11-22T02:49:52.855671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:52.855736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:52.860615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.862365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.862849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:52.906916] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:52.907709] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:52.909630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:52.971789] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.73% | Symbol ETA: 8.5s | Global ETA: 32m 58s [2025-11-22T02:49:52.972681] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:52.972743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:52.974376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:52.974872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:52.975302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:53.018585] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:53.022467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:53.190382] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 5.1s | Global ETA: 32m 59s [2025-11-22T02:49:53.191335] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:53.191399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.193107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:53.193577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.194035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:53.194418] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:53.195180] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:53.280122] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -1.65% | Symbol ETA: 13.2s | Global ETA: 32m 59s [2025-11-22T02:49:53.281031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:53.281098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.283218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.283748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:53.284202] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:53.285156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:53.287615] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:53.288278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:53.316304] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:53.317922] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:53.318604] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:53.322392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:53.502914] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 18.1s | Global ETA: 32m 59s [2025-11-22T02:49:53.503798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:53.503864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:53.508676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.510382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.510862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:53.553845] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:53.554623] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:53.556588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:53.612791] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 7.9s | Global ETA: 32m 59s [2025-11-22T02:49:53.613675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:53.613737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.615347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.615841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:53.616271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:53.659517] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:53.663330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:53.896734] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.16% | Symbol ETA: 4.4s | Global ETA: 32m 59s [2025-11-22T02:49:53.897619] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:53.897705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.899326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:53.899819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.900254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:53.900632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:53.901394] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:53.980835] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 12.6s | Global ETA: 32m 59s [2025-11-22T02:49:53.981733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:53.981797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:53.983427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:53.983925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:53.984354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:53.985243] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:53.987611] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:53.988250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.022574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:54.024348] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:54.025058] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:54.028907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.163212] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.41% | Symbol ETA: 17.5s | Global ETA: 32m 59s [2025-11-22T02:49:54.164127] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:54.164191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:54.169004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:54.170913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:54.171560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:54.214864] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:54.215777] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:54.217863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.276728] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.51% | Symbol ETA: 7.3s | Global ETA: 32m 59s [2025-11-22T02:49:54.277669] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:54.277732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:54.279338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:54.279826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:54.280255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:54.323520] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:54.327536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.624223] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.66% | Symbol ETA: 3.7s | Global ETA: 32m 59s [2025-11-22T02:49:54.644537] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 11.9s | Global ETA: 32m 59s [2025-11-22T02:49:54.645446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:54.645509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:54.647161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:54.647675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:54.648136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:54.649060] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:54.651399] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:54.652031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.798171] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 52.67%, Actual: 0.02% [2025-11-22T02:49:54.810049] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 16.8s | Global ETA: 32m 59s [2025-11-22T02:49:54.810931] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:54.811038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:54.815736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:54.817455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:54.817940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:54.863609] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:54.864423] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:54.866387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:54.919137] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 6.6s | Global ETA: 32m 59s [2025-11-22T02:49:54.920026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:54.920089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:54.921727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:54.922206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:54.922635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:54.964510] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.79%, Actual: 0.09% [2025-11-22T02:49:54.965069] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:54.969064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:55.130094] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.53%, Actual: 77.96% [2025-11-22T02:49:55.296412] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 11.2s | Global ETA: 32m 59s [2025-11-22T02:49:55.296774] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 3.99% [2025-11-22T02:49:55.297290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:55.297373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:55.299041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:55.299521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:55.299991] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:55.300893] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:55.303238] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:55.303887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:55.464560] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.30%, Actual: 3.27% [2025-11-22T02:49:55.477881] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 16.2s | Global ETA: 32m 60s [2025-11-22T02:49:55.478838] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:55.478917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:55.483995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:55.485865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:55.486394] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:55.532251] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:55.532982] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:55.535022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:55.563848] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.60% | Symbol ETA: 6.0s | Global ETA: 32m 60s [2025-11-22T02:49:55.564753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:55.564815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:55.566441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:55.566950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:55.567412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:55.610451] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:55.614418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:55.630692] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -3.54%, Actual: 4.61% [2025-11-22T02:49:55.795374] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 1.43% [2025-11-22T02:49:55.951483] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 10.6s | Global ETA: 32m 60s [2025-11-22T02:49:55.952364] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:55.952427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:55.954063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:55.954529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:55.954999] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:55.955897] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:55.958270] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:55.958915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:55.960910] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 2.71% [2025-11-22T02:49:56.129842] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.16%, Actual: 3.72% [2025-11-22T02:49:56.149985] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 15.5s | Global ETA: 32m 60s [2025-11-22T02:49:56.150881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:56.150944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:56.155584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.157305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.157806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:56.199938] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:56.200602] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:56.202676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:56.209039] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 5.3s | Global ETA: 32m 60s [2025-11-22T02:49:56.209968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:56.210032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.211720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.212211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:56.212679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:56.258241] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:56.262465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:56.298230] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.66%, Actual: 7.34% [2025-11-22T02:49:56.298409] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 36.2339% [2025-11-22T02:49:56.298537] [INFO ] [main ] SEMR: DISCARDED add_range_volume_efficiency_refinements (score: 36.23%) [2025-11-22T02:49:56.298608] [INFO ] [main ] SEMR: Testing feature 39/53: add_regime [2025-11-22T02:49:56.298689] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_regime'] [2025-11-22T02:49:56.298781] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:49:56.315558] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:56.317565] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:56.317670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.320292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:56.321025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.321685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:56.322265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:56.323373] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:56.447815] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:56.449637] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:56.450359] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:56.469850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:56.627985] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 2.34% | Symbol ETA: 9.9s | Global ETA: 33m 0s [2025-11-22T02:49:56.628921] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:56.628985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.630678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.631171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:56.631616] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:56.632534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:56.635037] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:56.635723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:56.782455] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 14.9s | Global ETA: 33m 0s [2025-11-22T02:49:56.783356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:56.783419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:56.788135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.789859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.790313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:56.832721] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:56.833397] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:49:56.835338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:56.873522] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.55% | Symbol ETA: 4.7s | Global ETA: 33m 0s [2025-11-22T02:49:56.874422] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:56.874484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:56.876145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:56.876613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:56.877063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:56.920524] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:56.924553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:57.060781] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.11% | Symbol ETA: 10.0s | Global ETA: 33m 0s [2025-11-22T02:49:57.061732] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:57.061799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:57.063496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:57.064027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:57.064485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:57.064910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:57.065707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:57.197564] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:57.199405] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:57.200152] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:57.221813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:57.303125] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -2.35% | Symbol ETA: 9.2s | Global ETA: 33m 0s [2025-11-22T02:49:57.304100] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:57.304165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:57.305875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:57.306398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:57.306867] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:57.307787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:57.310253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:49:57.311291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:57.424740] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.17% | Symbol ETA: 14.2s | Global ETA: 33m 0s [2025-11-22T02:49:57.530021] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 4.0s | Global ETA: 33m 0s [2025-11-22T02:49:57.530970] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:57.531033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:57.532745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:57.533267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:57.533721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:57.577746] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:49:57.582169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:57.594363] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 2.04% [2025-11-22T02:49:57.761163] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.57%, Actual: 1.40% [2025-11-22T02:49:57.825360] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.68% | Symbol ETA: 9.3s | Global ETA: 33m 1s [2025-11-22T02:49:57.826264] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:57.826329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:57.828106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:57.828589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:57.829102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:57.829494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:57.830295] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:57.930296] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.02%, Actual: 0.26% [2025-11-22T02:49:57.960680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:57.962746] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:57.963509] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:57.977256] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 8.6s | Global ETA: 33m 1s [2025-11-22T02:49:57.985242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:58.101068] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 1.69% [2025-11-22T02:49:58.147451] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.68%, Actual: 2.09% [2025-11-22T02:49:58.193104] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.89% | Symbol ETA: 3.4s | Global ETA: 33m 1s [2025-11-22T02:49:58.267638] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.41%, Actual: 0.40% [2025-11-22T02:49:58.323318] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.41%, Actual: 0.39% [2025-11-22T02:49:58.363739] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 1.38% [2025-11-22T02:49:58.434674] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 1.86% [2025-11-22T02:49:58.490100] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -1.65%, Actual: 0.85% [2025-11-22T02:49:58.534204] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.73%, Actual: 1.10% [2025-11-22T02:49:58.593873] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 8.6s | Global ETA: 33m 1s [2025-11-22T02:49:58.594776] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:58.594841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:58.596502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:58.597003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:58.597458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:58.597938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:58.598694] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:58.601041] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.23% [2025-11-22T02:49:58.657270] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 1.33% [2025-11-22T02:49:58.705311] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 0.83% [2025-11-22T02:49:58.731284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:58.733307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:58.734093] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:58.755473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:58.768613] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 1.03% [2025-11-22T02:49:58.825396] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.80% [2025-11-22T02:49:58.880477] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.51%, Actual: 1.16% [2025-11-22T02:49:58.936822] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.99% [2025-11-22T02:49:58.992741] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 1.30% [2025-11-22T02:49:59.052945] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.75% [2025-11-22T02:49:59.106392] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.17%, Actual: 1.43% [2025-11-22T02:49:59.106626] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 43.6600% [2025-11-22T02:49:59.106748] [INFO ] [main ] FCF: DISCARDED add_micro_gap_fill_velocity (score: 43.66%) [2025-11-22T02:49:59.106792] [INFO ] [main ] FCF: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:49:59.106825] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:49:59.106867] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:49:59.121449] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:59.123043] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:59.123107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:59.128520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:59.130362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:59.130845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:59.160225] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.60% [2025-11-22T02:49:59.174041] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:59.174718] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:59.175377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:59.224941] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.60%, Actual: 1.53% [2025-11-22T02:49:59.325937] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 2.34%, Actual: 0.36% [2025-11-22T02:49:59.376008] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 7.9s | Global ETA: 33m 1s [2025-11-22T02:49:59.376920] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:49:59.376987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:59.378745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:49:59.379270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:59.379751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:59.380156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:49:59.380958] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:49:59.395151] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 1.15% [2025-11-22T02:49:59.494130] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -2.35%, Actual: 1.45% [2025-11-22T02:49:59.513439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:49:59.515326] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:59.516118] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:59.536724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:59.566742] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.55%, Actual: 0.65% [2025-11-22T02:49:59.666433] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 1.98% [2025-11-22T02:49:59.666680] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 40.6223% [2025-11-22T02:49:59.666762] [INFO ] [main ] FCN: DISCARDED add_overnight_gap_amplitude (score: 40.62%) [2025-11-22T02:49:59.666807] [INFO ] [main ] FCN: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:49:59.666841] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_overnight_gap_mag'] [2025-11-22T02:49:59.666876] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:49:59.680296] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:59.681840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:59.681917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:59.683697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:59.684207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:59.684673] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:49:59.685612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:49:59.688431] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:49:59.689154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:59.737115] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 3.38% [2025-11-22T02:49:59.760875] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.34% | Symbol ETA: 18.9s | Global ETA: 33m 1s [2025-11-22T02:49:59.761763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:49:59.761825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:49:59.769889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:59.771660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:59.772128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:59.815850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:49:59.816562] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:49:59.817281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:49:59.907486] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.89%, Actual: 0.03% [2025-11-22T02:49:59.907713] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 47.4540% [2025-11-22T02:49:59.907807] [INFO ] [main ] GSK: DISCARDED add_range_volume_efficiency_refinements (score: 47.45%) [2025-11-22T02:49:59.907850] [INFO ] [main ] GSK: Testing feature 39/53: add_regime [2025-11-22T02:49:59.907887] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_regime'] [2025-11-22T02:49:59.907929] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:49:59.920294] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:49:59.921604] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:49:59.921686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:49:59.923371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:49:59.923895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:49:59.924328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:49:59.970516] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:49:59.992526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:00.143602] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 7.1s | Global ETA: 33m 2s [2025-11-22T02:50:00.144507] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:00.144573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:00.146279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:00.146792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:00.147232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:00.147668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:00.148408] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:00.280504] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:00.282435] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:00.283202] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:00.304838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:00.366937] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.68% | Symbol ETA: 13.9s | Global ETA: 33m 2s [2025-11-22T02:50:00.367878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:00.367941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:00.369625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:00.370123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:00.370551] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:00.371454] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:00.373798] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:00.374502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:00.416155] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.54% | Symbol ETA: 18.4s | Global ETA: 33m 2s [2025-11-22T02:50:00.417056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:00.417119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:00.421883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:00.423603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:00.424081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:00.468530] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:00.469294] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:00.469977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:00.641189] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.17% | Symbol ETA: 9.5s | Global ETA: 33m 2s [2025-11-22T02:50:00.642172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:00.642239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:00.643956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:00.644479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:00.644939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:00.689581] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:00.711171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:01.061432] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 6.4s | Global ETA: 33m 2s [2025-11-22T02:50:01.062538] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:01.062604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:01.064493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:01.065008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:01.065456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:01.065880] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:01.066639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:01.196535] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:01.198472] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:01.199250] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:01.220112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:01.234290] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 18.1s | Global ETA: 33m 2s [2025-11-22T02:50:01.235199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:01.235263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:01.246230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:01.248107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:01.248568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:01.319967] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:01.320926] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:01.321620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:01.378751] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 8.9s | Global ETA: 33m 2s [2025-11-22T02:50:01.379636] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:01.379719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:01.381375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:01.381888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:01.382320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:01.426547] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:01.447128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:01.463455] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 14.9s | Global ETA: 33m 2s [2025-11-22T02:50:01.464352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:01.464415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:01.466097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:01.466583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:01.467216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:01.468355] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:01.470693] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:01.471369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:01.863819] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.42% | Symbol ETA: 5.7s | Global ETA: 33m 2s [2025-11-22T02:50:01.864940] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:01.865017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:01.867087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:01.867789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:01.868287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:01.868782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:01.869605] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:02.000843] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:02.002735] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:02.003465] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:02.010541] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 17.5s | Global ETA: 33m 2s [2025-11-22T02:50:02.011466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:02.011529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:02.016429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.018280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.018780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:02.031479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.063568] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:02.064520] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:02.065242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.079430] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.06% | Symbol ETA: 8.1s | Global ETA: 33m 2s [2025-11-22T02:50:02.080383] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:02.080474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.082270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.082828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:02.083271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:02.129993] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:02.152004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.219244] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.83% | Symbol ETA: 13.7s | Global ETA: 33m 2s [2025-11-22T02:50:02.220230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:02.220296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.221993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.222494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:02.222950] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:02.223861] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:02.226302] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:02.227074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.663373] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.79% | Symbol ETA: 4.9s | Global ETA: 33m 3s [2025-11-22T02:50:02.664264] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:02.664330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.665977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:02.666458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.666914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:02.667302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:02.668094] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:02.682112] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.24% | Symbol ETA: 16.8s | Global ETA: 33m 3s [2025-11-22T02:50:02.683008] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:02.683070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:02.687793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.689503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.689980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:02.732529] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:02.733214] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:02.733895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.789539] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:02.791442] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:02.792191] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:02.792356] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 7.3s | Global ETA: 33m 3s [2025-11-22T02:50:02.793368] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:02.793435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.795192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.795730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:02.796191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:02.811440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.841839] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:02.863016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:02.934836] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 12.7s | Global ETA: 33m 3s [2025-11-22T02:50:02.935783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:02.935848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:02.937563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:02.938092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:02.938547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:02.939447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:02.942285] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:02.943077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:03.340592] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 16.0s | Global ETA: 33m 3s [2025-11-22T02:50:03.341528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:03.341592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:03.346513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:03.348535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:03.349139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:03.393316] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:03.394224] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:03.394962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:03.404537] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 4.1s | Global ETA: 33m 3s [2025-11-22T02:50:03.405404] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:03.405468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:03.407111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:03.407669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:03.408109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:03.408637] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:03.409395] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:03.502416] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -2.28% | Symbol ETA: 6.6s | Global ETA: 33m 3s [2025-11-22T02:50:03.503477] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:03.503539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:03.505514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:03.506010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:03.506633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:03.536267] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:03.538196] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:03.538918] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:03.550895] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:03.559550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:03.570757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:03.644672] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 11.7s | Global ETA: 33m 3s [2025-11-22T02:50:03.645586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:03.645692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:03.647546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:03.648103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:03.648547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:03.649482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:03.652247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:03.652982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:03.978142] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 15.3s | Global ETA: 33m 3s [2025-11-22T02:50:03.979019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:03.979083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:03.983778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:03.985477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:03.985952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:04.028309] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:04.029350] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:04.030030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:04.154442] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 3.22% | Symbol ETA: 3.3s | Global ETA: 33m 3s [2025-11-22T02:50:04.170508] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 5.9s | Global ETA: 33m 3s [2025-11-22T02:50:04.171581] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:04.171669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:04.173288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:04.173780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:04.174298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:04.218179] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:04.238078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:04.311347] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 10.9s | Global ETA: 33m 3s [2025-11-22T02:50:04.312255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:04.312317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:04.313997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:04.314485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:04.314937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:04.315822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:04.318199] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:04.318894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:04.324345] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.11%, Actual: 0.02% [2025-11-22T02:50:04.496076] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.68%, Actual: 0.09% [2025-11-22T02:50:04.602767] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 14.6s | Global ETA: 33m 3s [2025-11-22T02:50:04.603624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:04.603712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:04.608508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:04.610259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:04.610756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:04.655716] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:04.656391] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:04.657068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:04.665214] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.00%, Actual: 77.96% [2025-11-22T02:50:04.837752] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.53%, Actual: 3.99% [2025-11-22T02:50:04.851367] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 5.1s | Global ETA: 33m 4s [2025-11-22T02:50:04.852707] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:04.852772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:04.854627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:04.855141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:04.855589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:04.902553] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:04.923900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:04.981203] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 10.0s | Global ETA: 33m 4s [2025-11-22T02:50:04.982152] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:04.982216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:04.983896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:04.984391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:04.984858] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:04.985764] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:04.988177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:04.988889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:05.005157] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 3.27% [2025-11-22T02:50:05.170684] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.15%, Actual: 4.61% [2025-11-22T02:50:05.237732] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 13.9s | Global ETA: 33m 4s [2025-11-22T02:50:05.238627] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:05.238715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:05.243409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:05.245138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:05.245597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:05.289493] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:05.290416] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:50:05.291146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:05.337629] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.42%, Actual: 1.43% [2025-11-22T02:50:05.504750] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.79%, Actual: 2.71% [2025-11-22T02:50:05.541607] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.60% | Symbol ETA: 4.4s | Global ETA: 33m 4s [2025-11-22T02:50:05.542562] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:05.542628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:05.544346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:05.544868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:05.545340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:05.590170] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:05.610762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:05.671260] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 9.3s | Global ETA: 33m 4s [2025-11-22T02:50:05.672188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:05.672253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:05.673995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:05.674496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:05.674962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:05.675868] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:05.676596] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 3.72% [2025-11-22T02:50:05.678377] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:05.679106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:05.843404] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 3.22%, Actual: 7.34% [2025-11-22T02:50:05.843601] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 32.9052% [2025-11-22T02:50:05.843702] [INFO ] [main ] SEMR: DISCARDED add_regime (score: 32.91%) [2025-11-22T02:50:05.843749] [INFO ] [main ] SEMR: Testing feature 40/53: add_regime_flags [2025-11-22T02:50:05.843781] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_regime_flags'] [2025-11-22T02:50:05.843816] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:05.855099] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:05.856545] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:05.856609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:05.858298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:05.858831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:05.859270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:05.859688] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:05.860435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:05.934896] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.98% | Symbol ETA: 13.2s | Global ETA: 33m 4s [2025-11-22T02:50:05.987053] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:05.989042] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:05.989801] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:05.990956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:06.105659] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 2.04% [2025-11-22T02:50:06.220438] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.32% | Symbol ETA: 3.7s | Global ETA: 33m 4s [2025-11-22T02:50:06.221414] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:06.221480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:06.223285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:06.223825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:06.224354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:06.270235] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:50:06.272806] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.54%, Actual: 1.40% [2025-11-22T02:50:06.291139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:06.359211] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 8.5s | Global ETA: 33m 4s [2025-11-22T02:50:06.360143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:06.360209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:06.362038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:06.362617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:06.363114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:06.364024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:06.366446] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:06.367221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:06.440482] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 0.26% [2025-11-22T02:50:06.602736] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 60.32% | Symbol ETA: 9.9s | Global ETA: 33m 4s [2025-11-22T02:50:06.603659] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:06.603727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:06.605458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:06.605989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:06.606447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:06.606878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:06.607700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:06.608966] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.69% [2025-11-22T02:50:06.740831] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:06.742728] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:06.743462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:06.744619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:06.775380] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.24%, Actual: 0.40% [2025-11-22T02:50:06.924544] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 3.0s | Global ETA: 33m 4s [2025-11-22T02:50:06.941914] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 1.86% [2025-11-22T02:50:07.042411] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 7.8s | Global ETA: 33m 4s [2025-11-22T02:50:07.097122] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.17%, Actual: 1.38% [2025-11-22T02:50:07.109570] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.23% [2025-11-22T02:50:07.207580] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.68%, Actual: 2.09% [2025-11-22T02:50:07.271011] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 1.10% [2025-11-22T02:50:07.279256] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.03% [2025-11-22T02:50:07.340586] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 2.42% | Symbol ETA: 9.1s | Global ETA: 33m 5s [2025-11-22T02:50:07.341470] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:07.341542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:07.343202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:07.343712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:07.344151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:07.344553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:07.345331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:07.371926] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.13%, Actual: 0.39% [2025-11-22T02:50:07.443847] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 0.83% [2025-11-22T02:50:07.444202] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.07%, Actual: 0.99% [2025-11-22T02:50:07.473541] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:07.475464] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:07.476241] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:07.477420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:07.538376] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.83%, Actual: 0.85% [2025-11-22T02:50:07.610358] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.98%, Actual: 1.43% [2025-11-22T02:50:07.610577] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 46.8400% [2025-11-22T02:50:07.610705] [INFO ] [main ] FCF: DISCARDED add_morning_followthrough_mag_T0 (score: 46.84%) [2025-11-22T02:50:07.610754] [INFO ] [main ] FCF: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:50:07.610786] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_morning_range_expansion'] [2025-11-22T02:50:07.610820] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:07.614048] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.16% [2025-11-22T02:50:07.624186] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:07.625669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:07.625732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:07.630603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:07.632349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:07.632835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:07.677865] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:07.678634] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:07.683186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:07.702081] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 1.33% [2025-11-22T02:50:07.785919] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -2.28%, Actual: 0.75% [2025-11-22T02:50:07.865556] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.80% [2025-11-22T02:50:07.953833] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 1.53% [2025-11-22T02:50:08.027983] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 1.30% [2025-11-22T02:50:08.070303] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 3.90% | Symbol ETA: 8.3s | Global ETA: 33m 5s [2025-11-22T02:50:08.071194] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:08.071259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.072912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:08.073392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.073847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:08.074238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:08.075000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:08.120993] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 1.15% [2025-11-22T02:50:08.191132] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.02%, Actual: 0.60% [2025-11-22T02:50:08.206580] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:08.208495] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:08.209263] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:08.210402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:08.289726] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.60%, Actual: 0.65% [2025-11-22T02:50:08.294236] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.63% | Symbol ETA: 18.6s | Global ETA: 33m 5s [2025-11-22T02:50:08.295208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:08.295273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:08.300374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.302359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.302910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:08.349580] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:08.350381] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:08.354973] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.36% [2025-11-22T02:50:08.355133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:08.465477] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.32%, Actual: 3.38% [2025-11-22T02:50:08.517661] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 1.45% [2025-11-22T02:50:08.633721] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 0.03% [2025-11-22T02:50:08.633951] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.1237% [2025-11-22T02:50:08.634047] [INFO ] [main ] GSK: DISCARDED add_regime (score: 39.12%) [2025-11-22T02:50:08.634089] [INFO ] [main ] GSK: Testing feature 40/53: add_regime_flags [2025-11-22T02:50:08.634124] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_regime_flags'] [2025-11-22T02:50:08.634162] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:08.646129] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:08.647665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:08.647730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.649389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.649916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:08.650351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:08.680475] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 1.98% [2025-11-22T02:50:08.680610] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 50.4154% [2025-11-22T02:50:08.681814] [INFO ] [main ] FCN: DISCARDED add_overnight_gap_mag (score: 50.42%) [2025-11-22T02:50:08.681862] [INFO ] [main ] FCN: Testing feature 29/53: add_pct_change [2025-11-22T02:50:08.681894] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_pct_change'] [2025-11-22T02:50:08.681929] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:08.694884] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:08.696215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:08.697178] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:08.698505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:08.698568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.700267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.700797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:08.701235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:08.702119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:08.704488] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:08.706514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:08.797555] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 7.6s | Global ETA: 33m 5s [2025-11-22T02:50:08.798452] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:08.798517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.800162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:08.800658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.801097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:08.801486] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:08.802249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:08.928635] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:08.930407] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:08.931194] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:08.932301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:08.961230] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.15% | Symbol ETA: 17.9s | Global ETA: 33m 5s [2025-11-22T02:50:08.962126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:08.962189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:08.966893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:08.972207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:08.972715] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:09.015096] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:09.015833] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:09.019956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:09.310129] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 8.9s | Global ETA: 33m 5s [2025-11-22T02:50:09.311099] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:09.311169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:09.313002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:09.313663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:09.314181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:09.362755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:09.364223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:09.401861] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 14.1s | Global ETA: 33m 5s [2025-11-22T02:50:09.402732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:09.402794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:09.404420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:09.404925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:09.405357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:09.406278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:09.408684] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:09.410633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:09.518361] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -2.36% | Symbol ETA: 6.8s | Global ETA: 33m 5s [2025-11-22T02:50:09.519271] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:09.519336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:09.520995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:09.521486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:09.521943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:09.522330] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:09.523092] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:09.620891] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.46% | Symbol ETA: 17.2s | Global ETA: 33m 6s [2025-11-22T02:50:09.621812] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:09.621882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:09.626885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:09.628699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:09.629169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:09.648049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:09.649897] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:09.650605] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:09.651679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:09.674079] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:09.674801] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:09.679115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:09.982182] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.41% | Symbol ETA: 8.2s | Global ETA: 33m 6s [2025-11-22T02:50:09.983103] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:09.983168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:09.985028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:09.985544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:09.986026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:10.031104] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:10.032868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.077139] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 13.2s | Global ETA: 33m 6s [2025-11-22T02:50:10.078066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:10.078129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.079770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.080246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:10.080697] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:10.081561] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:10.083923] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:10.085852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.236670] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 6.1s | Global ETA: 33m 6s [2025-11-22T02:50:10.237621] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:10.237708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.239399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:10.239911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.240357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:10.240798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:10.241599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:10.295848] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 16.6s | Global ETA: 33m 6s [2025-11-22T02:50:10.296790] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:10.296856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:10.301950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.303801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.304288] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:10.350904] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:10.351749] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:10.356201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.374844] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:10.376750] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:10.377512] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:10.378613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.643597] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 7.6s | Global ETA: 33m 6s [2025-11-22T02:50:10.644520] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:10.644597] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.646300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.646814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:10.647265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:10.693289] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:10.694730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.761383] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 12.5s | Global ETA: 33m 6s [2025-11-22T02:50:10.762268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:10.762331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.763973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.764462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:10.764919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:10.765806] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:10.768198] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:10.770197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:10.981167] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 15.9s | Global ETA: 33m 6s [2025-11-22T02:50:10.982103] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:10.982168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:10.987172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:10.989111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:10.989590] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:11.034034] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:11.034888] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:11.039308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.044477] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 4.44% | Symbol ETA: 5.4s | Global ETA: 33m 6s [2025-11-22T02:50:11.045423] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:11.045488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.047551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:11.048084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.048531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:11.048945] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:11.049729] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:11.171423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:11.173327] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:11.174070] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:11.175151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.310582] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6.9s | Global ETA: 33m 6s [2025-11-22T02:50:11.311534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:11.311596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.313262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.313769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:11.314214] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:11.358060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:11.359392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.454020] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 11.9s | Global ETA: 33m 6s [2025-11-22T02:50:11.454919] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:11.454982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.456620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.457129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:11.457617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:11.458542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:11.460880] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:11.462850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.626657] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.05% | Symbol ETA: 15.2s | Global ETA: 33m 6s [2025-11-22T02:50:11.627558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:11.627622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:11.632288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.633994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.634449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:11.676666] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:11.677388] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:11.681465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.752985] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 4.7s | Global ETA: 33m 6s [2025-11-22T02:50:11.753882] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:11.753947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.755550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:11.756067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.756505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:11.756911] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:11.757701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:11.879792] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:11.881706] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:11.882436] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:11.883507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:11.961245] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.75% | Symbol ETA: 6.2s | Global ETA: 33m 7s [2025-11-22T02:50:11.962136] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:11.962198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:11.963866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:11.964349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:11.964811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:12.009293] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:12.010363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.133543] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 11.2s | Global ETA: 33m 7s [2025-11-22T02:50:12.134430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:12.134491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.136116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.136591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:12.137047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:12.137986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:12.140302] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:12.142306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.266585] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 14.5s | Global ETA: 33m 7s [2025-11-22T02:50:12.268237] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:12.268302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:12.273055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.274828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.275315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:12.336363] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:12.337313] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:12.341546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.487673] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.32% | Symbol ETA: 3.9s | Global ETA: 33m 7s [2025-11-22T02:50:12.488672] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:12.488750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.491109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:12.491808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.492404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:12.492972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:12.494012] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:12.614510] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 5.6s | Global ETA: 33m 7s [2025-11-22T02:50:12.615416] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:12.615477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.617132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.617705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:12.618155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:12.625200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:12.627091] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:12.627883] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:12.629001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.664064] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:12.665362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.824395] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.56% | Symbol ETA: 10.5s | Global ETA: 33m 7s [2025-11-22T02:50:12.829056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:12.829118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.830791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.831284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:12.831738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:12.832601] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:12.834985] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:12.836966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:12.925553] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 13.9s | Global ETA: 33m 7s [2025-11-22T02:50:12.926473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:12.926537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:12.931362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:12.933152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:12.933627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:12.975943] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:12.976864] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:12.981500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:13.211012] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 3.2s | Global ETA: 33m 7s [2025-11-22T02:50:13.271654] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 4.9s | Global ETA: 33m 7s [2025-11-22T02:50:13.272529] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:13.272591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:13.274236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:13.274747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:13.275188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:13.317580] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:13.318767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:13.378819] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 60.32%, Actual: 0.02% [2025-11-22T02:50:13.499695] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: 33m 7s [2025-11-22T02:50:13.501057] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:13.501121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:13.502780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:13.503263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:13.503722] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:13.504587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:13.506976] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:13.508990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:13.548315] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 2.42%, Actual: 0.09% [2025-11-22T02:50:13.593192] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 13.2s | Global ETA: 33m 7s [2025-11-22T02:50:13.594319] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:13.594383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:13.599156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:13.601090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:13.601768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:13.649344] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:13.650208] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:50:13.655232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:13.724112] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 3.90%, Actual: 77.96% [2025-11-22T02:50:13.900080] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 3.99% [2025-11-22T02:50:13.930602] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.04% | Symbol ETA: 4.2s | Global ETA: 33m 7s [2025-11-22T02:50:13.932144] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:13.932206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:13.933863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:13.934391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:13.934868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:13.979632] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:13.981009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:14.074388] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.36%, Actual: 3.27% [2025-11-22T02:50:14.178128] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 9.1s | Global ETA: 33m 7s [2025-11-22T02:50:14.179353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:14.179430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:14.181328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:14.182043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:14.182681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:14.183555] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:14.186392] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:14.188779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:14.251857] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 4.61% [2025-11-22T02:50:14.258729] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.48% | Symbol ETA: 12.6s | Global ETA: 33m 8s [2025-11-22T02:50:14.426328] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 4.44%, Actual: 1.43% [2025-11-22T02:50:14.432934] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.63%, Actual: 2.04% [2025-11-22T02:50:14.596602] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -2.07%, Actual: 2.71% [2025-11-22T02:50:14.608023] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.15%, Actual: 1.40% [2025-11-22T02:50:14.622560] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.11% | Symbol ETA: 3.6s | Global ETA: 33m 8s [2025-11-22T02:50:14.623446] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:14.623508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:14.625152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:14.625634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:14.626105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:14.670320] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:14.671410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:14.764838] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.32%, Actual: 3.72% [2025-11-22T02:50:14.783096] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.46%, Actual: 0.26% [2025-11-22T02:50:14.865097] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.58% | Symbol ETA: 8.4s | Global ETA: 33m 8s [2025-11-22T02:50:14.865997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:14.866059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:14.867759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:14.868241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:14.868699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:14.869556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:14.871894] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:50:14.873864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:14.933775] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.03%, Actual: 7.34% [2025-11-22T02:50:14.933988] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 33.4222% [2025-11-22T02:50:14.934071] [INFO ] [main ] SEMR: DISCARDED add_regime_flags (score: 33.42%) [2025-11-22T02:50:14.934116] [INFO ] [main ] SEMR: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:50:14.934152] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:50:14.934190] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:14.945872] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:14.947151] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:14.947220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:14.949048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:14.949567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:14.950069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:14.950502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:14.951293] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:14.956883] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 1.69% [2025-11-22T02:50:15.087172] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:15.089120] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:15.089874] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:15.090997] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:15.092708] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:15.093800] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:15.094896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:15.137481] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.40% [2025-11-22T02:50:15.286408] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 2.9s | Global ETA: 33m 8s [2025-11-22T02:50:15.310405] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.05%, Actual: 1.86% [2025-11-22T02:50:15.460033] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 1.38% [2025-11-22T02:50:15.478302] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.23% [2025-11-22T02:50:15.540106] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 7.7s | Global ETA: 33m 8s [2025-11-22T02:50:15.636665] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.41%, Actual: 1.10% [2025-11-22T02:50:15.641876] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 1.03% [2025-11-22T02:50:15.707263] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 2.09% [2025-11-22T02:50:15.707828] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 63.28% | Symbol ETA: 9.6s | Global ETA: 33m 8s [2025-11-22T02:50:15.708795] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:15.708865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:15.710621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:15.711146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:15.711601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:15.712038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:15.712841] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:15.805920] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 0.99% [2025-11-22T02:50:15.811561] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.20%, Actual: 0.83% [2025-11-22T02:50:15.846356] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:15.849033] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:15.850010] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:15.851125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:15.852777] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:15.853821] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:15.854496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:15.872606] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.16%, Actual: 0.39% [2025-11-22T02:50:15.971259] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.48%, Actual: 1.43% [2025-11-22T02:50:15.971449] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 41.6128% [2025-11-22T02:50:15.971570] [INFO ] [main ] FCF: DISCARDED add_morning_range_expansion (score: 41.61%) [2025-11-22T02:50:15.971614] [INFO ] [main ] FCF: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:50:15.971666] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_open_11_elasticity'] [2025-11-22T02:50:15.971705] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:15.984900] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:15.985488] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.16% [2025-11-22T02:50:15.986191] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:15.986254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:15.991082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:15.992907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:15.993384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:16.036851] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 0.85% [2025-11-22T02:50:16.036884] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:16.038002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:16.039186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:16.160979] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.75%, Actual: 0.75% [2025-11-22T02:50:16.200722] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 1.33% [2025-11-22T02:50:16.336849] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 1.53% [2025-11-22T02:50:16.365828] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.80% [2025-11-22T02:50:16.446813] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 8.7s | Global ETA: 33m 8s [2025-11-22T02:50:16.447735] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:16.447802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:16.449531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:16.450021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:16.450446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:16.450846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:16.451582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:16.506999] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 1.15% [2025-11-22T02:50:16.531562] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.56%, Actual: 1.30% [2025-11-22T02:50:16.580137] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:16.582074] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:16.582840] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:16.583958] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:16.585745] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:16.586803] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:16.587518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:16.632618] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.37% | Symbol ETA: 17.2s | Global ETA: 33m 9s [2025-11-22T02:50:16.633496] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:16.633560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:16.638344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:16.640061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:16.640527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:16.674757] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.04%, Actual: 0.65% [2025-11-22T02:50:16.683523] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:16.684213] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:16.685318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:16.697260] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.12%, Actual: 0.60% [2025-11-22T02:50:16.844791] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.11%, Actual: 3.38% [2025-11-22T02:50:16.862400] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.36% [2025-11-22T02:50:17.015635] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.89%, Actual: 0.03% [2025-11-22T02:50:17.015867] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.9216% [2025-11-22T02:50:17.015961] [INFO ] [main ] GSK: DISCARDED add_regime_flags (score: 39.92%) [2025-11-22T02:50:17.016006] [INFO ] [main ] GSK: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:50:17.016040] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:50:17.016079] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:17.028003] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:17.029274] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:17.029339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.031020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.031531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.031992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:17.035198] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.58%, Actual: 1.45% [2025-11-22T02:50:17.077358] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:17.078502] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:17.080204] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:17.081261] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:17.081986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.173734] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 4.38% | Symbol ETA: 7.9s | Global ETA: 33m 9s [2025-11-22T02:50:17.174598] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:17.174685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.176316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:17.176805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.177234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.177667] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:17.178409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:17.202627] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.81%, Actual: 1.98% [2025-11-22T02:50:17.202851] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.2594% [2025-11-22T02:50:17.202932] [INFO ] [main ] FCN: DISCARDED add_pct_change (score: 48.26%) [2025-11-22T02:50:17.202975] [INFO ] [main ] FCN: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:50:17.203030] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_preclose_acceleration_mag'] [2025-11-22T02:50:17.203067] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:17.215460] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:17.216781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:17.216844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.218540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.219074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.219545] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:17.220430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:17.222924] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:17.223976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.266011] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.60% | Symbol ETA: 16.5s | Global ETA: 33m 9s [2025-11-22T02:50:17.266895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:17.266957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:17.271788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.273520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.274006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:17.304556] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:17.306419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:17.307158] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:17.308293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:17.309985] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:17.311051] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:17.311756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.317102] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:17.318034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:17.319214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.691941] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 8.5s | Global ETA: 33m 9s [2025-11-22T02:50:17.692854] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:17.692920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.694631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.695152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.695606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:17.741025] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:17.742314] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:17.744038] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:17.745126] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:17.745889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.902922] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.58% | Symbol ETA: 12.9s | Global ETA: 33m 9s [2025-11-22T02:50:17.904366] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -3.82% | Symbol ETA: 7.2s | Global ETA: 33m 9s [2025-11-22T02:50:17.904425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:17.904510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.905267] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:17.905360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.906503] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.13% | Symbol ETA: 15.9s | Global ETA: 33m 9s [2025-11-22T02:50:17.907075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:17.907470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:17.907545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:17.907596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.908058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.908440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:17.908583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.909104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:17.909200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:17.909573] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:17.910465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:17.912284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:17.912874] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:17.913917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:17.914066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:17.914538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:17.958270] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:17.959146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:17.960317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:18.036510] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:18.038382] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:18.039122] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:18.040257] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:18.041901] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:18.042975] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:18.043794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:18.369417] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.85% | Symbol ETA: 7.9s | Global ETA: 33m 9s [2025-11-22T02:50:18.370338] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:18.370408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:18.372150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:18.372674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:18.373124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:18.418917] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:18.420069] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:18.421773] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:18.422825] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:18.423531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:18.545571] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 15.2s | Global ETA: 33m 9s [2025-11-22T02:50:18.546444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:18.546507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:18.551334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:18.553077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:18.553577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:18.574620] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 12.2s | Global ETA: 33m 9s [2025-11-22T02:50:18.575526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:18.575590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:18.577248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:18.577831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:18.578265] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:18.579186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:18.581598] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:18.582662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:18.596472] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:18.597146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:18.598290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:18.650910] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.08% | Symbol ETA: 6.4s | Global ETA: 33m 9s [2025-11-22T02:50:18.652126] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:18.652194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:18.653880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:18.654347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:18.654799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:18.655182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:18.655948] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:18.783424] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:18.785222] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:18.785962] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:18.787106] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:18.788807] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:18.789890] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:18.790609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.043490] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.80% | Symbol ETA: 7.2s | Global ETA: 33m 10s [2025-11-22T02:50:19.044385] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:19.044449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.046123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.046633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:19.047088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:19.091736] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:19.092847] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:19.094504] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:19.095549] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:19.096241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.236961] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.98% | Symbol ETA: 11.5s | Global ETA: 33m 10s [2025-11-22T02:50:19.237885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:19.237948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.239587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.240089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:19.240522] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:19.241401] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:19.243729] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:19.244748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.248902] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.91% | Symbol ETA: 14.7s | Global ETA: 33m 10s [2025-11-22T02:50:19.250031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:19.250095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:19.254975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.256794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.257277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:19.300676] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:19.301521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:19.302709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.377952] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.41% | Symbol ETA: 5.7s | Global ETA: 33m 10s [2025-11-22T02:50:19.378886] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:19.378953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.380612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:19.381100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.381534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:19.381936] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:19.382704] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:19.507054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:19.508929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:19.509674] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:19.510774] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:19.512424] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:19.513498] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:19.514207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.714276] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 6.5s | Global ETA: 33m 10s [2025-11-22T02:50:19.715201] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:19.715266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.717012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.717545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:19.718031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:19.763508] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:19.764678] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:19.766347] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:19.767451] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:19.768219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.889652] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.46% | Symbol ETA: 14.0s | Global ETA: 33m 10s [2025-11-22T02:50:19.890529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:19.890593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:19.895281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.896999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.897484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:19.911362] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 1.36% | Symbol ETA: 10.8s | Global ETA: 33m 10s [2025-11-22T02:50:19.912255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:19.912318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:19.914033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:19.914521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:19.914975] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:19.915869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:19.918236] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:19.919307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:19.940442] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:19.941186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:19.942307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:20.117284] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.75% | Symbol ETA: 4.9s | Global ETA: 33m 10s [2025-11-22T02:50:20.118205] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:20.118272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:20.119998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:20.120473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:20.120928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:20.121317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:20.122110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:20.249372] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:20.251302] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:20.252064] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:20.253216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:20.254916] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:20.255994] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:20.256715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:20.389655] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.82% | Symbol ETA: 5.9s | Global ETA: 33m 10s [2025-11-22T02:50:20.390577] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:20.390680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:20.392405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:20.392947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:20.393414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:20.439380] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:20.440674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:20.442356] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:20.443456] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:20.444201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:20.529885] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 13.3s | Global ETA: 33m 10s [2025-11-22T02:50:20.530827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:20.530893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:20.535829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:20.537911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:20.538397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:20.586404] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:20.587477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:20.588858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:20.604920] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -1.12% | Symbol ETA: 10.1s | Global ETA: 33m 10s [2025-11-22T02:50:20.605819] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:20.605882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:20.607572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:20.608083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:20.608547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:20.609463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:20.611879] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:20.612928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:20.874437] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.04% | Symbol ETA: 4.2s | Global ETA: 33m 10s [2025-11-22T02:50:20.875341] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:20.875408] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:20.877071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:20.877633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:20.878091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:20.878483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:20.879244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:21.007765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:21.009582] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:21.010323] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:21.011418] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:21.013104] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.014193] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:21.014911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.080912] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 5.2s | Global ETA: 33m 10s [2025-11-22T02:50:21.081939] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:21.082007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.083837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.084347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:21.084846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:21.130198] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:21.131399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:21.133239] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.134410] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:21.135122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.200551] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 12.7s | Global ETA: 33m 10s [2025-11-22T02:50:21.201466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:21.201531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:21.206454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.208283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.208785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:21.254013] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:21.254772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:21.255926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.279057] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.39% | Symbol ETA: 9.5s | Global ETA: 33m 10s [2025-11-22T02:50:21.279965] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:21.280027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.281673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.282159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:21.282591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:21.283471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:21.285833] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.286921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.611043] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -3.80% | Symbol ETA: 3.5s | Global ETA: 33m 11s [2025-11-22T02:50:21.612523] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T02:50:21.612592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.614357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:21.614871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.619093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:21.619522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:21.620326] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:21.747839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:21.749636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:21.750352] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:21.751416] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:21.753111] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.754167] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:21.754851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.755605] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.12% | Symbol ETA: 4.5s | Global ETA: 33m 11s [2025-11-22T02:50:21.756585] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:21.756682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.758420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.759014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:21.759494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:21.807290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:21.808895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:21.810658] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.811745] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:21.812415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.849976] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.61% | Symbol ETA: 12.1s | Global ETA: 33m 11s [2025-11-22T02:50:21.850892] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:21.850958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:21.855940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.857768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.858258] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:21.903237] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:21.904007] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:50:21.905176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:21.944839] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 8.8s | Global ETA: 33m 11s [2025-11-22T02:50:21.945766] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:21.945830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:21.947490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:21.948010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:21.948810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:21.949709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:21.952084] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:21.953136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:22.358619] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 2.7s | Global ETA: 33m 11s [2025-11-22T02:50:22.448999] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -3.33% | Symbol ETA: 3.9s | Global ETA: 33m 11s [2025-11-22T02:50:22.449926] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:22.449990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:22.451670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:22.452162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:22.452610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:22.495703] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:22.496817] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:22.498916] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:22.499928] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:22.500621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:22.522809] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.57% | Symbol ETA: 11.4s | Global ETA: 33m 11s [2025-11-22T02:50:22.532040] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 63.28%, Actual: 0.02% [2025-11-22T02:50:22.621517] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 8.1s | Global ETA: 33m 11s [2025-11-22T02:50:22.622446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:22.622513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:22.624158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:22.624639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:22.625094] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:22.625973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:22.628434] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:22.629545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:22.695223] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.37%, Actual: 2.04% [2025-11-22T02:50:22.701832] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 0.09% [2025-11-22T02:50:22.867566] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.60%, Actual: 1.40% [2025-11-22T02:50:22.874217] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 4.38%, Actual: 77.96% [2025-11-22T02:50:23.044228] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -3.82%, Actual: 3.99% [2025-11-22T02:50:23.044478] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.13%, Actual: 0.26% [2025-11-22T02:50:23.139037] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 3.2s | Global ETA: 33m 11s [2025-11-22T02:50:23.140169] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:50:23.140249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:23.142500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:23.143133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:23.143736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:23.193308] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:50:23.194676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:50:23.196420] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:23.197514] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:50:23.198230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:23.212703] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.08%, Actual: 3.27% [2025-11-22T02:50:23.216776] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 1.69% [2025-11-22T02:50:23.297100] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 7.4s | Global ETA: 33m 11s [2025-11-22T02:50:23.298045] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:23.298108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:23.299816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:23.300293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:23.300747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:23.301604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:23.303968] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:50:23.304998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:23.379873] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.41%, Actual: 4.61% [2025-11-22T02:50:23.388254] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.91%, Actual: 0.40% [2025-11-22T02:50:23.547890] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.75%, Actual: 1.43% [2025-11-22T02:50:23.565149] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.46%, Actual: 1.86% [2025-11-22T02:50:23.716073] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.04%, Actual: 2.71% [2025-11-22T02:50:23.744574] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.23% [2025-11-22T02:50:23.808118] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.38% | Symbol ETA: 2.5s | Global ETA: 33m 12s [2025-11-22T02:50:23.884405] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -3.80%, Actual: 3.72% [2025-11-22T02:50:23.917834] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.03% [2025-11-22T02:50:23.959039] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 6.8s | Global ETA: 33m 12s [2025-11-22T02:50:23.976247] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 1.38% [2025-11-22T02:50:24.051572] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.27%, Actual: 7.34% [2025-11-22T02:50:24.051807] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 34.4006% [2025-11-22T02:50:24.051898] [INFO ] [main ] SEMR: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.40%) [2025-11-22T02:50:24.051941] [INFO ] [main ] SEMR: Testing feature 42/53: add_shelf_lag [2025-11-22T02:50:24.051974] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_shelf_lag'] [2025-11-22T02:50:24.052009] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:24.063511] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:24.064847] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:24.064913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:24.066577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:24.067090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:24.067556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:24.067984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:24.068757] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:24.096421] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.61%, Actual: 0.99% [2025-11-22T02:50:24.128010] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.58%, Actual: 2.09% [2025-11-22T02:50:24.159024] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.85%, Actual: 1.10% [2025-11-22T02:50:24.195070] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:24.196966] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:24.197737] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:24.199274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:24.274381] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.57%, Actual: 1.43% [2025-11-22T02:50:24.274596] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.4388% [2025-11-22T02:50:24.274727] [INFO ] [main ] FCF: DISCARDED add_open_11_elasticity (score: 42.44%) [2025-11-22T02:50:24.274777] [INFO ] [main ] FCF: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:50:24.274834] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_open_reversal_intensity'] [2025-11-22T02:50:24.274906] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:24.288245] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:24.289817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:24.289883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:24.294979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:24.296941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:24.297475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:24.297415] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 0.39% [2025-11-22T02:50:24.340273] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.80%, Actual: 0.83% [2025-11-22T02:50:24.345566] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:24.346538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:24.348134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:24.464036] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.98%, Actual: 0.85% [2025-11-22T02:50:24.510593] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.16% [2025-11-22T02:50:24.630952] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 1.36%, Actual: 1.33% [2025-11-22T02:50:24.681388] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.82%, Actual: 0.75% [2025-11-22T02:50:24.797122] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -1.12%, Actual: 0.80% [2025-11-22T02:50:24.849770] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 1.53% [2025-11-22T02:50:24.894290] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 51.46% | Symbol ETA: 9.9s | Global ETA: 33m 12s [2025-11-22T02:50:24.895185] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:24.895251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:24.896936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:24.897431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:24.897886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:24.898269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:24.899027] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:24.962446] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.39%, Actual: 1.30% [2025-11-22T02:50:24.967398] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 16.6s | Global ETA: 33m 12s [2025-11-22T02:50:24.968377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:24.968445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:24.973564] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:24.975432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:24.975947] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:25.018824] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.12%, Actual: 1.15% [2025-11-22T02:50:25.021978] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:25.022943] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:25.024316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:25.025591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:25.027657] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:25.028391] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:25.029915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:25.127557] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.60% [2025-11-22T02:50:25.191870] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -3.33%, Actual: 0.65% [2025-11-22T02:50:25.296294] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.36% [2025-11-22T02:50:25.361500] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 3.38% [2025-11-22T02:50:25.463725] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 1.45% [2025-11-22T02:50:25.534296] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.38%, Actual: 0.03% [2025-11-22T02:50:25.534503] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 35.6121% [2025-11-22T02:50:25.534608] [INFO ] [main ] GSK: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.61%) [2025-11-22T02:50:25.534672] [INFO ] [main ] GSK: Testing feature 42/53: add_shelf_lag [2025-11-22T02:50:25.534708] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_shelf_lag'] [2025-11-22T02:50:25.534742] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:25.547275] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:25.548682] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:25.548744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:25.550487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:25.551029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:25.551481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:25.597967] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:25.599524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:25.613934] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.58% | Symbol ETA: 15.8s | Global ETA: 33m 12s [2025-11-22T02:50:25.614825] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:25.614887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:25.619741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:25.621469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:25.621956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:25.630185] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 1.98% [2025-11-22T02:50:25.630364] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.0883% [2025-11-22T02:50:25.630447] [INFO ] [main ] FCN: DISCARDED add_preclose_acceleration_mag (score: 48.09%) [2025-11-22T02:50:25.630494] [INFO ] [main ] FCN: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:50:25.630530] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_prev_1100_to_open'] [2025-11-22T02:50:25.630563] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:25.642936] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:25.644390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:25.644453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:25.646166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:25.646693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:25.647130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:25.648128] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:25.650547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:25.651267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:25.666516] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:25.667265] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:25.668553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:25.698296] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 9.0s | Global ETA: 33m 12s [2025-11-22T02:50:25.699230] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:25.699295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:25.700965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:25.701444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:25.701898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:25.702287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:25.703041] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:25.827002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:25.828840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:25.829552] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:25.830968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.257130] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.54% | Symbol ETA: 15.1s | Global ETA: 33m 13s [2025-11-22T02:50:26.258036] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:26.258099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:26.262857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.264599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.265084] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:26.306505] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.00% | Symbol ETA: 12.1s | Global ETA: 33m 13s [2025-11-22T02:50:26.307450] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:26.307521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.309210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.309282] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:26.309709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:26.309974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:26.310176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:26.311081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:26.311269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.313448] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:26.314168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.325061] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 9.3s | Global ETA: 33m 13s [2025-11-22T02:50:26.326028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:26.326093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.327845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.328340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:26.328865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:26.375461] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:26.376764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.496936] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 8.1s | Global ETA: 33m 13s [2025-11-22T02:50:26.498465] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:26.498531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.502943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:26.503424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.503878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:26.504264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:26.505034] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:26.627618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:26.629313] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:26.630023] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:26.631389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.897281] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 14.4s | Global ETA: 33m 13s [2025-11-22T02:50:26.898201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:26.898264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:26.903008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.904722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.905189] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:26.948630] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:26.949322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:26.950967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:26.967221] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.51% | Symbol ETA: 11.5s | Global ETA: 33m 13s [2025-11-22T02:50:26.968136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:26.968198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:26.969929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:26.970758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:26.971188] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:26.972080] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:26.974418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:26.975112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:27.101439] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 8.5s | Global ETA: 33m 13s [2025-11-22T02:50:27.102376] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:27.102439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:27.104167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:27.104686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:27.105138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:27.148610] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:27.149977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:27.300874] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.37% | Symbol ETA: 7.3s | Global ETA: 33m 13s [2025-11-22T02:50:27.301786] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:27.301851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:27.303460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:27.303986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:27.304415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:27.304818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:27.305565] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:27.431330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:27.433192] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:27.433925] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:27.435304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:27.542100] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.05% | Symbol ETA: 13.7s | Global ETA: 33m 13s [2025-11-22T02:50:27.542977] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:27.543039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:27.547853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:27.549615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:27.550116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:27.593499] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:27.594232] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:27.595487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:27.636272] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.07% | Symbol ETA: 10.8s | Global ETA: 33m 13s [2025-11-22T02:50:27.637174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:27.637236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:27.638937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:27.639410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:27.639862] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:27.640750] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:27.643077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:27.643767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:27.875851] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 7.7s | Global ETA: 33m 13s [2025-11-22T02:50:27.876803] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:27.876867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:27.878583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:27.879139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:27.879598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:27.924406] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:27.926006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.136129] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 6.5s | Global ETA: 33m 13s [2025-11-22T02:50:28.137110] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:28.137178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.138971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:28.139464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.139968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:28.140357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:28.141133] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:28.178541] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.93% | Symbol ETA: 13.1s | Global ETA: 33m 13s [2025-11-22T02:50:28.179439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:28.179507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:28.184290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.186061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.186522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:28.230963] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:28.231617] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:28.233209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.271601] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:28.273711] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:28.274447] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:28.276061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.305212] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 10.2s | Global ETA: 33m 13s [2025-11-22T02:50:28.306148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:28.306211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.307913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.308387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:28.308878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:28.309804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:28.312181] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:28.312876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.647050] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 6.9s | Global ETA: 33m 14s [2025-11-22T02:50:28.648003] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:28.648067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.649838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.650389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:28.650893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:28.695398] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:28.696716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.821048] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 12.4s | Global ETA: 33m 14s [2025-11-22T02:50:28.822563] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:28.822630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:28.827480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.829209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.829691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:28.872618] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:28.873517] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:28.874830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:28.955033] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 3.87% | Symbol ETA: 5.7s | Global ETA: 33m 14s [2025-11-22T02:50:28.956058] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:28.956122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.957795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:28.958269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.958721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:28.959101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:28.959860] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:28.971161] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 9.5s | Global ETA: 33m 14s [2025-11-22T02:50:28.972057] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:28.972121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:28.973783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:28.974259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:28.974707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:28.975582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:28.978048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:28.978768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:29.084283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:29.086058] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:29.086772] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:29.088219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:29.407251] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 6.1s | Global ETA: 33m 14s [2025-11-22T02:50:29.408196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:29.408259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:29.409987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:29.410480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:29.410944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:29.455585] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:29.457058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:29.458907] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 11.8s | Global ETA: 33m 14s [2025-11-22T02:50:29.459832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:29.459895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:29.464656] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:29.466369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:29.466884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:29.512040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:29.512826] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:29.514141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:29.627303] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.60% | Symbol ETA: 8.8s | Global ETA: 33m 14s [2025-11-22T02:50:29.628272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:29.628339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:29.630195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:29.630720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:29.631156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:29.632082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:29.634553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:29.635273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:29.760360] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -1.01% | Symbol ETA: 4.9s | Global ETA: 33m 14s [2025-11-22T02:50:29.761248] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:29.761313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:29.762964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:29.763427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:29.763887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:29.764269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:29.765030] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:29.889343] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:29.891082] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:29.891795] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:29.893210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.101731] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.10% | Symbol ETA: 11.1s | Global ETA: 33m 14s [2025-11-22T02:50:30.102587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:30.102671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:30.107560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.109362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.109876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:30.153009] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:30.153772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:50:30.155048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.160348] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.11% | Symbol ETA: 5.4s | Global ETA: 33m 14s [2025-11-22T02:50:30.161277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:30.161344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.163056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.163559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:30.164082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:30.209277] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:30.210626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.296602] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 3.18% | Symbol ETA: 8.2s | Global ETA: 33m 14s [2025-11-22T02:50:30.297585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:30.297691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.299420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.299973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:30.300429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:30.301446] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:30.304079] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:30.304860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.566014] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 4.1s | Global ETA: 33m 14s [2025-11-22T02:50:30.566914] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:30.566979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.571173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:30.571665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.572108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:30.572490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:30.573256] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:30.697795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:30.699551] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:30.700310] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:30.701761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.743230] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 10.5s | Global ETA: 33m 15s [2025-11-22T02:50:30.910713] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.26%, Actual: 2.04% [2025-11-22T02:50:30.912472] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 4.6s | Global ETA: 33m 15s [2025-11-22T02:50:30.913386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:30.913449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.915150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.915708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:30.916171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:30.959182] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:30.960457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:30.968961] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 7.5s | Global ETA: 33m 15s [2025-11-22T02:50:30.969932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:30.969998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:30.971762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:30.972256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:30.972785] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:30.973747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:30.976287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:30.977065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:31.077939] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.58%, Actual: 1.40% [2025-11-22T02:50:31.242847] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.54%, Actual: 0.26% [2025-11-22T02:50:31.372458] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 3.3s | Global ETA: 33m 15s [2025-11-22T02:50:31.373368] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:31.373445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:31.375104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:31.375579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:31.376044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:31.376428] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:31.377216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:31.412349] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.69% [2025-11-22T02:50:31.502529] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:31.504425] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:31.505158] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:31.506546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:31.584492] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.05%, Actual: 0.40% [2025-11-22T02:50:31.648522] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 6.8s | Global ETA: 33m 15s [2025-11-22T02:50:31.649492] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:31.649556] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:31.651326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:31.651846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:31.652284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:31.653187] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:31.655538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:50:31.656279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:31.657579] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.95% | Symbol ETA: 3.8s | Global ETA: 33m 15s [2025-11-22T02:50:31.658479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:31.658541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:31.660219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:31.660760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:31.661207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:31.704605] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:31.706067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:31.775983] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 1.86% [2025-11-22T02:50:31.951510] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 0.23% [2025-11-22T02:50:32.140106] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.29%, Actual: 1.03% [2025-11-22T02:50:32.187442] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 2.4s | Global ETA: 33m 15s [2025-11-22T02:50:32.316226] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.86% | Symbol ETA: 6.2s | Global ETA: 33m 15s [2025-11-22T02:50:32.331452] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.10%, Actual: 0.99% [2025-11-22T02:50:32.356180] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 51.46%, Actual: 0.02% [2025-11-22T02:50:32.433900] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 3.1s | Global ETA: 33m 15s [2025-11-22T02:50:32.435014] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:32.435081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:32.436872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:32.437417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:32.437891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:32.483055] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:50:32.484552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:32.493999] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.00%, Actual: 2.09% [2025-11-22T02:50:32.501787] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 1.43% [2025-11-22T02:50:32.502050] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 33.3502% [2025-11-22T02:50:32.502156] [INFO ] [main ] FCF: DISCARDED add_open_reversal_intensity (score: 33.35%) [2025-11-22T02:50:32.502199] [INFO ] [main ] FCF: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:50:32.502232] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:50:32.502267] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:32.518515] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:32.519940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:32.520010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:32.526220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:32.528668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:32.529287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:32.535091] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 0.09% [2025-11-22T02:50:32.580719] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:32.581639] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:32.583266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:32.668843] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.51%, Actual: 0.39% [2025-11-22T02:50:32.702057] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 77.96% [2025-11-22T02:50:32.841536] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.07%, Actual: 0.85% [2025-11-22T02:50:32.870887] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.37%, Actual: 3.99% [2025-11-22T02:50:33.010966] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.33% [2025-11-22T02:50:33.048828] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 3.27% [2025-11-22T02:50:33.172978] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.30% | Symbol ETA: 15.5s | Global ETA: 33m 16s [2025-11-22T02:50:33.173885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:33.173947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:33.178810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:33.180598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:33.180766] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.80% [2025-11-22T02:50:33.181120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:33.187142] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: 1.14% | Symbol ETA: 2.3s | Global ETA: 33m 16s [2025-11-22T02:50:33.223142] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 3.87%, Actual: 4.61% [2025-11-22T02:50:33.225948] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:33.226698] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:33.228283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:33.347498] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.60%, Actual: 1.30% [2025-11-22T02:50:33.358268] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 1.38% [2025-11-22T02:50:33.392973] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -1.01%, Actual: 1.43% [2025-11-22T02:50:33.514326] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 3.18%, Actual: 0.60% [2025-11-22T02:50:33.527469] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 1.10% [2025-11-22T02:50:33.560230] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 2.71% [2025-11-22T02:50:33.682098] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.36% [2025-11-22T02:50:33.693478] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.83% [2025-11-22T02:50:33.730072] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 3.72% [2025-11-22T02:50:33.820829] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.71% | Symbol ETA: 14.8s | Global ETA: 33m 16s [2025-11-22T02:50:33.822619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:33.822735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:33.827858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:33.829863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:33.830346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:33.848209] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.47%, Actual: 1.45% [2025-11-22T02:50:33.859297] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 1.16% [2025-11-22T02:50:33.876246] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:33.877025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:33.878635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:33.904735] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 7.34% [2025-11-22T02:50:33.904958] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 32.4381% [2025-11-22T02:50:33.905059] [INFO ] [main ] SEMR: DISCARDED add_shelf_lag (score: 32.44%) [2025-11-22T02:50:33.905105] [INFO ] [main ] SEMR: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:50:33.905141] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_signed_carry_history_11'] [2025-11-22T02:50:33.905179] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:33.917934] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:33.919462] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:33.919530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:33.921296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:33.921844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:33.922316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:33.922736] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:33.923511] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:34.013231] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.86%, Actual: 1.98% [2025-11-22T02:50:34.013448] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 46.6733% [2025-11-22T02:50:34.013532] [INFO ] [main ] FCN: DISCARDED add_prev_1100_to_open (score: 46.67%) [2025-11-22T02:50:34.013574] [INFO ] [main ] FCN: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:50:34.013606] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_prev_close_to_1100'] [2025-11-22T02:50:34.013657] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:34.024844] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.75% [2025-11-22T02:50:34.025948] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:34.027433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:34.027506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:34.029201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:34.029718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:34.030153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:34.031052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:34.033422] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:34.034119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:34.059816] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:34.061778] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:34.062624] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:34.064089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:34.192538] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.11%, Actual: 1.53% [2025-11-22T02:50:34.360163] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.78%, Actual: 1.15% [2025-11-22T02:50:34.466678] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.33% | Symbol ETA: 14.1s | Global ETA: 33m 16s [2025-11-22T02:50:34.467565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:34.467628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:34.472372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:34.474129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:34.474618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:34.518303] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:34.519093] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:34.520699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:34.529312] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.95%, Actual: 0.65% [2025-11-22T02:50:34.671912] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 53.27% | Symbol ETA: 9.1s | Global ETA: 33m 16s [2025-11-22T02:50:34.672806] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:34.672871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:34.674507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:34.675005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:34.675436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:34.675841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:34.676589] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:34.707028] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.27% | Symbol ETA: 11.8s | Global ETA: 33m 16s [2025-11-22T02:50:34.708005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:34.708071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:34.709803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:34.710310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:34.710786] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:34.711737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:34.714253] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:34.715004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:34.731182] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 3.38% [2025-11-22T02:50:34.809081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:34.811603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:34.812637] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:34.814502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:34.900971] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: 1.14%, Actual: 0.03% [2025-11-22T02:50:34.901193] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 42.7702% [2025-11-22T02:50:34.901291] [INFO ] [main ] GSK: DISCARDED add_shelf_lag (score: 42.77%) [2025-11-22T02:50:34.901333] [INFO ] [main ] GSK: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:50:34.901368] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_signed_carry_history_11'] [2025-11-22T02:50:34.901402] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:34.913060] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:34.914497] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:34.914904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:34.916590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:34.917114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:34.917595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:34.962465] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:34.964089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:35.111905] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 13.5s | Global ETA: 33m 16s [2025-11-22T02:50:35.112798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:35.112861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:35.117598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:35.119341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:35.119829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:35.163120] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:35.163944] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:35.165482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:35.373769] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.75% | Symbol ETA: 11.1s | Global ETA: 33m 16s [2025-11-22T02:50:35.374669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:35.374732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:35.376376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:35.376874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:35.377305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:35.378258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:35.380575] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:35.381280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:35.416224] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.64% | Symbol ETA: 8.3s | Global ETA: 33m 17s [2025-11-22T02:50:35.417659] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:35.417726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:35.419460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:35.419992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:35.420447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:35.420919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:35.421722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:35.554902] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:35.556875] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:35.557635] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:35.559166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:35.571987] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 8.2s | Global ETA: 33m 17s [2025-11-22T02:50:35.572926] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:35.572988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:35.574664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:35.575150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:35.575584] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:35.625689] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:35.627409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:35.756142] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 12.8s | Global ETA: 33m 17s [2025-11-22T02:50:35.757025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:35.757087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:35.761884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:35.763622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:35.764107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:35.807441] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:35.808155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:35.809910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.043311] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.43% | Symbol ETA: 10.4s | Global ETA: 33m 17s [2025-11-22T02:50:36.044203] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:36.044265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.045958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.046427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.046915] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:36.047902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:36.050222] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:36.051284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.161281] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.08% | Symbol ETA: 7.6s | Global ETA: 33m 17s [2025-11-22T02:50:36.162207] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:36.162272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.163922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:36.164392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.164847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.165230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:36.165993] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:36.234735] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.04% | Symbol ETA: 7.5s | Global ETA: 33m 17s [2025-11-22T02:50:36.235613] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:36.235697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.237370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.237897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.238335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:36.282842] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:36.284488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.298218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:36.300170] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:36.300980] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:36.302455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.399031] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.55% | Symbol ETA: 12.2s | Global ETA: 33m 17s [2025-11-22T02:50:36.399938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:36.400000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:36.404683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.406420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.406905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:36.450068] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:36.450812] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:36.452296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.730807] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 9.7s | Global ETA: 33m 17s [2025-11-22T02:50:36.731733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:36.731798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.733601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.734162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.734623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:36.735672] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:36.738175] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:36.738904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:36.928863] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 6.9s | Global ETA: 33m 17s [2025-11-22T02:50:36.929812] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:36.929881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.931724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:36.932295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.932838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.933247] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:36.934110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:36.937566] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -1.31% | Symbol ETA: 7.0s | Global ETA: 33m 17s [2025-11-22T02:50:36.938881] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:36.938964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:36.941381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:36.942121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:36.942790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:36.997009] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:36.998797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:37.071458] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 11.5s | Global ETA: 33m 17s [2025-11-22T02:50:37.073280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:37.073382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:37.078608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:37.080585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:37.081127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:37.103152] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:37.105579] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:37.106560] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:37.108391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:37.128066] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:37.129216] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:37.131318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:37.598403] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 9.3s | Global ETA: 33m 17s [2025-11-22T02:50:37.599421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:37.599491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:37.601333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:37.601888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:37.602346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:37.603599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:37.606674] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:37.607702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:37.861540] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 6.7s | Global ETA: 33m 18s [2025-11-22T02:50:37.862626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:37.862744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:37.864986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:37.865595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:37.866148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:37.915732] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:37.917768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:37.926379] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.85% | Symbol ETA: 6.4s | Global ETA: 33m 18s [2025-11-22T02:50:37.927637] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:37.927746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:37.930218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:37.930964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:37.931587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:37.932154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:37.933325] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:37.991964] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 11.0s | Global ETA: 33m 18s [2025-11-22T02:50:37.993144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:37.993249] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:37.998377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:38.000446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:38.001010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:38.048827] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:38.049761] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:38.051375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:38.068149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:38.070086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:38.070848] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:38.072301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:38.402208] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.67% | Symbol ETA: 8.6s | Global ETA: 33m 18s [2025-11-22T02:50:38.403171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:38.403235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:38.404889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:38.405362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:38.405823] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:38.406742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:38.409118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:38.409828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:38.585477] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 5.9s | Global ETA: 33m 18s [2025-11-22T02:50:38.586377] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:38.586439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:38.588159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:38.588667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:38.589111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:38.632928] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:38.634560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:38.664095] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 10.3s | Global ETA: 33m 18s [2025-11-22T02:50:38.665002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:38.665066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:38.670053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:38.671842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:38.672321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:38.678855] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 5.5s | Global ETA: 33m 18s [2025-11-22T02:50:38.679775] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:38.679842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:38.681531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:38.682068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:38.682544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:38.682965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:38.683755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:38.717801] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:38.718754] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:38.720394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:38.810724] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:38.812620] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:38.813389] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:38.814814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:39.114891] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 7.9s | Global ETA: 33m 18s [2025-11-22T02:50:39.115863] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:39.115928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:39.117769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:39.118324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:39.118817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:39.119803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:39.122712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:39.123603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:39.240948] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 5.1s | Global ETA: 33m 18s [2025-11-22T02:50:39.241849] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:39.241917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:39.243528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:39.244027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:39.244454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:39.287859] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:39.289424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:39.337434] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.17% | Symbol ETA: 9.6s | Global ETA: 33m 18s [2025-11-22T02:50:39.406782] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.76% | Symbol ETA: 4.7s | Global ETA: 33m 18s [2025-11-22T02:50:39.407762] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:39.407829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:39.410106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:39.410595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:39.411075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:39.411469] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:39.412291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:39.511174] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.30%, Actual: 2.04% [2025-11-22T02:50:39.540923] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:39.542835] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:39.543604] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:39.545064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:39.684803] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.71%, Actual: 1.40% [2025-11-22T02:50:39.833571] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 7.1s | Global ETA: 33m 18s [2025-11-22T02:50:39.834476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:39.834539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:39.836241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:39.836746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:39.837189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:39.838135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:39.840599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:39.841354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:39.853658] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.33%, Actual: 0.26% [2025-11-22T02:50:39.896076] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 4.4s | Global ETA: 33m 18s [2025-11-22T02:50:39.897023] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:39.897088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:39.899279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:39.899817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:39.900286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:39.945880] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:39.947593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:40.025236] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 1.69% [2025-11-22T02:50:40.161570] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.38% | Symbol ETA: 3.9s | Global ETA: 33m 19s [2025-11-22T02:50:40.162562] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:40.162630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:40.164305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:40.164810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:40.165257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:40.165698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:40.166512] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:40.195049] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.40% [2025-11-22T02:50:40.290298] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:40.292090] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:40.292808] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:40.294163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:40.364540] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.55%, Actual: 1.86% [2025-11-22T02:50:40.502248] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 6.4s | Global ETA: 33m 19s [2025-11-22T02:50:40.503140] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:40.503204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:40.504864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:40.505335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:40.505792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:40.506700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:40.509154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:50:40.509858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:40.533313] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.23% [2025-11-22T02:50:40.612886] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 3.7s | Global ETA: 33m 19s [2025-11-22T02:50:40.613791] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:40.613856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:40.615511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:40.616021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:40.616461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:40.659260] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:40.660953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:40.705473] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 1.03% [2025-11-22T02:50:40.879080] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.99% [2025-11-22T02:50:40.881358] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -2.76% | Symbol ETA: 3.1s | Global ETA: 33m 19s [2025-11-22T02:50:40.882257] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:40.882322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:40.883949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:40.884417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:40.884874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:40.885255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:40.886015] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:41.009410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:41.011316] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:41.012089] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:41.013489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:41.056529] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.17%, Actual: 1.43% [2025-11-22T02:50:41.056753] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.7939% [2025-11-22T02:50:41.056854] [INFO ] [main ] FCF: DISCARDED add_open_vs_close_liquidity_ratio (score: 42.79%) [2025-11-22T02:50:41.056904] [INFO ] [main ] FCF: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:50:41.056937] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_open_vs_prev_range_position'] [2025-11-22T02:50:41.056970] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:41.069404] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:41.070924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:41.070988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:41.076083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:41.077931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:41.081497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:41.128926] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:41.129885] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:41.133394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:41.174959] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 5.7s | Global ETA: 33m 19s [2025-11-22T02:50:41.260052] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 2.9s | Global ETA: 33m 19s [2025-11-22T02:50:41.260949] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:41.261011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:41.262630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:41.263144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:41.263581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:41.305620] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:50:41.307151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:41.344094] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.27%, Actual: 2.09% [2025-11-22T02:50:41.514442] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.75%, Actual: 0.39% [2025-11-22T02:50:41.605208] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.31% | Symbol ETA: 2.3s | Global ETA: 33m 19s [2025-11-22T02:50:41.744761] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.50% | Symbol ETA: 15.3s | Global ETA: 33m 19s [2025-11-22T02:50:41.745669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:41.745734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:41.750726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:41.752542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:41.753049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:41.760681] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.43%, Actual: 0.85% [2025-11-22T02:50:41.778823] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 53.27%, Actual: 0.02% [2025-11-22T02:50:41.800258] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:41.801207] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:41.804298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:41.929509] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 1.33% [2025-11-22T02:50:41.951203] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.64%, Actual: 0.09% [2025-11-22T02:50:41.965389] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 2.2s | Global ETA: 33m 19s [2025-11-22T02:50:42.100677] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.80% [2025-11-22T02:50:42.121222] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.08%, Actual: 77.96% [2025-11-22T02:50:42.132735] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 1.38% [2025-11-22T02:50:42.267624] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.67%, Actual: 1.30% [2025-11-22T02:50:42.290194] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 3.99% [2025-11-22T02:50:42.301372] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.04%, Actual: 1.10% [2025-11-22T02:50:42.406035] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.75% | Symbol ETA: 14.6s | Global ETA: 33m 19s [2025-11-22T02:50:42.407013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:42.407078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:42.412233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:42.414150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:42.414665] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:42.434762] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.60% [2025-11-22T02:50:42.459074] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.85%, Actual: 3.27% [2025-11-22T02:50:42.459185] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:42.460054] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:42.463051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:42.473860] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -1.31%, Actual: 0.83% [2025-11-22T02:50:42.602432] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.36% [2025-11-22T02:50:42.629257] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 4.61% [2025-11-22T02:50:42.653945] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 1.16% [2025-11-22T02:50:42.770233] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 1.45% [2025-11-22T02:50:42.801017] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.76%, Actual: 1.43% [2025-11-22T02:50:42.821873] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 0.75% [2025-11-22T02:50:42.938920] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 1.98% [2025-11-22T02:50:42.939165] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 38.0888% [2025-11-22T02:50:42.939257] [INFO ] [main ] FCN: DISCARDED add_prev_close_to_1100 (score: 38.09%) [2025-11-22T02:50:42.939300] [INFO ] [main ] FCN: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:50:42.939332] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_prev_close_to_open'] [2025-11-22T02:50:42.939367] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:42.951684] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:42.953154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:42.953217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:42.954899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:42.955389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:42.955844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:42.956791] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:42.959166] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:42.959870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:42.969881] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.38%, Actual: 2.71% [2025-11-22T02:50:42.988583] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 1.53% [2025-11-22T02:50:43.067279] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.75% | Symbol ETA: 13.9s | Global ETA: 33m 20s [2025-11-22T02:50:43.068215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:43.068278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:43.073053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:43.074804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:43.075273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:43.118683] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:43.119501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:43.122358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:43.137895] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -2.76%, Actual: 3.72% [2025-11-22T02:50:43.154191] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.15% [2025-11-22T02:50:43.305629] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.31%, Actual: 7.34% [2025-11-22T02:50:43.305854] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 28.8156% [2025-11-22T02:50:43.305940] [INFO ] [main ] SEMR: DISCARDED add_signed_carry_history_11 (score: 28.82%) [2025-11-22T02:50:43.305984] [INFO ] [main ] SEMR: Testing feature 44/53: add_sma_ratio [2025-11-22T02:50:43.306022] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_sma_ratio'] [2025-11-22T02:50:43.306057] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:43.318127] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:43.319574] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:43.319671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:43.320404] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 0.65% [2025-11-22T02:50:43.321344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:43.321869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:43.322304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:43.322708] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:43.323445] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:43.450189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:43.452046] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:43.452789] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:43.453510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:43.485687] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 3.38% [2025-11-22T02:50:43.621868] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.68% | Symbol ETA: 11.6s | Global ETA: 33m 20s [2025-11-22T02:50:43.622756] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:43.622820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:43.624461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:43.624952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:43.625378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:43.626268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:43.628673] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:43.629360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:43.663941] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.03% [2025-11-22T02:50:43.664157] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 41.6763% [2025-11-22T02:50:43.664268] [INFO ] [main ] GSK: DISCARDED add_signed_carry_history_11 (score: 41.68%) [2025-11-22T02:50:43.664310] [INFO ] [main ] GSK: Testing feature 44/53: add_sma_ratio [2025-11-22T02:50:43.664344] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_sma_ratio'] [2025-11-22T02:50:43.664379] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:43.676670] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:43.678266] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:43.678329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:43.680059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:43.680584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:43.681054] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:43.712099] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 13.2s | Global ETA: 33m 20s [2025-11-22T02:50:43.713042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:43.713108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:43.717892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:43.719609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:43.720091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:43.724089] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:43.725002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:43.764989] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:43.765756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:43.768632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.051862] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 63.46% | Symbol ETA: 8.6s | Global ETA: 33m 20s [2025-11-22T02:50:44.053107] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:44.053171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.054822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:44.055305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.055763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.056153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:44.056918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:44.183006] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:44.184851] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:44.185557] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:44.186301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.289075] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 10.9s | Global ETA: 33m 20s [2025-11-22T02:50:44.289971] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:44.290033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.291660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.292126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.292560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:44.293453] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:44.295817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:44.296490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.333297] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.35% | Symbol ETA: 7.7s | Global ETA: 33m 20s [2025-11-22T02:50:44.334344] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:44.334416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.336171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.336741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.337186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:44.363855] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.23% | Symbol ETA: 12.5s | Global ETA: 33m 20s [2025-11-22T02:50:44.364769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:44.364834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:44.369800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.371583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.372090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:44.380556] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:44.381554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.417855] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:44.418636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:44.421589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.782316] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 3.12% | Symbol ETA: 7.8s | Global ETA: 33m 20s [2025-11-22T02:50:44.783207] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:44.783273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.784915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:44.785389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.785840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.786229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:44.786991] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:44.912302] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:44.914149] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:44.914894] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:44.915620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.967599] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.83% | Symbol ETA: 10.3s | Global ETA: 33m 21s [2025-11-22T02:50:44.968621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:44.968708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.970340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.970841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.971278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:44.972163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:44.974547] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:44.975260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:44.985920] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 7.1s | Global ETA: 33m 21s [2025-11-22T02:50:44.986818] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:44.986880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:44.988577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:44.989075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:44.989515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:45.019370] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.02% | Symbol ETA: 11.9s | Global ETA: 33m 21s [2025-11-22T02:50:45.020256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:45.020319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:45.025056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:45.026815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:45.027320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:45.033569] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:45.034558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:45.072675] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:45.073391] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:45.076229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:45.506341] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 1.50% | Symbol ETA: 7.1s | Global ETA: 33m 21s [2025-11-22T02:50:45.507250] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:45.507315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:45.509044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:45.509532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:45.509987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:45.510373] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:45.511134] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:45.636947] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:45.638892] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:45.639591] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:45.640344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:45.641420] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -2.23% | Symbol ETA: 9.6s | Global ETA: 33m 21s [2025-11-22T02:50:45.642402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:45.642467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:45.644156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:45.644658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:45.645096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:45.645980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:45.648346] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:45.649038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:45.666177] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 11.2s | Global ETA: 33m 21s [2025-11-22T02:50:45.667098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:45.667164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:45.672326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:45.674158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:45.674660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:45.696975] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 6.5s | Global ETA: 33m 21s [2025-11-22T02:50:45.697893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:45.697955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:45.699639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:45.700138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:45.700570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:45.720517] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:45.721348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:45.724328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:45.746419] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:45.747319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:46.233036] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.14% | Symbol ETA: 6.3s | Global ETA: 33m 21s [2025-11-22T02:50:46.233930] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:46.233997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.235619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:46.236115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.236552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:46.236956] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:46.237743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:46.316041] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 8.9s | Global ETA: 33m 21s [2025-11-22T02:50:46.317256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:46.317319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.319072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.319553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:46.320008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:46.320900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:46.323245] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:46.323940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:46.329915] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 10.6s | Global ETA: 33m 21s [2025-11-22T02:50:46.330801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:46.330866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:46.335620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.337417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.337922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:46.353458] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 5.8s | Global ETA: 33m 21s [2025-11-22T02:50:46.354311] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:46.354373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.356016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.356484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:46.356932] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:46.370266] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:46.372247] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:46.373004] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:46.373769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:46.383371] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:46.384299] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:46.387327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:46.402443] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:46.403333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:46.974945] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 5.6s | Global ETA: 33m 21s [2025-11-22T02:50:46.975887] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:46.975953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.977709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:46.978193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.978634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:46.979047] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:46.979831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:46.983740] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.98% | Symbol ETA: 8.3s | Global ETA: 33m 21s [2025-11-22T02:50:46.984607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:46.984696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:46.986331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:46.986820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:46.987257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:46.988165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:46.990491] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:46.991184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.010116] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 9.9s | Global ETA: 33m 21s [2025-11-22T02:50:47.011757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:47.011833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:47.016875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:47.018623] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 5.2s | Global ETA: 33m 21s [2025-11-22T02:50:47.018733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:47.019248] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:47.019536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:47.019600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:47.021273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:47.021769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:47.022206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:47.064094] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:47.064845] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:50:47.066161] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:47.067166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.067749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.107390] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:47.109255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:47.109998] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:47.110762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.645726] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 7.6s | Global ETA: 33m 22s [2025-11-22T02:50:47.646586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:47.646672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:47.648360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:47.648860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:47.649296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:47.650208] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:47.652558] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:47.653258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.669602] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 9.2s | Global ETA: 33m 22s [2025-11-22T02:50:47.673972] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 4.5s | Global ETA: 33m 22s [2025-11-22T02:50:47.674893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:47.674957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:47.676616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:47.677149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:47.677606] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:47.695109] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -3.45% | Symbol ETA: 4.9s | Global ETA: 33m 22s [2025-11-22T02:50:47.696003] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:47.696067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:47.697765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:47.698591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:47.699075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:47.699484] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:47.700268] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:47.721116] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:47.722097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.832348] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:47.834229] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:47.834970] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:47.835729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:47.843754] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.50%, Actual: 2.04% [2025-11-22T02:50:48.011066] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 1.40% [2025-11-22T02:50:48.181046] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 0.26% [2025-11-22T02:50:48.314336] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 6.9s | Global ETA: 33m 22s [2025-11-22T02:50:48.315225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:48.315288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:48.316946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:48.317428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:48.317883] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:48.318767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:48.321118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:48.321498] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 3.8s | Global ETA: 33m 22s [2025-11-22T02:50:48.321813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:48.322425] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:48.322488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:48.324149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:48.324661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:48.325124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:48.350322] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.67%, Actual: 1.69% [2025-11-22T02:50:48.368376] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:48.369360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:48.425109] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 4.79% | Symbol ETA: 4.2s | Global ETA: 33m 22s [2025-11-22T02:50:48.426069] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:48.426137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:48.427917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:48.428411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:48.428881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:48.429277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:48.430055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:48.523789] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.23%, Actual: 0.40% [2025-11-22T02:50:48.560771] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:48.562932] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:48.563690] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:48.564462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:48.699017] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.02%, Actual: 1.86% [2025-11-22T02:50:48.871195] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.23% [2025-11-22T02:50:48.975691] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 3.2s | Global ETA: 33m 22s [2025-11-22T02:50:48.976563] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:48.976627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:48.978323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:48.978831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:48.979260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:48.981706] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.94% | Symbol ETA: 6.2s | Global ETA: 33m 22s [2025-11-22T02:50:48.982569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:48.982632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:48.984291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:48.984804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:48.985232] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:48.986117] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:48.988474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:50:48.989172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:49.021803] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:49.022619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:49.040917] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.74%, Actual: 1.03% [2025-11-22T02:50:49.212123] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.99% [2025-11-22T02:50:49.217901] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 3.4s | Global ETA: 33m 22s [2025-11-22T02:50:49.218861] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:49.218927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:49.220598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:49.221090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:49.221523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:49.221927] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:49.222687] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:49.356411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:49.358345] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:49.359074] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:49.359820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:49.382092] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 1.43% [2025-11-22T02:50:49.382299] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 49.7429% [2025-11-22T02:50:49.382415] [INFO ] [main ] FCF: DISCARDED add_open_vs_prev_range_position (score: 49.74%) [2025-11-22T02:50:49.382470] [INFO ] [main ] FCF: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:50:49.382505] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_overnight_gap_amplitude'] [2025-11-22T02:50:49.382541] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:49.395903] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:49.397228] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:49.397293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:49.402399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:49.404258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:49.404770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:49.451374] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:49.452134] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:49.452786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:49.616435] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 2.5s | Global ETA: 33m 23s [2025-11-22T02:50:49.617334] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:49.617413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:49.619125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:49.619627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:49.620090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:49.643938] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 5.6s | Global ETA: 33m 23s [2025-11-22T02:50:49.662881] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:49.663695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:49.810820] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.68%, Actual: 2.09% [2025-11-22T02:50:49.947266] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.48% | Symbol ETA: 2.7s | Global ETA: 33m 23s [2025-11-22T02:50:49.948238] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:49.948305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:49.950109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:49.950614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:49.951085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:49.951479] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:49.952292] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:49.979096] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.13%, Actual: 0.39% [2025-11-22T02:50:50.050504] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.40% | Symbol ETA: 14.2s | Global ETA: 33m 23s [2025-11-22T02:50:50.051417] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:50.051481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:50.056438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:50.058265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:50.058768] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:50.076719] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:50.078704] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:50.079430] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:50:50.080188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:50.104897] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:50.109550] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:50.110210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:50.145893] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.83%, Actual: 0.85% [2025-11-22T02:50:50.276671] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.77% | Symbol ETA: 1.8s | Global ETA: 33m 23s [2025-11-22T02:50:50.313322] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -2.23%, Actual: 1.33% [2025-11-22T02:50:50.449417] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.35%, Actual: 1.38% [2025-11-22T02:50:50.480344] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.80% [2025-11-22T02:50:50.627712] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 1.10% [2025-11-22T02:50:50.660605] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 2.0s | Global ETA: 33m 23s [2025-11-22T02:50:50.671448] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.98%, Actual: 1.30% [2025-11-22T02:50:50.717452] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.20% | Symbol ETA: 13.6s | Global ETA: 33m 23s [2025-11-22T02:50:50.718368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:50.718432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:50.723221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:50.724971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:50.725442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:50.771746] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:50.772553] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:50.773251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:50.799955] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.83% [2025-11-22T02:50:50.827640] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 63.46%, Actual: 0.02% [2025-11-22T02:50:50.838204] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.02%, Actual: 0.60% [2025-11-22T02:50:50.968316] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 1.16% [2025-11-22T02:50:50.994239] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 3.12%, Actual: 0.09% [2025-11-22T02:50:51.006377] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 0.36% [2025-11-22T02:50:51.136223] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.75% [2025-11-22T02:50:51.160449] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 1.50%, Actual: 77.96% [2025-11-22T02:50:51.176458] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.94%, Actual: 1.45% [2025-11-22T02:50:51.304415] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 1.53% [2025-11-22T02:50:51.327365] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.14%, Actual: 3.99% [2025-11-22T02:50:51.342941] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 1.98% [2025-11-22T02:50:51.343164] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 50.4154% [2025-11-22T02:50:51.343264] [INFO ] [main ] FCN: DISCARDED add_prev_close_to_open (score: 50.42%) [2025-11-22T02:50:51.343308] [INFO ] [main ] FCN: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:50:51.343340] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_prior_day_tail_pressure'] [2025-11-22T02:50:51.343375] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:51.356267] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:51.357806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:51.357869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:51.359574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:51.360095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:51.360526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:51.361435] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:51.363806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:51.366460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:51.377788] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.03% | Symbol ETA: 12.9s | Global ETA: 33m 23s [2025-11-22T02:50:51.378701] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:51.378767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:51.383813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:51.385667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:51.386162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:51.437424] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:51.438408] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:51.439077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:51.481837] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 1.15% [2025-11-22T02:50:51.500203] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 3.27% [2025-11-22T02:50:51.649471] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 0.65% [2025-11-22T02:50:51.675734] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -3.45%, Actual: 4.61% [2025-11-22T02:50:51.817688] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 3.38% [2025-11-22T02:50:51.851223] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 4.79%, Actual: 1.43% [2025-11-22T02:50:52.008526] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.77%, Actual: 0.03% [2025-11-22T02:50:52.008766] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 48.9741% [2025-11-22T02:50:52.008872] [INFO ] [main ] GSK: DISCARDED add_sma_ratio (score: 48.97%) [2025-11-22T02:50:52.008916] [INFO ] [main ] GSK: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:50:52.008948] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_vol_of_vol'] [2025-11-22T02:50:52.009056] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:50:52.022597] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:52.022883] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.69%, Actual: 2.71% [2025-11-22T02:50:52.024221] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:52.024285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.026233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.026781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:52.027234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:52.037556] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 12.3s | Global ETA: 33m 24s [2025-11-22T02:50:52.039182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:52.039246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:52.044097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.045860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.046326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:52.053072] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 11.1s | Global ETA: 33m 24s [2025-11-22T02:50:52.053969] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:52.054033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.055696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.056170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:52.056604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:52.057559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:52.059928] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:52.062534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.076394] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:52.077888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.092789] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:52.093621] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:52.094284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.194058] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.48%, Actual: 3.72% [2025-11-22T02:50:52.367939] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 7.34% [2025-11-22T02:50:52.368163] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 30.8985% [2025-11-22T02:50:52.368264] [INFO ] [main ] SEMR: DISCARDED add_sma_ratio (score: 30.90%) [2025-11-22T02:50:52.368317] [INFO ] [main ] SEMR: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:50:52.368352] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol'] [2025-11-22T02:50:52.368389] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:50:52.379948] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:52.381151] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:52.381216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.383420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:52.383948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.384398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:52.384806] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:52.385551] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:52.519494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:52.521451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:52.522183] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:52.523475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.699483] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 11.6s | Global ETA: 33m 24s [2025-11-22T02:50:52.700364] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:52.700427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:52.705481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.707314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.707843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:52.722491] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 10.3s | Global ETA: 33m 24s [2025-11-22T02:50:52.723431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:52.723499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.724439] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 7.6s | Global ETA: 33m 24s [2025-11-22T02:50:52.725223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.725386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:52.725451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:52.725722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:52.726173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:52.727085] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:52.727178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:52.727739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:52.728204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:52.729553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:52.732177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.754394] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:52.755197] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:52.755864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:52.773522] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:52.775017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:53.147405] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 48.32% | Symbol ETA: 8.3s | Global ETA: 33m 24s [2025-11-22T02:50:53.148431] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:53.148500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:53.150264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:53.150808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:53.151252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:53.151664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:53.152443] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:53.284804] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:53.286721] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:53.287476] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:53.288609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:53.349024] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.29% | Symbol ETA: 11.0s | Global ETA: 33m 24s [2025-11-22T02:50:53.350571] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:53.350635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:53.355445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:53.357199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:53.357706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:53.376599] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.75% | Symbol ETA: 6.7s | Global ETA: 33m 24s [2025-11-22T02:50:53.377508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:53.377571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:53.379214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:53.379712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:53.380153] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:53.397168] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -5.64% | Symbol ETA: 9.6s | Global ETA: 33m 24s [2025-11-22T02:50:53.398110] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:53.398174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:53.399809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:53.400276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:53.400731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:53.401601] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:53.402244] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:53.403035] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:53.403685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:53.403972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:53.406609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:53.423131] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:53.424319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:53.878247] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 7.4s | Global ETA: 33m 24s [2025-11-22T02:50:53.879180] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:53.879260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:53.881009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:53.881485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:53.881947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:53.882378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:53.883151] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:54.004295] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 10.3s | Global ETA: 33m 24s [2025-11-22T02:50:54.005234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:54.005303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:54.010848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.012697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.013196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:54.013691] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:54.015494] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:54.016259] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:54.017444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.022209] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 6.0s | Global ETA: 33m 24s [2025-11-22T02:50:54.023141] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:54.023218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.024890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.025407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:54.025866] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:54.058957] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:54.059814] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:54.060437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.070832] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:54.072297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.076028] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 8.9s | Global ETA: 33m 24s [2025-11-22T02:50:54.076959] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:54.077024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.078779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.079265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:54.079735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:54.080632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:54.083079] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:54.085886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.614425] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.45% | Symbol ETA: 6.7s | Global ETA: 33m 25s [2025-11-22T02:50:54.615332] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:54.615397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.617051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:54.617544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.617995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:54.618412] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:54.619169] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:54.660414] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 9.6s | Global ETA: 33m 25s [2025-11-22T02:50:54.661332] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:54.661396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:54.666162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.668050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.668577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:54.685983] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.56% | Symbol ETA: 5.3s | Global ETA: 33m 25s [2025-11-22T02:50:54.686895] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:54.686972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.688633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.689137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:54.689569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:54.713968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:54.714904] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:54.715544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.733585] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:54.734708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.745739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:54.747414] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:54.748132] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:54.749281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:54.766869] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 8.2s | Global ETA: 33m 25s [2025-11-22T02:50:54.767837] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:54.767900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:54.769595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:54.770111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:54.770576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:54.771470] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:54.773907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:54.776547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:55.313801] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 9.0s | Global ETA: 33m 25s [2025-11-22T02:50:55.314760] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:55.314827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:55.319779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:55.321596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:55.322108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:55.349136] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 5.9s | Global ETA: 33m 25s [2025-11-22T02:50:55.350048] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:55.350115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:55.351812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:55.352309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:55.352820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:55.353216] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:55.353999] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:55.365590] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:55.366507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:50:55.367161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:55.395360] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.51% | Symbol ETA: 4.7s | Global ETA: 33m 25s [2025-11-22T02:50:55.396265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:55.396328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:55.398021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:55.398497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:55.399341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:55.441837] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:55.442960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:55.451852] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 3.08% | Symbol ETA: 7.6s | Global ETA: 33m 25s [2025-11-22T02:50:55.452769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:55.452834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:55.454484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:55.455376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:55.455838] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:55.456732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:55.459141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:55.461785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:55.483597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:55.485349] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:55.486086] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:55.487229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:55.966245] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.72% | Symbol ETA: 8.3s | Global ETA: 33m 25s [2025-11-22T02:50:56.036486] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 4.0s | Global ETA: 33m 25s [2025-11-22T02:50:56.037386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:56.037451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.039107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.039584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.040055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:56.079774] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -4.29% | Symbol ETA: 5.1s | Global ETA: 33m 25s [2025-11-22T02:50:56.080712] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:56.080778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.082455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:56.082563] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:56.082992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.083439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.083757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.084006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:56.084802] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:56.116913] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 6.9s | Global ETA: 33m 25s [2025-11-22T02:50:56.117814] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:56.117877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.119519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.120010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.120443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:56.121331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:56.123698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:56.126307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.138837] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 2.04% [2025-11-22T02:50:56.210926] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:56.212847] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:56.213576] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:56.214743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.305738] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.20%, Actual: 1.40% [2025-11-22T02:50:56.474889] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.03%, Actual: 0.26% [2025-11-22T02:50:56.646943] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 1.69% [2025-11-22T02:50:56.689683] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 3.3s | Global ETA: 33m 26s [2025-11-22T02:50:56.690582] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:56.690689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.692504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.693093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.693569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:56.739002] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:56.740431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.784207] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 6.2s | Global ETA: 33m 26s [2025-11-22T02:50:56.785155] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:56.785219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.786855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.787336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.787807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:56.788683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:56.791010] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:56.793611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.810574] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.87% | Symbol ETA: 4.4s | Global ETA: 33m 26s [2025-11-22T02:50:56.811502] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:56.811570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:56.813287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:56.813802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:56.814249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:56.814661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:56.814894] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 0.40% [2025-11-22T02:50:56.815417] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:56.940608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:56.942509] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:56.943248] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:56.944394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:56.981039] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.29%, Actual: 1.86% [2025-11-22T02:50:57.149356] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.23% [2025-11-22T02:50:57.323600] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 1.03% [2025-11-22T02:50:57.372663] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.76% | Symbol ETA: 2.7s | Global ETA: 33m 26s [2025-11-22T02:50:57.373617] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:57.373709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:57.375392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:57.375905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:57.376353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:57.424307] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:57.425767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:57.450518] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 5.5s | Global ETA: 33m 26s [2025-11-22T02:50:57.451396] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:57.451459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:57.453099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:57.453576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:57.454026] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:57.454902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:57.457228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:50:57.459882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:57.493488] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.99% [2025-11-22T02:50:57.537855] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 2.24% | Symbol ETA: 3.7s | Global ETA: 33m 26s [2025-11-22T02:50:57.539177] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:57.539243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:57.540946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:57.541455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:57.541937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:57.542345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:57.543154] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:57.662419] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.72%, Actual: 1.43% [2025-11-22T02:50:57.662616] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 43.2228% [2025-11-22T02:50:57.662736] [INFO ] [main ] FCF: DISCARDED add_overnight_gap_amplitude (score: 43.22%) [2025-11-22T02:50:57.662782] [INFO ] [main ] FCF: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:50:57.662814] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_overnight_gap_mag'] [2025-11-22T02:50:57.662850] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:50:57.670260] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:57.672161] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:57.672920] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:57.674079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:57.676464] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:57.677879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:57.677958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:57.682856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:57.684669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:57.685158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:57.730963] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:57.731682] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:57.732375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:58.050452] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.44% | Symbol ETA: 2.0s | Global ETA: 33m 26s [2025-11-22T02:50:58.051410] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:50:58.051476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:58.053271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:58.053802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:58.054256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:58.100958] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:58.102474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:58.119044] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 4.8s | Global ETA: 33m 26s [2025-11-22T02:50:58.263262] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 2.9s | Global ETA: 33m 26s [2025-11-22T02:50:58.264145] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:58.264210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:58.265846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:58.266322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:58.266776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:58.267163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:58.267943] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:58.307488] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 2.09% [2025-11-22T02:50:58.328702] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.16% | Symbol ETA: 13.5s | Global ETA: 33m 26s [2025-11-22T02:50:58.329600] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:58.329684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:58.334420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:58.336176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:58.336634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:58.382382] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:58.383224] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:58.383938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:58.395877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:58.397786] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:58.398522] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:58.399675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:58.489873] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 0.39% [2025-11-22T02:50:58.682991] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -5.64%, Actual: 0.85% [2025-11-22T02:50:58.736972] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.48% | Symbol ETA: 1.3s | Global ETA: 33m 26s [2025-11-22T02:50:58.870037] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 1.33% [2025-11-22T02:50:58.918962] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 1.38% [2025-11-22T02:50:58.972042] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 12.8s | Global ETA: 33m 27s [2025-11-22T02:50:58.972935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:58.972997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:58.978115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:58.979871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:58.980334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:58.993898] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 2.2s | Global ETA: 33m 27s [2025-11-22T02:50:58.994806] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:50:58.994872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:58.996973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:50:58.997576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:58.998054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:58.998447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:50:58.999238] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:50:59.025519] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:59.026411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:59.027104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:59.036631] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.80% [2025-11-22T02:50:59.105029] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.75%, Actual: 1.10% [2025-11-22T02:50:59.129968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:50:59.131841] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:59.132572] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:50:59.133731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:59.204730] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 1.30% [2025-11-22T02:50:59.283173] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 0.83% [2025-11-22T02:50:59.368358] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 0.60% [2025-11-22T02:50:59.458555] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.56%, Actual: 1.16% [2025-11-22T02:50:59.533749] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 0.36% [2025-11-22T02:50:59.614539] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.88% | Symbol ETA: 12.2s | Global ETA: 33m 27s [2025-11-22T02:50:59.615430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:59.615493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:50:59.620208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:59.621952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:59.622410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:50:59.637884] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 0.75% [2025-11-22T02:50:59.665214] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:50:59.665936] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:50:59.666595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:50:59.710737] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 1.45% [2025-11-22T02:50:59.721732] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -2.03% | Symbol ETA: 1.4s | Global ETA: 33m 27s [2025-11-22T02:50:59.824467] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 1.53% [2025-11-22T02:50:59.889741] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 48.32%, Actual: 0.02% [2025-11-22T02:50:59.891594] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 1.98% [2025-11-22T02:50:59.891836] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 43.5847% [2025-11-22T02:50:59.891933] [INFO ] [main ] FCN: DISCARDED add_prior_day_tail_pressure (score: 43.58%) [2025-11-22T02:50:59.891978] [INFO ] [main ] FCN: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:50:59.892011] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_prior_mag_lag'] [2025-11-22T02:50:59.892047] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:50:59.905251] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:50:59.906626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:50:59.906719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:50:59.908599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:50:59.909233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:50:59.909737] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:50:59.910615] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:50:59.913115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:50:59.914870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:00.018381] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 1.15% [2025-11-22T02:51:00.078938] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 0.09% [2025-11-22T02:51:00.195272] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.76%, Actual: 0.65% [2025-11-22T02:51:00.247305] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.45%, Actual: 77.96% [2025-11-22T02:51:00.254527] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 11.5s | Global ETA: 33m 27s [2025-11-22T02:51:00.255407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:00.255470] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:00.260221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:00.261950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:00.262406] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:00.305665] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:00.306415] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:00.307126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:00.373443] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.44%, Actual: 3.38% [2025-11-22T02:51:00.413116] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 3.99% [2025-11-22T02:51:00.562387] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.48%, Actual: 0.03% [2025-11-22T02:51:00.562604] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 51.6134% [2025-11-22T02:51:00.562738] [INFO ] [main ] GSK: DISCARDED add_vol_of_vol (score: 51.61%) [2025-11-22T02:51:00.562786] [INFO ] [main ] GSK: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:51:00.562820] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_volatility_decay_ratio'] [2025-11-22T02:51:00.562878] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:00.575428] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:00.576956] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:00.577045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:00.578857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:00.579436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:00.579423] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -4.29%, Actual: 3.27% [2025-11-22T02:51:00.579930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:00.580485] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 10.6s | Global ETA: 33m 27s [2025-11-22T02:51:00.581381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:00.581445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:00.586591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:00.587107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:00.587615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:00.588513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:00.590947] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:00.592514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:00.626863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:00.628427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:00.756949] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.87%, Actual: 4.61% [2025-11-22T02:51:00.930330] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 1.43% [2025-11-22T02:51:01.148485] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.31%, Actual: 2.71% [2025-11-22T02:51:01.202704] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 11.2s | Global ETA: 33m 27s [2025-11-22T02:51:01.203672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:01.203738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:01.210705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:01.212525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:01.216059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:01.296432] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:01.297267] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:01.297982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:01.336221] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 10.2s | Global ETA: 33m 28s [2025-11-22T02:51:01.337125] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:01.337187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:01.341929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:01.342424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:01.342892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:01.343783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:01.347332] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 3.72% [2025-11-22T02:51:01.349234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:01.353839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:01.485150] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 9.3s | Global ETA: 33m 28s [2025-11-22T02:51:01.486058] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:01.486121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:01.487853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:01.488344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:01.488805] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:01.534677] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:01.536093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:01.589612] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -2.03%, Actual: 7.34% [2025-11-22T02:51:01.589848] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 33.4241% [2025-11-22T02:51:01.589950] [INFO ] [main ] SEMR: DISCARDED add_vol_of_vol (score: 33.42%) [2025-11-22T02:51:01.590000] [INFO ] [main ] SEMR: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:51:01.590050] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_volatility_decay_ratio'] [2025-11-22T02:51:01.590102] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:01.602038] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:01.603467] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:01.603530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:01.605227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:01.605768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:01.606203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:01.606592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:01.607394] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:01.854267] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:01.856212] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:01.857066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:01.858592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:01.941162] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 10.5s | Global ETA: 33m 28s [2025-11-22T02:51:01.942107] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:01.942172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:01.947628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:01.949615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:01.950131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:01.997599] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:01.998498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:01.999230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.160820] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.00% | Symbol ETA: 7.5s | Global ETA: 33m 28s [2025-11-22T02:51:02.161712] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:02.161774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.163409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.164119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:02.164574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:02.169352] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 9.8s | Global ETA: 33m 28s [2025-11-22T02:51:02.170307] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:02.170375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.172468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.173123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:02.173604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:02.174724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:02.177439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:02.179191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.209180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:02.210373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.515289] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 57.60% | Symbol ETA: 9.4s | Global ETA: 33m 28s [2025-11-22T02:51:02.516330] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:02.516399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.518257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:02.518828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.519289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:02.519726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:02.520532] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:02.624148] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 9.8s | Global ETA: 33m 28s [2025-11-22T02:51:02.625056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:02.625119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:02.629911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.631666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.632130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:02.653579] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:02.655473] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:02.656260] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:02.657497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.677812] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:02.678747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:02.679452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.817702] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 6.3s | Global ETA: 33m 28s [2025-11-22T02:51:02.818568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:02.818630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.820321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.820836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:02.821287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:02.870013] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:02.871842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:02.871907] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 9.0s | Global ETA: 33m 28s [2025-11-22T02:51:02.872909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:02.872974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:02.874701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:02.875220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:02.875711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:02.876703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:02.879135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:02.880754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:03.277536] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 7.9s | Global ETA: 33m 28s [2025-11-22T02:51:03.278496] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:03.278569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:03.280608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:03.281129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:03.281575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:03.281992] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:03.283087] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:03.314076] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 9.1s | Global ETA: 33m 28s [2025-11-22T02:51:03.315623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:03.315725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:03.321025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:03.322806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:03.323275] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:03.368325] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:03.369426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:03.370145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:03.417161] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:03.419106] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:03.420053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:03.421349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:03.475664] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.63% | Symbol ETA: 5.5s | Global ETA: 33m 28s [2025-11-22T02:51:03.476561] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:03.476625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:03.478564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:03.479267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:03.479759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:03.523423] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:03.524763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:03.567989] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 2.21% | Symbol ETA: 8.2s | Global ETA: 33m 28s [2025-11-22T02:51:03.569143] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:03.569209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:03.571138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:03.571628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:03.572116] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:03.573209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:03.575705] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:03.577298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:03.980449] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 8.4s | Global ETA: 33m 29s [2025-11-22T02:51:03.981811] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:03.981875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:03.986713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:03.988524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:03.989010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:04.032365] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:04.033271] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:04.033962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.047628] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 6.9s | Global ETA: 33m 29s [2025-11-22T02:51:04.048585] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:04.048676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.050576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:04.051101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.051551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.052023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:04.052833] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:04.136462] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 4.7s | Global ETA: 33m 29s [2025-11-22T02:51:04.137365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:04.137430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.139100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.139618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.140077] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:04.183352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:04.184481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.187678] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:04.189776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:04.190494] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:04.191704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.264150] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.94% | Symbol ETA: 7.4s | Global ETA: 33m 29s [2025-11-22T02:51:04.265044] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:04.265107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.266762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.267239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.267718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:04.268607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:04.271008] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:04.272542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.633600] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -3.18% | Symbol ETA: 7.7s | Global ETA: 33m 29s [2025-11-22T02:51:04.790058] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.43% | Symbol ETA: 3.9s | Global ETA: 33m 29s [2025-11-22T02:51:04.790946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:04.791009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.792626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.793127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.793562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:04.804806] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.16%, Actual: 2.04% [2025-11-22T02:51:04.807558] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.42% | Symbol ETA: 6.0s | Global ETA: 33m 29s [2025-11-22T02:51:04.808467] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:04.808546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.810221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:04.810730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.811166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.811554] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:04.812705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:04.837125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:04.838585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.939564] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:04.941494] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:04.942442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:04.943595] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 6.7s | Global ETA: 33m 29s [2025-11-22T02:51:04.943855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.944917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:04.945006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:04.946674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:04.947169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:04.947632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:04.948554] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:04.950968] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:04.952510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:04.976428] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 1.40% [2025-11-22T02:51:05.148605] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.88%, Actual: 0.26% [2025-11-22T02:51:05.320324] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.95%, Actual: 1.69% [2025-11-22T02:51:05.435465] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 1.90% | Symbol ETA: 3.2s | Global ETA: 33m 29s [2025-11-22T02:51:05.436369] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:05.436431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:05.438118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:05.438615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:05.439075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:05.482615] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:05.483913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:05.493041] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.40% [2025-11-22T02:51:05.548120] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 5.1s | Global ETA: 33m 29s [2025-11-22T02:51:05.549112] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:05.549179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:05.550916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:05.551428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:05.551928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:05.552341] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:05.553156] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:05.623667] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -1.34% | Symbol ETA: 6.0s | Global ETA: 33m 29s [2025-11-22T02:51:05.624542] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:05.624605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:05.626259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:05.626777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:05.627218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:05.628158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:05.630534] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:05.632086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:05.665507] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.86% [2025-11-22T02:51:05.683462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:05.685400] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:05.686304] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:05.687591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:05.837120] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.23% [2025-11-22T02:51:06.007702] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 1.03% [2025-11-22T02:51:06.105437] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 2.5s | Global ETA: 33m 30s [2025-11-22T02:51:06.107019] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:06.107088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:06.108977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:06.109585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:06.110099] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:06.155486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:06.157159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:06.177891] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.99% [2025-11-22T02:51:06.298126] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 5.2s | Global ETA: 33m 30s [2025-11-22T02:51:06.299369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:06.299456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:06.299615] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -2.63% | Symbol ETA: 4.3s | Global ETA: 33m 30s [2025-11-22T02:51:06.300544] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:06.300628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:06.301759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:06.302332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:06.302397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:06.302857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:06.303002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:06.303303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:06.303732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:06.304210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:06.304504] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:06.307594] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:06.309778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:06.356839] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -3.18%, Actual: 1.43% [2025-11-22T02:51:06.357058] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 40.8948% [2025-11-22T02:51:06.357173] [INFO ] [main ] FCF: DISCARDED add_overnight_gap_mag (score: 40.89%) [2025-11-22T02:51:06.357216] [INFO ] [main ] FCF: Testing feature 29/53: add_pct_change [2025-11-22T02:51:06.357251] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_pct_change'] [2025-11-22T02:51:06.357288] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:06.371798] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:06.373272] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:06.373340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:06.378771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:06.381046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:06.381726] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:06.429550] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:06.430533] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:06.432669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:06.435249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:06.437255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:06.438160] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:06.439362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:06.805945] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 1.8s | Global ETA: 33m 30s [2025-11-22T02:51:06.807026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:06.807092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:06.808869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:06.809414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:06.809886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:06.855037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:06.856665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:06.981958] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 4.5s | Global ETA: 33m 30s [2025-11-22T02:51:07.050524] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.67% | Symbol ETA: 3.5s | Global ETA: 33m 30s [2025-11-22T02:51:07.051485] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:07.051551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:07.053252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:07.053805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:07.054249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:07.054664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:07.055421] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:07.078247] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.56% | Symbol ETA: 13.8s | Global ETA: 33m 30s [2025-11-22T02:51:07.079313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:07.079381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:07.084784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:07.086831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:07.087332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:07.133802] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:07.134659] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:07.136708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:07.153190] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 2.09% [2025-11-22T02:51:07.184516] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:07.186510] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:07.187299] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:07.188577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:07.322248] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.21%, Actual: 0.39% [2025-11-22T02:51:07.491367] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 0.85% [2025-11-22T02:51:07.502066] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 1.1s | Global ETA: 33m 30s [2025-11-22T02:51:07.660293] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 1.33% [2025-11-22T02:51:07.693498] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 1.38% [2025-11-22T02:51:07.738380] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.53% | Symbol ETA: 12.9s | Global ETA: 33m 30s [2025-11-22T02:51:07.739304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:07.739368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:07.744305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:07.746207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:07.746716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:07.785294] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 2.7s | Global ETA: 33m 30s [2025-11-22T02:51:07.786197] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:07.786261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:07.787924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:07.788449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:07.788903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:07.789288] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:07.790060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:07.792985] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:07.793960] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:07.796052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:07.828823] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 2.21%, Actual: 0.80% [2025-11-22T02:51:07.879253] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.00%, Actual: 1.10% [2025-11-22T02:51:07.910910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:07.912725] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:07.913419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:07.914558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:08.004596] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.94%, Actual: 1.30% [2025-11-22T02:51:08.065061] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.85%, Actual: 0.83% [2025-11-22T02:51:08.179075] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.60% [2025-11-22T02:51:08.239303] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.63%, Actual: 1.16% [2025-11-22T02:51:08.351881] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -1.34%, Actual: 0.36% [2025-11-22T02:51:08.413471] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.97% | Symbol ETA: 12.2s | Global ETA: 33m 31s [2025-11-22T02:51:08.414369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:08.414432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:08.414769] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.75% [2025-11-22T02:51:08.419364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:08.421231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:08.421752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:08.469768] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:08.470767] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:08.472998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:08.519668] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 2.0s | Global ETA: 33m 31s [2025-11-22T02:51:08.520590] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:08.520690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:08.520592] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 1.45% [2025-11-22T02:51:08.522430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:08.522949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:08.523407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:08.523863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:08.524618] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:08.591792] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.43%, Actual: 1.53% [2025-11-22T02:51:08.656017] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:08.658295] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:08.659055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:51:08.660301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:08.694143] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 1.98% [2025-11-22T02:51:08.694375] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 45.1337% [2025-11-22T02:51:08.694467] [INFO ] [main ] FCN: DISCARDED add_prior_mag_lag (score: 45.13%) [2025-11-22T02:51:08.694537] [INFO ] [main ] FCN: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:51:08.694573] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_range_overlap_v_prior_day'] [2025-11-22T02:51:08.694608] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:08.707301] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:08.708906] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:08.708969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:08.710679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:08.711191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:08.711720] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:08.712621] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:08.714963] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:08.717294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:08.772215] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.90%, Actual: 1.15% [2025-11-22T02:51:08.954141] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 0.65% [2025-11-22T02:51:09.097767] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 11.5s | Global ETA: 33m 31s [2025-11-22T02:51:09.098974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:09.099037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:09.103752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:09.105464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:09.105963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:09.135806] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 3.38% [2025-11-22T02:51:09.150810] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:09.151762] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:09.153810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:09.270175] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.83% | Symbol ETA: 1.2s | Global ETA: 33m 31s [2025-11-22T02:51:09.306607] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 0.03% [2025-11-22T02:51:09.306857] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 55.4804% [2025-11-22T02:51:09.306963] [INFO ] [main ] GSK: DISCARDED add_volatility_decay_ratio (score: 55.48%) [2025-11-22T02:51:09.307008] [INFO ] [main ] GSK: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:51:09.307042] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:51:09.307079] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:09.322432] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:09.324451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:09.324518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:09.326369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:09.326970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:09.327479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:09.375188] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:09.376953] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:09.379345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:09.401499] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.21% | Symbol ETA: 10.5s | Global ETA: 33m 31s [2025-11-22T02:51:09.402425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:09.402490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:09.404237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:09.404766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:09.405214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:09.406276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:09.408768] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:09.411125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:09.444971] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 57.60%, Actual: 0.02% [2025-11-22T02:51:09.622861] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 0.09% [2025-11-22T02:51:09.773024] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 10.9s | Global ETA: 33m 31s [2025-11-22T02:51:09.773953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:09.774016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:09.778836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:09.780596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:09.781093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:09.802245] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 77.96% [2025-11-22T02:51:09.824284] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:09.824955] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:09.826882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:09.976849] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.42%, Actual: 3.99% [2025-11-22T02:51:10.034298] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.52% | Symbol ETA: 7.3s | Global ETA: 33m 31s [2025-11-22T02:51:10.035319] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:10.035386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:10.037103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:10.037717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:10.038169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:10.078548] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.60% | Symbol ETA: 9.8s | Global ETA: 33m 31s [2025-11-22T02:51:10.079456] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:10.079520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:10.081185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:10.081696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:10.082137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:10.083042] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:10.083764] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:10.085478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:10.087711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:10.085434] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:10.091970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:10.151126] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 3.27% [2025-11-22T02:51:10.328368] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -2.63%, Actual: 4.61% [2025-11-22T02:51:10.423604] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.55% | Symbol ETA: 10.2s | Global ETA: 33m 31s [2025-11-22T02:51:10.424490] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:10.424554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:10.429288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:10.431028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:10.431482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:10.475259] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:10.476091] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:10.478060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:10.503452] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.67%, Actual: 1.43% [2025-11-22T02:51:10.680858] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 2.71% [2025-11-22T02:51:10.727206] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 6.5s | Global ETA: 33m 32s [2025-11-22T02:51:10.728388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:10.728464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:10.730262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:10.730842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:10.731314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:10.756378] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 9.1s | Global ETA: 33m 32s [2025-11-22T02:51:10.757293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:10.757375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:10.759071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:10.759562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:10.760049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:10.760963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:10.763336] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:10.765638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:10.778517] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:10.780253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:10.782408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:10.859218] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 3.72% [2025-11-22T02:51:11.035561] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.83%, Actual: 7.34% [2025-11-22T02:51:11.035825] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 28.9503% [2025-11-22T02:51:11.035926] [INFO ] [main ] SEMR: DISCARDED add_volatility_decay_ratio (score: 28.95%) [2025-11-22T02:51:11.035972] [INFO ] [main ] SEMR: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:51:11.036005] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:51:11.036041] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:11.048001] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:11.049560] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:11.049628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.051381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:11.051934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.052383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:11.052825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:11.053695] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:11.077717] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 9.5s | Global ETA: 33m 32s [2025-11-22T02:51:11.078582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:11.078674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:11.083365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.085075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.085533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:11.128588] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:11.129470] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:11.131434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:11.183638] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:11.185574] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:11.186324] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:11.187486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:11.189557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:11.424994] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.42% | Symbol ETA: 8.4s | Global ETA: 33m 32s [2025-11-22T02:51:11.425946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:11.426009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.427675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.427703] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 5.8s | Global ETA: 33m 32s [2025-11-22T02:51:11.428159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:11.428604] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:11.428737] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:11.429169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.430886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.431411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:11.429515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:11.431877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:11.434139] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:11.436492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:11.478401] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:11.480028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:11.482167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:11.722302] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 8.8s | Global ETA: 33m 32s [2025-11-22T02:51:11.723206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:11.723268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:11.728135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.731859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.732319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:11.775854] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:11.776795] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:11.778330] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 48.85% | Symbol ETA: 7.6s | Global ETA: 33m 32s [2025-11-22T02:51:11.778876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:11.779232] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:11.779298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:11.781020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:11.781503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:11.781961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:11.782349] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:11.783125] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:11.907226] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:11.908838] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:11.909515] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:11.910638] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:11.912690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.100487] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 7.7s | Global ETA: 33m 32s [2025-11-22T02:51:12.101407] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:12.101471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.103123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.103612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:12.104063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:12.104953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:12.107297] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:12.109677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.161779] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 5.2s | Global ETA: 33m 32s [2025-11-22T02:51:12.162887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:12.162958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.164792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.165383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:12.165891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:12.213502] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:12.215227] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:12.217375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.369293] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -1.25% | Symbol ETA: 8.1s | Global ETA: 33m 32s [2025-11-22T02:51:12.370258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:12.370323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:12.375084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.376868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.377369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:12.420225] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:12.421116] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:51:12.423074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.497389] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 6.8s | Global ETA: 33m 32s [2025-11-22T02:51:12.498323] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:12.498388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.500059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:12.500536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.501017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:12.501400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:12.502155] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:12.626144] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:12.628000] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:12.628748] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:12.629919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:12.631946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.784173] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.83% | Symbol ETA: 7.0s | Global ETA: 33m 32s [2025-11-22T02:51:12.785088] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:12.785151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.786865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.787365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:12.787822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:12.788736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:12.791064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:12.793445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:12.856355] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 4.5s | Global ETA: 33m 32s [2025-11-22T02:51:12.857410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:12.857481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:12.859210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:12.859793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:12.860256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:12.905905] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:12.907509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:12.909764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:13.019288] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 7.5s | Global ETA: 33m 32s [2025-11-22T02:51:13.186459] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.56%, Actual: 2.04% [2025-11-22T02:51:13.214271] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.35% | Symbol ETA: 6.1s | Global ETA: 33m 33s [2025-11-22T02:51:13.215201] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:13.215267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:13.217001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:13.217532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:13.217986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:13.218375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:13.219132] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:13.344018] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:13.345791] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:13.346480] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:13.347620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:13.349725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:13.356475] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.53%, Actual: 1.40% [2025-11-22T02:51:13.460183] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -1.80% | Symbol ETA: 6.3s | Global ETA: 33m 33s [2025-11-22T02:51:13.461154] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:13.461218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:13.462897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:13.463385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:13.463846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:13.464720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:13.467023] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:13.469366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:13.527971] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.97%, Actual: 0.26% [2025-11-22T02:51:13.556782] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 3.8s | Global ETA: 33m 33s [2025-11-22T02:51:13.557888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:13.557957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:13.559733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:13.560285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:13.560763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:13.607426] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:13.609239] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:13.611358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:13.696400] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 1.69% [2025-11-22T02:51:13.865106] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.40% [2025-11-22T02:51:13.937195] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.68% | Symbol ETA: 5.3s | Global ETA: 33m 33s [2025-11-22T02:51:13.938114] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:13.938179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:13.939822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:13.940293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:13.940752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:13.941137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:13.941899] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:14.034421] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 1.86% [2025-11-22T02:51:14.067435] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:14.069329] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:14.070128] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:14.071274] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:14.073325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.133797] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 5.6s | Global ETA: 33m 33s [2025-11-22T02:51:14.134682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:14.134744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.136394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.136893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:14.137333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:14.138283] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:14.140700] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:14.143029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.204097] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.23% [2025-11-22T02:51:14.260243] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 3.0s | Global ETA: 33m 33s [2025-11-22T02:51:14.261351] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:14.261418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.263230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.263856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:14.264324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:14.310555] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:14.312281] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:14.314473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.371491] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 1.03% [2025-11-22T02:51:14.540763] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -1.25%, Actual: 0.99% [2025-11-22T02:51:14.663990] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -2.87% | Symbol ETA: 4.6s | Global ETA: 33m 33s [2025-11-22T02:51:14.664888] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:14.664952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.666596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:14.667091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.667534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:14.667935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:14.668696] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:14.730549] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 1.43% [2025-11-22T02:51:14.730812] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 48.0059% [2025-11-22T02:51:14.730910] [INFO ] [main ] FCF: DISCARDED add_pct_change (score: 48.01%) [2025-11-22T02:51:14.730952] [INFO ] [main ] FCF: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:51:14.730984] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_preclose_acceleration_mag'] [2025-11-22T02:51:14.731018] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:14.744496] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:14.745791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:14.745874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:14.750806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.752568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.753089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:14.795991] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:14.797884] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:14.798580] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:14.798830] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.44% | Symbol ETA: 5.0s | Global ETA: 33m 33s [2025-11-22T02:51:14.799779] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:14.800064] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:14.801027] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:14.801850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.802089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.803561] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:14.803626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.805283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.805848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:14.806292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:14.807179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:14.809615] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:51:14.812039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:14.950031] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -3.38% | Symbol ETA: 2.3s | Global ETA: 33m 33s [2025-11-22T02:51:14.951096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:14.951164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:14.952955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:14.953529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:14.954020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:15.000863] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:15.002453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:15.004780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:15.389892] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 2.64% | Symbol ETA: 3.9s | Global ETA: 33m 33s [2025-11-22T02:51:15.390951] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:15.391017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:15.392333] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.61% | Symbol ETA: 12.5s | Global ETA: 33m 33s [2025-11-22T02:51:15.392749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:15.393226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:15.393233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:15.393295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:15.393675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:15.394064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:15.394864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:15.398119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:15.399883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:15.400343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:15.444626] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:15.445295] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:15.446317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:15.480174] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 4.3s | Global ETA: 33m 34s [2025-11-22T02:51:15.517728] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:15.519513] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:15.520260] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:15.521462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:15.523472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:15.642549] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 1.6s | Global ETA: 33m 34s [2025-11-22T02:51:15.643618] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:15.643704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:15.645550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:15.646131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:15.646604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:15.652928] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 2.09% [2025-11-22T02:51:15.692827] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:15.694456] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:15.697201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:15.822766] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.60%, Actual: 0.39% [2025-11-22T02:51:15.989472] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 0.85% [2025-11-22T02:51:16.035260] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.73% | Symbol ETA: 11.8s | Global ETA: 33m 34s [2025-11-22T02:51:16.036879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:16.036944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:16.041596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:16.043315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:16.043795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:16.087217] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:16.087911] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:16.088924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:16.131745] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.83% | Symbol ETA: 3.2s | Global ETA: 33m 34s [2025-11-22T02:51:16.132707] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:16.132773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:16.134598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:16.135148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:16.135631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:16.136081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:16.136964] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:16.160219] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.42%, Actual: 1.33% [2025-11-22T02:51:16.268378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:16.270447] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:16.271270] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:16.272581] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:16.274694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:16.331120] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.80% [2025-11-22T02:51:16.357009] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.55% | Symbol ETA: 0.9s | Global ETA: 33m 34s [2025-11-22T02:51:16.498716] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.30% [2025-11-22T02:51:16.535081] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.52%, Actual: 1.38% [2025-11-22T02:51:16.665348] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -1.80%, Actual: 0.60% [2025-11-22T02:51:16.676526] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.57% | Symbol ETA: 11.1s | Global ETA: 33m 34s [2025-11-22T02:51:16.677440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:16.677503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:16.682193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:16.683940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:16.684397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:16.714157] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 1.10% [2025-11-22T02:51:16.729419] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:16.730125] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:16.731160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:16.832053] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 0.36% [2025-11-22T02:51:16.874017] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 2.5s | Global ETA: 33m 34s [2025-11-22T02:51:16.875260] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:16.875326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:16.876964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:16.877448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:16.877921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:16.878306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:16.879074] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:16.889582] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 0.83% [2025-11-22T02:51:16.999963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:17.001871] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:17.002580] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:17.003753] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:17.005802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:17.007565] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.44%, Actual: 1.45% [2025-11-22T02:51:17.070753] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 1.16% [2025-11-22T02:51:17.182873] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 1.98% [2025-11-22T02:51:17.183092] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 43.9400% [2025-11-22T02:51:17.183199] [INFO ] [main ] FCN: DISCARDED add_range_overlap_v_prior_day (score: 43.94%) [2025-11-22T02:51:17.183242] [INFO ] [main ] FCN: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:51:17.183274] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_range_volume_efficiency'] [2025-11-22T02:51:17.183308] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:17.195993] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:17.197376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:17.197449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:17.199215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:17.199756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:17.200212] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:17.201151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:17.203540] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:17.205613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:17.248227] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.75% [2025-11-22T02:51:17.320874] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 10.5s | Global ETA: 33m 34s [2025-11-22T02:51:17.322459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:17.322521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:17.327296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:17.329703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:17.330334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:17.390092] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:17.391024] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:17.392044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:17.422014] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 1.53% [2025-11-22T02:51:17.591663] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 2.96% | Symbol ETA: 1.7s | Global ETA: 33m 34s [2025-11-22T02:51:17.592543] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:51:17.592609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:17.594264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:17.594755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:17.595184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:17.595563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:17.596319] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:17.600174] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 1.15% [2025-11-22T02:51:17.717448] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:17.719286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:17.720023] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:17.721154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:17.723175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:17.776903] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -3.38%, Actual: 0.65% [2025-11-22T02:51:17.877812] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.83% | Symbol ETA: 9.9s | Global ETA: 33m 35s [2025-11-22T02:51:17.878793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:17.878869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:17.880510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:17.881025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:17.881470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:17.882395] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:17.884785] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:17.886890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:17.955862] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 3.38% [2025-11-22T02:51:17.976078] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 9.9s | Global ETA: 33m 35s [2025-11-22T02:51:17.976962] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:17.977361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:17.982140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:17.983871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:17.984328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:18.028506] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:18.029187] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:18.030228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:18.126235] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.55%, Actual: 0.03% [2025-11-22T02:51:18.126466] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 35.7597% [2025-11-22T02:51:18.126587] [INFO ] [main ] GSK: DISCARDED add_volatility_state_percentiles (score: 35.76%) [2025-11-22T02:51:18.126634] [INFO ] [main ] GSK: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:51:18.126686] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_volume_dispersion'] [2025-11-22T02:51:18.126725] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:18.142143] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:18.143977] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:18.144058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:18.145994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:18.146597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:18.147091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:18.194321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:18.196439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:18.317541] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 1.0s | Global ETA: 33m 35s [2025-11-22T02:51:18.486305] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 48.85%, Actual: 0.02% [2025-11-22T02:51:18.557713] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 9.2s | Global ETA: 33m 35s [2025-11-22T02:51:18.558714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:18.558791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:18.560439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:18.560955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:18.561398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:18.562284] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:18.564686] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:18.566731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:18.618456] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 9.2s | Global ETA: 33m 35s [2025-11-22T02:51:18.619395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:18.619458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:18.624255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:18.626010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:18.626466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:18.657793] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.09% [2025-11-22T02:51:18.670258] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:18.670968] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:18.671985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:18.824968] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.35%, Actual: 77.96% [2025-11-22T02:51:18.829557] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 6.9s | Global ETA: 33m 35s [2025-11-22T02:51:18.830586] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:18.830680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:18.832426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:18.832996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:18.833463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:18.878077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:18.879870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:18.990709] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 3.99% [2025-11-22T02:51:19.160468] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 3.27% [2025-11-22T02:51:19.243850] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.94% | Symbol ETA: 8.5s | Global ETA: 33m 35s [2025-11-22T02:51:19.244771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:19.244834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:19.246477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:19.246980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:19.247462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:19.248370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:19.250725] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:19.252760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:19.260897] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 8.6s | Global ETA: 33m 35s [2025-11-22T02:51:19.261821] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:19.261884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:19.266742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:19.268490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:19.268974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:19.311687] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:19.312383] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:19.313418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:19.334423] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 2.64%, Actual: 4.61% [2025-11-22T02:51:19.508783] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 1.43% [2025-11-22T02:51:19.516454] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 6.2s | Global ETA: 33m 35s [2025-11-22T02:51:19.517590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:19.517688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:19.519473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:19.520064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:19.520531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:19.567723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:19.570044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:19.678894] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 2.71% [2025-11-22T02:51:19.849943] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 3.72% [2025-11-22T02:51:19.914254] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 7.8s | Global ETA: 33m 35s [2025-11-22T02:51:19.916114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:19.916177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:19.920334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:19.920846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:19.921298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:19.922198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:19.924598] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:19.926709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:19.936208] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 7.9s | Global ETA: 33m 35s [2025-11-22T02:51:19.937105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:19.937168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:19.941920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:19.943635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:19.944134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:19.987272] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:19.988064] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:19.989124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.019460] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 7.34% [2025-11-22T02:51:20.019705] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 42.4912% [2025-11-22T02:51:20.019837] [INFO ] [main ] SEMR: KEPT add_volatility_state_percentiles (score: 42.49%) [2025-11-22T02:51:20.019882] [INFO ] [main ] SEMR: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:51:20.019916] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles', 'add_volume_dispersion'] [2025-11-22T02:51:20.019951] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:20.032743] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:20.034126] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:20.034208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.035941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:20.036438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.036932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:20.037319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:20.038120] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:20.167533] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:20.169449] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:20.170168] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:20.171300] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:20.173377] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:20.174791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.236257] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 5.6s | Global ETA: 33m 36s [2025-11-22T02:51:20.237319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:20.237404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.239153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.239702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:20.240165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:20.285349] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:20.287393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.585620] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 7.2s | Global ETA: 33m 36s [2025-11-22T02:51:20.586522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:20.586585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.588347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.588877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:20.589319] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:20.590224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:20.592544] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:20.592723] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 7.3s | Global ETA: 33m 36s [2025-11-22T02:51:20.593636] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:20.593719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:20.594619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.598685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.600509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.600999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:20.649151] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:20.650007] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:20.651069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.807904] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 49.90% | Symbol ETA: 7.7s | Global ETA: 33m 36s [2025-11-22T02:51:20.808853] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:20.808933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.810585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:20.811136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.811573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:20.812024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:20.812797] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:20.939291] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:20.941206] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:20.946184] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:20.947316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:20.949393] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:20.950834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:20.956722] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 5.0s | Global ETA: 33m 36s [2025-11-22T02:51:20.958079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:20.958147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:20.960140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:20.960724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:20.961225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:21.010974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:21.013889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:21.241593] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.60% | Symbol ETA: 6.6s | Global ETA: 33m 36s [2025-11-22T02:51:21.271733] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.13% | Symbol ETA: 6.5s | Global ETA: 33m 36s [2025-11-22T02:51:21.272595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:21.272678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:21.274308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:21.274834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:21.275258] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:21.276152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:21.278485] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:21.280527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:21.408959] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.61%, Actual: 2.04% [2025-11-22T02:51:21.537911] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 6.8s | Global ETA: 33m 36s [2025-11-22T02:51:21.538870] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:21.538950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:21.540600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:21.541120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:21.541545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:21.541951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:21.542701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:21.579388] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.73%, Actual: 1.40% [2025-11-22T02:51:21.648831] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.96% | Symbol ETA: 4.2s | Global ETA: 33m 36s [2025-11-22T02:51:21.650172] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:21.650235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:21.651971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:21.652520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:21.652994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:21.674710] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:21.676374] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:21.677076] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:21.678217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:21.680227] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:21.681598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:21.699824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:21.701707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:21.753947] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.57%, Actual: 0.26% [2025-11-22T02:51:21.920374] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 1.69% [2025-11-22T02:51:21.973414] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 5.8s | Global ETA: 33m 36s [2025-11-22T02:51:21.974437] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:21.974503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:21.976234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:21.976747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:21.977237] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:21.978285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:21.980731] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:21.982849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:22.085680] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 0.40% [2025-11-22T02:51:22.248863] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 1.86% [2025-11-22T02:51:22.273491] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.31% | Symbol ETA: 6.0s | Global ETA: 33m 36s [2025-11-22T02:51:22.274393] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:22.274460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:22.276149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:22.276636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:22.277090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:22.277491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:22.278286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:22.345955] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 3.5s | Global ETA: 33m 36s [2025-11-22T02:51:22.346918] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:22.346982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:22.348867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:22.349431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:22.349916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:22.399820] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:22.402021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:22.407472] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:22.409423] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:22.410180] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:22.411290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:22.413273] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:22.414363] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 0.23% [2025-11-22T02:51:22.414728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:22.580452] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 1.03% [2025-11-22T02:51:22.654689] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 5.1s | Global ETA: 33m 37s [2025-11-22T02:51:22.655599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:22.655682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:22.657294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:22.657807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:22.658246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:22.659166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:22.661495] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:22.663580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:22.747026] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.99% [2025-11-22T02:51:22.913440] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.60%, Actual: 1.43% [2025-11-22T02:51:22.913670] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 44.0803% [2025-11-22T02:51:22.913779] [INFO ] [main ] FCF: DISCARDED add_preclose_acceleration_mag (score: 44.08%) [2025-11-22T02:51:22.913824] [INFO ] [main ] FCF: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:51:22.913855] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_prev_1100_to_open'] [2025-11-22T02:51:22.913890] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:22.926862] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:22.928544] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:22.928606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:22.933446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:22.935213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:22.935693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:22.979702] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:22.980626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:22.981333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.011768] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 5.2s | Global ETA: 33m 37s [2025-11-22T02:51:23.012706] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:23.012773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.014485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:23.015041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.015478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:23.015897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:23.016683] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:23.048530] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 2.8s | Global ETA: 33m 37s [2025-11-22T02:51:23.049489] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:23.049551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.051206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.051719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:23.052158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:23.097708] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:23.099436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.141933] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:23.143761] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:23.144461] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:23.145564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:23.147594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:23.150215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.310839] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.50% | Symbol ETA: 4.5s | Global ETA: 33m 37s [2025-11-22T02:51:23.311727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:23.311790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.313443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.313936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:23.314375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:23.315272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:23.317628] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:51:23.319719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.574865] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.35% | Symbol ETA: 11.8s | Global ETA: 33m 37s [2025-11-22T02:51:23.575813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:23.575902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:23.581089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.583101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.583576] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:23.629135] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:23.629969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:23.630674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.722872] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 2.1s | Global ETA: 33m 37s [2025-11-22T02:51:23.724079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:23.724169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.726167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.726775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:23.727253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:23.740751] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.5s | Global ETA: 33m 37s [2025-11-22T02:51:23.741685] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:23.741751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:23.743387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:23.743922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:23.744356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:23.744762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:23.745505] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:23.775505] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:23.777417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.871149] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:23.872994] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:23.873711] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:23.874871] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:23.876877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:23.878296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:23.982266] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 3.8s | Global ETA: 33m 37s [2025-11-22T02:51:24.241485] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.83%, Actual: 2.09% [2025-11-22T02:51:24.272830] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.19% | Symbol ETA: 11.4s | Global ETA: 33m 37s [2025-11-22T02:51:24.273922] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:24.273991] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:24.279921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:24.282027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:24.282591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:24.330386] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:24.331413] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:24.332139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:24.464952] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 1.4s | Global ETA: 33m 37s [2025-11-22T02:51:24.465954] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:24.466021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:24.467927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:24.468457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:24.468939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:24.510736] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 0.39% [2025-11-22T02:51:24.519967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:24.522547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:24.722594] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 3.9s | Global ETA: 33m 37s [2025-11-22T02:51:24.724075] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:24.727862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:24.731976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:24.732854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:24.733512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:24.734132] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:24.735361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:24.759716] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.94%, Actual: 0.85% [2025-11-22T02:51:24.898423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:24.900511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:24.901325] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:24.902522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:24.904639] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:24.906331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:24.972317] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 1.33% [2025-11-22T02:51:25.110111] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.21% | Symbol ETA: 11.1s | Global ETA: 33m 38s [2025-11-22T02:51:25.111412] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:25.111495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:25.118842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:25.121527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:25.122265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:25.173837] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:25.174817] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:25.175515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:25.217738] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.80% [2025-11-22T02:51:25.302721] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 0.7s | Global ETA: 33m 38s [2025-11-22T02:51:25.400311] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.13%, Actual: 1.30% [2025-11-22T02:51:25.485524] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 1.38% [2025-11-22T02:51:25.562213] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 3.1s | Global ETA: 33m 38s [2025-11-22T02:51:25.563249] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:25.563328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:25.565046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:25.565553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:25.566029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:25.566430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:25.567216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:25.586669] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.60% [2025-11-22T02:51:25.662250] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 1.10% [2025-11-22T02:51:25.693629] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:25.695597] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:25.696339] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:25.697522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:25.699886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:25.701451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:25.778700] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 0.36% [2025-11-22T02:51:25.803889] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 10.3s | Global ETA: 33m 38s [2025-11-22T02:51:25.804802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:25.804866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:25.809615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:25.811377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:25.811858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:25.835660] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.83% [2025-11-22T02:51:25.854357] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:25.855154] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:25.855846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:25.963894] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 1.45% [2025-11-22T02:51:26.008458] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 1.16% [2025-11-22T02:51:26.145470] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 1.98% [2025-11-22T02:51:26.145716] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 44.3567% [2025-11-22T02:51:26.145815] [INFO ] [main ] FCN: DISCARDED add_range_volume_efficiency (score: 44.36%) [2025-11-22T02:51:26.145866] [INFO ] [main ] FCN: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:51:26.145903] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:51:26.145943] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:26.159500] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:26.161060] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:26.161129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:26.163005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:26.163527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:26.164013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:26.164988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:26.167562] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:26.171771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:26.180789] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 0.75% [2025-11-22T02:51:26.312011] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 2.3s | Global ETA: 33m 38s [2025-11-22T02:51:26.313002] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:26.313083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:26.314769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:26.315300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:26.315769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:26.316164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:26.316947] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:26.349449] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 1.53% [2025-11-22T02:51:26.440587] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:26.441797] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.89% | Symbol ETA: 9.5s | Global ETA: 33m 38s [2025-11-22T02:51:26.442515] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:26.442691] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:26.442756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:26.443318] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:26.444478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:26.446499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:26.447499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:26.448019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:26.449268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:26.449755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:26.492662] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:26.493502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:26.494199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:26.514956] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 1.15% [2025-11-22T02:51:26.685614] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.65% [2025-11-22T02:51:26.836887] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.86% | Symbol ETA: 9.7s | Global ETA: 33m 38s [2025-11-22T02:51:26.837793] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:26.837856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:26.839477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:26.839970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:26.840399] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:26.841287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:26.843620] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:26.847451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:26.856981] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 3.38% [2025-11-22T02:51:27.032300] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.03% [2025-11-22T02:51:27.032519] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 39.8700% [2025-11-22T02:51:27.032626] [INFO ] [main ] GSK: DISCARDED add_volume_dispersion (score: 39.87%) [2025-11-22T02:51:27.032707] [INFO ] [main ] GSK: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:51:27.032748] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_volume_flow_differentials'] [2025-11-22T02:51:27.032785] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:27.045358] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:27.047015] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:27.047079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.048983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.049507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:27.050004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:27.074582] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 8.8s | Global ETA: 33m 38s [2025-11-22T02:51:27.075493] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:27.075555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:27.080374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.082472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.082960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:27.097361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:27.100603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.111949] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.08% | Symbol ETA: 1.5s | Global ETA: 33m 38s [2025-11-22T02:51:27.112871] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:27.112937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.114729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:27.115275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.115756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:27.116246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:27.117103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:27.125890] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:27.126828] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:27.127525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.246419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:27.248478] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:27.249246] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:27.250411] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:27.252501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:51:27.254055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.507929] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.42% | Symbol ETA: 9.0s | Global ETA: 33m 39s [2025-11-22T02:51:27.508810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:27.508873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.510500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.511005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:27.511436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:27.512330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:27.514729] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:27.518705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.727416] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: -1.02% | Symbol ETA: 6.7s | Global ETA: 33m 39s [2025-11-22T02:51:27.728335] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:27.728402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.730181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.730688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:27.731132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:27.745897] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 8.1s | Global ETA: 33m 39s [2025-11-22T02:51:27.746807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:27.746868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:27.751621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:27.753361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:27.753844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:27.776472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:27.779751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.796802] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:27.797515] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:27.798197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:27.854012] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.25% | Symbol ETA: 0.7s | Global ETA: 33m 39s [2025-11-22T02:51:28.025917] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 49.90%, Actual: 0.02% [2025-11-22T02:51:28.188693] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.50% | Symbol ETA: 8.4s | Global ETA: 33m 39s [2025-11-22T02:51:28.189558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:28.189622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:28.191275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:28.191780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:28.192216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:28.193169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:28.195520] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:28.195860] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 0.09% [2025-11-22T02:51:28.199371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:28.388213] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 7.4s | Global ETA: 33m 39s [2025-11-22T02:51:28.389178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:28.389243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:28.389974] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.31%, Actual: 77.96% [2025-11-22T02:51:28.394188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:28.396070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:28.396547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:28.424566] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 6.1s | Global ETA: 33m 39s [2025-11-22T02:51:28.425474] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:28.425535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:28.427207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:28.427722] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:28.428191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:28.441066] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:28.441857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:28.442563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:28.471622] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:28.474635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:28.562279] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 3.99% [2025-11-22T02:51:28.741312] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 3.27% [2025-11-22T02:51:28.863879] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 7.7s | Global ETA: 33m 39s [2025-11-22T02:51:28.864768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:28.864867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:28.866505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:28.866995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:28.867444] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:28.868335] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:28.870755] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:28.874636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:28.922856] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 4.61% [2025-11-22T02:51:29.030843] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 6.7s | Global ETA: 33m 39s [2025-11-22T02:51:29.031718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:29.031780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:29.036511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:29.038285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:29.038759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:29.081344] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:29.082132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:51:29.082805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:29.086499] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.11% | Symbol ETA: 5.3s | Global ETA: 33m 39s [2025-11-22T02:51:29.087424] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:29.087486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:29.089195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:29.089709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:29.090148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:29.098005] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 1.43% [2025-11-22T02:51:29.133412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:29.136227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:29.274676] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 2.71% [2025-11-22T02:51:29.449662] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.08%, Actual: 3.72% [2025-11-22T02:51:29.538842] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 7.0s | Global ETA: 33m 40s [2025-11-22T02:51:29.539756] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:29.539820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:29.541441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:29.542262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:29.542714] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:29.543591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:29.545961] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:29.549910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:29.628666] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.25%, Actual: 7.34% [2025-11-22T02:51:29.628939] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 25.5973% [2025-11-22T02:51:29.629001] [INFO ] [main ] SEMR: DISCARDED add_volume_dispersion (score: 25.60%) [2025-11-22T02:51:29.629053] [INFO ] [main ] SEMR: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:51:29.629099] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles', 'add_volume_flow_differentials'] [2025-11-22T02:51:29.629142] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:29.644291] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:29.645726] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:29.645794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:29.647517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:29.648074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:29.648525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:29.648958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:29.649817] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:29.666089] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.32% | Symbol ETA: 6.0s | Global ETA: 33m 40s [2025-11-22T02:51:29.741594] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 4.6s | Global ETA: 33m 40s [2025-11-22T02:51:29.742559] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:29.742623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:29.744407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:29.744938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:29.745423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:29.781563] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:29.783507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:29.784241] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:29.785404] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:29.787479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:29.790331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:29.791426] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:29.794581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:29.833109] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.35%, Actual: 2.04% [2025-11-22T02:51:29.998727] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.19%, Actual: 1.40% [2025-11-22T02:51:30.167677] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.21%, Actual: 0.26% [2025-11-22T02:51:30.208140] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.94% | Symbol ETA: 6.3s | Global ETA: 33m 40s [2025-11-22T02:51:30.209207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:30.209270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:30.210962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:30.211450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:30.211900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:30.212799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:30.215154] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:30.219123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:30.339435] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.69% [2025-11-22T02:51:30.424374] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 3.9s | Global ETA: 33m 40s [2025-11-22T02:51:30.424899] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 44.35% | Symbol ETA: 7.6s | Global ETA: 33m 40s [2025-11-22T02:51:30.425539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:30.425606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:30.425825] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:30.425893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:30.427550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:30.427615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:30.428144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:30.428170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:30.428603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:30.428657] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:30.429032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:30.429851] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:30.474913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:30.478158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:30.510749] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.89%, Actual: 0.40% [2025-11-22T02:51:30.556739] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:30.558592] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:30.559397] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:30.560567] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:30.562709] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:30.565611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:30.681039] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 1.86% [2025-11-22T02:51:30.847185] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.23% [2025-11-22T02:51:30.878462] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 5.7s | Global ETA: 33m 40s [2025-11-22T02:51:30.879365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:30.879427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:30.881086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:30.881571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:30.882019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:30.882906] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:30.885234] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:30.889042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.013988] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 1.03% [2025-11-22T02:51:31.089957] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.78% | Symbol ETA: 3.2s | Global ETA: 33m 40s [2025-11-22T02:51:31.090852] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:31.090914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.092568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.093073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:31.093509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:31.136401] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:31.139372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.160932] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 6.7s | Global ETA: 33m 40s [2025-11-22T02:51:31.161824] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:31.161890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.163528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:31.164071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.164520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:31.164936] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:31.165716] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:31.179883] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.07%, Actual: 0.99% [2025-11-22T02:51:31.289421] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:31.291096] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:31.291811] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:31.292911] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:31.294914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:31.297660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.345128] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.32%, Actual: 1.43% [2025-11-22T02:51:31.345312] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 45.3311% [2025-11-22T02:51:31.345401] [INFO ] [main ] FCF: DISCARDED add_prev_1100_to_open (score: 45.33%) [2025-11-22T02:51:31.345443] [INFO ] [main ] FCF: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:51:31.345475] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_prev_close_to_1100'] [2025-11-22T02:51:31.345509] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:31.358413] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:31.359726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:31.359788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:31.364588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.366410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.366887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:31.411357] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:31.412073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:31.412757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.545356] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 5.0s | Global ETA: 33m 40s [2025-11-22T02:51:31.546280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:31.546343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.548016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.548496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:31.548953] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:31.549844] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:31.552211] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:31.556065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.754685] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 2.6s | Global ETA: 33m 40s [2025-11-22T02:51:31.755578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:31.755662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.757553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.758105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:31.758560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:31.804051] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:31.807379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:31.892564] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 3.85% | Symbol ETA: 5.8s | Global ETA: 33m 41s [2025-11-22T02:51:31.893629] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:31.893724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:31.895481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:31.895979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:31.896408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:31.896809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:31.897782] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:31.999608] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 11.5s | Global ETA: 33m 41s [2025-11-22T02:51:32.000474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:32.000877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:32.005657] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:32.007410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:32.007888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:32.026706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:32.028425] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:32.029162] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:32.030324] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:32.032317] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:32.035033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.052167] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:32.052898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:32.053562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.231762] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 4.3s | Global ETA: 33m 41s [2025-11-22T02:51:32.232658] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:32.232722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:32.234358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:32.234864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:32.235292] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:32.236177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:32.238533] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:51:32.242413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.427229] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.74% | Symbol ETA: 1.9s | Global ETA: 33m 41s [2025-11-22T02:51:32.428162] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:32.428224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:32.429939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:32.430448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:32.430900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:32.475027] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:32.477954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.627988] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.35% | Symbol ETA: 5.1s | Global ETA: 33m 41s [2025-11-22T02:51:32.628927] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:32.628992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:32.633992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:32.634478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:32.634936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:32.635356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:32.636125] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:32.639660] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 10.8s | Global ETA: 33m 41s [2025-11-22T02:51:32.640476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:32.640539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:32.645350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:32.647115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:32.647586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:32.691718] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:32.692373] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:32.693054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.761426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:32.763133] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:32.763851] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:32.764949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:32.766947] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:32.769710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:32.900349] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 3.6s | Global ETA: 33m 41s [2025-11-22T02:51:33.071812] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.86%, Actual: 2.09% [2025-11-22T02:51:33.106088] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 1.2s | Global ETA: 33m 41s [2025-11-22T02:51:33.107018] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:33.107083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:33.108818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:33.109317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:33.109775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:33.152972] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:33.156031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:33.239839] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.42%, Actual: 0.39% [2025-11-22T02:51:33.276127] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.23% | Symbol ETA: 10.2s | Global ETA: 33m 41s [2025-11-22T02:51:33.276985] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:33.277047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:33.281751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:33.283492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:33.283972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:33.328211] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:33.329127] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:33.329849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:33.359010] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 4.3s | Global ETA: 33m 41s [2025-11-22T02:51:33.359906] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:33.359971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:33.361596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:33.362095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:33.362526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:33.362931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:33.363691] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:33.412068] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.50%, Actual: 0.85% [2025-11-22T02:51:33.488788] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:33.490741] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:33.491563] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:33.492869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:33.494862] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:33.497573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:33.637678] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.33% [2025-11-22T02:51:33.766768] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 0.5s | Global ETA: 33m 41s [2025-11-22T02:51:33.807789] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.80% [2025-11-22T02:51:33.916209] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 9.5s | Global ETA: 33m 41s [2025-11-22T02:51:33.917090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:33.917157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:33.921958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:33.923683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:33.924158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:33.939170] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: -1.02%, Actual: 1.38% [2025-11-22T02:51:33.968112] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:33.968837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:33.969496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:33.977701] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.94%, Actual: 1.30% [2025-11-22T02:51:34.088659] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 1.44% | Symbol ETA: 3.6s | Global ETA: 33m 41s [2025-11-22T02:51:34.089513] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:34.089578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:34.091243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:34.091738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:34.092178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:34.092561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:34.093339] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:34.110421] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 1.10% [2025-11-22T02:51:34.145774] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.56%, Actual: 0.60% [2025-11-22T02:51:34.217846] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:34.219581] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:34.220293] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:34.221380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:34.223407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:34.226219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:34.279142] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.11%, Actual: 0.83% [2025-11-22T02:51:34.330804] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 0.36% [2025-11-22T02:51:34.447527] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.16% [2025-11-22T02:51:34.501787] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 1.45% [2025-11-22T02:51:34.555921] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.66% | Symbol ETA: 8.9s | Global ETA: 33m 42s [2025-11-22T02:51:34.556803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:34.556864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:34.561566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:34.563357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:34.563837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:34.606856] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:34.607576] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:34.608257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:34.616185] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.75% [2025-11-22T02:51:34.678301] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 1.98% [2025-11-22T02:51:34.678503] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 41.4843% [2025-11-22T02:51:34.678585] [INFO ] [main ] FCN: DISCARDED add_range_volume_efficiency_refinements (score: 41.48%) [2025-11-22T02:51:34.678629] [INFO ] [main ] FCN: Testing feature 39/53: add_regime [2025-11-22T02:51:34.678684] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_regime'] [2025-11-22T02:51:34.678722] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:34.691133] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:34.692387] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:34.695852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:34.697665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:34.698171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:34.698610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:34.699525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:34.701940] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:34.722485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:34.787488] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.78%, Actual: 1.53% [2025-11-22T02:51:34.825922] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 3.23% | Symbol ETA: 2.8s | Global ETA: 33m 42s [2025-11-22T02:51:34.827509] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:34.827578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:34.829398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:34.829960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:34.830428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:34.830853] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:34.831610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:34.956852] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 1.15% [2025-11-22T02:51:34.960410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:34.962314] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:34.963072] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:34.964217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:34.966342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:34.969449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:35.124433] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.74%, Actual: 0.65% [2025-11-22T02:51:35.186852] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 8.3s | Global ETA: 33m 42s [2025-11-22T02:51:35.187765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:35.187828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:35.192571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:35.194296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:35.194774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:35.237886] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:35.238538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:35.239216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:35.294590] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 3.38% [2025-11-22T02:51:35.383601] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.20% | Symbol ETA: 9.4s | Global ETA: 33m 42s [2025-11-22T02:51:35.384505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:35.384569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:35.386225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:35.386713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:35.387144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:35.388067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:35.390476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:35.411476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:35.461920] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.03% [2025-11-22T02:51:35.462118] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 36.4394% [2025-11-22T02:51:35.462213] [INFO ] [main ] GSK: DISCARDED add_volume_flow_differentials (score: 36.44%) [2025-11-22T02:51:35.462262] [INFO ] [main ] GSK: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:51:35.462296] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_volume_pressure_into_close'] [2025-11-22T02:51:35.462330] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:35.473968] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:35.475389] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:35.475450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:35.477138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:35.477687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:35.478125] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:35.521325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:35.522994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:35.578488] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 2.1s | Global ETA: 33m 42s [2025-11-22T02:51:35.579481] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:35.579549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:35.581328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:35.581902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:35.582369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:35.582785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:35.583668] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:35.712722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:35.714603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:35.715338] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:35.716888] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:35.719086] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:35.721915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:35.813695] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.28% | Symbol ETA: 7.6s | Global ETA: 33m 42s [2025-11-22T02:51:35.814555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:35.814618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:35.819346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:35.821074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:35.821530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:35.865026] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:35.865704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:35.866359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.082028] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.31% | Symbol ETA: 8.7s | Global ETA: 33m 42s [2025-11-22T02:51:36.082966] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:36.083032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.084760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.085256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:36.085730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:36.086625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:36.089078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:36.109717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.135103] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 1.46% | Symbol ETA: 6.3s | Global ETA: 33m 42s [2025-11-22T02:51:36.136034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:36.136115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.137858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.138348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:36.138816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:36.184272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:36.186030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.327588] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 1.3s | Global ETA: 33m 42s [2025-11-22T02:51:36.328513] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:36.328582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.330308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:36.330893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.331395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:36.331820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:36.332697] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:36.442620] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 7.0s | Global ETA: 33m 42s [2025-11-22T02:51:36.443500] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:36.443562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:36.448298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.450024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.450484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:36.462626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:36.464534] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:36.465284] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:36.466489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:36.468583] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:51:36.471387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.493208] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:36.493876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:36.494527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.803612] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.46% | Symbol ETA: 8.1s | Global ETA: 33m 43s [2025-11-22T02:51:36.804579] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:36.804674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.806547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.807088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:36.807557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:36.808478] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:36.810610] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 5.7s | Global ETA: 33m 43s [2025-11-22T02:51:36.810975] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:36.811530] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:36.811593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:36.813274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:36.813792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:36.814270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:36.832989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:36.858480] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:36.860514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:37.067550] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 2.05% | Symbol ETA: 6.3s | Global ETA: 33m 43s [2025-11-22T02:51:37.068442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:37.068504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:37.071867] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 2.97% | Symbol ETA: 0.6s | Global ETA: 33m 43s [2025-11-22T02:51:37.073271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:37.074997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:37.075450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:37.118139] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:37.118834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:51:37.119483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:37.241232] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 44.35%, Actual: 0.02% [2025-11-22T02:51:37.411217] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.09% [2025-11-22T02:51:37.465828] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 5.0s | Global ETA: 33m 43s [2025-11-22T02:51:37.466741] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:37.466804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:37.468785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:37.469255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:37.469708] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:37.513423] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:37.515121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:37.538159] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.03% | Symbol ETA: 7.4s | Global ETA: 33m 43s [2025-11-22T02:51:37.539122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:37.539197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:37.540933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:37.541430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:37.541909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:37.542829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:37.545233] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:37.566631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:37.577188] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 3.85%, Actual: 77.96% [2025-11-22T02:51:37.697832] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 5.7s | Global ETA: 33m 43s [2025-11-22T02:51:37.743584] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.35%, Actual: 3.99% [2025-11-22T02:51:37.864745] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.07%, Actual: 2.04% [2025-11-22T02:51:37.910624] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 3.27% [2025-11-22T02:51:38.029333] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 1.40% [2025-11-22T02:51:38.077297] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 1.44%, Actual: 4.61% [2025-11-22T02:51:38.119932] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.88% | Symbol ETA: 4.3s | Global ETA: 33m 43s [2025-11-22T02:51:38.121029] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:38.121091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:38.122881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:38.123377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:38.123873] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:38.169886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:38.171857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:38.195599] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.23%, Actual: 0.26% [2025-11-22T02:51:38.246088] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 3.23%, Actual: 1.43% [2025-11-22T02:51:38.254351] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 6.7s | Global ETA: 33m 43s [2025-11-22T02:51:38.255255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:38.255318] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:38.256970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:38.257475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:38.257925] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:38.258816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:38.261236] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:38.281060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:38.360013] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 1.69% [2025-11-22T02:51:38.416244] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 2.87%, Actual: 2.71% [2025-11-22T02:51:38.523988] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.66%, Actual: 0.40% [2025-11-22T02:51:38.586427] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -1.72%, Actual: 3.72% [2025-11-22T02:51:38.689920] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 1.86% [2025-11-22T02:51:38.754352] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 2.97%, Actual: 7.34% [2025-11-22T02:51:38.754551] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 37.9222% [2025-11-22T02:51:38.754636] [INFO ] [main ] SEMR: DISCARDED add_volume_flow_differentials (score: 37.92%) [2025-11-22T02:51:38.754700] [INFO ] [main ] SEMR: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:51:38.754735] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles', 'add_volume_pressure_into_close'] [2025-11-22T02:51:38.754770] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:38.766638] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:38.767931] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:38.767997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:38.769700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:38.770194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:38.770629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:38.771037] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:38.771801] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:38.854356] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.28%, Actual: 0.23% [2025-11-22T02:51:38.858851] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.84% | Symbol ETA: 3.7s | Global ETA: 33m 43s [2025-11-22T02:51:38.859785] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:38.859848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:38.861509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:38.862034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:38.862482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:38.896195] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:38.898026] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:38.898739] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:38.899863] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:38.901921] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:38.903580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:38.905811] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:38.907969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:38.945283] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 6.0s | Global ETA: 33m 44s [2025-11-22T02:51:38.946261] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:38.946325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:38.947997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:38.948475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:38.948926] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:38.949818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:38.952193] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:38.975833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:39.019165] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.03% [2025-11-22T02:51:39.183527] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 2.05%, Actual: 0.99% [2025-11-22T02:51:39.347580] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.04%, Actual: 1.43% [2025-11-22T02:51:39.347791] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 40.0715% [2025-11-22T02:51:39.347879] [INFO ] [main ] FCF: DISCARDED add_prev_close_to_1100 (score: 40.07%) [2025-11-22T02:51:39.347921] [INFO ] [main ] FCF: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:51:39.347953] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_prev_close_to_open'] [2025-11-22T02:51:39.347987] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:39.360813] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:39.362051] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:39.362113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:39.366853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:39.368612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:39.369119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:39.412807] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:39.413669] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:39.414343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:39.501273] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 50.49% | Symbol ETA: 7.0s | Global ETA: 33m 44s [2025-11-22T02:51:39.502206] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:39.502278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:39.504041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:39.504532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:39.505023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:39.505432] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:39.506244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:39.539724] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 3.0s | Global ETA: 33m 44s [2025-11-22T02:51:39.540707] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:39.540769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:39.542460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:39.543010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:39.543444] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:39.589168] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:39.591471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:39.637188] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:39.638947] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:39.639725] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:39.640884] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:39.642971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:39.643278] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 5.3s | Global ETA: 33m 44s [2025-11-22T02:51:39.644175] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:39.644238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:39.644730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:39.645890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:39.646366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:39.646814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:39.647733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:39.650098] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:39.669551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:39.993134] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.16% | Symbol ETA: 10.7s | Global ETA: 33m 44s [2025-11-22T02:51:39.994033] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:39.994095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:39.998864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.000565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.001043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:40.044715] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:40.045367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:40.046046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:40.196333] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 2.37% | Symbol ETA: 2.4s | Global ETA: 33m 44s [2025-11-22T02:51:40.197231] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:40.197294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.198978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.199456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:40.199920] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:40.245049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:40.246920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:40.252894] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 6.3s | Global ETA: 33m 44s [2025-11-22T02:51:40.254140] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:40.254207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.255881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:40.256361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.256815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:40.257200] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:40.258001] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:40.328412] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 4.6s | Global ETA: 33m 44s [2025-11-22T02:51:40.329301] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:40.329364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.331018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.331490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:40.331939] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:40.332826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:40.335155] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:40.354572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:40.384885] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:40.386758] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:40.387505] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:40.388725] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:40.390914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:40.392688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:40.631144] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 10.1s | Global ETA: 33m 44s [2025-11-22T02:51:40.632058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:40.632120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:40.636862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.638951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.639413] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:40.682694] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:40.683348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:40.684026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:40.845018] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.88% | Symbol ETA: 1.7s | Global ETA: 33m 44s [2025-11-22T02:51:40.846034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:40.846099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:40.847842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:40.848335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:40.848810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:40.892406] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:40.894208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.006764] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 5.6s | Global ETA: 33m 44s [2025-11-22T02:51:41.007815] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:41.007882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.009608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:41.010132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.010572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:41.011027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:41.011832] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:41.016742] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.59% | Symbol ETA: 3.8s | Global ETA: 33m 44s [2025-11-22T02:51:41.017630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:41.017712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.019326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.019811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:41.020247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:41.021129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:41.023667] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:51:41.043124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.148161] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:41.150289] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:41.151106] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:41.152408] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:41.154694] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:41.156544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.294975] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.88% | Symbol ETA: 9.5s | Global ETA: 33m 45s [2025-11-22T02:51:41.295860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:41.295922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:41.300605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.302337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.302830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:41.346580] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:41.347542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:41.348238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.491991] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.37% | Symbol ETA: 1.0s | Global ETA: 33m 45s [2025-11-22T02:51:41.492934] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:41.492998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.494762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.495280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:41.495830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:41.540937] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:41.543021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.695076] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 3.1s | Global ETA: 33m 45s [2025-11-22T02:51:41.769278] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -2.06% | Symbol ETA: 4.9s | Global ETA: 33m 45s [2025-11-22T02:51:41.770323] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:41.770392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.772087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:41.772627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.773104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:41.773524] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:41.774332] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:41.860701] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.20%, Actual: 2.09% [2025-11-22T02:51:41.910276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:41.912273] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:41.913033] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:41.914280] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:41.916441] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:41.918220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:41.941972] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.95% | Symbol ETA: 8.9s | Global ETA: 33m 45s [2025-11-22T02:51:41.942910] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:41.942976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:41.948125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:41.949953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:41.950441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:41.996585] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:41.997463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:41.998179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:42.024700] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.31%, Actual: 0.39% [2025-11-22T02:51:42.144212] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 0.3s | Global ETA: 33m 45s [2025-11-22T02:51:42.191403] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.46%, Actual: 0.85% [2025-11-22T02:51:42.316293] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 1.46%, Actual: 1.38% [2025-11-22T02:51:42.357132] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.03%, Actual: 1.33% [2025-11-22T02:51:42.485110] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.24%, Actual: 1.10% [2025-11-22T02:51:42.517246] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 4.1s | Global ETA: 33m 45s [2025-11-22T02:51:42.518180] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:42.518246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:42.519940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:42.520439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:42.520888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:42.521305] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:42.521912] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.80% [2025-11-22T02:51:42.522070] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:42.616159] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 8.3s | Global ETA: 33m 45s [2025-11-22T02:51:42.617053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:42.617116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:42.622191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:42.624033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:42.624525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:42.648170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:42.650009] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:42.650740] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:42.651855] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:42.653852] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:42.655481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:42.663723] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.83% [2025-11-22T02:51:42.670187] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:42.671111] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:42.671836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:42.687291] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.63%, Actual: 1.30% [2025-11-22T02:51:42.833958] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.88%, Actual: 1.16% [2025-11-22T02:51:42.852929] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.60% [2025-11-22T02:51:43.002419] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.84%, Actual: 0.75% [2025-11-22T02:51:43.018584] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.36% [2025-11-22T02:51:43.168534] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 1.53% [2025-11-22T02:51:43.184629] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.59%, Actual: 1.45% [2025-11-22T02:51:43.269302] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 7.6s | Global ETA: 33m 45s [2025-11-22T02:51:43.270223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:43.270286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:43.275199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:43.276971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:43.277477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:43.279256] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 3.4s | Global ETA: 33m 45s [2025-11-22T02:51:43.280210] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:43.280279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:43.282036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:43.282551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:43.283022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:43.283424] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:43.284219] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:43.322582] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:43.323354] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:43.324085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:43.335498] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 2.37%, Actual: 1.15% [2025-11-22T02:51:43.349233] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 1.98% [2025-11-22T02:51:43.349445] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 53.7204% [2025-11-22T02:51:43.349531] [INFO ] [main ] FCN: DISCARDED add_regime (score: 53.72%) [2025-11-22T02:51:43.349572] [INFO ] [main ] FCN: Testing feature 40/53: add_regime_flags [2025-11-22T02:51:43.349603] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_regime_flags'] [2025-11-22T02:51:43.349638] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:43.362152] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:43.363586] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:43.363672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:43.365322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:43.365843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:43.366274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:43.367175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:43.369569] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:43.370588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:43.417195] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:43.419293] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:43.420445] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:43.421614] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:43.423751] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:43.425492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:43.504715] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.88%, Actual: 0.65% [2025-11-22T02:51:43.676500] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.37%, Actual: 3.38% [2025-11-22T02:51:43.848845] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 0.03% [2025-11-22T02:51:43.849080] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 40.0986% [2025-11-22T02:51:43.849190] [INFO ] [main ] GSK: DISCARDED add_volume_pressure_into_close (score: 40.10%) [2025-11-22T02:51:43.849233] [INFO ] [main ] GSK: Testing feature 52/53: add_volume_zscore [2025-11-22T02:51:43.849267] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_volume_zscore'] [2025-11-22T02:51:43.849301] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:43.860981] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:43.862402] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:43.862464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:43.864151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:43.864663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:43.865112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:43.909522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:43.911186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:43.925661] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 7.0s | Global ETA: 33m 46s [2025-11-22T02:51:43.926529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:43.926591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:43.931402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:43.933135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:43.933603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:43.978967] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:43.979930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:43.980632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.022295] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 0.48% | Symbol ETA: 8.8s | Global ETA: 33m 46s [2025-11-22T02:51:44.023208] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:44.023271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.024940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.025423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:44.025882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:44.026782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:44.029288] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:44.030585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.032807] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: -1.26% | Symbol ETA: 2.6s | Global ETA: 33m 46s [2025-11-22T02:51:44.033768] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:44.033839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.035596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:44.036158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.036698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:44.037204] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:44.038253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:44.175555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:44.177504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:44.178266] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:44.179521] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:44.181573] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:44.183340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.512910] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 6.0s | Global ETA: 33m 46s [2025-11-22T02:51:44.513820] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:44.513882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.515525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.516028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:44.516464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:44.559729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:44.561435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.580847] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 6.3s | Global ETA: 33m 46s [2025-11-22T02:51:44.581748] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:44.581810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:44.586500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.588250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.588742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:44.633447] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:44.634390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:44.635513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.689090] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.34% | Symbol ETA: 8.2s | Global ETA: 33m 46s [2025-11-22T02:51:44.690041] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:44.690105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.691867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.692367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:44.692873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:44.693813] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:44.696266] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:44.697330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:44.812796] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 1.9s | Global ETA: 33m 46s [2025-11-22T02:51:44.813806] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:44.813876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:44.815667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:44.816184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:44.816661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:44.817074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:44.817909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:44.951301] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:44.953195] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:44.953957] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:44.955154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:44.957207] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:44.958974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:45.189462] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: 1.20% | Symbol ETA: 5.5s | Global ETA: 33m 46s [2025-11-22T02:51:45.190395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:45.190457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:45.192134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:45.192630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:45.193087] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:45.238248] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:45.239702] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 5.7s | Global ETA: 33m 46s [2025-11-22T02:51:45.240257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:45.240596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:45.240683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:45.245581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:45.247390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:45.247907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:45.292346] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:45.293233] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:51:45.293969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:45.352147] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -4.34% | Symbol ETA: 7.5s | Global ETA: 33m 46s [2025-11-22T02:51:45.353040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:45.353103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:45.354732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:45.355204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:45.355657] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:45.356529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:45.358912] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:45.359939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:45.577300] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 1.1s | Global ETA: 33m 46s [2025-11-22T02:51:45.578253] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:45.578321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:45.580075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:45.580578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:45.581048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:45.581474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:45.582259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:45.715387] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:45.717443] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:45.718219] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:45.719446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:45.721553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:45.723393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:45.852755] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 4.8s | Global ETA: 33m 46s [2025-11-22T02:51:45.853626] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:45.853714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:45.855349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:45.855879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:45.856320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:45.886222] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -3.18% | Symbol ETA: 5.0s | Global ETA: 33m 46s [2025-11-22T02:51:45.900560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:45.902501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:46.019915] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 6.9s | Global ETA: 33m 47s [2025-11-22T02:51:46.020831] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:46.020894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:46.022578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:46.023112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:46.023540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:46.024433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:46.026837] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:46.027891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:46.057232] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.16%, Actual: 2.04% [2025-11-22T02:51:46.226949] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 1.40% [2025-11-22T02:51:46.339928] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 0.4s | Global ETA: 33m 47s [2025-11-22T02:51:46.396431] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.88%, Actual: 0.26% [2025-11-22T02:51:46.507424] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 50.49%, Actual: 0.02% [2025-11-22T02:51:46.513798] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.09% | Symbol ETA: 4.1s | Global ETA: 33m 47s [2025-11-22T02:51:46.514716] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:46.514779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:46.516447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:46.516981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:46.517446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:46.561469] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:46.563436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:46.566344] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.95%, Actual: 1.69% [2025-11-22T02:51:46.672421] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.09% [2025-11-22T02:51:46.683580] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 6.2s | Global ETA: 33m 47s [2025-11-22T02:51:46.684484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:46.684547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:46.686190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:46.686683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:46.687116] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:46.688038] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:46.690375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:46.691390] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:46.735732] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.40% [2025-11-22T02:51:46.836514] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 77.96% [2025-11-22T02:51:46.903764] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.86% [2025-11-22T02:51:47.011468] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.06%, Actual: 3.99% [2025-11-22T02:51:47.070848] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.23% [2025-11-22T02:51:47.170357] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 3.5s | Global ETA: 33m 47s [2025-11-22T02:51:47.171319] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:47.171385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:47.173112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:47.173638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:47.174127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:47.180296] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 3.27% [2025-11-22T02:51:47.218770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:47.220776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:47.238288] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 1.03% [2025-11-22T02:51:47.338331] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.94% | Symbol ETA: 5.5s | Global ETA: 33m 47s [2025-11-22T02:51:47.339220] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:47.339285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:47.340924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:47.341403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:47.341857] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:47.342734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:47.345087] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:47.346098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:47.347205] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 4.61% [2025-11-22T02:51:47.404014] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.99% [2025-11-22T02:51:47.516304] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: -1.26%, Actual: 1.43% [2025-11-22T02:51:47.575925] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -3.18%, Actual: 1.43% [2025-11-22T02:51:47.576150] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 40.8948% [2025-11-22T02:51:47.576267] [INFO ] [main ] FCF: DISCARDED add_prev_close_to_open (score: 40.89%) [2025-11-22T02:51:47.576313] [INFO ] [main ] FCF: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:51:47.576345] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_prior_day_tail_pressure'] [2025-11-22T02:51:47.576380] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:47.589990] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:47.591483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:47.591546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:47.596278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:47.598099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:47.598607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:47.641406] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:47.642165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:47.644855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:47.680949] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 2.71% [2025-11-22T02:51:47.828996] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 2.8s | Global ETA: 33m 47s [2025-11-22T02:51:47.830061] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:47.830125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:47.831856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:47.832368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:47.832832] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:47.846360] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 3.72% [2025-11-22T02:51:47.875359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:47.877253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.005482] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 4.9s | Global ETA: 33m 47s [2025-11-22T02:51:48.006384] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:48.006447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.008120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.008609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:48.009071] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:48.009959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:48.012298] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:48.012906] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: 1.12%, Actual: 7.34% [2025-11-22T02:51:48.013111] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 25.3132% [2025-11-22T02:51:48.013192] [INFO ] [main ] SEMR: DISCARDED add_volume_pressure_into_close (score: 25.31%) [2025-11-22T02:51:48.013232] [INFO ] [main ] SEMR: Testing feature 52/53: add_volume_zscore [2025-11-22T02:51:48.013266] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles', 'add_volume_zscore'] [2025-11-22T02:51:48.013304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.013301] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:48.025439] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:48.026914] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:48.026979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.028699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:48.029218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.029718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:48.030106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:48.030874] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:48.155513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:48.157316] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:48.158057] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:48.159187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:48.161264] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:48.162908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.223956] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.51% | Symbol ETA: 10.4s | Global ETA: 33m 47s [2025-11-22T02:51:48.224839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:48.224903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:48.229591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.231297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.231788] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:48.275918] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:48.276881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:48.279803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.483916] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 2.1s | Global ETA: 33m 48s [2025-11-22T02:51:48.484850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:48.484913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.486544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.487058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:48.487533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:48.530356] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:48.532085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.672748] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 4.2s | Global ETA: 33m 48s [2025-11-22T02:51:48.676016] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:48.676081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.678873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.679364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:48.679837] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:48.680729] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:48.683044] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:48.684044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.762821] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 54.78% | Symbol ETA: 6.8s | Global ETA: 33m 48s [2025-11-22T02:51:48.763732] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:48.763797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.765415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:48.765932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.766369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:48.766781] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:48.767549] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:48.861703] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.74% | Symbol ETA: 9.8s | Global ETA: 33m 48s [2025-11-22T02:51:48.862569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:48.862631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:48.867338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:48.869125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:48.869603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:48.892903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:48.894713] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:48.895412] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:48.896517] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:48.898593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:48.900308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:48.913286] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:48.914003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:48.916632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.137423] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -2.56% | Symbol ETA: 1.5s | Global ETA: 33m 48s [2025-11-22T02:51:49.138358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:49.138439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:49.140204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:49.140732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:49.141189] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:49.187203] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:49.189262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.329829] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 3.6s | Global ETA: 33m 48s [2025-11-22T02:51:49.330757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:49.330822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:49.332530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:49.333057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:49.333516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:49.334420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:49.336834] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:49.337892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.489763] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 6.0s | Global ETA: 33m 48s [2025-11-22T02:51:49.490622] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:49.490708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:49.492320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:49.492822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:49.493255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:49.493661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:49.494398] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:49.498480] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.05% | Symbol ETA: 9.2s | Global ETA: 33m 48s [2025-11-22T02:51:49.499359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:49.499423] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:49.504160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:49.505914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:49.506384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:49.549774] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:49.550694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:49.553423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.620992] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:49.622721] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:49.623409] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:49.624508] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:49.626524] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:49.628181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.795093] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 0.8s | Global ETA: 33m 48s [2025-11-22T02:51:49.796035] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:49.796100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:49.797843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:49.798353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:49.798826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:49.842949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:49.844734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:49.988355] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 2.9s | Global ETA: 33m 48s [2025-11-22T02:51:50.146321] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 8.6s | Global ETA: 33m 48s [2025-11-22T02:51:50.147229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:50.147292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:50.152049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:50.153775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:50.153841] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 2.09% [2025-11-22T02:51:50.154242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:50.198465] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:50.199286] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:50.202062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:50.226865] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 5.3s | Global ETA: 33m 48s [2025-11-22T02:51:50.227962] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:50.228037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:50.229924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:50.230502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:50.231062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:50.231552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:50.232419] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:50.334760] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.34%, Actual: 0.39% [2025-11-22T02:51:50.378143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:50.380002] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:50.380722] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:50.381832] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:50.383832] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:50.385489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:50.463961] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -2.42% | Symbol ETA: 0.2s | Global ETA: 33m 48s [2025-11-22T02:51:50.502879] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -4.34%, Actual: 0.85% [2025-11-22T02:51:50.639750] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 2.16%, Actual: 1.38% [2025-11-22T02:51:50.674402] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 1.33% [2025-11-22T02:51:50.818444] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 1.20%, Actual: 1.10% [2025-11-22T02:51:50.846279] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.33% | Symbol ETA: 8.0s | Global ETA: 33m 49s [2025-11-22T02:51:50.847153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:50.847952] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:50.850403] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.80% [2025-11-22T02:51:50.853128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:50.854930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:50.855399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:50.898397] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:50.899080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:50.901692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:50.993882] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.83% [2025-11-22T02:51:51.018208] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -1.48% | Symbol ETA: 4.7s | Global ETA: 33m 49s [2025-11-22T02:51:51.019132] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:51.019201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:51.020934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:51.021475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:51.021877] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.94%, Actual: 1.30% [2025-11-22T02:51:51.022006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:51.022463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:51.023327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:51.157603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:51.159958] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:51.160749] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:51.161919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:51.164030] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:51.165814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:51.167192] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.09%, Actual: 1.16% [2025-11-22T02:51:51.191121] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.60% [2025-11-22T02:51:51.337064] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.75% [2025-11-22T02:51:51.363115] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.36% [2025-11-22T02:51:51.481146] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.71% | Symbol ETA: 7.3s | Global ETA: 33m 49s [2025-11-22T02:51:51.482034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:51.482097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:51.486809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:51.488520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:51.489004] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:51.511969] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 1.53% [2025-11-22T02:51:51.531009] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:51.531676] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:51.534232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:51.534831] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 1.45% [2025-11-22T02:51:51.687617] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 1.15% [2025-11-22T02:51:51.723312] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 1.98% [2025-11-22T02:51:51.723523] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 37.3707% [2025-11-22T02:51:51.723616] [INFO ] [main ] FCN: DISCARDED add_regime_flags (score: 37.37%) [2025-11-22T02:51:51.723683] [INFO ] [main ] FCN: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:51:51.723741] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:51:51.723779] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:51:51.736342] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:51.737907] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:51.737974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:51.739726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:51.740255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:51.740731] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:51.741656] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:51.744118] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:51.745177] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:51.746892] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:51.748005] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:51.748713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:51.787582] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 3.9s | Global ETA: 33m 49s [2025-11-22T02:51:51.788518] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:51.788586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:51.790524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:51.791068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:51.791523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:51.791954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:51.792746] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:51.861598] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -2.56%, Actual: 0.65% [2025-11-22T02:51:51.928306] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:51.930298] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:51.931141] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:51.932376] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:51.934464] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:51.936226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.037117] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 3.38% [2025-11-22T02:51:52.115839] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -1.23% | Symbol ETA: 6.7s | Global ETA: 33m 49s [2025-11-22T02:51:52.116724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:52.116786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:52.121431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.123156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.123622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:52.165974] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:52.166701] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:52.169301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.211513] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -2.42%, Actual: 0.03% [2025-11-22T02:51:52.211743] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 42.8232% [2025-11-22T02:51:52.211840] [INFO ] [main ] GSK: DISCARDED add_volume_zscore (score: 42.82%) [2025-11-22T02:51:52.211883] [INFO ] [main ] GSK: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:51:52.211916] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state', 'add_vwap_deviations'] [2025-11-22T02:51:52.211951] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T02:51:52.223929] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:52.225385] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:52.225448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.227197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.227760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:52.228220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:52.273511] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:52.280122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.423149] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.46% | Symbol ETA: 8.7s | Global ETA: 33m 49s [2025-11-22T02:51:52.424044] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:52.424108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.425764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.426248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:52.426698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:52.427581] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:52.430006] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:52.431018] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:52.432677] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:52.433721] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:52.434404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.556454] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 3.2s | Global ETA: 33m 49s [2025-11-22T02:51:52.557439] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:52.557520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.559316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:52.559864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.560379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:52.560850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:52.561670] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:52.695359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:52.697249] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:52.698041] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:52.699358] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:52.701549] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:52.703262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.748447] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 6.0s | Global ETA: 33m 49s [2025-11-22T02:51:52.749363] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:52.749426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:52.754175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.755908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.756372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:52.798532] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:52.799229] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:52.801811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:52.919789] [INFO ] [main ] GSK: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 6.3s | Global ETA: 33m 49s [2025-11-22T02:51:52.921091] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:52.921156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:52.922882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:52.923397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:52.923867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:52.971303] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:52.977977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:53.097494] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.30% | Symbol ETA: 8.0s | Global ETA: 33m 50s [2025-11-22T02:51:53.098451] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:53.098519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:53.100260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:53.100776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:53.104727] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:53.105627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:53.108130] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:53.109189] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:53.110834] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:53.111872] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:53.112557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:53.297612] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 2.4s | Global ETA: 33m 50s [2025-11-22T02:51:53.299066] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:53.299133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:53.300782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:53.301270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:53.301742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:53.302152] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:53.302928] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:53.380883] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 5.4s | Global ETA: 33m 50s [2025-11-22T02:51:53.381790] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:53.381855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:53.386686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:53.388475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:53.389006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:53.425840] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:53.427762] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:53.428484] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:53.429626] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:53.431668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:53.432438] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:53.433219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:51:53.433357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:53.436107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:53.609815] [INFO ] [main ] GSK: Lookback Days: 3, Magnitude: -2.03% | Symbol ETA: 5.5s | Global ETA: 33m 50s [2025-11-22T02:51:53.610730] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:53.610793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:53.612474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:53.612991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:53.613438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:53.656337] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:53.662661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:53.795874] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -4.00% | Symbol ETA: 7.3s | Global ETA: 33m 50s [2025-11-22T02:51:53.796771] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:53.796836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:53.798488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:53.799004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:53.799443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:53.800363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:53.802712] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:53.803717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:53.805343] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:53.806365] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:53.807033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:54.026383] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 1.7s | Global ETA: 33m 50s [2025-11-22T02:51:54.027276] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:54.027341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:54.029044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:54.029555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:54.030064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:54.030467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:54.031259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:54.031803] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 4.7s | Global ETA: 33m 50s [2025-11-22T02:51:54.157552] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:54.159509] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:54.160246] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:54.161381] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:54.163385] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:54.165057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:54.197182] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.51%, Actual: 2.04% [2025-11-22T02:51:54.264696] [INFO ] [main ] GSK: Lookback Days: 4, Magnitude: 1.33% | Symbol ETA: 4.8s | Global ETA: 33m 50s [2025-11-22T02:51:54.265598] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:54.265680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:54.267391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:54.267909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:54.268354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:54.313478] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:54.319540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:54.362857] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.74%, Actual: 1.40% [2025-11-22T02:51:54.474148] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 6.6s | Global ETA: 33m 50s [2025-11-22T02:51:54.475258] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:54.475323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:54.476965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:54.477478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:54.477974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:54.478896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:54.481334] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:54.482386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:54.484030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:54.485090] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:54.485794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:54.529024] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.05%, Actual: 0.26% [2025-11-22T02:51:54.694805] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 1.69% [2025-11-22T02:51:54.759481] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 0.9s | Global ETA: 33m 50s [2025-11-22T02:51:54.761452] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:54.761518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:54.765790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:54.766293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:54.766750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:54.767137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:54.767912] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:54.859479] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.33%, Actual: 0.40% [2025-11-22T02:51:54.909347] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:54.911359] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:54.912130] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:54.913306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:54.915363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:51:54.917078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:54.931257] [INFO ] [main ] GSK: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 4.1s | Global ETA: 33m 50s [2025-11-22T02:51:54.932153] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:54.932216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:54.933866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:54.934345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:54.934795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:54.978324] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:54.984288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:55.025760] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.71%, Actual: 1.86% [2025-11-22T02:51:55.150601] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 5.9s | Global ETA: 33m 50s [2025-11-22T02:51:55.151495] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:55.151560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:55.153206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:55.153706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:55.154143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:55.155027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:55.157381] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:55.158380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:55.159996] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:55.161011] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:55.161675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:55.199133] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -1.23%, Actual: 0.23% [2025-11-22T02:51:55.368556] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -2.80%, Actual: 1.03% [2025-11-22T02:51:55.536287] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 0.2s | Global ETA: 33m 51s [2025-11-22T02:51:55.536908] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.99% [2025-11-22T02:51:55.607486] [INFO ] [main ] GSK: Lookback Days: 6, Magnitude: -0.59% | Symbol ETA: 3.4s | Global ETA: 33m 51s [2025-11-22T02:51:55.608444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:55.608507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:55.610221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:55.610764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:55.611215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:55.656473] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:55.662766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:55.703730] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 1.43% [2025-11-22T02:51:55.703954] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.0662% [2025-11-22T02:51:55.704053] [INFO ] [main ] FCF: DISCARDED add_prior_day_tail_pressure (score: 42.07%) [2025-11-22T02:51:55.704094] [INFO ] [main ] FCF: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:51:55.704127] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_prior_mag_lag'] [2025-11-22T02:51:55.704162] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:51:55.708726] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 54.78%, Actual: 0.02% [2025-11-22T02:51:55.717131] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:55.718445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:55.718507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:55.723218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:55.724980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:55.725452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:55.768298] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:55.769061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:55.770588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:55.819370] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.38% | Symbol ETA: 5.2s | Global ETA: 33m 51s [2025-11-22T02:51:55.820256] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:55.820320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:55.821963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:55.822443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:55.822904] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:55.823800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:55.826139] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:55.827157] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:55.828755] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:55.829763] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:55.830413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:55.882712] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 0.09% [2025-11-22T02:51:56.053125] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 77.96% [2025-11-22T02:51:56.224092] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -1.48%, Actual: 3.99% [2025-11-22T02:51:56.273345] [INFO ] [main ] GSK: Lookback Days: 7, Magnitude: -0.00% | Symbol ETA: 2.7s | Global ETA: 33m 51s [2025-11-22T02:51:56.274315] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:56.274382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:56.276130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:56.276680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:56.277131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:56.322761] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:56.329218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:56.361127] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 10.1s | Global ETA: 33m 51s [2025-11-22T02:51:56.362007] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:56.362069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:56.366754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:56.368474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:56.368968] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:56.396023] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 3.27% [2025-11-22T02:51:56.411713] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:56.412504] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:56.414073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:56.484222] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 1.24% | Symbol ETA: 4.5s | Global ETA: 33m 51s [2025-11-22T02:51:56.485119] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:56.485183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:56.486827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:56.487306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:56.487776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:56.489003] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:56.491316] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:56.492319] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:56.493898] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:56.494920] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:56.495568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:56.568690] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 4.61% [2025-11-22T02:51:56.740825] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 1.43% [2025-11-22T02:51:56.911927] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 2.71% [2025-11-22T02:51:56.939330] [INFO ] [main ] GSK: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 2.0s | Global ETA: 33m 51s [2025-11-22T02:51:56.940277] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:56.940344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:56.942054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:56.942560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:56.943028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:56.987711] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:56.993751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:56.994904] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.78% | Symbol ETA: 9.4s | Global ETA: 33m 51s [2025-11-22T02:51:56.995795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:56.995858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:57.000545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.002264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.002754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:57.045249] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:57.045931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:57.047463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:57.081274] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 3.72% [2025-11-22T02:51:57.150220] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.63% | Symbol ETA: 3.9s | Global ETA: 33m 51s [2025-11-22T02:51:57.151115] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:57.151181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.152822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.153303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:57.153760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:57.154686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:57.157022] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:57.158063] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:57.159626] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:57.160669] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:57.161327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:57.265307] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 7.34% [2025-11-22T02:51:57.265512] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 24.8662% [2025-11-22T02:51:57.265599] [INFO ] [main ] SEMR: DISCARDED add_volume_zscore (score: 24.87%) [2025-11-22T02:51:57.265675] [INFO ] [main ] SEMR: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:51:57.265718] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles', 'add_vwap_deviations'] [2025-11-22T02:51:57.265757] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T02:51:57.278138] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T02:51:57.279565] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:57.279633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.281426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:57.281986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.282450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:57.282914] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:57.283957] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:57.414736] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:57.416416] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:57.417158] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:57.418355] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:57.420499] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:57.426348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:57.616160] [INFO ] [main ] GSK: Lookback Days: 9, Magnitude: -1.62% | Symbol ETA: 1.3s | Global ETA: 33m 51s [2025-11-22T02:51:57.617432] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:57.617495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.619180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.619711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:57.620144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:57.656477] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.50% | Symbol ETA: 8.8s | Global ETA: 33m 51s [2025-11-22T02:51:57.657421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:57.657499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:57.662315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.663054] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:57.664087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.664570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:57.669302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:57.709583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:57.710288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:57.711874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:57.824182] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 3.2s | Global ETA: 33m 52s [2025-11-22T02:51:57.825173] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:51:57.825242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:57.827011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:57.827555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:57.828031] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:51:57.829015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:51:57.831455] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:51:57.832503] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:51:57.834221] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:51:57.835272] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:51:57.835959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:58.021464] [INFO ] [main ] SEMR: Lookback Days: 2, Magnitude: 48.42% | Symbol ETA: 6.7s | Global ETA: 33m 52s [2025-11-22T02:51:58.022345] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:58.022411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:58.024070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:58.024552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:58.025011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:58.025398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:58.026163] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:58.150362] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:58.151991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:58.152723] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:58.153840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:58.155918] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:58.161564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:58.273915] [INFO ] [main ] GSK: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 0.7s | Global ETA: 33m 52s [2025-11-22T02:51:58.274810] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:51:58.274872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:58.276487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:58.276997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:58.277466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:58.298508] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 8.2s | Global ETA: 33m 52s [2025-11-22T02:51:58.299427] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:58.299490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:58.304259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:58.306047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:58.306513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:58.320810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:58.326690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:58.349717] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:58.350567] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:58.352471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:58.527483] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 2.5s | Global ETA: 33m 52s [2025-11-22T02:51:58.699295] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.46%, Actual: 2.09% [2025-11-22T02:51:58.750019] [INFO ] [main ] SEMR: Lookback Days: 3, Magnitude: 0.02% | Symbol ETA: 5.9s | Global ETA: 33m 52s [2025-11-22T02:51:58.750935] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:58.751001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:58.752659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:58.753155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:58.753594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:58.754005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:58.754773] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:58.870222] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.30%, Actual: 0.39% [2025-11-22T02:51:58.879358] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:58.884809] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:58.885528] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:58.886667] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:58.888741] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:58.894468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:58.935909] [INFO ] [main ] GSK: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 0.0s | Global ETA: 33m 52s [2025-11-22T02:51:58.938838] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 7.5s | Global ETA: 33m 52s [2025-11-22T02:51:58.939733] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:58.939795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:58.944496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:58.946277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:58.946764] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:58.989267] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:58.990157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:58.991715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:59.035870] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -4.00%, Actual: 0.85% [2025-11-22T02:51:59.104481] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 1.38% [2025-11-22T02:51:59.202700] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 1.33% [2025-11-22T02:51:59.274246] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: -2.03%, Actual: 1.10% [2025-11-22T02:51:59.370523] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 0.80% [2025-11-22T02:51:59.445149] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 1.33%, Actual: 0.83% [2025-11-22T02:51:59.478530] [INFO ] [main ] SEMR: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 5.1s | Global ETA: 33m 52s [2025-11-22T02:51:59.479422] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:51:59.479514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:59.481146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:51:59.481625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:59.482084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:51:59.482467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:51:59.483228] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:51:59.546245] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.38%, Actual: 1.30% [2025-11-22T02:51:59.596371] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 6.9s | Global ETA: 33m 52s [2025-11-22T02:51:59.597295] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:51:59.597379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:51:59.602062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:51:59.603791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:51:59.604260] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:51:59.605338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:51:59.606878] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:51:59.607566] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:51:59.608674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:51:59.610670] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:51:59.616206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:59.617704] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 1.16% [2025-11-22T02:51:59.647766] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:51:59.648630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:51:59.650292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:51:59.715969] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 0.60% [2025-11-22T02:51:59.790282] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -0.59%, Actual: 0.75% [2025-11-22T02:51:59.884129] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.63%, Actual: 0.36% [2025-11-22T02:51:59.962829] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 1.53% [2025-11-22T02:52:00.056334] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 1.45% [2025-11-22T02:52:00.131667] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 1.15% [2025-11-22T02:52:00.228579] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.98% [2025-11-22T02:52:00.228802] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 47.1024% [2025-11-22T02:52:00.228886] [INFO ] [main ] FCN: DISCARDED add_return_volume_nonlinearity_proxies (score: 47.10%) [2025-11-22T02:52:00.228928] [INFO ] [main ] FCN: Testing feature 42/53: add_shelf_lag [2025-11-22T02:52:00.228961] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_shelf_lag'] [2025-11-22T02:52:00.228996] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:00.241300] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:00.242638] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:00.242725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:00.242978] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 6.2s | Global ETA: 33m 53s [2025-11-22T02:52:00.243889] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:00.243971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:00.244394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:00.244932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:00.245368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:00.246260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:00.248665] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:00.248760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:00.249800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:00.250520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:00.251013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:00.263049] [INFO ] [main ] SEMR: Lookback Days: 5, Magnitude: -4.69% | Symbol ETA: 4.5s | Global ETA: 33m 53s [2025-11-22T02:52:00.263961] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:00.264027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:00.265740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:00.266227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:00.266678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:00.267060] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:00.267840] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:00.295434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:00.296301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:52:00.297937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:00.316809] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -1.62%, Actual: 0.65% [2025-11-22T02:52:00.408704] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:00.410612] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:00.411388] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:00.412572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:00.414712] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:00.421998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:00.486591] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 3.38% [2025-11-22T02:52:00.656262] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.03% [2025-11-22T02:52:00.656485] [INFO ] [main ] GSK: Magnitude Forecast Confidence: 37.9246% [2025-11-22T02:52:00.656594] [INFO ] [main ] GSK: DISCARDED add_vwap_deviations (score: 37.92%) [2025-11-22T02:52:00.656634] [INFO ] [main ] GSK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:52:00.656685] [INFO ] [main ] GSK: Best accuracy: 61.58% [2025-11-22T02:52:00.656718] [INFO ] [main ] GSK: Best feature set (4 features): ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_gap_fill_state'] [2025-11-22T02:52:00.656746] [INFO ] [main ] GSK: Improvement over baseline: 19.98% [2025-11-22T02:52:00.656772] [INFO ] [main ] GSK: Total time: 7.3 minutes [2025-11-22T02:52:00.656799] [INFO ] [main ] GSK: Average time per feature: 8.4 seconds [2025-11-22T02:52:00.656825] [INFO ] [main ] GSK: Average speed: 0.12 features/sec [2025-11-22T02:52:00.825585] [DEBUG] [METRICS ] GSK: 2025-11-20:2025-11-21: Predicted: 0.97%, Actual: 1.38% [2025-11-22T02:52:00.898423] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 5.6s | Global ETA: 33m 53s [2025-11-22T02:52:00.899319] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:00.899383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:00.904664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:00.906473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:00.906990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:00.951188] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:00.952118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:52:00.953733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:01.059938] [INFO ] [main ] SEMR: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 3.8s | Global ETA: 33m 53s [2025-11-22T02:52:01.060882] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:01.060949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:01.062597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:01.063114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:01.063540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:01.063943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:01.064713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:01.165889] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 10.6s | Global ETA: 33m 53s [2025-11-22T02:52:01.166934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:01.167000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:01.168750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:01.169270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:01.169730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:01.170609] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:01.173063] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:01.174601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:01.224743] [DEBUG] [METRICS ] GSK: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.10% [2025-11-22T02:52:01.253175] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:01.255128] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:01.255949] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:01.257103] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:01.259441] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:01.265562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:01.580304] [DEBUG] [METRICS ] GSK: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 0.83% [2025-11-22T02:52:01.769730] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.84% | Symbol ETA: 5.0s | Global ETA: 33m 53s [2025-11-22T02:52:01.770718] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:01.770784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:01.776030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:01.777899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:01.778382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:01.800459] [DEBUG] [METRICS ] GSK: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 1.16% [2025-11-22T02:52:01.829162] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:01.830106] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:52:01.831769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:01.997834] [DEBUG] [METRICS ] GSK: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.75% [2025-11-22T02:52:02.020489] [INFO ] [main ] SEMR: Lookback Days: 7, Magnitude: 0.69% | Symbol ETA: 3.2s | Global ETA: 33m 53s [2025-11-22T02:52:02.021441] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:02.021509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:02.023228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:02.023746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:02.024185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:02.024576] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:02.025365] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:02.077861] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.96% | Symbol ETA: 9.6s | Global ETA: 33m 53s [2025-11-22T02:52:02.078808] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:02.078874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:02.080614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:02.081158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:02.081612] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:02.082535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:02.085000] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:02.086183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:02.146781] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:02.148713] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:02.149419] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:02.150538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:02.152551] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:02.158143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:02.164535] [DEBUG] [METRICS ] GSK: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 1.53% [2025-11-22T02:52:02.330710] [DEBUG] [METRICS ] GSK: 2025-11-12:2025-11-13: Predicted: 1.24%, Actual: 1.15% [2025-11-22T02:52:02.446605] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 4.3s | Global ETA: 33m 53s [2025-11-22T02:52:02.500674] [DEBUG] [METRICS ] GSK: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 0.65% [2025-11-22T02:52:02.622442] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 2.04% [2025-11-22T02:52:02.667830] [DEBUG] [METRICS ] GSK: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 3.38% [2025-11-22T02:52:02.745910] [INFO ] [main ] SEMR: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 2.3s | Global ETA: 33m 54s [2025-11-22T02:52:02.747176] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:02.747243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:02.748971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:02.749467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:02.749948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:02.750332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:02.751101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:02.790389] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 1.40% [2025-11-22T02:52:02.832639] [DEBUG] [METRICS ] GSK: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 0.03% [2025-11-22T02:52:02.833282] [INFO ] [LOCAL ] Saved configuration for GSK: 4 features, 61.58% accuracy -> ./output/feature-sets/GSK.json [2025-11-22T02:52:02.835609] [INFO ] [main ] Progress: 41/57 symbols completed (71.9%). GSK finished in 7m 28s. ETA: 31m 7s. Rate: 0.51 symbols/min [2025-11-22T02:52:02.837244] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:02.849119] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:02.849828] [INFO ] [main ] PDX: Testing with 53 available features [2025-11-22T02:52:02.849880] [INFO ] [main ] PDX: Establishing baseline with no features... [2025-11-22T02:52:02.849916] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:02.861732] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:02.863206] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:02.873898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:02.875786] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:02.876531] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:02.877696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:02.879716] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:02.885667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:02.916085] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.75% | Symbol ETA: 8.5s | Global ETA: 31m 7s [2025-11-22T02:52:02.916977] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:02.917040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:02.918786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:02.920849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:02.921294] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:02.922194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:02.924574] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:02.925721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:02.957421] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.50%, Actual: 0.26% [2025-11-22T02:52:03.132865] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 1.69% [2025-11-22T02:52:03.302732] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 0.40% [2025-11-22T02:52:03.448333] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.53% [2025-11-22T02:52:03.449239] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:03.471539] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 1.86% [2025-11-22T02:52:03.486258] [INFO ] [main ] SEMR: Lookback Days: 9, Magnitude: -1.39% | Symbol ETA: 1.6s | Global ETA: 31m 8s [2025-11-22T02:52:03.487168] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:03.487235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:03.488999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:03.489471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:03.489923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:03.490309] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:03.491088] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:03.611899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:03.613458] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:03.614188] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:03.615339] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:03.617403] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:03.623212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:03.642174] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.23% [2025-11-22T02:52:03.728456] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 7.5s | Global ETA: 31m 8s [2025-11-22T02:52:03.729333] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:03.729397] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:03.731032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:03.731507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:03.731964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:03.732843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:03.735187] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:03.736304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:03.807518] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.51%, Actual: 1.03% [2025-11-22T02:52:03.972496] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.84%, Actual: 0.99% [2025-11-22T02:52:04.042486] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.36% [2025-11-22T02:52:04.043416] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:04.138616] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 1.43% [2025-11-22T02:52:04.138860] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 52.7338% [2025-11-22T02:52:04.142328] [INFO ] [main ] FCF: DISCARDED add_prior_mag_lag (score: 52.73%) [2025-11-22T02:52:04.142378] [INFO ] [main ] FCF: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:52:04.142412] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_range_overlap_v_prior_day'] [2025-11-22T02:52:04.142446] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:04.155595] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:04.156931] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:04.156993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:04.161795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:04.163552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:04.164063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:04.210314] [INFO ] [main ] SEMR: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 0.8s | Global ETA: 31m 8s [2025-11-22T02:52:04.211227] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T02:52:04.211294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:04.211793] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:04.212739] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:04.212997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:04.213481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:04.213934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:04.214315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:04.215084] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:52:04.215308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:04.344202] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:52:04.346147] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:52:04.346910] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:04.348159] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:04.350224] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:52:04.356152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:04.555427] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 6.6s | Global ETA: 31m 8s [2025-11-22T02:52:04.556400] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:04.556465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:04.558253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:04.558786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:04.559234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:04.560134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:04.562537] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:04.563717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:04.632364] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -3.03% [2025-11-22T02:52:04.633322] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:04.813654] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.69% | Symbol ETA: 10.0s | Global ETA: 31m 8s [2025-11-22T02:52:04.814576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:04.814662] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:04.819942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:04.822175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:04.822714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:04.869820] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:04.870954] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:04.873617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:04.954117] [INFO ] [main ] SEMR: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 0.0s | Global ETA: 31m 8s [2025-11-22T02:52:05.123576] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 48.42%, Actual: 0.02% [2025-11-22T02:52:05.240171] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.53% [2025-11-22T02:52:05.241106] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:05.291007] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: 0.02%, Actual: 0.09% [2025-11-22T02:52:05.389453] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.92% | Symbol ETA: 5.7s | Global ETA: 31m 8s [2025-11-22T02:52:05.390337] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:05.390401] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:05.392050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:05.392531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:05.392988] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:05.393873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:05.396261] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:05.397414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:05.457120] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 77.96% [2025-11-22T02:52:05.482532] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.55% | Symbol ETA: 9.4s | Global ETA: 31m 8s [2025-11-22T02:52:05.483463] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:05.483528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:05.488997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:05.490819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:05.491304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:05.536259] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:05.537186] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:05.539716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:05.623394] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -4.69%, Actual: 3.99% [2025-11-22T02:52:05.789603] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 3.27% [2025-11-22T02:52:05.836393] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.29% [2025-11-22T02:52:05.837375] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:05.956087] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 0.69%, Actual: 4.61% [2025-11-22T02:52:06.123485] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 1.43% [2025-11-22T02:52:06.127943] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.73% | Symbol ETA: 8.7s | Global ETA: 31m 9s [2025-11-22T02:52:06.129055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:06.129129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:06.134082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:06.135894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:06.136382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:06.181894] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:06.182847] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:06.185346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:06.198091] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 4.8s | Global ETA: 31m 9s [2025-11-22T02:52:06.198976] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:06.199039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:06.200806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:06.201323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:06.201775] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:06.202633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:06.205012] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:06.206129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:06.290167] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: -1.39%, Actual: 2.71% [2025-11-22T02:52:06.421516] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.95% [2025-11-22T02:52:06.422494] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:06.454682] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 3.72% [2025-11-22T02:52:06.620040] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 7.34% [2025-11-22T02:52:06.620247] [INFO ] [main ] SEMR: Magnitude Forecast Confidence: 26.7264% [2025-11-22T02:52:06.620323] [INFO ] [main ] SEMR: DISCARDED add_vwap_deviations (score: 26.73%) [2025-11-22T02:52:06.620361] [INFO ] [main ] SEMR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:52:06.620393] [INFO ] [main ] SEMR: Best accuracy: 42.49% [2025-11-22T02:52:06.620426] [INFO ] [main ] SEMR: Best feature set (10 features): ['add_true_range', 'add_atr', 'add_atr_10', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio', 'add_overnight_gap_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:52:06.620458] [INFO ] [main ] SEMR: Improvement over baseline: 13.38% [2025-11-22T02:52:06.620485] [INFO ] [main ] SEMR: Total time: 7.8 minutes [2025-11-22T02:52:06.620511] [INFO ] [main ] SEMR: Average time per feature: 9.0 seconds [2025-11-22T02:52:06.620538] [INFO ] [main ] SEMR: Average speed: 0.11 features/sec [2025-11-22T02:52:06.778895] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 8.0s | Global ETA: 31m 9s [2025-11-22T02:52:06.779827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:06.779891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:06.784665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:06.786350] [DEBUG] [METRICS ] SEMR: 2025-11-20:2025-11-21: Predicted: 48.85%, Actual: 0.02% [2025-11-22T02:52:06.786413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:06.786906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:06.831704] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:06.832540] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:06.835026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:06.950429] [DEBUG] [METRICS ] SEMR: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 0.09% [2025-11-22T02:52:07.005496] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 4.0s | Global ETA: 31m 9s [2025-11-22T02:52:07.006377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:07.006820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:07.008474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:07.008981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:07.009417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:07.010306] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:07.012613] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:07.013749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:07.021342] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.54% [2025-11-22T02:52:07.022290] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:07.116131] [DEBUG] [METRICS ] SEMR: 2025-11-18:2025-11-19: Predicted: 2.35%, Actual: 77.96% [2025-11-22T02:52:07.281837] [DEBUG] [METRICS ] SEMR: 2025-11-17:2025-11-18: Predicted: -2.68%, Actual: 3.99% [2025-11-22T02:52:07.446580] [DEBUG] [METRICS ] SEMR: 2025-11-14:2025-11-17: Predicted: -2.87%, Actual: 3.27% [2025-11-22T02:52:07.475065] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 7.4s | Global ETA: 31m 9s [2025-11-22T02:52:07.476484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:07.476552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:07.482277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:07.484252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:07.484799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:07.530253] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:07.531164] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:07.533793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:07.611574] [DEBUG] [METRICS ] SEMR: 2025-11-13:2025-11-14: Predicted: 2.64%, Actual: 4.61% [2025-11-22T02:52:07.620676] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.77% [2025-11-22T02:52:07.621583] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:07.778060] [DEBUG] [METRICS ] SEMR: 2025-11-12:2025-11-13: Predicted: 1.83%, Actual: 1.43% [2025-11-22T02:52:07.818122] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3.1s | Global ETA: 31m 9s [2025-11-22T02:52:07.819012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:07.819077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:07.820729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:07.821220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:07.821671] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:07.822532] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:07.824910] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:07.826042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:07.943388] [DEBUG] [METRICS ] SEMR: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 2.71% [2025-11-22T02:52:08.108564] [DEBUG] [METRICS ] SEMR: 2025-11-10:2025-11-11: Predicted: 2.96%, Actual: 3.72% [2025-11-22T02:52:08.120854] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.55% | Symbol ETA: 6.7s | Global ETA: 31m 9s [2025-11-22T02:52:08.121744] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:08.121807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:08.126561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:08.128444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:08.128941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:08.171300] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:08.172194] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:08.174583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:08.203856] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.51% [2025-11-22T02:52:08.204800] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:08.274760] [DEBUG] [METRICS ] SEMR: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 7.34% [2025-11-22T02:52:08.275270] [INFO ] [LOCAL ] Saved configuration for SEMR: 10 features, 42.49% accuracy -> ./output/feature-sets/SEMR.json [2025-11-22T02:52:08.276278] [INFO ] [main ] Progress: 42/57 symbols completed (73.7%). SEMR finished in 7m 57s. ETA: 28m 31s. Rate: 0.53 symbols/min [2025-11-22T02:52:08.279333] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:08.291118] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:08.291762] [INFO ] [main ] KOP: Testing with 53 available features [2025-11-22T02:52:08.291815] [INFO ] [main ] KOP: Establishing baseline with no features... [2025-11-22T02:52:08.291850] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:08.302744] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:08.304016] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:08.656148] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 2.3s | Global ETA: 28m 31s [2025-11-22T02:52:08.754508] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.33% | Symbol ETA: 6.1s | Global ETA: 28m 31s [2025-11-22T02:52:08.756091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:08.756154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:08.760937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:08.762698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:08.763181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:08.790376] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.39% [2025-11-22T02:52:08.805105] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:08.805835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:08.808193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:08.856668] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 2.09% [2025-11-22T02:52:08.895070] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.75% [2025-11-22T02:52:08.896028] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:08.956111] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 0.32% [2025-11-22T02:52:09.042885] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.96%, Actual: 0.39% [2025-11-22T02:52:09.150874] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.68% [2025-11-22T02:52:09.209425] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.75%, Actual: 0.85% [2025-11-22T02:52:09.319436] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -3.03%, Actual: 0.34% [2025-11-22T02:52:09.376302] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.33% [2025-11-22T02:52:09.385237] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 5.4s | Global ETA: 28m 31s [2025-11-22T02:52:09.386118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:09.386180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:09.390936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:09.392661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:09.393132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:09.435176] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:09.436038] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:09.438452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:09.487941] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.08% [2025-11-22T02:52:09.488328] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 0.60% [2025-11-22T02:52:09.488945] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:09.544413] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 0.80% [2025-11-22T02:52:09.659213] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.29%, Actual: 0.26% [2025-11-22T02:52:09.721135] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.92%, Actual: 1.30% [2025-11-22T02:52:09.828391] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.95%, Actual: 1.00% [2025-11-22T02:52:09.892480] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 0.60% [2025-11-22T02:52:09.998592] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.52% [2025-11-22T02:52:10.016720] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 4.7s | Global ETA: 28m 32s [2025-11-22T02:52:10.017610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:10.017709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:10.022478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:10.024260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:10.024754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:10.067831] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:10.068756] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:52:10.071303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:10.073618] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.36% [2025-11-22T02:52:10.079772] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.02% [2025-11-22T02:52:10.080737] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:10.170763] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.77%, Actual: 0.06% [2025-11-22T02:52:10.263220] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 1.45% [2025-11-22T02:52:10.341860] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.92% [2025-11-22T02:52:10.436975] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 1.98% [2025-11-22T02:52:10.437189] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 36.8973% [2025-11-22T02:52:10.437278] [INFO ] [main ] FCN: DISCARDED add_shelf_lag (score: 36.90%) [2025-11-22T02:52:10.437324] [INFO ] [main ] FCN: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:52:10.437381] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_signed_carry_history_11'] [2025-11-22T02:52:10.437427] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:10.450032] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:10.451342] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:10.451406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:10.453107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:10.453635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:10.454106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:10.454998] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:10.457421] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:10.458917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:10.513388] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.39%, Actual: 1.71% [2025-11-22T02:52:10.513580] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 43.7420% [2025-11-22T02:52:10.513628] [INFO ] [main ] PDX: Baseline score (no features): 43.7420% [2025-11-22T02:52:10.513686] [INFO ] [main ] PDX: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:10.513718] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:52:10.513751] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:10.526505] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:10.528125] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:10.528189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:10.533294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:10.658788] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.10% | Symbol ETA: 4.1s | Global ETA: 28m 32s [2025-11-22T02:52:10.686185] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 5.55% [2025-11-22T02:52:10.687166] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:10.825582] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.69%, Actual: 2.04% [2025-11-22T02:52:10.995146] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.55%, Actual: 1.40% [2025-11-22T02:52:11.135704] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.01% | Symbol ETA: 5m 22s | Global ETA: 28m 32s [2025-11-22T02:52:11.136566] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:11.136625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:11.141389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:11.159356] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.73%, Actual: 0.26% [2025-11-22T02:52:11.161748] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.47% | Symbol ETA: 8.8s | Global ETA: 28m 32s [2025-11-22T02:52:11.162683] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:11.162747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:11.164448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:11.165013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:11.165466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:11.166384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:11.168898] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:11.170323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:11.275366] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.09% [2025-11-22T02:52:11.276287] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:11.324332] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 1.69% [2025-11-22T02:52:11.489244] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 0.40% [2025-11-22T02:52:11.653367] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.55%, Actual: 1.86% [2025-11-22T02:52:11.740997] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 5m 20s | Global ETA: 28m 32s [2025-11-22T02:52:11.741915] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:11.741975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:11.746805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:11.816385] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.33%, Actual: 0.23% [2025-11-22T02:52:11.858831] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -3.40% | Symbol ETA: 8.1s | Global ETA: 28m 32s [2025-11-22T02:52:11.859800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:11.859870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:11.861590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:11.862174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:11.862629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:11.863615] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:11.866134] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:11.867576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:11.884556] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.61% [2025-11-22T02:52:11.885513] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:11.980286] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 1.03% [2025-11-22T02:52:12.145259] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.99% [2025-11-22T02:52:12.312149] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.10%, Actual: 1.43% [2025-11-22T02:52:12.312353] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 48.1065% [2025-11-22T02:52:12.312450] [INFO ] [main ] FCF: DISCARDED add_range_overlap_v_prior_day (score: 48.11%) [2025-11-22T02:52:12.312492] [INFO ] [main ] FCF: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:52:12.312527] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency'] [2025-11-22T02:52:12.312563] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:12.325758] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:12.327268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:12.327331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:12.332162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:12.333952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:12.334426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:12.344337] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 5m 19s | Global ETA: 28m 32s [2025-11-22T02:52:12.345261] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:12.345322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:12.350553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:12.380887] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:12.381775] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:12.387068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:12.471654] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 6.71% [2025-11-22T02:52:12.472571] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:12.560200] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.91% | Symbol ETA: 7.4s | Global ETA: 28m 32s [2025-11-22T02:52:12.561432] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:12.561496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:12.563171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:12.563676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:12.564111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:12.565006] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:12.567417] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:12.568818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:12.947978] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 5m 18s | Global ETA: 28m 33s [2025-11-22T02:52:12.948889] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:12.948949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:12.953711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:12.979578] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.65% | Symbol ETA: 9.5s | Global ETA: 28m 33s [2025-11-22T02:52:12.980505] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:12.980568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:12.985407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:12.987226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:12.987756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:13.032772] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:13.033684] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:13.035850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:13.062728] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.93% [2025-11-22T02:52:13.063662] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:13.275027] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 6.7s | Global ETA: 28m 33s [2025-11-22T02:52:13.276215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:13.276282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:13.278124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:13.278892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:13.279382] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:13.280715] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:13.283201] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:13.284597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:13.559793] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.96% | Symbol ETA: 5m 18s | Global ETA: 28m 33s [2025-11-22T02:52:13.560721] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:13.560782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:13.566257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:13.631858] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.80% | Symbol ETA: 8.9s | Global ETA: 28m 33s [2025-11-22T02:52:13.633433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:13.633497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:13.638290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:13.640060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:13.640525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:13.654962] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.83% [2025-11-22T02:52:13.655887] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:52:13.683552] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:13.684221] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:13.686245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:13.994173] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 6.0s | Global ETA: 28m 33s [2025-11-22T02:52:13.995165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:13.995232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:13.997053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:13.997607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:13.998099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:13.999074] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:14.001805] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:14.003312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.167245] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.83% | Symbol ETA: 5m 18s | Global ETA: 28m 33s [2025-11-22T02:52:14.168201] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:14.168262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:14.173080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.246132] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -2.30% [2025-11-22T02:52:14.263439] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.09% | Symbol ETA: 8.2s | Global ETA: 28m 33s [2025-11-22T02:52:14.264316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:14.264379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:14.269109] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:14.270844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:14.271308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:14.314197] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:14.314887] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:14.316904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.416680] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.75%, Actual: 0.84% [2025-11-22T02:52:14.638532] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.95% [2025-11-22T02:52:14.781284] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -2.10% | Symbol ETA: 5m 18s | Global ETA: 28m 33s [2025-11-22T02:52:14.782180] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:14.782240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:14.786150] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.90% | Symbol ETA: 5.3s | Global ETA: 28m 33s [2025-11-22T02:52:14.787078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:14.787148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:14.787422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.788968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:14.789467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:14.789937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:14.790857] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:14.793470] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:14.794923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.806102] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.02%, Actual: 0.57% [2025-11-22T02:52:14.898139] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 7.5s | Global ETA: 28m 33s [2025-11-22T02:52:14.899069] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:14.899137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:14.903871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:14.905590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:14.906075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:14.949447] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:14.950128] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:14.952157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:14.973160] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 5.55%, Actual: 2.37% [2025-11-22T02:52:15.151440] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.09%, Actual: 0.70% [2025-11-22T02:52:15.319319] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.61%, Actual: 1.41% [2025-11-22T02:52:15.393970] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 3.10% | Symbol ETA: 5m 18s | Global ETA: 28m 33s [2025-11-22T02:52:15.394867] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:15.394926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:15.399707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:15.480782] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 4.6s | Global ETA: 28m 33s [2025-11-22T02:52:15.481708] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:15.481774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:15.483451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:15.483964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:15.484444] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:15.485410] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:15.487913] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:15.489388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:15.492194] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 6.71%, Actual: 3.37% [2025-11-22T02:52:15.528212] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.43% | Symbol ETA: 6.8s | Global ETA: 28m 33s [2025-11-22T02:52:15.529090] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:15.529154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:15.533903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:15.535607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:15.536088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:15.579328] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:15.579996] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:15.582031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:15.658790] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.93%, Actual: 1.27% [2025-11-22T02:52:15.826176] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.83%, Actual: 5.74% [2025-11-22T02:52:15.993246] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -2.30%, Actual: 3.44% [2025-11-22T02:52:15.993469] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 46.7272% [2025-11-22T02:52:15.994014] [INFO ] [main ] KOP: Baseline score (no features): 46.7272% [2025-11-22T02:52:15.994056] [INFO ] [main ] KOP: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:15.994086] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:52:15.994119] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:16.001268] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 5m 17s | Global ETA: 28m 34s [2025-11-22T02:52:16.002193] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:16.002253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:16.005925] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:16.007124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.007423] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:16.007483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:16.012185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.158138] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.86% | Symbol ETA: 3.9s | Global ETA: 28m 34s [2025-11-22T02:52:16.159061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:16.159132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:16.159896] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.50% | Symbol ETA: 6.2s | Global ETA: 28m 34s [2025-11-22T02:52:16.160834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:16.161329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:16.161390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:16.161453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:16.161794] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:16.162770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:16.165259] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:16.166190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:16.166696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.167947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:16.168442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:16.211761] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:16.212409] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:16.214417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.620513] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 5m 17s | Global ETA: 28m 34s [2025-11-22T02:52:16.624238] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.08% | Symbol ETA: 5m 27s | Global ETA: 28m 34s [2025-11-22T02:52:16.625289] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:16.625352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:16.630755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.811413] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.01%, Actual: 0.32% [2025-11-22T02:52:16.827285] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.14% | Symbol ETA: 5.6s | Global ETA: 28m 34s [2025-11-22T02:52:16.828329] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:16.828394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:16.837161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:16.839454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:16.840110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:16.873172] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 3.1s | Global ETA: 28m 34s [2025-11-22T02:52:16.874539] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:16.874626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:16.877244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:16.878033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:16.878704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:16.880578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:16.884357] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:52:16.886474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:16.889632] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:16.890680] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:16.892922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:17.060260] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.68% [2025-11-22T02:52:17.307239] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.34% [2025-11-22T02:52:17.349994] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 5m 55s | Global ETA: 28m 34s [2025-11-22T02:52:17.351139] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:17.351212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:17.357293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:17.490340] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.60% [2025-11-22T02:52:17.632501] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 5.0s | Global ETA: 28m 34s [2025-11-22T02:52:17.633453] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:17.633519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:17.639430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:17.641749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:17.642302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:17.692398] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:17.693349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:17.695703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:17.706341] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 2.4s | Global ETA: 28m 34s [2025-11-22T02:52:17.708352] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 0.26% [2025-11-22T02:52:17.884063] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.47%, Actual: 2.09% [2025-11-22T02:52:17.885379] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 1.00% [2025-11-22T02:52:18.004949] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.59% | Symbol ETA: 5m 51s | Global ETA: 28m 34s [2025-11-22T02:52:18.005842] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:18.005901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:18.010638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:18.055320] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -2.10%, Actual: 0.52% [2025-11-22T02:52:18.067231] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -3.40%, Actual: 0.39% [2025-11-22T02:52:18.224251] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 3.10%, Actual: 0.06% [2025-11-22T02:52:18.250311] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.91%, Actual: 0.85% [2025-11-22T02:52:18.325231] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.67% | Symbol ETA: 4.3s | Global ETA: 28m 34s [2025-11-22T02:52:18.326136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:18.326198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:18.331077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:18.332869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:18.333352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:18.376312] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:18.377315] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:52:18.379567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:18.393611] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.92% [2025-11-22T02:52:18.418836] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 1.33% [2025-11-22T02:52:18.564110] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 1.71% [2025-11-22T02:52:18.564303] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 37.9665% [2025-11-22T02:52:18.564355] [INFO ] [main ] PDX: DISCARDED add_afternoon_v_morning_volatility_mix (score: 37.97%) [2025-11-22T02:52:18.564392] [INFO ] [main ] PDX: Testing feature 2/53: add_atr [2025-11-22T02:52:18.564423] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:52:18.564457] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:18.576616] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:18.577968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:18.578029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:18.579796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:18.580305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:18.586473] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.80% [2025-11-22T02:52:18.645186] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.41% | Symbol ETA: 5m 47s | Global ETA: 28m 35s [2025-11-22T02:52:18.646090] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:18.646150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:18.650995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:18.758284] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.90%, Actual: 1.30% [2025-11-22T02:52:18.934920] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 0.60% [2025-11-22T02:52:18.970301] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 3.6s | Global ETA: 28m 35s [2025-11-22T02:52:19.123768] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.86%, Actual: 0.36% [2025-11-22T02:52:19.139964] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.65%, Actual: 2.04% [2025-11-22T02:52:19.181552] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.58% | Symbol ETA: 6m 56s | Global ETA: 28m 35s [2025-11-22T02:52:19.182450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:19.182509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:19.184537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:19.185049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:19.253400] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 5m 41s | Global ETA: 28m 35s [2025-11-22T02:52:19.254361] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:19.254421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:19.259279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:19.309840] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.80%, Actual: 1.40% [2025-11-22T02:52:19.310927] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 1.45% [2025-11-22T02:52:19.475151] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.09%, Actual: 0.26% [2025-11-22T02:52:19.477111] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.56%, Actual: 1.98% [2025-11-22T02:52:19.477313] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 37.0391% [2025-11-22T02:52:19.477426] [INFO ] [main ] FCN: DISCARDED add_signed_carry_history_11 (score: 37.04%) [2025-11-22T02:52:19.477470] [INFO ] [main ] FCN: Testing feature 44/53: add_sma_ratio [2025-11-22T02:52:19.477501] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_sma_ratio'] [2025-11-22T02:52:19.477535] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:19.490085] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:19.491357] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:19.491420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:19.493103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:19.493620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:19.494080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:19.494979] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:19.497528] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:19.498295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:19.643779] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 1.69% [2025-11-22T02:52:19.782093] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 3.03% | Symbol ETA: 6m 55s | Global ETA: 28m 35s [2025-11-22T02:52:19.782975] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:19.783034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:19.784754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:19.785261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:19.810425] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.43%, Actual: 0.40% [2025-11-22T02:52:19.864282] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.57% | Symbol ETA: 5m 37s | Global ETA: 28m 35s [2025-11-22T02:52:19.865177] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:19.865237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:19.870142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:19.976679] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.50%, Actual: 1.86% [2025-11-22T02:52:20.146296] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.14%, Actual: 0.23% [2025-11-22T02:52:20.163849] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 7.9s | Global ETA: 28m 35s [2025-11-22T02:52:20.165081] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:20.165145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:20.166813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:20.167291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:20.167759] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:20.168633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:20.171032] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:20.171755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:20.313606] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.03% [2025-11-22T02:52:20.392984] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 6m 55s | Global ETA: 28m 35s [2025-11-22T02:52:20.393912] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:20.393970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:20.395604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:20.396104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:20.477044] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.80% | Symbol ETA: 5m 34s | Global ETA: 28m 35s [2025-11-22T02:52:20.478005] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:20.478065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:20.480716] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.67%, Actual: 0.99% [2025-11-22T02:52:20.482833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:20.649829] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.58%, Actual: 1.43% [2025-11-22T02:52:20.650029] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 43.0254% [2025-11-22T02:52:20.650889] [INFO ] [main ] FCF: DISCARDED add_range_volume_efficiency (score: 43.03%) [2025-11-22T02:52:20.650942] [INFO ] [main ] FCF: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:52:20.650975] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:52:20.651010] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:20.664797] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:20.666080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:20.666142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:20.670907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:20.672669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:20.673143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:20.717099] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:20.717823] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:20.721782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:20.840037] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.93% | Symbol ETA: 7.3s | Global ETA: 28m 35s [2025-11-22T02:52:20.840968] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:20.841030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:20.842695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:20.843181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:20.843615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:20.844512] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:20.846907] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:20.847628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.046703] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 6m 54s | Global ETA: 28m 35s [2025-11-22T02:52:21.047726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:21.047790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:21.049631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:21.050186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.106620] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.63% | Symbol ETA: 5m 33s | Global ETA: 28m 35s [2025-11-22T02:52:21.107808] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:21.107873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:21.112758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.312209] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.90% | Symbol ETA: 9.2s | Global ETA: 28m 36s [2025-11-22T02:52:21.313188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:21.313256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:21.318021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:21.319784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:21.320270] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:21.365040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:21.365884] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:21.369816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.520581] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 6.6s | Global ETA: 28m 36s [2025-11-22T02:52:21.521457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:21.521520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:21.523160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:21.523631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:21.524075] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:21.524964] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:21.527328] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:21.528085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.686133] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 6m 54s | Global ETA: 28m 36s [2025-11-22T02:52:21.687089] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:21.687150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:21.688908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:21.689422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.698446] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.70% | Symbol ETA: 5m 29s | Global ETA: 28m 36s [2025-11-22T02:52:21.699329] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:52:21.699389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:21.704109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:21.964783] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.29% | Symbol ETA: 8.6s | Global ETA: 28m 36s [2025-11-22T02:52:21.965682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:21.965744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:21.970576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:21.972325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:21.972815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:22.015588] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:22.016468] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:22.020368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.177436] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 5.9s | Global ETA: 28m 36s [2025-11-22T02:52:22.178330] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:22.178395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:22.180068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:22.180544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:22.180993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:22.182264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:22.184628] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:22.185355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.294849] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.69% | Symbol ETA: 5m 27s | Global ETA: 28m 36s [2025-11-22T02:52:22.306004] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 6m 53s | Global ETA: 28m 36s [2025-11-22T02:52:22.306901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:22.306960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:22.308640] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:22.309145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.473320] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.08%, Actual: 0.84% [2025-11-22T02:52:22.649389] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 0.95% [2025-11-22T02:52:22.650988] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.77% | Symbol ETA: 8.0s | Global ETA: 28m 36s [2025-11-22T02:52:22.651886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:22.651948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:22.656630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:22.658372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:22.658859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:22.701209] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:22.701983] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:22.705784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.817754] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.59%, Actual: 0.57% [2025-11-22T02:52:22.838179] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 5.2s | Global ETA: 28m 36s [2025-11-22T02:52:22.839084] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:22.839148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:22.840953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:22.841430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:22.841879] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:22.842799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:22.845141] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:22.845863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.909607] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 6m 52s | Global ETA: 28m 36s [2025-11-22T02:52:22.910514] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:22.910575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:22.912324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:22.912860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:22.994144] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.41%, Actual: 2.37% [2025-11-22T02:52:23.169915] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 0.70% [2025-11-22T02:52:23.287307] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 7.3s | Global ETA: 28m 36s [2025-11-22T02:52:23.288243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:23.288306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:23.293019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:23.294739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:23.295206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:23.337396] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.57%, Actual: 1.41% [2025-11-22T02:52:23.337985] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:23.338871] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:23.342765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:23.490698] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 4.6s | Global ETA: 28m 36s [2025-11-22T02:52:23.491573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:23.491659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:23.493286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:23.493785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:23.494213] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:23.495102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:23.497469] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:23.498185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:23.503108] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.80%, Actual: 3.37% [2025-11-22T02:52:23.528766] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 6m 52s | Global ETA: 28m 36s [2025-11-22T02:52:23.529692] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:23.529755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:23.531481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:23.532010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:23.672338] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.63%, Actual: 1.27% [2025-11-22T02:52:23.840052] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.70%, Actual: 5.74% [2025-11-22T02:52:23.944792] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 6.7s | Global ETA: 28m 36s [2025-11-22T02:52:23.945763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:23.945827] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:23.950781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:23.952661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:23.953131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:24.003833] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:24.004909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:24.008283] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.69%, Actual: 3.44% [2025-11-22T02:52:24.008506] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 51.9606% [2025-11-22T02:52:24.008558] [INFO ] [main ] KOP: KEPT add_afternoon_v_morning_volatility_mix (score: 51.96%) [2025-11-22T02:52:24.008616] [INFO ] [main ] KOP: Testing feature 2/53: add_atr [2025-11-22T02:52:24.008669] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:52:24.008706] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:24.009432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.019904] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:24.021365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:24.021427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:24.026238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.028096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:24.028564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.133665] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.78% | Symbol ETA: 6m 51s | Global ETA: 28m 37s [2025-11-22T02:52:24.134560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:24.134624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.136403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:24.136929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.148499] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 3.24% | Symbol ETA: 3.9s | Global ETA: 28m 37s [2025-11-22T02:52:24.149436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:24.149500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.151132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:24.151607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:24.152057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:24.152953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:24.155270] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:24.155987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.586186] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 6.0s | Global ETA: 28m 37s [2025-11-22T02:52:24.587078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:24.587140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:24.591841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.593542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:24.594021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:24.636415] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:24.637102] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:24.639195] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 6m 54s | Global ETA: 28m 37s [2025-11-22T02:52:24.640160] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:24.640224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:24.640887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.645263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.647138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:24.647716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.729626] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 6m 51s | Global ETA: 28m 37s [2025-11-22T02:52:24.804178] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.03% | Symbol ETA: 3.2s | Global ETA: 28m 37s [2025-11-22T02:52:24.805083] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:24.805145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:24.806797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:24.807269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:24.807745] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:24.808623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:24.811019] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:24.811736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:24.897557] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.58%, Actual: 0.32% [2025-11-22T02:52:25.068736] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 3.03%, Actual: 0.68% [2025-11-22T02:52:25.222445] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 2.25% | Symbol ETA: 5.3s | Global ETA: 28m 37s [2025-11-22T02:52:25.223329] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:25.223391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:25.228256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:25.230091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:25.230554] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:25.236055] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 0.34% [2025-11-22T02:52:25.244260] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 6m 54s | Global ETA: 28m 37s [2025-11-22T02:52:25.245152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:25.245212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:25.250042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:25.251766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:25.252222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:25.273911] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:25.274613] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:25.278502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:25.403718] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 0.60% [2025-11-22T02:52:25.493867] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 2.6s | Global ETA: 28m 37s [2025-11-22T02:52:25.494818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:25.494884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:25.496551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:25.497060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:25.497536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:25.498458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:25.500911] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:52:25.501627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:25.572507] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 0.26% [2025-11-22T02:52:25.742018] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 1.00% [2025-11-22T02:52:25.849958] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 6m 53s | Global ETA: 28m 37s [2025-11-22T02:52:25.850890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:25.850950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:25.855789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:25.857511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:25.857984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:25.866564] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 4.7s | Global ETA: 28m 37s [2025-11-22T02:52:25.869243] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:25.869306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:25.876809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:25.879020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:25.879763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:25.910002] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.52% [2025-11-22T02:52:25.925959] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:25.926875] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:25.930840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:26.084262] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 0.06% [2025-11-22T02:52:26.186074] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 1.9s | Global ETA: 28m 37s [2025-11-22T02:52:26.253496] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.78%, Actual: 0.92% [2025-11-22T02:52:26.364937] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 2.09% [2025-11-22T02:52:26.424719] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -2.40%, Actual: 1.71% [2025-11-22T02:52:26.424953] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.5402% [2025-11-22T02:52:26.425044] [INFO ] [main ] PDX: DISCARDED add_atr (score: 39.54%) [2025-11-22T02:52:26.425088] [INFO ] [main ] PDX: Testing feature 3/53: add_atr_10 [2025-11-22T02:52:26.425120] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:52:26.425155] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:26.437185] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:26.438698] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:26.438762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:26.440454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:26.440997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:26.450513] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 6m 52s | Global ETA: 28m 37s [2025-11-22T02:52:26.451468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:26.451530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:26.456391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:26.458252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:26.458883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:26.536479] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 4.0s | Global ETA: 28m 37s [2025-11-22T02:52:26.538862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:26.539021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:26.541186] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 0.39% [2025-11-22T02:52:26.544063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:26.545909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:26.546372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:26.588438] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:26.589133] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:52:26.592890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:26.714939] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 0.85% [2025-11-22T02:52:26.888909] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 1.33% [2025-11-22T02:52:27.036494] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.40% | Symbol ETA: 3m 22s | Global ETA: 28m 38s [2025-11-22T02:52:27.037435] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:27.037497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:27.039239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:27.039797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:27.050735] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 6m 52s | Global ETA: 28m 38s [2025-11-22T02:52:27.051662] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:27.051726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:27.056568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:27.058359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:27.058855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:27.064159] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.80% [2025-11-22T02:52:27.193783] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 3.4s | Global ETA: 28m 38s [2025-11-22T02:52:27.241902] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 1.30% [2025-11-22T02:52:27.362637] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.90%, Actual: 2.04% [2025-11-22T02:52:27.415734] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 3.24%, Actual: 0.60% [2025-11-22T02:52:27.530949] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.29%, Actual: 1.40% [2025-11-22T02:52:27.592275] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.03%, Actual: 0.36% [2025-11-22T02:52:27.644801] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 3m 21s | Global ETA: 28m 38s [2025-11-22T02:52:27.645700] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:27.645761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:27.647605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:27.648128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:27.650786] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 6.03% | Symbol ETA: 6m 51s | Global ETA: 28m 38s [2025-11-22T02:52:27.651704] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:27.652093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:27.657053] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:27.658839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:27.659315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:27.701445] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.77%, Actual: 0.26% [2025-11-22T02:52:27.766332] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 1.45% [2025-11-22T02:52:27.868839] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 1.69% [2025-11-22T02:52:27.934856] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.45%, Actual: 1.98% [2025-11-22T02:52:27.935414] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 28.1170% [2025-11-22T02:52:27.935502] [INFO ] [main ] FCN: DISCARDED add_sma_ratio (score: 28.12%) [2025-11-22T02:52:27.935545] [INFO ] [main ] FCN: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:52:27.935577] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_vol_of_vol'] [2025-11-22T02:52:27.935611] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:27.950249] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:27.951848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:27.951913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:27.953675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:27.954199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:27.954663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:27.955574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:27.958201] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:27.959483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.052163] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.16%, Actual: 0.40% [2025-11-22T02:52:28.220196] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.86% [2025-11-22T02:52:28.252442] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.48% | Symbol ETA: 6m 51s | Global ETA: 28m 38s [2025-11-22T02:52:28.253129] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 3m 21s | Global ETA: 28m 38s [2025-11-22T02:52:28.253509] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:28.253570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:28.254146] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:28.254210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.256020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:28.256537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.258411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.260140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:28.260778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.407678] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 2.25%, Actual: 0.23% [2025-11-22T02:52:28.600733] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.03% [2025-11-22T02:52:28.631234] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.11% | Symbol ETA: 7.5s | Global ETA: 28m 38s [2025-11-22T02:52:28.632138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:28.632201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.634217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:28.634705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:28.635138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:28.636031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:28.638777] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:28.639854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.777940] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.01%, Actual: 0.99% [2025-11-22T02:52:28.871016] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.15% | Symbol ETA: 6m 50s | Global ETA: 28m 38s [2025-11-22T02:52:28.871939] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:28.872007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:28.876810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.878855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:28.879380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.922192] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 3m 20s | Global ETA: 28m 38s [2025-11-22T02:52:28.923077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:28.923138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.924797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:28.925284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:28.943184] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.65%, Actual: 1.43% [2025-11-22T02:52:28.943393] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 41.2153% [2025-11-22T02:52:28.943502] [INFO ] [main ] FCF: DISCARDED add_range_volume_efficiency_refinements (score: 41.22%) [2025-11-22T02:52:28.943545] [INFO ] [main ] FCF: Testing feature 39/53: add_regime [2025-11-22T02:52:28.943577] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_regime'] [2025-11-22T02:52:28.943612] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:28.956706] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:28.958184] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:28.958246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:28.962957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:28.964719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:28.965175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:29.010194] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:29.010967] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:29.031229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:29.309247] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 6.8s | Global ETA: 28m 38s [2025-11-22T02:52:29.310178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:29.310242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:29.311906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:29.312387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:29.312841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:29.313732] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:29.316099] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:29.317196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:29.487387] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.55% | Symbol ETA: 6m 49s | Global ETA: 28m 38s [2025-11-22T02:52:29.488298] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:29.488357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:29.493071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:29.494790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:52:29.495308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:29.530392] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 3m 20s | Global ETA: 28m 38s [2025-11-22T02:52:29.531289] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:29.531350] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:29.533003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:29.533483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:29.615857] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.24% | Symbol ETA: 9.0s | Global ETA: 28m 39s [2025-11-22T02:52:29.616774] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:29.616837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:29.621586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:29.623348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:29.623834] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:29.667098] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:29.667840] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:29.687277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:29.977168] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.91% | Symbol ETA: 6.1s | Global ETA: 28m 39s [2025-11-22T02:52:29.978105] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:29.978181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:29.979905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:29.980403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:29.980872] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:29.981789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:29.984200] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:29.985306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:30.078481] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.04% | Symbol ETA: 6m 49s | Global ETA: 28m 39s [2025-11-22T02:52:30.118688] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 3m 19s | Global ETA: 28m 39s [2025-11-22T02:52:30.119555] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:30.119615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:30.121286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:30.121784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:30.245820] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.84% [2025-11-22T02:52:30.291314] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 8.4s | Global ETA: 28m 39s [2025-11-22T02:52:30.292202] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:30.292264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:30.297073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:30.298831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:30.299286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:30.343989] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:30.344764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:30.365186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:30.425457] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 0.95% [2025-11-22T02:52:30.605893] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.57% [2025-11-22T02:52:30.696160] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 5.5s | Global ETA: 28m 39s [2025-11-22T02:52:30.697096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:30.697161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:30.698871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:30.699344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:30.702117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:30.703046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:30.705491] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:30.706593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:30.706921] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 1.02% | Symbol ETA: 3m 18s | Global ETA: 28m 39s [2025-11-22T02:52:30.707881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:30.707941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:30.709602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:30.710103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:30.777273] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 2.37% [2025-11-22T02:52:30.945708] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 0.70% [2025-11-22T02:52:30.952527] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -4.10% | Symbol ETA: 7.7s | Global ETA: 28m 39s [2025-11-22T02:52:30.953537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:30.953599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:30.958317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:30.960076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:30.960531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:31.004722] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:31.005378] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:31.025070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:31.110018] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 6.03%, Actual: 1.41% [2025-11-22T02:52:31.274472] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.48%, Actual: 3.37% [2025-11-22T02:52:31.296383] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 3m 18s | Global ETA: 28m 39s [2025-11-22T02:52:31.297281] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:31.297341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:31.299381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:31.299878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:31.361299] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 4.8s | Global ETA: 28m 39s [2025-11-22T02:52:31.362179] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:31.362242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:31.363903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:31.364374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:31.364830] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:31.365718] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:31.368043] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:31.369131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:31.440244] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 1.27% [2025-11-22T02:52:31.608914] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.55%, Actual: 5.74% [2025-11-22T02:52:31.616231] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.08% | Symbol ETA: 7.0s | Global ETA: 28m 39s [2025-11-22T02:52:31.617171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:31.617234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:31.622002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:31.623769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:31.624242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:31.668266] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:31.668987] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:31.689918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:31.774551] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.04%, Actual: 3.44% [2025-11-22T02:52:31.774750] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 47.4923% [2025-11-22T02:52:31.774802] [INFO ] [main ] KOP: DISCARDED add_atr (score: 47.49%) [2025-11-22T02:52:31.774840] [INFO ] [main ] KOP: Testing feature 3/53: add_atr_10 [2025-11-22T02:52:31.774869] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:52:31.774902] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:31.786089] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:31.787304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:31.787380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:31.792119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:31.793899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:31.794358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:31.896502] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 3m 17s | Global ETA: 28m 39s [2025-11-22T02:52:31.897414] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:31.897476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:31.899144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:31.899671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:32.056986] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 3.49% | Symbol ETA: 4.1s | Global ETA: 28m 39s [2025-11-22T02:52:32.057960] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:32.058027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.059707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.060195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:32.060676] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:32.061609] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:32.064071] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:32.065195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:32.282363] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 6.4s | Global ETA: 28m 39s [2025-11-22T02:52:32.283255] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:32.283318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:32.288145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.289874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.290336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:32.334042] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:32.334828] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:32.355244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:32.384996] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.09% | Symbol ETA: 3m 20s | Global ETA: 28m 40s [2025-11-22T02:52:32.385935] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:32.385995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:32.390822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.392554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.393033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:32.518191] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 2.23% | Symbol ETA: 3m 17s | Global ETA: 28m 40s [2025-11-22T02:52:32.687750] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.40%, Actual: 0.32% [2025-11-22T02:52:32.727832] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -1.21% | Symbol ETA: 3.4s | Global ETA: 28m 40s [2025-11-22T02:52:32.728818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:32.728883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.730607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.731115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:32.731607] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:32.732546] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:32.734993] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:32.736120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:32.857441] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 0.68% [2025-11-22T02:52:32.951751] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 5.7s | Global ETA: 28m 40s [2025-11-22T02:52:32.952614] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:32.952697] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:32.957437] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.959179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.959690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:32.989798] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 3m 19s | Global ETA: 28m 40s [2025-11-22T02:52:32.990728] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:32.990791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:32.995913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:32.997747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:32.998225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:33.003457] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:33.004323] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:33.023990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:33.029970] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 0.34% [2025-11-22T02:52:33.200087] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 0.60% [2025-11-22T02:52:33.368260] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.26% [2025-11-22T02:52:33.424911] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 2.7s | Global ETA: 28m 40s [2025-11-22T02:52:33.425825] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:33.425888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:33.427565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:33.428067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:33.428495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:33.429392] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:33.431759] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:33.432845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:33.537249] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.00% [2025-11-22T02:52:33.591175] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 3m 18s | Global ETA: 28m 40s [2025-11-22T02:52:33.592062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:33.592123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:33.596955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:33.598758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:33.599215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:33.611231] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.47% | Symbol ETA: 5.0s | Global ETA: 28m 40s [2025-11-22T02:52:33.612147] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:33.612209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:33.617035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:33.618833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:33.619291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:33.663305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:33.664031] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:33.683940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:33.711119] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 1.02%, Actual: 0.52% [2025-11-22T02:52:33.880433] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.47%, Actual: 0.06% [2025-11-22T02:52:34.065812] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.92% [2025-11-22T02:52:34.113850] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 2.0s | Global ETA: 28m 40s [2025-11-22T02:52:34.114771] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:34.114837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.116522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.117036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:34.117501] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:34.118424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:34.120905] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:34.122039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.220686] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 3m 18s | Global ETA: 28m 40s [2025-11-22T02:52:34.221571] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:34.221673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:34.226544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.228369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.228862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.240931] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 2.23%, Actual: 1.71% [2025-11-22T02:52:34.241162] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 47.7883% [2025-11-22T02:52:34.241274] [INFO ] [main ] PDX: KEPT add_atr_10 (score: 47.79%) [2025-11-22T02:52:34.241321] [INFO ] [main ] PDX: Testing feature 4/53: add_atr_5 [2025-11-22T02:52:34.241354] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:52:34.241390] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:34.253758] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:34.255077] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:34.255140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.256924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.257481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:34.257972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.278348] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 4.4s | Global ETA: 28m 40s [2025-11-22T02:52:34.279268] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:34.279335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:34.284609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.286451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.286940] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:34.331111] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:34.332068] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:34.353742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.786685] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.58% | Symbol ETA: 1.3s | Global ETA: 28m 40s [2025-11-22T02:52:34.827481] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.92% | Symbol ETA: 3m 17s | Global ETA: 28m 40s [2025-11-22T02:52:34.828406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:34.828469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:34.833503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.835317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.835819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.879712] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.63% | Symbol ETA: 2m 13s | Global ETA: 28m 40s [2025-11-22T02:52:34.880612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:34.880755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.882476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.883058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:34.883521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:34.943046] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.77% | Symbol ETA: 3.7s | Global ETA: 28m 40s [2025-11-22T02:52:34.943946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:34.944011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:34.949409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:34.951226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:34.951725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:34.964828] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.11%, Actual: 2.09% [2025-11-22T02:52:34.996062] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:34.996904] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:52:35.016381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:35.133193] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.17%, Actual: 0.39% [2025-11-22T02:52:35.303542] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.91%, Actual: 0.85% [2025-11-22T02:52:35.440881] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 5.24% | Symbol ETA: 3m 17s | Global ETA: 28m 41s [2025-11-22T02:52:35.441816] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:35.441878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:35.446660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:35.448480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:35.449035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:35.474552] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 1.33% [2025-11-22T02:52:35.483985] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.11% | Symbol ETA: 2m 13s | Global ETA: 28m 41s [2025-11-22T02:52:35.484871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:35.484932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:35.486620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:35.487130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:35.487585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:35.606685] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 3.1s | Global ETA: 28m 41s [2025-11-22T02:52:35.644175] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.80% [2025-11-22T02:52:35.777934] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.24%, Actual: 2.04% [2025-11-22T02:52:35.815879] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 3.49%, Actual: 1.30% [2025-11-22T02:52:35.945725] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 1.40% [2025-11-22T02:52:35.989398] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -1.21%, Actual: 0.60% [2025-11-22T02:52:36.046409] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.13% | Symbol ETA: 3m 16s | Global ETA: 28m 41s [2025-11-22T02:52:36.047417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:36.047481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:36.052607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:36.054570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:36.055084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:36.085354] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 1.07% | Symbol ETA: 2m 12s | Global ETA: 28m 41s [2025-11-22T02:52:36.086233] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:36.086294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:36.087960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:36.088428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:36.088912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:36.112771] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -4.10%, Actual: 0.26% [2025-11-22T02:52:36.160949] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.36% [2025-11-22T02:52:36.281635] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.08%, Actual: 1.69% [2025-11-22T02:52:36.327812] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 1.45% [2025-11-22T02:52:36.449659] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.18%, Actual: 0.40% [2025-11-22T02:52:36.501393] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.58%, Actual: 1.98% [2025-11-22T02:52:36.501586] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 40.0830% [2025-11-22T02:52:36.501683] [INFO ] [main ] FCN: DISCARDED add_vol_of_vol (score: 40.08%) [2025-11-22T02:52:36.501729] [INFO ] [main ] FCN: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:52:36.501760] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_volatility_decay_ratio'] [2025-11-22T02:52:36.501795] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:36.514115] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:36.515369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:36.515432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:36.517112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:36.517623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:36.518070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:36.518969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:36.521310] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:36.522445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:36.618962] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.42%, Actual: 1.86% [2025-11-22T02:52:36.649802] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -4.20% | Symbol ETA: 3m 15s | Global ETA: 28m 41s [2025-11-22T02:52:36.650766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:36.650830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:36.655855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:36.657707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:36.658182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:36.682316] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 2m 11s | Global ETA: 28m 41s [2025-11-22T02:52:36.683204] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:36.683265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:36.684919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:36.685393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:36.685852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:36.791063] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.47%, Actual: 0.23% [2025-11-22T02:52:36.960010] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 1.03% [2025-11-22T02:52:37.128282] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.77%, Actual: 0.99% [2025-11-22T02:52:37.186833] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.80% | Symbol ETA: 7.2s | Global ETA: 28m 41s [2025-11-22T02:52:37.187730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:37.187793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.189454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.189959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:37.190387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:37.191279] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:37.193737] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:37.194864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.277186] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 2m 11s | Global ETA: 28m 41s [2025-11-22T02:52:37.278103] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:37.278507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.280196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.280714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:37.281149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.283572] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -7.10% | Symbol ETA: 3m 15s | Global ETA: 28m 41s [2025-11-22T02:52:37.284466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:37.284527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:37.289345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.291095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.291550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.300155] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 1.43% [2025-11-22T02:52:37.300393] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 52.9069% [2025-11-22T02:52:37.300491] [INFO ] [main ] FCF: DISCARDED add_regime (score: 52.91%) [2025-11-22T02:52:37.300533] [INFO ] [main ] FCF: Testing feature 40/53: add_regime_flags [2025-11-22T02:52:37.300566] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_regime_flags'] [2025-11-22T02:52:37.300600] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:37.313862] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:37.315161] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:37.315224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:37.320190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.322005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.322470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:37.367904] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:37.368825] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:37.369912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.848537] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.46% | Symbol ETA: 6.5s | Global ETA: 28m 41s [2025-11-22T02:52:37.849435] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:37.849498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.851150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.851627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:37.852083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:37.852962] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:37.855303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:37.856438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.891088] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -1.20% | Symbol ETA: 3m 14s | Global ETA: 28m 41s [2025-11-22T02:52:37.903566] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 2m 10s | Global ETA: 28m 41s [2025-11-22T02:52:37.904458] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:37.904518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.906197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.906692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:37.907123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:37.964886] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.57% | Symbol ETA: 8.6s | Global ETA: 28m 42s [2025-11-22T02:52:37.965805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:37.965870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:37.970765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:37.972602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:37.973096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:38.017247] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:38.018181] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:38.019280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:38.060557] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.09%, Actual: 0.84% [2025-11-22T02:52:38.233597] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.95% [2025-11-22T02:52:38.405605] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 0.57% [2025-11-22T02:52:38.519105] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -4.06% | Symbol ETA: 5.8s | Global ETA: 28m 42s [2025-11-22T02:52:38.520045] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:38.520108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:38.521749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:38.522225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:38.522672] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:38.523533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:38.525891] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:38.527003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:38.531450] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 2m 9s | Global ETA: 28m 42s [2025-11-22T02:52:38.532338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:38.532406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:38.534089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:38.534566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:38.535021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:38.573468] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 2.37% [2025-11-22T02:52:38.615951] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.24% | Symbol ETA: 8.0s | Global ETA: 28m 42s [2025-11-22T02:52:38.616847] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:38.616909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:38.621770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:38.623513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:38.623999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:38.667459] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:38.668335] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:38.669411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:38.740144] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.92%, Actual: 0.70% [2025-11-22T02:52:38.906914] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 5.24%, Actual: 1.41% [2025-11-22T02:52:39.075841] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.13%, Actual: 3.37% [2025-11-22T02:52:39.149522] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 2m 9s | Global ETA: 28m 42s [2025-11-22T02:52:39.150433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:39.150494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.152269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.152774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:39.153204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.181099] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 5.1s | Global ETA: 28m 42s [2025-11-22T02:52:39.182010] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:39.182073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.183720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.184201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:39.184636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:39.185522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:39.187877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:39.188995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.242387] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -4.20%, Actual: 1.27% [2025-11-22T02:52:39.265319] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 7.3s | Global ETA: 28m 42s [2025-11-22T02:52:39.266206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:39.266269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:39.271127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.273258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.273845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:39.319192] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:39.320134] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:39.321218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.410825] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -7.10%, Actual: 5.74% [2025-11-22T02:52:39.579400] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -1.20%, Actual: 3.44% [2025-11-22T02:52:39.579602] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.2793% [2025-11-22T02:52:39.579719] [INFO ] [main ] KOP: DISCARDED add_atr_10 (score: 49.28%) [2025-11-22T02:52:39.579776] [INFO ] [main ] KOP: Testing feature 4/53: add_atr_5 [2025-11-22T02:52:39.579815] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T02:52:39.579852] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:39.591322] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:39.592718] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:39.592780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:39.597675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.599446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:39.599950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.783514] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 2m 8s | Global ETA: 28m 42s [2025-11-22T02:52:39.784472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:39.784536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.786298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.786828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:39.787272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.844047] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 4.4s | Global ETA: 28m 42s [2025-11-22T02:52:39.844947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:39.845010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.846684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.847162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:39.847614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:39.848498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:39.850871] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:39.851990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:39.913425] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 6.7s | Global ETA: 28m 42s [2025-11-22T02:52:39.914326] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:39.914417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:39.919764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:39.921627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:39.922124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:39.966381] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:39.967277] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:39.968356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:40.203126] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 2m 13s | Global ETA: 28m 42s [2025-11-22T02:52:40.204018] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:40.204079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:40.208767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:40.210479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:40.211023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:40.413179] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2m 8s | Global ETA: 28m 42s [2025-11-22T02:52:40.507693] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.88% | Symbol ETA: 3.8s | Global ETA: 28m 42s [2025-11-22T02:52:40.508589] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:40.508671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:40.510320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:40.510830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:40.511282] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:40.512172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:40.514527] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:40.515630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:40.560631] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 6.0s | Global ETA: 28m 42s [2025-11-22T02:52:40.561537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:40.561600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:40.566402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:40.568222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:40.568730] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:40.580355] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.63%, Actual: 0.32% [2025-11-22T02:52:40.612435] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:40.613342] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:40.614392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:40.746851] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.11%, Actual: 0.68% [2025-11-22T02:52:40.863547] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.74% | Symbol ETA: 2m 13s | Global ETA: 28m 43s [2025-11-22T02:52:40.864489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:40.864557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:40.869711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:40.871746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:40.872237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:40.915360] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 1.07%, Actual: 0.34% [2025-11-22T02:52:41.081739] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 0.60% [2025-11-22T02:52:41.168285] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 3.1s | Global ETA: 28m 43s [2025-11-22T02:52:41.169186] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:41.169248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:41.174455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:41.174978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:41.175408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:41.176288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:41.178658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:41.179790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:41.247719] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.52%, Actual: 0.26% [2025-11-22T02:52:41.264557] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.24% | Symbol ETA: 5.4s | Global ETA: 28m 43s [2025-11-22T02:52:41.265440] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:41.265503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:41.270245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:41.272016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:41.272477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:41.318833] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:41.319828] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:41.320931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:41.415477] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 1.00% [2025-11-22T02:52:41.476345] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.83% | Symbol ETA: 2m 12s | Global ETA: 28m 43s [2025-11-22T02:52:41.477252] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:41.477314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:41.482331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:41.484220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:41.484731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:41.584165] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 0.52% [2025-11-22T02:52:41.751159] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.06% [2025-11-22T02:52:41.842838] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 2.4s | Global ETA: 28m 43s [2025-11-22T02:52:41.843781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:41.843846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:41.845554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:41.846082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:41.846524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:41.847462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:41.850012] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:41.851198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:41.918373] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.26%, Actual: 0.92% [2025-11-22T02:52:41.937776] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 4.8s | Global ETA: 28m 43s [2025-11-22T02:52:41.938776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:41.938841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:41.944003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:41.945848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:41.946344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:41.992486] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:41.993325] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:41.994456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.079430] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 2m 11s | Global ETA: 28m 43s [2025-11-22T02:52:42.080330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:42.080391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:42.083607] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 1.71% [2025-11-22T02:52:42.083836] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 24.8568% [2025-11-22T02:52:42.083891] [INFO ] [main ] PDX: DISCARDED add_atr_5 (score: 24.86%) [2025-11-22T02:52:42.083930] [INFO ] [main ] PDX: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:52:42.083961] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:52:42.083995] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:42.085098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.086854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:42.087311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.095706] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:42.096967] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:42.097029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.098780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:42.099265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:42.100045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.523566] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 1.8s | Global ETA: 28m 43s [2025-11-22T02:52:42.524572] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:42.524675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.526481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:42.527042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:42.527519] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:42.528447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:42.531059] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:52:42.532309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.616775] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 4.1s | Global ETA: 28m 43s [2025-11-22T02:52:42.617730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:42.617796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:42.623038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.624852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:42.625326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:42.670996] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:42.671736] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:42.672788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.678705] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 2m 11s | Global ETA: 28m 43s [2025-11-22T02:52:42.679977] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:42.680040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:42.684886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.686703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:42.687179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:42.691383] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.20% | Symbol ETA: 1m 39s | Global ETA: 28m 43s [2025-11-22T02:52:42.692284] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:42.692346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:42.694014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:42.694511] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:42.695293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.198212] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.87% | Symbol ETA: 1.1s | Global ETA: 28m 43s [2025-11-22T02:52:43.286078] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.60% | Symbol ETA: 1m 39s | Global ETA: 28m 43s [2025-11-22T02:52:43.286996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:43.287084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:43.288044] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.14% | Symbol ETA: 3.4s | Global ETA: 28m 43s [2025-11-22T02:52:43.288751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:43.289054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:43.289127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:43.289255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:43.290037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.295046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:43.295799] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 6.03% | Symbol ETA: 2m 10s | Global ETA: 28m 43s [2025-11-22T02:52:43.296690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:43.296751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:43.296973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:43.297558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:43.301503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:43.303237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:43.303719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.342751] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:43.343632] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:43.344720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.364582] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.80%, Actual: 2.09% [2025-11-22T02:52:43.532663] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.46%, Actual: 0.39% [2025-11-22T02:52:43.700349] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -4.06%, Actual: 0.85% [2025-11-22T02:52:43.865424] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.33% [2025-11-22T02:52:43.880965] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.78% | Symbol ETA: 1m 38s | Global ETA: 28m 44s [2025-11-22T02:52:43.881884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:43.881946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:43.883567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:43.884083] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:43.884858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.908305] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.48% | Symbol ETA: 2m 9s | Global ETA: 28m 44s [2025-11-22T02:52:43.909270] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:43.909333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:43.914278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:43.916534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:43.917035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:43.948905] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 1.26% | Symbol ETA: 2.8s | Global ETA: 28m 44s [2025-11-22T02:52:44.033774] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 0.80% [2025-11-22T02:52:44.118157] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.57%, Actual: 2.04% [2025-11-22T02:52:44.201006] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.88%, Actual: 1.30% [2025-11-22T02:52:44.292148] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.24%, Actual: 1.40% [2025-11-22T02:52:44.367916] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 0.60% [2025-11-22T02:52:44.465499] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 0.26% [2025-11-22T02:52:44.474104] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 1m 38s | Global ETA: 28m 44s [2025-11-22T02:52:44.474998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:44.475059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:44.476714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:44.477205] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:44.478045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:44.521463] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.15% | Symbol ETA: 2m 9s | Global ETA: 28m 44s [2025-11-22T02:52:44.522345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:44.522405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:44.527147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:44.528901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:44.529357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:44.534838] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.36% [2025-11-22T02:52:44.636747] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 1.69% [2025-11-22T02:52:44.700421] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 1.45% [2025-11-22T02:52:44.808494] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.54%, Actual: 0.40% [2025-11-22T02:52:44.866773] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.87%, Actual: 1.98% [2025-11-22T02:52:44.866937] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 40.4165% [2025-11-22T02:52:44.867018] [INFO ] [main ] FCN: DISCARDED add_volatility_decay_ratio (score: 40.42%) [2025-11-22T02:52:44.867061] [INFO ] [main ] FCN: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:52:44.867096] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:52:44.867132] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:44.879674] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:44.880980] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:44.881045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:44.882773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:44.883298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:44.883777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:44.884704] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:44.887166] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:44.888323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:44.890339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:44.982833] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.24%, Actual: 1.86% [2025-11-22T02:52:45.066019] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.82% | Symbol ETA: 1m 37s | Global ETA: 28m 44s [2025-11-22T02:52:45.066916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:45.066977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:45.068673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:45.069178] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:45.069956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:45.120803] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.55% | Symbol ETA: 2m 8s | Global ETA: 28m 44s [2025-11-22T02:52:45.121675] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:45.121736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:45.126434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:45.128177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:45.128628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:45.159451] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 0.23% [2025-11-22T02:52:45.337063] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.92%, Actual: 1.03% [2025-11-22T02:52:45.512468] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.14%, Actual: 0.99% [2025-11-22T02:52:45.606255] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.11% | Symbol ETA: 7.4s | Global ETA: 28m 44s [2025-11-22T02:52:45.607197] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:45.607277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:45.609029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:45.609528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:45.610006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:45.610914] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:45.613380] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:45.614490] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:45.616534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:45.657715] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 1m 36s | Global ETA: 28m 44s [2025-11-22T02:52:45.658603] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:45.658689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:45.660362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:45.660882] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:45.661624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:45.682568] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.26%, Actual: 1.43% [2025-11-22T02:52:45.682799] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 52.9239% [2025-11-22T02:52:45.682913] [INFO ] [main ] FCF: DISCARDED add_regime_flags (score: 52.92%) [2025-11-22T02:52:45.682958] [INFO ] [main ] FCF: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:52:45.682994] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:52:45.683030] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:45.696225] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:45.697543] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:45.697607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:45.702382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:45.704159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:45.704668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:45.722991] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.04% | Symbol ETA: 2m 7s | Global ETA: 28m 44s [2025-11-22T02:52:45.748495] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:45.749344] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:45.750374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:45.752010] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:45.753034] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:45.753704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:45.891043] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.17%, Actual: 0.84% [2025-11-22T02:52:46.059494] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.74%, Actual: 0.95% [2025-11-22T02:52:46.225346] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 0.57% [2025-11-22T02:52:46.259869] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 1m 36s | Global ETA: 28m 44s [2025-11-22T02:52:46.260761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:46.260822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:46.262468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:46.262977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:46.263752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:46.270070] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.60% | Symbol ETA: 6.4s | Global ETA: 28m 44s [2025-11-22T02:52:46.273109] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:46.273182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:46.276225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:46.276751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:46.277190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:46.278137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:46.280507] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:46.281577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:46.283555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:46.374608] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.68% | Symbol ETA: 8.6s | Global ETA: 28m 45s [2025-11-22T02:52:46.375582] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:46.375669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:46.380473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:46.382362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:46.382867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:46.389856] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 2.37% [2025-11-22T02:52:46.426779] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:46.427699] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:46.428728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:46.430378] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:46.431404] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:46.432139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:46.555154] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 0.70% [2025-11-22T02:52:46.720916] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 6.03%, Actual: 1.41% [2025-11-22T02:52:46.848312] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.14% | Symbol ETA: 1m 35s | Global ETA: 28m 45s [2025-11-22T02:52:46.849217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:46.849277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:46.850948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:46.851431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:46.852210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:46.885970] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.48%, Actual: 3.37% [2025-11-22T02:52:46.936280] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -1.75% | Symbol ETA: 5.7s | Global ETA: 28m 45s [2025-11-22T02:52:46.937182] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:46.937246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:46.938908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:46.939389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:46.939842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:46.940718] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:46.943051] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:46.944150] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:46.946215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.051547] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.15%, Actual: 1.27% [2025-11-22T02:52:47.051765] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 7.9s | Global ETA: 28m 45s [2025-11-22T02:52:47.052690] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:47.052757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:47.057807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:47.059603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:47.060112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:47.106345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:47.107078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:47.108148] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:47.109809] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:47.110885] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:47.111558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.218256] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.55%, Actual: 5.74% [2025-11-22T02:52:47.384269] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.04%, Actual: 3.44% [2025-11-22T02:52:47.384470] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 47.4923% [2025-11-22T02:52:47.384555] [INFO ] [main ] KOP: DISCARDED add_atr_5 (score: 47.49%) [2025-11-22T02:52:47.384598] [INFO ] [main ] KOP: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:52:47.384628] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T02:52:47.384690] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:47.395876] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:47.397153] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:47.397214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:47.402044] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:47.402949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.436303] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 1m 35s | Global ETA: 28m 45s [2025-11-22T02:52:47.437192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:47.437253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:47.438950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:47.439434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:47.440205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.600513] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 5.0s | Global ETA: 28m 45s [2025-11-22T02:52:47.601442] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:47.601505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:47.603182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:47.603693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:47.604134] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:47.605019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:47.607412] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:47.608491] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:47.610486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.701989] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -4.88% | Symbol ETA: 7.2s | Global ETA: 28m 45s [2025-11-22T02:52:47.702896] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:47.702964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:47.707773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:47.709522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:47.710009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:47.756205] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:47.757032] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:47.758133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:47.759816] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:47.760883] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:47.761553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:47.996241] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.75% | Symbol ETA: 1m 39s | Global ETA: 28m 45s [2025-11-22T02:52:47.997184] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:47.997246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:48.002395] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:48.003224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:48.028072] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 1m 34s | Global ETA: 28m 45s [2025-11-22T02:52:48.196897] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 0.32% [2025-11-22T02:52:48.270706] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.39% | Symbol ETA: 4.3s | Global ETA: 28m 45s [2025-11-22T02:52:48.271606] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:48.271711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:48.273467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:48.273999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:48.274447] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:48.275385] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:48.277957] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:48.279085] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:48.281107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:48.371848] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 0.68% [2025-11-22T02:52:48.383007] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.40% | Symbol ETA: 6.5s | Global ETA: 28m 45s [2025-11-22T02:52:48.383927] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:48.383993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:48.389262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:48.391077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:48.391571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:48.435211] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:48.436139] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:48.437199] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:48.438934] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:48.439967] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:48.440615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:48.538679] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 0.34% [2025-11-22T02:52:48.617207] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 1m 39s | Global ETA: 28m 45s [2025-11-22T02:52:48.618134] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:48.618195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:48.622959] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:48.623759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:48.718014] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.60% [2025-11-22T02:52:48.894249] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.82%, Actual: 0.26% [2025-11-22T02:52:48.946336] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 3.6s | Global ETA: 28m 45s [2025-11-22T02:52:48.947236] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:48.947301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:48.949003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:48.949482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:48.949931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:48.950829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:48.953192] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:48.954266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:48.956208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.035557] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 5.9s | Global ETA: 28m 45s [2025-11-22T02:52:49.036993] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:49.037060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:49.043061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:49.045216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:49.045746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:49.068610] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 1.00% [2025-11-22T02:52:49.092000] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:49.092805] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:49.093877] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:49.095542] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:49.096707] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:49.097400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.236848] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.52% [2025-11-22T02:52:49.262494] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.38% | Symbol ETA: 1m 38s | Global ETA: 28m 46s [2025-11-22T02:52:49.263394] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:49.263454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:49.268220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:49.269017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.419257] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.14%, Actual: 0.06% [2025-11-22T02:52:49.587556] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.99%, Actual: 0.92% [2025-11-22T02:52:49.601523] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 2.9s | Global ETA: 28m 46s [2025-11-22T02:52:49.602448] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:49.602513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:49.604204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:49.604714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:49.605164] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:49.606066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:49.608531] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:49.609625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:49.611625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.697903] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 5.2s | Global ETA: 28m 46s [2025-11-22T02:52:49.698797] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:49.698861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:49.703525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:49.705265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:49.705752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:49.748312] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:49.749001] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:49.749998] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:49.751548] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:49.752573] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:49.753234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.755400] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.10%, Actual: 1.71% [2025-11-22T02:52:49.755606] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 41.2246% [2025-11-22T02:52:49.755709] [INFO ] [main ] PDX: DISCARDED add_close_to_open_alignment (score: 41.22%) [2025-11-22T02:52:49.755754] [INFO ] [main ] PDX: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:52:49.755787] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:52:49.755821] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:49.767778] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:49.769093] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:49.769156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:49.770852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:49.771348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:49.772276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:49.862592] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.03% | Symbol ETA: 1m 37s | Global ETA: 28m 46s [2025-11-22T02:52:49.863484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:49.863886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:49.868677] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:49.869459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.267139] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 2.2s | Global ETA: 28m 46s [2025-11-22T02:52:50.268932] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:50.268997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:50.273202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:50.273731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:50.274180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:50.275069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:50.277420] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:50.278563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:50.280610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.336430] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.92% | Symbol ETA: 4.5s | Global ETA: 28m 46s [2025-11-22T02:52:50.337408] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:50.337472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:50.342162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:50.343889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:50.344355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:50.371950] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.47% | Symbol ETA: 1m 18s | Global ETA: 28m 46s [2025-11-22T02:52:50.372868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:50.372937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:50.374677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:50.375170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:50.376134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.387890] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:50.388720] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:50.389932] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:50.391885] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:50.393122] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:50.393921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.489455] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.94% | Symbol ETA: 1m 37s | Global ETA: 28m 46s [2025-11-22T02:52:50.490348] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:50.490408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:50.495130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:50.495929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.930676] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 1.6s | Global ETA: 28m 46s [2025-11-22T02:52:50.931545] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:52:50.931609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:50.933263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:50.933766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:50.934200] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:50.935083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:50.937471] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:52:50.938635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:52:50.940677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:50.996063] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 3.8s | Global ETA: 28m 46s [2025-11-22T02:52:50.996959] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:50.997023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:51.001753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:51.003475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:51.003963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:51.017473] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 1m 17s | Global ETA: 28m 46s [2025-11-22T02:52:51.018357] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:51.018419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:51.020073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:51.020545] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:51.021455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.047975] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:51.048694] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:51.049716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:51.051337] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:51.052418] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:51.053124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.112413] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.06% | Symbol ETA: 1m 36s | Global ETA: 28m 46s [2025-11-22T02:52:51.113352] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:51.113415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:51.118899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:51.120078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.618669] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.43% | Symbol ETA: 0.9s | Global ETA: 28m 46s [2025-11-22T02:52:51.620181] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 1.11% | Symbol ETA: 1m 16s | Global ETA: 28m 46s [2025-11-22T02:52:51.621097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:51.621161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:51.622872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:51.623352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:51.624316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.656375] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 3.2s | Global ETA: 28m 46s [2025-11-22T02:52:51.657285] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T02:52:51.657371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:51.662471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:51.664199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:51.664682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:51.709045] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:51.709744] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:52:51.710777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:52:51.712395] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:52:51.713449] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:52:51.714148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.716819] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 1m 36s | Global ETA: 28m 46s [2025-11-22T02:52:51.717721] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:51.717781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:51.722539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:51.723344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:51.788458] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.11%, Actual: 2.09% [2025-11-22T02:52:51.958064] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.60%, Actual: 0.39% [2025-11-22T02:52:52.125060] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 0.85% [2025-11-22T02:52:52.228746] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 1m 16s | Global ETA: 28m 47s [2025-11-22T02:52:52.229661] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:52.229723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:52.231367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:52.231887] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:52.232903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:52.291881] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 1.33% [2025-11-22T02:52:52.303554] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 2.5s | Global ETA: 28m 47s [2025-11-22T02:52:52.321668] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.45% | Symbol ETA: 1m 35s | Global ETA: 28m 47s [2025-11-22T02:52:52.322531] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:52.322592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:52.327429] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:52.328272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:52.460910] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.39%, Actual: 0.80% [2025-11-22T02:52:52.472840] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.68%, Actual: 2.04% [2025-11-22T02:52:52.633034] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 1.30% [2025-11-22T02:52:52.644560] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 1.40% [2025-11-22T02:52:52.801798] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.60% [2025-11-22T02:52:52.815592] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -4.88%, Actual: 0.26% [2025-11-22T02:52:52.834820] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 1m 15s | Global ETA: 28m 47s [2025-11-22T02:52:52.835712] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:52.835775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:52.837456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:52.837963] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:52.838890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:52.926313] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.20% | Symbol ETA: 1m 34s | Global ETA: 28m 47s [2025-11-22T02:52:52.927341] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:52.927424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:52.932477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:52:52.933361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:52.970261] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.36% [2025-11-22T02:52:52.984553] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 1.69% [2025-11-22T02:52:53.135968] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.82%, Actual: 1.45% [2025-11-22T02:52:53.152274] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.40% [2025-11-22T02:52:53.302318] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.43%, Actual: 1.98% [2025-11-22T02:52:53.302502] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 51.6880% [2025-11-22T02:52:53.302592] [INFO ] [main ] FCN: DISCARDED add_volatility_state_percentiles (score: 51.69%) [2025-11-22T02:52:53.302637] [INFO ] [main ] FCN: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:52:53.302692] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_volume_dispersion'] [2025-11-22T02:52:53.302729] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:52:53.314982] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:53.316267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:53.316331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:53.318333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:53.318899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:53.319364] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:53.319382] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 1.86% [2025-11-22T02:52:53.320323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:53.322815] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:53.324225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:53.468088] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 1m 15s | Global ETA: 28m 47s [2025-11-22T02:52:53.468987] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:53.469049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:53.470697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:53.471174] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:53.472072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:53.486174] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.92%, Actual: 0.23% [2025-11-22T02:52:53.530490] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 1m 34s | Global ETA: 28m 47s [2025-11-22T02:52:53.654110] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 1.03% [2025-11-22T02:52:53.699984] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.75%, Actual: 0.84% [2025-11-22T02:52:53.821701] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.99% [2025-11-22T02:52:53.868445] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 0.95% [2025-11-22T02:52:53.989093] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.50% | Symbol ETA: 6.8s | Global ETA: 28m 47s [2025-11-22T02:52:53.989924] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 1.43% [2025-11-22T02:52:53.990123] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 40.9889% [2025-11-22T02:52:53.990169] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:53.990213] [INFO ] [main ] FCF: DISCARDED add_return_volume_nonlinearity_proxies (score: 40.99%) [2025-11-22T02:52:53.990233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:53.990255] [INFO ] [main ] FCF: Testing feature 42/53: add_shelf_lag [2025-11-22T02:52:53.990287] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_shelf_lag'] [2025-11-22T02:52:53.990322] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:52:53.991914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:53.992488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:53.992941] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:53.993832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:53.996279] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:53.997664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.003331] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:54.004802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:54.004864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:54.009680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:54.011419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:54.011913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:54.039157] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 0.57% [2025-11-22T02:52:54.056151] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:54.056857] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:54.058052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.072546] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 1m 14s | Global ETA: 28m 47s [2025-11-22T02:52:54.073462] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:54.073524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:54.075200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:54.075738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:54.076618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.215237] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.03%, Actual: 2.37% [2025-11-22T02:52:54.388323] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.94%, Actual: 0.70% [2025-11-22T02:52:54.559114] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.06%, Actual: 1.41% [2025-11-22T02:52:54.680703] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 6.2s | Global ETA: 28m 47s [2025-11-22T02:52:54.681626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:54.681714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:54.683750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:54.684253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:54.684707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:54.685569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:54.688053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:54.689466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.704312] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 3.33% | Symbol ETA: 1m 13s | Global ETA: 28m 47s [2025-11-22T02:52:54.705196] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:54.705257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:54.706902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:54.707394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:54.708332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.729253] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 3.37% [2025-11-22T02:52:54.735754] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 8.8s | Global ETA: 28m 47s [2025-11-22T02:52:54.736610] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:54.736692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:54.741488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:54.743305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:54.743790] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:54.788257] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:54.788945] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:54.790100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:54.901265] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.45%, Actual: 1.27% [2025-11-22T02:52:55.072753] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.20%, Actual: 5.74% [2025-11-22T02:52:55.240527] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 3.44% [2025-11-22T02:52:55.240767] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 48.4220% [2025-11-22T02:52:55.240848] [INFO ] [main ] KOP: DISCARDED add_close_to_open_alignment (score: 48.42%) [2025-11-22T02:52:55.240891] [INFO ] [main ] KOP: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:52:55.240922] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T02:52:55.240955] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:52:55.251861] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:55.253077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:55.253137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:55.257951] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:55.258893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:55.349304] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 1m 13s | Global ETA: 28m 48s [2025-11-22T02:52:55.350427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:55.350490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:55.352423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:55.352949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:55.353916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:55.362685] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.66% | Symbol ETA: 5.5s | Global ETA: 28m 48s [2025-11-22T02:52:55.363563] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:55.363627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:55.365452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:55.365969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:55.366397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:55.367282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:55.369669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:55.371023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:55.466701] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 8.1s | Global ETA: 28m 48s [2025-11-22T02:52:55.467585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:55.467667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:55.472361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:55.474252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:55.474739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:55.518908] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:55.519613] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:55.520747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:55.862843] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.49% | Symbol ETA: 1m 19s | Global ETA: 28m 48s [2025-11-22T02:52:55.863745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:55.864120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:55.869068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:55.870051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:55.956855] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 1m 12s | Global ETA: 28m 48s [2025-11-22T02:52:56.049296] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.07% | Symbol ETA: 4.8s | Global ETA: 28m 48s [2025-11-22T02:52:56.050215] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:56.050280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:56.051989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:56.052510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:56.052981] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:56.053892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:56.056309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:56.057736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:56.125423] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 0.32% [2025-11-22T02:52:56.199392] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.85% | Symbol ETA: 7.4s | Global ETA: 28m 48s [2025-11-22T02:52:56.200265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:56.200327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:56.205083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:56.206810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:56.207278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:56.250959] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:56.251622] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:56.252728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:56.295460] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.68% [2025-11-22T02:52:56.480690] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 1m 19s | Global ETA: 28m 48s [2025-11-22T02:52:56.481556] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:56.481618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:56.486328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:56.487295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:56.494996] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 1.11%, Actual: 0.34% [2025-11-22T02:52:56.664459] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 0.60% [2025-11-22T02:52:56.762560] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 4.1s | Global ETA: 28m 48s [2025-11-22T02:52:56.763477] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:56.763544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:56.765241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:56.765759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:56.766210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:56.767121] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:56.769800] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:56.771189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:56.840803] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.26% [2025-11-22T02:52:56.919287] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 6.6s | Global ETA: 28m 48s [2025-11-22T02:52:56.920170] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:56.920233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:56.925008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:56.926744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:56.927208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:56.971233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:56.971913] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:56.973009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:57.008101] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.33%, Actual: 1.00% [2025-11-22T02:52:57.090974] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 1m 18s | Global ETA: 28m 48s [2025-11-22T02:52:57.091863] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:57.091924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:57.096807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:57.097898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:57.176838] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.52% [2025-11-22T02:52:57.347778] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 3.33%, Actual: 0.06% [2025-11-22T02:52:57.443801] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 2.07% | Symbol ETA: 3.5s | Global ETA: 28m 48s [2025-11-22T02:52:57.444770] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:57.444835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:57.446534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:57.447046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:57.447848] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:57.448769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:57.451231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:57.452632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:57.545695] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.92% [2025-11-22T02:52:57.644346] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 5.9s | Global ETA: 28m 49s [2025-11-22T02:52:57.645280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:57.645343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:57.650190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:57.651902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:57.652379] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:57.696420] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:57.697129] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:57.698267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:57.701913] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.87% | Symbol ETA: 1m 18s | Global ETA: 28m 49s [2025-11-22T02:52:57.702868] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:57.702931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:57.707940] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:57.708935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:57.717814] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 1.71% [2025-11-22T02:52:57.718012] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 33.2383% [2025-11-22T02:52:57.718114] [INFO ] [main ] PDX: DISCARDED add_composite_volatility_context (score: 33.24%) [2025-11-22T02:52:57.718159] [INFO ] [main ] PDX: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:52:57.718196] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:52:57.718233] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:52:57.731239] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:52:57.732753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:57.732818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:57.734754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:57.735338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:57.738142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.142418] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 2.19% | Symbol ETA: 2.8s | Global ETA: 28m 49s [2025-11-22T02:52:58.143355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:58.143429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:58.145141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:58.145675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:58.146125] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:58.147044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:58.149525] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:58.150933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.310481] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 1m 17s | Global ETA: 28m 49s [2025-11-22T02:52:58.311373] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:58.311436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:58.316173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:58.317109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.353372] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.48% | Symbol ETA: 1m 7s | Global ETA: 28m 49s [2025-11-22T02:52:58.354275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:58.354337] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:58.355998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:58.356476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:58.358883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.366949] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 5.1s | Global ETA: 28m 49s [2025-11-22T02:52:58.367877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:58.367941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:58.372700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:58.374417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:58.374907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:58.419183] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:58.419890] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:58.420989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.825913] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.50% | Symbol ETA: 2.1s | Global ETA: 28m 49s [2025-11-22T02:52:58.826946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:58.827017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:58.829037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:58.829593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:58.830063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:58.830994] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:58.833439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:58.834864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.905419] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 1m 16s | Global ETA: 28m 49s [2025-11-22T02:52:58.906303] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:58.906365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:58.911059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:58.911993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:58.957043] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.09% | Symbol ETA: 1m 6s | Global ETA: 28m 49s [2025-11-22T02:52:58.957951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:58.958019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:58.959659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:58.960129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:58.962483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:59.088496] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 3.71% | Symbol ETA: 4.4s | Global ETA: 28m 49s [2025-11-22T02:52:59.089375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:59.089438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:59.094154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:59.095880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:59.096352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:59.139617] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:59.140310] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:59.141407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:59.496464] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.27% | Symbol ETA: 1m 16s | Global ETA: 28m 49s [2025-11-22T02:52:59.497372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:52:59.497437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:59.502158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:59.503109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:59.515618] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.38% | Symbol ETA: 1.4s | Global ETA: 28m 49s [2025-11-22T02:52:59.516503] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:59.517170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:59.521398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:59.521924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:52:59.523360] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:52:59.524288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:59.526734] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:52:59.528168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:59.562268] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 1m 5s | Global ETA: 28m 49s [2025-11-22T02:52:59.563166] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:52:59.563226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:59.564896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:59.565743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:52:59.568153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:52:59.805013] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 3.7s | Global ETA: 28m 49s [2025-11-22T02:52:59.805898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:52:59.805961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:52:59.810758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:52:59.812481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:52:59.812971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:52:59.856280] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:52:59.856952] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:52:59.858063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.097421] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 1m 15s | Global ETA: 28m 49s [2025-11-22T02:53:00.098334] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:53:00.098395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:00.103187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:00.104136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.179713] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 1m 5s | Global ETA: 28m 49s [2025-11-22T02:53:00.180575] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:00.180655] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:00.182514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:00.183003] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:00.185626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.202910] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 0.7s | Global ETA: 28m 49s [2025-11-22T02:53:00.382835] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.50%, Actual: 2.09% [2025-11-22T02:53:00.532751] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 3.0s | Global ETA: 28m 50s [2025-11-22T02:53:00.533615] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:00.533707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:00.538477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:00.540235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:00.540722] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:00.558137] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 0.39% [2025-11-22T02:53:00.583366] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:00.584046] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:53:00.585157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.694636] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.74% | Symbol ETA: 1m 14s | Global ETA: 28m 50s [2025-11-22T02:53:00.695593] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:53:00.695673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:00.701083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:00.702023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.734566] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.66%, Actual: 0.85% [2025-11-22T02:53:00.830610] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.00% | Symbol ETA: 1m 4s | Global ETA: 28m 50s [2025-11-22T02:53:00.831602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:00.831689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:00.833456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:00.834004] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:00.836474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:00.922125] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.07%, Actual: 1.33% [2025-11-22T02:53:01.107876] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.80% [2025-11-22T02:53:01.371695] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 2.07%, Actual: 1.30% [2025-11-22T02:53:01.404153] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.10% | Symbol ETA: 1m 14s | Global ETA: 28m 50s [2025-11-22T02:53:01.540718] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 2.19%, Actual: 0.60% [2025-11-22T02:53:01.552901] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 2.2s | Global ETA: 28m 50s [2025-11-22T02:53:01.582812] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 1m 4s | Global ETA: 28m 50s [2025-11-22T02:53:01.583951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:01.584024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:01.588910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:01.589498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:01.595081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:01.710330] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.50%, Actual: 0.36% [2025-11-22T02:53:01.728140] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 2.04% [2025-11-22T02:53:01.728773] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.49%, Actual: 0.84% [2025-11-22T02:53:01.881316] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.38%, Actual: 1.45% [2025-11-22T02:53:01.898809] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.95% [2025-11-22T02:53:01.920289] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 1.40% [2025-11-22T02:53:02.059688] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 1.98% [2025-11-22T02:53:02.059901] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 48.9771% [2025-11-22T02:53:02.059986] [INFO ] [main ] FCN: DISCARDED add_volume_dispersion (score: 48.98%) [2025-11-22T02:53:02.060032] [INFO ] [main ] FCN: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:53:02.060066] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_volume_flow_differentials'] [2025-11-22T02:53:02.060099] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:53:02.072577] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:02.074077] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:02.074140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:02.075858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:02.076351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:02.076812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:02.077731] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:02.080150] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:02.081123] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 0.57% [2025-11-22T02:53:02.082871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:02.131139] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.85%, Actual: 0.26% [2025-11-22T02:53:02.254292] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.87%, Actual: 2.37% [2025-11-22T02:53:02.302453] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.69% [2025-11-22T02:53:02.400572] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 1m 3s | Global ETA: 28m 50s [2025-11-22T02:53:02.401503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:02.401565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:02.403278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:02.403802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:02.406231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:02.424702] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.01%, Actual: 0.70% [2025-11-22T02:53:02.471620] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 0.40% [2025-11-22T02:53:02.594850] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 1.41% [2025-11-22T02:53:02.637287] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.86% [2025-11-22T02:53:02.758665] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 2.86% | Symbol ETA: 6.7s | Global ETA: 28m 50s [2025-11-22T02:53:02.759639] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:02.759725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:02.761420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:02.761980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:02.762416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:02.763325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:02.765780] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:02.768811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:02.791366] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.27%, Actual: 3.37% [2025-11-22T02:53:02.803833] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 3.71%, Actual: 0.23% [2025-11-22T02:53:02.958735] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.27% [2025-11-22T02:53:02.970904] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 1.03% [2025-11-22T02:53:03.011135] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.25% | Symbol ETA: 1m 2s | Global ETA: 28m 50s [2025-11-22T02:53:03.012049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:03.012116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:03.013817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:03.014308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:03.016733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.128078] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.74%, Actual: 5.74% [2025-11-22T02:53:03.137980] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.99% [2025-11-22T02:53:03.295726] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.10%, Actual: 3.44% [2025-11-22T02:53:03.295928] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 62.9379% [2025-11-22T02:53:03.296037] [INFO ] [main ] KOP: KEPT add_composite_volatility_context (score: 62.94%) [2025-11-22T02:53:03.296081] [INFO ] [main ] KOP: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:53:03.296112] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:53:03.296146] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:03.304116] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 1.43% [2025-11-22T02:53:03.304305] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 35.8019% [2025-11-22T02:53:03.304397] [INFO ] [main ] FCF: DISCARDED add_shelf_lag (score: 35.80%) [2025-11-22T02:53:03.304440] [INFO ] [main ] FCF: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:53:03.304473] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_signed_carry_history_11'] [2025-11-22T02:53:03.304509] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:03.307149] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:03.308393] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:03.308454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:03.313233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:03.314195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:03.316592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.317510] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:03.318776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:03.318838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:03.323697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:03.325449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:03.325939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:03.369858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:03.370547] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:03.371920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.434574] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.55% | Symbol ETA: 6.0s | Global ETA: 28m 51s [2025-11-22T02:53:03.435522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:03.435587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:03.437321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:03.437870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:03.438339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:03.439287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:03.441703] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:03.444433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.623846] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 1m 2s | Global ETA: 28m 51s [2025-11-22T02:53:03.624764] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:03.624825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:03.626446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:03.626959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:03.629332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.971151] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.98% | Symbol ETA: 1m 8s | Global ETA: 28m 51s [2025-11-22T02:53:03.972109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:03.972174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:03.977391] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:03.978564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:03.981520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:03.983454] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.52% | Symbol ETA: 8.2s | Global ETA: 28m 51s [2025-11-22T02:53:03.984544] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:03.984615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:03.989896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:03.991924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:03.992462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:04.042955] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:04.044062] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:04.045900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:04.172729] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.94% | Symbol ETA: 5.4s | Global ETA: 28m 51s [2025-11-22T02:53:04.173723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:04.173791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:04.175906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:04.176537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:04.177076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:04.178084] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:04.181375] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:04.185012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:04.353079] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 1m 1s | Global ETA: 28m 51s [2025-11-22T02:53:04.605385] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.48%, Actual: 0.32% [2025-11-22T02:53:04.813728] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.09%, Actual: 0.68% [2025-11-22T02:53:04.880770] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.08% | Symbol ETA: 8.5s | Global ETA: 28m 51s [2025-11-22T02:53:04.881763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:04.881832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:04.887068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:04.889091] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 1m 8s | Global ETA: 28m 51s [2025-11-22T02:53:04.889368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:04.889935] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:04.890237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:04.890333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:04.895470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:04.896627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:04.899813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:04.934708] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:04.935671] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:04.937109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:04.989835] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.34% [2025-11-22T02:53:05.065891] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 5.0s | Global ETA: 28m 51s [2025-11-22T02:53:05.070379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:05.070446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:05.072332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:05.072863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:05.073311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:05.074238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:05.076748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:05.079570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:05.162471] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.60% [2025-11-22T02:53:05.345021] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.00%, Actual: 0.26% [2025-11-22T02:53:05.515807] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 1.00% [2025-11-22T02:53:05.541121] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.70% | Symbol ETA: 7.4s | Global ETA: 28m 51s [2025-11-22T02:53:05.542006] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:05.542069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:05.547136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:05.549017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:05.549533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:05.562962] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 1m 7s | Global ETA: 28m 51s [2025-11-22T02:53:05.563869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:05.563931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:05.568740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:05.569666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:05.572069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:05.595563] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:05.596297] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:05.597739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:05.688967] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 0.52% [2025-11-22T02:53:05.742308] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 4.2s | Global ETA: 28m 51s [2025-11-22T02:53:05.743236] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:05.743313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:05.745015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:05.745537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:05.745993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:05.746928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:05.749357] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:05.752082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:05.872616] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.25%, Actual: 0.06% [2025-11-22T02:53:06.051943] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.92% [2025-11-22T02:53:06.179876] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -2.11% | Symbol ETA: 1m 6s | Global ETA: 28m 52s [2025-11-22T02:53:06.180792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:06.180852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:06.185588] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:06.186544] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:06.188965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.202515] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 6.5s | Global ETA: 28m 52s [2025-11-22T02:53:06.203425] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:06.203490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:06.208327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:06.210121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:06.210603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:06.224705] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 1.71% [2025-11-22T02:53:06.224911] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 40.5711% [2025-11-22T02:53:06.224992] [INFO ] [main ] PDX: DISCARDED add_day_shape_ratios (score: 40.57%) [2025-11-22T02:53:06.225058] [INFO ] [main ] PDX: Testing feature 8/53: add_directional_consistency [2025-11-22T02:53:06.225093] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T02:53:06.225129] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:06.237281] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:06.239016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:06.239081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:06.240848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:06.241358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:06.254669] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:06.255350] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:06.256733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.372595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.410513] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.43% | Symbol ETA: 3.4s | Global ETA: 28m 52s [2025-11-22T02:53:06.411404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:06.411467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:06.413114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:06.413585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:06.414038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:06.414932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:06.417320] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:06.420057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.791455] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.03% | Symbol ETA: 1m 5s | Global ETA: 28m 52s [2025-11-22T02:53:06.792342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:06.792405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:06.797122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:06.798060] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:06.800409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.842947] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -4.83% | Symbol ETA: 5.7s | Global ETA: 28m 52s [2025-11-22T02:53:06.845210] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:06.845277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:06.850394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:06.852250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:06.852793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:06.898054] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:06.898755] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:06.900126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:06.973511] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 1m 1s | Global ETA: 28m 52s [2025-11-22T02:53:06.974442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:06.974504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:06.976197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:06.976756] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:07.071057] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 2.7s | Global ETA: 28m 52s [2025-11-22T02:53:07.071940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:07.072004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:07.073741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:07.074206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:07.074701] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:07.075574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:07.078007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:07.080736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:07.103248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:07.403000] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 1m 4s | Global ETA: 28m 52s [2025-11-22T02:53:07.403929] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:07.403990] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:07.408812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:07.410099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:07.412453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:07.495972] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: -1.35% | Symbol ETA: 5.0s | Global ETA: 28m 52s [2025-11-22T02:53:07.496920] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:07.496982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:07.501804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:07.503538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:07.504049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:07.547705] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:07.548390] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:07.549745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:07.700016] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.91% | Symbol ETA: 1m 1s | Global ETA: 28m 52s [2025-11-22T02:53:07.700931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:07.700992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:07.702634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:07.703129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:07.734490] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.17% | Symbol ETA: 2.0s | Global ETA: 28m 52s [2025-11-22T02:53:07.735381] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:07.735444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:07.737099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:07.737590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:07.738039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:07.738927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:07.741323] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:07.744072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:07.827851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.012256] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.46% | Symbol ETA: 1m 4s | Global ETA: 28m 52s [2025-11-22T02:53:08.013137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:08.013218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:08.018038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:08.019176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:08.021537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.191050] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 3.03% | Symbol ETA: 4.3s | Global ETA: 28m 52s [2025-11-22T02:53:08.191939] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:08.192003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:08.196795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:08.198571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:08.199055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:08.242727] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:08.243395] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:08.244751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.420789] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -1.03% | Symbol ETA: 1.2s | Global ETA: 28m 52s [2025-11-22T02:53:08.421700] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:08.421763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:08.423444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:08.423961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:08.424394] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:08.425084] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 59.8s | Global ETA: 28m 52s [2025-11-22T02:53:08.425294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:08.426034] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:08.426096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:08.427688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:08.427812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:08.428304] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:08.430366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.553849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.625669] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.49% | Symbol ETA: 1m 3s | Global ETA: 28m 52s [2025-11-22T02:53:08.626557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:08.626618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:08.631441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:08.632397] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:08.634773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:08.853704] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 3.6s | Global ETA: 28m 53s [2025-11-22T02:53:08.854568] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:08.854631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:08.859431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:08.861246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:08.861820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:08.905518] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:08.906430] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:08.907846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:09.094739] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 0.5s | Global ETA: 28m 53s [2025-11-22T02:53:09.146218] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 59.0s | Global ETA: 28m 53s [2025-11-22T02:53:09.147132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:09.147195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:09.148911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:09.149432] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:09.235193] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.25% | Symbol ETA: 1m 2s | Global ETA: 28m 53s [2025-11-22T02:53:09.236109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:09.236170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:09.240868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:09.241796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:09.244141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:09.262897] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.86%, Actual: 2.09% [2025-11-22T02:53:09.273492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:09.433462] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.55%, Actual: 0.39% [2025-11-22T02:53:09.530136] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.68% | Symbol ETA: 2.9s | Global ETA: 28m 53s [2025-11-22T02:53:09.531059] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:09.531124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:09.536125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:09.537993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:09.538538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:09.583847] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:09.584858] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:53:09.586360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:09.600762] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.94%, Actual: 0.85% [2025-11-22T02:53:09.767799] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 1.33% [2025-11-22T02:53:09.846494] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 1m 2s | Global ETA: 28m 53s [2025-11-22T02:53:09.878033] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 58.3s | Global ETA: 28m 53s [2025-11-22T02:53:09.878968] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:09.879031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:09.880739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:09.881223] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:09.934790] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.01%, Actual: 0.80% [2025-11-22T02:53:10.009729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:10.015473] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.98%, Actual: 0.84% [2025-11-22T02:53:10.105795] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.43%, Actual: 1.30% [2025-11-22T02:53:10.183941] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.95% [2025-11-22T02:53:10.204094] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 1.28% | Symbol ETA: 2.2s | Global ETA: 28m 53s [2025-11-22T02:53:10.273294] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.60% [2025-11-22T02:53:10.352754] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 0.57% [2025-11-22T02:53:10.375295] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.52%, Actual: 2.04% [2025-11-22T02:53:10.440695] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.17%, Actual: 0.36% [2025-11-22T02:53:10.521128] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -2.11%, Actual: 2.37% [2025-11-22T02:53:10.553424] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.08%, Actual: 1.40% [2025-11-22T02:53:10.609343] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -1.03%, Actual: 1.45% [2025-11-22T02:53:10.614025] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 57.6s | Global ETA: 28m 53s [2025-11-22T02:53:10.614946] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:10.615006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:10.616700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:10.617176] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:10.689630] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.03%, Actual: 0.70% [2025-11-22T02:53:10.729962] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 0.26% [2025-11-22T02:53:10.740785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:10.777673] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 1.98% [2025-11-22T02:53:10.777845] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 46.9660% [2025-11-22T02:53:10.777927] [INFO ] [main ] FCN: DISCARDED add_volume_flow_differentials (score: 46.97%) [2025-11-22T02:53:10.777971] [INFO ] [main ] FCN: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:53:10.778003] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_volume_pressure_into_close'] [2025-11-22T02:53:10.778036] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:53:10.790578] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:10.791992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:10.792056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:10.793908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:10.794399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:10.794858] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:10.795785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:10.798183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:10.799851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:10.858573] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 1.41% [2025-11-22T02:53:10.909788] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 1.69% [2025-11-22T02:53:11.028929] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.46%, Actual: 3.37% [2025-11-22T02:53:11.087491] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -4.83%, Actual: 0.40% [2025-11-22T02:53:11.197620] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.49%, Actual: 1.27% [2025-11-22T02:53:11.257480] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: -1.35%, Actual: 1.86% [2025-11-22T02:53:11.337454] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 56.9s | Global ETA: 28m 53s [2025-11-22T02:53:11.338370] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:11.338432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:11.340114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:11.340614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:11.366623] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.25%, Actual: 5.74% [2025-11-22T02:53:11.430217] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 3.03%, Actual: 0.23% [2025-11-22T02:53:11.465637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:11.466793] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 3.68% | Symbol ETA: 6.4s | Global ETA: 28m 53s [2025-11-22T02:53:11.467741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:11.467806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:11.469472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:11.470026] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:11.470471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:11.471377] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:11.473757] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:11.475400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:11.539295] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 3.44% [2025-11-22T02:53:11.539540] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 56.3757% [2025-11-22T02:53:11.539595] [INFO ] [main ] KOP: DISCARDED add_day_shape_ratios (score: 56.38%) [2025-11-22T02:53:11.539635] [INFO ] [main ] KOP: Testing feature 8/53: add_directional_consistency [2025-11-22T02:53:11.539688] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T02:53:11.539726] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:11.552301] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:11.554011] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:11.554086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:11.559493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:11.560610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:11.602046] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 1.03% [2025-11-22T02:53:11.702477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:11.774891] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.68%, Actual: 0.99% [2025-11-22T02:53:11.954733] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.28%, Actual: 1.43% [2025-11-22T02:53:11.954942] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 47.2983% [2025-11-22T02:53:11.955045] [INFO ] [main ] FCF: DISCARDED add_signed_carry_history_11 (score: 47.30%) [2025-11-22T02:53:11.955091] [INFO ] [main ] FCF: Testing feature 44/53: add_sma_ratio [2025-11-22T02:53:11.955126] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_sma_ratio'] [2025-11-22T02:53:11.955162] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:11.969109] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:11.970612] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:11.970696] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:11.975731] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:11.977610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:11.978121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:12.024828] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:12.025702] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:12.026462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.052063] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.57% | Symbol ETA: 56.1s | Global ETA: 28m 54s [2025-11-22T02:53:12.053060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:12.053124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:12.054826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:12.055667] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:12.146065] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -1.95% | Symbol ETA: 5.8s | Global ETA: 28m 54s [2025-11-22T02:53:12.146968] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:12.147031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:12.148698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:12.149194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:12.149620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:12.150509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:12.152867] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:12.154454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.180551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.345292] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 4.85% | Symbol ETA: 1m 0s | Global ETA: 28m 54s [2025-11-22T02:53:12.346352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:12.346422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:12.351734] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:12.352712] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:12.490915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.641033] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.08% | Symbol ETA: 7.8s | Global ETA: 28m 54s [2025-11-22T02:53:12.641914] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:12.641976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:12.646666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:12.648419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:12.648909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:12.692213] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:12.693016] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:12.693748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.777019] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 55.4s | Global ETA: 28m 54s [2025-11-22T02:53:12.777959] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:12.778022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:12.779713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:12.780200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:12.814519] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.64% | Symbol ETA: 5.1s | Global ETA: 28m 54s [2025-11-22T02:53:12.815410] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:12.815473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:12.817124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:12.817615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:12.818060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:12.818951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:12.821306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:12.822924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:12.907290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:13.124569] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 59.3s | Global ETA: 28m 54s [2025-11-22T02:53:13.125505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:13.125569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:13.130634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:13.131624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:13.264678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:13.290475] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.92% | Symbol ETA: 7.1s | Global ETA: 28m 54s [2025-11-22T02:53:13.291420] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:13.291490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:13.296446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:13.298301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:13.298836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:13.343563] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:13.344274] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:13.345005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:13.483283] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 4.4s | Global ETA: 28m 54s [2025-11-22T02:53:13.484177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:13.484239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:13.485889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:13.486357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:13.486807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:13.487721] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:13.490077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:13.491699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:13.502027] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 54.7s | Global ETA: 28m 54s [2025-11-22T02:53:13.670170] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.34%, Actual: 0.32% [2025-11-22T02:53:13.836394] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.91%, Actual: 0.68% [2025-11-22T02:53:13.871231] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.34% | Symbol ETA: 58.4s | Global ETA: 28m 54s [2025-11-22T02:53:13.872236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:13.872302] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:13.877345] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:13.878373] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:13.956045] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.23% | Symbol ETA: 6.4s | Global ETA: 28m 54s [2025-11-22T02:53:13.957025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:13.957091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:13.962384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:13.964252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:13.964761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:14.004066] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.34% [2025-11-22T02:53:14.012277] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:14.012845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.013273] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:14.014048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.156567] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 3.7s | Global ETA: 28m 54s [2025-11-22T02:53:14.157511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:14.157575] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:14.159220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:14.162468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:14.162922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:14.164172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:14.166530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:14.168175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.170447] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 0.60% [2025-11-22T02:53:14.344495] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 0.26% [2025-11-22T02:53:14.521831] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 1.00% [2025-11-22T02:53:14.646426] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 5.8s | Global ETA: 28m 55s [2025-11-22T02:53:14.647316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:14.647395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:14.652108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:14.653852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:14.654324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:14.665697] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 57.7s | Global ETA: 28m 55s [2025-11-22T02:53:14.666604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:14.666688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:14.671893] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:14.672903] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:14.694304] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.52% [2025-11-22T02:53:14.696694] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:14.697387] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:14.698101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.807568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.825375] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.88% | Symbol ETA: 3.0s | Global ETA: 28m 55s [2025-11-22T02:53:14.826283] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:14.826345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:14.828066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:14.828566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:14.829029] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:14.829953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:14.832359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:14.833981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:14.863718] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.57%, Actual: 0.06% [2025-11-22T02:53:15.034192] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.92% [2025-11-22T02:53:15.201842] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 1.71% [2025-11-22T02:53:15.202040] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.4473% [2025-11-22T02:53:15.202173] [INFO ] [main ] PDX: DISCARDED add_directional_consistency (score: 39.45%) [2025-11-22T02:53:15.202219] [INFO ] [main ] PDX: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:53:15.202250] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T02:53:15.202284] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:15.215187] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:15.216702] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:15.216765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:15.218593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:15.219125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:15.220876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:15.275573] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.65% | Symbol ETA: 5.1s | Global ETA: 28m 55s [2025-11-22T02:53:15.276446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:15.276521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:15.281282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:15.283002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:15.283469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:15.326056] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:15.326795] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:15.327518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:15.422842] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 56.9s | Global ETA: 28m 55s [2025-11-22T02:53:15.423732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:15.423794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:15.428506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:15.429432] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:15.490825] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 2.4s | Global ETA: 28m 55s [2025-11-22T02:53:15.491719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:15.491783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:15.493420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:15.493927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:15.494354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:15.495271] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:15.497663] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:15.499263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:15.561436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:15.815702] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.56% | Symbol ETA: 54.8s | Global ETA: 28m 55s [2025-11-22T02:53:15.816577] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:15.816639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:15.818333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:15.818837] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:15.820499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:15.903679] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.40% | Symbol ETA: 4.4s | Global ETA: 28m 55s [2025-11-22T02:53:15.904562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:15.904625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:15.912861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:15.914965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:15.915435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:15.957805] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:15.958507] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:15.959229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.158384] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 1.7s | Global ETA: 28m 55s [2025-11-22T02:53:16.159279] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:16.159342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:16.161008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:16.161479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:16.161932] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:16.162823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:16.165176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:16.166797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.189840] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 5.29% | Symbol ETA: 56.1s | Global ETA: 28m 55s [2025-11-22T02:53:16.190869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:16.190947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:16.196441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:16.197553] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:16.329423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.441864] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.58% | Symbol ETA: 54.3s | Global ETA: 28m 55s [2025-11-22T02:53:16.442771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:16.442832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:16.444477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:16.444994] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:16.446627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.537963] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 3.8s | Global ETA: 28m 55s [2025-11-22T02:53:16.538858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:16.538921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:16.543551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:16.545268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:16.545780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:16.587559] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:16.588272] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:16.588984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.823321] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 1.0s | Global ETA: 28m 55s [2025-11-22T02:53:16.824224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:16.824304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:16.825948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:16.826421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:16.826873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:16.827784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:16.830108] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:53:16.831735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:16.957976] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.40% | Symbol ETA: 55.3s | Global ETA: 28m 55s [2025-11-22T02:53:16.958974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:16.959042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:16.964422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:16.965396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:17.047325] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.26% | Symbol ETA: 53.6s | Global ETA: 28m 55s [2025-11-22T02:53:17.048513] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:17.048600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:17.050350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:17.050872] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:17.052563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.099747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.166339] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 3.1s | Global ETA: 28m 56s [2025-11-22T02:53:17.167245] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:17.167308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:17.172013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:17.173828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:17.174286] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:17.217228] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:17.218173] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:17.218905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.489561] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 0.3s | Global ETA: 28m 56s [2025-11-22T02:53:17.654537] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 53.0s | Global ETA: 28m 56s [2025-11-22T02:53:17.655444] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:17.655504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:17.657175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:17.657634] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 3.68%, Actual: 2.09% [2025-11-22T02:53:17.657736] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:17.659419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.718516] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.48% | Symbol ETA: 54.5s | Global ETA: 28m 56s [2025-11-22T02:53:17.719443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:17.719507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:17.724750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:17.725788] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:17.805461] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 2.5s | Global ETA: 28m 56s [2025-11-22T02:53:17.806350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:17.806413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:17.811613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:17.813370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:17.813845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:17.824506] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.95%, Actual: 0.39% [2025-11-22T02:53:17.857114] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:17.858090] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:53:17.858597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.858916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:17.991988] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.64%, Actual: 0.85% [2025-11-22T02:53:18.160397] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 1.33% [2025-11-22T02:53:18.261158] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 52.4s | Global ETA: 28m 56s [2025-11-22T02:53:18.262395] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:18.262458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:18.264162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:18.264677] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:18.266365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:18.330456] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 0.80% [2025-11-22T02:53:18.448684] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 1.8s | Global ETA: 28m 56s [2025-11-22T02:53:18.480377] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.31% | Symbol ETA: 53.8s | Global ETA: 28m 56s [2025-11-22T02:53:18.481322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:18.481410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:18.486564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:18.487741] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:53:18.516275] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.88%, Actual: 1.30% [2025-11-22T02:53:18.617715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:18.623891] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.08%, Actual: 2.04% [2025-11-22T02:53:18.693513] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.60% [2025-11-22T02:53:18.801969] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.92%, Actual: 1.40% [2025-11-22T02:53:18.860270] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 0.36% [2025-11-22T02:53:18.865346] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 51.8s | Global ETA: 28m 56s [2025-11-22T02:53:18.866263] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:18.866326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:18.868062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:18.868569] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:18.870282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:18.981977] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.23%, Actual: 0.26% [2025-11-22T02:53:19.029614] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: 0.56%, Actual: 1.45% [2025-11-22T02:53:19.158791] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 1.69% [2025-11-22T02:53:19.196398] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 1.98% [2025-11-22T02:53:19.196595] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 39.5490% [2025-11-22T02:53:19.196698] [INFO ] [main ] FCN: DISCARDED add_volume_pressure_into_close (score: 39.55%) [2025-11-22T02:53:19.196744] [INFO ] [main ] FCN: Testing feature 52/53: add_volume_zscore [2025-11-22T02:53:19.196776] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_volume_zscore'] [2025-11-22T02:53:19.196811] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:53:19.209159] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:19.210384] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:19.210449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:19.215488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:19.216023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:19.216457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:19.217378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:19.219799] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:19.221400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:19.251667] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 53.0s | Global ETA: 28m 56s [2025-11-22T02:53:19.333546] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.65%, Actual: 0.40% [2025-11-22T02:53:19.425310] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 4.85%, Actual: 0.84% [2025-11-22T02:53:19.467267] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 51.2s | Global ETA: 28m 56s [2025-11-22T02:53:19.468183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:19.468243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:19.469926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:19.470397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:19.472037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:19.500579] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.40%, Actual: 1.86% [2025-11-22T02:53:19.602090] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -2.06%, Actual: 0.95% [2025-11-22T02:53:19.666287] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.81%, Actual: 0.23% [2025-11-22T02:53:19.778255] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.34%, Actual: 0.57% [2025-11-22T02:53:19.831610] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.03% [2025-11-22T02:53:19.886546] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.60% | Symbol ETA: 6.3s | Global ETA: 28m 56s [2025-11-22T02:53:19.887473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:19.887536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:19.889201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:19.889697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:19.890137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:19.891033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:19.893407] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:19.895005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:19.953416] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 2.37% [2025-11-22T02:53:19.997253] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.49%, Actual: 0.99% [2025-11-22T02:53:20.130287] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 50.6s | Global ETA: 28m 57s [2025-11-22T02:53:20.131195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:20.131257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:20.132948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:20.133428] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:20.133482] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 0.70% [2025-11-22T02:53:20.135060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:20.164390] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.23%, Actual: 1.43% [2025-11-22T02:53:20.164590] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 40.5237% [2025-11-22T02:53:20.164695] [INFO ] [main ] FCF: DISCARDED add_sma_ratio (score: 40.52%) [2025-11-22T02:53:20.164742] [INFO ] [main ] FCF: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:53:20.164774] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_vol_of_vol'] [2025-11-22T02:53:20.164808] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:20.177899] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:20.179182] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:20.179243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:20.184008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:20.185781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:20.186246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:20.229606] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:20.230296] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:20.231350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:20.312542] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 5.29%, Actual: 1.41% [2025-11-22T02:53:20.494623] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.40%, Actual: 3.37% [2025-11-22T02:53:20.558914] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.22% | Symbol ETA: 5.6s | Global ETA: 28m 57s [2025-11-22T02:53:20.559819] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:20.559881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:20.561552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:20.562070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:20.562502] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:20.563424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:20.565807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:20.567421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:20.668557] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.48%, Actual: 1.27% [2025-11-22T02:53:20.749699] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 50.0s | Global ETA: 28m 57s [2025-11-22T02:53:20.750564] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:20.750668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:20.752286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:20.752780] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:20.754380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:20.833977] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.08% | Symbol ETA: 7.2s | Global ETA: 28m 57s [2025-11-22T02:53:20.834866] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:20.834930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:20.840094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:20.841896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:20.842363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:20.848499] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.31%, Actual: 5.74% [2025-11-22T02:53:20.888846] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:20.889676] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:20.890809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:21.029429] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 3.44% [2025-11-22T02:53:21.029667] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 44.4268% [2025-11-22T02:53:21.029761] [INFO ] [main ] KOP: DISCARDED add_directional_consistency (score: 44.43%) [2025-11-22T02:53:21.029802] [INFO ] [main ] KOP: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:53:21.029837] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T02:53:21.029872] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:21.041879] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:21.043203] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:21.043269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:21.048207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:21.049227] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:21.050985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:21.246975] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -3.30% | Symbol ETA: 4.9s | Global ETA: 28m 57s [2025-11-22T02:53:21.247897] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:21.247961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:21.249566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:21.250097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:21.250530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:21.251420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:21.253798] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:21.255367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:21.353026] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 49.4s | Global ETA: 28m 57s [2025-11-22T02:53:21.506857] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 6.6s | Global ETA: 28m 57s [2025-11-22T02:53:21.507764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:21.507826] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:21.512486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:21.514253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:21.514728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:21.522169] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.56%, Actual: 0.32% [2025-11-22T02:53:21.557785] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:21.558474] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:21.559576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:21.658166] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 57.7s | Global ETA: 28m 57s [2025-11-22T02:53:21.659066] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:21.659127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:21.663898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:21.664835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:21.666456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:21.690871] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.58%, Actual: 0.68% [2025-11-22T02:53:21.857664] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.26%, Actual: 0.34% [2025-11-22T02:53:21.909709] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 4.2s | Global ETA: 28m 57s [2025-11-22T02:53:21.910570] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:21.910634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:21.912302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:21.912825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:21.913283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:21.914165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:21.916522] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:21.918129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.028574] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 0.60% [2025-11-22T02:53:22.151440] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.35% | Symbol ETA: 5.9s | Global ETA: 28m 57s [2025-11-22T02:53:22.152336] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:22.152399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:22.157104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:22.158870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:22.159332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:22.197152] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 0.26% [2025-11-22T02:53:22.202875] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:22.203872] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:22.205031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.259120] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 57.1s | Global ETA: 28m 57s [2025-11-22T02:53:22.260011] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:22.260072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:22.264769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:22.265707] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:22.267319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.364211] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 1.00% [2025-11-22T02:53:22.536115] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.52% [2025-11-22T02:53:22.592998] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: -0.41% | Symbol ETA: 3.5s | Global ETA: 28m 57s [2025-11-22T02:53:22.593912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:22.593975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:22.595632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:22.596180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:22.596619] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:22.597542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:22.599977] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:22.601561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.708255] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 0.06% [2025-11-22T02:53:22.786069] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.72% | Symbol ETA: 5.2s | Global ETA: 28m 58s [2025-11-22T02:53:22.786947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:22.787009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:22.791764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:22.793488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:22.793971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:22.837318] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:22.838089] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:22.839174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.862533] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.39% | Symbol ETA: 56.4s | Global ETA: 28m 58s [2025-11-22T02:53:22.863421] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:22.863482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:22.868322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:22.869298] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:22.870954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:22.883470] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.92% [2025-11-22T02:53:23.058800] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 1.71% [2025-11-22T02:53:23.059032] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 32.6020% [2025-11-22T02:53:23.059123] [INFO ] [main ] PDX: DISCARDED add_fullday_parkinson_range (score: 32.60%) [2025-11-22T02:53:23.059168] [INFO ] [main ] PDX: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:53:23.059201] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T02:53:23.059237] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:23.072088] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:23.073447] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:23.073510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:23.075270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:23.075817] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:23.121756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:23.271613] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 1.93% | Symbol ETA: 2.9s | Global ETA: 28m 58s [2025-11-22T02:53:23.272530] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:23.272593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:23.274269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:23.274798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:23.275233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:23.276130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:23.278528] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:23.280119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:23.423759] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 4.6s | Global ETA: 28m 58s [2025-11-22T02:53:23.424621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:23.424703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:23.433080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:23.434898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:23.435353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:23.469330] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.99% | Symbol ETA: 55.8s | Global ETA: 28m 58s [2025-11-22T02:53:23.470275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:23.470337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:23.475146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:23.476113] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:23.477759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:23.479041] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:23.480163] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:23.481303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:23.745171] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.10% | Symbol ETA: 43.6s | Global ETA: 28m 58s [2025-11-22T02:53:23.746124] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:23.746188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:23.747975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:23.748474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:23.796566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:23.970690] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -1.08% | Symbol ETA: 2.2s | Global ETA: 28m 58s [2025-11-22T02:53:23.971608] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:23.971699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:23.973390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:23.973967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:23.974409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:23.975301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:23.977824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:23.979502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.067268] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 3.52% | Symbol ETA: 3.9s | Global ETA: 28m 58s [2025-11-22T02:53:24.068189] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:24.068267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:24.073080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:24.074812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:24.075269] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:24.106747] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 55.3s | Global ETA: 28m 58s [2025-11-22T02:53:24.107669] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:24.107730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:24.112566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:24.113498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:24.115139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.119039] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:24.119799] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:24.120896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.421871] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 42.9s | Global ETA: 28m 58s [2025-11-22T02:53:24.422875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:24.422937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:24.424678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:24.425175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:24.471687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.662794] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 1.5s | Global ETA: 28m 58s [2025-11-22T02:53:24.663697] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:24.663773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:24.665413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:24.665939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:24.666367] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:24.667242] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:24.669632] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:24.671212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.707707] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 3.2s | Global ETA: 28m 58s [2025-11-22T02:53:24.708573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:24.708654] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:24.713393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:24.715118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:24.715575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:24.727808] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.54% | Symbol ETA: 54.7s | Global ETA: 28m 58s [2025-11-22T02:53:24.728822] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:24.728886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:24.733808] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:24.734782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:24.736497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:24.759308] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:24.760015] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:24.761420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.077983] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 42.2s | Global ETA: 28m 58s [2025-11-22T02:53:25.078878] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:25.078938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:25.080568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:25.081070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:25.124027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.328014] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -2.35% | Symbol ETA: 0.8s | Global ETA: 28m 58s [2025-11-22T02:53:25.328891] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:25.328953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:25.330557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:25.331060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:25.331493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:25.332367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:25.334729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:53:25.336287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.347611] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 2.6s | Global ETA: 28m 58s [2025-11-22T02:53:25.348491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:25.348554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:25.353374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:25.355109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:25.355151] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.99% | Symbol ETA: 54.0s | Global ETA: 28m 58s [2025-11-22T02:53:25.355564] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:25.356099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:25.356162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:25.361057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:25.362040] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:25.363713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.398575] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:25.399239] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:25.400297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.717725] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 41.5s | Global ETA: 28m 59s [2025-11-22T02:53:25.718715] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:25.718779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:25.720444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:25.720958] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:25.766144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.967977] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.05% | Symbol ETA: 53.4s | Global ETA: 28m 59s [2025-11-22T02:53:25.968868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:25.968966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:25.973786] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:25.974711] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:25.976435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:25.979914] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 2.0s | Global ETA: 28m 59s [2025-11-22T02:53:25.980802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:25.980868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:25.985157] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 0.2s | Global ETA: 28m 59s [2025-11-22T02:53:25.985616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:25.987369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:25.987847] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:26.031115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:26.031865] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:26.032981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:26.152981] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.60%, Actual: 2.09% [2025-11-22T02:53:26.318420] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.22%, Actual: 0.39% [2025-11-22T02:53:26.379559] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 40.8s | Global ETA: 28m 59s [2025-11-22T02:53:26.380529] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:26.380594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:26.382386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:26.382913] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:26.434732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:26.486518] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 0.85% [2025-11-22T02:53:26.586013] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.37% | Symbol ETA: 52.8s | Global ETA: 28m 59s [2025-11-22T02:53:26.586925] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:26.586987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:26.591763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:26.592704] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:53:26.594348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:26.634067] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.85% | Symbol ETA: 1.3s | Global ETA: 28m 59s [2025-11-22T02:53:26.651824] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 1.33% [2025-11-22T02:53:26.803932] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.08%, Actual: 2.04% [2025-11-22T02:53:26.816954] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: -0.41%, Actual: 0.80% [2025-11-22T02:53:26.973666] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 1.40% [2025-11-22T02:53:27.038314] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 1.93%, Actual: 1.30% [2025-11-22T02:53:27.075905] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 40.2s | Global ETA: 28m 59s [2025-11-22T02:53:27.076805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:27.076866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:27.078539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:27.079041] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:27.121568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:27.143509] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 0.26% [2025-11-22T02:53:27.192884] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.68% | Symbol ETA: 52.2s | Global ETA: 28m 59s [2025-11-22T02:53:27.204917] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -1.08%, Actual: 0.60% [2025-11-22T02:53:27.313164] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.72%, Actual: 1.69% [2025-11-22T02:53:27.360081] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.84% [2025-11-22T02:53:27.378843] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.36% [2025-11-22T02:53:27.484425] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 0.40% [2025-11-22T02:53:27.525706] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.95% [2025-11-22T02:53:27.554867] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -2.35%, Actual: 1.45% [2025-11-22T02:53:27.664543] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 3.52%, Actual: 1.86% [2025-11-22T02:53:27.699771] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.39%, Actual: 0.57% [2025-11-22T02:53:27.722141] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 1.98% [2025-11-22T02:53:27.722350] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 44.8815% [2025-11-22T02:53:27.722443] [INFO ] [main ] FCN: DISCARDED add_volume_zscore (score: 44.88%) [2025-11-22T02:53:27.722487] [INFO ] [main ] FCN: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:53:27.722520] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_vwap_deviations'] [2025-11-22T02:53:27.722554] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T02:53:27.723210] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.06% | Symbol ETA: 39.5s | Global ETA: 28m 59s [2025-11-22T02:53:27.724113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:27.724173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:27.725853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:27.726332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:27.734960] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:27.736244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:27.736308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:27.738036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:27.738544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:27.739008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:27.739893] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:27.742234] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:27.747976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:27.771394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:27.836588] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.23% [2025-11-22T02:53:27.927439] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.99%, Actual: 2.37% [2025-11-22T02:53:28.009320] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.03% [2025-11-22T02:53:28.100809] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.70% [2025-11-22T02:53:28.177634] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 0.99% [2025-11-22T02:53:28.279842] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.54%, Actual: 1.41% [2025-11-22T02:53:28.351637] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.85%, Actual: 1.43% [2025-11-22T02:53:28.351856] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 44.6530% [2025-11-22T02:53:28.351945] [INFO ] [main ] FCF: DISCARDED add_vol_of_vol (score: 44.65%) [2025-11-22T02:53:28.351985] [INFO ] [main ] FCF: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:53:28.352017] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_volatility_decay_ratio'] [2025-11-22T02:53:28.352052] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:28.365313] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:28.366546] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:28.366609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:28.371045] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.04% | Symbol ETA: 38.9s | Global ETA: 28m 60s [2025-11-22T02:53:28.371366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:28.371923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:28.371986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:28.373166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:28.373595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:28.373626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:28.374092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:28.417322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:28.418497] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:28.419261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:28.420476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:28.438499] [INFO ] [main ] FCN: Lookback Days: 2, Magnitude: 1.33% | Symbol ETA: 6.3s | Global ETA: 28m 60s [2025-11-22T02:53:28.439402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:28.439465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:28.441111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:28.441588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:28.442044] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:28.442928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:28.445244] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:28.449601] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.99%, Actual: 3.37% [2025-11-22T02:53:28.450865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:28.618916] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.05%, Actual: 1.27% [2025-11-22T02:53:28.787296] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.37%, Actual: 5.74% [2025-11-22T02:53:28.956112] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.68%, Actual: 3.44% [2025-11-22T02:53:28.956344] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 48.1633% [2025-11-22T02:53:28.956444] [INFO ] [main ] KOP: DISCARDED add_fullday_parkinson_range (score: 48.16%) [2025-11-22T02:53:28.956489] [INFO ] [main ] KOP: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:53:28.956523] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_fill_state'] [2025-11-22T02:53:28.956580] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:28.967886] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:28.969258] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:28.969323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:28.974199] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:28.975214] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:29.019374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.019685] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.06% | Symbol ETA: 7.0s | Global ETA: 28m 60s [2025-11-22T02:53:29.020565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:29.020631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:29.020710] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.37% | Symbol ETA: 38.2s | Global ETA: 28m 60s [2025-11-22T02:53:29.021590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:29.021674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:29.023329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:29.023845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:29.025528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:29.027320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:29.027849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:29.066752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.072729] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:29.073594] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:29.074779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.109970] [INFO ] [main ] FCN: Lookback Days: 3, Magnitude: -2.16% | Symbol ETA: 5.5s | Global ETA: 28m 60s [2025-11-22T02:53:29.110885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:29.110948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:29.112568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:29.113077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:29.113509] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:29.114393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:29.116751] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:29.122439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.617168] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 43.7s | Global ETA: 28m 60s [2025-11-22T02:53:29.618104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:29.618166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:29.622929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:29.623855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:29.664067] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.34% | Symbol ETA: 6.3s | Global ETA: 28m 60s [2025-11-22T02:53:29.664984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:29.665046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:29.667007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.669116] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 37.5s | Global ETA: 28m 60s [2025-11-22T02:53:29.669907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:29.671726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:29.672231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:29.716839] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:29.717786] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:29.718994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.787896] [INFO ] [main ] FCN: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 4.8s | Global ETA: 29m 0s [2025-11-22T02:53:29.788794] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:29.788871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:29.790517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:29.791028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:29.791458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:29.792339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:29.794687] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:29.800410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:29.842492] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.10%, Actual: 0.32% [2025-11-22T02:53:30.011826] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 0.68% [2025-11-22T02:53:30.182376] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 0.34% [2025-11-22T02:53:30.268281] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 2.51% | Symbol ETA: 43.1s | Global ETA: 29m 0s [2025-11-22T02:53:30.269169] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:30.269230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:30.273981] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:30.274909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:30.307914] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -1.90% | Symbol ETA: 5.6s | Global ETA: 29m 0s [2025-11-22T02:53:30.308817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:30.308884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:30.313724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:30.315529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:30.316017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:30.318005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:30.351425] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.60% [2025-11-22T02:53:30.359459] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:30.360292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:30.361447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:30.469241] [INFO ] [main ] FCN: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 4.1s | Global ETA: 29m 0s [2025-11-22T02:53:30.470132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:30.470195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:30.471833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:30.472307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:30.472804] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:30.473684] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:30.476039] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:30.481862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:30.520585] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.44%, Actual: 0.26% [2025-11-22T02:53:30.692794] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.00% [2025-11-22T02:53:30.863249] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.06%, Actual: 0.52% [2025-11-22T02:53:30.914377] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -4.79% | Symbol ETA: 42.4s | Global ETA: 29m 0s [2025-11-22T02:53:30.915603] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:30.915686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:30.920506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:30.921438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:30.954272] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 5.0s | Global ETA: 29m 0s [2025-11-22T02:53:30.955170] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:30.955234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:30.960113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:30.961965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:30.962488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:30.964932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.006963] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:31.008037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:31.009316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.033163] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.04%, Actual: 0.06% [2025-11-22T02:53:31.141114] [INFO ] [main ] FCN: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3.4s | Global ETA: 29m 0s [2025-11-22T02:53:31.141997] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:31.142059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:31.143680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:31.144168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:31.144600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:31.145491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:31.147865] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:31.153558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.206010] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.37%, Actual: 0.92% [2025-11-22T02:53:31.376586] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 1.71% [2025-11-22T02:53:31.376810] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 32.1330% [2025-11-22T02:53:31.376892] [INFO ] [main ] PDX: DISCARDED add_gap_fill_state (score: 32.13%) [2025-11-22T02:53:31.376936] [INFO ] [main ] PDX: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:53:31.376967] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_morning_composite'] [2025-11-22T02:53:31.377001] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:31.389831] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:31.391285] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:31.391347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:31.393083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:31.393608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:31.394607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.582804] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.11% | Symbol ETA: 41.8s | Global ETA: 29m 1s [2025-11-22T02:53:31.583776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:31.583840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:31.588911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:31.589919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:31.599189] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -3.20% | Symbol ETA: 4.3s | Global ETA: 29m 1s [2025-11-22T02:53:31.600097] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:31.600161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:31.604999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:31.606796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:31.607266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:31.636489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.651681] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:31.652441] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:31.653695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:31.812667] [INFO ] [main ] FCN: Lookback Days: 7, Magnitude: 3.00% | Symbol ETA: 2.7s | Global ETA: 29m 1s [2025-11-22T02:53:31.813530] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:31.813593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:31.815244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:31.815740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:31.816320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:31.817398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:31.819814] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:31.825347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.002590] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.92% | Symbol ETA: 40.4s | Global ETA: 29m 1s [2025-11-22T02:53:32.003478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:32.003539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:32.005257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:32.005761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:32.006724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.240601] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 3.7s | Global ETA: 29m 1s [2025-11-22T02:53:32.241535] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:32.241600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:32.246363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:32.248226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:32.248744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:32.250193] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 41.2s | Global ETA: 29m 1s [2025-11-22T02:53:32.251098] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:32.251162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:32.256109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:32.257075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:32.292265] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:32.293109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:32.294262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.302014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.484452] [INFO ] [main ] FCN: Lookback Days: 8, Magnitude: -2.00% | Symbol ETA: 2.0s | Global ETA: 29m 1s [2025-11-22T02:53:32.485327] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:32.485390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:32.487046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:32.487545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:32.488006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:32.488887] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:32.491203] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:32.496794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.614991] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 39.8s | Global ETA: 29m 1s [2025-11-22T02:53:32.615876] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:32.615937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:32.617594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:32.618093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:32.619060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.881467] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.85% | Symbol ETA: 3.0s | Global ETA: 29m 1s [2025-11-22T02:53:32.882350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:32.882412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:32.887124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:32.888854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:32.889319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:32.911224] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.55% | Symbol ETA: 40.5s | Global ETA: 29m 1s [2025-11-22T02:53:32.912110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:32.912171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:32.916893] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:32.917914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:32.932547] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:32.933446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:32.934626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:32.963475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.149811] [INFO ] [main ] FCN: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 1.4s | Global ETA: 29m 1s [2025-11-22T02:53:33.150713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:33.150799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:33.152423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:33.156498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:33.156960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:33.157865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:33.160202] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:33.166039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.213175] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 39.2s | Global ETA: 29m 1s [2025-11-22T02:53:33.214060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:33.214120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:33.215789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:33.216262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:33.217222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.520869] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 2.4s | Global ETA: 29m 1s [2025-11-22T02:53:33.521760] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:33.521824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:33.526578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:33.528329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:33.528816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:33.561361] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.59% | Symbol ETA: 39.8s | Global ETA: 29m 1s [2025-11-22T02:53:33.562325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:33.562391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:33.567409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:33.568391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:33.572115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:33.573013] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:33.574153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.613570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.808751] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 38.6s | Global ETA: 29m 1s [2025-11-22T02:53:33.809616] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:33.809696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:33.811327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:33.811835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:33.812799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:33.825963] [INFO ] [main ] FCN: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 0.7s | Global ETA: 29m 1s [2025-11-22T02:53:33.826850] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:33.826912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:33.828540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:33.829048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:53:33.829478] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:33.830375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:53:33.832737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:53:33.838494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:34.159341] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.51% | Symbol ETA: 1.7s | Global ETA: 29m 2s [2025-11-22T02:53:34.160230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:34.160293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:34.165016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:34.166763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:34.167226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:34.210156] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:34.211039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:53:34.212171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:34.220525] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.66% | Symbol ETA: 39.2s | Global ETA: 29m 2s [2025-11-22T02:53:34.221732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:34.221806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:34.228828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:34.230236] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:34.275671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:34.400449] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.03% | Symbol ETA: 37.9s | Global ETA: 29m 2s [2025-11-22T02:53:34.401324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:34.401385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:34.403024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:34.403492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:34.404444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:34.491546] [INFO ] [main ] FCN: Lookback Days: 11, Magnitude: -1.50% | Symbol ETA: 0.0s | Global ETA: 29m 2s [2025-11-22T02:53:34.658834] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 1.33%, Actual: 2.09% [2025-11-22T02:53:34.797621] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 1.1s | Global ETA: 29m 2s [2025-11-22T02:53:34.824454] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -2.16%, Actual: 0.39% [2025-11-22T02:53:34.873838] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.13% | Symbol ETA: 38.5s | Global ETA: 29m 2s [2025-11-22T02:53:34.874730] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:34.874791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:34.879530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:34.880452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:34.922815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:34.966487] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.06%, Actual: 2.04% [2025-11-22T02:53:34.989901] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 0.85% [2025-11-22T02:53:34.997004] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 37.3s | Global ETA: 29m 2s [2025-11-22T02:53:34.997960] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:34.998026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:34.999786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:35.000299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:35.001778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:35.134396] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.34%, Actual: 1.40% [2025-11-22T02:53:35.160423] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 1.33% [2025-11-22T02:53:35.302063] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 0.26% [2025-11-22T02:53:35.326544] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.80% [2025-11-22T02:53:35.470363] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.69% [2025-11-22T02:53:35.494312] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 3.00%, Actual: 1.30% [2025-11-22T02:53:35.519811] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 37.9s | Global ETA: 29m 2s [2025-11-22T02:53:35.620038] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 36.7s | Global ETA: 29m 2s [2025-11-22T02:53:35.621431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:35.621495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:35.623235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:35.623744] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:35.624733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:35.661771] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 0.60% [2025-11-22T02:53:35.686665] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.84% [2025-11-22T02:53:35.693046] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -3.20%, Actual: 0.40% [2025-11-22T02:53:35.828334] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 0.36% [2025-11-22T02:53:35.853427] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 2.51%, Actual: 0.95% [2025-11-22T02:53:35.862314] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.86% [2025-11-22T02:53:35.994714] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 1.45% [2025-11-22T02:53:36.020375] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -4.79%, Actual: 0.57% [2025-11-22T02:53:36.030748] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.85%, Actual: 0.23% [2025-11-22T02:53:36.179373] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.50%, Actual: 1.98% [2025-11-22T02:53:36.179607] [INFO ] [main ] FCN: Magnitude Forecast Confidence: 41.6562% [2025-11-22T02:53:36.179715] [INFO ] [main ] FCN: DISCARDED add_vwap_deviations (score: 41.66%) [2025-11-22T02:53:36.179759] [INFO ] [main ] FCN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:53:36.179790] [INFO ] [main ] FCN: Best accuracy: 58.86% [2025-11-22T02:53:36.179822] [INFO ] [main ] FCN: Best feature set (5 features): ['add_true_range', 'add_atr_10', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T02:53:36.179852] [INFO ] [main ] FCN: Improvement over baseline: 10.80% [2025-11-22T02:53:36.179879] [INFO ] [main ] FCN: Total time: 7.5 minutes [2025-11-22T02:53:36.179906] [INFO ] [main ] FCN: Average time per feature: 8.6 seconds [2025-11-22T02:53:36.179933] [INFO ] [main ] FCN: Average speed: 0.12 features/sec [2025-11-22T02:53:36.186169] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.11%, Actual: 2.37% [2025-11-22T02:53:36.198854] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 1.03% [2025-11-22T02:53:36.237177] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 36.1s | Global ETA: 29m 2s [2025-11-22T02:53:36.238136] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:36.238196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:36.239878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:36.240361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:36.241323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:36.346780] [DEBUG] [METRICS ] FCN: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 2.09% [2025-11-22T02:53:36.353170] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 0.70% [2025-11-22T02:53:36.365774] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.51%, Actual: 0.99% [2025-11-22T02:53:36.513694] [DEBUG] [METRICS ] FCN: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 0.39% [2025-11-22T02:53:36.520924] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.55%, Actual: 1.41% [2025-11-22T02:53:36.533344] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.89%, Actual: 1.43% [2025-11-22T02:53:36.533546] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 39.9148% [2025-11-22T02:53:36.533674] [INFO ] [main ] FCF: DISCARDED add_volatility_decay_ratio (score: 39.91%) [2025-11-22T02:53:36.533723] [INFO ] [main ] FCF: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:53:36.533756] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:53:36.533791] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:36.546674] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:36.547970] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:36.548034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:36.552759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:36.554508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:36.555000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:36.598884] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:36.599907] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:36.601082] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:36.603145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:36.680114] [DEBUG] [METRICS ] FCN: 2025-11-18:2025-11-19: Predicted: -2.70%, Actual: 0.85% [2025-11-22T02:53:36.687575] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.59%, Actual: 3.37% [2025-11-22T02:53:36.842032] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.22% | Symbol ETA: 35.5s | Global ETA: 29m 3s [2025-11-22T02:53:36.842953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:36.843015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:36.844690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:36.845189] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:36.845402] [DEBUG] [METRICS ] FCN: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.33% [2025-11-22T02:53:36.846172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:36.854390] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.66%, Actual: 1.27% [2025-11-22T02:53:37.011159] [DEBUG] [METRICS ] FCN: 2025-11-14:2025-11-17: Predicted: 0.61%, Actual: 0.80% [2025-11-22T02:53:37.020711] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.13%, Actual: 5.74% [2025-11-22T02:53:37.177320] [DEBUG] [METRICS ] FCN: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 1.30% [2025-11-22T02:53:37.191048] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 3.44% [2025-11-22T02:53:37.191243] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.6756% [2025-11-22T02:53:37.191666] [INFO ] [main ] KOP: DISCARDED add_gap_fill_state (score: 49.68%) [2025-11-22T02:53:37.191713] [INFO ] [main ] KOP: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:53:37.191750] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_morning_composite'] [2025-11-22T02:53:37.191784] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:37.204519] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:37.205963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:37.206029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:37.208183] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -0.68% | Symbol ETA: 6.8s | Global ETA: 29m 3s [2025-11-22T02:53:37.209146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:37.209214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:37.210814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:37.211771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:37.212717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:37.214336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:37.216166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:37.216690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:37.262740] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:37.263574] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:37.264724] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:37.266844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:37.346481] [DEBUG] [METRICS ] FCN: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.60% [2025-11-22T02:53:37.449574] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 34.9s | Global ETA: 29m 3s [2025-11-22T02:53:37.513770] [DEBUG] [METRICS ] FCN: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.36% [2025-11-22T02:53:37.620533] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.92%, Actual: 0.32% [2025-11-22T02:53:37.681488] [DEBUG] [METRICS ] FCN: 2025-11-10:2025-11-11: Predicted: -0.68%, Actual: 1.45% [2025-11-22T02:53:37.790237] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.68% [2025-11-22T02:53:37.806343] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.67% | Symbol ETA: 40.0s | Global ETA: 29m 3s [2025-11-22T02:53:37.807230] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:37.807292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:37.812099] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:37.813023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:37.813966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:37.848978] [DEBUG] [METRICS ] FCN: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 1.98% [2025-11-22T02:53:37.849582] [INFO ] [LOCAL ] Saved configuration for FCN: 5 features, 58.86% accuracy -> ./output/feature-sets/FCN.json [2025-11-22T02:53:37.850619] [INFO ] [main ] Progress: 43/57 symbols completed (75.4%). FCN finished in 7m 39s. ETA: 26m 29s. Rate: 0.53 symbols/min [2025-11-22T02:53:37.858039] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:53:37.870125] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:37.870624] [INFO ] [main ] LTC: Testing with 53 available features [2025-11-22T02:53:37.870704] [INFO ] [main ] LTC: Establishing baseline with no features... [2025-11-22T02:53:37.870740] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:53:37.882662] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:37.884139] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:37.885933] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 6.2s | Global ETA: 26m 29s [2025-11-22T02:53:37.886854] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:37.886919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:37.891957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:37.893738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:37.894222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:37.938813] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:37.939587] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:37.940716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:37.942745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:37.961366] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 0.34% [2025-11-22T02:53:38.129538] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.60% [2025-11-22T02:53:38.294851] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.03%, Actual: 0.26% [2025-11-22T02:53:38.406292] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 39.4s | Global ETA: 26m 29s [2025-11-22T02:53:38.407204] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:38.407265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:38.412038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:38.412971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:38.413931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:38.461427] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 1.00% [2025-11-22T02:53:38.461806] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.52% [2025-11-22T02:53:38.462752] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:38.555348] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.20% | Symbol ETA: 5.6s | Global ETA: 26m 29s [2025-11-22T02:53:38.556261] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:38.556327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:38.561271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:38.563420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:38.563919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:38.609467] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:38.610215] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:38.611365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:38.613618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:38.636089] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 0.52% [2025-11-22T02:53:38.809892] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 0.06% [2025-11-22T02:53:38.982914] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.22%, Actual: 0.92% [2025-11-22T02:53:39.008460] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.91% | Symbol ETA: 38.8s | Global ETA: 26m 29s [2025-11-22T02:53:39.009347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:39.009408] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:39.014159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:39.015081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:39.016022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:39.040170] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.55% [2025-11-22T02:53:39.041136] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:39.159195] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 1.71% [2025-11-22T02:53:39.159414] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 35.0657% [2025-11-22T02:53:39.159513] [INFO ] [main ] PDX: DISCARDED add_gap_morning_composite (score: 35.07%) [2025-11-22T02:53:39.159557] [INFO ] [main ] PDX: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:53:39.159591] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_resolution_state'] [2025-11-22T02:53:39.159628] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:39.173045] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:39.174413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:39.174477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:39.176466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:39.177006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:39.224599] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 4.9s | Global ETA: 26m 29s [2025-11-22T02:53:39.225524] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:39.225602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:39.230796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:39.232678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:39.233162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:39.236990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:39.278548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:39.279310] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:39.280399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:39.282440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:39.608297] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.11% | Symbol ETA: 38.2s | Global ETA: 26m 29s [2025-11-22T02:53:39.609627] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:39.609715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:39.614431] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:39.615357] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:39.616305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:39.619363] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.33% [2025-11-22T02:53:39.620695] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:39.863825] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.38% | Symbol ETA: 35.2s | Global ETA: 26m 30s [2025-11-22T02:53:39.864762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:39.864824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:39.866752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:39.867385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:39.891501] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 4.2s | Global ETA: 26m 30s [2025-11-22T02:53:39.892369] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:39.892432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:39.897526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:39.899298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:39.899810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:39.924602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:39.946061] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:39.946779] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:39.947949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:39.950073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:40.209830] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.58% | Symbol ETA: 37.6s | Global ETA: 26m 30s [2025-11-22T02:53:40.210718] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:40.210779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:40.215498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:40.216422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:40.217381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:40.223192] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.22% [2025-11-22T02:53:40.224200] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:40.537984] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.37% | Symbol ETA: 3.5s | Global ETA: 26m 30s [2025-11-22T02:53:40.538873] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:40.538937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:40.543615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:40.545360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:40.545845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:40.551694] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 34.5s | Global ETA: 26m 30s [2025-11-22T02:53:40.552738] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:40.552800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:40.554613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:40.555154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:40.587975] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:40.588628] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:40.589701] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:40.591637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:40.612876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:40.800352] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -1.24% [2025-11-22T02:53:40.801294] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:40.809635] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.63% | Symbol ETA: 37.0s | Global ETA: 26m 30s [2025-11-22T02:53:40.810527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:40.810588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:40.815348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:40.816274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:40.817222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:41.175866] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 2.9s | Global ETA: 26m 30s [2025-11-22T02:53:41.176780] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:41.176844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:41.181539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:41.183272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:41.183760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:41.225894] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:41.226633] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:41.227746] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:41.229705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:41.245939] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 33.8s | Global ETA: 26m 30s [2025-11-22T02:53:41.247251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:41.247314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:41.249112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:41.249613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:41.309008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:41.373330] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.88% [2025-11-22T02:53:41.374273] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:41.414832] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.51% | Symbol ETA: 36.4s | Global ETA: 26m 30s [2025-11-22T02:53:41.415768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:41.415829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:41.420727] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:41.421724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:41.424996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:41.809600] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2.2s | Global ETA: 26m 30s [2025-11-22T02:53:41.810514] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:41.810578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:41.815339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:41.817159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:41.817679] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:41.859835] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:41.860728] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:41.861840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:41.863824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:41.916130] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.68% | Symbol ETA: 33.1s | Global ETA: 26m 30s [2025-11-22T02:53:41.917052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:41.917128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:41.918899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:41.919407] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:41.955611] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.14% [2025-11-22T02:53:41.956537] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:41.977278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:42.041906] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 4.14% | Symbol ETA: 35.8s | Global ETA: 26m 30s [2025-11-22T02:53:42.042822] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:42.042882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:42.047632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:42.048568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:42.049514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:42.456085] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 2.43% | Symbol ETA: 1.5s | Global ETA: 26m 30s [2025-11-22T02:53:42.457023] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:53:42.457113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:42.462480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:42.464428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:42.464959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:42.509507] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:42.510459] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:53:42.511617] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:53:42.513633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:42.525125] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.22% [2025-11-22T02:53:42.526061] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:42.586946] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.40% | Symbol ETA: 32.4s | Global ETA: 26m 30s [2025-11-22T02:53:42.587893] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:42.587954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:42.589594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:42.590091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:42.644238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:42.676668] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.07% | Symbol ETA: 35.2s | Global ETA: 26m 30s [2025-11-22T02:53:42.677600] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:42.677683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:42.682465] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:42.683433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:53:42.684407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:43.095991] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -2.11% | Symbol ETA: 0.9s | Global ETA: 26m 31s [2025-11-22T02:53:43.115139] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.50% [2025-11-22T02:53:43.116064] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:53:43.262469] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -0.68%, Actual: 2.04% [2025-11-22T02:53:43.272209] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.74% | Symbol ETA: 31.7s | Global ETA: 26m 31s [2025-11-22T02:53:43.273146] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:43.273209] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:43.274981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:43.275515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:43.296905] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 34.6s | Global ETA: 26m 31s [2025-11-22T02:53:43.334084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:43.431048] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 1.40% [2025-11-22T02:53:43.463824] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.67%, Actual: 0.84% [2025-11-22T02:53:43.599049] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 0.26% [2025-11-22T02:53:43.630941] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 0.95% [2025-11-22T02:53:43.709055] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.94% [2025-11-22T02:53:43.765395] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.25%, Actual: 1.69% [2025-11-22T02:53:43.802522] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.91%, Actual: 0.57% [2025-11-22T02:53:43.880314] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 0.35% [2025-11-22T02:53:43.931465] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 0.40% [2025-11-22T02:53:43.961032] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 31.1s | Global ETA: 26m 31s [2025-11-22T02:53:43.962004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:43.962091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:43.963955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:43.964451] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:43.971174] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.11%, Actual: 2.37% [2025-11-22T02:53:44.023061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:44.050119] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.55%, Actual: 0.00% [2025-11-22T02:53:44.096776] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.37%, Actual: 1.86% [2025-11-22T02:53:44.142253] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.58%, Actual: 0.70% [2025-11-22T02:53:44.220409] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.39% [2025-11-22T02:53:44.262450] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 0.23% [2025-11-22T02:53:44.312469] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.63%, Actual: 1.41% [2025-11-22T02:53:44.389586] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.89% [2025-11-22T02:53:44.429490] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 1.03% [2025-11-22T02:53:44.483705] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.51%, Actual: 3.37% [2025-11-22T02:53:44.559982] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 1.20% [2025-11-22T02:53:44.597535] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 2.43%, Actual: 0.99% [2025-11-22T02:53:44.638219] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 30.4s | Global ETA: 26m 31s [2025-11-22T02:53:44.639237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:44.639316] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:44.641118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:44.641636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:44.655812] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 4.14%, Actual: 1.27% [2025-11-22T02:53:44.697177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:44.736829] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.88%, Actual: 0.32% [2025-11-22T02:53:44.769392] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -2.11%, Actual: 1.43% [2025-11-22T02:53:44.769597] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 48.2927% [2025-11-22T02:53:44.769704] [INFO ] [main ] FCF: DISCARDED add_volatility_state_percentiles (score: 48.29%) [2025-11-22T02:53:44.769752] [INFO ] [main ] FCF: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:53:44.769786] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_volume_dispersion'] [2025-11-22T02:53:44.769822] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:44.783299] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:44.784584] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:44.784669] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:44.789929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:44.791775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:44.792264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:44.827942] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.07%, Actual: 5.74% [2025-11-22T02:53:44.838418] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:44.839145] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:44.840535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:44.914740] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 0.47% [2025-11-22T02:53:45.000720] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 3.44% [2025-11-22T02:53:45.000942] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 45.9155% [2025-11-22T02:53:45.001046] [INFO ] [main ] KOP: DISCARDED add_gap_morning_composite (score: 45.92%) [2025-11-22T02:53:45.001091] [INFO ] [main ] KOP: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:53:45.001123] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gap_resolution_state'] [2025-11-22T02:53:45.001160] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:45.012547] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:45.013948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:45.014013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:45.019098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:45.020110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:45.080054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:45.091271] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 0.87% [2025-11-22T02:53:45.268873] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.50%, Actual: 1.04% [2025-11-22T02:53:45.294969] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 29.7s | Global ETA: 26m 31s [2025-11-22T02:53:45.295854] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:45.295915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:45.297664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:45.298145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:45.353004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:45.432412] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -3.15% | Symbol ETA: 6.5s | Global ETA: 26m 31s [2025-11-22T02:53:45.433318] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:45.433387] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:45.438275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:45.440044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:45.440508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:45.446463] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.94%, Actual: 0.64% [2025-11-22T02:53:45.446685] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.1576% [2025-11-22T02:53:45.446736] [INFO ] [main ] LTC: Baseline score (no features): 39.1576% [2025-11-22T02:53:45.446777] [INFO ] [main ] LTC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:45.446808] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:53:45.446842] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:53:45.460979] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:45.462437] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:45.462499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:45.467617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:45.485105] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:45.485793] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:45.487194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:45.693079] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.10% | Symbol ETA: 35.2s | Global ETA: 26m 31s [2025-11-22T02:53:45.694016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:45.694079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:45.699123] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:45.700282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:45.758083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:45.949709] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 29.0s | Global ETA: 26m 32s [2025-11-22T02:53:46.076280] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 5m 25s | Global ETA: 26m 32s [2025-11-22T02:53:46.076757] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 3.74% | Symbol ETA: 5.9s | Global ETA: 26m 32s [2025-11-22T02:53:46.077169] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:46.077230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:46.077671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:46.077753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:46.082058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:46.082572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:46.084357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:46.084854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:46.120388] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.38%, Actual: 0.32% [2025-11-22T02:53:46.129028] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:46.129723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:46.131062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:46.289242] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 0.68% [2025-11-22T02:53:46.369742] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.71% | Symbol ETA: 34.5s | Global ETA: 26m 32s [2025-11-22T02:53:46.370638] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:46.370721] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:46.375710] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:46.376675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:46.441766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:46.459460] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 0.34% [2025-11-22T02:53:46.626483] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.68%, Actual: 0.60% [2025-11-22T02:53:46.662288] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 5m 17s | Global ETA: 26m 32s [2025-11-22T02:53:46.663186] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:46.663246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:46.667968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:46.714344] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.22% | Symbol ETA: 5.2s | Global ETA: 26m 32s [2025-11-22T02:53:46.715224] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:46.715287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:46.720043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:46.721779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:46.722243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:46.765491] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:46.766173] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:46.767515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:46.793097] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.40%, Actual: 0.26% [2025-11-22T02:53:46.960320] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.74%, Actual: 1.00% [2025-11-22T02:53:47.047956] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 33.9s | Global ETA: 26m 32s [2025-11-22T02:53:47.048848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:47.048909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.053846] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:47.054804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:47.112332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.130739] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.52% [2025-11-22T02:53:47.248252] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 5m 14s | Global ETA: 26m 32s [2025-11-22T02:53:47.249145] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:47.249560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.254371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.300889] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 0.06% [2025-11-22T02:53:47.355516] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 4.5s | Global ETA: 26m 32s [2025-11-22T02:53:47.356398] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:47.356460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.361236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:47.362972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:47.363437] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:47.407558] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:47.408298] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:47.409719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.468559] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.92% [2025-11-22T02:53:47.635829] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 1.71% [2025-11-22T02:53:47.636031] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 30.9567% [2025-11-22T02:53:47.636108] [INFO ] [main ] PDX: DISCARDED add_gap_resolution_state (score: 30.96%) [2025-11-22T02:53:47.636150] [INFO ] [main ] PDX: Testing feature 13/53: add_gaps [2025-11-22T02:53:47.636534] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gaps'] [2025-11-22T02:53:47.636573] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:47.650181] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:47.651558] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:47.651621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:47.653391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:47.653925] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:47.654733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.727427] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 33.2s | Global ETA: 26m 32s [2025-11-22T02:53:47.728334] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:47.728397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.733140] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:47.734067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:47.788424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.827857] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.72% | Symbol ETA: 5m 11s | Global ETA: 26m 32s [2025-11-22T02:53:47.828740] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:47.828799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.833510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:47.991230] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.34% | Symbol ETA: 3.9s | Global ETA: 26m 32s [2025-11-22T02:53:47.992139] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:47.992220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:47.997198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:47.999054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:47.999533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:48.042965] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:48.043935] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:48.045388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.262601] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 33.8s | Global ETA: 26m 32s [2025-11-22T02:53:48.263508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:48.263572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:48.265228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:48.265736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:48.266500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.384093] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.60% | Symbol ETA: 32.5s | Global ETA: 26m 32s [2025-11-22T02:53:48.384979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:48.385039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:48.389767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:48.390690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:48.404051] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.27% | Symbol ETA: 5m 9s | Global ETA: 26m 32s [2025-11-22T02:53:48.404993] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:48.405052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:48.409790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.445662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.623299] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.54% | Symbol ETA: 3.2s | Global ETA: 26m 32s [2025-11-22T02:53:48.624864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:48.624927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:48.629779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:48.631514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:48.632003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:48.674776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:48.675449] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:48.676778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.860957] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.71% | Symbol ETA: 33.1s | Global ETA: 26m 32s [2025-11-22T02:53:48.861855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:48.861916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:48.863558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:48.864055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:48.864950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:48.981595] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.93% | Symbol ETA: 5m 7s | Global ETA: 26m 32s [2025-11-22T02:53:48.982475] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:48.982551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:48.987290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.040930] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.93% | Symbol ETA: 31.8s | Global ETA: 26m 33s [2025-11-22T02:53:49.041844] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:49.041904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:49.046609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:49.047566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:49.102522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.311812] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 2.6s | Global ETA: 26m 33s [2025-11-22T02:53:49.312698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:49.312762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:49.317630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:49.319407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:49.319899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:49.362284] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:49.362963] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:49.364273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.470964] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 32.5s | Global ETA: 26m 33s [2025-11-22T02:53:49.471877] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:49.471940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:49.473635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:49.474154] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:49.474955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.559079] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 5m 6s | Global ETA: 26m 33s [2025-11-22T02:53:49.559974] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:49.560033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:49.564812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.691823] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.11% | Symbol ETA: 31.1s | Global ETA: 26m 33s [2025-11-22T02:53:49.692721] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:49.692782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:49.697539] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:49.698470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:49.754019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:49.945701] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 2.0s | Global ETA: 26m 33s [2025-11-22T02:53:49.946564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:49.946628] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:49.951449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:49.953170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:49.953637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:49.996889] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:49.997632] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:49.999022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.094247] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 31.9s | Global ETA: 26m 33s [2025-11-22T02:53:50.095193] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:50.095257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:50.096996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:50.097550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:50.098360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.135484] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 5m 5s | Global ETA: 26m 33s [2025-11-22T02:53:50.136365] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:50.136425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:50.141148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.346601] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.43% | Symbol ETA: 30.4s | Global ETA: 26m 33s [2025-11-22T02:53:50.347511] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:50.347573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:50.352348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:50.353263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:50.407994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.582636] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.55% | Symbol ETA: 1.3s | Global ETA: 26m 33s [2025-11-22T02:53:50.583534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:50.583598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:50.588429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:50.590157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:50.590627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:50.633639] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:50.634396] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:53:50.635858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.701868] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.83% | Symbol ETA: 31.3s | Global ETA: 26m 33s [2025-11-22T02:53:50.702809] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:50.702870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:50.704556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:50.705108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:50.705928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.715723] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 5m 4s | Global ETA: 26m 33s [2025-11-22T02:53:50.716604] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:53:50.716682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:50.721374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:50.999111] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.54% | Symbol ETA: 29.8s | Global ETA: 26m 33s [2025-11-22T02:53:51.000015] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:51.000095] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:51.004835] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:51.005757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:53:51.059955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:51.221840] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 0.7s | Global ETA: 26m 33s [2025-11-22T02:53:51.297814] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 5m 3s | Global ETA: 26m 33s [2025-11-22T02:53:51.325585] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 30.7s | Global ETA: 26m 33s [2025-11-22T02:53:51.326452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:51.326513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:51.328232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:51.328725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:51.329476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:51.392220] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 2.04% [2025-11-22T02:53:51.468149] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 0.35% [2025-11-22T02:53:51.559788] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 3.74%, Actual: 1.40% [2025-11-22T02:53:51.634355] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 0.00% [2025-11-22T02:53:51.665630] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -2.19% | Symbol ETA: 29.1s | Global ETA: 26m 33s [2025-11-22T02:53:51.726940] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.22%, Actual: 0.26% [2025-11-22T02:53:51.799578] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 1.39% [2025-11-22T02:53:51.831814] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.10%, Actual: 0.84% [2025-11-22T02:53:51.894553] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.96%, Actual: 1.69% [2025-11-22T02:53:51.939191] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 30.1s | Global ETA: 26m 33s [2025-11-22T02:53:51.940130] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:51.940192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:51.941878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:51.942366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:51.943180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:51.965969] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.72%, Actual: 0.89% [2025-11-22T02:53:51.997545] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.71%, Actual: 0.95% [2025-11-22T02:53:52.062382] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.34%, Actual: 0.40% [2025-11-22T02:53:52.131888] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.27%, Actual: 1.20% [2025-11-22T02:53:52.162793] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 0.57% [2025-11-22T02:53:52.230426] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.54%, Actual: 1.86% [2025-11-22T02:53:52.296441] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.93%, Actual: 0.32% [2025-11-22T02:53:52.327801] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.19%, Actual: 2.37% [2025-11-22T02:53:52.398810] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.23% [2025-11-22T02:53:52.461166] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.47% [2025-11-22T02:53:52.493330] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.60%, Actual: 0.70% [2025-11-22T02:53:52.542980] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 29.5s | Global ETA: 26m 34s [2025-11-22T02:53:52.543883] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:52.543944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:52.548842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:52.549342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:52.550210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:52.566481] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 1.03% [2025-11-22T02:53:52.626690] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.87% [2025-11-22T02:53:52.657988] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.93%, Actual: 1.41% [2025-11-22T02:53:52.730844] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.55%, Actual: 0.99% [2025-11-22T02:53:52.799876] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 1.04% [2025-11-22T02:53:52.823588] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.11%, Actual: 3.37% [2025-11-22T02:53:52.896259] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 1.43% [2025-11-22T02:53:52.896440] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 44.9744% [2025-11-22T02:53:52.896530] [INFO ] [main ] FCF: DISCARDED add_volume_dispersion (score: 44.97%) [2025-11-22T02:53:52.896572] [INFO ] [main ] FCF: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:53:52.896603] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_volume_flow_differentials'] [2025-11-22T02:53:52.896638] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:53:52.909887] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:52.911172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:52.911234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:52.916007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:52.917828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:52.918296] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:52.962057] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:52.962724] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:52.965351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:52.973153] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 0.64% [2025-11-22T02:53:52.973369] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 43.5656% [2025-11-22T02:53:52.973433] [INFO ] [main ] LTC: KEPT add_afternoon_v_morning_volatility_mix (score: 43.57%) [2025-11-22T02:53:52.973477] [INFO ] [main ] LTC: Testing feature 2/53: add_atr [2025-11-22T02:53:52.973510] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T02:53:52.973546] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:53:52.987288] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:52.988844] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:52.988905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:52.989344] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.43%, Actual: 1.27% [2025-11-22T02:53:52.993919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:52.995781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:52.996286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:53.154371] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.54%, Actual: 5.74% [2025-11-22T02:53:53.157860] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.38% | Symbol ETA: 28.9s | Global ETA: 26m 34s [2025-11-22T02:53:53.158840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:53.158902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:53.160660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:53.161177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:53.161999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:53.320621] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -2.19%, Actual: 3.44% [2025-11-22T02:53:53.320836] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 60.6546% [2025-11-22T02:53:53.320939] [INFO ] [main ] KOP: DISCARDED add_gap_resolution_state (score: 60.65%) [2025-11-22T02:53:53.320981] [INFO ] [main ] KOP: Testing feature 13/53: add_gaps [2025-11-22T02:53:53.321013] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_gaps'] [2025-11-22T02:53:53.321046] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:53:53.331890] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:53.333358] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:53.333419] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:53.338198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:53.339145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:53.339923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:53.546014] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.94% | Symbol ETA: 6.2s | Global ETA: 26m 34s [2025-11-22T02:53:53.546899] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:53.546962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:53.551678] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:53.553395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:53.553881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:53.597312] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:53.597246] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 6m 29s | Global ETA: 26m 34s [2025-11-22T02:53:53.598037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:53.598221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:53.598284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:53.600724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:53.603568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:53.605414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:53.605931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:53.760037] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 28.3s | Global ETA: 26m 34s [2025-11-22T02:53:53.929943] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 0.32% [2025-11-22T02:53:53.930913] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 33.1s | Global ETA: 26m 34s [2025-11-22T02:53:53.931792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:53.931868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:53.936600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:53.937540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:53.938312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.100233] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.71%, Actual: 0.68% [2025-11-22T02:53:54.184611] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.67% | Symbol ETA: 5.6s | Global ETA: 26m 34s [2025-11-22T02:53:54.185491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:54.185553] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:54.190281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:54.191790] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 6m 29s | Global ETA: 26m 34s [2025-11-22T02:53:54.191996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:54.192463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:54.192679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:54.192741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:54.197479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:54.199239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:54.199728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.235427] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:54.236203] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:54.238956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.276154] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.34% [2025-11-22T02:53:54.452515] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 0.60% [2025-11-22T02:53:54.533354] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 32.5s | Global ETA: 26m 34s [2025-11-22T02:53:54.534241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:54.534303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:54.539046] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:54.539967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:54.540737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.626485] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.83%, Actual: 0.26% [2025-11-22T02:53:54.782756] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.04% | Symbol ETA: 6m 28s | Global ETA: 26m 34s [2025-11-22T02:53:54.783615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:54.783704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:54.788494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:54.790238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:54.790729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.802333] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 1.00% [2025-11-22T02:53:54.822176] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.25% | Symbol ETA: 5.0s | Global ETA: 26m 34s [2025-11-22T02:53:54.823134] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:54.823197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:54.828016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:54.829795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:54.830263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:54.873788] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:54.874492] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:54.877152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:54.970074] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 0.52% [2025-11-22T02:53:55.135580] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.06% [2025-11-22T02:53:55.145192] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 32.0s | Global ETA: 26m 34s [2025-11-22T02:53:55.146145] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:55.146213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:55.151244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:55.152225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:55.153035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:55.300630] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.38%, Actual: 0.92% [2025-11-22T02:53:55.376158] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 6m 27s | Global ETA: 26m 35s [2025-11-22T02:53:55.377051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:55.377112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:55.382071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:55.383897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:55.384376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:55.462022] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.75% | Symbol ETA: 4.3s | Global ETA: 26m 35s [2025-11-22T02:53:55.462903] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:55.462966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:55.465375] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.46%, Actual: 1.71% [2025-11-22T02:53:55.465579] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 38.8563% [2025-11-22T02:53:55.465681] [INFO ] [main ] PDX: DISCARDED add_gaps (score: 38.86%) [2025-11-22T02:53:55.465727] [INFO ] [main ] PDX: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:53:55.465759] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies'] [2025-11-22T02:53:55.465794] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:53:55.467803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:55.469564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:55.470067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:55.477467] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:53:55.478961] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:55.479022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:55.480760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:55.481255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:55.482475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:55.512768] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:55.513432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:55.516109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:55.756480] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 31.4s | Global ETA: 26m 35s [2025-11-22T02:53:55.757370] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:55.757432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:55.762169] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:55.763092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:55.763854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:55.973391] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 6m 27s | Global ETA: 26m 35s [2025-11-22T02:53:55.974263] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:55.974324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:55.979130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:55.980892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:55.981367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.071984] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 28.8s | Global ETA: 26m 35s [2025-11-22T02:53:56.072892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:56.072954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:56.074564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:56.075056] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:56.076280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.099244] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.44% | Symbol ETA: 3.7s | Global ETA: 26m 35s [2025-11-22T02:53:56.100445] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:56.100508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:56.105294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:56.107061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:56.107591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:56.150131] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:56.150851] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:56.153517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.373126] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -2.39% | Symbol ETA: 30.8s | Global ETA: 26m 35s [2025-11-22T02:53:56.374355] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:56.374427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:56.380122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:56.381470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:56.382316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.557015] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -2.01% | Symbol ETA: 6m 26s | Global ETA: 26m 35s [2025-11-22T02:53:56.557926] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:56.557986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:56.562818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:56.564548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:56.565043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.667795] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.27% | Symbol ETA: 28.2s | Global ETA: 26m 35s [2025-11-22T02:53:56.668680] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:56.668742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:56.670377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:56.670872] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:56.672099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.756775] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.44% | Symbol ETA: 3.1s | Global ETA: 26m 35s [2025-11-22T02:53:56.758479] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:56.758542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:56.763283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:56.765019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:56.765488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:56.808222] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:56.808905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:56.811517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:56.998518] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.60% | Symbol ETA: 30.2s | Global ETA: 26m 35s [2025-11-22T02:53:56.999403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:56.999464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:57.004179] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:57.005113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:57.005889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.144816] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 6m 26s | Global ETA: 26m 35s [2025-11-22T02:53:57.145754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:57.145817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:57.150863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:57.152701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:57.153193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.261598] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.74% | Symbol ETA: 27.6s | Global ETA: 26m 35s [2025-11-22T02:53:57.262483] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:57.262543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:57.264196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:57.264684] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:57.265904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.396856] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 2.4s | Global ETA: 26m 35s [2025-11-22T02:53:57.398609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:57.398701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:57.403451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:57.405223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:57.405713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:57.448918] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:57.449875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:57.452615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.596872] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 29.6s | Global ETA: 26m 35s [2025-11-22T02:53:57.597790] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:57.597850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:57.602590] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:57.603527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:57.604303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.736009] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.08% | Symbol ETA: 6m 25s | Global ETA: 26m 35s [2025-11-22T02:53:57.736896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:57.736957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:57.741715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:57.743440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:57.743939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:57.855524] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.88% | Symbol ETA: 27.1s | Global ETA: 26m 35s [2025-11-22T02:53:57.856412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:57.856473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:57.858146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:57.858615] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:57.859897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.034560] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 1.8s | Global ETA: 26m 35s [2025-11-22T02:53:58.035439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:58.035507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:58.040327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:58.042041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:58.042508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:58.084773] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:58.085432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:58.088209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.197298] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.78% | Symbol ETA: 28.9s | Global ETA: 26m 35s [2025-11-22T02:53:58.198215] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:58.198600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:58.203368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:58.204298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:58.205078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.329432] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 6m 24s | Global ETA: 26m 36s [2025-11-22T02:53:58.330372] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:58.330437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:58.335757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:58.337584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:53:58.338120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.463625] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.99% | Symbol ETA: 26.5s | Global ETA: 26m 36s [2025-11-22T02:53:58.464519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:58.464581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:58.466238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:58.466734] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:58.467995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.800635] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 1.2s | Global ETA: 26m 36s [2025-11-22T02:53:58.801538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:53:58.801601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:58.806340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:58.808132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:58.808599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:53:58.851548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:53:58.852525] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:53:58.855443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:58.923148] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 6m 24s | Global ETA: 26m 36s [2025-11-22T02:53:58.951324] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.13% | Symbol ETA: 28.4s | Global ETA: 26m 36s [2025-11-22T02:53:58.952249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:58.952312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:53:58.957459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:53:58.958442] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:53:58.959237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:59.055262] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.82% | Symbol ETA: 25.9s | Global ETA: 26m 36s [2025-11-22T02:53:59.056261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:59.056327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:59.058110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:59.058621] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:59.059911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:59.090680] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 0.35% [2025-11-22T02:53:59.260264] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 0.00% [2025-11-22T02:53:59.432083] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.04%, Actual: 1.39% [2025-11-22T02:53:59.451854] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 0.5s | Global ETA: 26m 36s [2025-11-22T02:53:59.598580] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 27.7s | Global ETA: 26m 36s [2025-11-22T02:53:59.600256] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 0.89% [2025-11-22T02:53:59.625590] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.94%, Actual: 2.04% [2025-11-22T02:53:59.664668] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 25.3s | Global ETA: 26m 36s [2025-11-22T02:53:59.665559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:53:59.665673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:53:59.667426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:53:59.667954] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:53:59.669265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:53:59.767241] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.20% [2025-11-22T02:53:59.777785] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 0.84% [2025-11-22T02:53:59.791321] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.67%, Actual: 1.40% [2025-11-22T02:53:59.933464] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 0.32% [2025-11-22T02:53:59.953020] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.95% [2025-11-22T02:53:59.958103] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.25%, Actual: 0.26% [2025-11-22T02:54:00.102005] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.32%, Actual: 0.47% [2025-11-22T02:54:00.125704] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.75%, Actual: 1.69% [2025-11-22T02:54:00.132819] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 0.57% [2025-11-22T02:54:00.267952] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 24.7s | Global ETA: 26m 36s [2025-11-22T02:54:00.268852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:00.268915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:00.269322] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.08%, Actual: 0.87% [2025-11-22T02:54:00.270571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:00.271074] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:00.272299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:00.293570] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.44%, Actual: 0.40% [2025-11-22T02:54:00.313069] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.79%, Actual: 2.37% [2025-11-22T02:54:00.437527] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 1.04% [2025-11-22T02:54:00.462907] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.44%, Actual: 1.86% [2025-11-22T02:54:00.493022] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -2.39%, Actual: 0.70% [2025-11-22T02:54:00.608015] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 0.64% [2025-11-22T02:54:00.608228] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 25.8517% [2025-11-22T02:54:00.608283] [INFO ] [main ] LTC: DISCARDED add_atr (score: 25.85%) [2025-11-22T02:54:00.608323] [INFO ] [main ] LTC: Testing feature 3/53: add_atr_10 [2025-11-22T02:54:00.608357] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T02:54:00.608394] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:00.620854] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:00.622150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:00.622211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:00.627031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:00.628885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:00.629375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:00.630367] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.23% [2025-11-22T02:54:00.673685] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.60%, Actual: 1.41% [2025-11-22T02:54:00.803447] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 1.03% [2025-11-22T02:54:00.839796] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 3.37% [2025-11-22T02:54:00.860367] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 24.1s | Global ETA: 26m 36s [2025-11-22T02:54:00.861286] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:00.861348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:00.863047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:00.863516] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:00.864752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:00.973534] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.99% [2025-11-22T02:54:01.014173] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.78%, Actual: 1.27% [2025-11-22T02:54:01.154521] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 1.43% [2025-11-22T02:54:01.154760] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 50.2691% [2025-11-22T02:54:01.154861] [INFO ] [main ] FCF: DISCARDED add_volume_flow_differentials (score: 50.27%) [2025-11-22T02:54:01.154906] [INFO ] [main ] FCF: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:54:01.154941] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_volume_pressure_into_close'] [2025-11-22T02:54:01.158144] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:54:01.179554] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:01.183874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:01.183937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:01.194856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:01.196706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:01.197184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:01.229176] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.13%, Actual: 5.74% [2025-11-22T02:54:01.288691] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:01.289531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:01.294311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:01.335677] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 3m 17s | Global ETA: 26m 37s [2025-11-22T02:54:01.336554] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:01.336615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:01.341346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:01.343097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:01.343563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:01.508018] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 23.5s | Global ETA: 26m 37s [2025-11-22T02:54:01.571132] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 3.44% [2025-11-22T02:54:01.571337] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 48.7037% [2025-11-22T02:54:01.571420] [INFO ] [main ] KOP: DISCARDED add_gaps (score: 48.70%) [2025-11-22T02:54:01.571461] [INFO ] [main ] KOP: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:54:01.571494] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_intraday_skewness_proxies'] [2025-11-22T02:54:01.571548] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:01.583451] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:01.584918] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:01.584979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:01.589810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:01.590777] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:01.591984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:01.704568] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 0.32% [2025-11-22T02:54:01.895826] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.27%, Actual: 0.68% [2025-11-22T02:54:01.977922] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.83% | Symbol ETA: 3m 16s | Global ETA: 26m 37s [2025-11-22T02:54:01.978825] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:01.978886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:01.984012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:01.985994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:01.986525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:02.076950] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.74%, Actual: 0.34% [2025-11-22T02:54:02.143032] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.76% | Symbol ETA: 9.0s | Global ETA: 26m 37s [2025-11-22T02:54:02.143917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:02.143980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:02.148739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:02.150454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:02.150949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:02.194152] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:02.194924] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:02.196553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:02.262120] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 0.60% [2025-11-22T02:54:02.407550] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 32.2s | Global ETA: 26m 37s [2025-11-22T02:54:02.408510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:02.408576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:02.413493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:02.414466] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:02.415729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:02.430742] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.99%, Actual: 0.26% [2025-11-22T02:54:02.599949] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 3m 15s | Global ETA: 26m 37s [2025-11-22T02:54:02.600861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:02.600923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:02.605624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:02.606928] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.82%, Actual: 1.00% [2025-11-22T02:54:02.607427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:02.607934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:02.780519] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.39% | Symbol ETA: 6.7s | Global ETA: 26m 37s [2025-11-22T02:54:02.782193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:02.782255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:02.785383] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.52% [2025-11-22T02:54:02.786978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:02.788747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:02.789213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:02.832195] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:02.832875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:02.834545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:02.961699] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 0.06% [2025-11-22T02:54:03.021594] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 30.5s | Global ETA: 26m 37s [2025-11-22T02:54:03.022473] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:03.022534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:03.027257] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:03.028201] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:03.029393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:03.143988] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.92% [2025-11-22T02:54:03.200023] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 3m 15s | Global ETA: 26m 37s [2025-11-22T02:54:03.200927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:03.201014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:03.205760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:03.207563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:03.208059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:03.320076] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 1.71% [2025-11-22T02:54:03.320314] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.8427% [2025-11-22T02:54:03.320400] [INFO ] [main ] PDX: DISCARDED add_intraday_skewness_proxies (score: 39.84%) [2025-11-22T02:54:03.320446] [INFO ] [main ] PDX: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:54:03.320480] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile'] [2025-11-22T02:54:03.320515] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:03.333409] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:03.335019] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:03.335084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:03.336904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:03.337524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:03.419279] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 5.5s | Global ETA: 26m 37s [2025-11-22T02:54:03.420160] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:03.420223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:03.424929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:03.426679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:03.427146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:03.429520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:03.470771] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:03.471507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:03.473155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:03.635073] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -3.00% | Symbol ETA: 29.5s | Global ETA: 26m 37s [2025-11-22T02:54:03.635983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:03.636044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:03.640900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:03.641847] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:03.643078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:03.787497] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 3m 14s | Global ETA: 26m 37s [2025-11-22T02:54:03.788384] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:03.788444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:03.793152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:03.794870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:03.795335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.038031] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.60% | Symbol ETA: 27.7s | Global ETA: 26m 37s [2025-11-22T02:54:04.038944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.039006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.041038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.041517] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:04.067933] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 4.7s | Global ETA: 26m 37s [2025-11-22T02:54:04.069588] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:04.069684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.074491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.076224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.076741] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:04.121284] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:04.122146] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:04.123909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.125678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.247459] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 28.7s | Global ETA: 26m 37s [2025-11-22T02:54:04.248354] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.248416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.253175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:04.254434] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:04.255666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.380776] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 3m 13s | Global ETA: 26m 38s [2025-11-22T02:54:04.381671] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.381733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.386506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.388240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.388728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.713871] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.22% | Symbol ETA: 26.8s | Global ETA: 26m 38s [2025-11-22T02:54:04.714774] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.714836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.716469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.716962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:04.721611] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.83% | Symbol ETA: 3.9s | Global ETA: 26m 38s [2025-11-22T02:54:04.722483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:04.722546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.727276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.729090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.729560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:04.773045] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:04.774398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:04.776472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.800847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.850548] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 28.0s | Global ETA: 26m 38s [2025-11-22T02:54:04.851442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.851503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.856228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:04.857153] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:04.859128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:04.965713] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 3m 13s | Global ETA: 26m 38s [2025-11-22T02:54:04.966635] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:04.966734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:04.971511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:04.973390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:04.973892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:05.361215] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.37% | Symbol ETA: 3.1s | Global ETA: 26m 38s [2025-11-22T02:54:05.362098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:05.362482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:05.367253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:05.369040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:05.369507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:05.388365] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 26.1s | Global ETA: 26m 38s [2025-11-22T02:54:05.389326] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:05.389387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:05.391043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:05.391526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:05.412089] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:05.412778] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:05.414352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:05.454206] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.03% | Symbol ETA: 27.3s | Global ETA: 26m 38s [2025-11-22T02:54:05.455097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:05.455162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:05.459932] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:05.460860] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:05.462067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:05.474894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:05.550777] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 3m 12s | Global ETA: 26m 38s [2025-11-22T02:54:05.551675] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:05.551738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:05.556523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:05.558275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:05.558772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:05.996024] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 2.4s | Global ETA: 26m 38s [2025-11-22T02:54:05.996903] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:05.996965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:06.001722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:06.003429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:06.003914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:06.047007] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:06.047841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:06.049475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.057950] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 5.65% | Symbol ETA: 26.7s | Global ETA: 26m 38s [2025-11-22T02:54:06.058871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:06.058933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:06.063684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:06.064596] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:06.065818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.068168] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 25.4s | Global ETA: 26m 38s [2025-11-22T02:54:06.069158] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:06.069219] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:06.070911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:06.071387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:06.135457] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 3m 11s | Global ETA: 26m 38s [2025-11-22T02:54:06.136373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:06.136435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:06.141181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:06.142902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:06.143372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.155162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.641262] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.85% | Symbol ETA: 1.7s | Global ETA: 26m 38s [2025-11-22T02:54:06.642156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:06.642219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:06.646953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:06.648696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:06.649165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:06.663138] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 4.06% | Symbol ETA: 26.0s | Global ETA: 26m 38s [2025-11-22T02:54:06.664094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:06.664157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:06.669036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:06.669989] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:06.671200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.691452] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:06.692253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:06.693927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.717614] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 3m 11s | Global ETA: 26m 38s [2025-11-22T02:54:06.742952] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.89% | Symbol ETA: 24.7s | Global ETA: 26m 38s [2025-11-22T02:54:06.743838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:06.743899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:06.745511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:06.746004] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:06.832129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:06.884195] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 0.35% [2025-11-22T02:54:07.051499] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.83%, Actual: 0.00% [2025-11-22T02:54:07.217675] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 1.39% [2025-11-22T02:54:07.289327] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 1.0s | Global ETA: 26m 38s [2025-11-22T02:54:07.290218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:07.290281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:07.294981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:07.295415] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.05% | Symbol ETA: 25.4s | Global ETA: 26m 38s [2025-11-22T02:54:07.296339] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:07.296424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:07.296766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:07.297250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:07.301536] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:07.302520] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:54:07.303782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:07.340391] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:07.341250] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:54:07.342987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:07.383191] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 0.89% [2025-11-22T02:54:07.445199] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.28% | Symbol ETA: 24.1s | Global ETA: 26m 39s [2025-11-22T02:54:07.446151] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:07.446215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:07.447926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:07.448431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:07.536593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:07.547510] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.20% [2025-11-22T02:54:07.715367] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.32% [2025-11-22T02:54:07.880759] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.47% [2025-11-22T02:54:07.927972] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 24.8s | Global ETA: 26m 39s [2025-11-22T02:54:07.947537] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: 0.20% | Symbol ETA: 0.3s | Global ETA: 26m 39s [2025-11-22T02:54:08.046011] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.87% [2025-11-22T02:54:08.106867] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.84% [2025-11-22T02:54:08.122010] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.76%, Actual: 2.04% [2025-11-22T02:54:08.147536] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 23.4s | Global ETA: 26m 39s [2025-11-22T02:54:08.148441] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:08.148501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:08.150173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:08.150663] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:08.211962] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 1.04% [2025-11-22T02:54:08.235310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:08.279190] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 0.95% [2025-11-22T02:54:08.309335] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 1.40% [2025-11-22T02:54:08.377603] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 0.64% [2025-11-22T02:54:08.377793] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.7692% [2025-11-22T02:54:08.377895] [INFO ] [main ] LTC: KEPT add_atr_10 (score: 45.77%) [2025-11-22T02:54:08.377938] [INFO ] [main ] LTC: Testing feature 4/53: add_atr_5 [2025-11-22T02:54:08.377970] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T02:54:08.378005] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:08.391527] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:08.392901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:08.392962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:08.397770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:08.399508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:08.400005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:08.400437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:08.448892] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -3.00%, Actual: 0.57% [2025-11-22T02:54:08.482321] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 0.26% [2025-11-22T02:54:08.615162] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 2.37% [2025-11-22T02:54:08.675181] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 1.69% [2025-11-22T02:54:08.784090] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 0.70% [2025-11-22T02:54:08.822074] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.70% | Symbol ETA: 22.7s | Global ETA: 26m 39s [2025-11-22T02:54:08.822966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:08.823028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:08.824694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:08.825165] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:08.855136] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.83%, Actual: 0.40% [2025-11-22T02:54:08.908457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:08.956680] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.03%, Actual: 1.41% [2025-11-22T02:54:08.977098] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 2m 12s | Global ETA: 26m 39s [2025-11-22T02:54:08.978006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:08.978069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:08.982940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:08.984732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:08.985195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:08.985620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:09.027568] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.37%, Actual: 1.86% [2025-11-22T02:54:09.139599] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 5.65%, Actual: 3.37% [2025-11-22T02:54:09.194985] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 0.23% [2025-11-22T02:54:09.306573] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 4.06%, Actual: 1.27% [2025-11-22T02:54:09.365317] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.85%, Actual: 1.03% [2025-11-22T02:54:09.473381] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.05%, Actual: 5.74% [2025-11-22T02:54:09.543999] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.99% [2025-11-22T02:54:09.557951] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 22.0s | Global ETA: 26m 39s [2025-11-22T02:54:09.558846] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:09.558908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:09.560544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:09.561064] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:09.562538] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 2m 12s | Global ETA: 26m 39s [2025-11-22T02:54:09.566066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:09.566128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:09.570901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:09.572670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:09.573137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:09.573565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:09.639791] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 3.44% [2025-11-22T02:54:09.639992] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 51.6732% [2025-11-22T02:54:09.640067] [INFO ] [main ] KOP: DISCARDED add_intraday_skewness_proxies (score: 51.67%) [2025-11-22T02:54:09.640110] [INFO ] [main ] KOP: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:54:09.640141] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_intraday_volatility_percentile'] [2025-11-22T02:54:09.640175] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:09.644869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:09.651183] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:09.652531] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:09.652591] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:09.657516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:09.658531] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:09.711241] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 0.20%, Actual: 1.43% [2025-11-22T02:54:09.711442] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 42.4754% [2025-11-22T02:54:09.711541] [INFO ] [main ] FCF: DISCARDED add_volume_pressure_into_close (score: 42.48%) [2025-11-22T02:54:09.711583] [INFO ] [main ] FCF: Testing feature 52/53: add_volume_zscore [2025-11-22T02:54:09.711616] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_volume_zscore'] [2025-11-22T02:54:09.711680] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:54:09.726441] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:09.727877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:09.727946] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:09.732955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:09.734809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:09.735300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:09.744865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:09.780400] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:09.781290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:09.783029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:10.156902] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 2m 11s | Global ETA: 26m 39s [2025-11-22T02:54:10.157801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:10.157863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:10.162554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:10.164340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:10.164827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:10.165252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:10.262119] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 21.3s | Global ETA: 26m 39s [2025-11-22T02:54:10.335915] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.21% | Symbol ETA: 28.1s | Global ETA: 26m 39s [2025-11-22T02:54:10.336808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:10.336869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:10.341600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:10.342533] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:10.372904] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -1.80% | Symbol ETA: 6.0s | Global ETA: 26m 39s [2025-11-22T02:54:10.374123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:10.374185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:10.379136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:10.380915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:10.381382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:10.424146] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:10.424929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:10.426543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:10.428584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:10.436347] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.60%, Actual: 0.32% [2025-11-22T02:54:10.612718] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.22%, Actual: 0.68% [2025-11-22T02:54:10.745306] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.16% | Symbol ETA: 2m 10s | Global ETA: 26m 40s [2025-11-22T02:54:10.746180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:10.746242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:10.750981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:10.752700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:10.753159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:10.753588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:10.787800] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.34% [2025-11-22T02:54:10.960745] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.60% [2025-11-22T02:54:11.017129] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 4.27% | Symbol ETA: 5.3s | Global ETA: 26m 40s [2025-11-22T02:54:11.018044] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:11.018107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.022833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:11.024536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:11.025023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:11.037394] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.50% | Symbol ETA: 27.4s | Global ETA: 26m 40s [2025-11-22T02:54:11.038342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:11.038404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.043188] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:11.044165] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:11.069058] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:11.069890] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:11.071573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:11.131354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:11.138179] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.89%, Actual: 0.26% [2025-11-22T02:54:11.310366] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.28%, Actual: 1.00% [2025-11-22T02:54:11.384893] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.37% | Symbol ETA: 2m 10s | Global ETA: 26m 40s [2025-11-22T02:54:11.385776] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:11.385837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.390603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:11.392351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:11.392860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:11.393291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:11.485146] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 0.52% [2025-11-22T02:54:11.658932] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.70%, Actual: 0.06% [2025-11-22T02:54:11.679886] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -3.05% | Symbol ETA: 4.7s | Global ETA: 26m 40s [2025-11-22T02:54:11.680791] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:11.680858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.685580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:11.687317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:11.687840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:11.733997] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:11.734964] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:11.736740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:11.738990] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 26.8s | Global ETA: 26m 40s [2025-11-22T02:54:11.739917] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:11.739979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.744741] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:11.745711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:11.837221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:11.845828] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.92% [2025-11-22T02:54:11.970896] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 2m 9s | Global ETA: 26m 40s [2025-11-22T02:54:11.971782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:11.971843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:11.976524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:11.978278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:11.978756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:11.979181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:12.019965] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 1.71% [2025-11-22T02:54:12.020168] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 29.4771% [2025-11-22T02:54:12.020250] [INFO ] [main ] PDX: DISCARDED add_intraday_volatility_percentile (score: 29.48%) [2025-11-22T02:54:12.020293] [INFO ] [main ] PDX: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:54:12.020325] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag'] [2025-11-22T02:54:12.020359] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:12.033733] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:12.035240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:12.035302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:12.036997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:12.037502] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:12.038168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:12.353491] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 4.1s | Global ETA: 26m 40s [2025-11-22T02:54:12.354414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:12.354477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:12.359304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:12.361058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:12.361524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:12.410417] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:12.411422] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:12.413384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:12.454680] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.23% | Symbol ETA: 26.1s | Global ETA: 26m 40s [2025-11-22T02:54:12.455601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:12.455684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:12.461471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:12.462494] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:12.557887] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 2m 9s | Global ETA: 26m 40s [2025-11-22T02:54:12.558865] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:12.558929] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:12.559236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:12.563781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:12.565761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:12.566261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:12.566712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:12.676253] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.39% | Symbol ETA: 27.2s | Global ETA: 26m 40s [2025-11-22T02:54:12.677559] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:12.677637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:12.680152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:12.680863] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:12.681852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:13.218191] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 3.7s | Global ETA: 26m 40s [2025-11-22T02:54:13.219729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:13.219837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:13.227588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:13.230477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:13.231220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:13.294678] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:13.295690] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:13.297524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:13.421410] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 25.7s | Global ETA: 26m 40s [2025-11-22T02:54:13.422413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:13.422478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:13.427600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:13.428669] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:13.448168] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.58% | Symbol ETA: 2m 8s | Global ETA: 26m 40s [2025-11-22T02:54:13.449491] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:13.449568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:13.456744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:13.459523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:13.460209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:13.460833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:13.521130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:13.576003] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.90% | Symbol ETA: 27.6s | Global ETA: 26m 40s [2025-11-22T02:54:13.576956] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:13.577020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:13.578863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:13.579380] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:13.580070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:13.946436] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 1.99% | Symbol ETA: 3.0s | Global ETA: 26m 41s [2025-11-22T02:54:13.947328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:13.947411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:13.952355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:13.954248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:13.954742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:14.000182] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:14.001132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:14.003059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.138079] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.07% | Symbol ETA: 24.9s | Global ETA: 26m 41s [2025-11-22T02:54:14.139018] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:14.139081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:14.143972] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:14.144926] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:14.150938] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 2m 8s | Global ETA: 26m 41s [2025-11-22T02:54:14.152048] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:14.152111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:14.157208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:14.158999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:14.159462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:54:14.159941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.206105] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 26.5s | Global ETA: 26m 41s [2025-11-22T02:54:14.207015] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:14.207076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:14.208800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:14.209297] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:14.210045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.231675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.650434] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 2.3s | Global ETA: 26m 41s [2025-11-22T02:54:14.651444] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:14.651512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:14.656553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:14.658907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:14.659390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:14.702875] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:14.703812] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:14.705499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.752497] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 2m 7s | Global ETA: 26m 41s [2025-11-22T02:54:14.820428] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.47% | Symbol ETA: 25.6s | Global ETA: 26m 41s [2025-11-22T02:54:14.821406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:14.821470] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:14.823263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:14.823771] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:14.824424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:14.836973] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.56% | Symbol ETA: 24.1s | Global ETA: 26m 41s [2025-11-22T02:54:14.837890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:14.837951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:14.842732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:14.843659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:14.926839] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.35% [2025-11-22T02:54:14.927959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:15.107606] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.19%, Actual: 0.00% [2025-11-22T02:54:15.282319] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 1.39% [2025-11-22T02:54:15.302033] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 1.6s | Global ETA: 26m 41s [2025-11-22T02:54:15.303722] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:15.303785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:15.308797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:15.310579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:15.311086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:15.356867] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:15.357619] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:15.359307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:15.445259] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.63% | Symbol ETA: 24.9s | Global ETA: 26m 41s [2025-11-22T02:54:15.446185] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:15.446246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:15.448044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:15.448580] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:15.449255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:15.458867] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.16%, Actual: 0.89% [2025-11-22T02:54:15.521545] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 23.4s | Global ETA: 26m 41s [2025-11-22T02:54:15.522436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:15.522498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:15.527205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:15.528208] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:15.613413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:15.637107] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.37%, Actual: 1.20% [2025-11-22T02:54:15.818710] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 0.32% [2025-11-22T02:54:15.975600] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 0.9s | Global ETA: 26m 41s [2025-11-22T02:54:15.976988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:15.977074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:15.983356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:15.986060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:15.986621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:15.991240] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.47% [2025-11-22T02:54:16.033962] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:16.034900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:54:16.036673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:16.061512] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 24.1s | Global ETA: 26m 41s [2025-11-22T02:54:16.062399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:16.062459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:16.064452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:16.065009] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:16.065680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:16.162331] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.58%, Actual: 0.87% [2025-11-22T02:54:16.206979] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -2.01% | Symbol ETA: 22.6s | Global ETA: 26m 41s [2025-11-22T02:54:16.207994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:16.208055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:16.212818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:16.213778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:54:16.298232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:16.329574] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.04% [2025-11-22T02:54:16.508076] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.64% [2025-11-22T02:54:16.508291] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 41.6436% [2025-11-22T02:54:16.508343] [INFO ] [main ] LTC: DISCARDED add_atr_5 (score: 41.64%) [2025-11-22T02:54:16.508382] [INFO ] [main ] LTC: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:54:16.508414] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T02:54:16.508449] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:16.522556] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:16.524031] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:16.524094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:16.529153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:16.530982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:16.531477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:16.532246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:16.632913] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -1.10% | Symbol ETA: 0.2s | Global ETA: 26m 41s [2025-11-22T02:54:16.673304] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 23.4s | Global ETA: 26m 42s [2025-11-22T02:54:16.674204] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:16.674265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:16.675934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:16.676436] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:16.677122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:16.803932] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -1.80%, Actual: 2.04% [2025-11-22T02:54:16.975395] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 4.27%, Actual: 1.40% [2025-11-22T02:54:16.978663] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.54% | Symbol ETA: 21.9s | Global ETA: 26m 42s [2025-11-22T02:54:17.128909] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 1m 43s | Global ETA: 26m 42s [2025-11-22T02:54:17.129844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:17.129908] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:17.134770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:17.136565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:17.137065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:17.137907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:17.145415] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.05%, Actual: 0.26% [2025-11-22T02:54:17.154773] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 0.84% [2025-11-22T02:54:17.264652] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 22.8s | Global ETA: 26m 42s [2025-11-22T02:54:17.265517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:17.265579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:17.267226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:17.267755] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:17.268398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:17.315012] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 1.69% [2025-11-22T02:54:17.329453] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.50%, Actual: 0.95% [2025-11-22T02:54:17.483773] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.40% [2025-11-22T02:54:17.503817] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.44%, Actual: 0.57% [2025-11-22T02:54:17.652052] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 1.99%, Actual: 1.86% [2025-11-22T02:54:17.677982] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.23%, Actual: 2.37% [2025-11-22T02:54:17.733559] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 1m 42s | Global ETA: 26m 42s [2025-11-22T02:54:17.734449] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:17.734511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:17.739357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:17.741092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:17.741552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:17.742302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:17.818856] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.23% [2025-11-22T02:54:17.842512] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.70% [2025-11-22T02:54:17.857094] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 22.1s | Global ETA: 26m 42s [2025-11-22T02:54:17.858017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:17.858078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:17.859708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:17.860181] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:17.860828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:17.985861] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.03% [2025-11-22T02:54:18.007408] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 1.41% [2025-11-22T02:54:18.152068] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.99% [2025-11-22T02:54:18.175061] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.56%, Actual: 3.37% [2025-11-22T02:54:18.320536] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -1.10%, Actual: 1.43% [2025-11-22T02:54:18.320757] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 51.4956% [2025-11-22T02:54:18.321560] [INFO ] [main ] FCF: DISCARDED add_volume_zscore (score: 51.50%) [2025-11-22T02:54:18.321607] [INFO ] [main ] FCF: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:54:18.321660] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag', 'add_vwap_deviations'] [2025-11-22T02:54:18.321715] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T02:54:18.324047] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 1m 42s | Global ETA: 26m 42s [2025-11-22T02:54:18.324941] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:18.325007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:18.329818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:18.331554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:18.332045] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:18.332789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:18.336221] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:18.337487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:18.337548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:18.340482] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 1.27% [2025-11-22T02:54:18.342283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:18.344043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:18.344501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:18.388668] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:18.389585] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:18.395315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:18.466823] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 2.42% | Symbol ETA: 21.5s | Global ETA: 26m 42s [2025-11-22T02:54:18.505411] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -2.01%, Actual: 5.74% [2025-11-22T02:54:18.635268] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.39%, Actual: 0.32% [2025-11-22T02:54:18.673580] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.54%, Actual: 3.44% [2025-11-22T02:54:18.673813] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 43.3346% [2025-11-22T02:54:18.673906] [INFO ] [main ] KOP: DISCARDED add_intraday_volatility_percentile (score: 43.33%) [2025-11-22T02:54:18.673953] [INFO ] [main ] KOP: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:54:18.673988] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_last_hour_momentum_mag'] [2025-11-22T02:54:18.674025] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:18.685081] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:18.686334] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:18.686395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:18.691262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:18.692240] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:18.692888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:18.803210] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.90%, Actual: 0.68% [2025-11-22T02:54:18.928598] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 1m 41s | Global ETA: 26m 42s [2025-11-22T02:54:18.929519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:18.929582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:18.934320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:18.936102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:18.936563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:18.937310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:18.981297] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.34% [2025-11-22T02:54:18.981385] [INFO ] [main ] FCF: Lookback Days: 2, Magnitude: -2.26% | Symbol ETA: 5.8s | Global ETA: 26m 42s [2025-11-22T02:54:18.982303] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:18.982366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:18.987151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:18.988978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:18.989453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:19.033454] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:19.034375] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:19.040106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:19.153629] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.47%, Actual: 0.60% [2025-11-22T02:54:19.287717] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.53% | Symbol ETA: 27.7s | Global ETA: 26m 42s [2025-11-22T02:54:19.288580] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:19.288659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:19.293321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:19.294257] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:19.294897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:19.323243] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.63%, Actual: 0.26% [2025-11-22T02:54:19.489482] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 1.00% [2025-11-22T02:54:19.525169] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 1m 41s | Global ETA: 26m 42s [2025-11-22T02:54:19.526058] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:19.526120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:19.530878] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:19.532637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:19.533120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:19.537729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:19.630879] [INFO ] [main ] FCF: Lookback Days: 3, Magnitude: 2.92% | Symbol ETA: 5.2s | Global ETA: 26m 42s [2025-11-22T02:54:19.631801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:19.632241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:19.637173] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:19.639003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:19.639480] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:19.654318] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 0.52% [2025-11-22T02:54:19.684144] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:19.685031] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:19.690890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:19.819922] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.06% [2025-11-22T02:54:19.886778] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 27.1s | Global ETA: 26m 43s [2025-11-22T02:54:19.887778] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:19.887843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:19.893042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:19.894068] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:19.894748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:19.987175] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.92% [2025-11-22T02:54:20.139101] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 1m 40s | Global ETA: 26m 43s [2025-11-22T02:54:20.140055] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:20.140120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:20.145096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.146982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.147490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:20.148266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.151450] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 2.42%, Actual: 1.71% [2025-11-22T02:54:20.151616] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 41.3731% [2025-11-22T02:54:20.151717] [INFO ] [main ] PDX: DISCARDED add_last_hour_momentum_mag (score: 41.37%) [2025-11-22T02:54:20.151761] [INFO ] [main ] PDX: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:54:20.151793] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_day_volatility'] [2025-11-22T02:54:20.151827] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:20.165670] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:20.167069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:20.167130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.168832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.169318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:20.171157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.289496] [INFO ] [main ] FCF: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 4.6s | Global ETA: 26m 43s [2025-11-22T02:54:20.290411] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:20.290477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:20.295242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.296993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.297491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:20.341806] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:20.342725] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:20.348505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.510019] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.41% | Symbol ETA: 26.5s | Global ETA: 26m 43s [2025-11-22T02:54:20.510962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:20.511040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:20.516150] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:20.517160] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:20.517890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.739988] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 1m 39s | Global ETA: 26m 43s [2025-11-22T02:54:20.740878] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:20.740941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:20.745668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.747469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.747947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:20.748694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.762402] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.66% | Symbol ETA: 23.7s | Global ETA: 26m 43s [2025-11-22T02:54:20.763294] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:20.763355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.765005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.765475] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:20.767312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:20.942514] [INFO ] [main ] FCF: Lookback Days: 5, Magnitude: 1.67% | Symbol ETA: 3.9s | Global ETA: 26m 43s [2025-11-22T02:54:20.943411] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:20.943474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:20.948247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:20.950037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:20.950498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:20.994219] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:20.994962] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:21.000581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.137767] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.97% | Symbol ETA: 26.0s | Global ETA: 26m 43s [2025-11-22T02:54:21.138695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:21.138758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:21.144294] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:21.145491] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:21.146234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.327315] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 1m 39s | Global ETA: 26m 43s [2025-11-22T02:54:21.328260] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:21.328322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:21.333212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:21.335015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:21.335492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:21.336298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.356754] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 3.62% | Symbol ETA: 23.1s | Global ETA: 26m 43s [2025-11-22T02:54:21.357633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:21.357714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:21.359349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:21.359864] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:21.361685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.592174] [INFO ] [main ] FCF: Lookback Days: 6, Magnitude: -2.01% | Symbol ETA: 3.3s | Global ETA: 26m 43s [2025-11-22T02:54:21.593070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:21.593134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:21.597944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:21.599702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:21.600163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:21.643372] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:21.644144] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:21.649915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.789931] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.27% | Symbol ETA: 25.4s | Global ETA: 26m 43s [2025-11-22T02:54:21.790866] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:21.790931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:21.796128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:21.797292] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:21.798012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.945906] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 1m 38s | Global ETA: 26m 43s [2025-11-22T02:54:21.946872] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:21.946935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:21.951943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:21.953425] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 22.5s | Global ETA: 26m 43s [2025-11-22T02:54:21.954060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:21.954301] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:21.954363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:21.954550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:54:21.955369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:21.956016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:21.956493] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:21.958328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:22.233966] [INFO ] [main ] FCF: Lookback Days: 7, Magnitude: 2.48% | Symbol ETA: 2.6s | Global ETA: 26m 43s [2025-11-22T02:54:22.234854] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:22.234916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:22.239610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:22.241329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:22.241808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:22.285063] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:22.285753] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:22.291434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:22.413433] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.85% | Symbol ETA: 24.8s | Global ETA: 26m 43s [2025-11-22T02:54:22.414429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:22.414507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:22.419803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:22.420770] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:22.421435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:22.538747] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 1m 38s | Global ETA: 26m 43s [2025-11-22T02:54:22.546514] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 21.9s | Global ETA: 26m 43s [2025-11-22T02:54:22.547415] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:22.547476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:22.549200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:22.549682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:22.551478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:22.709344] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 0.35% [2025-11-22T02:54:22.876525] [INFO ] [main ] FCF: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 1.9s | Global ETA: 26m 44s [2025-11-22T02:54:22.877428] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:22.877491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:22.877419] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 0.00% [2025-11-22T02:54:22.882213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:22.883944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:22.884401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:22.927490] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:22.928164] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:22.933836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.026220] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.36% | Symbol ETA: 24.1s | Global ETA: 26m 44s [2025-11-22T02:54:23.027119] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:23.027180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:23.031923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:23.032851] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:23.033478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.072630] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 1.39% [2025-11-22T02:54:23.142352] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.68% | Symbol ETA: 21.3s | Global ETA: 26m 44s [2025-11-22T02:54:23.143248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:23.143309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:23.144956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:23.145429] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:23.147261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.243794] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 0.89% [2025-11-22T02:54:23.411691] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 1.20% [2025-11-22T02:54:23.519904] [INFO ] [main ] FCF: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 1.3s | Global ETA: 26m 44s [2025-11-22T02:54:23.520874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:23.520937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:23.525730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:23.527509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:23.527993] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:23.572220] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:23.573149] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:23.579090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.584463] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.32% [2025-11-22T02:54:23.623342] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 0.49% | Symbol ETA: 23.5s | Global ETA: 26m 44s [2025-11-22T02:54:23.624229] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:23.624290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:23.629018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:23.629958] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:23.630576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.733957] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 20.7s | Global ETA: 26m 44s [2025-11-22T02:54:23.734853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:23.734913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:23.736535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:23.737035] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:23.738880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:23.756446] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.47% [2025-11-22T02:54:23.925136] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.87% [2025-11-22T02:54:24.096250] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.14%, Actual: 1.04% [2025-11-22T02:54:24.199096] [INFO ] [main ] FCF: Lookback Days: 10, Magnitude: 0.09% | Symbol ETA: 0.7s | Global ETA: 26m 44s [2025-11-22T02:54:24.200779] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:24.200842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:24.205603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:24.207388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:24.207867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:24.226265] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.09% | Symbol ETA: 22.9s | Global ETA: 26m 44s [2025-11-22T02:54:24.227148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:24.227211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:24.232017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:24.232936] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:24.233554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:24.252454] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:54:24.253171] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:54:24.259223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:24.269163] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.64% [2025-11-22T02:54:24.269486] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 38.3369% [2025-11-22T02:54:24.269586] [INFO ] [main ] LTC: DISCARDED add_close_to_open_alignment (score: 38.34%) [2025-11-22T02:54:24.269666] [INFO ] [main ] LTC: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:54:24.269717] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T02:54:24.269765] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:24.284963] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:24.286346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:24.286411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:24.291499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:24.293397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:24.293897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:24.294816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:24.333322] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 20.1s | Global ETA: 26m 44s [2025-11-22T02:54:24.334205] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:24.334265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:24.335915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:24.336394] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:24.338253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:24.855781] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.13% | Symbol ETA: 22.3s | Global ETA: 26m 44s [2025-11-22T02:54:24.858614] [INFO ] [main ] FCF: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 0.0s | Global ETA: 26m 44s [2025-11-22T02:54:24.891033] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.43% | Symbol ETA: 1m 18s | Global ETA: 26m 44s [2025-11-22T02:54:24.891920] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:24.891982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:24.899506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:24.901269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:24.901749] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:24.902621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:24.950497] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 19.5s | Global ETA: 26m 44s [2025-11-22T02:54:24.951467] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:24.951548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:24.953200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:24.953705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:24.955490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:25.024288] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.53%, Actual: 0.84% [2025-11-22T02:54:25.030910] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.26%, Actual: 2.04% [2025-11-22T02:54:25.194539] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.95% [2025-11-22T02:54:25.201215] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 2.92%, Actual: 1.40% [2025-11-22T02:54:25.363783] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.41%, Actual: 0.57% [2025-11-22T02:54:25.374450] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 0.26% [2025-11-22T02:54:25.492702] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 1m 18s | Global ETA: 26m 44s [2025-11-22T02:54:25.493580] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:25.493659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:25.498388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:25.500126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:25.500584] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:25.501466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:25.541431] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.67%, Actual: 1.69% [2025-11-22T02:54:25.541847] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.97%, Actual: 2.37% [2025-11-22T02:54:25.552219] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 18.9s | Global ETA: 26m 44s [2025-11-22T02:54:25.553123] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:25.553183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:25.554832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:25.555313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:25.557123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:25.711572] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.01%, Actual: 0.40% [2025-11-22T02:54:25.718350] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.27%, Actual: 0.70% [2025-11-22T02:54:25.879918] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 2.48%, Actual: 1.86% [2025-11-22T02:54:25.888284] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.85%, Actual: 1.41% [2025-11-22T02:54:26.048742] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 0.23% [2025-11-22T02:54:26.059629] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.36%, Actual: 3.37% [2025-11-22T02:54:26.088188] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 1m 17s | Global ETA: 26m 45s [2025-11-22T02:54:26.089083] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:26.089148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:26.093887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:26.095603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:26.096085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:26.096964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:26.157257] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 18.3s | Global ETA: 26m 45s [2025-11-22T02:54:26.217286] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 1.03% [2025-11-22T02:54:26.227395] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 0.49%, Actual: 1.27% [2025-11-22T02:54:26.328457] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.66%, Actual: 0.32% [2025-11-22T02:54:26.390915] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 0.09%, Actual: 0.99% [2025-11-22T02:54:26.396434] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.09%, Actual: 5.74% [2025-11-22T02:54:26.494281] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 3.62%, Actual: 0.68% [2025-11-22T02:54:26.560858] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 1.43% [2025-11-22T02:54:26.561066] [INFO ] [main ] FCF: Magnitude Forecast Confidence: 44.3306% [2025-11-22T02:54:26.561165] [INFO ] [main ] FCF: DISCARDED add_vwap_deviations (score: 44.33%) [2025-11-22T02:54:26.561254] [INFO ] [main ] FCF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:54:26.561290] [INFO ] [main ] FCF: Best accuracy: 57.25% [2025-11-22T02:54:26.561209] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.13%, Actual: 3.44% [2025-11-22T02:54:26.561323] [INFO ] [main ] FCF: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state', 'add_last_hour_momentum_mag'] [2025-11-22T02:54:26.561353] [INFO ] [main ] FCF: Improvement over baseline: 18.75% [2025-11-22T02:54:26.561381] [INFO ] [main ] FCF: Total time: 7.2 minutes [2025-11-22T02:54:26.561409] [INFO ] [main ] FCF: Average time per feature: 8.3 seconds [2025-11-22T02:54:26.561403] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 51.4465% [2025-11-22T02:54:26.561437] [INFO ] [main ] FCF: Average speed: 0.12 features/sec [2025-11-22T02:54:26.561484] [INFO ] [main ] KOP: DISCARDED add_last_hour_momentum_mag (score: 51.45%) [2025-11-22T02:54:26.561533] [INFO ] [main ] KOP: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:54:26.561566] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_late_day_volatility'] [2025-11-22T02:54:26.561600] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:26.572749] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:26.573972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:26.574035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:26.578844] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:26.579797] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:26.581559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:26.660823] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.34% [2025-11-22T02:54:26.681389] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.12% | Symbol ETA: 1m 17s | Global ETA: 26m 45s [2025-11-22T02:54:26.682830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:26.682891] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:26.687596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:26.689326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:26.689807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:26.690680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:26.732107] [DEBUG] [METRICS ] FCF: 2025-11-20:2025-11-21: Predicted: -2.06%, Actual: 2.04% [2025-11-22T02:54:26.829352] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.60% [2025-11-22T02:54:26.904881] [DEBUG] [METRICS ] FCF: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.40% [2025-11-22T02:54:26.995630] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.68%, Actual: 0.26% [2025-11-22T02:54:27.074621] [DEBUG] [METRICS ] FCF: 2025-11-18:2025-11-19: Predicted: -3.35%, Actual: 0.26% [2025-11-22T02:54:27.160761] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 1.00% [2025-11-22T02:54:27.182163] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 23.2s | Global ETA: 26m 45s [2025-11-22T02:54:27.183404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:27.183467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:27.188236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:27.189174] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:27.190971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:27.249582] [DEBUG] [METRICS ] FCF: 2025-11-17:2025-11-18: Predicted: 1.95%, Actual: 1.69% [2025-11-22T02:54:27.270161] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 1m 16s | Global ETA: 26m 45s [2025-11-22T02:54:27.271039] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:27.271102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:27.275847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:27.277573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:27.278050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:27.278926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:27.326024] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 0.52% [2025-11-22T02:54:27.419402] [DEBUG] [METRICS ] FCF: 2025-11-14:2025-11-17: Predicted: -2.25%, Actual: 0.40% [2025-11-22T02:54:27.489294] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 0.06% [2025-11-22T02:54:27.587686] [DEBUG] [METRICS ] FCF: 2025-11-13:2025-11-14: Predicted: 0.93%, Actual: 1.86% [2025-11-22T02:54:27.653531] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.92% [2025-11-22T02:54:27.762273] [DEBUG] [METRICS ] FCF: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.23% [2025-11-22T02:54:27.785813] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 22.6s | Global ETA: 26m 45s [2025-11-22T02:54:27.786713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:27.786774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:27.791500] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:27.792426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:27.794217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:27.817272] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 1.71% [2025-11-22T02:54:27.817459] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 36.5010% [2025-11-22T02:54:27.817910] [INFO ] [main ] PDX: DISCARDED add_late_day_volatility (score: 36.50%) [2025-11-22T02:54:27.817956] [INFO ] [main ] PDX: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:54:27.817987] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_hour_microstructure'] [2025-11-22T02:54:27.818021] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:27.831377] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:27.832613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:27.832864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:27.834547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:27.835088] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:27.837780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:27.858134] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 1m 15s | Global ETA: 26m 45s [2025-11-22T02:54:27.859014] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:27.859075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:27.863824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:27.865513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:27.865993] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:27.866880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:27.940505] [DEBUG] [METRICS ] FCF: 2025-11-11:2025-11-12: Predicted: -1.43%, Actual: 1.03% [2025-11-22T02:54:28.114906] [DEBUG] [METRICS ] FCF: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.99% [2025-11-22T02:54:28.288347] [DEBUG] [METRICS ] FCF: 2025-11-07:2025-11-10: Predicted: 1.47%, Actual: 1.43% [2025-11-22T02:54:28.289211] [INFO ] [LOCAL ] Saved configuration for FCF: 5 features, 57.25% accuracy -> ./output/feature-sets/FCF.json [2025-11-22T02:54:28.291152] [INFO ] [main ] Progress: 44/57 symbols completed (77.2%). FCF finished in 7m 20s. ETA: 24m 17s. Rate: 0.54 symbols/min [2025-11-22T02:54:28.294166] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:54:28.308878] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:28.309402] [INFO ] [main ] APH: Testing with 53 available features [2025-11-22T02:54:28.309453] [INFO ] [main ] APH: Establishing baseline with no features... [2025-11-22T02:54:28.309490] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:54:28.322715] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:28.324192] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:28.399860] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.72% | Symbol ETA: 22.0s | Global ETA: 24m 17s [2025-11-22T02:54:28.400784] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:28.400845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:28.405537] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:28.406491] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:28.408287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:28.429932] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 21.2s | Global ETA: 24m 17s [2025-11-22T02:54:28.430862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:28.430924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:28.432552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:28.433047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:28.435768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:28.448811] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 1m 15s | Global ETA: 24m 17s [2025-11-22T02:54:28.449730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:28.449794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:28.454800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:28.456666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:28.457148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:28.458091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:28.942547] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.58% [2025-11-22T02:54:28.943491] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:29.008445] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.66% | Symbol ETA: 21.4s | Global ETA: 24m 17s [2025-11-22T02:54:29.009341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:29.009402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:29.014101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:29.015027] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:29.016814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:29.048772] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.72% | Symbol ETA: 20.6s | Global ETA: 24m 17s [2025-11-22T02:54:29.049759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:29.049832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:29.051557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:29.052137] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:29.055128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:29.066998] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 1m 14s | Global ETA: 24m 17s [2025-11-22T02:54:29.067908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:29.067970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:29.072744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:29.074469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:29.074961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:29.075842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:29.610410] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.05% | Symbol ETA: 20.8s | Global ETA: 24m 17s [2025-11-22T02:54:29.611295] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:29.611357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:29.616062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:29.616982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:29.618792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:29.624708] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.15% [2025-11-22T02:54:29.625697] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:29.668010] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 1m 14s | Global ETA: 24m 17s [2025-11-22T02:54:29.668377] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.27% | Symbol ETA: 20.1s | Global ETA: 24m 17s [2025-11-22T02:54:29.668917] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:29.668979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:29.669349] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:29.669419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:29.671290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:29.671818] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:29.673740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:29.674554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:29.675445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:29.675928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:29.676803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:30.213373] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.85% | Symbol ETA: 20.2s | Global ETA: 24m 17s [2025-11-22T02:54:30.214273] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:30.214334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:30.219086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:30.220025] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:30.221795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:30.264823] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.78% [2025-11-22T02:54:30.265894] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:30.282369] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 1m 13s | Global ETA: 24m 17s [2025-11-22T02:54:30.283741] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 19.5s | Global ETA: 24m 17s [2025-11-22T02:54:30.284613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:30.284699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:30.286350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:30.286843] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:30.289492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:30.451626] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.43%, Actual: 0.35% [2025-11-22T02:54:30.621547] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 0.00% [2025-11-22T02:54:30.793372] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 1.39% [2025-11-22T02:54:30.817128] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.88% | Symbol ETA: 19.6s | Global ETA: 24m 17s [2025-11-22T02:54:30.818049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:30.818111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:30.822836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:30.823762] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:30.825532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:30.898141] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.13% | Symbol ETA: 18.8s | Global ETA: 24m 18s [2025-11-22T02:54:30.899071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:30.899135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:30.900871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:30.901375] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:30.904196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:30.919132] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.40% [2025-11-22T02:54:30.920194] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:30.963238] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 0.89% [2025-11-22T02:54:31.130090] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 1.20% [2025-11-22T02:54:31.303524] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 0.32% [2025-11-22T02:54:31.418962] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.09% | Symbol ETA: 19.0s | Global ETA: 24m 18s [2025-11-22T02:54:31.419880] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:31.419943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:31.424664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:31.425565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:31.427341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:31.473915] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.47% [2025-11-22T02:54:31.510843] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 18.2s | Global ETA: 24m 18s [2025-11-22T02:54:31.511836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:31.511899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:31.513596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:31.514120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:31.516889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:31.561141] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.36% [2025-11-22T02:54:31.562097] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:31.649270] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 0.87% [2025-11-22T02:54:31.827955] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 1.04% [2025-11-22T02:54:32.001824] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 0.64% [2025-11-22T02:54:32.002036] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 37.0665% [2025-11-22T02:54:32.002120] [INFO ] [main ] LTC: DISCARDED add_composite_volatility_context (score: 37.07%) [2025-11-22T02:54:32.002165] [INFO ] [main ] LTC: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:54:32.002201] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T02:54:32.002236] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:32.016701] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:32.018277] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:32.018339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:32.023207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:32.025019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:32.025487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:32.027872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:32.035830] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.72% | Symbol ETA: 18.4s | Global ETA: 24m 18s [2025-11-22T02:54:32.036779] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:32.036840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:32.041984] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:32.042929] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:54:32.044787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:32.135054] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 17.6s | Global ETA: 24m 18s [2025-11-22T02:54:32.135980] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:32.136041] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:32.137745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:32.138253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:32.140986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:32.230044] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.22% [2025-11-22T02:54:32.230969] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:32.627461] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 1m 5s | Global ETA: 24m 18s [2025-11-22T02:54:32.628389] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:32.628499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:32.633677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:32.635514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:32.636010] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:32.637116] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 17.7s | Global ETA: 24m 18s [2025-11-22T02:54:32.638443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:32.757687] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 17.0s | Global ETA: 24m 18s [2025-11-22T02:54:32.758602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:32.758686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:32.760409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:32.760922] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:32.763741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:32.805905] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 0.84% [2025-11-22T02:54:32.859218] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.22% [2025-11-22T02:54:32.860186] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:32.973057] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 0.95% [2025-11-22T02:54:33.137429] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.72%, Actual: 0.57% [2025-11-22T02:54:33.253219] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 1m 4s | Global ETA: 24m 18s [2025-11-22T02:54:33.254229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:33.254293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:33.259222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:33.261004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:33.261480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:33.264020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:33.306431] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.66%, Actual: 2.37% [2025-11-22T02:54:33.373484] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 16.4s | Global ETA: 24m 18s [2025-11-22T02:54:33.374434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:33.374499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:33.376216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:33.376741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:33.379492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:33.473689] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.05%, Actual: 0.70% [2025-11-22T02:54:33.484633] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.36% [2025-11-22T02:54:33.485632] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:33.641460] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.85%, Actual: 1.41% [2025-11-22T02:54:33.806500] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.88%, Actual: 3.37% [2025-11-22T02:54:33.850567] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.66% | Symbol ETA: 1m 4s | Global ETA: 24m 18s [2025-11-22T02:54:33.851472] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:33.851534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:33.856250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:33.858016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:33.858475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:33.860806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:33.975162] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.09%, Actual: 1.27% [2025-11-22T02:54:33.985891] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.18% | Symbol ETA: 15.8s | Global ETA: 24m 18s [2025-11-22T02:54:34.115520] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.82% [2025-11-22T02:54:34.116497] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:54:34.138510] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.72%, Actual: 5.74% [2025-11-22T02:54:34.158836] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 0.32% [2025-11-22T02:54:34.303083] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 3.44% [2025-11-22T02:54:34.303244] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 42.8497% [2025-11-22T02:54:34.303320] [INFO ] [main ] KOP: DISCARDED add_late_day_volatility (score: 42.85%) [2025-11-22T02:54:34.303363] [INFO ] [main ] KOP: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:54:34.303394] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_late_hour_microstructure'] [2025-11-22T02:54:34.303428] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:34.314415] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:34.315602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:34.315681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:34.320438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:34.321374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:34.324024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:34.329510] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.72%, Actual: 0.68% [2025-11-22T02:54:34.449976] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 1m 3s | Global ETA: 24m 19s [2025-11-22T02:54:34.450905] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:34.450967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:34.455883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:34.458092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:34.458570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:34.465021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:34.503055] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.27%, Actual: 0.34% [2025-11-22T02:54:34.674772] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 0.60% [2025-11-22T02:54:34.751884] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.86% [2025-11-22T02:54:34.848392] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.13%, Actual: 0.26% [2025-11-22T02:54:34.921898] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.61% | Symbol ETA: 21.4s | Global ETA: 24m 19s [2025-11-22T02:54:34.922832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:34.922895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:34.924123] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.58%, Actual: 6.76% [2025-11-22T02:54:34.927667] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:34.928696] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:34.931306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:35.015410] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.00% [2025-11-22T02:54:35.068117] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 1m 2s | Global ETA: 24m 19s [2025-11-22T02:54:35.069003] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:35.069064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:35.073766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:35.075505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:35.075986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:35.078340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:35.102524] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.15%, Actual: 2.11% [2025-11-22T02:54:35.184093] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.52% [2025-11-22T02:54:35.270885] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.78%, Actual: 3.31% [2025-11-22T02:54:35.353464] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.06% [2025-11-22T02:54:35.440547] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.40%, Actual: 2.01% [2025-11-22T02:54:35.532184] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.92% [2025-11-22T02:54:35.535882] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 20.8s | Global ETA: 24m 19s [2025-11-22T02:54:35.536796] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:35.536859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:35.541760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:35.542736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:35.545354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:35.617006] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.36%, Actual: 1.39% [2025-11-22T02:54:35.674140] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 1m 2s | Global ETA: 24m 19s [2025-11-22T02:54:35.675077] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:35.675141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:35.680079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:35.681912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:35.682423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:35.684868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:35.705280] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.18%, Actual: 1.71% [2025-11-22T02:54:35.705487] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.7405% [2025-11-22T02:54:35.705571] [INFO ] [main ] PDX: DISCARDED add_late_hour_microstructure (score: 39.74%) [2025-11-22T02:54:35.705615] [INFO ] [main ] PDX: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:54:35.705669] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_session_pressure'] [2025-11-22T02:54:35.705709] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:35.719382] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:35.720926] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:35.721004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:35.722784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:35.723307] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:35.724392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:35.789737] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.22%, Actual: 0.24% [2025-11-22T02:54:35.961234] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 3.91% [2025-11-22T02:54:36.130003] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.39% [2025-11-22T02:54:36.137298] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 20.2s | Global ETA: 24m 19s [2025-11-22T02:54:36.138202] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:36.138262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.143064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:36.143987] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:36.146746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.283994] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.68% | Symbol ETA: 1m 1s | Global ETA: 24m 19s [2025-11-22T02:54:36.284914] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:36.284978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.290155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:36.291972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:36.292447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:36.294908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.300094] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 0.68% [2025-11-22T02:54:36.330712] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 20.4s | Global ETA: 24m 19s [2025-11-22T02:54:36.331565] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:36.331627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:36.333274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:36.333822] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:36.334842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.466520] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.86%, Actual: 4.04% [2025-11-22T02:54:36.466741] [INFO ] [main ] APH: Magnitude Forecast Confidence: 52.0324% [2025-11-22T02:54:36.466790] [INFO ] [main ] APH: Baseline score (no features): 52.0324% [2025-11-22T02:54:36.466828] [INFO ] [main ] APH: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.466860] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:54:36.466892] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:54:36.480261] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:36.481749] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:36.481808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.486564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.746465] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 19.6s | Global ETA: 24m 19s [2025-11-22T02:54:36.747399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:36.747475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.752224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:36.753166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:36.755746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.883813] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 1m 0s | Global ETA: 24m 19s [2025-11-22T02:54:36.884705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:36.884766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:36.889537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:36.891249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:36.891728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:36.894067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:36.927684] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.99% | Symbol ETA: 19.7s | Global ETA: 24m 19s [2025-11-22T02:54:36.928568] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:36.928631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:36.930329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:36.930881] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:36.931999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:37.114171] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.19% | Symbol ETA: 5m 35s | Global ETA: 24m 19s [2025-11-22T02:54:37.115068] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:37.115127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:37.119827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:37.381237] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 19.0s | Global ETA: 24m 19s [2025-11-22T02:54:37.382282] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:37.382345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:37.388058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:37.389080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:37.391919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:37.493820] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 59.9s | Global ETA: 24m 19s [2025-11-22T02:54:37.494722] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:54:37.494784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:37.499526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:37.501401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:37.501903] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:37.504307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:37.550900] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 19.2s | Global ETA: 24m 19s [2025-11-22T02:54:37.551809] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:37.551871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:37.553553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:37.554068] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:37.555139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:37.740110] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 5m 32s | Global ETA: 24m 20s [2025-11-22T02:54:37.740990] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:37.741049] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:37.745858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.022678] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.45% | Symbol ETA: 18.4s | Global ETA: 24m 20s [2025-11-22T02:54:38.023553] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:38.023614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:38.028376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:38.029298] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:38.031872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.105353] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 59.3s | Global ETA: 24m 20s [2025-11-22T02:54:38.156733] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 18.6s | Global ETA: 24m 20s [2025-11-22T02:54:38.157687] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:38.157750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:38.159427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:38.160279] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:38.161341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.280288] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.35% [2025-11-22T02:54:38.367566] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 5m 31s | Global ETA: 24m 20s [2025-11-22T02:54:38.368475] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:38.368534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:38.373235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.446425] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.00% [2025-11-22T02:54:38.616037] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.66%, Actual: 1.39% [2025-11-22T02:54:38.630312] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.75% | Symbol ETA: 17.8s | Global ETA: 24m 20s [2025-11-22T02:54:38.631202] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:38.631263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:38.635954] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:38.636886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:38.639512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.762734] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 17.9s | Global ETA: 24m 20s [2025-11-22T02:54:38.763668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:38.763730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:38.765351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:38.765851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:38.766876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:38.787032] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 0.89% [2025-11-22T02:54:38.956116] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 1.20% [2025-11-22T02:54:38.999581] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 5m 31s | Global ETA: 24m 20s [2025-11-22T02:54:39.000495] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:39.000555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:39.005319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.125553] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.32% [2025-11-22T02:54:39.233264] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.72% | Symbol ETA: 17.2s | Global ETA: 24m 20s [2025-11-22T02:54:39.234167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:39.234228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:39.242695] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:39.243682] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:39.246271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.294518] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.47% [2025-11-22T02:54:39.360631] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 17.3s | Global ETA: 24m 20s [2025-11-22T02:54:39.361630] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:39.361712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:39.363366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:39.363887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:39.364914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.463774] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 0.87% [2025-11-22T02:54:39.633008] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 1.04% [2025-11-22T02:54:39.640208] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.34% | Symbol ETA: 5m 32s | Global ETA: 24m 20s [2025-11-22T02:54:39.641127] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:39.641189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:39.645987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.803625] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.65%, Actual: 0.64% [2025-11-22T02:54:39.803849] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 46.0337% [2025-11-22T02:54:39.803954] [INFO ] [main ] LTC: KEPT add_day_shape_ratios (score: 46.03%) [2025-11-22T02:54:39.804000] [INFO ] [main ] LTC: Testing feature 8/53: add_directional_consistency [2025-11-22T02:54:39.804033] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T02:54:39.804068] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:39.818187] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:39.819471] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:39.819547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:39.824415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:39.828311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:39.830812] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:39.833356] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:39.836057] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -2.26% | Symbol ETA: 16.6s | Global ETA: 24m 20s [2025-11-22T02:54:39.836942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:39.837035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:39.841807] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:39.842732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:54:39.845306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.966476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:39.970492] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 16.7s | Global ETA: 24m 20s [2025-11-22T02:54:39.971505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:39.971566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:39.973361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:39.973885] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:39.974921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:40.303274] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 5m 34s | Global ETA: 24m 20s [2025-11-22T02:54:40.304369] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:40.304433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:40.309661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:40.438119] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 15.9s | Global ETA: 24m 20s [2025-11-22T02:54:40.569332] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 56.9s | Global ETA: 24m 20s [2025-11-22T02:54:40.570274] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:40.570338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:40.575181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:40.577180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:40.577728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:40.580092] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:40.585488] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.15% | Symbol ETA: 16.1s | Global ETA: 24m 20s [2025-11-22T02:54:40.586430] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:40.586494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:40.588233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:40.588764] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:40.589809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:40.604745] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.61%, Actual: 0.84% [2025-11-22T02:54:40.707099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:40.771764] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 0.95% [2025-11-22T02:54:40.938606] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 0.57% [2025-11-22T02:54:40.946769] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 5m 34s | Global ETA: 24m 20s [2025-11-22T02:54:40.947738] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:40.947800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:40.952966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:41.105735] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 2.37% [2025-11-22T02:54:41.223287] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -1.34% | Symbol ETA: 15.5s | Global ETA: 24m 21s [2025-11-22T02:54:41.224189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:41.224249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:41.225889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:41.226369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:41.227421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:41.272709] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.36%, Actual: 0.70% [2025-11-22T02:54:41.303124] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 56.1s | Global ETA: 24m 21s [2025-11-22T02:54:41.304026] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:41.304090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:41.308875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:41.310689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:41.311157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:41.313515] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:41.439149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:41.439341] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.45%, Actual: 1.41% [2025-11-22T02:54:41.595627] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 5m 34s | Global ETA: 24m 21s [2025-11-22T02:54:41.596556] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:41.596621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:41.601628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:41.605280] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.75%, Actual: 3.37% [2025-11-22T02:54:41.770857] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 1.27% [2025-11-22T02:54:41.853632] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 14.9s | Global ETA: 24m 21s [2025-11-22T02:54:41.936810] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -2.26%, Actual: 5.74% [2025-11-22T02:54:42.024597] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 0.32% [2025-11-22T02:54:42.028058] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 55.3s | Global ETA: 24m 21s [2025-11-22T02:54:42.028994] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:42.029057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:42.033865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:42.035580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:42.036056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:42.038368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:42.103487] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 3.44% [2025-11-22T02:54:42.103751] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.1711% [2025-11-22T02:54:42.103833] [INFO ] [main ] KOP: DISCARDED add_late_hour_microstructure (score: 49.17%) [2025-11-22T02:54:42.103875] [INFO ] [main ] KOP: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:54:42.103907] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_late_session_pressure'] [2025-11-22T02:54:42.103941] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:42.114897] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:42.116255] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:42.116318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:42.121081] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:42.122030] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:42.123060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:42.160834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:42.196552] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 0.68% [2025-11-22T02:54:42.238148] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 5m 33s | Global ETA: 24m 21s [2025-11-22T02:54:42.239208] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:54:42.239280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:42.244210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:42.366303] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.34% [2025-11-22T02:54:42.564557] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.60% [2025-11-22T02:54:42.719081] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.71% | Symbol ETA: 20.2s | Global ETA: 24m 21s [2025-11-22T02:54:42.719989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:42.720050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:42.724898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:42.725909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:42.727258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:42.735097] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.79%, Actual: 0.26% [2025-11-22T02:54:42.759916] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 54.6s | Global ETA: 24m 21s [2025-11-22T02:54:42.760868] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:42.760934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:42.766280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:42.768395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:42.768963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:42.771583] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:42.863719] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 5m 32s | Global ETA: 24m 21s [2025-11-22T02:54:42.907414] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 1.00% [2025-11-22T02:54:42.909741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:43.032993] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.19%, Actual: 6.76% [2025-11-22T02:54:43.080607] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 0.52% [2025-11-22T02:54:43.197992] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 2.11% [2025-11-22T02:54:43.256170] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.15%, Actual: 0.06% [2025-11-22T02:54:43.324251] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 19.6s | Global ETA: 24m 21s [2025-11-22T02:54:43.325161] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:43.325227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:43.329963] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:43.330931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:43.331981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:43.363740] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 3.31% [2025-11-22T02:54:43.429597] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -1.34%, Actual: 0.92% [2025-11-22T02:54:43.507536] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.25% | Symbol ETA: 53.8s | Global ETA: 24m 21s [2025-11-22T02:54:43.508456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:43.508527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:43.513505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:43.515413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:43.515948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:43.518385] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:43.531280] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.44%, Actual: 2.01% [2025-11-22T02:54:43.598881] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 1.71% [2025-11-22T02:54:43.599077] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 37.2543% [2025-11-22T02:54:43.599154] [INFO ] [main ] PDX: DISCARDED add_late_session_pressure (score: 37.25%) [2025-11-22T02:54:43.599196] [INFO ] [main ] PDX: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:54:43.599230] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity'] [2025-11-22T02:54:43.599267] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:43.612575] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:43.613874] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:43.613936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:43.615624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:43.616154] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:43.618161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:43.649593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:43.701370] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.34%, Actual: 1.39% [2025-11-22T02:54:43.881087] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 0.24% [2025-11-22T02:54:43.933305] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.54% | Symbol ETA: 19.0s | Global ETA: 24m 21s [2025-11-22T02:54:43.934209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:43.934271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:43.939101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:43.940059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:43.941045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.051975] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 3.91% [2025-11-22T02:54:44.219087] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 0.39% [2025-11-22T02:54:44.228814] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.57% | Symbol ETA: 19.2s | Global ETA: 24m 21s [2025-11-22T02:54:44.230068] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:44.230130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:44.231791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:44.232289] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:44.234339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.259637] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 53.1s | Global ETA: 24m 21s [2025-11-22T02:54:44.260535] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:44.260612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:44.265476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:44.267309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:44.267815] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:44.270164] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:44.393559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.394289] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.68% [2025-11-22T02:54:44.553453] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.75% | Symbol ETA: 18.4s | Global ETA: 24m 22s [2025-11-22T02:54:44.554351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:44.554416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:44.559438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:44.560433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:44.561472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.576317] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 4.04% [2025-11-22T02:54:44.576528] [INFO ] [main ] APH: Magnitude Forecast Confidence: 41.5356% [2025-11-22T02:54:44.576586] [INFO ] [main ] APH: DISCARDED add_afternoon_v_morning_volatility_mix (score: 41.54%) [2025-11-22T02:54:44.576633] [INFO ] [main ] APH: Testing feature 2/53: add_atr [2025-11-22T02:54:44.576696] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:54:44.576734] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:54:44.592452] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:44.593904] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:44.593969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:44.595826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:44.596332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.843058] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.89% | Symbol ETA: 18.6s | Global ETA: 24m 22s [2025-11-22T02:54:44.844007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:44.844071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:44.845880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:44.846379] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:44.848497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:44.994075] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 52.4s | Global ETA: 24m 22s [2025-11-22T02:54:44.994964] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:44.995026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:45.003205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:45.005000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:45.005459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:45.007870] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:45.139261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.177496] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.57% | Symbol ETA: 17.8s | Global ETA: 24m 22s [2025-11-22T02:54:45.178420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:45.178481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:45.183329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:45.184376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:45.185546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.222296] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 6m 59s | Global ETA: 24m 22s [2025-11-22T02:54:45.223183] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:45.223243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:45.224901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:45.225368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.498125] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 18.1s | Global ETA: 24m 22s [2025-11-22T02:54:45.499054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:45.499117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:45.500813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:45.501309] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:45.503310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.739839] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 51.6s | Global ETA: 24m 22s [2025-11-22T02:54:45.740733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:45.740796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:45.745519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:45.747258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:45.747767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:45.750108] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:45.809353] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.66% | Symbol ETA: 17.2s | Global ETA: 24m 22s [2025-11-22T02:54:45.810259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:45.810320] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:45.815062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:45.816007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:45.817001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.857249] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 6m 59s | Global ETA: 24m 22s [2025-11-22T02:54:45.858164] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:45.858223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:45.859911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:45.860378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:45.872204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:46.098705] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 17.4s | Global ETA: 24m 22s [2025-11-22T02:54:46.099569] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:46.099690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:46.101334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:46.101839] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:46.103831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:46.417166] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.72% | Symbol ETA: 16.6s | Global ETA: 24m 22s [2025-11-22T02:54:46.418100] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:46.418161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:46.422906] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:46.423844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:46.424845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:46.460200] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 50.9s | Global ETA: 24m 22s [2025-11-22T02:54:46.461099] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:54:46.461160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:46.465839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:46.467591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:46.468073] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:46.470369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:46.480556] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 6m 58s | Global ETA: 24m 22s [2025-11-22T02:54:46.481440] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:46.481499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:46.483144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:46.483634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:46.592084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:46.708729] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 16.8s | Global ETA: 24m 22s [2025-11-22T02:54:46.709779] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:46.709844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:46.711574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:46.712101] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:46.714186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.031618] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 16.0s | Global ETA: 24m 22s [2025-11-22T02:54:47.032529] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:47.032589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:47.037287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:47.038231] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:47.039232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.106401] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 6m 57s | Global ETA: 24m 22s [2025-11-22T02:54:47.107287] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:47.107347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:47.109010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:47.109479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.167879] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 50.2s | Global ETA: 24m 22s [2025-11-22T02:54:47.335264] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 0.35% [2025-11-22T02:54:47.340272] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 16.2s | Global ETA: 24m 22s [2025-11-22T02:54:47.341251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:47.341324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:47.343076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:47.343586] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:47.345726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.501637] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 0.00% [2025-11-22T02:54:47.634421] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -1.70% | Symbol ETA: 15.3s | Global ETA: 24m 22s [2025-11-22T02:54:47.635317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:47.635378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:47.640140] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:47.641087] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:54:47.642068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.671816] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 1.39% [2025-11-22T02:54:47.726201] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 6m 57s | Global ETA: 24m 22s [2025-11-22T02:54:47.727094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:47.727154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:47.728839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:47.729305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:47.839169] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.01%, Actual: 0.89% [2025-11-22T02:54:47.969834] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 15.6s | Global ETA: 24m 23s [2025-11-22T02:54:47.970762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:47.970827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:47.972545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:47.973082] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:47.975155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:48.005911] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.25%, Actual: 1.20% [2025-11-22T02:54:48.171762] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 0.32% [2025-11-22T02:54:48.237105] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 14.7s | Global ETA: 24m 23s [2025-11-22T02:54:48.338727] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.47% [2025-11-22T02:54:48.351096] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 6m 56s | Global ETA: 24m 23s [2025-11-22T02:54:48.352001] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:48.352060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:48.353712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:48.354196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:48.404482] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.71%, Actual: 0.84% [2025-11-22T02:54:48.506553] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 0.87% [2025-11-22T02:54:48.570940] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.95% [2025-11-22T02:54:48.597056] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 15.0s | Global ETA: 24m 23s [2025-11-22T02:54:48.597976] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:48.598037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:48.599712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:48.600204] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:48.602184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:48.672466] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 1.04% [2025-11-22T02:54:48.737809] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.54%, Actual: 0.57% [2025-11-22T02:54:48.838393] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.64% [2025-11-22T02:54:48.838600] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 49.0507% [2025-11-22T02:54:48.838705] [INFO ] [main ] LTC: KEPT add_directional_consistency (score: 49.05%) [2025-11-22T02:54:48.838749] [INFO ] [main ] LTC: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:54:48.838783] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T02:54:48.838818] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:48.852467] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:48.853720] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:48.853781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:48.858538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:48.860376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:48.860860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:48.863178] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:48.904155] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 2.37% [2025-11-22T02:54:48.974625] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 6m 55s | Global ETA: 24m 23s [2025-11-22T02:54:48.975507] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:48.975566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:48.977201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:48.977703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:48.990009] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:48.992018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:49.069249] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.57%, Actual: 0.70% [2025-11-22T02:54:49.220728] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 14.3s | Global ETA: 24m 23s [2025-11-22T02:54:49.221625] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:49.221716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:49.223441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:49.224367] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:49.226674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:49.234533] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.66%, Actual: 1.41% [2025-11-22T02:54:49.399531] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.72%, Actual: 3.37% [2025-11-22T02:54:49.569799] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 1.27% [2025-11-22T02:54:49.580338] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.00% | Symbol ETA: 56.2s | Global ETA: 24m 23s [2025-11-22T02:54:49.581218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:49.581282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:49.586069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:49.587882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:49.588360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:49.590776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:49.605085] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 6m 55s | Global ETA: 24m 23s [2025-11-22T02:54:49.606496] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:49.606554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:49.608236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:49.608729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:49.721543] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:49.723399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:49.736407] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -1.70%, Actual: 5.74% [2025-11-22T02:54:49.851275] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 13.7s | Global ETA: 24m 23s [2025-11-22T02:54:49.901843] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 3.44% [2025-11-22T02:54:49.902050] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 38.5277% [2025-11-22T02:54:49.902136] [INFO ] [main ] KOP: DISCARDED add_late_session_pressure (score: 38.53%) [2025-11-22T02:54:49.902179] [INFO ] [main ] KOP: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:54:49.902211] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_micro_gap_fill_velocity'] [2025-11-22T02:54:49.902245] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:49.914799] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:49.916239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:49.916301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:49.921082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:49.922033] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:49.923953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:50.029585] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.57%, Actual: 0.32% [2025-11-22T02:54:50.204182] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.89%, Actual: 0.68% [2025-11-22T02:54:50.245631] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 6m 54s | Global ETA: 24m 23s [2025-11-22T02:54:50.246596] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:50.246686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:50.248408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:54:50.248943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:50.309487] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 55.5s | Global ETA: 24m 23s [2025-11-22T02:54:50.310402] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:50.310481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:50.315257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:50.318021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:50.318597] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:50.323393] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:50.378074] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 0.34% [2025-11-22T02:54:50.449847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:50.451908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:50.521124] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 19.0s | Global ETA: 24m 23s [2025-11-22T02:54:50.522053] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:50.522126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:50.526961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:50.527942] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:50.529858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:50.544953] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 0.60% [2025-11-22T02:54:50.713045] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 0.26% [2025-11-22T02:54:50.876991] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 6m 54s | Global ETA: 24m 23s [2025-11-22T02:54:50.880730] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 1.00% [2025-11-22T02:54:51.044322] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 54.8s | Global ETA: 24m 23s [2025-11-22T02:54:51.044439] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 6.76% [2025-11-22T02:54:51.045284] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:51.045348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:51.049194] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.52% [2025-11-22T02:54:51.050158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:51.051950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:51.052411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:51.054767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:51.130494] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -2.88% | Symbol ETA: 18.4s | Global ETA: 24m 23s [2025-11-22T02:54:51.131377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:51.131438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:51.136167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:51.137158] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:51.139103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:51.178159] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:51.180115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:51.210630] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 2.11% [2025-11-22T02:54:51.216156] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 0.06% [2025-11-22T02:54:51.379908] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 3.31% [2025-11-22T02:54:51.413225] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.92% [2025-11-22T02:54:51.548199] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 2.01% [2025-11-22T02:54:51.613114] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.42%, Actual: 1.71% [2025-11-22T02:54:51.613325] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 41.8483% [2025-11-22T02:54:51.613411] [INFO ] [main ] PDX: DISCARDED add_micro_gap_fill_velocity (score: 41.85%) [2025-11-22T02:54:51.613462] [INFO ] [main ] PDX: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:54:51.613498] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:54:51.613533] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:51.627600] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:51.629172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:51.629237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:51.631131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:51.631679] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:51.632413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:51.713371] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 1.39% [2025-11-22T02:54:51.744857] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 17.8s | Global ETA: 24m 24s [2025-11-22T02:54:51.745737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:51.745799] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:51.750878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:51.751880] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:51.753911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:51.820825] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 54.1s | Global ETA: 24m 24s [2025-11-22T02:54:51.821818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:51.821884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:51.826849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:51.828742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:51.829220] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:51.831670] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:51.879490] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 0.24% [2025-11-22T02:54:51.962898] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:51.964940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.046613] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 3.91% [2025-11-22T02:54:52.214771] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.39% [2025-11-22T02:54:52.237495] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.53% | Symbol ETA: 18.3s | Global ETA: 24m 24s [2025-11-22T02:54:52.238590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:52.238673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:52.240520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:52.241036] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:52.241745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.360811] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.49% | Symbol ETA: 17.2s | Global ETA: 24m 24s [2025-11-22T02:54:52.361765] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:52.361828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:52.366980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:52.367999] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:52.370088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.385236] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.68% [2025-11-22T02:54:52.551730] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 4.04% [2025-11-22T02:54:52.551959] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.8329% [2025-11-22T02:54:52.552056] [INFO ] [main ] APH: DISCARDED add_atr (score: 43.83%) [2025-11-22T02:54:52.552115] [INFO ] [main ] APH: Testing feature 3/53: add_atr_10 [2025-11-22T02:54:52.552149] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:54:52.552185] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:54:52.566959] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:52.568453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:52.568512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:52.570196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:52.570697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.574340] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.14% | Symbol ETA: 53.4s | Global ETA: 24m 24s [2025-11-22T02:54:52.575349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:52.575415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:52.580605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:52.582420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:52.582923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:52.585363] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:52.716316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:52.718418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.834887] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 17.6s | Global ETA: 24m 24s [2025-11-22T02:54:52.835776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:52.835840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:52.837497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:52.838012] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:52.838719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:52.986236] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.06% | Symbol ETA: 16.6s | Global ETA: 24m 24s [2025-11-22T02:54:52.987178] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:52.987241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:52.992270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:52.993251] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:52.995351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:53.192050] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 3m 25s | Global ETA: 24m 24s [2025-11-22T02:54:53.192960] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:53.193049] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:53.194698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:53.195170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:53.318984] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 52.7s | Global ETA: 24m 24s [2025-11-22T02:54:53.319934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:53.320010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:53.324875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:53.326635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:53.327119] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:53.329498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:53.435604] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 17.0s | Global ETA: 24m 24s [2025-11-22T02:54:53.436501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:53.436562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:53.438245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:53.438749] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:53.439437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:53.451863] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:53.453719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:53.604322] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.88% | Symbol ETA: 16.0s | Global ETA: 24m 24s [2025-11-22T02:54:53.605235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:53.605299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:53.610285] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:53.611270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:53.613291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:53.822509] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 3m 24s | Global ETA: 24m 24s [2025-11-22T02:54:53.823390] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:53.823450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:53.825085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:53.825553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.032163] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 16.4s | Global ETA: 24m 24s [2025-11-22T02:54:54.033059] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:54.033120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:54.034760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:54.035244] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:54.035955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.040120] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 51.9s | Global ETA: 24m 24s [2025-11-22T02:54:54.041004] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:54.041067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:54.046018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:54.047866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:54.048353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:54.050805] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:54.179165] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:54.181184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.220412] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.68% | Symbol ETA: 15.4s | Global ETA: 24m 24s [2025-11-22T02:54:54.221343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:54.221406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:54.226365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:54.227338] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:54.229552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.442565] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 3m 24s | Global ETA: 24m 24s [2025-11-22T02:54:54.443454] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:54.443514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:54.445168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:54.445666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.628463] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.38% | Symbol ETA: 15.8s | Global ETA: 24m 25s [2025-11-22T02:54:54.629353] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:54.629414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:54.631069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:54.631547] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:54.632259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.767381] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -1.20% | Symbol ETA: 51.2s | Global ETA: 24m 25s [2025-11-22T02:54:54.768289] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:54.768351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:54.773078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:54.774823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:54.775287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:54.777613] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:54.831037] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 14.8s | Global ETA: 24m 25s [2025-11-22T02:54:54.831933] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:54.832006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:54.836882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:54.837851] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:54.839748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:54.900806] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:54.904828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.066196] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.78% | Symbol ETA: 3m 23s | Global ETA: 24m 25s [2025-11-22T02:54:55.067083] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:55.067143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:55.068829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:55.069316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.241477] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 15.2s | Global ETA: 24m 25s [2025-11-22T02:54:55.242366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:55.242427] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:55.244100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:55.244583] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:55.245297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.448360] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.09% | Symbol ETA: 14.2s | Global ETA: 24m 25s [2025-11-22T02:54:55.449245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:55.449307] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:55.454090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:55.455024] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:54:55.456957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.495534] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 50.4s | Global ETA: 24m 25s [2025-11-22T02:54:55.496419] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:55.496482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:55.501223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:55.502963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:55.503424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:55.505759] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:55.633614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:54:55.635499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.687122] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 3m 23s | Global ETA: 24m 25s [2025-11-22T02:54:55.688043] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:55.688104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:55.689741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:55.690207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:55.840170] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 14.6s | Global ETA: 24m 25s [2025-11-22T02:54:55.841139] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:55.841203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:55.843330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:55.843863] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:55.844807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:56.067493] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 13.5s | Global ETA: 24m 25s [2025-11-22T02:54:56.219417] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 49.7s | Global ETA: 24m 25s [2025-11-22T02:54:56.239405] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 3.15%, Actual: 0.84% [2025-11-22T02:54:56.322459] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 3m 22s | Global ETA: 24m 25s [2025-11-22T02:54:56.323350] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:56.323410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:56.325160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:56.325689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:56.387710] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.00%, Actual: 0.35% [2025-11-22T02:54:56.409608] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -2.88%, Actual: 0.95% [2025-11-22T02:54:56.466087] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.59% | Symbol ETA: 14.0s | Global ETA: 24m 25s [2025-11-22T02:54:56.467057] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:56.467123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:56.468916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:56.469441] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:56.470191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:56.553926] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.00% [2025-11-22T02:54:56.578733] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 0.57% [2025-11-22T02:54:56.720447] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 1.39% [2025-11-22T02:54:56.747036] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.49%, Actual: 2.37% [2025-11-22T02:54:56.887124] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.85%, Actual: 0.89% [2025-11-22T02:54:56.922722] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.06%, Actual: 0.70% [2025-11-22T02:54:56.937354] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 3m 21s | Global ETA: 24m 25s [2025-11-22T02:54:56.938300] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:56.938362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:56.940011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:56.940481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:57.052747] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 1.20% [2025-11-22T02:54:57.085528] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.06% | Symbol ETA: 13.4s | Global ETA: 24m 25s [2025-11-22T02:54:57.086422] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:57.086483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:57.088173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:57.088677] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:57.089366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:57.098545] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.88%, Actual: 1.41% [2025-11-22T02:54:57.219773] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 0.32% [2025-11-22T02:54:57.284226] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.68%, Actual: 3.37% [2025-11-22T02:54:57.386923] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.47% [2025-11-22T02:54:57.453837] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.27% [2025-11-22T02:54:57.552760] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 3m 21s | Global ETA: 24m 25s [2025-11-22T02:54:57.553623] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:57.553707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:57.554639] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -1.20%, Actual: 0.87% [2025-11-22T02:54:57.555318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:57.555805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:57.628400] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.09%, Actual: 5.74% [2025-11-22T02:54:57.683060] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 12.8s | Global ETA: 24m 25s [2025-11-22T02:54:57.724753] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 1.04% [2025-11-22T02:54:57.804234] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.61%, Actual: 3.44% [2025-11-22T02:54:57.804450] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 43.7073% [2025-11-22T02:54:57.804537] [INFO ] [main ] KOP: DISCARDED add_micro_gap_fill_velocity (score: 43.71%) [2025-11-22T02:54:57.804581] [INFO ] [main ] KOP: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:54:57.804614] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:54:57.804670] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:54:57.817755] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:57.819415] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:57.819478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:57.824468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:57.825451] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:57.826241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:57.861173] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 0.32% [2025-11-22T02:54:57.893269] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 0.64% [2025-11-22T02:54:57.893479] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.6191% [2025-11-22T02:54:57.893535] [INFO ] [main ] LTC: DISCARDED add_fullday_parkinson_range (score: 39.62%) [2025-11-22T02:54:57.893574] [INFO ] [main ] LTC: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:54:57.893606] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T02:54:57.893659] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:54:57.907623] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:57.908929] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:57.909005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:57.913818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:57.915596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:57.916109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:57.918534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:58.039230] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 0.68% [2025-11-22T02:54:58.051309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:58.098639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:58.175030] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.55% | Symbol ETA: 3m 20s | Global ETA: 24m 26s [2025-11-22T02:54:58.175926] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:54:58.175998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:58.177629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:58.178142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:58.217084] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.34% [2025-11-22T02:54:58.392248] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.60% [2025-11-22T02:54:58.458191] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 18.4s | Global ETA: 24m 26s [2025-11-22T02:54:58.459120] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:58.459184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:58.464177] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:58.465167] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:58.465892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:58.558689] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.38%, Actual: 0.26% [2025-11-22T02:54:58.690318] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.08% | Symbol ETA: 50.3s | Global ETA: 24m 26s [2025-11-22T02:54:58.691204] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:58.691267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:58.696047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:58.697825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:58.698324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:58.700770] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:58.726923] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 1.00% [2025-11-22T02:54:58.795157] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 3m 19s | Global ETA: 24m 26s [2025-11-22T02:54:58.831566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:58.878054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:58.899162] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 0.52% [2025-11-22T02:54:58.967513] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 6.76% [2025-11-22T02:54:59.071375] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.59%, Actual: 0.06% [2025-11-22T02:54:59.084980] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 17.7s | Global ETA: 24m 26s [2025-11-22T02:54:59.086205] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:59.086266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:59.091198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:59.092131] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:59.092824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:59.135146] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 2.11% [2025-11-22T02:54:59.242518] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.06%, Actual: 0.92% [2025-11-22T02:54:59.322227] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 3.31% [2025-11-22T02:54:59.411317] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 1.71% [2025-11-22T02:54:59.411509] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 23.7310% [2025-11-22T02:54:59.411584] [INFO ] [main ] PDX: DISCARDED add_morning_followthrough_mag_T0 (score: 23.73%) [2025-11-22T02:54:59.411626] [INFO ] [main ] PDX: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:54:59.411679] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_range_expansion'] [2025-11-22T02:54:59.411715] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:54:59.425059] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:54:59.426515] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:59.426576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:59.428380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:59.428946] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:54:59.433367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:59.493383] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.78%, Actual: 2.01% [2025-11-22T02:54:59.498376] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 49.6s | Global ETA: 24m 26s [2025-11-22T02:54:59.499466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:54:59.499530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:59.504241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:54:59.506028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:54:59.506486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:54:59.508872] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:54:59.639666] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:54:59.666458] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 1.39% [2025-11-22T02:54:59.686904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:59.694678] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 17.0s | Global ETA: 24m 26s [2025-11-22T02:54:59.695587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:54:59.695668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:54:59.700728] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:54:59.701676] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:54:59.702352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:54:59.847049] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 0.24% [2025-11-22T02:55:00.061405] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 3.91% [2025-11-22T02:55:00.192485] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.47% | Symbol ETA: 18.4s | Global ETA: 24m 26s [2025-11-22T02:55:00.193690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:00.193758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:00.195975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:00.196755] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:00.202666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:00.314686] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 0.39% [2025-11-22T02:55:00.534873] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.68% [2025-11-22T02:55:00.635901] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 49.6s | Global ETA: 24m 26s [2025-11-22T02:55:00.637114] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:00.637200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:00.649129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:00.654195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:00.654725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:00.660350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:00.676158] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.96% | Symbol ETA: 16.9s | Global ETA: 24m 26s [2025-11-22T02:55:00.677217] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:00.677280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:00.691064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:00.692244] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:00.693035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:00.738752] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 4.04% [2025-11-22T02:55:00.738925] [INFO ] [main ] APH: Magnitude Forecast Confidence: 40.4826% [2025-11-22T02:55:00.739013] [INFO ] [main ] APH: DISCARDED add_atr_10 (score: 40.48%) [2025-11-22T02:55:00.739056] [INFO ] [main ] APH: Testing feature 4/53: add_atr_5 [2025-11-22T02:55:00.739089] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:55:00.739124] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:00.755006] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:00.756741] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:00.756805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:00.758608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:00.759188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:00.867399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:00.914616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:01.128450] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 18.3s | Global ETA: 24m 26s [2025-11-22T02:55:01.129352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:01.129415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:01.131379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:01.131882] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:01.136035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:01.496929] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 16.3s | Global ETA: 24m 27s [2025-11-22T02:55:01.497855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:01.497918] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:01.502758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:01.503690] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:01.504374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:01.544568] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 48.7s | Global ETA: 24m 27s [2025-11-22T02:55:01.545501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:01.545567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:01.550546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:01.552559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:01.553246] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:01.555710] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:01.685107] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 2m 22s | Global ETA: 24m 27s [2025-11-22T02:55:01.686204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:01.686266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:01.687982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:01.688467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:01.710106] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:01.756722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:01.794895] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.98% | Symbol ETA: 17.0s | Global ETA: 24m 27s [2025-11-22T02:55:01.795882] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:01.795948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:01.797955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:01.798471] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:01.803229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:02.116794] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 15.5s | Global ETA: 24m 27s [2025-11-22T02:55:02.117734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:02.117798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:02.122690] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:02.123706] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:02.124404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:02.355427] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 2m 20s | Global ETA: 24m 27s [2025-11-22T02:55:02.356724] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:02.356793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:02.358679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:02.359316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:02.424341] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 16.0s | Global ETA: 24m 27s [2025-11-22T02:55:02.425297] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:02.425362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:02.427058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:02.427616] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:02.431892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:02.456547] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 47.8s | Global ETA: 24m 27s [2025-11-22T02:55:02.457715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:02.457777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:02.463098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:02.465429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:02.465913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:02.468584] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:02.591724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:02.634604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:02.748694] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 5.52% | Symbol ETA: 14.8s | Global ETA: 24m 27s [2025-11-22T02:55:02.749616] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:02.749699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:02.754674] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:02.755700] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:02.756424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.009378] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 2m 19s | Global ETA: 24m 27s [2025-11-22T02:55:03.010281] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:03.010342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:03.012010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:03.012686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.055758] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.35% | Symbol ETA: 15.1s | Global ETA: 24m 27s [2025-11-22T02:55:03.056715] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:03.056780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:03.058514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:03.059252] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:03.063762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.237964] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 46.8s | Global ETA: 24m 27s [2025-11-22T02:55:03.238857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:03.238920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:03.243571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:03.245310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:03.245795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:03.248132] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:03.365232] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.42% | Symbol ETA: 14.0s | Global ETA: 24m 27s [2025-11-22T02:55:03.366172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:03.366236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:03.369181] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:03.371237] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:03.372216] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:03.372952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.411765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.650584] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 2m 18s | Global ETA: 24m 27s [2025-11-22T02:55:03.651543] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:03.651603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:03.653302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:03.654017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.688883] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.76% | Symbol ETA: 14.4s | Global ETA: 24m 27s [2025-11-22T02:55:03.689790] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:03.689853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:03.691477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:03.691986] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:03.696127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:03.982555] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.97% | Symbol ETA: 13.3s | Global ETA: 24m 27s [2025-11-22T02:55:03.983471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:03.983532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:03.988289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:03.989231] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:55:03.989932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.002935] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 45.9s | Global ETA: 24m 27s [2025-11-22T02:55:04.003888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:04.003957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:04.009232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.011075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:04.011548] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:04.013965] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:04.141825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:04.187742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.291517] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.62% | Symbol ETA: 2m 17s | Global ETA: 24m 27s [2025-11-22T02:55:04.292400] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:04.292459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.294093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:04.294559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.295791] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 13.6s | Global ETA: 24m 27s [2025-11-22T02:55:04.296678] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:04.296739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.298421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:04.298928] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:04.303025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.586074] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 12.6s | Global ETA: 24m 27s [2025-11-22T02:55:04.822708] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 0.84% [2025-11-22T02:55:04.859230] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 45.0s | Global ETA: 24m 28s [2025-11-22T02:55:04.860136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:04.860198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:04.865081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.866838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:04.867308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:04.869742] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:04.905117] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 12.9s | Global ETA: 24m 28s [2025-11-22T02:55:04.906005] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:04.906065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.907785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:04.908285] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:04.912623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.915839] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 2m 16s | Global ETA: 24m 28s [2025-11-22T02:55:04.917070] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:04.917131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:04.918853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:04.919403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:04.991806] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 0.95% [2025-11-22T02:55:04.999365] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:05.044461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:05.166295] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 0.57% [2025-11-22T02:55:05.337414] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.96%, Actual: 2.37% [2025-11-22T02:55:05.505876] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.70% [2025-11-22T02:55:05.506675] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 12.2s | Global ETA: 24m 28s [2025-11-22T02:55:05.507599] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:05.507697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:05.509347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:05.509864] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:05.514024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:05.548602] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 2m 16s | Global ETA: 24m 28s [2025-11-22T02:55:05.549542] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:05.549603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:05.551282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:05.551790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:05.657803] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.11% | Symbol ETA: 44.1s | Global ETA: 24m 28s [2025-11-22T02:55:05.658808] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:05.658874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:05.663783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:05.665861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:05.666439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:05.668910] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:05.676639] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 1.41% [2025-11-22T02:55:05.803089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:05.849829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:05.865376] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 5.52%, Actual: 3.37% [2025-11-22T02:55:06.041208] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.42%, Actual: 1.27% [2025-11-22T02:55:06.111144] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 11.5s | Global ETA: 24m 28s [2025-11-22T02:55:06.182349] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 2m 15s | Global ETA: 24m 28s [2025-11-22T02:55:06.183262] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:06.183322] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:06.184985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:06.185472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:06.215003] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.97%, Actual: 5.74% [2025-11-22T02:55:06.282019] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.47%, Actual: 0.32% [2025-11-22T02:55:06.382964] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.98%, Actual: 3.44% [2025-11-22T02:55:06.383170] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 56.0875% [2025-11-22T02:55:06.383253] [INFO ] [main ] KOP: DISCARDED add_morning_followthrough_mag_T0 (score: 56.09%) [2025-11-22T02:55:06.383301] [INFO ] [main ] KOP: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:55:06.383343] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_morning_range_expansion'] [2025-11-22T02:55:06.383379] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:06.394395] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:06.395773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:06.395835] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:06.400572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:06.401522] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:06.405758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:06.441713] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 43.3s | Global ETA: 24m 28s [2025-11-22T02:55:06.449204] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 0.68% [2025-11-22T02:55:06.607886] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.08%, Actual: 0.35% [2025-11-22T02:55:06.614679] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.98%, Actual: 0.34% [2025-11-22T02:55:06.773486] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 0.00% [2025-11-22T02:55:06.782182] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 0.60% [2025-11-22T02:55:06.813113] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.04% | Symbol ETA: 2m 14s | Global ETA: 24m 28s [2025-11-22T02:55:06.814024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:06.814084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:06.815743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:55:06.816225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:06.948984] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 1.39% [2025-11-22T02:55:06.960575] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.35%, Actual: 0.26% [2025-11-22T02:55:07.013179] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.46% | Symbol ETA: 18.2s | Global ETA: 24m 28s [2025-11-22T02:55:07.014081] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:07.014144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:07.018962] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:07.019929] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:07.024128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:07.120254] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.89% [2025-11-22T02:55:07.135357] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.76%, Actual: 1.00% [2025-11-22T02:55:07.287750] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 1.20% [2025-11-22T02:55:07.305666] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 0.52% [2025-11-22T02:55:07.453056] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.32% [2025-11-22T02:55:07.458210] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 2m 14s | Global ETA: 24m 28s [2025-11-22T02:55:07.475061] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.06% [2025-11-22T02:55:07.618767] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 0.47% [2025-11-22T02:55:07.628973] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 6.76% [2025-11-22T02:55:07.629536] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 17.6s | Global ETA: 24m 28s [2025-11-22T02:55:07.630469] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:07.630533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:07.635412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:07.636374] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:07.640737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:07.642261] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.92% [2025-11-22T02:55:07.784746] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.87% [2025-11-22T02:55:07.800338] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 2.11% [2025-11-22T02:55:07.812054] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 1.71% [2025-11-22T02:55:07.812279] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 36.2882% [2025-11-22T02:55:07.812385] [INFO ] [main ] PDX: DISCARDED add_morning_range_expansion (score: 36.29%) [2025-11-22T02:55:07.812433] [INFO ] [main ] PDX: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:55:07.812467] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_11_elasticity'] [2025-11-22T02:55:07.812503] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:07.826469] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:07.827913] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:07.827978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:07.829853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:07.830410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:07.831666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:07.952309] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.11%, Actual: 1.04% [2025-11-22T02:55:07.971046] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 3.31% [2025-11-22T02:55:08.121806] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.55%, Actual: 0.64% [2025-11-22T02:55:08.122067] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 46.5464% [2025-11-22T02:55:08.122165] [INFO ] [main ] LTC: DISCARDED add_gap_fill_state (score: 46.55%) [2025-11-22T02:55:08.122209] [INFO ] [main ] LTC: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:55:08.122241] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T02:55:08.122277] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:08.136863] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:08.138584] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:08.138675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:08.140868] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 2.01% [2025-11-22T02:55:08.143941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:08.145965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:08.146452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:08.149179] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:08.282551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:08.283957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:08.306333] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -3.16% | Symbol ETA: 17.1s | Global ETA: 24m 29s [2025-11-22T02:55:08.307241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:08.307304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:08.310584] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.62%, Actual: 1.39% [2025-11-22T02:55:08.312359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:08.313314] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:08.317589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:08.442816] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.96% | Symbol ETA: 17.0s | Global ETA: 24m 29s [2025-11-22T02:55:08.443713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:08.443774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:08.445405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:08.445911] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:08.447073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:08.480075] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 0.24% [2025-11-22T02:55:08.648991] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 3.91% [2025-11-22T02:55:08.818741] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.39% [2025-11-22T02:55:08.883317] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 49.7s | Global ETA: 24m 29s [2025-11-22T02:55:08.884274] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:08.884339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:08.889369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:08.891206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:08.891706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:08.894177] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:08.925331] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.31% | Symbol ETA: 16.5s | Global ETA: 24m 29s [2025-11-22T02:55:08.926249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:08.926313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:08.931235] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:08.932230] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:08.936515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:08.989271] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.04%, Actual: 0.68% [2025-11-22T02:55:09.025193] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:09.026430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.046992] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.85% | Symbol ETA: 16.3s | Global ETA: 24m 29s [2025-11-22T02:55:09.047982] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:09.048045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:09.049793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:09.050307] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:09.051476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.158670] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 4.04% [2025-11-22T02:55:09.158880] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.8329% [2025-11-22T02:55:09.158959] [INFO ] [main ] APH: DISCARDED add_atr_5 (score: 43.83%) [2025-11-22T02:55:09.159002] [INFO ] [main ] APH: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:55:09.159034] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:55:09.159069] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:09.173586] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:09.174907] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:09.174967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:09.175680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.545401] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 15.8s | Global ETA: 24m 29s [2025-11-22T02:55:09.546293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:09.546354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:09.551193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:09.552145] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:09.556538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.614301] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 48.9s | Global ETA: 24m 29s [2025-11-22T02:55:09.615270] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:09.615335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:09.620451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:09.622341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:09.622844] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:09.625270] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:09.670594] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.23% | Symbol ETA: 15.8s | Global ETA: 24m 29s [2025-11-22T02:55:09.671735] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:09.671808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:09.673587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:09.674169] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:09.675469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.752090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:09.753318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:09.805204] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 3.35% | Symbol ETA: 1m 47s | Global ETA: 24m 29s [2025-11-22T02:55:09.806128] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:09.806193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:09.806919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.167833] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.41% | Symbol ETA: 15.2s | Global ETA: 24m 29s [2025-11-22T02:55:10.168716] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:10.172199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:10.176992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:10.177994] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:10.182156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.292099] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -1.05% | Symbol ETA: 15.2s | Global ETA: 24m 29s [2025-11-22T02:55:10.293022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:10.293084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:10.294745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:10.295239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:10.296359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.357541] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 48.1s | Global ETA: 24m 29s [2025-11-22T02:55:10.358486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:10.358557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:10.363519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:10.365329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:10.365829] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:10.368299] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:10.440390] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 1m 46s | Global ETA: 24m 29s [2025-11-22T02:55:10.441317] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:10.441381] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:10.442110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.495318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:10.496512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.802997] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 1.58% | Symbol ETA: 14.6s | Global ETA: 24m 29s [2025-11-22T02:55:10.804012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:10.804080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:10.809304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:10.810343] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:10.814876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:10.891546] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 14.5s | Global ETA: 24m 29s [2025-11-22T02:55:10.892448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:10.892510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:10.894157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:10.894635] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:10.895779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.070711] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 1m 45s | Global ETA: 24m 29s [2025-11-22T02:55:11.071588] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:11.071688] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:11.072392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.101048] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 47.4s | Global ETA: 24m 29s [2025-11-22T02:55:11.101967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:11.102029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:11.106772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:11.108545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:11.109031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:11.111358] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:11.240835] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:11.242408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.442542] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.29% | Symbol ETA: 13.9s | Global ETA: 24m 29s [2025-11-22T02:55:11.443501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:11.443566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:11.448587] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:11.449607] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:11.454063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.489465] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 13.9s | Global ETA: 24m 30s [2025-11-22T02:55:11.490356] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:11.490418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:11.492084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:11.492573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:11.493721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.704842] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 1m 45s | Global ETA: 24m 30s [2025-11-22T02:55:11.705805] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:11.705867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:11.706580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:11.836758] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 46.7s | Global ETA: 24m 30s [2025-11-22T02:55:11.837699] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:11.837762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:11.842558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:11.844375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:11.844866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:11.847171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:11.970760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:11.971976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.079021] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -2.78% | Symbol ETA: 13.3s | Global ETA: 24m 30s [2025-11-22T02:55:12.079911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:12.079972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:12.084790] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:12.085782] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:55:12.090208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.135664] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 13.3s | Global ETA: 24m 30s [2025-11-22T02:55:12.136526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:12.136588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:12.138597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:12.139099] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:12.140224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.353421] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 1m 44s | Global ETA: 24m 30s [2025-11-22T02:55:12.354329] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:12.354391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:12.355118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.557021] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 45.9s | Global ETA: 24m 30s [2025-11-22T02:55:12.557954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:12.558018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:12.562717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:12.564519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:12.565047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:12.567499] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:12.696960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:12.697828] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 12.7s | Global ETA: 24m 30s [2025-11-22T02:55:12.698199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.733307] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 12.7s | Global ETA: 24m 30s [2025-11-22T02:55:12.734208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:12.734271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:12.735918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:12.736404] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:12.737543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:12.873296] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.84% [2025-11-22T02:55:12.995979] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.43% | Symbol ETA: 1m 44s | Global ETA: 24m 30s [2025-11-22T02:55:12.996873] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:12.996932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:12.997630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:13.047790] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 0.95% [2025-11-22T02:55:13.223162] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 0.57% [2025-11-22T02:55:13.297249] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 45.2s | Global ETA: 24m 30s [2025-11-22T02:55:13.298288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:13.298354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:13.303639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:13.305612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:13.306115] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:13.308589] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:13.327062] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 12.1s | Global ETA: 24m 30s [2025-11-22T02:55:13.327995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:13.328055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:13.329691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:13.330176] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:13.331303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:13.391243] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.31%, Actual: 2.37% [2025-11-22T02:55:13.441069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:13.442397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:13.556660] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.70% [2025-11-22T02:55:13.639969] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 1m 43s | Global ETA: 24m 30s [2025-11-22T02:55:13.640908] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:13.640971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:13.641691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:13.721886] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.41%, Actual: 1.41% [2025-11-22T02:55:13.887113] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 1.58%, Actual: 3.37% [2025-11-22T02:55:13.914736] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 11.5s | Global ETA: 24m 30s [2025-11-22T02:55:14.019032] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 44.4s | Global ETA: 24m 30s [2025-11-22T02:55:14.019940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:14.020003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:14.024905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:14.027212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:14.027766] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:14.030184] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:14.052358] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.29%, Actual: 1.27% [2025-11-22T02:55:14.082009] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.96%, Actual: 0.32% [2025-11-22T02:55:14.152526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:14.153565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:14.219372] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -2.78%, Actual: 5.74% [2025-11-22T02:55:14.248875] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.85%, Actual: 0.68% [2025-11-22T02:55:14.267855] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 1m 42s | Global ETA: 24m 30s [2025-11-22T02:55:14.268769] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:14.268831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:14.269561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:14.386463] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 3.44% [2025-11-22T02:55:14.386680] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 45.6308% [2025-11-22T02:55:14.386791] [INFO ] [main ] KOP: DISCARDED add_morning_range_expansion (score: 45.63%) [2025-11-22T02:55:14.386835] [INFO ] [main ] KOP: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:55:14.386867] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_open_11_elasticity'] [2025-11-22T02:55:14.386901] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:14.397787] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:14.399031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:14.399090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:14.403864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:14.404812] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:14.405944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:14.415039] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.23%, Actual: 0.34% [2025-11-22T02:55:14.582439] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.60% [2025-11-22T02:55:14.748162] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 0.26% [2025-11-22T02:55:14.750477] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 43.7s | Global ETA: 24m 30s [2025-11-22T02:55:14.751365] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:14.751428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:14.756146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:14.757936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:14.758438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:14.760766] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:14.881986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:14.883003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:14.905336] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.69% | Symbol ETA: 1m 42s | Global ETA: 24m 31s [2025-11-22T02:55:14.906216] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:14.906279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:55:14.906966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:14.913435] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 1.00% [2025-11-22T02:55:15.012823] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.86% | Symbol ETA: 16.4s | Global ETA: 24m 31s [2025-11-22T02:55:15.013747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:15.013810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:15.018718] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:15.019702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:15.020870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:15.078796] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.52% [2025-11-22T02:55:15.243257] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.06% [2025-11-22T02:55:15.417219] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.92% [2025-11-22T02:55:15.463967] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.14% | Symbol ETA: 43.0s | Global ETA: 24m 31s [2025-11-22T02:55:15.531898] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 2.18% | Symbol ETA: 1m 41s | Global ETA: 24m 31s [2025-11-22T02:55:15.593199] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 1.71% [2025-11-22T02:55:15.593516] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 37.9396% [2025-11-22T02:55:15.593627] [INFO ] [main ] PDX: DISCARDED add_open_11_elasticity (score: 37.94%) [2025-11-22T02:55:15.593697] [INFO ] [main ] PDX: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:55:15.593735] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T02:55:15.593776] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:15.610105] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:15.611805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:15.611871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:15.613750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:15.614339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:15.615817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:15.633053] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 0.35% [2025-11-22T02:55:15.635595] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.61% | Symbol ETA: 15.9s | Global ETA: 24m 31s [2025-11-22T02:55:15.636518] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:15.636579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:15.641390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:15.643638] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:15.646920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:15.701427] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 3.35%, Actual: 6.76% [2025-11-22T02:55:15.802078] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 0.00% [2025-11-22T02:55:15.868619] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 2.11% [2025-11-22T02:55:15.968813] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.39% [2025-11-22T02:55:16.036233] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.68%, Actual: 3.31% [2025-11-22T02:55:16.135108] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 0.89% [2025-11-22T02:55:16.204724] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 2.01% [2025-11-22T02:55:16.250197] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.74% | Symbol ETA: 15.6s | Global ETA: 24m 31s [2025-11-22T02:55:16.251338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:16.251406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:16.253424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:16.254016] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:16.255481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:16.278056] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 15.3s | Global ETA: 24m 31s [2025-11-22T02:55:16.278961] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:16.279022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:16.283822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:16.284760] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:16.285878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:16.303026] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 1.20% [2025-11-22T02:55:16.372409] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 1.39% [2025-11-22T02:55:16.507737] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 0.32% [2025-11-22T02:55:16.541968] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.43%, Actual: 0.24% [2025-11-22T02:55:16.681549] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.47% [2025-11-22T02:55:16.708791] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 3.91% [2025-11-22T02:55:16.858807] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.33%, Actual: 0.87% [2025-11-22T02:55:16.877044] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.39% [2025-11-22T02:55:16.880268] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.85% | Symbol ETA: 14.6s | Global ETA: 24m 31s [2025-11-22T02:55:16.881109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:16.881171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:16.883274] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.63% | Symbol ETA: 14.9s | Global ETA: 24m 31s [2025-11-22T02:55:16.884353] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:16.884420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:16.885915] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:16.886224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:16.886788] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:16.886838] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:16.887999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:16.888325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.024939] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 1.04% [2025-11-22T02:55:17.049307] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.69%, Actual: 0.68% [2025-11-22T02:55:17.192496] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.14%, Actual: 0.64% [2025-11-22T02:55:17.193084] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 38.1269% [2025-11-22T02:55:17.193175] [INFO ] [main ] LTC: DISCARDED add_gap_morning_composite (score: 38.13%) [2025-11-22T02:55:17.193221] [INFO ] [main ] LTC: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:55:17.193252] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T02:55:17.193290] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:17.207063] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:17.208501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:17.208565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:17.213333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:17.215131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:17.215618] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:17.218052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:17.221846] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 2.18%, Actual: 4.04% [2025-11-22T02:55:17.222034] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.3434% [2025-11-22T02:55:17.222113] [INFO ] [main ] APH: DISCARDED add_close_to_open_alignment (score: 43.34%) [2025-11-22T02:55:17.222155] [INFO ] [main ] APH: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:55:17.222205] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T02:55:17.222241] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:17.235785] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:17.237134] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:17.237194] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:17.238090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.342761] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:17.398063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.507516] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.60% | Symbol ETA: 14.0s | Global ETA: 24m 31s [2025-11-22T02:55:17.508438] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:17.508499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:17.513262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:17.513847] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 1.15% | Symbol ETA: 14.3s | Global ETA: 24m 31s [2025-11-22T02:55:17.514224] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:17.514938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:17.515007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:17.515348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.516850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:17.517442] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:17.518953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.851930] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 3.18% | Symbol ETA: 1m 21s | Global ETA: 24m 31s [2025-11-22T02:55:17.852859] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:17.852920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:17.853787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:17.990177] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 40.8s | Global ETA: 24m 31s [2025-11-22T02:55:17.991197] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:17.991267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:17.996387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:17.998431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:17.998972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:18.001407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:18.128355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:18.134314] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.78% | Symbol ETA: 13.4s | Global ETA: 24m 31s [2025-11-22T02:55:18.135220] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:18.135281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:18.140230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:18.141273] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:18.142467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.181273] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -2.10% | Symbol ETA: 13.7s | Global ETA: 24m 31s [2025-11-22T02:55:18.182338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:18.182403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:18.184161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:18.184760] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:18.184899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.186159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.512872] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 1m 21s | Global ETA: 24m 32s [2025-11-22T02:55:18.514169] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:18.514234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:18.515150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.751397] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 5.90% | Symbol ETA: 12.8s | Global ETA: 24m 32s [2025-11-22T02:55:18.752397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:18.752483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:18.757903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:18.759439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:18.760848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.777311] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.39% | Symbol ETA: 40.1s | Global ETA: 24m 32s [2025-11-22T02:55:18.778234] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:18.778297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:18.783149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:18.784886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:18.785356] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:18.787743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:18.814502] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -3.13% | Symbol ETA: 13.0s | Global ETA: 24m 32s [2025-11-22T02:55:18.815591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:18.815679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:18.817455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:18.818008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:18.819407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:18.912510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:18.969170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.165511] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 1m 20s | Global ETA: 24m 32s [2025-11-22T02:55:19.166432] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:19.166492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:19.167332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.366370] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.99% | Symbol ETA: 12.2s | Global ETA: 24m 32s [2025-11-22T02:55:19.367345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:19.367460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:19.373106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:19.374469] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:19.376101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.453675] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 12.4s | Global ETA: 24m 32s [2025-11-22T02:55:19.454796] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:19.454865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:19.456696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:19.457262] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:19.458802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.554772] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 39.3s | Global ETA: 24m 32s [2025-11-22T02:55:19.555639] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:19.555728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:19.560576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:19.562328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:19.562832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:19.565197] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:19.690314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:19.745601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.805133] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 1m 20s | Global ETA: 24m 32s [2025-11-22T02:55:19.806282] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:19.806350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:19.807335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:19.997191] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -7.17% | Symbol ETA: 11.5s | Global ETA: 24m 32s [2025-11-22T02:55:19.998145] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:19.998206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:20.003139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:20.004133] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:55:20.005258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:20.089411] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.60% | Symbol ETA: 11.7s | Global ETA: 24m 32s [2025-11-22T02:55:20.090448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:20.090513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:20.092217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:20.092770] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:20.094142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:20.332422] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 38.5s | Global ETA: 24m 32s [2025-11-22T02:55:20.333317] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:20.333380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:20.338205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:20.340066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:20.340566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:20.342938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:20.468867] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.75% | Symbol ETA: 1m 19s | Global ETA: 24m 32s [2025-11-22T02:55:20.469841] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:20.469903] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:20.470727] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:20.470800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:20.525871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:20.620775] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.01% | Symbol ETA: 10.9s | Global ETA: 24m 32s [2025-11-22T02:55:20.735418] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.90% | Symbol ETA: 11.1s | Global ETA: 24m 32s [2025-11-22T02:55:20.736485] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:20.736551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:20.738371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:20.738962] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:20.740479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:20.788586] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.86%, Actual: 0.84% [2025-11-22T02:55:20.960317] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.61%, Actual: 0.95% [2025-11-22T02:55:21.119075] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 37.7s | Global ETA: 24m 32s [2025-11-22T02:55:21.120019] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:21.120084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:21.125155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:21.127059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:21.127577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:21.129977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:21.137032] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.57% [2025-11-22T02:55:21.189060] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.51% | Symbol ETA: 1m 18s | Global ETA: 24m 32s [2025-11-22T02:55:21.189973] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:21.190034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:21.190898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:21.258536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:21.313760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:21.336211] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.85%, Actual: 2.37% [2025-11-22T02:55:21.389737] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 10.5s | Global ETA: 24m 32s [2025-11-22T02:55:21.390796] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:21.390859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:21.392548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:21.393095] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:21.394469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:21.506105] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.60%, Actual: 0.70% [2025-11-22T02:55:21.678956] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.78%, Actual: 1.41% [2025-11-22T02:55:21.822444] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -1.50% | Symbol ETA: 1m 18s | Global ETA: 24m 33s [2025-11-22T02:55:21.823889] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:21.823949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:21.824815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:21.848738] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 5.90%, Actual: 3.37% [2025-11-22T02:55:21.948722] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 37.0s | Global ETA: 24m 33s [2025-11-22T02:55:21.949670] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:21.949737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:21.954758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:21.956663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:21.957138] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:21.959639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:22.018607] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.99%, Actual: 1.27% [2025-11-22T02:55:22.022841] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 9.8s | Global ETA: 24m 33s [2025-11-22T02:55:22.092928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:22.149280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:22.187179] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -7.17%, Actual: 5.74% [2025-11-22T02:55:22.198896] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.74%, Actual: 0.32% [2025-11-22T02:55:22.354066] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.01%, Actual: 3.44% [2025-11-22T02:55:22.354305] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 56.8550% [2025-11-22T02:55:22.354388] [INFO ] [main ] KOP: DISCARDED add_open_11_elasticity (score: 56.85%) [2025-11-22T02:55:22.354432] [INFO ] [main ] KOP: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:55:22.354465] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_open_reversal_intensity'] [2025-11-22T02:55:22.354498] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:22.366020] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:22.367380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:22.367444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:22.372278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:22.373297] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:22.374603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:22.390931] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.63%, Actual: 0.68% [2025-11-22T02:55:22.454138] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 1m 17s | Global ETA: 24m 33s [2025-11-22T02:55:22.455060] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:22.455121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:22.456006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:22.561020] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 0.34% [2025-11-22T02:55:22.733020] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -2.10%, Actual: 0.60% [2025-11-22T02:55:22.735337] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 36.2s | Global ETA: 24m 33s [2025-11-22T02:55:22.736250] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:22.736328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:22.741122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:22.742894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:22.743354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:22.745795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:22.871600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:22.904379] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -3.13%, Actual: 0.26% [2025-11-22T02:55:22.927463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:22.997024] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 3.67% | Symbol ETA: 15.7s | Global ETA: 24m 33s [2025-11-22T02:55:22.998008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:22.998070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:23.002881] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:23.003863] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:23.005145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:23.076459] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 1.00% [2025-11-22T02:55:23.079707] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.25% | Symbol ETA: 1m 16s | Global ETA: 24m 33s [2025-11-22T02:55:23.081188] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:23.081252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:23.082143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:23.252881] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.60%, Actual: 0.52% [2025-11-22T02:55:23.422992] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.90%, Actual: 0.06% [2025-11-22T02:55:23.523385] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 35.4s | Global ETA: 24m 33s [2025-11-22T02:55:23.524269] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:23.524332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:23.529116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:23.530873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:23.531334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:23.533691] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:23.604730] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.92% [2025-11-22T02:55:23.622058] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 15.1s | Global ETA: 24m 33s [2025-11-22T02:55:23.623007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:23.623070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:23.627952] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:23.629026] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:23.630342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:23.657218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:23.711237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:23.722528] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.30% | Symbol ETA: 1m 16s | Global ETA: 24m 33s [2025-11-22T02:55:23.798225] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.23%, Actual: 1.71% [2025-11-22T02:55:23.798545] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 31.7973% [2025-11-22T02:55:23.798673] [INFO ] [main ] PDX: DISCARDED add_open_reversal_intensity (score: 31.80%) [2025-11-22T02:55:23.798726] [INFO ] [main ] PDX: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:55:23.798764] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:55:23.798803] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:23.815900] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:23.818250] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:23.818328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:23.820901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:23.821589] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:23.823318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:23.892815] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 3.18%, Actual: 6.76% [2025-11-22T02:55:24.063298] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 2.11% [2025-11-22T02:55:24.231589] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 3.31% [2025-11-22T02:55:24.250199] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.90% | Symbol ETA: 14.4s | Global ETA: 24m 33s [2025-11-22T02:55:24.251116] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:24.251178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:24.256016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:24.257014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:24.258301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:24.327630] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 34.6s | Global ETA: 24m 33s [2025-11-22T02:55:24.328559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:24.328654] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:24.333394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:24.335129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:24.335623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:24.338034] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:24.399429] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 2.01% [2025-11-22T02:55:24.460045] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.76% | Symbol ETA: 15.4s | Global ETA: 24m 33s [2025-11-22T02:55:24.460999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:24.461062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:24.462120] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:55:24.462866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:24.463419] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:24.465047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:24.517705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:24.566695] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.75%, Actual: 1.39% [2025-11-22T02:55:24.733480] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 0.24% [2025-11-22T02:55:24.874130] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.89% | Symbol ETA: 13.8s | Global ETA: 24m 33s [2025-11-22T02:55:24.875069] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:24.875132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:24.880084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:24.881109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:24.882393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:24.900012] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -1.50%, Actual: 3.91% [2025-11-22T02:55:25.068154] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 0.39% [2025-11-22T02:55:25.104026] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.27% | Symbol ETA: 14.7s | Global ETA: 24m 34s [2025-11-22T02:55:25.104938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:25.104999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:25.106676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:25.107146] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:25.108742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:25.111777] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.36% | Symbol ETA: 33.8s | Global ETA: 24m 34s [2025-11-22T02:55:25.238997] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.25%, Actual: 0.68% [2025-11-22T02:55:25.282498] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 0.35% [2025-11-22T02:55:25.405997] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.30%, Actual: 4.04% [2025-11-22T02:55:25.406192] [INFO ] [main ] APH: Magnitude Forecast Confidence: 35.0951% [2025-11-22T02:55:25.406272] [INFO ] [main ] APH: DISCARDED add_composite_volatility_context (score: 35.10%) [2025-11-22T02:55:25.406315] [INFO ] [main ] APH: Testing feature 7/53: add_day_shape_ratios [2025-11-22T02:55:25.406346] [DEBUG] [main ] Testing with features: ['add_day_shape_ratios'] [2025-11-22T02:55:25.406378] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:25.421528] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:25.423228] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:25.423288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:25.425732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:25.451118] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.39%, Actual: 0.00% [2025-11-22T02:55:25.501888] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 13.2s | Global ETA: 24m 34s [2025-11-22T02:55:25.502862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:25.502926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:25.508118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:25.509233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:25.510680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:25.619965] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 1.39% [2025-11-22T02:55:25.711271] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.46% | Symbol ETA: 14.0s | Global ETA: 24m 34s [2025-11-22T02:55:25.712512] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:25.712572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:25.714244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:25.714758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:25.716312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:25.791507] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.89% [2025-11-22T02:55:25.960821] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 1.20% [2025-11-22T02:55:26.056406] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.92% | Symbol ETA: 1m 8s | Global ETA: 24m 34s [2025-11-22T02:55:26.057293] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:26.057353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:26.059718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.130171] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 0.32% [2025-11-22T02:55:26.154411] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.27% | Symbol ETA: 12.6s | Global ETA: 24m 34s [2025-11-22T02:55:26.155345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:26.155410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:26.160338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:26.161401] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:26.162747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.299219] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.47% [2025-11-22T02:55:26.310826] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 13.3s | Global ETA: 24m 34s [2025-11-22T02:55:26.311754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:26.311815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:26.313455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:26.313961] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:26.315454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.467988] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.87% [2025-11-22T02:55:26.636258] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 1.04% [2025-11-22T02:55:26.675152] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 1m 8s | Global ETA: 24m 34s [2025-11-22T02:55:26.676054] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:26.676113] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:26.678439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.801597] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.48% | Symbol ETA: 11.9s | Global ETA: 24m 34s [2025-11-22T02:55:26.802490] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:26.802552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:26.804928] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.36%, Actual: 0.64% [2025-11-22T02:55:26.805136] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 33.3110% [2025-11-22T02:55:26.805219] [INFO ] [main ] LTC: DISCARDED add_gap_resolution_state (score: 33.31%) [2025-11-22T02:55:26.805261] [INFO ] [main ] LTC: Testing feature 13/53: add_gaps [2025-11-22T02:55:26.805295] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gaps'] [2025-11-22T02:55:26.805330] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:26.807251] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:26.808203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:26.809470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.819552] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:26.821172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:26.821235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:26.826084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:26.827933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:26.828405] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:26.830761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:26.924450] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 12.7s | Global ETA: 24m 34s [2025-11-22T02:55:26.925367] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:26.925442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:26.927139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:26.927675] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:26.929203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:26.956344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:26.957353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:27.293233] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 1m 7s | Global ETA: 24m 34s [2025-11-22T02:55:27.294165] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:27.294225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:27.296546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:27.408293] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 11.3s | Global ETA: 24m 34s [2025-11-22T02:55:27.409223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:27.409284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:27.414025] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:27.414950] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:27.416210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:27.547775] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 38.6s | Global ETA: 24m 34s [2025-11-22T02:55:27.548719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:27.548783] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:27.548775] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.88% | Symbol ETA: 12.1s | Global ETA: 24m 34s [2025-11-22T02:55:27.549732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:27.549795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:27.551494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:27.552010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:27.553591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:27.553606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:27.555311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:27.555831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:27.558208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:27.683130] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:27.684223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:27.917133] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 1m 6s | Global ETA: 24m 34s [2025-11-22T02:55:27.918042] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:27.918102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:27.920412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.031226] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.49% | Symbol ETA: 10.7s | Global ETA: 24m 34s [2025-11-22T02:55:28.032183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:28.032247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:28.037558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:28.038853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:55:28.040195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.162402] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 11.4s | Global ETA: 24m 34s [2025-11-22T02:55:28.163318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:28.163379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:28.165053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:28.165558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:28.167094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.272890] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 37.8s | Global ETA: 24m 34s [2025-11-22T02:55:28.273810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:28.273872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:28.278605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:28.280342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:28.280853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:28.283176] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:28.407705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:28.408732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.561059] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 1m 6s | Global ETA: 24m 35s [2025-11-22T02:55:28.561994] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:28.562053] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:28.564364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.667353] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.64% | Symbol ETA: 10.0s | Global ETA: 24m 35s [2025-11-22T02:55:28.783231] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 10.8s | Global ETA: 24m 35s [2025-11-22T02:55:28.784245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:28.784308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:28.786092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:28.786578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:28.788393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:28.844895] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 3.67%, Actual: 0.84% [2025-11-22T02:55:28.992989] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 37.1s | Global ETA: 24m 35s [2025-11-22T02:55:28.993915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:28.993977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:28.998742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:29.000484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:29.000966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:29.003277] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:29.021455] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 0.95% [2025-11-22T02:55:29.127251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:29.128090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:29.178789] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 1m 5s | Global ETA: 24m 35s [2025-11-22T02:55:29.179688] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:29.179748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:29.182037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:29.195935] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 0.57% [2025-11-22T02:55:29.371277] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.89%, Actual: 2.37% [2025-11-22T02:55:29.395038] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 10.2s | Global ETA: 24m 35s [2025-11-22T02:55:29.396002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:29.396068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:29.397861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:29.398375] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:29.399937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:29.546009] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.70% [2025-11-22T02:55:29.710932] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 36.4s | Global ETA: 24m 35s [2025-11-22T02:55:29.711813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:29.711876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:29.716542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:29.717914] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.27%, Actual: 1.41% [2025-11-22T02:55:29.718302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:29.718787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:29.721114] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:29.797086] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 1m 5s | Global ETA: 24m 35s [2025-11-22T02:55:29.798016] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:29.798075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:29.800422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:29.846202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:29.847219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:29.885919] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.48%, Actual: 3.37% [2025-11-22T02:55:30.014796] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 9.6s | Global ETA: 24m 35s [2025-11-22T02:55:30.054784] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 1.27% [2025-11-22T02:55:30.192072] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.76%, Actual: 0.32% [2025-11-22T02:55:30.223086] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.49%, Actual: 5.74% [2025-11-22T02:55:30.358004] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.27%, Actual: 0.68% [2025-11-22T02:55:30.389424] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.64%, Actual: 3.44% [2025-11-22T02:55:30.389640] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 51.4891% [2025-11-22T02:55:30.389768] [INFO ] [main ] KOP: DISCARDED add_open_reversal_intensity (score: 51.49%) [2025-11-22T02:55:30.389811] [INFO ] [main ] KOP: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:55:30.389842] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:55:30.389875] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:30.401218] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:30.402423] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:30.402484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:30.407252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:30.408271] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:30.409829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:30.427016] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 1m 4s | Global ETA: 24m 35s [2025-11-22T02:55:30.427942] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:30.428001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:30.430284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:30.437511] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 35.7s | Global ETA: 24m 35s [2025-11-22T02:55:30.438439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:30.438503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:30.443253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:30.444997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:30.445460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:30.447852] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:30.523205] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 0.34% [2025-11-22T02:55:30.571239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:30.572274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:30.689310] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.60% [2025-11-22T02:55:30.860249] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.26% [2025-11-22T02:55:31.011893] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.31% | Symbol ETA: 14.9s | Global ETA: 24m 35s [2025-11-22T02:55:31.012815] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:31.012877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:31.017629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:31.018558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:31.020057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:31.027391] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.88%, Actual: 1.00% [2025-11-22T02:55:31.047843] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 1.07% | Symbol ETA: 1m 3s | Global ETA: 24m 35s [2025-11-22T02:55:31.048746] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:31.048807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:31.051069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:31.158147] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -2.13% | Symbol ETA: 34.9s | Global ETA: 24m 35s [2025-11-22T02:55:31.159042] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:31.159105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:31.163836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:31.165554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:31.166035] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:31.168383] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:31.194205] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 0.52% [2025-11-22T02:55:31.290762] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:31.291811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:31.360476] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 0.06% [2025-11-22T02:55:31.527120] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.92% [2025-11-22T02:55:31.620160] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 14.2s | Global ETA: 24m 35s [2025-11-22T02:55:31.621081] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:31.621143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:31.625990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:31.626920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:31.628465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:31.672721] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 1m 3s | Global ETA: 24m 35s [2025-11-22T02:55:31.698434] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 1.71% [2025-11-22T02:55:31.698638] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.2043% [2025-11-22T02:55:31.698755] [INFO ] [main ] PDX: DISCARDED add_open_vs_close_liquidity_ratio (score: 39.20%) [2025-11-22T02:55:31.698806] [INFO ] [main ] PDX: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:55:31.698841] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_vs_prev_range_position'] [2025-11-22T02:55:31.698877] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:31.712330] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:31.713604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:31.713687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:31.715352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:31.715899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:31.718884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:31.842552] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.92%, Actual: 6.76% [2025-11-22T02:55:31.881483] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 34.2s | Global ETA: 24m 36s [2025-11-22T02:55:31.882763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:31.882825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:31.887587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:31.889349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:31.889864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:31.892191] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:32.009616] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 2.11% [2025-11-22T02:55:32.014139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:32.015037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:32.174750] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 3.31% [2025-11-22T02:55:32.228300] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.73% | Symbol ETA: 13.6s | Global ETA: 24m 36s [2025-11-22T02:55:32.231547] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:32.231609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:32.236437] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:32.237411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:32.238938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:32.349573] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 2.01% [2025-11-22T02:55:32.365302] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.97% | Symbol ETA: 14.4s | Global ETA: 24m 36s [2025-11-22T02:55:32.366236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:32.366300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:32.368039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:32.368557] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:32.371522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:32.542154] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 1.39% [2025-11-22T02:55:32.593617] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 33.5s | Global ETA: 24m 36s [2025-11-22T02:55:32.594500] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:32.594563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:32.599347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:32.601060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:32.601521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:32.603855] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:32.718197] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.24% [2025-11-22T02:55:32.724401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:32.725192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:32.846086] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.56% | Symbol ETA: 13.0s | Global ETA: 24m 36s [2025-11-22T02:55:32.847019] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:32.847082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:32.851905] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:32.852923] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:32.854459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:32.893982] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 3.91% [2025-11-22T02:55:32.979021] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 13.6s | Global ETA: 24m 36s [2025-11-22T02:55:32.979955] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:32.980016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:32.981667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:32.982136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:32.984995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:33.069539] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.39% [2025-11-22T02:55:33.234149] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 1.07%, Actual: 0.68% [2025-11-22T02:55:33.308314] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 32.8s | Global ETA: 24m 36s [2025-11-22T02:55:33.309207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:33.309271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:33.315014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:33.318333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:33.318827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:33.322934] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:33.401360] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 4.04% [2025-11-22T02:55:33.401557] [INFO ] [main ] APH: Magnitude Forecast Confidence: 40.3027% [2025-11-22T02:55:33.401633] [INFO ] [main ] APH: DISCARDED add_day_shape_ratios (score: 40.30%) [2025-11-22T02:55:33.401694] [INFO ] [main ] APH: Testing feature 8/53: add_directional_consistency [2025-11-22T02:55:33.401726] [DEBUG] [main ] Testing with features: ['add_directional_consistency'] [2025-11-22T02:55:33.401759] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:33.416591] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:33.418003] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:33.418063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:33.447423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:55:33.448258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:33.472783] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 12.4s | Global ETA: 24m 36s [2025-11-22T02:55:33.473712] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:33.473775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:33.478813] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:33.479806] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:33.481359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:33.544520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:33.604852] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 12.9s | Global ETA: 24m 36s [2025-11-22T02:55:33.605802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:33.605876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:33.607563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:33.608111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:33.611068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.031256] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 32.0s | Global ETA: 24m 36s [2025-11-22T02:55:34.080898] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.28% | Symbol ETA: 11.8s | Global ETA: 24m 36s [2025-11-22T02:55:34.081875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:34.081937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:34.086849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:34.087990] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:34.089617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.181707] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.37% | Symbol ETA: 58.3s | Global ETA: 24m 36s [2025-11-22T02:55:34.182604] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:34.182705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:34.196165] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.35% [2025-11-22T02:55:34.208806] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 12.3s | Global ETA: 24m 36s [2025-11-22T02:55:34.209707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:34.209782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:34.211425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:34.211927] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:34.214788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.309569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.359371] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.00% [2025-11-22T02:55:34.525395] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 1.39% [2025-11-22T02:55:34.689232] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 0.89% [2025-11-22T02:55:34.689465] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.90% | Symbol ETA: 11.2s | Global ETA: 24m 36s [2025-11-22T02:55:34.690433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:34.690500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:34.695614] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:34.696577] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:34.698198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.827494] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.24% | Symbol ETA: 11.6s | Global ETA: 24m 36s [2025-11-22T02:55:34.828409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:34.828817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:34.830478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:34.830986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:34.833891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:34.853680] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 1.20% [2025-11-22T02:55:34.931638] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 57.5s | Global ETA: 24m 36s [2025-11-22T02:55:34.932567] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:34.932630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:35.019866] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -2.13%, Actual: 0.32% [2025-11-22T02:55:35.064810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:35.186581] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.47% [2025-11-22T02:55:35.289687] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 10.6s | Global ETA: 24m 37s [2025-11-22T02:55:35.290571] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:35.290633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:35.295389] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:35.296320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:35.297849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:35.353431] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 0.87% [2025-11-22T02:55:35.434049] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 11.0s | Global ETA: 24m 37s [2025-11-22T02:55:35.435014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:35.435078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:35.436839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:35.437325] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:35.440282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:35.521256] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 1.04% [2025-11-22T02:55:35.686353] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 0.64% [2025-11-22T02:55:35.686553] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 37.8202% [2025-11-22T02:55:35.686636] [INFO ] [main ] LTC: DISCARDED add_gaps (score: 37.82%) [2025-11-22T02:55:35.686698] [INFO ] [main ] LTC: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:55:35.686731] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T02:55:35.686764] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:35.700438] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:35.700464] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 56.7s | Global ETA: 24m 37s [2025-11-22T02:55:35.701359] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:35.701419] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:35.701855] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:35.701919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:35.706672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:35.708463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:35.708946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:35.711247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:35.826565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:35.835637] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:35.837039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:35.882312] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.25% | Symbol ETA: 10.0s | Global ETA: 24m 37s [2025-11-22T02:55:35.883210] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:35.883272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:35.888022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:35.888940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:55:35.890433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:36.044334] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 10.4s | Global ETA: 24m 37s [2025-11-22T02:55:36.045330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:36.045396] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:36.047153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:36.047732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:36.050845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:36.443099] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 33.3s | Global ETA: 24m 37s [2025-11-22T02:55:36.444002] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:36.444065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:36.448822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:36.450531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:36.451012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:36.453327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:36.453766] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 56.0s | Global ETA: 24m 37s [2025-11-22T02:55:36.454666] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:36.454727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:36.477925] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.82% | Symbol ETA: 9.4s | Global ETA: 24m 37s [2025-11-22T02:55:36.578023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:36.582124] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:36.583551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:36.645408] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.31%, Actual: 0.84% [2025-11-22T02:55:36.647685] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 9.8s | Global ETA: 24m 37s [2025-11-22T02:55:36.648499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:36.648560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:36.650203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:36.650740] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:36.653564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:36.814379] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.99%, Actual: 0.95% [2025-11-22T02:55:36.983419] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.73%, Actual: 0.57% [2025-11-22T02:55:37.151199] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.56%, Actual: 2.37% [2025-11-22T02:55:37.180385] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 32.6s | Global ETA: 24m 37s [2025-11-22T02:55:37.181965] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:37.182030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:37.186897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:37.188704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:37.189167] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:37.191539] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:37.203428] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.79% | Symbol ETA: 55.2s | Global ETA: 24m 37s [2025-11-22T02:55:37.204863] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:37.204935] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:37.248399] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 9.1s | Global ETA: 24m 37s [2025-11-22T02:55:37.249278] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:37.249339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:37.251018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:37.251555] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:37.254419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:37.317816] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:37.319296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:37.319739] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.27%, Actual: 0.70% [2025-11-22T02:55:37.329391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:37.487248] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.28%, Actual: 1.41% [2025-11-22T02:55:37.654435] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.90%, Actual: 3.37% [2025-11-22T02:55:37.822261] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.27% [2025-11-22T02:55:37.847895] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.99% | Symbol ETA: 8.5s | Global ETA: 24m 37s [2025-11-22T02:55:37.925187] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 31.8s | Global ETA: 24m 37s [2025-11-22T02:55:37.926120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:37.926185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:37.931114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:37.932897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:37.933369] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:37.935790] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:37.943429] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 54.4s | Global ETA: 24m 37s [2025-11-22T02:55:37.944326] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:37.944386] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:37.989605] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.25%, Actual: 5.74% [2025-11-22T02:55:38.014968] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.97%, Actual: 0.32% [2025-11-22T02:55:38.060316] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:38.061683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.068089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.159879] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.82%, Actual: 3.44% [2025-11-22T02:55:38.160076] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 54.6891% [2025-11-22T02:55:38.160157] [INFO ] [main ] KOP: DISCARDED add_open_vs_close_liquidity_ratio (score: 54.69%) [2025-11-22T02:55:38.160199] [INFO ] [main ] KOP: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:55:38.160231] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_open_vs_prev_range_position'] [2025-11-22T02:55:38.160266] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:38.171128] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:38.172346] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:38.172422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:38.177166] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:38.178132] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:38.180991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.183177] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.68% [2025-11-22T02:55:38.354088] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 0.34% [2025-11-22T02:55:38.519891] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 0.60% [2025-11-22T02:55:38.661364] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.77% | Symbol ETA: 31.1s | Global ETA: 24m 38s [2025-11-22T02:55:38.662292] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:38.662357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:38.667257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:38.669130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:38.669625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:38.672062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:38.683419] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 53.7s | Global ETA: 24m 38s [2025-11-22T02:55:38.684802] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:38.684862] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:38.687036] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.24%, Actual: 0.26% [2025-11-22T02:55:38.781722] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 3.32% | Symbol ETA: 13.9s | Global ETA: 24m 38s [2025-11-22T02:55:38.782579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:38.782659] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:38.787403] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:38.788338] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:38.791135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.801588] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:38.803082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.807981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:38.853860] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.53%, Actual: 1.00% [2025-11-22T02:55:39.024399] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.61%, Actual: 0.52% [2025-11-22T02:55:39.192910] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.06% [2025-11-22T02:55:39.361438] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.33%, Actual: 0.92% [2025-11-22T02:55:39.392855] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.69% | Symbol ETA: 13.3s | Global ETA: 24m 38s [2025-11-22T02:55:39.393748] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:39.393810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:39.398511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:39.399427] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:39.402220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:39.424364] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 1.22% | Symbol ETA: 52.9s | Global ETA: 24m 38s [2025-11-22T02:55:39.425297] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:39.425357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:39.445749] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 30.4s | Global ETA: 24m 38s [2025-11-22T02:55:39.446675] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:39.446739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:39.451558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:39.453382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:39.453890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:39.456247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:39.529732] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.99%, Actual: 1.71% [2025-11-22T02:55:39.529970] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 45.3705% [2025-11-22T02:55:39.530053] [INFO ] [main ] PDX: DISCARDED add_open_vs_prev_range_position (score: 45.37%) [2025-11-22T02:55:39.530095] [INFO ] [main ] PDX: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:55:39.530125] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude'] [2025-11-22T02:55:39.530160] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:39.543562] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:39.544992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:39.545052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:39.546482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:39.546743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:39.547236] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:39.547943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:39.580788] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:39.582299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.007990] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 12.7s | Global ETA: 24m 38s [2025-11-22T02:55:40.009157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:40.009232] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:40.015342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:40.016342] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:40.019296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.145284] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.60% | Symbol ETA: 13.2s | Global ETA: 24m 38s [2025-11-22T02:55:40.146229] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:40.146290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:40.148033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:40.148501] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:40.149179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.166355] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.34% | Symbol ETA: 52.1s | Global ETA: 24m 38s [2025-11-22T02:55:40.167702] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:40.167774] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:40.181720] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 29.6s | Global ETA: 24m 38s [2025-11-22T02:55:40.182616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:40.182708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:40.187515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:40.189343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:40.189821] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:40.192136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:40.290284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.340984] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:40.342499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.622712] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 12.1s | Global ETA: 24m 38s [2025-11-22T02:55:40.623811] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:40.623876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:40.628847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:40.629777] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:40.632539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.812583] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 12.9s | Global ETA: 24m 38s [2025-11-22T02:55:40.813500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:40.813562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:40.815259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:40.815770] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:40.816403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:40.925242] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 51.4s | Global ETA: 24m 38s [2025-11-22T02:55:40.935227] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 28.9s | Global ETA: 24m 38s [2025-11-22T02:55:40.936133] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:40.936202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:40.940997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:40.942759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:40.943224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:40.945550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:41.068590] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:41.070051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:41.101861] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.37%, Actual: 6.76% [2025-11-22T02:55:41.226822] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 3.85% | Symbol ETA: 11.4s | Global ETA: 24m 38s [2025-11-22T02:55:41.227729] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:41.227792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:41.232524] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:41.233450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:41.236245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:41.279486] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 2.11% [2025-11-22T02:55:41.429778] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.07% | Symbol ETA: 12.2s | Global ETA: 24m 38s [2025-11-22T02:55:41.430747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:41.430811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:41.432495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:41.433027] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:41.433728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:41.453752] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 3.31% [2025-11-22T02:55:41.629344] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 2.01% [2025-11-22T02:55:41.668476] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 28.1s | Global ETA: 24m 38s [2025-11-22T02:55:41.669745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:41.669810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:41.674741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:41.676519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:41.677029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:41.679454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:41.805144] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.79%, Actual: 1.39% [2025-11-22T02:55:41.807240] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:41.808738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:41.827942] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 10.8s | Global ETA: 24m 38s [2025-11-22T02:55:41.828828] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:41.828899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:41.833691] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:41.834590] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:41.837452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:41.975505] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 0.24% [2025-11-22T02:55:42.045928] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 11.6s | Global ETA: 24m 39s [2025-11-22T02:55:42.046881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:42.046944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:42.048705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:42.049209] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:42.049904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:42.143510] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 3.91% [2025-11-22T02:55:42.314232] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 1.22%, Actual: 0.39% [2025-11-22T02:55:42.399989] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 1.22% | Symbol ETA: 27.4s | Global ETA: 24m 39s [2025-11-22T02:55:42.400875] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:42.400943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:42.405830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:42.407575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:42.408062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:42.410406] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:42.433541] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.40% | Symbol ETA: 10.2s | Global ETA: 24m 39s [2025-11-22T02:55:42.434442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:42.434525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:42.442520] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:42.443449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:42.446314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:42.488789] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.34%, Actual: 0.68% [2025-11-22T02:55:42.534955] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:55:42.536278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:42.660127] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 4.04% [2025-11-22T02:55:42.660384] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.1479% [2025-11-22T02:55:42.660464] [INFO ] [main ] APH: DISCARDED add_directional_consistency (score: 33.15%) [2025-11-22T02:55:42.660509] [INFO ] [main ] APH: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T02:55:42.660542] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range'] [2025-11-22T02:55:42.660577] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:42.666065] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 11.0s | Global ETA: 24m 39s [2025-11-22T02:55:42.666995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:42.667058] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:42.668847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:42.669369] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:42.670044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:42.675389] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:42.676629] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:42.676712] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:42.678350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.047025] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.27% | Symbol ETA: 9.6s | Global ETA: 24m 39s [2025-11-22T02:55:43.047957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:43.048020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:43.052756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:43.053687] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:43.056534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.128584] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.02% | Symbol ETA: 26.6s | Global ETA: 24m 39s [2025-11-22T02:55:43.275755] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 10.3s | Global ETA: 24m 39s [2025-11-22T02:55:43.276621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:43.276707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:43.278382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:43.278879] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:43.279504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.297883] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.35% [2025-11-22T02:55:43.304219] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.51% | Symbol ETA: 56.6s | Global ETA: 24m 39s [2025-11-22T02:55:43.305113] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:43.305173] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:43.306738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.468276] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.00% [2025-11-22T02:55:43.641555] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 1.39% [2025-11-22T02:55:43.645987] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -2.64% | Symbol ETA: 9.0s | Global ETA: 24m 39s [2025-11-22T02:55:43.646872] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:43.646933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:43.651623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:43.652542] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:55:43.655388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.815101] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.77%, Actual: 0.89% [2025-11-22T02:55:43.881819] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 9.7s | Global ETA: 24m 39s [2025-11-22T02:55:43.882732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:43.882793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:43.884431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:43.884942] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:43.885578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:43.924358] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.77% | Symbol ETA: 55.9s | Global ETA: 24m 39s [2025-11-22T02:55:43.925288] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:43.925350] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:43.926986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:44.011756] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 1.20% [2025-11-22T02:55:44.184439] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.32% [2025-11-22T02:55:44.258534] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 8.4s | Global ETA: 24m 39s [2025-11-22T02:55:44.372106] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.47% [2025-11-22T02:55:44.448907] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 3.32%, Actual: 0.84% [2025-11-22T02:55:44.500871] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.09% | Symbol ETA: 9.1s | Global ETA: 24m 39s [2025-11-22T02:55:44.501833] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:44.501896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:44.503586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:44.504103] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:44.504783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:44.538534] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.87% [2025-11-22T02:55:44.545093] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.88% | Symbol ETA: 55.3s | Global ETA: 24m 39s [2025-11-22T02:55:44.546021] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:44.546098] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:44.547733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:44.614235] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.69%, Actual: 0.95% [2025-11-22T02:55:44.703731] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 1.22%, Actual: 1.04% [2025-11-22T02:55:44.780626] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.57% [2025-11-22T02:55:44.869713] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.02%, Actual: 0.64% [2025-11-22T02:55:44.869909] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.4929% [2025-11-22T02:55:44.869992] [INFO ] [main ] LTC: DISCARDED add_intraday_skewness_proxies (score: 39.49%) [2025-11-22T02:55:44.870036] [INFO ] [main ] LTC: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:55:44.870068] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T02:55:44.870102] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:44.883609] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:44.885063] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:44.885126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:44.889935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:44.891705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:44.892165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:44.894491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:44.947428] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.37% [2025-11-22T02:55:45.020910] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:45.107305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:45.114861] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 3.85%, Actual: 0.70% [2025-11-22T02:55:45.116463] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.82% | Symbol ETA: 8.5s | Global ETA: 24m 39s [2025-11-22T02:55:45.117348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:45.117434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:45.119087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:45.119551] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:45.120198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:45.186201] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 2.02% | Symbol ETA: 54.7s | Global ETA: 24m 39s [2025-11-22T02:55:45.187216] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:45.187278] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:45.188917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:45.281458] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 0.16%, Actual: 1.41% [2025-11-22T02:55:45.447451] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.40%, Actual: 3.37% [2025-11-22T02:55:45.614294] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.27%, Actual: 1.27% [2025-11-22T02:55:45.691245] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 32.2s | Global ETA: 24m 40s [2025-11-22T02:55:45.692137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:45.692200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:45.696943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:45.698698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:45.699158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:45.701490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:45.720157] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 7.8s | Global ETA: 24m 40s [2025-11-22T02:55:45.781184] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -2.64%, Actual: 5.74% [2025-11-22T02:55:45.826981] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:45.838983] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.35% | Symbol ETA: 54.1s | Global ETA: 24m 40s [2025-11-22T02:55:45.839905] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:45.839966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:45.841671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:45.888019] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.60%, Actual: 0.32% [2025-11-22T02:55:45.916005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:45.948238] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 3.44% [2025-11-22T02:55:45.948421] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 39.6229% [2025-11-22T02:55:45.948496] [INFO ] [main ] KOP: DISCARDED add_open_vs_prev_range_position (score: 39.62%) [2025-11-22T02:55:45.948538] [INFO ] [main ] KOP: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:55:45.948570] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_overnight_gap_amplitude'] [2025-11-22T02:55:45.948604] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:45.961069] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:45.962490] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:45.962551] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:45.967311] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:45.968296] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:45.968930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:46.057113] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.63%, Actual: 0.68% [2025-11-22T02:55:46.226504] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 0.34% [2025-11-22T02:55:46.395385] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 0.60% [2025-11-22T02:55:46.470955] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 53.5s | Global ETA: 24m 40s [2025-11-22T02:55:46.471848] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:46.471907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:46.473567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:46.508819] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 31.4s | Global ETA: 24m 40s [2025-11-22T02:55:46.509721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:46.509784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:46.514504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:46.516268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:46.516753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:46.519095] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:46.565083] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.26% [2025-11-22T02:55:46.570543] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 13.3s | Global ETA: 24m 40s [2025-11-22T02:55:46.571450] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:46.571514] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:46.576462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:46.577451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:46.578142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:46.641697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:46.727038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:46.733534] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 1.00% [2025-11-22T02:55:46.902612] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.52% [2025-11-22T02:55:47.069836] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.09%, Actual: 0.06% [2025-11-22T02:55:47.105449] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.30% | Symbol ETA: 52.8s | Global ETA: 24m 40s [2025-11-22T02:55:47.106361] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:47.106420] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:47.108761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:47.197310] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 12.7s | Global ETA: 24m 40s [2025-11-22T02:55:47.198477] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:47.198552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:47.204288] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:47.205398] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:47.206056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:47.237709] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.82%, Actual: 0.92% [2025-11-22T02:55:47.308063] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 30.6s | Global ETA: 24m 40s [2025-11-22T02:55:47.308967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:47.309031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:47.313773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:47.315491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:47.315972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:47.318286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:47.405782] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 1.71% [2025-11-22T02:55:47.405980] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 48.8336% [2025-11-22T02:55:47.406086] [INFO ] [main ] PDX: KEPT add_overnight_gap_amplitude (score: 48.83%) [2025-11-22T02:55:47.406131] [INFO ] [main ] PDX: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:55:47.406164] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag'] [2025-11-22T02:55:47.406198] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:47.419694] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:47.421143] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:47.421226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:47.422924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:47.423417] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:47.424062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:47.424760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:47.440614] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:47.524717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:47.749691] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 52.2s | Global ETA: 24m 40s [2025-11-22T02:55:47.750588] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:47.750669] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:47.752327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:47.818544] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -2.17% | Symbol ETA: 12.1s | Global ETA: 24m 40s [2025-11-22T02:55:47.819465] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:47.819527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:47.827474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:47.828461] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:47.829182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.025063] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 12.7s | Global ETA: 24m 40s [2025-11-22T02:55:48.025996] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:48.026059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:48.027784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:48.028314] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:48.028965] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:48.029664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.114992] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.84% | Symbol ETA: 29.8s | Global ETA: 24m 40s [2025-11-22T02:55:48.115890] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:48.115954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:48.120765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:48.122481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:48.122960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:48.125284] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:48.253687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:48.342347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.374885] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 51.6s | Global ETA: 24m 40s [2025-11-22T02:55:48.375775] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:55:48.375835] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:48.377413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.453530] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.85% | Symbol ETA: 11.5s | Global ETA: 24m 40s [2025-11-22T02:55:48.454424] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:48.454500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:48.459384] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:48.460330] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:48.460972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.628890] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 12.1s | Global ETA: 24m 40s [2025-11-22T02:55:48.629783] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:48.629845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:48.631479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:48.631971] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:48.632595] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:48.633285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:48.930705] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 29.0s | Global ETA: 24m 41s [2025-11-22T02:55:48.931578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:48.931665] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:48.936428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:48.938210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:48.938687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:48.941022] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:49.021607] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 1.50% | Symbol ETA: 50.9s | Global ETA: 24m 41s [2025-11-22T02:55:49.064932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:49.069728] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 10.9s | Global ETA: 24m 41s [2025-11-22T02:55:49.070631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:49.070713] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:49.075586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:49.076560] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:49.077214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:49.150255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:49.189502] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 6.76% [2025-11-22T02:55:49.232561] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 11.5s | Global ETA: 24m 41s [2025-11-22T02:55:49.233437] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:49.233500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:49.235154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:49.235628] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:49.236270] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:49.236956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:49.356526] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 2.11% [2025-11-22T02:55:49.523936] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 3.31% [2025-11-22T02:55:49.685215] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.58% | Symbol ETA: 10.3s | Global ETA: 24m 41s [2025-11-22T02:55:49.686129] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:49.686214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:49.691142] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:49.692092] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:49.692217] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.02%, Actual: 2.01% [2025-11-22T02:55:49.692760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:49.732122] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 28.2s | Global ETA: 24m 41s [2025-11-22T02:55:49.733046] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:49.733110] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:49.737927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:49.739822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:49.740336] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:49.742761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:49.838850] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 10.9s | Global ETA: 24m 41s [2025-11-22T02:55:49.839793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:49.839855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:49.841508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:49.842016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:49.842638] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:49.843333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:49.867221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:49.867829] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 1.39% [2025-11-22T02:55:49.953207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:50.042548] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.24% [2025-11-22T02:55:50.214666] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 3.91% [2025-11-22T02:55:50.301823] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 9.6s | Global ETA: 24m 41s [2025-11-22T02:55:50.302718] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:50.302780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:50.307556] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:50.308491] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:50.309117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:50.389074] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.39% [2025-11-22T02:55:50.445209] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 10.3s | Global ETA: 24m 41s [2025-11-22T02:55:50.446102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:50.446166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:50.447834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:50.448344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:50.448996] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:50.449688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:50.539849] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 27.3s | Global ETA: 24m 41s [2025-11-22T02:55:50.540836] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:50.540912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:50.545740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:50.547564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:50.548054] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:50.550473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:50.556175] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.68% [2025-11-22T02:55:50.673384] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:50.723376] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 1.50%, Actual: 4.04% [2025-11-22T02:55:50.723587] [INFO ] [main ] APH: Magnitude Forecast Confidence: 52.3937% [2025-11-22T02:55:50.723692] [INFO ] [main ] APH: KEPT add_fullday_parkinson_range (score: 52.39%) [2025-11-22T02:55:50.723737] [INFO ] [main ] APH: Testing feature 10/53: add_gap_fill_state [2025-11-22T02:55:50.723769] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_gap_fill_state'] [2025-11-22T02:55:50.723803] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:50.738725] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:50.740282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:50.740344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:50.741984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:50.759163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:50.785712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:50.901270] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.92% | Symbol ETA: 9.0s | Global ETA: 24m 41s [2025-11-22T02:55:50.902154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:50.902216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:50.907102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:50.908046] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:50.908679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:51.105354] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 9.7s | Global ETA: 24m 41s [2025-11-22T02:55:51.106595] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:51.106694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:51.108401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:51.108918] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:51.109542] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:51.110235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:51.346969] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 26.5s | Global ETA: 24m 41s [2025-11-22T02:55:51.347882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:51.347945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:51.352692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:51.354425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:51.354924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:51.357237] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:51.391303] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 44.4s | Global ETA: 24m 41s [2025-11-22T02:55:51.392209] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:51.392271] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:51.393837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:51.436795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:51.481702] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:51.507137] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.82% | Symbol ETA: 8.4s | Global ETA: 24m 41s [2025-11-22T02:55:51.508084] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:51.508159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:51.514243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:51.515233] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:51.516475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:51.597528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:51.722360] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 9.1s | Global ETA: 24m 41s [2025-11-22T02:55:51.723266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:51.723328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:51.724990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:51.725471] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:51.726131] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:51.726833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:52.059228] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 43.8s | Global ETA: 24m 41s [2025-11-22T02:55:52.060125] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:52.060191] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:52.061753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:52.105771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:52.117133] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.92% | Symbol ETA: 7.8s | Global ETA: 24m 42s [2025-11-22T02:55:52.210714] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.28% | Symbol ETA: 25.7s | Global ETA: 24m 42s [2025-11-22T02:55:52.211943] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:52.212006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:52.216722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:52.218485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:52.218970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:52.221369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:52.288185] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 0.84% [2025-11-22T02:55:52.326227] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.59% | Symbol ETA: 8.5s | Global ETA: 24m 42s [2025-11-22T02:55:52.327133] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:52.327196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:52.328862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:52.329330] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:52.329969] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:52.330668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:52.341197] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:55:52.423589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:52.458524] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.20%, Actual: 0.95% [2025-11-22T02:55:52.625917] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -2.17%, Actual: 0.57% [2025-11-22T02:55:52.734669] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.21% | Symbol ETA: 43.2s | Global ETA: 24m 42s [2025-11-22T02:55:52.735573] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:52.735637] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:52.737246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:52.781608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:52.811575] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.85%, Actual: 2.37% [2025-11-22T02:55:52.926820] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 7.9s | Global ETA: 24m 42s [2025-11-22T02:55:52.927768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:52.927830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:52.929489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:52.930017] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:52.930639] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:52.931322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:53.003398] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.74% | Symbol ETA: 24.9s | Global ETA: 24m 42s [2025-11-22T02:55:53.051962] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.70% [2025-11-22T02:55:53.180314] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.35% [2025-11-22T02:55:53.226570] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.58%, Actual: 1.41% [2025-11-22T02:55:53.353121] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 0.00% [2025-11-22T02:55:53.401868] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 3.37% [2025-11-22T02:55:53.410421] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.00% | Symbol ETA: 42.5s | Global ETA: 24m 42s [2025-11-22T02:55:53.411329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:53.411396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:53.413012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:53.466727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:53.523153] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 7.3s | Global ETA: 24m 42s [2025-11-22T02:55:53.526824] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.39% [2025-11-22T02:55:53.587774] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.92%, Actual: 1.27% [2025-11-22T02:55:53.690867] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 0.32% [2025-11-22T02:55:53.699400] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.89% [2025-11-22T02:55:53.777981] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.82%, Actual: 5.74% [2025-11-22T02:55:53.859557] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.68% [2025-11-22T02:55:53.870542] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 1.20% [2025-11-22T02:55:53.959387] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.92%, Actual: 3.44% [2025-11-22T02:55:53.959686] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.6075% [2025-11-22T02:55:53.959810] [INFO ] [main ] KOP: DISCARDED add_overnight_gap_amplitude (score: 49.61%) [2025-11-22T02:55:53.960739] [INFO ] [main ] KOP: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:55:53.960784] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_overnight_gap_mag'] [2025-11-22T02:55:53.960821] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:55:53.974815] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:53.976151] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:53.976216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:53.981678] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:53.982734] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:53.983477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:54.029597] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.34% [2025-11-22T02:55:54.045921] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 0.32% [2025-11-22T02:55:54.125488] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 41.9s | Global ETA: 24m 42s [2025-11-22T02:55:54.126427] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:54.126490] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:54.128148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:54.173377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:54.199536] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.60% [2025-11-22T02:55:54.221372] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.47% [2025-11-22T02:55:54.376169] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 0.26% [2025-11-22T02:55:54.393269] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 0.87% [2025-11-22T02:55:54.550075] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 1.00% [2025-11-22T02:55:54.566811] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.28%, Actual: 1.04% [2025-11-22T02:55:54.610662] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 13.1s | Global ETA: 24m 42s [2025-11-22T02:55:54.611629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:54.611718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:54.619854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:54.621239] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:54.622270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:54.727064] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:55:54.747608] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.74%, Actual: 0.64% [2025-11-22T02:55:54.747859] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 38.0820% [2025-11-22T02:55:54.747965] [INFO ] [main ] LTC: DISCARDED add_intraday_volatility_percentile (score: 38.08%) [2025-11-22T02:55:54.748014] [INFO ] [main ] LTC: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:55:54.748050] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T02:55:54.748087] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:55:54.762502] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:54.763944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:54.764012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:54.769294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:54.771674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:54.772291] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:54.775160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:54.849752] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 41.3s | Global ETA: 24m 42s [2025-11-22T02:55:54.850808] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:54.850881] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:54.852555] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:54.900505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:54.930853] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.59%, Actual: 0.06% [2025-11-22T02:55:54.933086] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:54.934294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:55.152873] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.92% [2025-11-22T02:55:55.415421] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 1.71% [2025-11-22T02:55:55.415730] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 37.7112% [2025-11-22T02:55:55.415808] [INFO ] [main ] PDX: DISCARDED add_overnight_gap_mag (score: 37.71%) [2025-11-22T02:55:55.415866] [INFO ] [main ] PDX: Testing feature 29/53: add_pct_change [2025-11-22T02:55:55.415919] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_pct_change'] [2025-11-22T02:55:55.415975] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:55:55.433971] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:55.435563] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:55.435628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:55.437572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:55.438196] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:55.438906] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:55.440975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:55.507981] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 13.5s | Global ETA: 24m 43s [2025-11-22T02:55:55.509335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:55.509415] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:55.516749] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:55.518272] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:55.519284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:55.716886] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 32.9s | Global ETA: 24m 43s [2025-11-22T02:55:55.717996] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:55.718077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:55.723378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:55.725462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:55.726089] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:55.728722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:55.746603] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 3.07% | Symbol ETA: 40.7s | Global ETA: 24m 43s [2025-11-22T02:55:55.747636] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:55.747729] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:55.749401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:55.794700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:55.869755] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:55.870770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.151465] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 13.3s | Global ETA: 24m 43s [2025-11-22T02:55:56.152418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:56.152481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:56.154181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:56.154703] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:56.155335] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:56.157305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.250296] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.57% | Symbol ETA: 12.7s | Global ETA: 24m 43s [2025-11-22T02:55:56.251192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:56.251255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:56.256018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:56.256953] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:56.257674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.444687] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 40.0s | Global ETA: 24m 43s [2025-11-22T02:55:56.445577] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:56.445667] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:56.447256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:56.491468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.492721] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 31.3s | Global ETA: 24m 43s [2025-11-22T02:55:56.493682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:56.493748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:56.498767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:56.500632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:56.501128] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:56.503717] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:56.641009] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:56.641910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.756759] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 12.2s | Global ETA: 24m 43s [2025-11-22T02:55:56.757989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:56.758051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:56.759697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:56.760192] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:56.760836] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:56.762815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:56.854559] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.24% | Symbol ETA: 11.7s | Global ETA: 24m 43s [2025-11-22T02:55:56.855453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:56.855515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:56.860223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:56.861147] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:56.861931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.106719] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.40% | Symbol ETA: 39.2s | Global ETA: 24m 43s [2025-11-22T02:55:57.107598] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:57.107695] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:57.109240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T02:55:57.152810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.231227] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 30.1s | Global ETA: 24m 43s [2025-11-22T02:55:57.232128] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:57.232191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:57.236955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:57.238729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:57.239198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:57.241523] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:57.366893] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.74% | Symbol ETA: 11.4s | Global ETA: 24m 43s [2025-11-22T02:55:57.367809] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:57.367871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:57.368434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:57.369446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.369488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:57.370003] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:57.370735] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:57.372815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.532917] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.55% | Symbol ETA: 11.0s | Global ETA: 24m 43s [2025-11-22T02:55:57.533922] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:57.533985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:57.539181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:57.540196] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:57.540939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.792847] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 38.5s | Global ETA: 24m 43s [2025-11-22T02:55:57.959573] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.31%, Actual: 6.76% [2025-11-22T02:55:57.968780] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 29.2s | Global ETA: 24m 43s [2025-11-22T02:55:57.969754] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:57.969819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:57.972850] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 10.7s | Global ETA: 24m 43s [2025-11-22T02:55:57.973898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:57.973964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:57.975214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:57.975706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:57.976205] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:57.976874] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:57.977164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:57.977705] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:57.978958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:57.980179] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:58.115148] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:58.116067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:58.129211] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 2.11% [2025-11-22T02:55:58.168025] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.64% | Symbol ETA: 10.2s | Global ETA: 24m 43s [2025-11-22T02:55:58.168985] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:58.169048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:58.174114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:58.175168] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:58.175940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:58.297972] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.21%, Actual: 3.31% [2025-11-22T02:55:58.466152] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.00%, Actual: 2.01% [2025-11-22T02:55:58.583770] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 10.0s | Global ETA: 24m 43s [2025-11-22T02:55:58.584664] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:58.584727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:58.586359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:58.586881] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:58.587530] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:58.589468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:58.633418] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 1.39% [2025-11-22T02:55:58.737872] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 28.3s | Global ETA: 24m 43s [2025-11-22T02:55:58.738833] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:58.738898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:58.743918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:58.745755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:58.746235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:58.748727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:58.805745] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.14% | Symbol ETA: 9.5s | Global ETA: 24m 43s [2025-11-22T02:55:58.806471] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.24% [2025-11-22T02:55:58.806767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:58.806845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:58.811908] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:58.812893] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:58.813611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:58.879703] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:58.880589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:58.985390] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 3.07%, Actual: 3.91% [2025-11-22T02:55:59.155329] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.39% [2025-11-22T02:55:59.191025] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 9.4s | Global ETA: 24m 44s [2025-11-22T02:55:59.192231] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:59.192314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:59.194590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:59.195264] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:59.196114] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:59.198835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:59.322151] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.40%, Actual: 0.68% [2025-11-22T02:55:59.420904] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 8.8s | Global ETA: 24m 44s [2025-11-22T02:55:59.421783] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:55:59.421844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:59.426575] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:55:59.427523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:55:59.428214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:59.468803] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 27.5s | Global ETA: 24m 44s [2025-11-22T02:55:59.469706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:55:59.469769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:55:59.474487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:59.476252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:59.476734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:55:59.479063] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:55:59.491787] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 4.04% [2025-11-22T02:55:59.491996] [INFO ] [main ] APH: Magnitude Forecast Confidence: 35.9306% [2025-11-22T02:55:59.492047] [INFO ] [main ] APH: DISCARDED add_gap_fill_state (score: 35.93%) [2025-11-22T02:55:59.492086] [INFO ] [main ] APH: Testing feature 11/53: add_gap_morning_composite [2025-11-22T02:55:59.492118] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_gap_morning_composite'] [2025-11-22T02:55:59.492153] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:55:59.506847] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:55:59.508201] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:55:59.508262] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:55:59.509910] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:55:59.510941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:59.603990] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:55:59.604916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:55:59.830574] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.43% | Symbol ETA: 8.7s | Global ETA: 24m 44s [2025-11-22T02:55:59.831521] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:55:59.831586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:55:59.833302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:55:59.833826] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:55:59.834466] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:55:59.836535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:00.026702] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.53% | Symbol ETA: 8.1s | Global ETA: 24m 44s [2025-11-22T02:56:00.027686] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:00.027751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:00.032663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:00.033611] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:56:00.034333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:00.128119] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 42.4s | Global ETA: 24m 44s [2025-11-22T02:56:00.129106] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:00.129167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:00.130775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:00.131766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:00.188741] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 26.7s | Global ETA: 24m 44s [2025-11-22T02:56:00.189671] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:00.189736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:00.194471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:00.196295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:00.196799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:00.199138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:00.323239] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:00.324151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:00.451387] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 8.1s | Global ETA: 24m 44s [2025-11-22T02:56:00.452277] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:00.452338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:00.453995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:00.454472] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:00.455113] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:00.457073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:00.670872] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 7.4s | Global ETA: 24m 44s [2025-11-22T02:56:00.912526] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 0.84% [2025-11-22T02:56:00.987532] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 42.7s | Global ETA: 24m 44s [2025-11-22T02:56:00.988482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:00.988544] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:00.990259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:00.991278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:01.143432] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 26.0s | Global ETA: 24m 44s [2025-11-22T02:56:01.144359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:01.144421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:01.149164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:01.150909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:01.151373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:01.153665] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:01.175120] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.95% [2025-11-22T02:56:01.273969] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 7.5s | Global ETA: 24m 44s [2025-11-22T02:56:01.274884] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:01.274947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:01.276607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:01.277119] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:01.277812] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:01.279974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:01.282706] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:01.283559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:01.350287] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.57%, Actual: 0.57% [2025-11-22T02:56:01.647744] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.24%, Actual: 2.37% [2025-11-22T02:56:01.659765] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.95% | Symbol ETA: 41.8s | Global ETA: 24m 44s [2025-11-22T02:56:01.661100] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:01.661181] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:01.663604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:01.665246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:01.817819] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.55%, Actual: 0.70% [2025-11-22T02:56:01.923283] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 25.2s | Global ETA: 24m 44s [2025-11-22T02:56:01.924214] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:01.924277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:01.929243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:01.931137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:01.931633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:01.934075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:01.935264] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 6.9s | Global ETA: 24m 44s [2025-11-22T02:56:01.988103] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.64%, Actual: 1.41% [2025-11-22T02:56:02.065558] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:02.066455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:02.113174] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.32% [2025-11-22T02:56:02.160282] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.14%, Actual: 3.37% [2025-11-22T02:56:02.285524] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: -0.20%, Actual: 0.68% [2025-11-22T02:56:02.322430] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 41.0s | Global ETA: 24m 45s [2025-11-22T02:56:02.323351] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:02.323414] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:02.325063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:02.326128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:02.330334] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 1.27% [2025-11-22T02:56:02.457904] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.74%, Actual: 0.34% [2025-11-22T02:56:02.500266] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.53%, Actual: 5.74% [2025-11-22T02:56:02.633836] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.60% [2025-11-22T02:56:02.664436] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 24.4s | Global ETA: 24m 45s [2025-11-22T02:56:02.672173] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.57%, Actual: 3.44% [2025-11-22T02:56:02.672391] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 50.5440% [2025-11-22T02:56:02.672482] [INFO ] [main ] KOP: DISCARDED add_overnight_gap_mag (score: 50.54%) [2025-11-22T02:56:02.672529] [INFO ] [main ] KOP: Testing feature 29/53: add_pct_change [2025-11-22T02:56:02.672567] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_pct_change'] [2025-11-22T02:56:02.672604] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:02.684075] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:02.685625] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:02.685710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:02.690740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:02.691743] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:02.693812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:02.813435] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.26% [2025-11-22T02:56:02.834934] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.35% [2025-11-22T02:56:02.972221] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.99% | Symbol ETA: 40.3s | Global ETA: 24m 45s [2025-11-22T02:56:02.973182] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:02.973246] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:02.974903] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:02.976093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:02.998832] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 1.00% [2025-11-22T02:56:03.022035] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 0.00% [2025-11-22T02:56:03.163975] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.43%, Actual: 0.52% [2025-11-22T02:56:03.189848] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.81%, Actual: 1.39% [2025-11-22T02:56:03.308975] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -4.78% | Symbol ETA: 13.1s | Global ETA: 24m 45s [2025-11-22T02:56:03.309887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:03.309947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:03.314764] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:03.315718] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:03.317696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:03.330142] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 0.06% [2025-11-22T02:56:03.362359] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.07%, Actual: 0.89% [2025-11-22T02:56:03.494059] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.92% [2025-11-22T02:56:03.533811] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 1.20% [2025-11-22T02:56:03.619110] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 39.6s | Global ETA: 24m 45s [2025-11-22T02:56:03.620010] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:03.620070] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:03.621597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:03.622562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:03.660970] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -2.16%, Actual: 1.71% [2025-11-22T02:56:03.661161] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 46.1373% [2025-11-22T02:56:03.661240] [INFO ] [main ] PDX: DISCARDED add_pct_change (score: 46.14%) [2025-11-22T02:56:03.661283] [INFO ] [main ] PDX: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:56:03.661315] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag'] [2025-11-22T02:56:03.661349] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:03.674307] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:03.675560] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:03.675622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:03.677315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:03.677862] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:03.678472] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:03.679482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:03.710187] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.32% [2025-11-22T02:56:03.887993] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.75%, Actual: 0.47% [2025-11-22T02:56:03.927523] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 4.84% | Symbol ETA: 12.4s | Global ETA: 24m 45s [2025-11-22T02:56:03.928447] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:03.928508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:03.933289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:03.934241] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:03.936197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.061913] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 0.87% [2025-11-22T02:56:04.236611] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 38.9s | Global ETA: 24m 45s [2025-11-22T02:56:04.237132] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 1.04% [2025-11-22T02:56:04.237530] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:04.237592] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:04.239170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:04.240138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.273761] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.62% | Symbol ETA: 11.9s | Global ETA: 24m 45s [2025-11-22T02:56:04.274603] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:04.274691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:04.276316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:04.276807] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:04.277455] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:04.278504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.414953] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.64% [2025-11-22T02:56:04.415166] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 42.8006% [2025-11-22T02:56:04.415264] [INFO ] [main ] LTC: DISCARDED add_last_hour_momentum_mag (score: 42.80%) [2025-11-22T02:56:04.415307] [INFO ] [main ] LTC: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:56:04.415350] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T02:56:04.415396] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:04.429711] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:04.431066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:04.431132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:04.436302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:04.438229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:04.438744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:04.441248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:04.546124] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 11.8s | Global ETA: 24m 45s [2025-11-22T02:56:04.547161] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:04.547228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:04.552221] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:04.553206] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:04.555242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.573314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:04.575529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.851889] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 38.2s | Global ETA: 24m 45s [2025-11-22T02:56:04.852797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:04.852858] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:04.854398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:04.855377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:04.870753] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.04% | Symbol ETA: 11.3s | Global ETA: 24m 45s [2025-11-22T02:56:04.871617] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:04.871706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:04.873318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:04.873819] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:04.874437] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:04.875460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.176446] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.28% | Symbol ETA: 11.2s | Global ETA: 24m 45s [2025-11-22T02:56:05.177765] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:05.177840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:05.182618] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 28.5s | Global ETA: 24m 45s [2025-11-22T02:56:05.182874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:05.183526] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:05.183593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:05.183934] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:05.186170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.188545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:05.190353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:05.190859] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:05.193279] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:05.324723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:05.326773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.467357] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 10.7s | Global ETA: 24m 45s [2025-11-22T02:56:05.468304] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:05.468366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:05.470019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:05.470507] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:05.471149] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:05.472170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.472504] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.55% | Symbol ETA: 37.5s | Global ETA: 24m 45s [2025-11-22T02:56:05.473333] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:05.473394] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:05.474961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T02:56:05.475920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.804749] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.50% | Symbol ETA: 10.6s | Global ETA: 24m 46s [2025-11-22T02:56:05.805679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:05.805740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:05.810597] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:05.811600] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:05.813559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:05.947950] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.46% | Symbol ETA: 27.8s | Global ETA: 24m 46s [2025-11-22T02:56:05.948930] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:05.948995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:05.953918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:05.955701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:05.956179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:05.958664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:06.087988] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:06.090170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:06.101722] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 36.8s | Global ETA: 24m 46s [2025-11-22T02:56:06.103044] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 10.2s | Global ETA: 24m 46s [2025-11-22T02:56:06.104169] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:06.104237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:06.106058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:06.106623] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:06.107316] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:06.108432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:06.267457] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 6.76% [2025-11-22T02:56:06.422055] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 10.0s | Global ETA: 24m 46s [2025-11-22T02:56:06.422949] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:06.423010] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:06.427791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:06.428706] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:06.430606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:06.434587] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 2.11% [2025-11-22T02:56:06.600500] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 3.31% [2025-11-22T02:56:06.695909] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 27.0s | Global ETA: 24m 46s [2025-11-22T02:56:06.696837] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:06.696901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:06.701931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:06.704100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:06.704716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:06.707216] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:06.710081] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.89% | Symbol ETA: 9.6s | Global ETA: 24m 46s [2025-11-22T02:56:06.710983] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:06.711044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:06.712696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:06.713173] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:06.714147] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:06.715167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:06.767564] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 2.01% [2025-11-22T02:56:06.835533] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:06.837549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:06.934434] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.99%, Actual: 1.39% [2025-11-22T02:56:07.028686] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.17% | Symbol ETA: 9.3s | Global ETA: 24m 46s [2025-11-22T02:56:07.029568] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:07.029658] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:07.034405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:07.035331] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:07.037320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:07.102130] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.24% [2025-11-22T02:56:07.270412] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 3.91% [2025-11-22T02:56:07.309736] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.88% | Symbol ETA: 9.0s | Global ETA: 24m 46s [2025-11-22T02:56:07.310610] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:07.310698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:07.312313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:07.312808] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:07.313428] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:07.314496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:07.439666] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 0.39% [2025-11-22T02:56:07.450237] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.64% | Symbol ETA: 26.3s | Global ETA: 24m 46s [2025-11-22T02:56:07.451144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:07.451210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:07.456081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:07.457930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:07.458394] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:07.460857] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:07.589065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:07.591218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:07.613230] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.55%, Actual: 0.68% [2025-11-22T02:56:07.647201] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 8.7s | Global ETA: 24m 46s [2025-11-22T02:56:07.648188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:07.648257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:07.653227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:07.654238] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:07.656264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:07.794760] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 4.04% [2025-11-22T02:56:07.794981] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.7474% [2025-11-22T02:56:07.795074] [INFO ] [main ] APH: DISCARDED add_gap_morning_composite (score: 33.75%) [2025-11-22T02:56:07.795117] [INFO ] [main ] APH: Testing feature 12/53: add_gap_resolution_state [2025-11-22T02:56:07.795168] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_gap_resolution_state'] [2025-11-22T02:56:07.795205] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:07.810069] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:07.811309] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:07.811369] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:07.812971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:07.869666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:07.903239] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -2.33% | Symbol ETA: 8.4s | Global ETA: 24m 46s [2025-11-22T02:56:07.904136] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:07.904198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:07.905925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:07.906402] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:07.907045] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:07.908067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:08.180747] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.82% | Symbol ETA: 25.5s | Global ETA: 24m 46s [2025-11-22T02:56:08.182034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:08.182099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:08.186992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:08.188941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:08.189416] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:08.191824] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:08.266527] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.48% | Symbol ETA: 8.1s | Global ETA: 24m 46s [2025-11-22T02:56:08.267420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:08.267480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:08.272209] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:08.273130] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:56:08.275076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:08.321396] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:08.323456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:08.498996] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.56% | Symbol ETA: 7.7s | Global ETA: 24m 46s [2025-11-22T02:56:08.499925] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:08.499990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:08.499998] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 3.51% | Symbol ETA: 37.2s | Global ETA: 24m 46s [2025-11-22T02:56:08.500900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:08.500960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:08.501698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:08.502197] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:08.502519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:08.502859] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:08.503925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:08.559273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:08.875241] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.49% | Symbol ETA: 7.5s | Global ETA: 24m 46s [2025-11-22T02:56:08.918763] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 24.7s | Global ETA: 24m 46s [2025-11-22T02:56:08.919674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:08.919738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:08.924447] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:08.926185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:08.926666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:08.929025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:09.042400] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -4.78%, Actual: 0.84% [2025-11-22T02:56:09.053064] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:09.055110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:09.102372] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 7.1s | Global ETA: 24m 47s [2025-11-22T02:56:09.103295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:09.103358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:09.104999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:09.105470] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:09.106114] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:09.107193] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:09.186420] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 36.5s | Global ETA: 24m 47s [2025-11-22T02:56:09.187381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:09.187444] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:09.189109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:09.212447] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 4.84%, Actual: 0.95% [2025-11-22T02:56:09.244718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:09.377505] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 0.57% [2025-11-22T02:56:09.542920] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.28%, Actual: 2.37% [2025-11-22T02:56:09.631356] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 24.0s | Global ETA: 24m 47s [2025-11-22T02:56:09.632246] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:09.632309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:09.637028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:09.638834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:09.639292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:09.641563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:09.709275] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.50%, Actual: 0.70% [2025-11-22T02:56:09.713334] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 6.5s | Global ETA: 24m 47s [2025-11-22T02:56:09.763193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:09.765013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:09.867986] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 35.7s | Global ETA: 24m 47s [2025-11-22T02:56:09.868908] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:09.868968] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:09.870519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:09.874336] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 1.41% [2025-11-22T02:56:09.883577] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.62%, Actual: 0.32% [2025-11-22T02:56:09.925574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:10.039724] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.17%, Actual: 3.37% [2025-11-22T02:56:10.058502] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.04%, Actual: 0.68% [2025-11-22T02:56:10.224556] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 0.34% [2025-11-22T02:56:10.225519] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 1.27% [2025-11-22T02:56:10.389487] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.60% [2025-11-22T02:56:10.391606] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.48%, Actual: 5.74% [2025-11-22T02:56:10.395929] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 23.2s | Global ETA: 24m 47s [2025-11-22T02:56:10.396839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:10.396903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:10.401916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:10.403742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:10.404240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:10.406744] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:10.529759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:10.531828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:10.545892] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 35.1s | Global ETA: 24m 47s [2025-11-22T02:56:10.546875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:10.546940] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:10.548583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:10.555758] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.89%, Actual: 0.26% [2025-11-22T02:56:10.558208] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.49%, Actual: 3.44% [2025-11-22T02:56:10.558412] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 55.4167% [2025-11-22T02:56:10.558492] [INFO ] [main ] KOP: DISCARDED add_pct_change (score: 55.42%) [2025-11-22T02:56:10.558534] [INFO ] [main ] KOP: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:56:10.558565] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_preclose_acceleration_mag'] [2025-11-22T02:56:10.558599] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:10.571134] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:10.572507] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:10.572568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:10.577706] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:10.578673] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:10.579709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:10.606240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:10.723765] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.88%, Actual: 1.00% [2025-11-22T02:56:10.898172] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -2.33%, Actual: 0.52% [2025-11-22T02:56:11.068577] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.56%, Actual: 0.06% [2025-11-22T02:56:11.112923] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 22.5s | Global ETA: 24m 47s [2025-11-22T02:56:11.113859] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:11.113924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:11.118809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:11.120562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:11.121065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:11.123559] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:11.183702] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 11.8s | Global ETA: 24m 47s [2025-11-22T02:56:11.184587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:11.184676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:11.189381] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:11.190306] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:11.191330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:11.232138] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 34.4s | Global ETA: 24m 47s [2025-11-22T02:56:11.233034] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:11.233094] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:11.234629] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:11.238805] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.92% [2025-11-22T02:56:11.251047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:11.253178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:11.290297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:11.408596] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 1.71% [2025-11-22T02:56:11.408843] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 35.8203% [2025-11-22T02:56:11.408952] [INFO ] [main ] PDX: DISCARDED add_preclose_acceleration_mag (score: 35.82%) [2025-11-22T02:56:11.408997] [INFO ] [main ] PDX: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:56:11.409030] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open'] [2025-11-22T02:56:11.409065] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:11.422981] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:11.424374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:11.424439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:11.426191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:11.426747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:11.427417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:11.428147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:11.795167] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -2.18% | Symbol ETA: 11.1s | Global ETA: 24m 47s [2025-11-22T02:56:11.796091] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:11.796156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:11.801176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:11.802148] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:11.803234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:11.853414] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 21.8s | Global ETA: 24m 47s [2025-11-22T02:56:11.973305] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 33.7s | Global ETA: 24m 47s [2025-11-22T02:56:11.974220] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:11.974283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:11.975878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:12.025863] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 11.1s | Global ETA: 24m 47s [2025-11-22T02:56:12.026761] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:12.026824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:12.027764] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 0.35% [2025-11-22T02:56:12.028859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:12.029341] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:12.029985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:12.030662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:12.035669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:12.197090] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.46%, Actual: 0.00% [2025-11-22T02:56:12.370141] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 1.39% [2025-11-22T02:56:12.406871] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 10.5s | Global ETA: 24m 48s [2025-11-22T02:56:12.407817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:12.407890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:12.412876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:12.413966] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:12.415027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:12.539464] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.64%, Actual: 0.89% [2025-11-22T02:56:12.618053] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 10.5s | Global ETA: 24m 48s [2025-11-22T02:56:12.618983] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:12.619044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:12.620688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:12.621170] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:12.621807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:12.622463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:12.671668] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 33.0s | Global ETA: 24m 48s [2025-11-22T02:56:12.672564] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:12.672628] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:12.674255] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:12.704941] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.82%, Actual: 1.20% [2025-11-22T02:56:12.730328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:12.869518] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 0.32% [2025-11-22T02:56:13.023778] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.12% | Symbol ETA: 9.9s | Global ETA: 24m 48s [2025-11-22T02:56:13.025122] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:13.025183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:13.030211] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:13.031183] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:13.032269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:13.033303] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.47% [2025-11-22T02:56:13.200973] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.87% [2025-11-22T02:56:13.210742] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 9.9s | Global ETA: 24m 48s [2025-11-22T02:56:13.211616] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:13.211698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:13.213397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:13.213905] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:13.214530] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:13.215215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:13.366235] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.00%, Actual: 1.04% [2025-11-22T02:56:13.372086] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 32.3s | Global ETA: 24m 48s [2025-11-22T02:56:13.372971] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:13.376726] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:13.378362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:13.433257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:13.533818] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.64% [2025-11-22T02:56:13.534012] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 34.1886% [2025-11-22T02:56:13.534095] [INFO ] [main ] LTC: DISCARDED add_late_day_volatility (score: 34.19%) [2025-11-22T02:56:13.534148] [INFO ] [main ] LTC: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:56:13.534182] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T02:56:13.534564] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:13.548489] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:13.550034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:13.550099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:13.555087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:13.556940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:13.557437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:13.559906] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:13.640064] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 9.3s | Global ETA: 24m 48s [2025-11-22T02:56:13.640999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:13.641083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:13.646124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:13.647129] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:13.648245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:13.690983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:13.693845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:13.814494] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 9.3s | Global ETA: 24m 48s [2025-11-22T02:56:13.815575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:13.815659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:13.817322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:13.817869] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:13.818502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:13.819185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.058210] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.72% | Symbol ETA: 31.6s | Global ETA: 24m 48s [2025-11-22T02:56:14.059114] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:14.059174] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:14.060746] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T02:56:14.116252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.253667] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.60% | Symbol ETA: 8.7s | Global ETA: 24m 48s [2025-11-22T02:56:14.254798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:14.254874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:14.261502] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:14.262749] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:14.264127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.305786] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 25.6s | Global ETA: 24m 48s [2025-11-22T02:56:14.306677] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:14.306740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:14.311570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:14.313310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:14.313797] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:14.316118] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:14.416019] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.90% | Symbol ETA: 8.7s | Global ETA: 24m 48s [2025-11-22T02:56:14.416929] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:14.416990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:14.418694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:14.419180] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:14.419837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:14.420507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.441884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:14.444944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.752507] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 30.9s | Global ETA: 24m 48s [2025-11-22T02:56:14.881521] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 6.51% | Symbol ETA: 8.1s | Global ETA: 24m 48s [2025-11-22T02:56:14.882964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:14.883027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:14.888111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:14.889286] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:14.890698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:14.924162] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 3.51%, Actual: 6.76% [2025-11-22T02:56:15.012070] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 8.1s | Global ETA: 24m 48s [2025-11-22T02:56:15.013000] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:15.013064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:15.014818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:15.015303] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:15.015969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:15.016639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:15.032393] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 24.7s | Global ETA: 24m 48s [2025-11-22T02:56:15.033296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:15.033362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:15.038114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:15.039872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:15.040335] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:15.042667] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:15.095930] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 2.11% [2025-11-22T02:56:15.171273] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:15.174181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:15.264953] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 3.31% [2025-11-22T02:56:15.434231] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.12%, Actual: 2.01% [2025-11-22T02:56:15.506246] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 7.5s | Global ETA: 24m 48s [2025-11-22T02:56:15.507180] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:15.507244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:15.512315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:15.513723] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:15.514824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:15.604232] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 7.5s | Global ETA: 24m 48s [2025-11-22T02:56:15.604490] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 1.39% [2025-11-22T02:56:15.605145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:15.605208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:15.606873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:15.607353] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:15.608022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:15.608701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:15.766118] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 23.9s | Global ETA: 24m 49s [2025-11-22T02:56:15.767008] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:15.767072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:15.771402] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.16%, Actual: 0.24% [2025-11-22T02:56:15.771912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:15.773636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:15.774118] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:15.776465] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:15.900172] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:15.903024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:15.937918] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 3.91% [2025-11-22T02:56:16.105588] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.39% [2025-11-22T02:56:16.116565] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.89% | Symbol ETA: 6.9s | Global ETA: 24m 49s [2025-11-22T02:56:16.117509] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:16.117595] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:16.122623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:16.123602] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:56:16.124694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:16.196162] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 6.9s | Global ETA: 24m 49s [2025-11-22T02:56:16.197056] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:16.197117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:16.198830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:16.199307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:16.199975] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:16.200630] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:16.272118] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.72%, Actual: 0.68% [2025-11-22T02:56:16.441122] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 4.04% [2025-11-22T02:56:16.441333] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.8013% [2025-11-22T02:56:16.441418] [INFO ] [main ] APH: DISCARDED add_gap_resolution_state (score: 43.80%) [2025-11-22T02:56:16.441459] [INFO ] [main ] APH: Testing feature 13/53: add_gaps [2025-11-22T02:56:16.441491] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_gaps'] [2025-11-22T02:56:16.441524] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:16.455890] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:16.457288] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:16.457348] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:16.458980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:16.459787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:16.490924] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 23.2s | Global ETA: 24m 49s [2025-11-22T02:56:16.491808] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:16.491872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:16.496544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:16.498299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:16.498787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:16.501066] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:16.624142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:16.626844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:16.716266] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 3.01% | Symbol ETA: 6.3s | Global ETA: 24m 49s [2025-11-22T02:56:16.786814] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 6.3s | Global ETA: 24m 49s [2025-11-22T02:56:16.788061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:16.788123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:16.789781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:16.790264] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:16.790906] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:16.791559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:16.886061] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 0.84% [2025-11-22T02:56:17.052054] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 0.95% [2025-11-22T02:56:17.073525] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 34.4s | Global ETA: 24m 49s [2025-11-22T02:56:17.074418] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:17.074478] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:17.076050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:17.076831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:17.212133] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.14% | Symbol ETA: 22.4s | Global ETA: 24m 49s [2025-11-22T02:56:17.213028] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:17.213091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:17.217814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:17.219231] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 0.57% [2025-11-22T02:56:17.219524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:17.220033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:17.222349] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:17.346204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:17.349101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:17.377987] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 5.7s | Global ETA: 24m 49s [2025-11-22T02:56:17.385929] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.12%, Actual: 2.37% [2025-11-22T02:56:17.543565] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.32% [2025-11-22T02:56:17.551982] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.70% [2025-11-22T02:56:17.698123] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 33.8s | Global ETA: 24m 49s [2025-11-22T02:56:17.699055] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:17.699114] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:17.700692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:17.701486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:17.708196] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.68% [2025-11-22T02:56:17.718322] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.60%, Actual: 1.41% [2025-11-22T02:56:17.873844] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.67%, Actual: 0.34% [2025-11-22T02:56:17.885039] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 6.51%, Actual: 3.37% [2025-11-22T02:56:17.931426] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.41% | Symbol ETA: 21.7s | Global ETA: 24m 49s [2025-11-22T02:56:17.932306] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:17.932707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:17.937465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:17.939253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:17.939767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:17.942171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:18.042349] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 0.60% [2025-11-22T02:56:18.052077] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.94%, Actual: 1.27% [2025-11-22T02:56:18.066698] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:18.069669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:18.208942] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.90%, Actual: 0.26% [2025-11-22T02:56:18.219416] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.89%, Actual: 5.74% [2025-11-22T02:56:18.320849] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 33.2s | Global ETA: 24m 49s [2025-11-22T02:56:18.321747] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:18.321806] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:18.323346] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:18.324129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:18.376739] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.86%, Actual: 1.00% [2025-11-22T02:56:18.385389] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 3.01%, Actual: 3.44% [2025-11-22T02:56:18.385581] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 61.9561% [2025-11-22T02:56:18.385684] [INFO ] [main ] KOP: DISCARDED add_preclose_acceleration_mag (score: 61.96%) [2025-11-22T02:56:18.385736] [INFO ] [main ] KOP: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:56:18.385777] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open'] [2025-11-22T02:56:18.385811] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:18.396821] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:18.398041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:18.398105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:18.403118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:18.404126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:18.404860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:18.546633] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.79%, Actual: 0.52% [2025-11-22T02:56:18.671510] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 21.0s | Global ETA: 24m 49s [2025-11-22T02:56:18.672473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:18.672536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:18.677558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:18.679337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:18.679847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:18.682205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:18.721567] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 0.06% [2025-11-22T02:56:18.806740] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:18.809689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:18.894874] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.92% [2025-11-22T02:56:18.941237] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 32.5s | Global ETA: 24m 49s [2025-11-22T02:56:18.942130] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:18.942190] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:18.943758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:18.944529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.001731] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 11.2s | Global ETA: 24m 49s [2025-11-22T02:56:19.002705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:19.002778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:19.007739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:19.008810] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:19.009489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.066788] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.00%, Actual: 1.71% [2025-11-22T02:56:19.067038] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 35.6463% [2025-11-22T02:56:19.067129] [INFO ] [main ] PDX: DISCARDED add_prev_1100_to_open (score: 35.65%) [2025-11-22T02:56:19.067172] [INFO ] [main ] PDX: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:56:19.067205] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100'] [2025-11-22T02:56:19.067240] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:19.080926] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:19.082465] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:19.082528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:19.084247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:19.084776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:19.085405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:19.086095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.409616] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.88% | Symbol ETA: 20.2s | Global ETA: 24m 50s [2025-11-22T02:56:19.410536] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:19.410600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:19.415543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:19.417357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:19.417916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:19.420261] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:19.546076] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:19.549139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.558124] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.05% | Symbol ETA: 31.9s | Global ETA: 24m 50s [2025-11-22T02:56:19.559028] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:19.559087] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:19.560620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:19.562732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.610621] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 10.6s | Global ETA: 24m 50s [2025-11-22T02:56:19.611505] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:19.611566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:19.616275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:19.617197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:19.617952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:19.720469] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 10.9s | Global ETA: 24m 50s [2025-11-22T02:56:19.721475] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:19.721539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:19.723263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:19.723789] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:19.724439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:19.725153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.161247] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 19.5s | Global ETA: 24m 50s [2025-11-22T02:56:20.162172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:20.162238] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:20.167261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:20.169103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:20.169587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:20.171973] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:20.177157] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.74% | Symbol ETA: 31.3s | Global ETA: 24m 50s [2025-11-22T02:56:20.178069] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:20.178129] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:20.179673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:20.180422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.217503] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 10.0s | Global ETA: 24m 50s [2025-11-22T02:56:20.218389] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:20.218451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:20.223183] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:20.224130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:20.224819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.295893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:20.298885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.352761] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 10.3s | Global ETA: 24m 50s [2025-11-22T02:56:20.353689] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:20.353752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:20.355432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:20.355946] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:20.356581] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:20.357272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.797379] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.67% | Symbol ETA: 30.7s | Global ETA: 24m 50s [2025-11-22T02:56:20.798269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:20.798329] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:20.799886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:20.800659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.837159] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.44% | Symbol ETA: 9.4s | Global ETA: 24m 50s [2025-11-22T02:56:20.838164] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:20.838229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:20.843404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:20.844493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:20.845211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:20.903351] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 18.8s | Global ETA: 24m 50s [2025-11-22T02:56:20.973763] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.42% | Symbol ETA: 9.6s | Global ETA: 24m 50s [2025-11-22T02:56:20.974715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:20.974779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:20.976470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:20.977021] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:20.977697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:20.978368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:21.069839] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.35% [2025-11-22T02:56:21.240520] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 0.00% [2025-11-22T02:56:21.417871] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 1.39% [2025-11-22T02:56:21.429570] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 30.1s | Global ETA: 24m 50s [2025-11-22T02:56:21.430453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:21.430512] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:21.432086] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:21.432861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:21.451100] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.08% | Symbol ETA: 8.8s | Global ETA: 24m 50s [2025-11-22T02:56:21.452034] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:21.452097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:21.456882] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:21.457857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:21.458523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:21.590753] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 9.0s | Global ETA: 24m 50s [2025-11-22T02:56:21.591624] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:21.591706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:21.593351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:21.594046] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:21.594704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:21.595411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:21.613519] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.89% [2025-11-22T02:56:21.782250] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 1.20% [2025-11-22T02:56:21.957771] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.41%, Actual: 0.32% [2025-11-22T02:56:22.060020] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.80% | Symbol ETA: 29.4s | Global ETA: 24m 50s [2025-11-22T02:56:22.060936] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:22.060996] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:22.062544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T02:56:22.063334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.097754] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.20% | Symbol ETA: 8.2s | Global ETA: 24m 50s [2025-11-22T02:56:22.098688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:22.098750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:22.103779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:22.104926] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:22.105730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.127952] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.47% [2025-11-22T02:56:22.197556] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.66% | Symbol ETA: 8.3s | Global ETA: 24m 50s [2025-11-22T02:56:22.198460] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:22.198522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:22.200190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:22.200679] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:22.201308] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:22.202013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.295579] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.88%, Actual: 0.87% [2025-11-22T02:56:22.463267] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 1.04% [2025-11-22T02:56:22.632788] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.60%, Actual: 0.64% [2025-11-22T02:56:22.633009] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 44.5688% [2025-11-22T02:56:22.633102] [INFO ] [main ] LTC: DISCARDED add_late_hour_microstructure (score: 44.57%) [2025-11-22T02:56:22.633195] [INFO ] [main ] LTC: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:56:22.633233] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T02:56:22.633268] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:22.648418] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:22.650172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:22.650236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:22.655107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:22.656917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:22.657417] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:22.659731] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:22.686434] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 28.8s | Global ETA: 24m 51s [2025-11-22T02:56:22.736435] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.70% | Symbol ETA: 7.6s | Global ETA: 24m 51s [2025-11-22T02:56:22.737401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:22.737469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:22.742621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:22.743615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:22.744336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.784230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:22.785442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.796175] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 7.7s | Global ETA: 24m 51s [2025-11-22T02:56:22.797066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:22.797128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:22.798809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:22.799293] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:22.799951] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:22.800609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:22.870781] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 6.76% [2025-11-22T02:56:23.039202] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 2.11% [2025-11-22T02:56:23.204976] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 3.31% [2025-11-22T02:56:23.361089] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.35% | Symbol ETA: 7.0s | Global ETA: 24m 51s [2025-11-22T02:56:23.362001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:23.362062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:23.365064] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 23.6s | Global ETA: 24m 51s [2025-11-22T02:56:23.366331] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:23.366394] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:23.366788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:23.367731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:23.368453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:23.371147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:23.372882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:23.373396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:23.373436] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 2.01% [2025-11-22T02:56:23.376058] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:23.401019] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 7.0s | Global ETA: 24m 51s [2025-11-22T02:56:23.401915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:23.401979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:23.403615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:23.404115] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:23.404752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:23.405409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:23.501269] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:23.502472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:23.539622] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.05%, Actual: 1.39% [2025-11-22T02:56:23.705326] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.74%, Actual: 0.24% [2025-11-22T02:56:23.871001] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.67%, Actual: 3.91% [2025-11-22T02:56:23.967914] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.87% | Symbol ETA: 6.4s | Global ETA: 24m 51s [2025-11-22T02:56:23.968848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:56:23.968954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:23.973847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:23.974816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:23.975504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:23.997959] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.70% | Symbol ETA: 6.4s | Global ETA: 24m 51s [2025-11-22T02:56:23.998857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:23.998925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:24.000546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:24.001042] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:24.001681] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:24.002351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:24.037837] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 0.39% [2025-11-22T02:56:24.091682] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.82% | Symbol ETA: 23.0s | Global ETA: 24m 51s [2025-11-22T02:56:24.092667] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:24.092733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:24.097577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:24.099423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:24.099921] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:24.102247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:24.204248] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.80%, Actual: 0.68% [2025-11-22T02:56:24.227246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:24.228564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:24.369870] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 4.04% [2025-11-22T02:56:24.370070] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.5097% [2025-11-22T02:56:24.370144] [INFO ] [main ] APH: DISCARDED add_gaps (score: 43.51%) [2025-11-22T02:56:24.370186] [INFO ] [main ] APH: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T02:56:24.370217] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_intraday_skewness_proxies'] [2025-11-22T02:56:24.370251] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:24.384745] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:24.386120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:24.386180] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:24.387772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:24.389004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:24.605446] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.58% | Symbol ETA: 5.7s | Global ETA: 24m 51s [2025-11-22T02:56:24.621260] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 5.8s | Global ETA: 24m 51s [2025-11-22T02:56:24.622191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:24.622252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:24.623938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:24.624434] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:24.625084] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:24.625797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:24.789905] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.84% [2025-11-22T02:56:24.816744] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 22.2s | Global ETA: 24m 51s [2025-11-22T02:56:24.817632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:24.817714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:24.822421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:24.824159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:24.824624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:24.826963] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:24.953366] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:24.954469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:24.959890] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.95% [2025-11-22T02:56:24.998374] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.09% | Symbol ETA: 29.3s | Global ETA: 24m 51s [2025-11-22T02:56:24.999267] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:24.999328] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:25.000919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:25.002144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:25.134280] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.57% [2025-11-22T02:56:25.229608] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 5.2s | Global ETA: 24m 51s [2025-11-22T02:56:25.304863] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.44%, Actual: 2.37% [2025-11-22T02:56:25.399773] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 0.32% [2025-11-22T02:56:25.498039] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.08%, Actual: 0.70% [2025-11-22T02:56:25.553868] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.48% | Symbol ETA: 21.5s | Global ETA: 24m 51s [2025-11-22T02:56:25.554765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:25.554828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:25.559559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:25.561297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:25.561791] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:25.564115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:25.569760] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 0.68% [2025-11-22T02:56:25.622695] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.02% | Symbol ETA: 28.7s | Global ETA: 24m 51s [2025-11-22T02:56:25.623560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:25.623621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:25.625214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:25.626420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:25.667017] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 1.41% [2025-11-22T02:56:25.687432] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:25.688595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:25.740480] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.42%, Actual: 0.34% [2025-11-22T02:56:25.834177] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.70%, Actual: 3.37% [2025-11-22T02:56:25.910464] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.60% [2025-11-22T02:56:26.002785] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.35%, Actual: 1.27% [2025-11-22T02:56:26.081343] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.66%, Actual: 0.26% [2025-11-22T02:56:26.173259] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.87%, Actual: 5.74% [2025-11-22T02:56:26.250175] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 2.20% | Symbol ETA: 28.1s | Global ETA: 24m 52s [2025-11-22T02:56:26.250827] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 1.00% [2025-11-22T02:56:26.251066] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:26.251127] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:26.252690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:26.253886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.272601] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 20.8s | Global ETA: 24m 52s [2025-11-22T02:56:26.273485] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:26.273549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:26.278306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:26.280030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:26.280498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:26.282824] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:26.342933] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 3.44% [2025-11-22T02:56:26.343147] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 63.5111% [2025-11-22T02:56:26.343285] [INFO ] [main ] KOP: KEPT add_prev_1100_to_open (score: 63.51%) [2025-11-22T02:56:26.343333] [INFO ] [main ] KOP: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:56:26.343364] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_prev_close_to_1100'] [2025-11-22T02:56:26.343397] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:26.354559] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:26.355828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:26.355890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:26.360668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:26.361594] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:26.362292] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:26.362971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.406317] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:26.407507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.419705] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.52% [2025-11-22T02:56:26.592685] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.70%, Actual: 0.06% [2025-11-22T02:56:26.763006] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.92% [2025-11-22T02:56:26.882925] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 27.5s | Global ETA: 24m 52s [2025-11-22T02:56:26.883820] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:26.883881] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:26.885404] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:26.886612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.933403] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 1.71% [2025-11-22T02:56:26.933632] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 39.3154% [2025-11-22T02:56:26.933735] [INFO ] [main ] PDX: DISCARDED add_prev_close_to_1100 (score: 39.32%) [2025-11-22T02:56:26.933778] [INFO ] [main ] PDX: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:56:26.933811] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prev_close_to_open'] [2025-11-22T02:56:26.933846] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:26.947985] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:26.949547] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:26.949609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:26.951305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:26.951831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:26.952453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:26.953134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.965373] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 10.9s | Global ETA: 24m 52s [2025-11-22T02:56:26.966265] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:26.966327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:26.971288] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:26.972223] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:26.972987] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:26.973663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:26.991973] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: 0.23% | Symbol ETA: 20.1s | Global ETA: 24m 52s [2025-11-22T02:56:26.992853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:26.992916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:26.997623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:26.999379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:26.999872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:27.002195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:27.125569] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:27.126771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:27.502545] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.92% | Symbol ETA: 26.9s | Global ETA: 24m 52s [2025-11-22T02:56:27.503440] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:27.503501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:27.505062] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:27.506270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:27.562390] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 10.4s | Global ETA: 24m 52s [2025-11-22T02:56:27.563324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:27.563387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:27.565087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:27.565581] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:27.566220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:27.566899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:27.572802] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.51% | Symbol ETA: 10.3s | Global ETA: 24m 52s [2025-11-22T02:56:27.573720] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:27.573781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:27.578530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:27.579452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:27.580141] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:27.580810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:27.725372] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 19.4s | Global ETA: 24m 52s [2025-11-22T02:56:27.726301] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:27.726369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:27.731524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:27.733907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:27.734419] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:27.736930] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:27.865252] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:27.866610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.131364] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 26.3s | Global ETA: 24m 52s [2025-11-22T02:56:28.132300] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:28.132360] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:28.133933] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:28.135127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.179480] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 9.8s | Global ETA: 24m 52s [2025-11-22T02:56:28.180376] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:28.180438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:28.181790] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 9.7s | Global ETA: 24m 52s [2025-11-22T02:56:28.182136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:28.182631] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:28.182673] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:28.182737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:28.183278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:28.183958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.187487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:28.188446] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:28.189136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:28.189809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.455886] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 18.6s | Global ETA: 24m 52s [2025-11-22T02:56:28.456800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:28.456863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:28.462747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:28.464775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:28.465320] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:28.467723] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:28.595434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:28.596809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.749558] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.21% | Symbol ETA: 25.7s | Global ETA: 24m 52s [2025-11-22T02:56:28.750475] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:28.750538] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:28.752147] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:28.753392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.786714] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.04% | Symbol ETA: 9.0s | Global ETA: 24m 52s [2025-11-22T02:56:28.787599] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:28.787678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:28.790826] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 9.2s | Global ETA: 24m 52s [2025-11-22T02:56:28.791790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:28.791861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:28.792396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:28.793343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:28.793568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:28.794036] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:28.794150] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:28.794708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:28.794871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:28.795617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:29.199347] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 17.9s | Global ETA: 24m 52s [2025-11-22T02:56:29.200298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:29.200364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:29.205315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:29.207165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:29.207703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:29.210051] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:29.337412] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:56:29.338701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:29.378077] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 25.0s | Global ETA: 24m 53s [2025-11-22T02:56:29.378997] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:29.379058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:29.380669] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:29.381932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:29.392508] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 8.4s | Global ETA: 24m 53s [2025-11-22T02:56:29.393405] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:29.393466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:29.398222] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:29.399156] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:29.399860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:29.400515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:29.416819] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 8.6s | Global ETA: 24m 53s [2025-11-22T02:56:29.417786] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:29.417850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:29.419551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:29.420105] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:29.420784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:29.421478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:29.940233] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.00% | Symbol ETA: 17.2s | Global ETA: 24m 53s [2025-11-22T02:56:29.994493] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 7.8s | Global ETA: 24m 53s [2025-11-22T02:56:29.995388] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:29.995449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:30.000323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:30.001297] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:30.001988] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:30.002639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:30.002988] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.09% | Symbol ETA: 24.4s | Global ETA: 24m 53s [2025-11-22T02:56:30.003935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:30.003999] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:30.005569] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T02:56:30.006833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:30.055283] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 8.0s | Global ETA: 24m 53s [2025-11-22T02:56:30.056506] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:30.056583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:30.058964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:30.059626] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:30.060501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:30.061456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:30.114300] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.35% [2025-11-22T02:56:30.285850] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.82%, Actual: 0.00% [2025-11-22T02:56:30.456451] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.39% [2025-11-22T02:56:30.596108] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.51% | Symbol ETA: 7.2s | Global ETA: 24m 53s [2025-11-22T02:56:30.596992] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:30.597055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:30.601812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:30.602739] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:30.603400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:30.604068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:30.622393] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.59% | Symbol ETA: 23.8s | Global ETA: 24m 53s [2025-11-22T02:56:30.626393] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 0.89% [2025-11-22T02:56:30.679751] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.02% | Symbol ETA: 7.4s | Global ETA: 24m 53s [2025-11-22T02:56:30.680610] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:30.680692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:30.682329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:30.682860] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:30.683482] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:30.684177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:30.789582] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.09%, Actual: 6.76% [2025-11-22T02:56:30.792789] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 1.20% [2025-11-22T02:56:30.957058] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.02%, Actual: 2.11% [2025-11-22T02:56:30.962556] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: 0.23%, Actual: 0.32% [2025-11-22T02:56:31.126339] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 2.20%, Actual: 3.31% [2025-11-22T02:56:31.128147] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.47% [2025-11-22T02:56:31.199031] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 6.6s | Global ETA: 24m 53s [2025-11-22T02:56:31.199915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:31.200348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:31.205100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:31.206032] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:31.206732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:31.207405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:31.281705] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 6.8s | Global ETA: 24m 53s [2025-11-22T02:56:31.282771] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:31.282847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:31.284626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:31.285154] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:31.285832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:31.286526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:31.296762] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 2.01% [2025-11-22T02:56:31.302266] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.87% [2025-11-22T02:56:31.466235] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.92%, Actual: 1.39% [2025-11-22T02:56:31.472471] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 1.04% [2025-11-22T02:56:31.638625] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.24% [2025-11-22T02:56:31.641159] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.00%, Actual: 0.64% [2025-11-22T02:56:31.641362] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 37.3020% [2025-11-22T02:56:31.641447] [INFO ] [main ] LTC: DISCARDED add_late_session_pressure (score: 37.30%) [2025-11-22T02:56:31.641492] [INFO ] [main ] LTC: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:56:31.641524] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T02:56:31.641558] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:31.656347] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:31.658025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:31.658092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:31.663117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:31.665036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:31.665537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:31.668000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:31.799894] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.48% | Symbol ETA: 6.0s | Global ETA: 24m 53s [2025-11-22T02:56:31.799912] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:31.800782] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:31.800845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:31.803156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:31.805546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:31.806473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:31.807166] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:56:31.807869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:31.808357] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.21%, Actual: 3.91% [2025-11-22T02:56:31.913333] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.59% | Symbol ETA: 6.2s | Global ETA: 24m 53s [2025-11-22T02:56:31.914259] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:31.914324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:31.916103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:31.916628] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:31.917662] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:31.918365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:31.981140] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 0.39% [2025-11-22T02:56:32.153454] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.09%, Actual: 0.68% [2025-11-22T02:56:32.321232] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.59%, Actual: 4.04% [2025-11-22T02:56:32.321428] [INFO ] [main ] APH: Magnitude Forecast Confidence: 31.4642% [2025-11-22T02:56:32.321506] [INFO ] [main ] APH: DISCARDED add_intraday_skewness_proxies (score: 31.46%) [2025-11-22T02:56:32.321548] [INFO ] [main ] APH: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T02:56:32.321580] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_intraday_volatility_percentile'] [2025-11-22T02:56:32.322861] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:32.339677] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:32.340955] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:32.341017] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:32.342676] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:32.399231] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -1.50% | Symbol ETA: 22.3s | Global ETA: 24m 53s [2025-11-22T02:56:32.400146] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:32.400211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:32.405251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:32.407131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:32.407667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:32.410042] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:32.411944] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.01% | Symbol ETA: 5.4s | Global ETA: 24m 53s [2025-11-22T02:56:32.431431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:32.527977] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 5.5s | Global ETA: 24m 53s [2025-11-22T02:56:32.528917] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:32.528982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:32.530710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:32.531210] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:32.531879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:32.532619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:32.537273] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:32.539607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:32.582572] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.84% [2025-11-22T02:56:32.755591] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.51%, Actual: 0.95% [2025-11-22T02:56:32.930927] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 0.57% [2025-11-22T02:56:33.055417] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.64% | Symbol ETA: 28.0s | Global ETA: 24m 54s [2025-11-22T02:56:33.056398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:33.056463] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:33.058157] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:33.102327] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.04%, Actual: 2.37% [2025-11-22T02:56:33.140836] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 21.6s | Global ETA: 24m 54s [2025-11-22T02:56:33.142138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:33.142220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:33.147300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:33.147578] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 4.9s | Global ETA: 24m 54s [2025-11-22T02:56:33.149178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:33.149730] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:33.150675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:33.152243] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:33.273739] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.70% [2025-11-22T02:56:33.282151] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:33.284483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:33.318362] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 0.32% [2025-11-22T02:56:33.446777] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.41% [2025-11-22T02:56:33.489961] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.68% [2025-11-22T02:56:33.617038] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.51%, Actual: 3.37% [2025-11-22T02:56:33.663609] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 0.34% [2025-11-22T02:56:33.794315] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 27.4s | Global ETA: 24m 54s [2025-11-22T02:56:33.795248] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:33.795311] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:33.797128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:33.798951] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.27% [2025-11-22T02:56:33.837793] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.60% [2025-11-22T02:56:33.884869] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.70% | Symbol ETA: 20.8s | Global ETA: 24m 54s [2025-11-22T02:56:33.885779] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:33.885845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:33.887896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:33.890804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:33.892597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:33.893133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:33.895521] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:33.977069] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.48%, Actual: 5.74% [2025-11-22T02:56:34.004948] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 0.26% [2025-11-22T02:56:34.022008] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:34.024306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:34.152909] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.01%, Actual: 3.44% [2025-11-22T02:56:34.153114] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 46.9641% [2025-11-22T02:56:34.153165] [INFO ] [main ] KOP: DISCARDED add_prev_close_to_1100 (score: 46.96%) [2025-11-22T02:56:34.153205] [INFO ] [main ] KOP: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:56:34.153238] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_prev_close_to_open'] [2025-11-22T02:56:34.153272] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:34.164574] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:34.165907] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:34.165969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:34.170752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:34.171699] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:34.172379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:34.173049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:34.175841] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.02%, Actual: 1.00% [2025-11-22T02:56:34.343181] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.52% [2025-11-22T02:56:34.511006] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.59%, Actual: 0.06% [2025-11-22T02:56:34.519942] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 26.7s | Global ETA: 24m 54s [2025-11-22T02:56:34.520899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:34.520961] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:34.522581] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:34.612595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:34.620935] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 20.1s | Global ETA: 24m 54s [2025-11-22T02:56:34.621827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:34.621890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:34.626618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:34.628504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:34.628993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:34.631305] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:34.688032] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.92% [2025-11-22T02:56:34.761871] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:34.765944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:34.775788] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.02% | Symbol ETA: 10.4s | Global ETA: 24m 54s [2025-11-22T02:56:34.776751] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:34.776815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:34.782093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:34.783135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:34.783880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:34.784625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:34.865636] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 1.71% [2025-11-22T02:56:34.865884] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 37.7112% [2025-11-22T02:56:34.866002] [INFO ] [main ] PDX: DISCARDED add_prev_close_to_open (score: 37.71%) [2025-11-22T02:56:34.866049] [INFO ] [main ] PDX: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:56:34.866081] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure'] [2025-11-22T02:56:34.866117] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:34.879601] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:34.880901] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:34.880963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:34.882655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:34.883167] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:34.883839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:34.886501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:35.237024] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 25.9s | Global ETA: 24m 54s [2025-11-22T02:56:35.237959] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:35.238019] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:35.239570] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:35.323966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:35.368032] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 19.4s | Global ETA: 24m 54s [2025-11-22T02:56:35.368933] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:35.368996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:35.373758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:35.375527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:35.376018] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:35.378369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:35.405186] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 9.8s | Global ETA: 24m 54s [2025-11-22T02:56:35.406151] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:35.406216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:35.411105] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:35.412063] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:35.412769] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:35.413442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:35.496499] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.20% | Symbol ETA: 10.1s | Global ETA: 24m 54s [2025-11-22T02:56:35.497478] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:35.497543] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:35.499316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:35.499860] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:35.500517] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:35.503079] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:35.503301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:35.505312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:35.941189] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.59% | Symbol ETA: 25.2s | Global ETA: 24m 54s [2025-11-22T02:56:35.942126] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:35.942187] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:35.943744] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:36.018951] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 9.2s | Global ETA: 24m 54s [2025-11-22T02:56:36.019993] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:36.020054] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:36.024864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:36.025803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:36.026473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:36.027143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.029718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.117722] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 9.5s | Global ETA: 24m 55s [2025-11-22T02:56:36.118623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:36.118709] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:36.120471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:36.120995] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:36.121636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:36.123613] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.01% | Symbol ETA: 18.6s | Global ETA: 24m 55s [2025-11-22T02:56:36.124482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.124553] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:36.124620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:36.129753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:36.131607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:36.132120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:36.134613] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:36.276183] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:36.278560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.621906] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.01% | Symbol ETA: 8.6s | Global ETA: 24m 55s [2025-11-22T02:56:36.622793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:36.622856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:36.627721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:36.628626] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:36.629323] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:36.629998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.647319] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 24.5s | Global ETA: 24m 55s [2025-11-22T02:56:36.648203] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:36.648263] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:36.649889] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:36.734268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.740402] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 8.9s | Global ETA: 24m 55s [2025-11-22T02:56:36.741276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:36.741339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:36.743006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:36.743494] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:36.744127] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:36.746890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:36.892253] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 17.9s | Global ETA: 24m 55s [2025-11-22T02:56:36.893171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:36.893239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:36.898082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:36.899852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:36.900329] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:36.902676] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:37.026742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:37.029028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.224564] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.77% | Symbol ETA: 7.9s | Global ETA: 24m 55s [2025-11-22T02:56:37.225515] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:37.225577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:37.230358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:37.231316] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:37.232013] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:37.232697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.357586] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 8.3s | Global ETA: 24m 55s [2025-11-22T02:56:37.358491] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:37.358579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:37.360596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:37.361108] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:37.361752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:37.362116] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 23.7s | Global ETA: 24m 55s [2025-11-22T02:56:37.363009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:37.363070] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:37.364415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.364624] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:37.448678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.618004] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 17.1s | Global ETA: 24m 55s [2025-11-22T02:56:37.618936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:37.619000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:37.623986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:37.625808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:37.626637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:37.629110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:37.756902] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:37.759333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.830508] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 7.3s | Global ETA: 24m 55s [2025-11-22T02:56:37.831394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:37.831455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:37.836192] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:37.837121] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:37.837840] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:37.838508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:37.975128] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.66% | Symbol ETA: 7.7s | Global ETA: 24m 55s [2025-11-22T02:56:37.976046] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:37.976111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:37.978451] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:37.979245] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:37.979960] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:37.982988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:38.068450] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.15% | Symbol ETA: 23.0s | Global ETA: 24m 55s [2025-11-22T02:56:38.069336] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:38.069397] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:38.070974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:38.155022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:38.361176] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 16.4s | Global ETA: 24m 55s [2025-11-22T02:56:38.362117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:38.362184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:38.367124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:38.369014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:38.369551] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:38.372002] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:38.430240] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.57% | Symbol ETA: 6.7s | Global ETA: 24m 55s [2025-11-22T02:56:38.431135] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:38.431197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:38.436031] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:38.436963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:38.437745] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:38.438405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:38.501550] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:56:38.503890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:38.580569] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 7.0s | Global ETA: 24m 55s [2025-11-22T02:56:38.581461] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:38.581525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:38.583192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:38.583689] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:38.584322] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:38.586994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:38.770334] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.29% | Symbol ETA: 22.3s | Global ETA: 24m 55s [2025-11-22T02:56:38.773874] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:38.773934] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:38.775479] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T02:56:38.860625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:39.034732] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 6.1s | Global ETA: 24m 55s [2025-11-22T02:56:39.035602] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:39.035683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:39.040410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:39.041394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:39.042093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:39.042758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:39.113379] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 15.6s | Global ETA: 24m 55s [2025-11-22T02:56:39.198686] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -2.94% | Symbol ETA: 6.4s | Global ETA: 24m 55s [2025-11-22T02:56:39.199562] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:39.199626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:39.201290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:39.201812] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:39.202447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:39.205107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:39.284623] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -1.50%, Actual: 0.35% [2025-11-22T02:56:39.453158] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 0.00% [2025-11-22T02:56:39.486046] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 21.6s | Global ETA: 24m 56s [2025-11-22T02:56:39.625029] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.70%, Actual: 1.39% [2025-11-22T02:56:39.643502] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.22% | Symbol ETA: 5.5s | Global ETA: 24m 56s [2025-11-22T02:56:39.644438] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:39.644502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:39.649622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:39.650586] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:39.651348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:56:39.652084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:39.656182] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.64%, Actual: 6.76% [2025-11-22T02:56:39.797880] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.89% [2025-11-22T02:56:39.830211] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 2.11% [2025-11-22T02:56:39.863399] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.29% | Symbol ETA: 5.8s | Global ETA: 24m 56s [2025-11-22T02:56:39.864349] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:39.864413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:39.866199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:39.866739] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:39.867428] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:39.870232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:39.969493] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 1.20% [2025-11-22T02:56:40.001079] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 3.31% [2025-11-22T02:56:40.144221] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.01%, Actual: 0.32% [2025-11-22T02:56:40.168419] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.96%, Actual: 2.01% [2025-11-22T02:56:40.273670] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.76% | Symbol ETA: 4.9s | Global ETA: 24m 56s [2025-11-22T02:56:40.313194] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 0.47% [2025-11-22T02:56:40.334524] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.59%, Actual: 1.39% [2025-11-22T02:56:40.445245] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.02%, Actual: 0.84% [2025-11-22T02:56:40.480940] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.87% [2025-11-22T02:56:40.492536] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 5.2s | Global ETA: 24m 56s [2025-11-22T02:56:40.493425] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:40.493490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:40.495137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:40.495610] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:40.496249] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:40.498956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:40.501125] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 0.24% [2025-11-22T02:56:40.612271] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.95% [2025-11-22T02:56:40.653016] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 1.04% [2025-11-22T02:56:40.669092] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.98%, Actual: 3.91% [2025-11-22T02:56:40.778310] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 0.57% [2025-11-22T02:56:40.824515] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.77%, Actual: 0.64% [2025-11-22T02:56:40.824740] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.5435% [2025-11-22T02:56:40.824827] [INFO ] [main ] LTC: DISCARDED add_micro_gap_fill_velocity (score: 39.54%) [2025-11-22T02:56:40.824870] [INFO ] [main ] LTC: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:56:40.824904] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:56:40.824941] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:40.837029] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.15%, Actual: 0.39% [2025-11-22T02:56:40.838960] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:40.840388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:40.840452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:40.845354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:40.847354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:40.847888] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:40.850288] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:40.944409] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.01%, Actual: 2.37% [2025-11-22T02:56:40.981354] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:40.982285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:41.005008] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.29%, Actual: 0.68% [2025-11-22T02:56:41.094438] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 4.6s | Global ETA: 24m 56s [2025-11-22T02:56:41.109424] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.77%, Actual: 0.70% [2025-11-22T02:56:41.173162] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 4.04% [2025-11-22T02:56:41.173366] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.7592% [2025-11-22T02:56:41.173443] [INFO ] [main ] APH: DISCARDED add_intraday_volatility_percentile (score: 33.76%) [2025-11-22T02:56:41.173485] [INFO ] [main ] APH: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T02:56:41.173516] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_last_hour_momentum_mag'] [2025-11-22T02:56:41.173551] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:41.187916] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:41.189325] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:41.189386] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:41.190968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:41.191616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:41.268121] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.20%, Actual: 0.32% [2025-11-22T02:56:41.274076] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.41% [2025-11-22T02:56:41.436528] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.42%, Actual: 0.68% [2025-11-22T02:56:41.438535] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.57%, Actual: 3.37% [2025-11-22T02:56:41.576034] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 21.3s | Global ETA: 24m 56s [2025-11-22T02:56:41.576924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:41.577004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:41.581747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:41.583472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:41.583960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:41.586286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:41.605258] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.27% [2025-11-22T02:56:41.605346] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 0.34% [2025-11-22T02:56:41.716251] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:41.717425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:41.772344] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.22%, Actual: 5.74% [2025-11-22T02:56:41.777782] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 0.60% [2025-11-22T02:56:41.805654] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 27.4s | Global ETA: 24m 56s [2025-11-22T02:56:41.806544] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:41.806607] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:41.808246] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:41.808952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:41.948950] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.76%, Actual: 3.44% [2025-11-22T02:56:41.949175] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 41.6045% [2025-11-22T02:56:41.949658] [INFO ] [main ] KOP: DISCARDED add_prev_close_to_open (score: 41.60%) [2025-11-22T02:56:41.949711] [INFO ] [main ] KOP: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:56:41.949744] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_prior_day_tail_pressure'] [2025-11-22T02:56:41.949779] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:41.954282] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.66%, Actual: 0.26% [2025-11-22T02:56:41.963301] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:41.964680] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:41.964744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:41.969615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:41.970632] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:41.971336] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:41.974103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:42.201666] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.00% [2025-11-22T02:56:42.452263] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 21.1s | Global ETA: 24m 56s [2025-11-22T02:56:42.453626] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:42.453741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:42.456745] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -2.94%, Actual: 0.52% [2025-11-22T02:56:42.461261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:42.464055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:42.464813] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:42.468416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:42.558493] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.12% | Symbol ETA: 27.3s | Global ETA: 24m 56s [2025-11-22T02:56:42.560320] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:42.560481] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:42.563147] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:42.564204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:42.646052] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:42.647286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:42.738917] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.29%, Actual: 0.06% [2025-11-22T02:56:42.808028] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 12.1s | Global ETA: 24m 56s [2025-11-22T02:56:42.809064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:42.809133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:42.814205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:42.815342] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:42.816092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:42.819003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:42.985026] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 1.00%, Actual: 0.92% [2025-11-22T02:56:43.186248] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.42%, Actual: 1.71% [2025-11-22T02:56:43.186452] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 41.7182% [2025-11-22T02:56:43.186541] [INFO ] [main ] PDX: DISCARDED add_prior_day_tail_pressure (score: 41.72%) [2025-11-22T02:56:43.186608] [INFO ] [main ] PDX: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:56:43.186670] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_prior_mag_lag'] [2025-11-22T02:56:43.186712] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:43.202837] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:43.208325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:43.208391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:43.210183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:43.210726] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:43.211370] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:43.213013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:43.335843] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 26.8s | Global ETA: 24m 57s [2025-11-22T02:56:43.336731] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:43.336793] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:43.338415] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:43.339083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:43.354228] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 20.6s | Global ETA: 24m 57s [2025-11-22T02:56:43.355141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:43.355544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:43.360505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:43.362323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:43.362852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:43.365290] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:43.477543] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 10.5s | Global ETA: 24m 57s [2025-11-22T02:56:43.478629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:43.478735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:43.483879] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:43.484887] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:43.485631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:43.488433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:43.496038] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:43.497005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:43.827238] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 10.0s | Global ETA: 24m 57s [2025-11-22T02:56:43.828178] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:43.828241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:43.829978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:43.830518] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:43.831175] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:43.832785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:43.962467] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 26.0s | Global ETA: 24m 57s [2025-11-22T02:56:43.963368] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:43.963427] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:43.965003] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:43.965632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.105287] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.41% | Symbol ETA: 19.6s | Global ETA: 24m 57s [2025-11-22T02:56:44.106221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:44.106286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:44.111066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:44.112802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:44.113277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:44.114546] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.98% | Symbol ETA: 9.5s | Global ETA: 24m 57s [2025-11-22T02:56:44.115449] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:44.115513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:44.115614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:44.120395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:44.121363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:44.122071] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:44.124793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.242488] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:44.243473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.458548] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.18% | Symbol ETA: 9.4s | Global ETA: 24m 57s [2025-11-22T02:56:44.459436] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:44.459498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:44.461159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:44.461679] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:44.462310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:44.463870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.593250] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.91% | Symbol ETA: 25.2s | Global ETA: 24m 57s [2025-11-22T02:56:44.594151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:44.594211] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:44.595769] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:44.596460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.736105] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 4.08% | Symbol ETA: 8.6s | Global ETA: 24m 57s [2025-11-22T02:56:44.737022] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:44.737085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:44.741924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:44.742897] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:44.743582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:44.746278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:44.842754] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 18.7s | Global ETA: 24m 57s [2025-11-22T02:56:44.843666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:44.843729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:44.848540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:44.850447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:44.850958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:44.853416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:44.987213] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:44.988261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.076702] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.97% | Symbol ETA: 8.8s | Global ETA: 24m 57s [2025-11-22T02:56:45.077589] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:45.077669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:45.079287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:45.079813] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:45.080431] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:45.081982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.231331] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.63% | Symbol ETA: 24.5s | Global ETA: 24m 57s [2025-11-22T02:56:45.232591] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:45.232679] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:45.234335] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:45.235046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.354763] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 7.9s | Global ETA: 24m 57s [2025-11-22T02:56:45.355619] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:45.355707] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:45.360573] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:45.361504] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:45.362197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:45.364844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.576881] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 17.9s | Global ETA: 24m 57s [2025-11-22T02:56:45.577969] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:45.578035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:45.582812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:45.584578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:45.585072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:45.587444] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:45.696144] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.74% | Symbol ETA: 8.1s | Global ETA: 24m 57s [2025-11-22T02:56:45.697089] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:45.697152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:45.698921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:45.699431] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:45.700138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:45.701741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.714798] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:45.715619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.879181] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 23.8s | Global ETA: 24m 57s [2025-11-22T02:56:45.880115] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:45.880174] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:45.881867] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:45.882532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:45.970713] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: -0.22% | Symbol ETA: 7.2s | Global ETA: 24m 57s [2025-11-22T02:56:45.971605] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:45.971692] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:45.976481] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:45.977445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:45.978136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:45.980750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:46.305834] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 17.0s | Global ETA: 24m 58s [2025-11-22T02:56:46.306734] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:46.306796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:46.313863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:46.315795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:46.316295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:46.318724] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:46.324022] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.97% | Symbol ETA: 7.5s | Global ETA: 24m 58s [2025-11-22T02:56:46.324882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:46.324944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:46.326616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:46.327119] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:46.327844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:46.329543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:46.442254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:46.443177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:46.506013] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 23.2s | Global ETA: 24m 58s [2025-11-22T02:56:46.506906] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:46.506966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:46.508570] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:46.509237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:46.585956] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.29% | Symbol ETA: 6.5s | Global ETA: 24m 58s [2025-11-22T02:56:46.586916] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:46.586979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:46.591811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:46.592840] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:46.593548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:46.596330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:46.932581] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 2.06% | Symbol ETA: 6.9s | Global ETA: 24m 58s [2025-11-22T02:56:46.933525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:46.933588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:46.935289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:46.935812] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:46.936433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:46.938070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.025411] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 16.2s | Global ETA: 24m 58s [2025-11-22T02:56:47.026316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:47.026379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:47.031151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:47.032882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:47.033350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:47.035684] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:47.127400] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 22.5s | Global ETA: 24m 58s [2025-11-22T02:56:47.128298] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:47.128392] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:47.129961] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T02:56:47.130606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.159012] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:47.159761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.215409] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -5.18% | Symbol ETA: 5.8s | Global ETA: 24m 58s [2025-11-22T02:56:47.216321] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:47.216384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:47.221323] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:47.222294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:47.223003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:47.225919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.561681] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -2.43% | Symbol ETA: 6.3s | Global ETA: 24m 58s [2025-11-22T02:56:47.562554] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:47.562617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:47.564268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:47.564827] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:47.565456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:47.567029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.745888] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 15.5s | Global ETA: 24m 58s [2025-11-22T02:56:47.746782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:47.746844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:47.751610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:47.751579] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 21.8s | Global ETA: 24m 58s [2025-11-22T02:56:47.753333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:47.754157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:47.756492] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:47.855305] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.37% | Symbol ETA: 5.1s | Global ETA: 24m 58s [2025-11-22T02:56:47.856204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:47.856267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:47.861177] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:47.862138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:47.862847] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:56:47.865547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.876884] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:56:47.877774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:47.920613] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 6.76% [2025-11-22T02:56:48.088858] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.12%, Actual: 2.11% [2025-11-22T02:56:48.175260] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.60% | Symbol ETA: 5.6s | Global ETA: 24m 58s [2025-11-22T02:56:48.176188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:48.176250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:48.177921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:48.178395] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:48.179076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:48.180680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:48.256181] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 3.31% [2025-11-22T02:56:48.423008] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.01% [2025-11-22T02:56:48.458471] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 14.7s | Global ETA: 24m 58s [2025-11-22T02:56:48.528613] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 4.5s | Global ETA: 24m 58s [2025-11-22T02:56:48.590870] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.91%, Actual: 1.39% [2025-11-22T02:56:48.629469] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.07%, Actual: 0.35% [2025-11-22T02:56:48.698535] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -2.48%, Actual: 0.84% [2025-11-22T02:56:48.757667] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.63%, Actual: 0.24% [2025-11-22T02:56:48.778249] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 5.0s | Global ETA: 24m 58s [2025-11-22T02:56:48.779164] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:48.779226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:48.780917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:48.781404] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:48.782051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:48.783610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:48.797451] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 0.00% [2025-11-22T02:56:48.867078] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 0.95% [2025-11-22T02:56:48.926003] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 3.91% [2025-11-22T02:56:48.972005] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 1.39% [2025-11-22T02:56:49.036850] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.98%, Actual: 0.57% [2025-11-22T02:56:49.095120] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 0.39% [2025-11-22T02:56:49.144488] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.41%, Actual: 0.89% [2025-11-22T02:56:49.207411] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 4.08%, Actual: 2.37% [2025-11-22T02:56:49.262620] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 0.68% [2025-11-22T02:56:49.321532] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.02%, Actual: 1.20% [2025-11-22T02:56:49.373860] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 0.70% [2025-11-22T02:56:49.395558] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.76% | Symbol ETA: 4.4s | Global ETA: 24m 58s [2025-11-22T02:56:49.428525] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 4.04% [2025-11-22T02:56:49.428749] [INFO ] [main ] APH: Magnitude Forecast Confidence: 29.8087% [2025-11-22T02:56:49.428851] [INFO ] [main ] APH: DISCARDED add_last_hour_momentum_mag (score: 29.81%) [2025-11-22T02:56:49.428895] [INFO ] [main ] APH: Testing feature 17/53: add_late_day_volatility [2025-11-22T02:56:49.428926] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_late_day_volatility'] [2025-11-22T02:56:49.428980] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:49.443851] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:49.445064] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:49.445122] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:49.446734] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:49.448567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:49.498214] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 0.32% [2025-11-22T02:56:49.539342] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: -0.22%, Actual: 1.41% [2025-11-22T02:56:49.565957] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 0.32% [2025-11-22T02:56:49.673341] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.47% [2025-11-22T02:56:49.708278] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.29%, Actual: 3.37% [2025-11-22T02:56:49.734665] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.18%, Actual: 0.68% [2025-11-22T02:56:49.847811] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 0.87% [2025-11-22T02:56:49.880458] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -5.18%, Actual: 1.27% [2025-11-22T02:56:49.912872] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.97%, Actual: 0.34% [2025-11-22T02:56:50.023659] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 1.04% [2025-11-22T02:56:50.056327] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.37%, Actual: 5.74% [2025-11-22T02:56:50.073337] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 24.2s | Global ETA: 24m 59s [2025-11-22T02:56:50.074249] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:50.074310] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:50.075942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:50.077843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:50.089479] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.74%, Actual: 0.60% [2025-11-22T02:56:50.193159] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.64% [2025-11-22T02:56:50.193368] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.6412% [2025-11-22T02:56:50.193451] [INFO ] [main ] LTC: DISCARDED add_morning_followthrough_mag_T0 (score: 45.64%) [2025-11-22T02:56:50.193493] [INFO ] [main ] LTC: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:56:50.193527] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_morning_range_expansion'] [2025-11-22T02:56:50.193561] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:50.207198] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:50.208493] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:50.208561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:50.213331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:50.215111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:50.215587] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:50.217955] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:50.227540] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 3.44% [2025-11-22T02:56:50.227788] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 46.5147% [2025-11-22T02:56:50.227909] [INFO ] [main ] KOP: DISCARDED add_prior_day_tail_pressure (score: 46.51%) [2025-11-22T02:56:50.227953] [INFO ] [main ] KOP: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:56:50.227985] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_prior_mag_lag'] [2025-11-22T02:56:50.228020] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:50.241278] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:50.242690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:50.242755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:50.247801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:50.248779] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:50.249491] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:50.251135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:50.263145] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.97%, Actual: 0.26% [2025-11-22T02:56:50.342604] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:50.347076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:50.433508] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.06%, Actual: 1.00% [2025-11-22T02:56:50.599833] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -2.43%, Actual: 0.52% [2025-11-22T02:56:50.695758] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 23.6s | Global ETA: 24m 59s [2025-11-22T02:56:50.696627] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:50.696706] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:50.698319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:50.700191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:50.769830] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.60%, Actual: 0.06% [2025-11-22T02:56:50.868410] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 10.0s | Global ETA: 24m 59s [2025-11-22T02:56:50.869324] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:50.869386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:50.874104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:50.875042] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:50.875730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:50.877227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:50.936466] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.92% [2025-11-22T02:56:50.949179] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 20.5s | Global ETA: 24m 59s [2025-11-22T02:56:50.950181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:50.950248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:50.955257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:50.957054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:50.957584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:50.960052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:51.097185] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:51.102054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.106060] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.76%, Actual: 1.71% [2025-11-22T02:56:51.106263] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 33.1161% [2025-11-22T02:56:51.106344] [INFO ] [main ] PDX: DISCARDED add_prior_mag_lag (score: 33.12%) [2025-11-22T02:56:51.106386] [INFO ] [main ] PDX: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:56:51.106419] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day'] [2025-11-22T02:56:51.106454] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:51.120021] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:51.121515] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:51.121577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:51.123285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:51.123819] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:51.124449] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:51.126843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.319513] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.95% | Symbol ETA: 22.9s | Global ETA: 24m 59s [2025-11-22T02:56:51.320450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:51.320879] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:51.322511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:51.324400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.492266] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 9.4s | Global ETA: 24m 59s [2025-11-22T02:56:51.493177] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:51.493242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:51.498343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:51.499706] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:51.500412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:51.502213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.740858] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -3.28% | Symbol ETA: 9.4s | Global ETA: 24m 59s [2025-11-22T02:56:51.741753] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:51.741815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:51.743483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:51.744003] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:51.744617] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:51.747018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.747140] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 20.0s | Global ETA: 24m 59s [2025-11-22T02:56:51.748141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:51.748207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:51.753264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:51.755115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:51.755630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:51.758095] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:51.891950] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:51.896619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:51.970590] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 22.4s | Global ETA: 24m 59s [2025-11-22T02:56:51.971559] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:51.971621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:51.973312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:51.975229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.115551] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.60% | Symbol ETA: 8.8s | Global ETA: 24m 59s [2025-11-22T02:56:52.116441] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:52.116503] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:52.121203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:52.122129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:52.122823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:52.124335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.361657] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.50% | Symbol ETA: 8.8s | Global ETA: 24m 59s [2025-11-22T02:56:52.362524] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:52.362586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:52.364254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:52.364769] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:52.365384] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:52.367739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.509155] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 19.2s | Global ETA: 24m 59s [2025-11-22T02:56:52.510164] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:52.510233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:52.515927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:52.518040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:52.518535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:52.521126] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:52.591388] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 21.7s | Global ETA: 24m 59s [2025-11-22T02:56:52.592282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:52.592348] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:52.593909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:52.595686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.656314] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:52.661185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.728173] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -0.00% | Symbol ETA: 8.1s | Global ETA: 24m 59s [2025-11-22T02:56:52.729106] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:52.729171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:52.734063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:52.735022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:52.735781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:52.737328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:52.965417] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 8.2s | Global ETA: 24m 59s [2025-11-22T02:56:52.966301] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:52.966363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:52.968018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:52.968498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:52.969138] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:52.974988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.211354] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -2.30% | Symbol ETA: 21.1s | Global ETA: 24m 60s [2025-11-22T02:56:53.212241] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:53.212302] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:53.213863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:53.215665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.278221] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 18.4s | Global ETA: 24m 60s [2025-11-22T02:56:53.279136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:53.279518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:53.284412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:53.286180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:53.286686] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:53.289129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:53.353570] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -3.82% | Symbol ETA: 7.5s | Global ETA: 24m 60s [2025-11-22T02:56:53.354511] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:53.354574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:53.359561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:53.360549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:53.361265] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:53.362846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.416216] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:53.420868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.569153] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 7.5s | Global ETA: 24m 60s [2025-11-22T02:56:53.570066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:53.570128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:53.571780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:53.572264] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:53.572899] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:53.575226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.839027] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 20.5s | Global ETA: 24m 60s [2025-11-22T02:56:53.839988] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:53.840051] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:53.841714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:53.843675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:53.972090] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 6.9s | Global ETA: 24m 60s [2025-11-22T02:56:53.972999] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:53.973061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:53.977798] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:53.978793] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:53.979480] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:53.981069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.017010] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 17.6s | Global ETA: 24m 60s [2025-11-22T02:56:54.017956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:54.018022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:54.023105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:54.025064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:54.025571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:54.028131] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:54.157391] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:54.162461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.173951] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 6.9s | Global ETA: 24m 60s [2025-11-22T02:56:54.174849] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:54.174911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:54.176551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:54.177073] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:54.177801] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:54.180178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.476015] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 19.8s | Global ETA: 24m 60s [2025-11-22T02:56:54.476897] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:54.476958] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:54.478525] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:54.480439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.600397] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.16% | Symbol ETA: 6.3s | Global ETA: 24m 60s [2025-11-22T02:56:54.601798] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:54.601861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:54.606535] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:54.607483] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:54.608174] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:54.609749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.776301] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 6.3s | Global ETA: 25m 0s [2025-11-22T02:56:54.777191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:54.777269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:54.778972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:54.779456] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:54.780242] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:54.782553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:54.787435] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 16.9s | Global ETA: 25m 0s [2025-11-22T02:56:54.788357] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:54.788424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:54.793331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:54.795150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:54.795674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:54.798108] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:54.930254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:54.935029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.098561] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.17% | Symbol ETA: 19.2s | Global ETA: 25m 0s [2025-11-22T02:56:55.099447] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:55.099507] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:55.101072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T02:56:55.102876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.219051] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -4.20% | Symbol ETA: 5.6s | Global ETA: 25m 0s [2025-11-22T02:56:55.219971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:55.220035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:55.224992] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:55.225962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:55.226668] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:55.228245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.381536] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 5.7s | Global ETA: 25m 0s [2025-11-22T02:56:55.382438] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:55.382500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:55.384171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:55.384672] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:55.385289] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:55.387707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.543986] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 16.1s | Global ETA: 25m 0s [2025-11-22T02:56:55.544886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:55.544950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:55.549880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:55.551743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:55.552233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:55.554784] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:55.684338] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:55.689177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.720629] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.75% | Symbol ETA: 18.6s | Global ETA: 25m 0s [2025-11-22T02:56:55.843398] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -2.87% | Symbol ETA: 5.0s | Global ETA: 25m 0s [2025-11-22T02:56:55.844292] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:55.844352] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:55.849082] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:55.850007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:55.850704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:56:55.852219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:55.887412] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 6.76% [2025-11-22T02:56:55.989468] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 5.1s | Global ETA: 25m 0s [2025-11-22T02:56:55.990415] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:55.990480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:55.992198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:55.992708] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:55.993349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:55.995794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:56.053506] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 2.11% [2025-11-22T02:56:56.219380] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.95%, Actual: 3.31% [2025-11-22T02:56:56.292672] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 15.4s | Global ETA: 25m 0s [2025-11-22T02:56:56.293556] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:56.293621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:56.298411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:56.300182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:56.300681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:56.303020] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:56.385242] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 2.01% [2025-11-22T02:56:56.425448] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:56.430040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:56.467328] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.41% | Symbol ETA: 4.4s | Global ETA: 25m 1s [2025-11-22T02:56:56.550870] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.87%, Actual: 1.39% [2025-11-22T02:56:56.596550] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.47% | Symbol ETA: 4.5s | Global ETA: 25m 1s [2025-11-22T02:56:56.597462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:56.597524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:56.599193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:56.599692] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:56.600326] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:56.602658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:56.644404] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 0.84% [2025-11-22T02:56:56.715673] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -2.30%, Actual: 0.24% [2025-11-22T02:56:56.814679] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 0.95% [2025-11-22T02:56:56.882777] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 3.91% [2025-11-22T02:56:56.978300] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.60%, Actual: 0.57% [2025-11-22T02:56:57.017841] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 14.6s | Global ETA: 25m 1s [2025-11-22T02:56:57.018742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:57.018817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:57.023506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:57.025340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:57.025834] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:57.028148] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:57.049120] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 0.39% [2025-11-22T02:56:57.142203] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 2.37% [2025-11-22T02:56:57.150810] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:56:57.154957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:57.194562] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 3.8s | Global ETA: 25m 1s [2025-11-22T02:56:57.216302] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.17%, Actual: 0.68% [2025-11-22T02:56:57.307021] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -3.82%, Actual: 0.70% [2025-11-22T02:56:57.364473] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -3.28%, Actual: 0.32% [2025-11-22T02:56:57.383210] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.75%, Actual: 4.04% [2025-11-22T02:56:57.383409] [INFO ] [main ] APH: Magnitude Forecast Confidence: 35.8828% [2025-11-22T02:56:57.383485] [INFO ] [main ] APH: DISCARDED add_late_day_volatility (score: 35.88%) [2025-11-22T02:56:57.383528] [INFO ] [main ] APH: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T02:56:57.383558] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_late_hour_microstructure'] [2025-11-22T02:56:57.383593] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:56:57.396501] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:57.397990] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:57.398049] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:57.400011] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:57.402697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:57.472742] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.41% [2025-11-22T02:56:57.538329] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.68% [2025-11-22T02:56:57.637544] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.16%, Actual: 3.37% [2025-11-22T02:56:57.708828] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.34% [2025-11-22T02:56:57.736599] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -1.02% | Symbol ETA: 13.8s | Global ETA: 25m 1s [2025-11-22T02:56:57.805708] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -4.20%, Actual: 1.27% [2025-11-22T02:56:57.883727] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 0.60% [2025-11-22T02:56:57.903903] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 0.35% [2025-11-22T02:56:57.971475] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -2.87%, Actual: 5.74% [2025-11-22T02:56:58.014071] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.44% | Symbol ETA: 21.9s | Global ETA: 25m 1s [2025-11-22T02:56:58.014953] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:58.015014] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:58.016555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:58.019251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:58.057564] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 0.26% [2025-11-22T02:56:58.070695] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 0.00% [2025-11-22T02:56:58.136245] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.41%, Actual: 3.44% [2025-11-22T02:56:58.136444] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 45.1458% [2025-11-22T02:56:58.136524] [INFO ] [main ] KOP: DISCARDED add_prior_mag_lag (score: 45.15%) [2025-11-22T02:56:58.136565] [INFO ] [main ] KOP: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:56:58.136597] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_range_overlap_v_prior_day'] [2025-11-22T02:56:58.136630] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:56:58.148328] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:58.149743] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:58.149806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:58.154542] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:58.155487] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:58.156219] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:58.158572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:58.226360] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 1.00% [2025-11-22T02:56:58.237019] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 1.39% [2025-11-22T02:56:58.395829] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.52% [2025-11-22T02:56:58.402935] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 0.89% [2025-11-22T02:56:58.565285] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 0.06% [2025-11-22T02:56:58.569928] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 1.20% [2025-11-22T02:56:58.635409] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 21.3s | Global ETA: 25m 1s [2025-11-22T02:56:58.636344] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:58.636407] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:58.638063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:58.640756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:58.737174] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 0.32% [2025-11-22T02:56:58.743148] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.47%, Actual: 0.92% [2025-11-22T02:56:58.752775] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.32% | Symbol ETA: 9.3s | Global ETA: 25m 1s [2025-11-22T02:56:58.753690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:58.753752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:58.758469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:58.759394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:58.760094] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:58.762408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:58.903343] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.47% [2025-11-22T02:56:58.913865] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.16%, Actual: 1.71% [2025-11-22T02:56:58.914061] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 38.7645% [2025-11-22T02:56:58.917439] [INFO ] [main ] PDX: DISCARDED add_range_overlap_v_prior_day (score: 38.76%) [2025-11-22T02:56:58.917489] [INFO ] [main ] PDX: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:56:58.917523] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency'] [2025-11-22T02:56:58.917558] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:56:58.929484] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:58.930808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:58.930872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:58.932595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:58.933135] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:58.933799] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:56:58.935959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.067845] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 0.87% [2025-11-22T02:56:59.234198] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 1.04% [2025-11-22T02:56:59.264507] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 20.7s | Global ETA: 25m 1s [2025-11-22T02:56:59.265389] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:59.265449] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:59.267045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:59.269729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.355024] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 8.7s | Global ETA: 25m 1s [2025-11-22T02:56:59.355911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:59.355973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:59.360660] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:59.361558] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:59.362246] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:59.364568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.399808] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -1.02%, Actual: 0.64% [2025-11-22T02:56:59.400031] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 35.8612% [2025-11-22T02:56:59.400116] [INFO ] [main ] LTC: DISCARDED add_morning_range_expansion (score: 35.86%) [2025-11-22T02:56:59.400161] [INFO ] [main ] LTC: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:56:59.400193] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_open_11_elasticity'] [2025-11-22T02:56:59.400228] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:56:59.412171] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:56:59.413550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:56:59.413613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:59.418376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:59.420133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:59.420604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:56:59.422941] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:56:59.545047] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.50% | Symbol ETA: 9.0s | Global ETA: 25m 1s [2025-11-22T02:56:59.545973] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:59.546036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:56:59.547783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:56:59.548324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:56:59.548989] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:56:59.548965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:56:59.550286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.551246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.890601] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.62% | Symbol ETA: 20.1s | Global ETA: 25m 2s [2025-11-22T02:56:59.891503] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:56:59.891564] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:56:59.893159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:56:59.895884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:56:59.958072] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 8.1s | Global ETA: 25m 2s [2025-11-22T02:56:59.958981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:56:59.959043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:56:59.963812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:56:59.964747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:56:59.965413] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:56:59.967775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:00.169980] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.73% | Symbol ETA: 8.4s | Global ETA: 25m 2s [2025-11-22T02:57:00.170898] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:00.170960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:00.172823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:00.173310] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:00.173958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:00.176034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:00.189936] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 19.5s | Global ETA: 25m 2s [2025-11-22T02:57:00.190827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:00.190890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:00.195618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:00.197381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:00.197881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:00.200223] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:00.324521] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:00.325777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:00.522365] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 1.39% | Symbol ETA: 19.5s | Global ETA: 25m 2s [2025-11-22T02:57:00.523296] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:00.523357] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:00.524982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:57:00.527703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:00.558898] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.24% | Symbol ETA: 7.5s | Global ETA: 25m 2s [2025-11-22T02:57:00.559801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:00.559876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:00.564627] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:00.565546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:00.566244] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:00.568623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:00.803800] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 7.8s | Global ETA: 25m 2s [2025-11-22T02:57:00.804710] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:00.804772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:00.806409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:00.809931] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:00.810558] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:00.812631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.094091] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 19.3s | Global ETA: 25m 2s [2025-11-22T02:57:01.094955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:01.095018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:01.105819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:01.107579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:01.108068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:01.113389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:01.231097] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 18.9s | Global ETA: 25m 2s [2025-11-22T02:57:01.232002] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:01.232062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:01.233600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:57:01.236311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.321570] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:01.323002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.457663] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -1.19% | Symbol ETA: 7.1s | Global ETA: 25m 2s [2025-11-22T02:57:01.458519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:01.458580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:01.463275] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:01.464513] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:01.468409] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:01.491276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.534610] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 7.4s | Global ETA: 25m 2s [2025-11-22T02:57:01.535507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:01.535569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:01.538329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:01.538902] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:01.539545] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:01.545168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.869682] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.20% | Symbol ETA: 18.3s | Global ETA: 25m 2s [2025-11-22T02:57:01.870556] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:01.870617] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:01.872193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:57:01.874836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:01.915305] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 18.4s | Global ETA: 25m 2s [2025-11-22T02:57:01.916181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:01.916245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:01.920982] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:01.922705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:01.923175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:01.925483] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:02.050233] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:02.051680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.190324] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 6.5s | Global ETA: 25m 2s [2025-11-22T02:57:02.191227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:02.191290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:02.192116] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 6.7s | Global ETA: 25m 2s [2025-11-22T02:57:02.193040] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:02.193104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:02.194819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:02.195321] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:02.195970] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:02.196203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:02.197150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:02.197889] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:02.198088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.200240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.492431] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 17.7s | Global ETA: 25m 2s [2025-11-22T02:57:02.493339] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:02.493400] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:02.494963] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:57:02.497592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.636243] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.14% | Symbol ETA: 17.4s | Global ETA: 25m 2s [2025-11-22T02:57:02.637123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:02.637186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:02.642048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:02.643900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:02.644390] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:02.646779] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:02.770900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:02.772301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.800053] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.75% | Symbol ETA: 6.1s | Global ETA: 25m 2s [2025-11-22T02:57:02.800978] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:02.801040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:02.802705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:02.803201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:02.803854] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:02.805955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:02.814605] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 5.92% | Symbol ETA: 5.8s | Global ETA: 25m 2s [2025-11-22T02:57:02.815510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:02.815574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:02.820483] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:02.821446] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:02.822159] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:02.824529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:03.129717] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.34% | Symbol ETA: 17.0s | Global ETA: 25m 2s [2025-11-22T02:57:03.130606] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:03.130700] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:03.132276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T02:57:03.135074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:03.364165] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 16.5s | Global ETA: 25m 3s [2025-11-22T02:57:03.365056] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:03.365118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:03.370149] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:03.371880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:03.372350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:03.374669] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:03.425000] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 5.2s | Global ETA: 25m 3s [2025-11-22T02:57:03.426053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:03.426119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:03.431950] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:03.432905] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:03.433619] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:03.436010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:03.445417] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.11% | Symbol ETA: 5.4s | Global ETA: 25m 3s [2025-11-22T02:57:03.446377] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:03.446441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:03.448580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:03.449123] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:03.449786] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:03.451958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:03.497516] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:03.498974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:03.775044] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 16.4s | Global ETA: 25m 3s [2025-11-22T02:57:04.005621] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.44%, Actual: 6.76% [2025-11-22T02:57:04.031002] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -7.25% | Symbol ETA: 4.5s | Global ETA: 25m 3s [2025-11-22T02:57:04.032456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:04.032519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:04.037567] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:04.038520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:04.039213] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:57:04.041504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:04.069123] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.07% | Symbol ETA: 4.8s | Global ETA: 25m 3s [2025-11-22T02:57:04.070144] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:04.070211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:04.071990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:04.072536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:04.073236] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:04.075610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:04.089313] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.27% | Symbol ETA: 15.7s | Global ETA: 25m 3s [2025-11-22T02:57:04.090213] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:04.090277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:04.095019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:04.097004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:04.097499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:04.100077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:04.175060] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 2.11% [2025-11-22T02:57:04.242874] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:04.244343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:04.343254] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 3.31% [2025-11-22T02:57:04.514677] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.62%, Actual: 2.01% [2025-11-22T02:57:04.632922] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 3.8s | Global ETA: 25m 3s [2025-11-22T02:57:04.689167] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 1.39%, Actual: 1.39% [2025-11-22T02:57:04.694558] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 4.1s | Global ETA: 25m 3s [2025-11-22T02:57:04.695489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:04.695551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:04.697276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:04.697828] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:04.698456] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:04.700535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:04.799606] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.84% [2025-11-22T02:57:04.851636] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.96% | Symbol ETA: 14.9s | Global ETA: 25m 3s [2025-11-22T02:57:04.852564] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:04.852630] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:04.857581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:04.859389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:04.859892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:04.862248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:04.863954] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.24% [2025-11-22T02:57:04.964584] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.95% [2025-11-22T02:57:04.992225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:04.993705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:05.035934] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.20%, Actual: 3.91% [2025-11-22T02:57:05.129398] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.57% [2025-11-22T02:57:05.209693] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 0.39% [2025-11-22T02:57:05.297096] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.24%, Actual: 2.37% [2025-11-22T02:57:05.319366] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 3.5s | Global ETA: 25m 3s [2025-11-22T02:57:05.381549] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.34%, Actual: 0.68% [2025-11-22T02:57:05.471057] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -1.19%, Actual: 0.70% [2025-11-22T02:57:05.486989] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.50%, Actual: 0.32% [2025-11-22T02:57:05.556388] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 4.04% [2025-11-22T02:57:05.556586] [INFO ] [main ] APH: Magnitude Forecast Confidence: 30.9523% [2025-11-22T02:57:05.556694] [INFO ] [main ] APH: DISCARDED add_late_hour_microstructure (score: 30.95%) [2025-11-22T02:57:05.556741] [INFO ] [main ] APH: Testing feature 19/53: add_late_session_pressure [2025-11-22T02:57:05.556776] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_late_session_pressure'] [2025-11-22T02:57:05.556833] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:05.570758] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:05.572170] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:05.572233] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:05.573896] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:05.574970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:05.583220] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 14.1s | Global ETA: 25m 3s [2025-11-22T02:57:05.584136] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:05.584202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:05.589486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:05.591371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:05.591927] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:05.594418] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:05.644606] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 1.41% [2025-11-22T02:57:05.655376] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.73%, Actual: 0.68% [2025-11-22T02:57:05.722834] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:05.724159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:05.818520] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 5.92%, Actual: 3.37% [2025-11-22T02:57:05.822554] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.34% [2025-11-22T02:57:05.990102] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 0.60% [2025-11-22T02:57:05.995512] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 1.27% [2025-11-22T02:57:06.157251] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.26% [2025-11-22T02:57:06.168144] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -7.25%, Actual: 5.74% [2025-11-22T02:57:06.200234] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 21.1s | Global ETA: 25m 3s [2025-11-22T02:57:06.201816] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:06.201883] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:06.203519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:06.204567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:06.313881] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.70% | Symbol ETA: 13.3s | Global ETA: 25m 3s [2025-11-22T02:57:06.314765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:06.314828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:06.319537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:06.321256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:06.321748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:06.323391] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.75%, Actual: 1.00% [2025-11-22T02:57:06.324050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:06.346820] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.95%, Actual: 3.44% [2025-11-22T02:57:06.347082] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 47.3130% [2025-11-22T02:57:06.347180] [INFO ] [main ] KOP: DISCARDED add_range_overlap_v_prior_day (score: 47.31%) [2025-11-22T02:57:06.347225] [INFO ] [main ] KOP: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:57:06.347287] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_range_volume_efficiency'] [2025-11-22T02:57:06.347346] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:06.360743] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:06.362114] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:06.362179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:06.367190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:06.368192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:06.368925] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:06.371174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:06.451777] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:06.453274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:06.489979] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.11%, Actual: 0.52% [2025-11-22T02:57:06.656748] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.07%, Actual: 0.06% [2025-11-22T02:57:06.823356] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 0.92% [2025-11-22T02:57:06.829492] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 20.5s | Global ETA: 25m 4s [2025-11-22T02:57:06.830638] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:06.830729] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:06.832306] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:06.833377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:06.990246] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 1.71% [2025-11-22T02:57:06.990438] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 36.1334% [2025-11-22T02:57:06.990515] [INFO ] [main ] PDX: DISCARDED add_range_volume_efficiency (score: 36.13%) [2025-11-22T02:57:06.990557] [INFO ] [main ] PDX: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:57:06.990588] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:57:06.990622] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:06.997747] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.00% | Symbol ETA: 9.4s | Global ETA: 25m 4s [2025-11-22T02:57:07.002229] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:07.002294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:07.002401] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:07.003677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:07.003739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:07.005404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:07.005941] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:07.006565] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:07.007538] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:07.008520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:07.009268] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:07.010565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:07.011475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:07.038561] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 12.6s | Global ETA: 25m 4s [2025-11-22T02:57:07.205570] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.35% [2025-11-22T02:57:07.372027] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.00% [2025-11-22T02:57:07.455849] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.36% | Symbol ETA: 19.8s | Global ETA: 25m 4s [2025-11-22T02:57:07.456752] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:07.456814] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:07.458386] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:07.459451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:07.537729] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 1.39% [2025-11-22T02:57:07.606618] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.12% | Symbol ETA: 8.7s | Global ETA: 25m 4s [2025-11-22T02:57:07.607525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:07.607587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:07.609307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:07.609814] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:07.610431] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:07.614266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:07.631066] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 8.7s | Global ETA: 25m 4s [2025-11-22T02:57:07.632005] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:07.632069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:07.637023] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:07.638099] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:07.638831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:07.641057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:07.703677] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.14%, Actual: 0.89% [2025-11-22T02:57:07.869275] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 1.20% [2025-11-22T02:57:08.035084] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.27%, Actual: 0.32% [2025-11-22T02:57:08.079704] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 19.2s | Global ETA: 25m 4s [2025-11-22T02:57:08.080588] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:08.080674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:08.082261] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:08.083321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.201064] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.96%, Actual: 0.47% [2025-11-22T02:57:08.205587] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 8.1s | Global ETA: 25m 4s [2025-11-22T02:57:08.206469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:08.206531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:08.208212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:08.208711] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:08.209345] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:08.213203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.256540] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.96% | Symbol ETA: 8.1s | Global ETA: 25m 4s [2025-11-22T02:57:08.257455] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:08.257516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:08.262289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:08.263223] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:08.263924] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:08.265990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.367565] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.87% [2025-11-22T02:57:08.532932] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.70%, Actual: 1.04% [2025-11-22T02:57:08.697358] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 18.6s | Global ETA: 25m 4s [2025-11-22T02:57:08.698247] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:08.698308] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:08.699133] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.64% [2025-11-22T02:57:08.699318] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.0666% [2025-11-22T02:57:08.699407] [INFO ] [main ] LTC: DISCARDED add_open_11_elasticity (score: 45.07%) [2025-11-22T02:57:08.699447] [INFO ] [main ] LTC: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:57:08.699479] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_open_reversal_intensity'] [2025-11-22T02:57:08.699514] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:08.699863] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:08.700871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.711553] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:08.713314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:08.713376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:08.718164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:08.719948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:08.720412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:08.722758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:08.805444] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 7.5s | Global ETA: 25m 4s [2025-11-22T02:57:08.806325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:08.806386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:08.808053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:08.808531] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:08.809167] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:08.812999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.849218] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:08.850583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:08.870299] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 7.4s | Global ETA: 25m 4s [2025-11-22T02:57:08.871201] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:08.871263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:08.876142] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:08.877089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:08.877795] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:08.879853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:09.326929] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 17.9s | Global ETA: 25m 4s [2025-11-22T02:57:09.327852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:09.327913] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:09.329522] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:09.330530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:09.404896] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 6.9s | Global ETA: 25m 4s [2025-11-22T02:57:09.405799] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:09.405860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:09.407509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:09.408020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:09.408636] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:09.412487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:09.432562] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 18.2s | Global ETA: 25m 4s [2025-11-22T02:57:09.433442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:09.433505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:09.438270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:09.440001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:09.440460] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:09.442800] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:09.475724] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 6.8s | Global ETA: 25m 4s [2025-11-22T02:57:09.476591] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:09.476679] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:09.481413] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:09.482340] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:09.483040] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:09.485106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:09.567315] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:09.568872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:09.951096] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 17.3s | Global ETA: 25m 5s [2025-11-22T02:57:09.951983] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:09.952043] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:09.953572] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:09.954564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.004680] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.04% | Symbol ETA: 6.3s | Global ETA: 25m 5s [2025-11-22T02:57:10.005546] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:10.005609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:10.007246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:10.007779] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:10.008396] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:10.012228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.079735] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.97% | Symbol ETA: 6.1s | Global ETA: 25m 5s [2025-11-22T02:57:10.081191] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:10.081254] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:10.086098] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:10.087057] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:10.087773] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:10.089906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.154060] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.67% | Symbol ETA: 17.5s | Global ETA: 25m 5s [2025-11-22T02:57:10.154942] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:10.155005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:10.159728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:10.161438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:10.161915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:10.164226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:10.289404] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:10.290846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.590315] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 16.7s | Global ETA: 25m 5s [2025-11-22T02:57:10.591195] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:10.591255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:10.592839] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:10.593957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.601769] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.18% | Symbol ETA: 5.7s | Global ETA: 25m 5s [2025-11-22T02:57:10.602633] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:10.602720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:10.604334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:10.604836] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:10.605452] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:10.609361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.727803] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.73% | Symbol ETA: 5.5s | Global ETA: 25m 5s [2025-11-22T02:57:10.729215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:10.729280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:10.734813] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:10.736046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:10.736808] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:10.739387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:10.873571] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.36% | Symbol ETA: 16.8s | Global ETA: 25m 5s [2025-11-22T02:57:10.874458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:10.874521] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:10.879283] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:10.881081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:10.881536] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:10.883867] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:11.008113] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:11.009682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.200136] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 5.1s | Global ETA: 25m 5s [2025-11-22T02:57:11.201029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:11.201091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:11.202732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:11.203218] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:11.203856] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:11.207701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.213992] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.67% | Symbol ETA: 16.1s | Global ETA: 25m 5s [2025-11-22T02:57:11.214891] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:11.214952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:11.216491] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T02:57:11.217521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.378154] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 0.93% | Symbol ETA: 4.9s | Global ETA: 25m 5s [2025-11-22T02:57:11.379127] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:11.379193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:11.384770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:11.387224] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:11.390171] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:11.392687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.592901] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.18% | Symbol ETA: 16.0s | Global ETA: 25m 5s [2025-11-22T02:57:11.593782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:11.593844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:11.598585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:11.600317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:11.600799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:11.603119] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:11.726986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:11.728381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.799846] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 4.5s | Global ETA: 25m 5s [2025-11-22T02:57:11.800726] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:11.800789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:11.802405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:11.802907] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:11.803526] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:11.807317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:11.857256] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 15.4s | Global ETA: 25m 5s [2025-11-22T02:57:11.988735] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.89% | Symbol ETA: 4.3s | Global ETA: 25m 5s [2025-11-22T02:57:11.989605] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:11.989691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:11.994428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:11.995388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:11.996082] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:57:11.998177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:12.026535] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 6.76% [2025-11-22T02:57:12.198362] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 2.11% [2025-11-22T02:57:12.311445] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 15.3s | Global ETA: 25m 5s [2025-11-22T02:57:12.312343] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:12.312405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:12.317118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:12.318870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:12.319331] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:12.321632] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:12.371481] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 3.31% [2025-11-22T02:57:12.397477] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.9s | Global ETA: 25m 5s [2025-11-22T02:57:12.398399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:12.398460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:12.400137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:12.400613] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:12.401261] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:12.405135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:12.444676] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:12.446147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:12.546772] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 2.01% [2025-11-22T02:57:12.588248] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.01% | Symbol ETA: 3.6s | Global ETA: 25m 5s [2025-11-22T02:57:12.720045] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 1.39% [2025-11-22T02:57:12.754596] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.00%, Actual: 0.84% [2025-11-22T02:57:12.886280] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 0.24% [2025-11-22T02:57:12.921274] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 0.95% [2025-11-22T02:57:12.992186] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.91% | Symbol ETA: 3.3s | Global ETA: 25m 5s [2025-11-22T02:57:13.028756] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 14.6s | Global ETA: 25m 5s [2025-11-22T02:57:13.029621] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:13.029703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:13.034440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:13.036256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:13.037106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:13.039502] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:13.051461] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 3.91% [2025-11-22T02:57:13.089198] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.96%, Actual: 0.57% [2025-11-22T02:57:13.159182] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.12%, Actual: 0.32% [2025-11-22T02:57:13.162517] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:13.164044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:13.216772] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.39% [2025-11-22T02:57:13.254280] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 2.37% [2025-11-22T02:57:13.324234] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 0.68% [2025-11-22T02:57:13.382611] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.67%, Actual: 0.68% [2025-11-22T02:57:13.421257] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.70% [2025-11-22T02:57:13.489946] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.34% [2025-11-22T02:57:13.548919] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 4.04% [2025-11-22T02:57:13.549109] [INFO ] [main ] APH: Magnitude Forecast Confidence: 25.6127% [2025-11-22T02:57:13.549190] [INFO ] [main ] APH: DISCARDED add_late_session_pressure (score: 25.61%) [2025-11-22T02:57:13.549232] [INFO ] [main ] APH: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T02:57:13.549263] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_micro_gap_fill_velocity'] [2025-11-22T02:57:13.549297] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:13.562114] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:13.563497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:13.563562] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:13.565267] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:13.567575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:13.590210] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.97%, Actual: 1.41% [2025-11-22T02:57:13.656121] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 0.60% [2025-11-22T02:57:13.745594] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 13.9s | Global ETA: 25m 6s [2025-11-22T02:57:13.746488] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:13.746552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:13.751305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:13.753043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:13.753507] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:13.755864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:13.756302] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.73%, Actual: 3.37% [2025-11-22T02:57:13.821054] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.04%, Actual: 0.26% [2025-11-22T02:57:13.878736] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:13.880066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:13.922152] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 0.93%, Actual: 1.27% [2025-11-22T02:57:13.987040] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.18%, Actual: 1.00% [2025-11-22T02:57:14.089551] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.89%, Actual: 5.74% [2025-11-22T02:57:14.153352] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.52% [2025-11-22T02:57:14.190062] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.50% | Symbol ETA: 19.5s | Global ETA: 25m 6s [2025-11-22T02:57:14.191117] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:14.191182] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:14.192805] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:14.194899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:14.257540] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.01%, Actual: 3.44% [2025-11-22T02:57:14.257740] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 54.6550% [2025-11-22T02:57:14.257823] [INFO ] [main ] KOP: DISCARDED add_range_volume_efficiency (score: 54.66%) [2025-11-22T02:57:14.257865] [INFO ] [main ] KOP: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:57:14.257897] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:57:14.257930] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:14.269607] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:14.270880] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:14.270942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:14.275703] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:14.276627] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:14.277329] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:14.281182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:14.320099] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.37%, Actual: 0.06% [2025-11-22T02:57:14.462343] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 13.2s | Global ETA: 25m 6s [2025-11-22T02:57:14.463225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:14.463287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:14.468072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:14.469810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:14.470272] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:14.472589] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:14.487811] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.92% [2025-11-22T02:57:14.595835] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:14.597316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:14.655613] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.91%, Actual: 1.71% [2025-11-22T02:57:14.655841] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 48.3512% [2025-11-22T02:57:14.655919] [INFO ] [main ] PDX: DISCARDED add_range_volume_efficiency_refinements (score: 48.35%) [2025-11-22T02:57:14.655961] [INFO ] [main ] PDX: Testing feature 39/53: add_regime [2025-11-22T02:57:14.655992] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_regime'] [2025-11-22T02:57:14.656026] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:14.668006] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:14.669284] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:14.669346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:14.671078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:14.671580] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:14.672231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:14.692097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:14.834167] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 19.0s | Global ETA: 25m 6s [2025-11-22T02:57:14.835110] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:14.835175] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:14.836887] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:14.838996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:14.881307] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 8.7s | Global ETA: 25m 6s [2025-11-22T02:57:14.882249] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:14.882334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:14.887111] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:14.888090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:14.888809] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:14.892668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:15.180369] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 12.4s | Global ETA: 25m 6s [2025-11-22T02:57:15.181277] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:15.181339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:15.186082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:15.187901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:15.188375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:15.190727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:15.293578] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 8.4s | Global ETA: 25m 6s [2025-11-22T02:57:15.294469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:15.294531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:15.296216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:15.296721] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:15.297439] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:15.313473] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:15.315044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:15.316989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:15.495888] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.26% | Symbol ETA: 18.4s | Global ETA: 25m 6s [2025-11-22T02:57:15.496784] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:15.496869] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:15.498435] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:15.500470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:15.504677] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.22% | Symbol ETA: 8.1s | Global ETA: 25m 6s [2025-11-22T02:57:15.505489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:15.505552] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:15.510297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:15.511235] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:15.511940] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:15.515800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:15.906431] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 11.7s | Global ETA: 25m 6s [2025-11-22T02:57:15.916530] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 7.8s | Global ETA: 25m 6s [2025-11-22T02:57:15.917438] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:15.917503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:15.919204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:15.919720] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:15.920365] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:15.941269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.077316] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.31%, Actual: 0.35% [2025-11-22T02:57:16.117785] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 7.5s | Global ETA: 25m 6s [2025-11-22T02:57:16.118709] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:16.118774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:16.123404] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 17.7s | Global ETA: 25m 6s [2025-11-22T02:57:16.123814] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:16.124282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:16.124344] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:16.124783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:16.125482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:16.125902] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:16.127905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.129543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.247962] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.67%, Actual: 0.00% [2025-11-22T02:57:16.424688] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.36%, Actual: 1.39% [2025-11-22T02:57:16.542854] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 7.2s | Global ETA: 25m 6s [2025-11-22T02:57:16.543785] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:16.543866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:16.545601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:16.546130] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:16.546798] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:16.568123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.597133] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.18%, Actual: 0.89% [2025-11-22T02:57:16.735136] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.28% | Symbol ETA: 6.9s | Global ETA: 25m 7s [2025-11-22T02:57:16.739395] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:16.739457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:16.744203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:16.745132] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:16.745825] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:16.749076] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 17.1s | Global ETA: 25m 7s [2025-11-22T02:57:16.749719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.749998] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:16.750062] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:16.751661] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:16.753706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:16.780877] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 1.20% [2025-11-22T02:57:16.955896] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.32% [2025-11-22T02:57:17.135210] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.47% [2025-11-22T02:57:17.172632] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.28% | Symbol ETA: 6.6s | Global ETA: 25m 7s [2025-11-22T02:57:17.173613] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:17.173710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:17.175450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:17.176003] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:17.176682] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:17.198187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:17.318152] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.87% [2025-11-22T02:57:17.341907] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -2.55% | Symbol ETA: 6.3s | Global ETA: 25m 7s [2025-11-22T02:57:17.342795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:17.342857] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:17.347688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:17.348593] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:17.349286] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:17.353075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:17.384261] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.81% | Symbol ETA: 16.4s | Global ETA: 25m 7s [2025-11-22T02:57:17.385836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:17.385897] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:17.387493] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:17.389488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:17.491481] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 1.04% [2025-11-22T02:57:17.669108] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.56%, Actual: 0.64% [2025-11-22T02:57:17.669327] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 42.3194% [2025-11-22T02:57:17.669430] [INFO ] [main ] LTC: DISCARDED add_open_reversal_intensity (score: 42.32%) [2025-11-22T02:57:17.669481] [INFO ] [main ] LTC: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:57:17.669518] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:57:17.669554] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:17.682238] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:17.683637] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:17.683728] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:17.688741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:17.690655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:17.691147] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:17.693599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:17.806826] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 6.0s | Global ETA: 25m 7s [2025-11-22T02:57:17.807844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:17.807909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:17.809680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:17.810214] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:17.810881] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:17.826540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:17.828499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:17.831601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:17.954373] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.57% | Symbol ETA: 5.7s | Global ETA: 25m 7s [2025-11-22T02:57:17.955252] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:17.955315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:17.960102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:17.961047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:17.961752] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:17.965551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:18.007959] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 15.8s | Global ETA: 25m 7s [2025-11-22T02:57:18.009495] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:18.009555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:18.011136] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:18.013110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:18.410416] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 17.0s | Global ETA: 25m 7s [2025-11-22T02:57:18.411348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:18.411744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:18.416501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:18.418261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:18.418740] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:18.421065] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:18.447244] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 2.95% | Symbol ETA: 5.3s | Global ETA: 25m 7s [2025-11-22T02:57:18.448243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:18.448307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:18.450636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:18.451175] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:18.451837] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:18.472699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:18.546332] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:18.548047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:18.564180] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 6.31% | Symbol ETA: 5.0s | Global ETA: 25m 7s [2025-11-22T02:57:18.565093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:18.565156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:18.570074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:18.571083] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:18.571786] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:18.575701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:18.631410] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.03% | Symbol ETA: 15.1s | Global ETA: 25m 7s [2025-11-22T02:57:18.632294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:18.632354] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:18.633916] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:18.635884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.080812] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 4.7s | Global ETA: 25m 7s [2025-11-22T02:57:19.081714] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:19.081775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:19.083414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:19.083929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:19.084551] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:19.105740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.131602] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.35% | Symbol ETA: 16.3s | Global ETA: 25m 7s [2025-11-22T02:57:19.132503] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:19.132567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:19.137359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:19.139202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:19.139693] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:19.142032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:19.170603] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 4.4s | Global ETA: 25m 7s [2025-11-22T02:57:19.171936] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:19.171998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:19.176776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:19.177766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:19.178442] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:19.182322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.250421] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.90% | Symbol ETA: 14.5s | Global ETA: 25m 7s [2025-11-22T02:57:19.251290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:19.251351] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:19.252913] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T02:57:19.254905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.267595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:19.269367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.712824] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.20% | Symbol ETA: 4.1s | Global ETA: 25m 7s [2025-11-22T02:57:19.713846] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:19.713911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:19.715727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:19.716226] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:19.716894] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:19.738081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.781771] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.15% | Symbol ETA: 3.8s | Global ETA: 25m 7s [2025-11-22T02:57:19.782663] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:19.782726] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:19.787486] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:19.788523] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:19.789315] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:57:19.793395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:19.861453] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 15.5s | Global ETA: 25m 7s [2025-11-22T02:57:19.862401] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:19.862468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:19.867496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:19.869303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:19.869809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:19.870252] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.77% | Symbol ETA: 13.9s | Global ETA: 25m 7s [2025-11-22T02:57:19.872286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:19.998924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:20.000800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:20.034698] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.50%, Actual: 6.76% [2025-11-22T02:57:20.199343] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 2.11% [2025-11-22T02:57:20.348586] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 3.5s | Global ETA: 25m 8s [2025-11-22T02:57:20.349551] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:20.349616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:20.351301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:20.351828] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:20.352499] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:20.363970] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 3.31% [2025-11-22T02:57:20.373228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:20.400904] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.03% | Symbol ETA: 3.2s | Global ETA: 25m 8s [2025-11-22T02:57:20.529167] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 2.01% [2025-11-22T02:57:20.569069] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.84% [2025-11-22T02:57:20.594300] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.29% | Symbol ETA: 14.8s | Global ETA: 25m 8s [2025-11-22T02:57:20.595206] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:20.595274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:20.600259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:20.602491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:20.603111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:20.605706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:20.693614] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 1.39% [2025-11-22T02:57:20.731476] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:20.733757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:20.741141] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.22%, Actual: 0.95% [2025-11-22T02:57:20.858076] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.81%, Actual: 0.24% [2025-11-22T02:57:20.910929] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 0.57% [2025-11-22T02:57:20.982553] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 1.24% | Symbol ETA: 2.8s | Global ETA: 25m 8s [2025-11-22T02:57:21.022823] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 3.91% [2025-11-22T02:57:21.081061] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.28%, Actual: 2.37% [2025-11-22T02:57:21.148903] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 0.32% [2025-11-22T02:57:21.186067] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.03%, Actual: 0.39% [2025-11-22T02:57:21.248409] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -2.55%, Actual: 0.70% [2025-11-22T02:57:21.320166] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.68% [2025-11-22T02:57:21.349382] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.90%, Actual: 0.68% [2025-11-22T02:57:21.357323] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 14.1s | Global ETA: 25m 8s [2025-11-22T02:57:21.358248] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:21.358311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:21.363082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:21.364827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:21.365301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:21.367631] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:21.426369] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.57%, Actual: 1.41% [2025-11-22T02:57:21.491512] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:21.493244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:21.496579] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.34% [2025-11-22T02:57:21.513107] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.77%, Actual: 4.04% [2025-11-22T02:57:21.513302] [INFO ] [main ] APH: Magnitude Forecast Confidence: 24.2699% [2025-11-22T02:57:21.513380] [INFO ] [main ] APH: DISCARDED add_micro_gap_fill_velocity (score: 24.27%) [2025-11-22T02:57:21.513422] [INFO ] [main ] APH: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T02:57:21.513454] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_morning_followthrough_mag_T0'] [2025-11-22T02:57:21.513488] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:21.526262] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:21.527739] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:21.527800] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:21.529414] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:21.530143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:21.612578] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 6.31%, Actual: 3.37% [2025-11-22T02:57:21.672460] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.28%, Actual: 0.60% [2025-11-22T02:57:21.787862] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 1.27% [2025-11-22T02:57:21.848597] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 0.26% [2025-11-22T02:57:21.960052] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.15%, Actual: 5.74% [2025-11-22T02:57:22.021047] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.95%, Actual: 1.00% [2025-11-22T02:57:22.079614] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 13.4s | Global ETA: 25m 8s [2025-11-22T02:57:22.080486] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:22.080549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:22.085364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:22.087261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:22.087776] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:22.090073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:22.130324] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.03%, Actual: 3.44% [2025-11-22T02:57:22.130536] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 57.5700% [2025-11-22T02:57:22.130622] [INFO ] [main ] KOP: DISCARDED add_range_volume_efficiency_refinements (score: 57.57%) [2025-11-22T02:57:22.130722] [INFO ] [main ] KOP: Testing feature 39/53: add_regime [2025-11-22T02:57:22.130759] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_regime'] [2025-11-22T02:57:22.130794] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:22.146716] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:22.148107] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:22.148172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:22.153177] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:22.154237] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:22.154991] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:22.158236] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.73% | Symbol ETA: 18.4s | Global ETA: 25m 8s [2025-11-22T02:57:22.159180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:22.159242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:22.161134] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:22.161864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.175987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.189727] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 0.52% [2025-11-22T02:57:22.214639] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:22.216440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.354507] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 0.06% [2025-11-22T02:57:22.520897] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.92% [2025-11-22T02:57:22.686611] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 1.24%, Actual: 1.71% [2025-11-22T02:57:22.686827] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 40.6280% [2025-11-22T02:57:22.686906] [INFO ] [main ] PDX: DISCARDED add_regime (score: 40.63%) [2025-11-22T02:57:22.686948] [INFO ] [main ] PDX: Testing feature 40/53: add_regime_flags [2025-11-22T02:57:22.686980] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_regime_flags'] [2025-11-22T02:57:22.687014] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:22.698898] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:22.700357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:22.700419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:22.702106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:22.702603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:22.703254] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:22.704287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.788024] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.91% | Symbol ETA: 8.7s | Global ETA: 25m 8s [2025-11-22T02:57:22.788976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:22.789040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:22.794250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:22.795283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:22.796007] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:22.801887] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 17.8s | Global ETA: 25m 8s [2025-11-22T02:57:22.802780] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:22.802839] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:22.804380] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:22.805101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.808525] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.20% | Symbol ETA: 12.7s | Global ETA: 25m 8s [2025-11-22T02:57:22.809448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:22.809511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:22.813845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:22.814276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:22.816057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:22.817151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:22.819512] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:22.946182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:22.948227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:23.299811] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.76% | Symbol ETA: 8.1s | Global ETA: 25m 8s [2025-11-22T02:57:23.300733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:23.300796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:23.302440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:23.302961] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:23.303598] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:23.304637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:23.415414] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 17.1s | Global ETA: 25m 8s [2025-11-22T02:57:23.416302] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:23.416365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:23.417951] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:23.418633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:23.431740] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 8.0s | Global ETA: 25m 8s [2025-11-22T02:57:23.432669] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:23.432733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:23.437995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:23.438961] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:23.439676] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:23.456848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:23.544392] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 11.9s | Global ETA: 25m 9s [2025-11-22T02:57:23.545288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:23.545353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:23.550144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:23.551876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:23.552337] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:23.554665] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:23.679603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:23.681468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:23.896356] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 3.51% | Symbol ETA: 7.5s | Global ETA: 25m 9s [2025-11-22T02:57:23.897234] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:23.897297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:23.899543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:23.900066] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:23.900713] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:23.901781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.030168] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 16.5s | Global ETA: 25m 9s [2025-11-22T02:57:24.031063] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:24.031123] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:24.032688] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:24.033362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.071046] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 7.4s | Global ETA: 25m 9s [2025-11-22T02:57:24.071951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:24.072014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:24.076791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:24.077776] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:24.078477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:24.094613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.274067] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 11.2s | Global ETA: 25m 9s [2025-11-22T02:57:24.274946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:24.275009] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:24.279777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:24.281486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:24.281970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:24.284274] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:24.406904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:24.408582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.495703] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 6.9s | Global ETA: 25m 9s [2025-11-22T02:57:24.496607] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:24.496691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:24.498397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:24.498920] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:24.499560] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:24.500620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.660443] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 15.9s | Global ETA: 25m 9s [2025-11-22T02:57:24.661355] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:24.661418] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:24.663140] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:24.663958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.704249] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.90% | Symbol ETA: 6.7s | Global ETA: 25m 9s [2025-11-22T02:57:24.705189] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:24.705253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:24.710339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:24.711308] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:24.712052] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:24.729045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:24.989462] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.49% | Symbol ETA: 10.5s | Global ETA: 25m 9s [2025-11-22T02:57:25.098721] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 6.3s | Global ETA: 25m 9s [2025-11-22T02:57:25.099632] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:25.099715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:25.101392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:25.101923] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:25.102558] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:25.103606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:25.156554] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 0.35% [2025-11-22T02:57:25.291347] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 15.3s | Global ETA: 25m 9s [2025-11-22T02:57:25.292260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:25.292321] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:25.293975] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:25.294692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:25.322999] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.00% [2025-11-22T02:57:25.334455] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 6.1s | Global ETA: 25m 9s [2025-11-22T02:57:25.335344] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:25.335407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:25.340130] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:25.341052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:25.341749] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:25.357742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:25.488936] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 1.39% [2025-11-22T02:57:25.654665] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.29%, Actual: 0.89% [2025-11-22T02:57:25.694353] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.78% | Symbol ETA: 5.7s | Global ETA: 25m 9s [2025-11-22T02:57:25.695266] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:25.695327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:25.696984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:25.697504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:25.698145] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:25.699197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:25.821013] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 1.20% [2025-11-22T02:57:25.900900] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 14.6s | Global ETA: 25m 9s [2025-11-22T02:57:25.901787] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:25.901847] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:25.903407] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:25.904111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:25.973448] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 1.91% | Symbol ETA: 5.5s | Global ETA: 25m 9s [2025-11-22T02:57:25.974383] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:25.974446] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:25.979223] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:25.980203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:25.980895] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:25.987309] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.32% [2025-11-22T02:57:25.996936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:26.152726] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.20%, Actual: 0.47% [2025-11-22T02:57:26.284064] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 5.1s | Global ETA: 25m 9s [2025-11-22T02:57:26.284979] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:26.285040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:26.286765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:26.287267] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:26.287969] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:26.289032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:26.318472] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 0.87% [2025-11-22T02:57:26.484860] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 1.04% [2025-11-22T02:57:26.513635] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.30% | Symbol ETA: 14.0s | Global ETA: 25m 9s [2025-11-22T02:57:26.514519] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:26.514579] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:26.516143] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:26.516857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:26.606371] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.21% | Symbol ETA: 4.8s | Global ETA: 25m 9s [2025-11-22T02:57:26.607323] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:26.607403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:26.612461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:26.613411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:26.614108] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:26.629928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:26.654692] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.49%, Actual: 0.64% [2025-11-22T02:57:26.654895] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 46.8958% [2025-11-22T02:57:26.654979] [INFO ] [main ] LTC: DISCARDED add_open_vs_close_liquidity_ratio (score: 46.90%) [2025-11-22T02:57:26.655021] [INFO ] [main ] LTC: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:57:26.655055] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_open_vs_prev_range_position'] [2025-11-22T02:57:26.655090] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:26.667558] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:26.669017] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:26.669080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:26.673859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:26.675625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:26.676107] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:26.678463] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:26.803362] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:26.806462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:26.900007] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 4.5s | Global ETA: 25m 10s [2025-11-22T02:57:26.900963] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:26.901037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:26.902885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:26.903400] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:26.904057] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:26.905179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.129193] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.98% | Symbol ETA: 13.4s | Global ETA: 25m 10s [2025-11-22T02:57:27.130105] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:27.130174] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:27.131736] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T02:57:27.132423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.232352] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.49% | Symbol ETA: 4.2s | Global ETA: 25m 10s [2025-11-22T02:57:27.233262] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:27.233324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:27.238093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:27.239046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:27.239770] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:27.255798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.394562] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 16.2s | Global ETA: 25m 10s [2025-11-22T02:57:27.395452] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:27.395515] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:27.400260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:27.402015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:27.402473] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:27.404831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:27.503093] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.38% | Symbol ETA: 3.9s | Global ETA: 25m 10s [2025-11-22T02:57:27.504029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:27.504093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:27.505825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:27.506331] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:27.507003] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:27.508098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.528424] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:27.531522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.741714] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 12.7s | Global ETA: 25m 10s [2025-11-22T02:57:27.859398] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -7.93% | Symbol ETA: 3.5s | Global ETA: 25m 10s [2025-11-22T02:57:27.860279] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:27.860341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:27.865107] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:27.866036] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:27.866723] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:57:27.882658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:27.907235] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.73%, Actual: 6.76% [2025-11-22T02:57:28.073089] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 2.11% [2025-11-22T02:57:28.117715] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 15.5s | Global ETA: 25m 10s [2025-11-22T02:57:28.117922] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 3.3s | Global ETA: 25m 10s [2025-11-22T02:57:28.118583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:28.118689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:28.118830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:28.118892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:28.120524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:28.121032] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:28.121670] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:28.122691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:28.126747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:28.128563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:28.129045] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:28.131372] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:28.240171] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 3.31% [2025-11-22T02:57:28.254659] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:28.258032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:28.405459] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 2.01% [2025-11-22T02:57:28.482378] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 2.9s | Global ETA: 25m 10s [2025-11-22T02:57:28.571518] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 1.39% [2025-11-22T02:57:28.655444] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.91%, Actual: 0.84% [2025-11-22T02:57:28.706604] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.92% | Symbol ETA: 2.7s | Global ETA: 25m 10s [2025-11-22T02:57:28.737171] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 0.24% [2025-11-22T02:57:28.827569] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 0.95% [2025-11-22T02:57:28.850903] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 14.8s | Global ETA: 25m 10s [2025-11-22T02:57:28.851817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:28.851880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:28.856576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:28.858340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:28.858819] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:28.861131] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:28.903705] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 3.91% [2025-11-22T02:57:28.941567] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.76%, Actual: 0.32% [2025-11-22T02:57:28.986189] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:28.989486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:29.002209] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 0.57% [2025-11-22T02:57:29.069173] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.30%, Actual: 0.39% [2025-11-22T02:57:29.115546] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 3.51%, Actual: 0.68% [2025-11-22T02:57:29.173523] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.90%, Actual: 2.37% [2025-11-22T02:57:29.234959] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.98%, Actual: 0.68% [2025-11-22T02:57:29.286926] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.34% [2025-11-22T02:57:29.361389] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 0.70% [2025-11-22T02:57:29.399528] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 4.04% [2025-11-22T02:57:29.399743] [INFO ] [main ] APH: Magnitude Forecast Confidence: 28.1987% [2025-11-22T02:57:29.399827] [INFO ] [main ] APH: DISCARDED add_morning_followthrough_mag_T0 (score: 28.20%) [2025-11-22T02:57:29.399870] [INFO ] [main ] APH: Testing feature 22/53: add_morning_range_expansion [2025-11-22T02:57:29.399903] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_morning_range_expansion'] [2025-11-22T02:57:29.399937] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:29.412944] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:29.414344] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:29.414405] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:29.415991] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:29.420250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:29.475119] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 0.60% [2025-11-22T02:57:29.533193] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 1.41% [2025-11-22T02:57:29.585443] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.59% | Symbol ETA: 14.1s | Global ETA: 25m 10s [2025-11-22T02:57:29.586405] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:29.586474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:29.591538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:29.593343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:29.593870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:29.596289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:29.648840] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.78%, Actual: 0.26% [2025-11-22T02:57:29.706121] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.21%, Actual: 3.37% [2025-11-22T02:57:29.724878] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:29.728168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:29.821623] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 1.00% [2025-11-22T02:57:29.876158] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.49%, Actual: 1.27% [2025-11-22T02:57:29.992206] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.52% [2025-11-22T02:57:30.032211] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.56% | Symbol ETA: 17.2s | Global ETA: 25m 10s [2025-11-22T02:57:30.033104] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:30.033167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:30.034744] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:30.038928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:30.056362] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -7.93%, Actual: 5.74% [2025-11-22T02:57:30.169344] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.38%, Actual: 0.06% [2025-11-22T02:57:30.233977] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 3.44% [2025-11-22T02:57:30.234181] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.5694% [2025-11-22T02:57:30.234268] [INFO ] [main ] KOP: DISCARDED add_regime (score: 49.57%) [2025-11-22T02:57:30.234314] [INFO ] [main ] KOP: Testing feature 40/53: add_regime_flags [2025-11-22T02:57:30.234347] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_regime_flags'] [2025-11-22T02:57:30.234382] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:30.246302] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:30.247575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:30.247638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:30.252726] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:30.253743] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:30.254468] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:30.255516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:30.314779] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 13.4s | Global ETA: 25m 11s [2025-11-22T02:57:30.315658] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:30.315722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:30.320446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:30.322174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:30.322637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:30.324987] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:30.341560] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.92% [2025-11-22T02:57:30.450718] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:30.453977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:30.514049] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.92%, Actual: 1.71% [2025-11-22T02:57:30.514260] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 45.9892% [2025-11-22T02:57:30.514376] [INFO ] [main ] PDX: DISCARDED add_regime_flags (score: 45.99%) [2025-11-22T02:57:30.514422] [INFO ] [main ] PDX: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:57:30.514484] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:57:30.514537] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:30.526836] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:30.528207] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:30.528273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:30.530071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:30.530594] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:30.531278] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:30.532371] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:30.534095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:30.535174] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:30.535893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:30.659485] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 16.6s | Global ETA: 25m 11s [2025-11-22T02:57:30.660371] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:30.660432] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:30.662006] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:30.666178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:30.857893] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 8.2s | Global ETA: 25m 11s [2025-11-22T02:57:30.858799] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:30.858862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:30.863831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:30.864786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:30.865479] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:30.866495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.040466] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 12.6s | Global ETA: 25m 11s [2025-11-22T02:57:31.041380] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:31.041443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:31.046246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:31.048134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:31.048660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:31.051021] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:31.153937] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.98% | Symbol ETA: 8.0s | Global ETA: 25m 11s [2025-11-22T02:57:31.154855] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:31.154921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:31.156708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:31.157215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:31.157906] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:31.158952] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:31.160565] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:31.161626] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:31.162313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.175359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:31.178526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.279968] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.33% | Symbol ETA: 16.0s | Global ETA: 25m 11s [2025-11-22T02:57:31.280852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:31.280914] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:31.282463] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:31.286770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.472289] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.69% | Symbol ETA: 7.6s | Global ETA: 25m 11s [2025-11-22T02:57:31.473184] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:31.473246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:31.477996] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:31.478912] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:31.479569] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:31.480536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.772707] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 11.9s | Global ETA: 25m 11s [2025-11-22T02:57:31.773631] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:31.773722] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:31.774123] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.07% | Symbol ETA: 7.3s | Global ETA: 25m 11s [2025-11-22T02:57:31.775136] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:31.775207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:31.777202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:31.777816] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:31.778466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:31.778668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:31.779535] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:31.780439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:31.780940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:31.781249] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:31.782331] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:31.783037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.783377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:31.897135] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 15.4s | Global ETA: 25m 11s [2025-11-22T02:57:31.898083] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:31.898146] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:31.899702] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:31.903818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:31.913003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:31.916332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.071666] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.97% | Symbol ETA: 7.0s | Global ETA: 25m 11s [2025-11-22T02:57:32.072552] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:32.072613] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:32.077333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:32.078294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:32.078994] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:32.079985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.386822] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 1.66% | Symbol ETA: 6.7s | Global ETA: 25m 11s [2025-11-22T02:57:32.387740] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:32.387804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:32.389405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:32.389915] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:32.390532] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:32.391571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:32.393184] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:32.394215] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:32.394890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.512144] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.47% | Symbol ETA: 14.7s | Global ETA: 25m 11s [2025-11-22T02:57:32.513557] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:32.513619] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:32.515189] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:32.519367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.522549] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 11.2s | Global ETA: 25m 11s [2025-11-22T02:57:32.523438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:32.523508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:32.528296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:32.530074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:32.530542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:32.536392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:32.662986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:32.666332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.676391] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 6.3s | Global ETA: 25m 11s [2025-11-22T02:57:32.677282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:32.677344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:32.682137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:32.683078] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:32.683806] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:32.684793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:32.992494] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 6.0s | Global ETA: 25m 11s [2025-11-22T02:57:32.993393] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:32.993457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:32.995091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:32.995569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:32.996221] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:32.997613] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:32.999221] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:33.000244] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:33.000929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.127839] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 14.1s | Global ETA: 25m 11s [2025-11-22T02:57:33.128726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:33.128787] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:33.130333] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:33.134448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.280518] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.85% | Symbol ETA: 10.4s | Global ETA: 25m 11s [2025-11-22T02:57:33.281632] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:33.281733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:33.283290] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 5.7s | Global ETA: 25m 11s [2025-11-22T02:57:33.284477] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:33.284554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:33.287115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:33.289134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:33.289779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:33.291343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:33.292421] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:33.292603] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:33.293349] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:33.294467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.422143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:57:33.425424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.601396] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.16% | Symbol ETA: 5.4s | Global ETA: 25m 11s [2025-11-22T02:57:33.602277] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:33.602341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:33.603982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:33.604462] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:33.605113] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:33.606139] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:33.607813] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:33.608838] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:33.609485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.742110] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 13.5s | Global ETA: 25m 12s [2025-11-22T02:57:33.743026] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:33.743398] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:33.744971] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:33.749147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:33.898851] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.71% | Symbol ETA: 5.1s | Global ETA: 25m 12s [2025-11-22T02:57:33.899770] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:33.899832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:33.904764] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:33.905731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:33.906501] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:33.907973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:34.023403] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 9.7s | Global ETA: 25m 12s [2025-11-22T02:57:34.193146] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.35% [2025-11-22T02:57:34.210816] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -1.08% | Symbol ETA: 4.8s | Global ETA: 25m 12s [2025-11-22T02:57:34.211741] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:34.211805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:34.213454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:34.213985] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:34.214608] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:34.215658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:34.217471] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:34.218543] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:34.219229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:34.359661] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.00% [2025-11-22T02:57:34.367014] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 1.64% | Symbol ETA: 12.9s | Global ETA: 25m 12s [2025-11-22T02:57:34.367909] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:34.367970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:34.369542] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:34.373635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:34.504470] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.49% | Symbol ETA: 4.5s | Global ETA: 25m 12s [2025-11-22T02:57:34.505359] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:34.505420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:34.510304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:34.511243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:34.511967] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:34.512981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:34.528626] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 1.39% [2025-11-22T02:57:34.706006] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.59%, Actual: 0.89% [2025-11-22T02:57:34.828762] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 4.2s | Global ETA: 25m 12s [2025-11-22T02:57:34.829687] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:34.829752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:34.831402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:34.831935] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:34.832555] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:34.833606] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:34.835237] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:34.836294] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:34.836981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:34.881815] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 1.20% [2025-11-22T02:57:34.983889] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.10% | Symbol ETA: 12.3s | Global ETA: 25m 12s [2025-11-22T02:57:34.984893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:34.984954] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:34.986501] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T02:57:34.990713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:35.050401] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 0.32% [2025-11-22T02:57:35.111734] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.57% | Symbol ETA: 3.9s | Global ETA: 25m 12s [2025-11-22T02:57:35.112620] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:35.112719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:35.117475] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:35.118400] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:35.119091] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:35.120107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:35.217353] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.47% [2025-11-22T02:57:35.399209] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 0.87% [2025-11-22T02:57:35.453237] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 3.6s | Global ETA: 25m 12s [2025-11-22T02:57:35.454188] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:35.454252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:35.455950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:35.456453] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:35.457112] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:35.458193] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:35.459857] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:35.460907] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:35.461567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:35.567534] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.85%, Actual: 1.04% [2025-11-22T02:57:35.624399] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 11.6s | Global ETA: 25m 12s [2025-11-22T02:57:35.716299] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.33% | Symbol ETA: 3.3s | Global ETA: 25m 12s [2025-11-22T02:57:35.717211] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:35.717272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:35.722052] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:35.722978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:35.723672] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:35.724633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:35.734040] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 0.64% [2025-11-22T02:57:35.734237] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 42.3152% [2025-11-22T02:57:35.734318] [INFO ] [main ] LTC: DISCARDED add_open_vs_prev_range_position (score: 42.32%) [2025-11-22T02:57:35.734362] [INFO ] [main ] LTC: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:57:35.734396] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_overnight_gap_amplitude'] [2025-11-22T02:57:35.734433] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:35.746697] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:35.748018] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:35.748083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:35.753069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:35.754934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:35.755411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:35.757894] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:35.798788] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.56%, Actual: 6.76% [2025-11-22T02:57:35.888336] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:35.889150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:35.969092] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 2.11% [2025-11-22T02:57:36.071538] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 3.0s | Global ETA: 25m 12s [2025-11-22T02:57:36.072472] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:57:36.072536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:36.074202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:36.074741] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:36.075373] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:36.076394] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:36.078146] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:36.079261] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:36.079981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:36.150507] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.33%, Actual: 3.31% [2025-11-22T02:57:36.318220] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 2.01% [2025-11-22T02:57:36.375335] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 2.7s | Global ETA: 25m 12s [2025-11-22T02:57:36.486295] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.47%, Actual: 1.39% [2025-11-22T02:57:36.486831] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 15.7s | Global ETA: 25m 12s [2025-11-22T02:57:36.487776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:36.487839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:36.492572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:36.494325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:36.494805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:36.497126] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:36.545069] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.84% [2025-11-22T02:57:36.624248] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:36.625163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:36.651457] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 0.24% [2025-11-22T02:57:36.703172] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.24% | Symbol ETA: 2.3s | Global ETA: 25m 12s [2025-11-22T02:57:36.710374] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.69%, Actual: 0.95% [2025-11-22T02:57:36.816471] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 3.91% [2025-11-22T02:57:36.874734] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.98%, Actual: 0.32% [2025-11-22T02:57:36.876578] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.97%, Actual: 0.57% [2025-11-22T02:57:36.981907] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 1.64%, Actual: 0.39% [2025-11-22T02:57:37.041346] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.07%, Actual: 0.68% [2025-11-22T02:57:37.042448] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 2.37% [2025-11-22T02:57:37.147622] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.10%, Actual: 0.68% [2025-11-22T02:57:37.208179] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.70% [2025-11-22T02:57:37.208062] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 1.66%, Actual: 0.34% [2025-11-22T02:57:37.220896] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 15.0s | Global ETA: 25m 13s [2025-11-22T02:57:37.221776] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:37.221840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:37.226669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:37.228498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:37.228999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:37.231403] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:37.312744] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 4.04% [2025-11-22T02:57:37.312947] [INFO ] [main ] APH: Magnitude Forecast Confidence: 36.9217% [2025-11-22T02:57:37.313025] [INFO ] [main ] APH: DISCARDED add_morning_range_expansion (score: 36.92%) [2025-11-22T02:57:37.313068] [INFO ] [main ] APH: Testing feature 23/53: add_open_11_elasticity [2025-11-22T02:57:37.313099] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_open_11_elasticity'] [2025-11-22T02:57:37.313133] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:37.327193] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:37.328469] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:37.328530] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:37.330518] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:37.331897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:37.360276] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:37.361109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:37.375003] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.71%, Actual: 1.41% [2025-11-22T02:57:37.383320] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 0.60% [2025-11-22T02:57:37.539882] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.49%, Actual: 3.37% [2025-11-22T02:57:37.548720] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.16%, Actual: 0.26% [2025-11-22T02:57:37.705599] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.57%, Actual: 1.27% [2025-11-22T02:57:37.712507] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 1.00% [2025-11-22T02:57:37.872962] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.33%, Actual: 5.74% [2025-11-22T02:57:37.877974] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 0.52% [2025-11-22T02:57:37.952668] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 16.4s | Global ETA: 25m 13s [2025-11-22T02:57:37.953119] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 14.2s | Global ETA: 25m 13s [2025-11-22T02:57:37.953576] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:37.953658] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:37.954057] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:37.954123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:37.955288] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:37.956438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:37.962963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:37.964734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:37.965200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:37.967854] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:38.039242] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 3.44% [2025-11-22T02:57:38.039440] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 43.4520% [2025-11-22T02:57:38.039544] [INFO ] [main ] KOP: DISCARDED add_regime_flags (score: 43.45%) [2025-11-22T02:57:38.039588] [INFO ] [main ] KOP: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:57:38.039627] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:57:38.039696] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:38.042724] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 0.06% [2025-11-22T02:57:38.051368] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:38.052766] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:38.052829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:38.057578] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:38.058538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:38.059259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:38.061001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:38.061458] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:38.062444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:38.064052] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:38.065065] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:38.065745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:38.096599] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:38.097419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:38.208295] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 0.92% [2025-11-22T02:57:38.374490] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.24%, Actual: 1.71% [2025-11-22T02:57:38.374703] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 42.0000% [2025-11-22T02:57:38.374791] [INFO ] [main ] PDX: DISCARDED add_return_volume_nonlinearity_proxies (score: 42.00%) [2025-11-22T02:57:38.374833] [INFO ] [main ] PDX: Testing feature 42/53: add_shelf_lag [2025-11-22T02:57:38.374865] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_shelf_lag'] [2025-11-22T02:57:38.374902] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:38.386771] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:38.388170] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:38.388235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:38.389957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:38.390465] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:38.391129] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:38.392265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:38.601730] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 15.9s | Global ETA: 25m 13s [2025-11-22T02:57:38.602590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:38.602675] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:38.604230] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:38.605376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:38.669983] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.06% | Symbol ETA: 7.9s | Global ETA: 25m 13s [2025-11-22T02:57:38.670870] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:38.670934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:38.675674] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:38.676609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:38.677310] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:38.679059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:38.679509] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:38.680489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:38.682078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:38.683103] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:38.683770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:38.700766] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 13.5s | Global ETA: 25m 13s [2025-11-22T02:57:38.701694] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:38.701760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:38.706773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:38.708605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:38.709112] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:38.711478] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:38.845480] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:38.846365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.191796] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: 0.60% | Symbol ETA: 9.3s | Global ETA: 25m 13s [2025-11-22T02:57:39.192762] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:39.192827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:39.194530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:39.195058] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:39.195728] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:39.196874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.239630] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.54% | Symbol ETA: 15.3s | Global ETA: 25m 13s [2025-11-22T02:57:39.240512] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:39.240574] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:39.242150] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:39.243278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.289821] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 7.3s | Global ETA: 25m 13s [2025-11-22T02:57:39.290773] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:39.290837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:39.295570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:39.296508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:39.297202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:39.298933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:39.299382] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:39.300369] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:39.301955] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:39.302958] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:39.303595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.447149] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 12.8s | Global ETA: 25m 13s [2025-11-22T02:57:39.448127] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:39.448192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:39.453205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:39.455071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:39.455545] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:39.457986] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:39.587413] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:39.588327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.859551] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.45% | Symbol ETA: 14.6s | Global ETA: 25m 13s [2025-11-22T02:57:39.860497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:39.860558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:39.862668] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:39.863859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.896097] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 8.1s | Global ETA: 25m 13s [2025-11-22T02:57:39.897025] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:39.897089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:39.898841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:39.899334] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:39.900006] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:39.901146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:39.907930] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 1.23% | Symbol ETA: 6.7s | Global ETA: 25m 13s [2025-11-22T02:57:39.908822] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:39.908885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:39.913629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:39.914580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:39.915278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:39.917074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:39.917552] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:39.918544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:39.920165] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:39.921167] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:39.921835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:40.208617] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 12.1s | Global ETA: 25m 13s [2025-11-22T02:57:40.209509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:40.209572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:40.214375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:40.216131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:40.216592] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:40.219062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:40.346252] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:40.347101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:40.485731] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.73% | Symbol ETA: 13.9s | Global ETA: 25m 14s [2025-11-22T02:57:40.486585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:40.486663] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:40.488240] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:40.489367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:40.529735] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -1.15% | Symbol ETA: 6.1s | Global ETA: 25m 14s [2025-11-22T02:57:40.530608] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:40.530698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:40.535434] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:40.536391] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:40.537090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:40.538854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:40.539305] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:40.540334] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:40.541920] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:40.542938] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:40.543583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:40.598136] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.17% | Symbol ETA: 7.3s | Global ETA: 25m 14s [2025-11-22T02:57:40.599032] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:40.599094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:40.600753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:40.601232] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:40.601885] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:40.603012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:40.947303] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 11.3s | Global ETA: 25m 14s [2025-11-22T02:57:40.948265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:40.948337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:40.953669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:40.955700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:40.956180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:40.958618] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:41.087011] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:41.087809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.111414] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.44% | Symbol ETA: 13.3s | Global ETA: 25m 14s [2025-11-22T02:57:41.112345] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:41.112407] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:41.114051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:41.115232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.151475] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.57% | Symbol ETA: 5.4s | Global ETA: 25m 14s [2025-11-22T02:57:41.152377] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:41.152443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:41.157250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:41.158204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:41.158897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:41.160566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:41.161039] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:41.162018] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:41.163574] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:41.164586] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:41.165289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.304096] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -1.90% | Symbol ETA: 6.5s | Global ETA: 25m 14s [2025-11-22T02:57:41.305013] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:41.305075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:41.306709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:41.307191] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:41.307863] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:41.308973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.689960] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 10.6s | Global ETA: 25m 14s [2025-11-22T02:57:41.690896] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:41.690962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:41.695851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:41.697760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:41.698269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:41.700740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:41.734470] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 12.7s | Global ETA: 25m 14s [2025-11-22T02:57:41.735357] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:41.735417] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:41.737014] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:41.738152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.812771] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 4.8s | Global ETA: 25m 14s [2025-11-22T02:57:41.813697] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:41.813764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:41.818750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:41.819794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:41.820517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:41.822327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:41.822818] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:41.823014] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:41.823729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:41.823851] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:41.825545] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:41.826584] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:41.827320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:42.026280] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -3.01% | Symbol ETA: 5.7s | Global ETA: 25m 14s [2025-11-22T02:57:42.027208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:42.027273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:42.029016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:42.029511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:42.030236] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:42.031408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:42.362679] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 12.0s | Global ETA: 25m 14s [2025-11-22T02:57:42.363593] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:42.363676] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:42.365290] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:42.366599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:42.412959] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 9.8s | Global ETA: 25m 14s [2025-11-22T02:57:42.413860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:42.413924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:42.418788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:42.420549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:42.421050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:42.423460] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:42.435980] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 5.08% | Symbol ETA: 4.2s | Global ETA: 25m 14s [2025-11-22T02:57:42.436883] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:42.436947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:42.441747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:42.442663] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:42.443351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:42.445099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:42.445575] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:42.446596] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:42.448278] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:42.449323] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:42.450043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:42.553493] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:42.554334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:42.721081] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 5.0s | Global ETA: 25m 14s [2025-11-22T02:57:42.722008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:42.722071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:42.724096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:42.724588] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:42.725240] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:42.726371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:43.015489] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.32% | Symbol ETA: 11.4s | Global ETA: 25m 14s [2025-11-22T02:57:43.016414] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:43.016477] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:43.018123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T02:57:43.019300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:43.069490] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -1.84% | Symbol ETA: 3.6s | Global ETA: 25m 14s [2025-11-22T02:57:43.070421] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:43.070488] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:43.075420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:43.076366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:43.077069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:43.078868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:43.079357] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:43.080425] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:43.082089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:43.083147] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:43.083835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:43.145187] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.06% | Symbol ETA: 9.1s | Global ETA: 25m 14s [2025-11-22T02:57:43.313517] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 0.35% [2025-11-22T02:57:43.424376] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 1.70% | Symbol ETA: 4.3s | Global ETA: 25m 14s [2025-11-22T02:57:43.425307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:43.425372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:43.427144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:43.427689] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:43.428432] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:43.429604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:43.510885] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.00% [2025-11-22T02:57:43.659393] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.72% | Symbol ETA: 10.8s | Global ETA: 25m 14s [2025-11-22T02:57:43.680034] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.39% [2025-11-22T02:57:43.696399] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -8.20% | Symbol ETA: 3.0s | Global ETA: 25m 14s [2025-11-22T02:57:43.697296] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T02:57:43.697361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:43.703087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:43.704235] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:43.705022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:43.707322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:43.707859] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:57:43.708913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:57:43.710545] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:57:43.711602] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:57:43.712316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:43.829765] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 6.76% [2025-11-22T02:57:43.849876] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 0.89% [2025-11-22T02:57:43.996676] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 2.11% [2025-11-22T02:57:44.046165] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 1.20% [2025-11-22T02:57:44.124197] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.73% | Symbol ETA: 3.5s | Global ETA: 25m 15s [2025-11-22T02:57:44.125108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:44.125170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:44.126872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:44.127358] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:44.128026] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:44.129126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:44.167098] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 3.31% [2025-11-22T02:57:44.218583] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 0.32% [2025-11-22T02:57:44.316864] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 2.3s | Global ETA: 25m 15s [2025-11-22T02:57:44.345609] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.45%, Actual: 2.01% [2025-11-22T02:57:44.384533] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.47% [2025-11-22T02:57:44.486147] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.06%, Actual: 0.84% [2025-11-22T02:57:44.518980] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.73%, Actual: 1.39% [2025-11-22T02:57:44.548366] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 0.87% [2025-11-22T02:57:44.651381] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.95% [2025-11-22T02:57:44.692926] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.44%, Actual: 0.24% [2025-11-22T02:57:44.716981] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 1.04% [2025-11-22T02:57:44.824102] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 1.23%, Actual: 0.57% [2025-11-22T02:57:44.826431] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.91% | Symbol ETA: 2.8s | Global ETA: 25m 15s [2025-11-22T02:57:44.827326] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:44.827416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:44.829129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:44.829638] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:44.830300] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:44.831429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:44.858151] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 3.91% [2025-11-22T02:57:44.882824] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.06%, Actual: 0.64% [2025-11-22T02:57:44.883026] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 32.4376% [2025-11-22T02:57:44.883112] [INFO ] [main ] LTC: DISCARDED add_overnight_gap_amplitude (score: 32.44%) [2025-11-22T02:57:44.883155] [INFO ] [main ] LTC: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:57:44.883186] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_overnight_gap_mag'] [2025-11-22T02:57:44.883220] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:44.895590] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:44.897225] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:44.897289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:44.902133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:44.903927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:44.904390] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:44.906730] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:44.991819] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -1.15%, Actual: 2.37% [2025-11-22T02:57:45.024821] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 0.39% [2025-11-22T02:57:45.031799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:45.032785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:45.162548] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.57%, Actual: 0.70% [2025-11-22T02:57:45.189495] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.32%, Actual: 0.68% [2025-11-22T02:57:45.334452] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 1.41% [2025-11-22T02:57:45.354901] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.72%, Actual: 4.04% [2025-11-22T02:57:45.355130] [INFO ] [main ] APH: Magnitude Forecast Confidence: 38.4899% [2025-11-22T02:57:45.355214] [INFO ] [main ] APH: DISCARDED add_open_11_elasticity (score: 38.49%) [2025-11-22T02:57:45.355255] [INFO ] [main ] APH: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T02:57:45.355286] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_open_reversal_intensity'] [2025-11-22T02:57:45.355319] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:45.368353] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:45.369813] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:45.369877] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:45.371433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:45.372776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:45.505989] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 5.08%, Actual: 3.37% [2025-11-22T02:57:45.526821] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 2.1s | Global ETA: 25m 15s [2025-11-22T02:57:45.618984] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 15.0s | Global ETA: 25m 15s [2025-11-22T02:57:45.619881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:45.619944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:45.624695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:45.626430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:45.626915] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:45.629243] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:45.672792] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -1.84%, Actual: 1.27% [2025-11-22T02:57:45.694602] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: 0.60%, Actual: 0.32% [2025-11-22T02:57:45.753987] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:45.754894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:45.839063] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -8.20%, Actual: 5.74% [2025-11-22T02:57:45.862275] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 0.68% [2025-11-22T02:57:45.983508] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.29% | Symbol ETA: 15.7s | Global ETA: 25m 15s [2025-11-22T02:57:45.984391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:45.984453] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:45.986128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:45.987781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:46.006461] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 3.44% [2025-11-22T02:57:46.006691] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 46.2145% [2025-11-22T02:57:46.006776] [INFO ] [main ] KOP: DISCARDED add_return_volume_nonlinearity_proxies (score: 46.21%) [2025-11-22T02:57:46.006819] [INFO ] [main ] KOP: Testing feature 42/53: add_shelf_lag [2025-11-22T02:57:46.006851] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_shelf_lag'] [2025-11-22T02:57:46.006885] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:46.018602] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:46.019894] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:46.019956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:46.024776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:46.025731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:46.026404] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:46.027553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:46.028757] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.17%, Actual: 0.34% [2025-11-22T02:57:46.194070] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -1.90%, Actual: 0.60% [2025-11-22T02:57:46.347202] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 14.3s | Global ETA: 25m 15s [2025-11-22T02:57:46.348119] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:46.348182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:46.352874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:46.354600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:46.355078] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:46.357418] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:46.361271] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -3.01%, Actual: 0.26% [2025-11-22T02:57:46.480201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:46.481104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:46.553225] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 1.00% [2025-11-22T02:57:46.612861] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 15.1s | Global ETA: 25m 15s [2025-11-22T02:57:46.613814] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:46.613878] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:46.615531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:46.616972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:46.719727] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 1.70%, Actual: 0.52% [2025-11-22T02:57:46.735906] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 8.6s | Global ETA: 25m 15s [2025-11-22T02:57:46.736795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:46.736861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:46.741587] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:46.742515] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:46.743205] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:46.744303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:46.884965] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.73%, Actual: 0.06% [2025-11-22T02:57:47.054104] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.91%, Actual: 0.92% [2025-11-22T02:57:47.070386] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 13.5s | Global ETA: 25m 15s [2025-11-22T02:57:47.071305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:47.071368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:47.076157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:47.077946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:47.078414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:47.080813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:47.204782] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:47.205703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.223268] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 1.71% [2025-11-22T02:57:47.223503] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 35.3884% [2025-11-22T02:57:47.223587] [INFO ] [main ] PDX: DISCARDED add_shelf_lag (score: 35.39%) [2025-11-22T02:57:47.223630] [INFO ] [main ] PDX: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:57:47.223683] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_signed_carry_history_11'] [2025-11-22T02:57:47.223720] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:47.235891] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:47.237138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:47.237201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:47.238927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:47.239426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:47.240146] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:47.241506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.251786] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.71% | Symbol ETA: 14.5s | Global ETA: 25m 16s [2025-11-22T02:57:47.252671] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:47.252732] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:47.254270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:47.255551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.442311] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 7.8s | Global ETA: 25m 16s [2025-11-22T02:57:47.443221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:47.443285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:47.449090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:47.450142] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:47.450954] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:47.452133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.789913] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 12.8s | Global ETA: 25m 16s [2025-11-22T02:57:47.790805] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:47.790867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:47.795605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:47.797352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:47.801348] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:47.803728] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:47.847570] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 7.6s | Global ETA: 25m 16s [2025-11-22T02:57:47.848487] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:47.848553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:47.850277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:47.850799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:47.851518] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:47.852970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.884760] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 13.9s | Global ETA: 25m 16s [2025-11-22T02:57:47.885674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:47.885736] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:47.887293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:47.888682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:47.926369] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:47.927296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:48.159233] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 2.44% | Symbol ETA: 7.1s | Global ETA: 25m 16s [2025-11-22T02:57:48.160140] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:48.160204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:48.165108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:48.166055] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:48.166775] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:48.167942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:48.466878] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.64% | Symbol ETA: 7.0s | Global ETA: 25m 16s [2025-11-22T02:57:48.467797] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:48.468186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:48.469863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:48.470373] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:48.471054] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:48.472409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:48.515688] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.18% | Symbol ETA: 13.3s | Global ETA: 25m 16s [2025-11-22T02:57:48.516555] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:48.516616] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:48.518243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:48.519569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:48.522286] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 12.1s | Global ETA: 25m 16s [2025-11-22T02:57:48.523172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:48.523235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:48.528022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:48.529760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:48.530219] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:48.532529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:48.654842] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:48.655605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:48.870001] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: -3.12% | Symbol ETA: 6.4s | Global ETA: 25m 16s [2025-11-22T02:57:48.870914] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:48.870977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:48.875733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:48.876664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:48.877344] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:48.878479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:49.080399] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.66% | Symbol ETA: 6.4s | Global ETA: 25m 16s [2025-11-22T02:57:49.081296] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:49.081358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:49.083021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:49.083511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:49.084174] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:49.085519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:49.142881] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 12.7s | Global ETA: 25m 16s [2025-11-22T02:57:49.143803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:49.143865] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:49.145443] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:49.146855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:49.253305] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 11.4s | Global ETA: 25m 16s [2025-11-22T02:57:49.254494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:49.254564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:49.259718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:49.261691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:49.262220] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:49.264764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:49.401280] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:49.402381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:49.722525] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 5.8s | Global ETA: 25m 16s [2025-11-22T02:57:49.723891] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:49.723971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:49.730457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:49.731630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:49.732364] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:49.733726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:49.858974] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 6.0s | Global ETA: 25m 16s [2025-11-22T02:57:49.860123] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:49.860194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:49.862282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:49.862920] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:49.863731] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:49.865417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.003468] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 12.1s | Global ETA: 25m 16s [2025-11-22T02:57:50.004877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:50.004967] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:50.007600] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:50.009910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.214871] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 10.8s | Global ETA: 25m 16s [2025-11-22T02:57:50.215783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:50.215845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:50.220699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:50.222857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:50.223569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:50.226004] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:50.349353] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:50.350366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.561035] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.14% | Symbol ETA: 5.4s | Global ETA: 25m 17s [2025-11-22T02:57:50.561967] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:50.562030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:50.563730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:50.564242] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:50.564949] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:50.566411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.585619] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 5.2s | Global ETA: 25m 17s [2025-11-22T02:57:50.587029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:50.587118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:50.596457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:50.597884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:50.598619] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:50.599810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.673331] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 1.24% | Symbol ETA: 11.5s | Global ETA: 25m 17s [2025-11-22T02:57:50.674238] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:50.674301] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:50.675919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:50.677239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:50.976155] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 10.0s | Global ETA: 25m 17s [2025-11-22T02:57:50.977129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:50.977196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:50.982336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:50.984300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:50.984810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:50.987256] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:51.116212] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:51.117121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.197261] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 4.7s | Global ETA: 25m 17s [2025-11-22T02:57:51.198230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:51.198295] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:51.200009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:51.200514] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:51.201169] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:51.202542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.297458] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.02% | Symbol ETA: 10.8s | Global ETA: 25m 17s [2025-11-22T02:57:51.298334] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:51.298396] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:51.299953] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T02:57:51.301239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.303538] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 6.98% | Symbol ETA: 4.4s | Global ETA: 25m 17s [2025-11-22T02:57:51.304459] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:51.304523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:51.309507] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:51.310563] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:51.311304] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:51.312489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.730139] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 9.2s | Global ETA: 25m 17s [2025-11-22T02:57:51.731063] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:51.731127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:51.736107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:51.737952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:51.738430] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:51.740856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:51.841959] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 4.1s | Global ETA: 25m 17s [2025-11-22T02:57:51.842882] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:51.842945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:51.844602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:51.845141] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:51.845791] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:51.847186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.867233] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:57:51.868213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:51.942986] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.55% | Symbol ETA: 10.1s | Global ETA: 25m 17s [2025-11-22T02:57:52.013407] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -5.10% | Symbol ETA: 3.6s | Global ETA: 25m 17s [2025-11-22T02:57:52.014301] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:52.014363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:52.019204] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:52.020135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:52.020845] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:52.021945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:52.116535] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 6.76% [2025-11-22T02:57:52.289619] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 2.11% [2025-11-22T02:57:52.441235] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.11% | Symbol ETA: 3.4s | Global ETA: 25m 17s [2025-11-22T02:57:52.442145] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:52.442207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:52.443871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:52.444365] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:52.445014] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:52.446378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:52.459787] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 8.5s | Global ETA: 25m 17s [2025-11-22T02:57:52.464257] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.71%, Actual: 3.31% [2025-11-22T02:57:52.626119] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.35% [2025-11-22T02:57:52.637557] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 2.01% [2025-11-22T02:57:52.744063] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -0.90% | Symbol ETA: 2.9s | Global ETA: 25m 17s [2025-11-22T02:57:52.744968] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:52.745029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:52.749890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:52.750839] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:52.751533] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:57:52.752699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:52.790368] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 0.00% [2025-11-22T02:57:52.810037] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.18%, Actual: 1.39% [2025-11-22T02:57:52.958667] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 1.39% [2025-11-22T02:57:52.983564] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.24% [2025-11-22T02:57:53.060809] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 2.8s | Global ETA: 25m 17s [2025-11-22T02:57:53.061791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:53.061866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:53.063667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:53.064195] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:53.064907] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:53.066337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:53.126592] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 0.89% [2025-11-22T02:57:53.159832] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 3.91% [2025-11-22T02:57:53.295659] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 1.20% [2025-11-22T02:57:53.326168] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 1.24%, Actual: 0.39% [2025-11-22T02:57:53.467257] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 0.32% [2025-11-22T02:57:53.467272] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 2.1s | Global ETA: 25m 17s [2025-11-22T02:57:53.490088] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 0.68% [2025-11-22T02:57:53.635176] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.47% [2025-11-22T02:57:53.640609] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 2.01%, Actual: 0.84% [2025-11-22T02:57:53.657685] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.55%, Actual: 4.04% [2025-11-22T02:57:53.657900] [INFO ] [main ] APH: Magnitude Forecast Confidence: 39.3882% [2025-11-22T02:57:53.657998] [INFO ] [main ] APH: DISCARDED add_open_reversal_intensity (score: 39.39%) [2025-11-22T02:57:53.658043] [INFO ] [main ] APH: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T02:57:53.658078] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T02:57:53.658115] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:57:53.671584] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:53.673180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:53.673241] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:53.673967] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.59% | Symbol ETA: 2.1s | Global ETA: 25m 17s [2025-11-22T02:57:53.675015] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:53.676620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:53.804517] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.87% [2025-11-22T02:57:53.812585] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.95% [2025-11-22T02:57:53.844077] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 0.32% [2025-11-22T02:57:53.976126] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 1.04% [2025-11-22T02:57:53.984397] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 2.44%, Actual: 0.57% [2025-11-22T02:57:54.010302] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.64%, Actual: 0.68% [2025-11-22T02:57:54.150014] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.64% [2025-11-22T02:57:54.150237] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.0117% [2025-11-22T02:57:54.150334] [INFO ] [main ] LTC: DISCARDED add_overnight_gap_mag (score: 45.01%) [2025-11-22T02:57:54.150382] [INFO ] [main ] LTC: Testing feature 29/53: add_pct_change [2025-11-22T02:57:54.150418] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_pct_change'] [2025-11-22T02:57:54.150477] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:57:54.151393] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: -3.12%, Actual: 2.37% [2025-11-22T02:57:54.163232] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:54.164617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:54.164704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:54.169815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:54.171831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:54.172333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:54.174857] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:54.178918] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.66%, Actual: 0.34% [2025-11-22T02:57:54.289005] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 15.2s | Global ETA: 25m 18s [2025-11-22T02:57:54.289888] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:54.289970] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:54.291581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:54.293070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:54.306155] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:54.308509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:54.317607] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -2.16%, Actual: 0.70% [2025-11-22T02:57:54.351786] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.60% [2025-11-22T02:57:54.484392] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.41% [2025-11-22T02:57:54.522813] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.14%, Actual: 0.26% [2025-11-22T02:57:54.652166] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 6.98%, Actual: 3.37% [2025-11-22T02:57:54.698263] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 1.00% [2025-11-22T02:57:54.820155] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -5.10%, Actual: 1.27% [2025-11-22T02:57:54.872007] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 0.52% [2025-11-22T02:57:54.916302] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 14.7s | Global ETA: 25m 18s [2025-11-22T02:57:54.917335] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:54.917421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:54.922869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:54.924709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:54.925193] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:54.927850] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:54.972183] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 14.9s | Global ETA: 25m 18s [2025-11-22T02:57:54.973068] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:54.973128] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:54.974699] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:54.976173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:54.987132] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -0.90%, Actual: 5.74% [2025-11-22T02:57:55.047176] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.11%, Actual: 0.06% [2025-11-22T02:57:55.060411] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:55.062731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:55.157281] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 3.44% [2025-11-22T02:57:55.157496] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 41.6450% [2025-11-22T02:57:55.157583] [INFO ] [main ] KOP: DISCARDED add_shelf_lag (score: 41.65%) [2025-11-22T02:57:55.157988] [INFO ] [main ] KOP: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T02:57:55.158028] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_signed_carry_history_11'] [2025-11-22T02:57:55.158062] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:57:55.171980] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:55.173312] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:55.173374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:55.178215] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:55.179210] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:55.179942] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:55.181320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:55.223389] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 1.16%, Actual: 0.92% [2025-11-22T02:57:55.404200] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.59%, Actual: 1.71% [2025-11-22T02:57:55.404413] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 45.2929% [2025-11-22T02:57:55.404502] [INFO ] [main ] PDX: DISCARDED add_signed_carry_history_11 (score: 45.29%) [2025-11-22T02:57:55.404544] [INFO ] [main ] PDX: Testing feature 44/53: add_sma_ratio [2025-11-22T02:57:55.404578] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_sma_ratio'] [2025-11-22T02:57:55.404613] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:57:55.416901] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:57:55.418565] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:55.418629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:55.420393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:55.420937] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:55.421572] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:55.422309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:55.589999] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.41% | Symbol ETA: 14.2s | Global ETA: 25m 18s [2025-11-22T02:57:55.590903] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:55.590965] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:55.592588] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:55.594127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:55.658466] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 13.9s | Global ETA: 25m 18s [2025-11-22T02:57:55.659390] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:55.659452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:55.664245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:55.666000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:55.666482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:55.668872] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:55.793957] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -2.19% | Symbol ETA: 7.8s | Global ETA: 25m 18s [2025-11-22T02:57:55.794350] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:55.795560] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:55.795624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:55.796501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:55.800576] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:55.801543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:55.802251] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:55.803610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.046904] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 7.4s | Global ETA: 25m 18s [2025-11-22T02:57:56.047844] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:56.047909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:56.049618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:56.050142] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:56.050808] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:56.051527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.218827] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 13.5s | Global ETA: 25m 18s [2025-11-22T02:57:56.219723] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:56.219784] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:56.221400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:56.222900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.392381] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 13.1s | Global ETA: 25m 18s [2025-11-22T02:57:56.393259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:56.393321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:56.398008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:56.399742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:56.400197] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:56.402498] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:56.428916] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 2.78% | Symbol ETA: 7.2s | Global ETA: 25m 18s [2025-11-22T02:57:56.429806] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:56.429868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:56.434623] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:56.435845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:56.436798] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:56.438728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.525911] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:56.528043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.664065] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.84% | Symbol ETA: 6.7s | Global ETA: 25m 18s [2025-11-22T02:57:56.664978] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:56.665039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:56.666699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:56.667210] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:56.667915] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:56.668607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:56.835077] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.50% | Symbol ETA: 12.8s | Global ETA: 25m 18s [2025-11-22T02:57:56.835964] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:56.836024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:56.837585] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:56.839060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.060057] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.69% | Symbol ETA: 6.6s | Global ETA: 25m 18s [2025-11-22T02:57:57.060961] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:57.061023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:57.065810] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:57.066738] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:57.067480] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:57.068828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.120459] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 12.4s | Global ETA: 25m 18s [2025-11-22T02:57:57.121355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:57.121417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:57.126240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:57.128010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:57.128498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:57.130924] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:57.256273] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:57.258539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.281591] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.33% | Symbol ETA: 6.1s | Global ETA: 25m 18s [2025-11-22T02:57:57.282567] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:57.282629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:57.284323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:57.284849] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:57.285472] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:57.286247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.458789] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.22% | Symbol ETA: 12.2s | Global ETA: 25m 19s [2025-11-22T02:57:57.459721] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:57.459782] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:57.461350] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:57.462853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.666839] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.98% | Symbol ETA: 5.9s | Global ETA: 25m 19s [2025-11-22T02:57:57.667755] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:57.667818] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:57.672526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:57.673476] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:57.674174] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:57.675501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.902292] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.77% | Symbol ETA: 5.4s | Global ETA: 25m 19s [2025-11-22T02:57:57.903186] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:57.903247] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:57.904898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:57.905379] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:57.906024] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:57.906737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:57.926270] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 11.7s | Global ETA: 25m 19s [2025-11-22T02:57:57.927192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:57.927255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:57.932182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:57.934061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:57.934532] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:57.936892] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:58.063150] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:58.065421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.081735] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 11.6s | Global ETA: 25m 19s [2025-11-22T02:57:58.082629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:58.082717] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:58.084313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:58.085874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.273218] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -1.94% | Symbol ETA: 5.3s | Global ETA: 25m 19s [2025-11-22T02:57:58.274215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:58.274283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:58.279899] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:58.280935] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:58.281715] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:58.283275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.537814] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 4.8s | Global ETA: 25m 19s [2025-11-22T02:57:58.538787] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:58.538853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:58.540571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:58.541095] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:58.541783] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:58.542501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.666127] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 10.9s | Global ETA: 25m 19s [2025-11-22T02:57:58.667015] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:58.667077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:58.671865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:58.673587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:58.674066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:58.676396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:58.709718] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.95% | Symbol ETA: 10.9s | Global ETA: 25m 19s [2025-11-22T02:57:58.710577] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:58.710656] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:58.712205] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:58.713696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.798860] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:58.800938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:58.888011] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 4.7s | Global ETA: 25m 19s [2025-11-22T02:57:58.888924] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:58.888985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:58.893704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:58.894605] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:58.895296] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:58.896616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.149600] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.33% | Symbol ETA: 4.2s | Global ETA: 25m 19s [2025-11-22T02:57:59.150695] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:59.150761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:59.152480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:59.153010] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:59.153636] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:59.154346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.332604] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.08% | Symbol ETA: 10.3s | Global ETA: 25m 19s [2025-11-22T02:57:59.333494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:57:59.333555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:57:59.335105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T02:57:59.336590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.401098] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.64% | Symbol ETA: 10.2s | Global ETA: 25m 19s [2025-11-22T02:57:59.401986] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:57:59.402050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:59.406798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:59.408581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:59.409086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:57:59.411441] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:57:59.492090] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 1.91% | Symbol ETA: 4.0s | Global ETA: 25m 19s [2025-11-22T02:57:59.492969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:59.493030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:57:59.498709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:57:59.500050] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:57:59.500766] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:57:59.502086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.535716] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:57:59.537881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.759059] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 3.6s | Global ETA: 25m 19s [2025-11-22T02:57:59.760004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:57:59.760067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:57:59.761912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:57:59.762405] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:57:59.763073] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:57:59.763811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:57:59.954402] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 9.7s | Global ETA: 25m 19s [2025-11-22T02:58:00.095261] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.12% | Symbol ETA: 3.4s | Global ETA: 25m 19s [2025-11-22T02:58:00.096161] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:00.096226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:00.101038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:00.101959] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:00.102620] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:58:00.103953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:00.125280] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 6.76% [2025-11-22T02:58:00.130523] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -1.25% | Symbol ETA: 9.4s | Global ETA: 25m 19s [2025-11-22T02:58:00.131434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:00.131498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:00.136483] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:00.138323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:00.138823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:00.141205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:00.269811] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:00.272050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:00.291048] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 2.11% [2025-11-22T02:58:00.370841] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.95% | Symbol ETA: 3.0s | Global ETA: 25m 19s [2025-11-22T02:58:00.371794] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:00.371872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:00.373543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:00.374062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:00.374709] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:00.375393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:00.457126] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.41%, Actual: 3.31% [2025-11-22T02:58:00.624664] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 2.01% [2025-11-22T02:58:00.795437] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.50%, Actual: 1.39% [2025-11-22T02:58:00.823861] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.75% | Symbol ETA: 2.8s | Global ETA: 25m 20s [2025-11-22T02:58:00.824803] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:00.824869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:00.835188] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:00.836243] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:00.836971] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T02:58:00.840780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:00.997258] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 8.7s | Global ETA: 25m 20s [2025-11-22T02:58:00.998174] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:00.998236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:01.003094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:01.004928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:01.005407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:01.007944] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:01.032568] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.46% | Symbol ETA: 2.3s | Global ETA: 25m 20s [2025-11-22T02:58:01.033526] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:01.033589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:01.035315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:01.035847] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:01.036483] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:01.037198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:01.091329] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.22%, Actual: 0.24% [2025-11-22T02:58:01.134442] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:01.136666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:01.381639] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 3.91% [2025-11-22T02:58:01.580288] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.95%, Actual: 0.39% [2025-11-22T02:58:01.743176] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 2.2s | Global ETA: 25m 20s [2025-11-22T02:58:01.758932] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.08%, Actual: 0.68% [2025-11-22T02:58:01.766752] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 1.7s | Global ETA: 25m 20s [2025-11-22T02:58:01.768399] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 7.9s | Global ETA: 25m 20s [2025-11-22T02:58:01.924133] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -2.19%, Actual: 0.84% [2025-11-22T02:58:01.926344] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 4.04% [2025-11-22T02:58:01.926541] [INFO ] [main ] APH: Magnitude Forecast Confidence: 29.8054% [2025-11-22T02:58:01.926625] [INFO ] [main ] APH: DISCARDED add_open_vs_close_liquidity_ratio (score: 29.81%) [2025-11-22T02:58:01.926689] [INFO ] [main ] APH: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T02:58:01.926725] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_open_vs_prev_range_position'] [2025-11-22T02:58:01.926761] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:01.939844] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:01.940843] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.35% [2025-11-22T02:58:01.941274] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:01.941335] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:01.942931] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:01.945802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:01.959466] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 0.32% [2025-11-22T02:58:02.099358] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 2.78%, Actual: 0.95% [2025-11-22T02:58:02.113931] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 0.00% [2025-11-22T02:58:02.133487] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.84%, Actual: 0.68% [2025-11-22T02:58:02.271185] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.69%, Actual: 0.57% [2025-11-22T02:58:02.284290] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.39% [2025-11-22T02:58:02.301215] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.33%, Actual: 0.34% [2025-11-22T02:58:02.445062] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.98%, Actual: 2.37% [2025-11-22T02:58:02.461314] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 0.89% [2025-11-22T02:58:02.469329] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.77%, Actual: 0.60% [2025-11-22T02:58:02.580669] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 3.27% | Symbol ETA: 14.7s | Global ETA: 25m 20s [2025-11-22T02:58:02.581873] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:02.581949] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:02.584105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:02.587917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:02.616993] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -1.94%, Actual: 0.70% [2025-11-22T02:58:02.633939] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 1.20% [2025-11-22T02:58:02.668404] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 0.26% [2025-11-22T02:58:02.791310] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 1.41% [2025-11-22T02:58:02.802939] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 0.32% [2025-11-22T02:58:02.838534] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.33%, Actual: 1.00% [2025-11-22T02:58:02.964172] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 1.91%, Actual: 3.37% [2025-11-22T02:58:02.972104] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.64%, Actual: 0.47% [2025-11-22T02:58:03.004395] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.52% [2025-11-22T02:58:03.137037] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.12%, Actual: 1.27% [2025-11-22T02:58:03.142458] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -1.25%, Actual: 0.87% [2025-11-22T02:58:03.169790] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.95%, Actual: 0.06% [2025-11-22T02:58:03.215850] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 14.0s | Global ETA: 25m 20s [2025-11-22T02:58:03.216730] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:03.216791] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:03.218357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:03.221164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:03.310978] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.75%, Actual: 5.74% [2025-11-22T02:58:03.312229] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 1.04% [2025-11-22T02:58:03.335451] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.92% [2025-11-22T02:58:03.482408] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 0.64% [2025-11-22T02:58:03.482636] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 48.7621% [2025-11-22T02:58:03.482745] [INFO ] [main ] LTC: DISCARDED add_pct_change (score: 48.76%) [2025-11-22T02:58:03.482792] [INFO ] [main ] LTC: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:58:03.482826] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_preclose_acceleration_mag'] [2025-11-22T02:58:03.482862] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:03.485461] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 3.44% [2025-11-22T02:58:03.485694] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 39.3368% [2025-11-22T02:58:03.485800] [INFO ] [main ] KOP: DISCARDED add_signed_carry_history_11 (score: 39.34%) [2025-11-22T02:58:03.485847] [INFO ] [main ] KOP: Testing feature 44/53: add_sma_ratio [2025-11-22T02:58:03.485881] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_sma_ratio'] [2025-11-22T02:58:03.485917] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:03.495525] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:03.496926] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:03.496993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:03.498389] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:03.499870] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:03.499933] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:03.502130] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.55%, Actual: 1.71% [2025-11-22T02:58:03.502324] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 43.6654% [2025-11-22T02:58:03.502308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:03.502408] [INFO ] [main ] PDX: DISCARDED add_sma_ratio (score: 43.67%) [2025-11-22T02:58:03.502452] [INFO ] [main ] PDX: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:58:03.502483] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vol_of_vol'] [2025-11-22T02:58:03.502519] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:03.504328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:03.505007] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:03.505238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:03.506080] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:03.506849] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:03.507595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:03.507974] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:03.514180] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:03.515446] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:03.515508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:03.517191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:03.517733] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:03.518394] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:03.519523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:03.639012] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:03.640269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:03.863052] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 13.4s | Global ETA: 25m 20s [2025-11-22T02:58:03.863918] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:03.863979] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:03.865538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:03.868393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.109385] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.39% | Symbol ETA: 6.6s | Global ETA: 25m 21s [2025-11-22T02:58:04.110281] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:04.110343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:04.111990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:04.112474] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:04.113110] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:04.114205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.122788] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 7.4s | Global ETA: 25m 21s [2025-11-22T02:58:04.123719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:04.123781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:04.128663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:04.129595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:04.130289] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:04.131018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.239373] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.46% | Symbol ETA: 14.1s | Global ETA: 25m 21s [2025-11-22T02:58:04.240596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:04.240685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:04.246240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:04.248207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:04.248720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:04.251299] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:04.384639] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:04.385991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.489235] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 12.8s | Global ETA: 25m 21s [2025-11-22T02:58:04.490135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:04.490195] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:04.491793] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:04.494598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.702213] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.93% | Symbol ETA: 6.0s | Global ETA: 25m 21s [2025-11-22T02:58:04.703115] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:04.703178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:04.704827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:04.705304] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:04.705941] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:04.707033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.743053] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 6.7s | Global ETA: 25m 21s [2025-11-22T02:58:04.743982] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:04.744044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:04.749294] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:04.750272] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:04.751319] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:04.752079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:04.991696] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 13.4s | Global ETA: 25m 21s [2025-11-22T02:58:04.992609] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:04.992695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:04.998142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:04.999978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:05.000463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:05.002907] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:05.122705] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 12.1s | Global ETA: 25m 21s [2025-11-22T02:58:05.123581] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:05.123662] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:05.125239] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:05.128112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.132660] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:05.133861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.294959] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 5.4s | Global ETA: 25m 21s [2025-11-22T02:58:05.295871] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:05.295933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:05.297615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:05.298117] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:05.298783] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:05.299887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.367966] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.38% | Symbol ETA: 6.1s | Global ETA: 25m 21s [2025-11-22T02:58:05.368842] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:05.368904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:05.373618] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:05.374551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:05.375239] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:05.375965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.769250] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.07% | Symbol ETA: 11.5s | Global ETA: 25m 21s [2025-11-22T02:58:05.770189] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:05.770255] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:05.771907] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:05.774863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.788540] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.38% | Symbol ETA: 12.8s | Global ETA: 25m 21s [2025-11-22T02:58:05.789446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:05.789511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:05.794279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:05.796062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:05.796525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:05.798900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:05.893316] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.19% | Symbol ETA: 4.9s | Global ETA: 25m 21s [2025-11-22T02:58:05.894207] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:05.894274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:05.895925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:05.896396] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:05.897034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:05.898146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.927612] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:05.928870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:05.982481] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 5.5s | Global ETA: 25m 21s [2025-11-22T02:58:05.983390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:05.983452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:05.988160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:05.989092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:05.989814] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:05.990511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:06.398489] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.19% | Symbol ETA: 10.8s | Global ETA: 25m 21s [2025-11-22T02:58:06.399399] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:06.399462] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:06.401196] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:06.404287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:06.502369] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.15% | Symbol ETA: 4.3s | Global ETA: 25m 21s [2025-11-22T02:58:06.503319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:06.503385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:06.505115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:06.505625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:06.506312] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:06.507485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:06.558923] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.01% | Symbol ETA: 12.0s | Global ETA: 25m 21s [2025-11-22T02:58:06.559860] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:06.559923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:06.565068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:06.567217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:06.567832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:06.570401] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:06.578137] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.71% | Symbol ETA: 4.8s | Global ETA: 25m 21s [2025-11-22T02:58:06.579026] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:06.579087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:06.583816] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:06.584743] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:06.585418] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:06.586138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:06.698979] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:06.700278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.050388] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 10.2s | Global ETA: 25m 21s [2025-11-22T02:58:07.051271] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:07.051331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:07.052893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:07.055713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.103974] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 3.7s | Global ETA: 25m 21s [2025-11-22T02:58:07.104935] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:07.104998] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:07.106639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:07.107136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:07.107790] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:07.108891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.181129] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 4.2s | Global ETA: 25m 21s [2025-11-22T02:58:07.182019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:07.182080] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:07.186796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:07.187758] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:07.188451] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:07.189168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.295792] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 11.2s | Global ETA: 25m 21s [2025-11-22T02:58:07.296698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:07.296760] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:07.301579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:07.303387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:07.303874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:07.306189] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:07.430251] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:07.431493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.683921] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.31% | Symbol ETA: 9.6s | Global ETA: 25m 22s [2025-11-22T02:58:07.684805] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:07.684865] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:07.686407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T02:58:07.689244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.706003] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -1.29% | Symbol ETA: 3.1s | Global ETA: 25m 22s [2025-11-22T02:58:07.706906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:07.706969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:07.708624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:07.709134] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:07.709781] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:07.710875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:07.774765] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 3.6s | Global ETA: 25m 22s [2025-11-22T02:58:07.775698] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:07.775762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:07.780606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:07.781571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:07.782281] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:07.783024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.021472] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 10.4s | Global ETA: 25m 22s [2025-11-22T02:58:08.022363] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:08.022427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:08.027161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:08.028913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:08.029370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:08.031682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:08.154831] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:08.156076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.323818] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.31% | Symbol ETA: 2.5s | Global ETA: 25m 22s [2025-11-22T02:58:08.324856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:08.324925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:08.326738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:08.327237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:08.327986] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:08.329254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.335659] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 8.9s | Global ETA: 25m 22s [2025-11-22T02:58:08.378045] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 3.0s | Global ETA: 25m 22s [2025-11-22T02:58:08.378958] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:08.379020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:08.383782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:08.384723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:08.385402] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:08.386125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.507117] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 3.27%, Actual: 6.76% [2025-11-22T02:58:08.676357] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 2.11% [2025-11-22T02:58:08.745161] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.87% | Symbol ETA: 9.7s | Global ETA: 25m 22s [2025-11-22T02:58:08.746138] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:08.746202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:08.750989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:08.752870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:08.753343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:08.755794] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:08.866592] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 3.31% [2025-11-22T02:58:08.887090] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:08.888368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.952337] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 1.9s | Global ETA: 25m 22s [2025-11-22T02:58:08.953508] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:08.953588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:08.955878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:08.956993] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:08.957721] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:08.958890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:08.988765] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.90% | Symbol ETA: 2.4s | Global ETA: 25m 22s [2025-11-22T02:58:08.989716] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:08.989778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:08.994566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:08.995527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:08.996232] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T02:58:08.996953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:09.046812] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.07%, Actual: 2.01% [2025-11-22T02:58:09.216787] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 1.39% [2025-11-22T02:58:09.383427] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.07%, Actual: 0.24% [2025-11-22T02:58:09.474599] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 8.9s | Global ETA: 25m 22s [2025-11-22T02:58:09.475480] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:09.475543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:09.480307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:09.482191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:09.482676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:09.485005] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:09.552569] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.19%, Actual: 3.91% [2025-11-22T02:58:09.560595] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 1.3s | Global ETA: 25m 22s [2025-11-22T02:58:09.597003] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.89% | Symbol ETA: 1.7s | Global ETA: 25m 22s [2025-11-22T02:58:09.605639] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:09.606880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:09.719762] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 0.39% [2025-11-22T02:58:09.730834] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.39%, Actual: 0.32% [2025-11-22T02:58:09.765172] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.72%, Actual: 0.84% [2025-11-22T02:58:09.897129] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.31%, Actual: 0.68% [2025-11-22T02:58:09.900072] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.93%, Actual: 0.68% [2025-11-22T02:58:09.933224] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 0.95% [2025-11-22T02:58:10.075543] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 4.04% [2025-11-22T02:58:10.075784] [INFO ] [main ] APH: Magnitude Forecast Confidence: 31.5581% [2025-11-22T02:58:10.076411] [INFO ] [main ] APH: DISCARDED add_open_vs_prev_range_position (score: 31.56%) [2025-11-22T02:58:10.076460] [INFO ] [main ] APH: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T02:58:10.076493] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_overnight_gap_amplitude'] [2025-11-22T02:58:10.076528] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:10.078834] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.34% [2025-11-22T02:58:10.089319] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:10.090568] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:10.090629] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:10.092217] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:10.092884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:10.102920] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.38%, Actual: 0.57% [2025-11-22T02:58:10.190370] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 8.1s | Global ETA: 25m 22s [2025-11-22T02:58:10.191263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:10.191326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:10.196024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:10.197804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:10.198268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:10.200590] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:10.247012] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.19%, Actual: 0.60% [2025-11-22T02:58:10.283117] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 2.37% [2025-11-22T02:58:10.321037] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:10.322293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:10.412830] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.15%, Actual: 0.26% [2025-11-22T02:58:10.451775] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.71%, Actual: 0.70% [2025-11-22T02:58:10.580683] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 1.00% [2025-11-22T02:58:10.620124] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 1.41% [2025-11-22T02:58:10.704891] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.74% | Symbol ETA: 13.7s | Global ETA: 25m 22s [2025-11-22T02:58:10.705775] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:10.705836] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:10.707401] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:10.708043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:10.749674] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -1.29%, Actual: 0.52% [2025-11-22T02:58:10.788875] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 3.37% [2025-11-22T02:58:10.906891] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.21% | Symbol ETA: 7.4s | Global ETA: 25m 23s [2025-11-22T02:58:10.922429] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.31%, Actual: 0.06% [2025-11-22T02:58:10.957957] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.27% [2025-11-22T02:58:11.076193] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 0.35% [2025-11-22T02:58:11.094920] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.92% [2025-11-22T02:58:11.126108] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.90%, Actual: 5.74% [2025-11-22T02:58:11.244854] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 0.00% [2025-11-22T02:58:11.267767] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 1.71% [2025-11-22T02:58:11.267973] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 33.3668% [2025-11-22T02:58:11.268054] [INFO ] [main ] PDX: DISCARDED add_vol_of_vol (score: 33.37%) [2025-11-22T02:58:11.268096] [INFO ] [main ] PDX: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:58:11.268129] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio'] [2025-11-22T02:58:11.268165] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:11.279995] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:11.281308] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:11.281371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:11.283082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:11.283576] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:11.284233] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:11.285405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:11.293810] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.89%, Actual: 3.44% [2025-11-22T02:58:11.294020] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 49.0218% [2025-11-22T02:58:11.294100] [INFO ] [main ] KOP: DISCARDED add_sma_ratio (score: 49.02%) [2025-11-22T02:58:11.294141] [INFO ] [main ] KOP: Testing feature 45/53: add_true_range [2025-11-22T02:58:11.294173] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_true_range'] [2025-11-22T02:58:11.294208] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:11.306240] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:11.307791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:11.307853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:11.312673] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:11.313683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:11.314378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:11.316174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:11.328466] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 13.1s | Global ETA: 25m 23s [2025-11-22T02:58:11.332515] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:11.332576] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:11.334139] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:11.335232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:11.411810] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.38%, Actual: 1.39% [2025-11-22T02:58:11.580705] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.01%, Actual: 0.89% [2025-11-22T02:58:11.749173] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 1.20% [2025-11-22T02:58:11.911567] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -2.35% | Symbol ETA: 6.7s | Global ETA: 25m 23s [2025-11-22T02:58:11.912575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:11.912659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:11.914398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:11.914929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:11.914961] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 0.32% [2025-11-22T02:58:11.915587] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:11.916806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:11.919206] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -0.16% | Symbol ETA: 6.9s | Global ETA: 25m 23s [2025-11-22T02:58:11.920102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:11.920163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:11.924876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:11.925806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:11.926481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:11.928211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:11.951331] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 12.5s | Global ETA: 25m 23s [2025-11-22T02:58:11.952222] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:11.952282] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:11.953875] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:11.954501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:12.080325] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.87%, Actual: 0.47% [2025-11-22T02:58:12.243579] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 0.87% [2025-11-22T02:58:12.407844] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 1.04% [2025-11-22T02:58:12.518130] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 4.06% | Symbol ETA: 6.0s | Global ETA: 25m 23s [2025-11-22T02:58:12.519087] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:12.519150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:12.520846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:12.521344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:12.521991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:12.523133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:12.572236] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.21%, Actual: 0.64% [2025-11-22T02:58:12.572435] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.5264% [2025-11-22T02:58:12.572518] [INFO ] [main ] LTC: DISCARDED add_preclose_acceleration_mag (score: 45.53%) [2025-11-22T02:58:12.572560] [INFO ] [main ] LTC: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:58:12.572592] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_prev_1100_to_open'] [2025-11-22T02:58:12.572626] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:12.573732] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.73% | Symbol ETA: 6.5s | Global ETA: 25m 23s [2025-11-22T02:58:12.574609] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:12.574700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:12.579448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:12.580401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:12.581092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:12.582803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:12.584719] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:12.586021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:12.586084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:12.590841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:12.592632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:12.593115] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:12.595443] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:12.631484] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.96% | Symbol ETA: 12.0s | Global ETA: 25m 23s [2025-11-22T02:58:12.632742] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:12.632821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:12.634953] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:12.635853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:12.718510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:12.719281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.136997] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.59% | Symbol ETA: 5.3s | Global ETA: 25m 23s [2025-11-22T02:58:13.137971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:13.138036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:13.139726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:13.140219] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:13.140886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:13.142071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.188854] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.16% | Symbol ETA: 5.8s | Global ETA: 25m 23s [2025-11-22T02:58:13.189784] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:13.189847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:13.194678] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:13.195610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:13.196334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:13.198121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.297458] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 13.1s | Global ETA: 25m 23s [2025-11-22T02:58:13.298350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:13.298413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:13.303123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:13.304855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:13.305314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:13.307634] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:13.318740] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 11.4s | Global ETA: 25m 23s [2025-11-22T02:58:13.319632] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:13.319714] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:13.321249] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:13.321895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.431416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:13.432237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.749770] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 4.7s | Global ETA: 25m 23s [2025-11-22T02:58:13.750658] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:13.750721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:13.752349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:13.752845] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:13.753466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:13.754609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.811093] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.23% | Symbol ETA: 5.2s | Global ETA: 25m 23s [2025-11-22T02:58:13.812084] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:13.812149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:13.817231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:13.818309] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:13.819082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:13.820976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:13.942263] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 10.7s | Global ETA: 25m 23s [2025-11-22T02:58:13.943150] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:13.943211] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:13.944783] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:13.945406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.029169] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.42% | Symbol ETA: 12.4s | Global ETA: 25m 23s [2025-11-22T02:58:14.030217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:14.030284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:14.035412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:14.037529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:14.038091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:14.040531] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:14.187834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:14.188738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.352463] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.16% | Symbol ETA: 4.1s | Global ETA: 25m 24s [2025-11-22T02:58:14.353391] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:14.353806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:14.355552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:14.356086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:14.356772] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:14.358042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.434568] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 4.5s | Global ETA: 25m 24s [2025-11-22T02:58:14.435484] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:14.435549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:14.440540] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:14.441585] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:14.442308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:14.444449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.609624] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.97% | Symbol ETA: 10.1s | Global ETA: 25m 24s [2025-11-22T02:58:14.610525] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:14.610585] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:14.612289] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:14.612949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.769505] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 11.8s | Global ETA: 25m 24s [2025-11-22T02:58:14.770386] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:14.770449] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:14.775151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:14.776901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:14.777360] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:14.779711] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:14.901672] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:14.902459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:14.966735] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 3.5s | Global ETA: 25m 24s [2025-11-22T02:58:14.967677] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:14.967741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:14.969475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:14.969988] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:14.970636] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:14.971874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.054374] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 3.9s | Global ETA: 25m 24s [2025-11-22T02:58:15.055270] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:15.055333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:15.060180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:15.061167] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:15.061871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:15.063613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.256466] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 9.4s | Global ETA: 25m 24s [2025-11-22T02:58:15.257397] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:15.257463] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:15.259044] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:15.259718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.488537] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 11.0s | Global ETA: 25m 24s [2025-11-22T02:58:15.489443] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:15.489519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:15.494271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:15.496029] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:15.496487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:15.498828] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:15.563713] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 2.8s | Global ETA: 25m 24s [2025-11-22T02:58:15.564581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:15.564668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:15.566324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:15.566843] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:15.567501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:15.568707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.620733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:15.621576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.683545] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.89% | Symbol ETA: 3.3s | Global ETA: 25m 24s [2025-11-22T02:58:15.684499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:15.684564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:15.689591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:15.690604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:15.691333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:15.693121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:15.886032] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.23% | Symbol ETA: 8.8s | Global ETA: 25m 24s [2025-11-22T02:58:15.886946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:15.887010] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:15.888620] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:15.889284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.163125] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 2.2s | Global ETA: 25m 24s [2025-11-22T02:58:16.164052] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:16.164115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.165788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:16.166274] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:16.166921] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:16.168086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.209305] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.71% | Symbol ETA: 10.3s | Global ETA: 25m 24s [2025-11-22T02:58:16.210228] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:16.210292] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:16.215077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.216883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:16.217352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:16.219691] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:16.289812] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 1.08% | Symbol ETA: 2.7s | Global ETA: 25m 24s [2025-11-22T02:58:16.290704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:16.290767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:16.295460] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:16.296381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:16.297077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.298829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.342200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:16.343186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.529410] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 8.1s | Global ETA: 25m 24s [2025-11-22T02:58:16.697474] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.74%, Actual: 6.76% [2025-11-22T02:58:16.763364] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 1.6s | Global ETA: 25m 24s [2025-11-22T02:58:16.764251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:16.764313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.765996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:16.766469] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:16.767109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:16.768260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.865427] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 2.11% [2025-11-22T02:58:16.890124] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.05% | Symbol ETA: 2.0s | Global ETA: 25m 24s [2025-11-22T02:58:16.891027] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:16.891088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:16.895804] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:16.896722] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:16.897417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.899131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:16.949561] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 9.6s | Global ETA: 25m 24s [2025-11-22T02:58:16.950449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:16.950524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:16.955303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:16.957094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:16.957571] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:16.959904] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:17.032668] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 3.31% [2025-11-22T02:58:17.081804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:17.082537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:17.197608] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.96%, Actual: 2.01% [2025-11-22T02:58:17.361627] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 1.0s | Global ETA: 25m 24s [2025-11-22T02:58:17.362991] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 1.39% [2025-11-22T02:58:17.493995] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.17% | Symbol ETA: 1.4s | Global ETA: 25m 24s [2025-11-22T02:58:17.529673] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 0.24% [2025-11-22T02:58:17.530703] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 0.32% [2025-11-22T02:58:17.665587] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.16%, Actual: 0.84% [2025-11-22T02:58:17.665810] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 8.8s | Global ETA: 25m 25s [2025-11-22T02:58:17.666690] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:17.666753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:17.671476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:17.673216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:17.673695] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:17.676014] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:17.695023] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 3.91% [2025-11-22T02:58:17.699020] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 4.06%, Actual: 0.68% [2025-11-22T02:58:17.797659] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:17.798386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:17.834385] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.73%, Actual: 0.95% [2025-11-22T02:58:17.860679] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.39% [2025-11-22T02:58:17.866991] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 0.34% [2025-11-22T02:58:18.003839] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.16%, Actual: 0.57% [2025-11-22T02:58:18.027752] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.23%, Actual: 0.68% [2025-11-22T02:58:18.035339] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 0.60% [2025-11-22T02:58:18.173362] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.23%, Actual: 2.37% [2025-11-22T02:58:18.203852] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 4.04% [2025-11-22T02:58:18.204069] [INFO ] [main ] APH: Magnitude Forecast Confidence: 36.5445% [2025-11-22T02:58:18.204173] [INFO ] [main ] APH: DISCARDED add_overnight_gap_amplitude (score: 36.54%) [2025-11-22T02:58:18.204224] [INFO ] [main ] APH: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T02:58:18.204257] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_overnight_gap_mag'] [2025-11-22T02:58:18.204293] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:18.205594] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.16%, Actual: 0.26% [2025-11-22T02:58:18.218353] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:18.219714] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:18.219778] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:18.221472] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:18.222283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:18.373426] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 1.21%, Actual: 1.00% [2025-11-22T02:58:18.376593] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.70% [2025-11-22T02:58:18.381119] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 8.1s | Global ETA: 25m 25s [2025-11-22T02:58:18.382011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:18.382073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:18.386814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:18.388556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:18.389064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:18.391354] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:18.511592] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:18.512359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:18.541259] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 0.52% [2025-11-22T02:58:18.544952] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 1.41% [2025-11-22T02:58:18.712916] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 0.35%, Actual: 0.06% [2025-11-22T02:58:18.714446] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.89%, Actual: 3.37% [2025-11-22T02:58:18.838225] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 13.1s | Global ETA: 25m 25s [2025-11-22T02:58:18.839096] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:18.839156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:18.840718] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:18.841423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:18.884842] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 1.08%, Actual: 1.27% [2025-11-22T02:58:18.896787] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.92% [2025-11-22T02:58:19.055901] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.05%, Actual: 5.74% [2025-11-22T02:58:19.068254] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 1.71% [2025-11-22T02:58:19.068468] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 43.9294% [2025-11-22T02:58:19.068554] [INFO ] [main ] PDX: DISCARDED add_volatility_decay_ratio (score: 43.93%) [2025-11-22T02:58:19.068601] [INFO ] [main ] PDX: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:58:19.068635] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:58:19.068691] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:19.080804] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:19.082158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:19.082222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:19.084009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:19.084519] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:19.085192] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:19.086343] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:19.088437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.097515] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 7.4s | Global ETA: 25m 25s [2025-11-22T02:58:19.098461] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:19.098528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:19.103487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:19.105355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:19.105879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:19.108320] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:19.227060] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.17%, Actual: 3.44% [2025-11-22T02:58:19.227274] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 43.2976% [2025-11-22T02:58:19.227361] [INFO ] [main ] KOP: DISCARDED add_true_range (score: 43.30%) [2025-11-22T02:58:19.227434] [INFO ] [main ] KOP: Testing feature 46/53: add_vol_of_vol [2025-11-22T02:58:19.227470] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_vol_of_vol'] [2025-11-22T02:58:19.227506] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:19.234142] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:19.235106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.239569] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:19.240875] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:19.240937] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:19.245766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:19.246759] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:19.247472] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:19.248551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.458779] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 12.5s | Global ETA: 25m 25s [2025-11-22T02:58:19.459727] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:19.459790] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:19.461387] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:19.462110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.683120] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 6.2s | Global ETA: 25m 25s [2025-11-22T02:58:19.684011] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:19.684073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:19.685806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:19.686285] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:19.686935] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:19.688059] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:19.690076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.816971] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.09% | Symbol ETA: 6.7s | Global ETA: 25m 25s [2025-11-22T02:58:19.893125] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -2.82% | Symbol ETA: 7.1s | Global ETA: 25m 25s [2025-11-22T02:58:19.894021] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:19.894084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:19.899153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:19.900083] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:19.900777] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:19.901818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:19.985737] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.02%, Actual: 0.35% [2025-11-22T02:58:20.106516] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 11.9s | Global ETA: 25m 25s [2025-11-22T02:58:20.107485] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:20.107545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:20.109118] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:20.109823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:20.154027] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.42%, Actual: 0.00% [2025-11-22T02:58:20.325298] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 1.39% [2025-11-22T02:58:20.372348] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 6.0s | Global ETA: 25m 25s [2025-11-22T02:58:20.373282] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:20.373346] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:20.375020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:20.375498] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:20.376150] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:20.377241] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:20.379241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:20.490158] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.10%, Actual: 0.89% [2025-11-22T02:58:20.519905] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 6.4s | Global ETA: 25m 25s [2025-11-22T02:58:20.520851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:20.520913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:20.525696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:20.526636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:20.527327] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:20.528418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:20.653924] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 1.20% [2025-11-22T02:58:20.723454] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 11.3s | Global ETA: 25m 25s [2025-11-22T02:58:20.724331] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:20.724390] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:20.725956] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:20.726657] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:20.818968] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 0.32% [2025-11-22T02:58:20.982105] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 5.3s | Global ETA: 25m 25s [2025-11-22T02:58:20.983130] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:20.983204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:20.984334] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.47% [2025-11-22T02:58:20.985296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:20.985836] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:20.986559] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:20.987745] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:20.989827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:21.125380] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.67% | Symbol ETA: 5.6s | Global ETA: 25m 26s [2025-11-22T02:58:21.126274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:21.126336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:21.131108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:21.132049] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:21.132744] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:21.133787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:21.148304] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 0.87% [2025-11-22T02:58:21.313660] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 1.04% [2025-11-22T02:58:21.331717] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 10.6s | Global ETA: 25m 26s [2025-11-22T02:58:21.332580] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:21.332658] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:21.334215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:21.334916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:21.478151] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.09%, Actual: 0.64% [2025-11-22T02:58:21.478353] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 32.4110% [2025-11-22T02:58:21.478438] [INFO ] [main ] LTC: DISCARDED add_prev_1100_to_open (score: 32.41%) [2025-11-22T02:58:21.478501] [INFO ] [main ] LTC: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:58:21.478534] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_prev_close_to_1100'] [2025-11-22T02:58:21.478570] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:21.490401] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:21.491869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:21.491931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:21.496619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:21.498410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:21.498901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:21.501213] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:21.598523] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 4.6s | Global ETA: 25m 26s [2025-11-22T02:58:21.599417] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:21.599479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:21.601116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:21.601604] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:21.602251] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:21.603326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:21.605322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:21.626994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:21.627890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:21.734823] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.20% | Symbol ETA: 5.0s | Global ETA: 25m 26s [2025-11-22T02:58:21.735738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:21.735803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:21.741618] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:21.742617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:21.743333] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:21.744990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.003626] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 10.0s | Global ETA: 25m 26s [2025-11-22T02:58:22.004512] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:22.004572] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:22.006133] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:22.006888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.215721] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 12.6s | Global ETA: 25m 26s [2025-11-22T02:58:22.216596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:22.216699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:22.221416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:22.223144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:22.223608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:22.225947] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:22.227062] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.77% | Symbol ETA: 4.0s | Global ETA: 25m 26s [2025-11-22T02:58:22.227968] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:22.228031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:22.229684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:22.230168] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:22.230810] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:22.231884] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:22.233874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.348261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:22.349038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.349163] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.73% | Symbol ETA: 4.3s | Global ETA: 25m 26s [2025-11-22T02:58:22.350052] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:22.350114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:22.354889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:22.355816] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:22.356486] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:22.357558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.628260] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 9.4s | Global ETA: 25m 26s [2025-11-22T02:58:22.629177] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:22.629238] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:22.630819] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:22.631522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.840986] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.87% | Symbol ETA: 3.3s | Global ETA: 25m 26s [2025-11-22T02:58:22.842004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:22.842071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:22.843849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:22.844361] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:22.845087] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:22.846266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:22.848377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:22.926299] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 11.8s | Global ETA: 25m 26s [2025-11-22T02:58:22.927193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:22.927256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:22.932104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:22.933838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:22.934296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:22.936601] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:22.963428] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 5.18% | Symbol ETA: 3.7s | Global ETA: 25m 26s [2025-11-22T02:58:22.964339] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:22.964402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:22.969250] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:22.970248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:22.970951] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:22.972012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.058549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:23.059338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.249389] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 8.8s | Global ETA: 25m 26s [2025-11-22T02:58:23.250272] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:23.250332] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:23.252262] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:23.252976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.450487] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 2.7s | Global ETA: 25m 26s [2025-11-22T02:58:23.451395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:23.451460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:23.453153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:23.453673] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:23.454312] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:23.455443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:23.457524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.568968] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.76% | Symbol ETA: 3.1s | Global ETA: 25m 26s [2025-11-22T02:58:23.569907] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:23.569971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:23.574961] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:23.575943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:23.576666] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:23.577811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.636958] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 11.0s | Global ETA: 25m 26s [2025-11-22T02:58:23.637864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:23.637931] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:23.642629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:23.644367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:23.644846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:23.647149] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:23.768486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:23.769288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:23.869771] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.46% | Symbol ETA: 8.2s | Global ETA: 25m 26s [2025-11-22T02:58:23.870631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:23.870715] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:23.872256] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T02:58:23.872967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.063363] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.89% | Symbol ETA: 2.1s | Global ETA: 25m 26s [2025-11-22T02:58:24.064258] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:24.064321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:24.065950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:24.066430] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:24.067059] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:24.068147] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:24.070104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.187390] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 2.5s | Global ETA: 25m 26s [2025-11-22T02:58:24.188322] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:24.188386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:24.193408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:24.194376] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:24.195107] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:24.196217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.359869] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.57% | Symbol ETA: 10.3s | Global ETA: 25m 26s [2025-11-22T02:58:24.361335] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:24.361397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:24.366352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:24.368197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:24.368737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:24.371157] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:24.499589] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.39% | Symbol ETA: 7.5s | Global ETA: 25m 27s [2025-11-22T02:58:24.500186] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:24.501145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.669605] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.87% | Symbol ETA: 1.5s | Global ETA: 25m 27s [2025-11-22T02:58:24.670207] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 6.76% [2025-11-22T02:58:24.670515] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T02:58:24.670581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:24.672266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:24.672809] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:24.673444] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:24.674555] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:24.676765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.801268] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -4.74% | Symbol ETA: 1.9s | Global ETA: 25m 27s [2025-11-22T02:58:24.802168] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:24.802230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:24.806974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:24.807938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:24.808602] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:24.809691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:24.836566] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 2.11% [2025-11-22T02:58:25.003496] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 3.31% [2025-11-22T02:58:25.091854] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 9.6s | Global ETA: 25m 27s [2025-11-22T02:58:25.092747] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:25.092809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:25.097568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:25.099313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:25.099802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:25.102132] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:25.175339] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 2.01% [2025-11-22T02:58:25.224038] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:25.224973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:25.318807] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 0.8s | Global ETA: 25m 27s [2025-11-22T02:58:25.353833] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.39% [2025-11-22T02:58:25.402892] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 1.2s | Global ETA: 25m 27s [2025-11-22T02:58:25.493287] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.32% [2025-11-22T02:58:25.526241] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 0.24% [2025-11-22T02:58:25.571568] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -2.82%, Actual: 0.84% [2025-11-22T02:58:25.679582] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.68% [2025-11-22T02:58:25.698894] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 3.91% [2025-11-22T02:58:25.744929] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 0.95% [2025-11-22T02:58:25.817599] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 8.9s | Global ETA: 25m 27s [2025-11-22T02:58:25.818501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:25.818563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:25.823326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:25.825065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:25.825527] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:25.827875] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:25.859971] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.89%, Actual: 0.34% [2025-11-22T02:58:25.868910] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 0.39% [2025-11-22T02:58:25.917050] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.67%, Actual: 0.57% [2025-11-22T02:58:25.955147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:25.956045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:26.029473] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 0.60% [2025-11-22T02:58:26.036874] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 0.68% [2025-11-22T02:58:26.083099] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.20%, Actual: 2.37% [2025-11-22T02:58:26.198597] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.77%, Actual: 0.26% [2025-11-22T02:58:26.203592] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.39%, Actual: 4.04% [2025-11-22T02:58:26.203824] [INFO ] [main ] APH: Magnitude Forecast Confidence: 27.8923% [2025-11-22T02:58:26.203904] [INFO ] [main ] APH: DISCARDED add_overnight_gap_mag (score: 27.89%) [2025-11-22T02:58:26.203949] [INFO ] [main ] APH: Testing feature 29/53: add_pct_change [2025-11-22T02:58:26.203982] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_pct_change'] [2025-11-22T02:58:26.204016] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:26.216910] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:26.218228] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:26.218288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:26.219910] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:26.221908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:26.252308] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.73%, Actual: 0.70% [2025-11-22T02:58:26.368333] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.87%, Actual: 1.00% [2025-11-22T02:58:26.418477] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 5.18%, Actual: 1.41% [2025-11-22T02:58:26.539763] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 0.52% [2025-11-22T02:58:26.549964] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 8.2s | Global ETA: 25m 27s [2025-11-22T02:58:26.550917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:26.550983] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:26.555938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:26.557842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:26.558316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:26.560820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:26.586356] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.76%, Actual: 3.37% [2025-11-22T02:58:26.695035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:26.696256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:26.708884] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.89%, Actual: 0.06% [2025-11-22T02:58:26.751604] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.27% [2025-11-22T02:58:26.835481] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 12.4s | Global ETA: 25m 27s [2025-11-22T02:58:26.836389] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:26.836450] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:26.838053] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:26.840010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:26.882935] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.87%, Actual: 0.92% [2025-11-22T02:58:26.916059] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.74%, Actual: 5.74% [2025-11-22T02:58:27.048126] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 1.71% [2025-11-22T02:58:27.048318] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 43.0623% [2025-11-22T02:58:27.048403] [INFO ] [main ] PDX: DISCARDED add_volatility_state_percentiles (score: 43.06%) [2025-11-22T02:58:27.048446] [INFO ] [main ] PDX: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:58:27.048478] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_dispersion'] [2025-11-22T02:58:27.048534] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:27.060310] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:27.061805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:27.061866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:27.063516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:27.064041] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:27.064676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:27.066009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:27.082225] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.69%, Actual: 3.44% [2025-11-22T02:58:27.082380] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 51.3841% [2025-11-22T02:58:27.082469] [INFO ] [main ] KOP: DISCARDED add_vol_of_vol (score: 51.38%) [2025-11-22T02:58:27.082514] [INFO ] [main ] KOP: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T02:58:27.082546] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_volatility_decay_ratio'] [2025-11-22T02:58:27.082580] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:27.094094] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:27.095533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:27.095594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:27.100358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:27.101302] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:27.101996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:27.103064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:27.290280] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 7.5s | Global ETA: 25m 27s [2025-11-22T02:58:27.291185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:27.291246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:27.296016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:27.297779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:27.298247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:27.300558] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:27.422625] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:27.423434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:27.455765] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 11.8s | Global ETA: 25m 27s [2025-11-22T02:58:27.456638] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:27.456720] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:27.458317] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:27.460290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:27.657129] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.42% | Symbol ETA: 6.0s | Global ETA: 25m 27s [2025-11-22T02:58:27.658067] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:27.658129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:27.659770] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:27.660262] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:27.660921] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:27.662247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:27.693508] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 1.63% | Symbol ETA: 6.4s | Global ETA: 25m 27s [2025-11-22T02:58:27.694378] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:27.694439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:27.699158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:27.700094] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:27.700789] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:27.701875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.005604] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.03% | Symbol ETA: 6.8s | Global ETA: 25m 28s [2025-11-22T02:58:28.006880] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:28.006943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:28.011686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:28.013396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:28.013885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:28.016177] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:28.080959] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 11.2s | Global ETA: 25m 28s [2025-11-22T02:58:28.081967] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:28.082029] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:28.083762] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:28.085859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.137923] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:28.138735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.251215] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 4.04% | Symbol ETA: 5.4s | Global ETA: 25m 28s [2025-11-22T02:58:28.252117] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:28.252178] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:28.253808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:28.254291] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:28.254933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:28.256271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.303734] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 3.38% | Symbol ETA: 5.9s | Global ETA: 25m 28s [2025-11-22T02:58:28.304598] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:28.304689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:28.309410] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:28.310343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:28.311035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:28.312126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.732115] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 6.0s | Global ETA: 25m 28s [2025-11-22T02:58:28.744155] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 10.6s | Global ETA: 25m 28s [2025-11-22T02:58:28.745183] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:28.745246] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:28.747074] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:28.749365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.853413] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -2.31% | Symbol ETA: 4.8s | Global ETA: 25m 28s [2025-11-22T02:58:28.854302] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:28.854363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:28.856000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:28.856475] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:28.857453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:28.858806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:28.900295] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 0.35% [2025-11-22T02:58:28.964163] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -3.19% | Symbol ETA: 5.4s | Global ETA: 25m 28s [2025-11-22T02:58:28.965057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:28.965118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:28.969855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:28.970777] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:28.971454] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:28.972541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:29.074460] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.00% [2025-11-22T02:58:29.246689] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.39% [2025-11-22T02:58:29.403714] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 10.0s | Global ETA: 25m 28s [2025-11-22T02:58:29.404588] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:29.404682] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:29.406276] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:29.408281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:29.420743] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.57%, Actual: 0.89% [2025-11-22T02:58:29.452146] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.54% | Symbol ETA: 4.3s | Global ETA: 25m 28s [2025-11-22T02:58:29.453041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:29.453102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:29.454759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:29.455237] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:29.455874] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:29.457202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:29.567006] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 4.7s | Global ETA: 25m 28s [2025-11-22T02:58:29.567950] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:29.568011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:29.575668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:29.576576] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:29.577261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:29.578372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:29.596469] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 1.20% [2025-11-22T02:58:29.774448] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 0.32% [2025-11-22T02:58:29.949311] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.47% [2025-11-22T02:58:30.020081] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 9.4s | Global ETA: 25m 28s [2025-11-22T02:58:30.020984] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:30.021044] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:30.022596] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:30.024567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.046248] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.85% | Symbol ETA: 3.6s | Global ETA: 25m 28s [2025-11-22T02:58:30.047180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:30.047242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:30.048964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:30.049475] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:30.050119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:30.051478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.121030] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.87% [2025-11-22T02:58:30.205467] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.54% | Symbol ETA: 4.1s | Global ETA: 25m 28s [2025-11-22T02:58:30.206362] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:30.206424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:30.211189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:30.212146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:30.212873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:30.213972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.289172] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.03%, Actual: 1.04% [2025-11-22T02:58:30.456795] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.56%, Actual: 0.64% [2025-11-22T02:58:30.456996] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.5009% [2025-11-22T02:58:30.457075] [INFO ] [main ] LTC: DISCARDED add_prev_close_to_1100 (score: 39.50%) [2025-11-22T02:58:30.457117] [INFO ] [main ] LTC: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:58:30.457150] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_prev_close_to_open'] [2025-11-22T02:58:30.457184] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:30.469883] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:30.471188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:30.471250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:30.476121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:30.477968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:30.478446] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:30.480847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:30.613693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:30.614795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.640433] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.80% | Symbol ETA: 8.8s | Global ETA: 25m 28s [2025-11-22T02:58:30.641363] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:30.641423] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:30.643087] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:30.645069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.647519] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.09% | Symbol ETA: 3.1s | Global ETA: 25m 28s [2025-11-22T02:58:30.648412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:30.648474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:30.650147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:30.650627] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:30.651266] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:30.652606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:30.826374] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.08% | Symbol ETA: 3.5s | Global ETA: 25m 28s [2025-11-22T02:58:30.827274] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:30.827335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:30.832131] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:30.833093] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:30.833789] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:30.834875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.221276] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 12.4s | Global ETA: 25m 29s [2025-11-22T02:58:31.222233] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:31.222305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:31.227204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:31.229425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:31.230138] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:31.232706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:31.245537] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -1.10% | Symbol ETA: 2.5s | Global ETA: 25m 29s [2025-11-22T02:58:31.246458] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:31.246519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:31.248201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:31.248725] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:31.249344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:31.250706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.270225] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.48% | Symbol ETA: 8.1s | Global ETA: 25m 29s [2025-11-22T02:58:31.271126] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:31.271186] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:31.272747] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:31.274724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.365914] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:31.366981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.485983] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 2.70% | Symbol ETA: 2.9s | Global ETA: 25m 29s [2025-11-22T02:58:31.486937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:31.487001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:31.492276] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:31.493408] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:31.494137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:31.495317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.848910] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.97% | Symbol ETA: 1.9s | Global ETA: 25m 29s [2025-11-22T02:58:31.849817] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:31.849879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:31.851519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:31.852019] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:31.852633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:31.854022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:31.910971] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 7.5s | Global ETA: 25m 29s [2025-11-22T02:58:31.911942] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:31.912004] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:31.913658] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T02:58:31.915751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.005394] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 11.8s | Global ETA: 25m 29s [2025-11-22T02:58:32.006305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:32.006368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:32.011185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:32.012951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:32.013412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:32.015807] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:32.153995] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 2.3s | Global ETA: 25m 29s [2025-11-22T02:58:32.154926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:32.154988] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:32.157407] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:32.158387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.159725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:32.160661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:32.161332] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:32.162420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.452888] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 1.3s | Global ETA: 25m 29s [2025-11-22T02:58:32.453845] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:32.453909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:32.455660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:32.456241] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:32.457043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:32.458451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.550610] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.17% | Symbol ETA: 6.9s | Global ETA: 25m 29s [2025-11-22T02:58:32.720197] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.19%, Actual: 6.76% [2025-11-22T02:58:32.748946] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 10.9s | Global ETA: 25m 29s [2025-11-22T02:58:32.749870] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:32.749932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:32.754621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:32.756362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:32.756841] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:32.759144] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:32.763753] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.20% | Symbol ETA: 1.7s | Global ETA: 25m 29s [2025-11-22T02:58:32.764678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:32.764743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:32.769944] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:32.771029] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:32.771801] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T02:58:32.772981] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.888844] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:32.889781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:32.894346] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 2.11% [2025-11-22T02:58:33.069577] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 3.31% [2025-11-22T02:58:33.091770] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 0.7s | Global ETA: 25m 29s [2025-11-22T02:58:33.239898] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.01% [2025-11-22T02:58:33.260521] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.42%, Actual: 0.32% [2025-11-22T02:58:33.392349] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 1.0s | Global ETA: 25m 29s [2025-11-22T02:58:33.408025] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 1.39% [2025-11-22T02:58:33.427693] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 4.04%, Actual: 0.68% [2025-11-22T02:58:33.478972] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.71% | Symbol ETA: 10.1s | Global ETA: 25m 29s [2025-11-22T02:58:33.479850] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:33.479912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:33.484627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:33.486406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:33.486884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:33.489253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:33.573395] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 1.63%, Actual: 0.84% [2025-11-22T02:58:33.576102] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 0.24% [2025-11-22T02:58:33.595694] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -2.31%, Actual: 0.34% [2025-11-22T02:58:33.614247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:33.615105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:33.740556] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.80%, Actual: 3.91% [2025-11-22T02:58:33.749284] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 3.38%, Actual: 0.95% [2025-11-22T02:58:33.763017] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.54%, Actual: 0.60% [2025-11-22T02:58:33.905032] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.48%, Actual: 0.39% [2025-11-22T02:58:33.923730] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -3.19%, Actual: 0.57% [2025-11-22T02:58:33.931457] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.85%, Actual: 0.26% [2025-11-22T02:58:34.069370] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 0.68% [2025-11-22T02:58:34.092467] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 2.37% [2025-11-22T02:58:34.126050] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.09%, Actual: 1.00% [2025-11-22T02:58:34.203883] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 9.3s | Global ETA: 25m 29s [2025-11-22T02:58:34.204781] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:34.204843] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:34.209518] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:34.211232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:34.211711] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:34.213997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:34.237024] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.17%, Actual: 4.04% [2025-11-22T02:58:34.237248] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.4219% [2025-11-22T02:58:34.237327] [INFO ] [main ] APH: DISCARDED add_pct_change (score: 33.42%) [2025-11-22T02:58:34.237392] [INFO ] [main ] APH: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T02:58:34.237428] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_preclose_acceleration_mag'] [2025-11-22T02:58:34.237462] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:34.250398] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:34.251700] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:34.251759] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:34.253338] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:34.254373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:34.266157] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.54%, Actual: 0.70% [2025-11-22T02:58:34.294341] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -1.10%, Actual: 0.52% [2025-11-22T02:58:34.336516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:34.337297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:34.435840] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 1.41% [2025-11-22T02:58:34.461029] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 0.06% [2025-11-22T02:58:34.616011] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 2.70%, Actual: 3.37% [2025-11-22T02:58:34.629671] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 0.92% [2025-11-22T02:58:34.789538] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 1.27% [2025-11-22T02:58:34.797402] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 1.71% [2025-11-22T02:58:34.800719] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 30.3229% [2025-11-22T02:58:34.800804] [INFO ] [main ] PDX: DISCARDED add_volume_dispersion (score: 30.32%) [2025-11-22T02:58:34.800848] [INFO ] [main ] PDX: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:58:34.800880] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_flow_differentials'] [2025-11-22T02:58:34.800914] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:34.813734] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:34.815194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:34.815256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:34.816944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:34.817479] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:34.818132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:34.820854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:34.864867] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.43% | Symbol ETA: 11.9s | Global ETA: 25m 30s [2025-11-22T02:58:34.865789] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:34.865850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:34.867445] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:34.868460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:34.920244] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 8.6s | Global ETA: 25m 30s [2025-11-22T02:58:34.921134] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:34.921197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:34.925977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:34.927737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:34.928201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:34.930546] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:34.957292] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.20%, Actual: 5.74% [2025-11-22T02:58:35.057249] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:35.058219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:35.124345] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 3.44% [2025-11-22T02:58:35.124556] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 39.6972% [2025-11-22T02:58:35.124666] [INFO ] [main ] KOP: DISCARDED add_volatility_decay_ratio (score: 39.70%) [2025-11-22T02:58:35.124712] [INFO ] [main ] KOP: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T02:58:35.124745] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T02:58:35.125121] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:35.138340] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:35.139697] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:35.139762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:35.144564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:35.145524] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:35.146213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:35.148018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:35.148491] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:35.149578] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:35.151581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:35.456024] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 6.2s | Global ETA: 25m 30s [2025-11-22T02:58:35.456923] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:35.456985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:35.458672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:35.459174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:35.459820] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:35.462553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:35.485365] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 11.3s | Global ETA: 25m 30s [2025-11-22T02:58:35.486255] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:35.486316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:35.487950] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:35.488960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:35.650903] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 7.8s | Global ETA: 25m 30s [2025-11-22T02:58:35.651796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:35.651859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:35.656557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:35.658308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:35.658790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:35.661112] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:35.744874] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 6.3s | Global ETA: 25m 30s [2025-11-22T02:58:35.745766] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:35.745830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:35.750756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:35.751723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:35.752450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:35.754257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:35.754748] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:35.755836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:35.757918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:35.790377] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:35.791381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.071335] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 5.5s | Global ETA: 25m 30s [2025-11-22T02:58:36.072275] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:36.072339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:36.074100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:36.074604] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:36.075290] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:36.078087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.104497] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 10.7s | Global ETA: 25m 30s [2025-11-22T02:58:36.105399] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:36.105461] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:36.107020] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:36.108064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.352116] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 5.7s | Global ETA: 25m 30s [2025-11-22T02:58:36.353035] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:36.353111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:36.357861] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:36.358781] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:36.359446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:36.361154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:36.361608] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:36.362673] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:36.364631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.386106] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 7.1s | Global ETA: 25m 30s [2025-11-22T02:58:36.387016] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:36.387081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:36.391912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:36.393629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:36.394120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:36.396442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:36.526700] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:36.527720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.726827] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 10.1s | Global ETA: 25m 30s [2025-11-22T02:58:36.727906] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:36.727980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:36.729789] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:36.730953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.740562] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 5.0s | Global ETA: 25m 30s [2025-11-22T02:58:36.741879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:36.741963] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:36.744430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:36.745177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:36.746144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:36.749933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:36.987938] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 0.93% | Symbol ETA: 5.2s | Global ETA: 25m 30s [2025-11-22T02:58:36.988993] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:36.989063] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:36.994506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:36.995617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:36.996388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:36.998537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:36.999216] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:37.000551] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:37.002772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:37.312508] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 6.4s | Global ETA: 25m 30s [2025-11-22T02:58:37.314012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:37.314102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:37.320382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:37.323159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:37.323947] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:37.327635] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:37.500364] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:37.501382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:37.595885] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 9.7s | Global ETA: 25m 30s [2025-11-22T02:58:37.597231] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:37.597314] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:37.599779] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:37.601364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:37.611665] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 0.39% | Symbol ETA: 4.7s | Global ETA: 25m 30s [2025-11-22T02:58:37.612716] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:37.612785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:37.614562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:37.615155] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:37.615858] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:37.618813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:37.791830] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.07% | Symbol ETA: 4.8s | Global ETA: 25m 30s [2025-11-22T02:58:37.792966] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:37.793046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:37.798341] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:37.799403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:37.800137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:37.801983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:37.802474] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:37.803618] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:37.805715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:38.173486] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 5.6s | Global ETA: 25m 31s [2025-11-22T02:58:38.235695] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 9.0s | Global ETA: 25m 31s [2025-11-22T02:58:38.236633] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:38.236716] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:38.238528] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:38.239606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:38.279470] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.19% | Symbol ETA: 3.9s | Global ETA: 25m 31s [2025-11-22T02:58:38.280406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:38.280471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:38.282349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:38.282876] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:38.283601] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:38.286828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:38.352870] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.35% [2025-11-22T02:58:38.423302] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 4.1s | Global ETA: 25m 31s [2025-11-22T02:58:38.424192] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:38.424256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:38.429117] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:38.430077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:38.430781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:38.432471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:38.432954] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:38.433997] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:38.436347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:38.525728] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 0.00% [2025-11-22T02:58:38.694968] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 1.39% [2025-11-22T02:58:38.864941] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.71%, Actual: 0.89% [2025-11-22T02:58:38.878357] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 8.4s | Global ETA: 25m 31s [2025-11-22T02:58:38.879301] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:38.879361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:38.880920] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:38.881975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:38.930774] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 3.2s | Global ETA: 25m 31s [2025-11-22T02:58:38.931842] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:38.931908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:38.933786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:38.934354] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:38.935028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:38.937951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:39.035166] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 1.20% [2025-11-22T02:58:39.050432] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 5.15% | Symbol ETA: 3.5s | Global ETA: 25m 31s [2025-11-22T02:58:39.051318] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:39.051382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:39.056180] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:39.057105] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:39.057810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:39.059553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:39.060037] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:39.061139] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:39.063182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:39.212848] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 0.32% [2025-11-22T02:58:39.380167] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 0.47% [2025-11-22T02:58:39.515746] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.28% | Symbol ETA: 7.7s | Global ETA: 25m 31s [2025-11-22T02:58:39.516612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:39.516698] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:39.518311] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:39.519347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:39.548999] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 0.87% [2025-11-22T02:58:39.569315] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 2.46% | Symbol ETA: 2.5s | Global ETA: 25m 31s [2025-11-22T02:58:39.572600] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:39.572688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:39.574437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:39.576527] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:39.577192] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:39.580047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:39.659883] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 2.8s | Global ETA: 25m 31s [2025-11-22T02:58:39.660783] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:39.660846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:39.665677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:39.666580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:39.667270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:39.669062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:39.669530] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:39.670557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:39.672498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:39.723123] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 1.04% [2025-11-22T02:58:39.892525] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.64% [2025-11-22T02:58:39.892743] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.0117% [2025-11-22T02:58:39.892828] [INFO ] [main ] LTC: DISCARDED add_prev_close_to_open (score: 45.01%) [2025-11-22T02:58:39.892893] [INFO ] [main ] LTC: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:58:39.892983] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_prior_day_tail_pressure'] [2025-11-22T02:58:39.893029] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:39.905520] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:39.906801] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:39.906864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:39.911719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:39.913550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:39.914032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:39.916404] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:40.049661] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:40.052836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.163428] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 7.0s | Global ETA: 25m 31s [2025-11-22T02:58:40.164332] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:40.164392] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:40.165948] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:58:40.167003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.218281] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 1.8s | Global ETA: 25m 31s [2025-11-22T02:58:40.219352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:40.219418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:40.221257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:40.221824] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:40.222477] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:40.225392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.276364] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -3.20% | Symbol ETA: 2.1s | Global ETA: 25m 31s [2025-11-22T02:58:40.277281] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:40.277345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:40.282085] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:40.283051] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:40.283771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:40.285461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:40.285933] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:40.287004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:40.289030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.647110] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 12.1s | Global ETA: 25m 31s [2025-11-22T02:58:40.648068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:40.648138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:40.653146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:40.654961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:40.655453] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:40.657895] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:40.787462] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:40.790559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.805007] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -2.16% | Symbol ETA: 6.4s | Global ETA: 25m 31s [2025-11-22T02:58:40.852164] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 1.1s | Global ETA: 25m 31s [2025-11-22T02:58:40.853162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:40.853227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:40.855117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:40.855692] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:40.856380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:40.859350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.888153] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.73% | Symbol ETA: 1.5s | Global ETA: 25m 31s [2025-11-22T02:58:40.889162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:58:40.889226] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:40.894000] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:40.894962] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:40.895632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:40.897392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:40.897870] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T02:58:40.898918] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T02:58:40.900896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:40.974232] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.43%, Actual: 6.76% [2025-11-22T02:58:41.142107] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 2.11% [2025-11-22T02:58:41.308221] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 3.31% [2025-11-22T02:58:41.380883] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 11.3s | Global ETA: 25m 32s [2025-11-22T02:58:41.381803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:41.381866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:41.386681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:41.388455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:41.388934] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:41.391337] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:41.480524] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 2.01% [2025-11-22T02:58:41.488107] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.23% | Symbol ETA: 0.5s | Global ETA: 25m 32s [2025-11-22T02:58:41.500596] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.16% | Symbol ETA: 0.9s | Global ETA: 25m 32s [2025-11-22T02:58:41.520931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:41.524122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:41.662203] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 1.39% [2025-11-22T02:58:41.666619] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 0.32% [2025-11-22T02:58:41.669449] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 0.84% [2025-11-22T02:58:41.837136] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 0.95% [2025-11-22T02:58:41.848515] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 0.68% [2025-11-22T02:58:41.852764] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 0.24% [2025-11-22T02:58:42.005372] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 0.57% [2025-11-22T02:58:42.023987] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 0.34% [2025-11-22T02:58:42.031695] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 3.91% [2025-11-22T02:58:42.118416] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 10.6s | Global ETA: 25m 32s [2025-11-22T02:58:42.119291] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:42.119357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:42.124344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:42.126147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:42.126620] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:42.129080] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:42.172480] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.07%, Actual: 2.37% [2025-11-22T02:58:42.203726] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.39% [2025-11-22T02:58:42.204170] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 0.39%, Actual: 0.60% [2025-11-22T02:58:42.257202] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:42.260278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:42.338439] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 0.70% [2025-11-22T02:58:42.373116] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.68% [2025-11-22T02:58:42.379546] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.19%, Actual: 0.26% [2025-11-22T02:58:42.506583] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 5.15%, Actual: 1.41% [2025-11-22T02:58:42.550550] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.96%, Actual: 1.00% [2025-11-22T02:58:42.562162] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -2.16%, Actual: 4.04% [2025-11-22T02:58:42.562379] [INFO ] [main ] APH: Magnitude Forecast Confidence: 30.8271% [2025-11-22T02:58:42.562472] [INFO ] [main ] APH: DISCARDED add_preclose_acceleration_mag (score: 30.83%) [2025-11-22T02:58:42.562517] [INFO ] [main ] APH: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T02:58:42.562552] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_prev_1100_to_open'] [2025-11-22T02:58:42.562589] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:42.576564] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:42.578377] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:42.578445] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:42.580213] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:42.581033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:42.675386] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 1.97%, Actual: 3.37% [2025-11-22T02:58:42.725576] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 2.46%, Actual: 0.52% [2025-11-22T02:58:42.843967] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.20%, Actual: 1.27% [2025-11-22T02:58:42.864242] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 9.9s | Global ETA: 25m 32s [2025-11-22T02:58:42.865148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:42.865225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:42.870117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:42.871865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:42.872324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:42.874707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:42.894036] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 0.06% [2025-11-22T02:58:43.000081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:43.003156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.014218] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.73%, Actual: 5.74% [2025-11-22T02:58:43.068886] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.89%, Actual: 0.92% [2025-11-22T02:58:43.182154] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.16%, Actual: 3.44% [2025-11-22T02:58:43.182372] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 42.3321% [2025-11-22T02:58:43.182447] [INFO ] [main ] KOP: DISCARDED add_volatility_state_percentiles (score: 42.33%) [2025-11-22T02:58:43.182488] [INFO ] [main ] KOP: Testing feature 49/53: add_volume_dispersion [2025-11-22T02:58:43.182521] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_volume_dispersion'] [2025-11-22T02:58:43.182555] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:43.194077] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:43.195474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:43.195879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:43.200681] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:43.201602] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:43.202294] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:43.203635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.212080] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.06% | Symbol ETA: 11.8s | Global ETA: 25m 32s [2025-11-22T02:58:43.212968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:43.213028] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:43.214578] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:43.215291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.248939] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.23%, Actual: 1.71% [2025-11-22T02:58:43.249133] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 44.3062% [2025-11-22T02:58:43.249212] [INFO ] [main ] PDX: DISCARDED add_volume_flow_differentials (score: 44.31%) [2025-11-22T02:58:43.249253] [INFO ] [main ] PDX: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:58:43.249286] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_pressure_into_close'] [2025-11-22T02:58:43.249319] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:43.260972] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:43.262262] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:43.262325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:43.264040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:43.264549] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:43.265286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:43.266924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.605857] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 9.1s | Global ETA: 25m 32s [2025-11-22T02:58:43.607098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:43.607164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:43.612215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:43.614125] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:43.614619] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:43.617071] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:43.748396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:43.751781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.839047] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 6.5s | Global ETA: 25m 32s [2025-11-22T02:58:43.840106] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:43.840184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:43.845254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:43.846274] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:43.847008] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:43.851260] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.80% | Symbol ETA: 11.2s | Global ETA: 25m 32s [2025-11-22T02:58:43.851980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.852305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:43.852370] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:43.853972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:43.854691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:43.876949] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -1.63% | Symbol ETA: 5.9s | Global ETA: 25m 32s [2025-11-22T02:58:43.877939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:43.878004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:43.879785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:43.880294] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:43.880969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:43.882633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:44.364682] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -2.06% | Symbol ETA: 8.4s | Global ETA: 25m 32s [2025-11-22T02:58:44.365591] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:44.365676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:44.370534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:44.372408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:44.372917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:44.375550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:44.473391] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.09% | Symbol ETA: 5.8s | Global ETA: 25m 32s [2025-11-22T02:58:44.474561] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:44.474633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:44.480112] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:44.481134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:44.481860] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:44.483288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:44.488562] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 10.6s | Global ETA: 25m 32s [2025-11-22T02:58:44.489963] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:44.490026] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:44.491698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:44.492457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:44.508447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:44.511607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:44.540732] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 2.30% | Symbol ETA: 5.5s | Global ETA: 25m 32s [2025-11-22T02:58:44.541608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:44.541694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:44.543336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:44.543840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:44.544456] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:44.546086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.108017] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 7.7s | Global ETA: 25m 33s [2025-11-22T02:58:45.108975] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:45.109042] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:45.114011] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:45.115802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:45.116297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:45.118522] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.80% | Symbol ETA: 9.9s | Global ETA: 25m 33s [2025-11-22T02:58:45.118759] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:45.119460] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:45.119521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:45.121089] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:45.121328] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.90% | Symbol ETA: 5.2s | Global ETA: 25m 33s [2025-11-22T02:58:45.121880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.122224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:45.122289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:45.127047] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:45.127998] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:45.128729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:45.130102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.158244] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 4.8s | Global ETA: 25m 33s [2025-11-22T02:58:45.159233] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:45.159311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:45.161051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:45.161558] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:45.162217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:45.163897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.247449] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:45.250592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.724614] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.56% | Symbol ETA: 4.5s | Global ETA: 25m 33s [2025-11-22T02:58:45.725505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:45.725567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:45.730376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:45.731297] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:45.731985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:45.733377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.750226] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 9.3s | Global ETA: 25m 33s [2025-11-22T02:58:45.751156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:45.751217] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:45.752803] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:45.753499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.777678] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.17% | Symbol ETA: 4.1s | Global ETA: 25m 33s [2025-11-22T02:58:45.778608] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:45.778689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:45.780352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:45.780890] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:45.781511] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:45.783145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:45.846353] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 6.9s | Global ETA: 25m 33s [2025-11-22T02:58:45.847276] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:45.847341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:45.852411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:45.854232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:45.854802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:45.857280] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:45.988498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:45.991687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.324465] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 2.01% | Symbol ETA: 3.8s | Global ETA: 25m 33s [2025-11-22T02:58:46.325351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:46.325413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:46.330253] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:46.331179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:46.331875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:46.333208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.390528] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -2.24% | Symbol ETA: 3.5s | Global ETA: 25m 33s [2025-11-22T02:58:46.391420] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:46.391482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:46.393299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:46.393840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:46.394465] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:46.396090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.427136] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 8.7s | Global ETA: 25m 33s [2025-11-22T02:58:46.428564] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:46.428624] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:46.430213] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:46.430918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.605057] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.31% | Symbol ETA: 6.2s | Global ETA: 25m 33s [2025-11-22T02:58:46.605957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:46.606021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:46.610740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:46.612460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:46.612946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:46.615257] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:46.743381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:58:46.746639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.920609] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 3.2s | Global ETA: 25m 33s [2025-11-22T02:58:46.921509] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:46.921571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:46.926277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:46.927204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:46.927923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:46.929247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:46.994702] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 2.8s | Global ETA: 25m 33s [2025-11-22T02:58:46.995571] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:46.995632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:46.997301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:46.997829] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:46.998445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:47.000097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:47.059228] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 8.0s | Global ETA: 25m 33s [2025-11-22T02:58:47.060143] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:47.060205] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:47.061771] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:47.062448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:47.347021] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 5.4s | Global ETA: 25m 33s [2025-11-22T02:58:47.522207] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 0.35% [2025-11-22T02:58:47.524661] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.46% | Symbol ETA: 2.5s | Global ETA: 25m 33s [2025-11-22T02:58:47.525525] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:47.525587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:47.530530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:47.531508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:47.532216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:47.533993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:47.590388] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 2.2s | Global ETA: 25m 33s [2025-11-22T02:58:47.591289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:47.591351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:47.593010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:47.593523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:47.594159] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:47.595806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:47.680152] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.00% | Symbol ETA: 7.4s | Global ETA: 25m 33s [2025-11-22T02:58:47.681036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:47.681097] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:47.682686] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:47.683361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:47.690474] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 0.00% [2025-11-22T02:58:47.871054] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.39% [2025-11-22T02:58:48.039572] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 0.89% [2025-11-22T02:58:48.133760] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 1.9s | Global ETA: 25m 34s [2025-11-22T02:58:48.134626] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:48.134724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:48.139438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:48.140352] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:48.141036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:48.142351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:48.184469] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 1.6s | Global ETA: 25m 34s [2025-11-22T02:58:48.185390] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:48.185455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:48.187186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:48.187752] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:48.188408] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:48.190074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:48.225136] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 1.20% [2025-11-22T02:58:48.300907] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.36% | Symbol ETA: 6.7s | Global ETA: 25m 34s [2025-11-22T02:58:48.301789] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:48.302167] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:48.303724] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:48.304400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:48.391171] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -2.06%, Actual: 0.32% [2025-11-22T02:58:48.558077] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.47% [2025-11-22T02:58:48.726024] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 0.87% [2025-11-22T02:58:48.739582] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -3.93% | Symbol ETA: 1.3s | Global ETA: 25m 34s [2025-11-22T02:58:48.740505] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:48.740568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:48.745365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:48.746341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:48.747040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T02:58:48.748428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:48.782369] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 1.0s | Global ETA: 25m 34s [2025-11-22T02:58:48.783264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:48.783332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:48.785004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:48.785506] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:48.786146] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:48.787816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:48.893534] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.31%, Actual: 1.04% [2025-11-22T02:58:48.971454] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 6.1s | Global ETA: 25m 34s [2025-11-22T02:58:49.060183] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.64% [2025-11-22T02:58:49.060383] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 33.5991% [2025-11-22T02:58:49.060470] [INFO ] [main ] LTC: DISCARDED add_prior_day_tail_pressure (score: 33.60%) [2025-11-22T02:58:49.060510] [INFO ] [main ] LTC: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:58:49.060543] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_prior_mag_lag'] [2025-11-22T02:58:49.060963] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:49.074610] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:49.076080] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:49.076149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:49.081286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:49.083200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:49.083720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:49.086188] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:49.136995] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 6.76% [2025-11-22T02:58:49.220241] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:49.222207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:49.301734] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 2.11% [2025-11-22T02:58:49.344303] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.68% | Symbol ETA: 0.7s | Global ETA: 25m 34s [2025-11-22T02:58:49.392909] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 0.3s | Global ETA: 25m 34s [2025-11-22T02:58:49.466383] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 3.31% [2025-11-22T02:58:49.510571] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 0.84% [2025-11-22T02:58:49.568367] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -1.63%, Actual: 0.32% [2025-11-22T02:58:49.632149] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.80%, Actual: 2.01% [2025-11-22T02:58:49.674488] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.09%, Actual: 0.95% [2025-11-22T02:58:49.741970] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 2.30%, Actual: 0.68% [2025-11-22T02:58:49.806566] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 1.39% [2025-11-22T02:58:49.823738] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 11.6s | Global ETA: 25m 34s [2025-11-22T02:58:49.824617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:49.824770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:49.829614] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:49.831352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:49.831836] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:49.834182] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:49.843633] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.90%, Actual: 0.57% [2025-11-22T02:58:49.913300] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.57%, Actual: 0.34% [2025-11-22T02:58:49.959355] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:49.961230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:49.981848] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 0.24% [2025-11-22T02:58:50.012012] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.56%, Actual: 2.37% [2025-11-22T02:58:50.104127] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.17%, Actual: 0.60% [2025-11-22T02:58:50.145831] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 3.91% [2025-11-22T02:58:50.180276] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 2.01%, Actual: 0.70% [2025-11-22T02:58:50.272294] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -2.24%, Actual: 0.26% [2025-11-22T02:58:50.310478] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.00%, Actual: 0.39% [2025-11-22T02:58:50.347210] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 1.41% [2025-11-22T02:58:50.439947] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 0.37%, Actual: 1.00% [2025-11-22T02:58:50.475524] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.36%, Actual: 0.68% [2025-11-22T02:58:50.515736] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.46%, Actual: 3.37% [2025-11-22T02:58:50.558142] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.47% | Symbol ETA: 10.8s | Global ETA: 25m 34s [2025-11-22T02:58:50.559052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:50.559115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:50.563936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:50.565686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:50.566151] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:50.568468] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:50.605915] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.52% [2025-11-22T02:58:50.641252] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 4.04% [2025-11-22T02:58:50.641455] [INFO ] [main ] APH: Magnitude Forecast Confidence: 34.9643% [2025-11-22T02:58:50.641537] [INFO ] [main ] APH: DISCARDED add_prev_1100_to_open (score: 34.96%) [2025-11-22T02:58:50.641579] [INFO ] [main ] APH: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T02:58:50.641611] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_prev_close_to_1100'] [2025-11-22T02:58:50.641682] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:50.654431] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:50.655877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:50.655936] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:50.657520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:50.658274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:50.683950] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.10%, Actual: 1.27% [2025-11-22T02:58:50.691071] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:50.692883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:50.771881] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: -0.71%, Actual: 0.06% [2025-11-22T02:58:50.852310] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -3.93%, Actual: 5.74% [2025-11-22T02:58:50.942073] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.92% [2025-11-22T02:58:51.019960] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.68%, Actual: 3.44% [2025-11-22T02:58:51.020169] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 61.8183% [2025-11-22T02:58:51.020258] [INFO ] [main ] KOP: DISCARDED add_volume_dispersion (score: 61.82%) [2025-11-22T02:58:51.020302] [INFO ] [main ] KOP: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T02:58:51.020335] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_volume_flow_differentials'] [2025-11-22T02:58:51.020370] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:51.032212] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:51.033736] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:51.033797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:51.038557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:51.039507] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:51.040211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:51.042896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.116390] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 1.71% [2025-11-22T02:58:51.116635] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 42.4371% [2025-11-22T02:58:51.116742] [INFO ] [main ] PDX: DISCARDED add_volume_pressure_into_close (score: 42.44%) [2025-11-22T02:58:51.116782] [INFO ] [main ] PDX: Testing feature 52/53: add_volume_zscore [2025-11-22T02:58:51.116814] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_volume_zscore'] [2025-11-22T02:58:51.116849] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:51.128480] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:51.129765] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:51.129828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:51.131525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:51.132062] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:51.132723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:51.134360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.268791] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.79% | Symbol ETA: 11.0s | Global ETA: 25m 34s [2025-11-22T02:58:51.269697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:51.269758] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:51.271310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:51.272040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.276248] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.94% | Symbol ETA: 10.0s | Global ETA: 25m 34s [2025-11-22T02:58:51.277137] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:51.277201] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:51.281955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:51.283702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:51.284158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:51.286472] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:51.412269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:51.414257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.643017] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 6.0s | Global ETA: 25m 35s [2025-11-22T02:58:51.643907] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:51.643968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:51.648800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:51.649730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:51.650428] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:51.653143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.737967] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 5.6s | Global ETA: 25m 35s [2025-11-22T02:58:51.738908] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:51.738970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:51.740613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:51.741121] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:51.741765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:51.743404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:51.902329] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 10.5s | Global ETA: 25m 35s [2025-11-22T02:58:51.903340] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:51.903987] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:51.905855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:51.906942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.020197] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.48% | Symbol ETA: 9.3s | Global ETA: 25m 35s [2025-11-22T02:58:52.021079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:52.021143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:52.025910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:52.027706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:52.028232] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:52.030596] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:52.154932] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:52.156728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.266387] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 5.4s | Global ETA: 25m 35s [2025-11-22T02:58:52.267306] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:52.267367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:52.272247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:52.273212] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:52.273950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:52.276635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.342679] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 5.0s | Global ETA: 25m 35s [2025-11-22T02:58:52.343541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:52.343603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:52.345242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:52.345748] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:52.346385] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:52.348022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.523968] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 9.8s | Global ETA: 25m 35s [2025-11-22T02:58:52.524856] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:52.524916] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:52.526445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:52.527147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.747470] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 8.5s | Global ETA: 25m 35s [2025-11-22T02:58:52.748360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:52.748437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:52.753251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:52.754976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:52.755442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:52.757830] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:52.877735] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -4.53% | Symbol ETA: 4.8s | Global ETA: 25m 35s [2025-11-22T02:58:52.878659] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:52.879776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:52.882850] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:52.884484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.886971] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:52.887919] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:52.888635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:52.891351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:52.948549] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 4.4s | Global ETA: 25m 35s [2025-11-22T02:58:52.949435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:52.949496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:52.951126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:52.951607] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:52.952245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:52.953869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:53.168417] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 9.2s | Global ETA: 25m 35s [2025-11-22T02:58:53.169490] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:53.169561] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:53.171315] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:53.172116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:53.471956] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.64% | Symbol ETA: 7.8s | Global ETA: 25m 35s [2025-11-22T02:58:53.472839] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:53.473228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:53.478099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:53.479941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:53.480403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:53.482735] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:53.487570] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 1.70% | Symbol ETA: 4.2s | Global ETA: 25m 35s [2025-11-22T02:58:53.488483] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:53.488554] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:53.493300] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:53.494263] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:53.494956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:53.497685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:53.546262] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 3.8s | Global ETA: 25m 35s [2025-11-22T02:58:53.547159] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:53.547220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:53.548923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:53.549426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:53.550106] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:53.551734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:53.607438] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:53.609305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:53.808681] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 8.6s | Global ETA: 25m 35s [2025-11-22T02:58:53.809570] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:53.809631] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:53.811239] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:53.811954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.096471] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 1.22% | Symbol ETA: 3.5s | Global ETA: 25m 35s [2025-11-22T02:58:54.097356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:54.097445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:54.102207] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:54.103140] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:54.103864] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:54.106541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.152371] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -1.17% | Symbol ETA: 3.2s | Global ETA: 25m 35s [2025-11-22T02:58:54.153221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:54.153282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:54.154924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:54.155401] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:54.156041] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:54.157682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.199579] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 7.0s | Global ETA: 25m 35s [2025-11-22T02:58:54.200459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:54.200522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:54.205228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:54.207001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:54.207477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:54.209877] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:54.335380] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:54.337006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.430835] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.09% | Symbol ETA: 8.0s | Global ETA: 25m 35s [2025-11-22T02:58:54.431739] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:54.431799] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:54.433739] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:54.434423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.708525] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.02% | Symbol ETA: 2.9s | Global ETA: 25m 35s [2025-11-22T02:58:54.710006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:54.710067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:54.714855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:54.715812] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:54.716484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:54.719171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.758329] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 2.04% | Symbol ETA: 2.6s | Global ETA: 25m 35s [2025-11-22T02:58:54.759246] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:54.759309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:54.761043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:54.764864] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:54.765495] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:54.767100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:54.928323] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 6.3s | Global ETA: 25m 36s [2025-11-22T02:58:54.929205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:54.929267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:54.934137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:54.935865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:54.936325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:54.938771] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:55.058373] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 7.4s | Global ETA: 25m 36s [2025-11-22T02:58:55.059271] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:55.059332] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:55.060957] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:55.061681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.063262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:55.065179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.333741] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.06% | Symbol ETA: 2.3s | Global ETA: 25m 36s [2025-11-22T02:58:55.334739] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:55.334811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:55.339907] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:55.340953] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:55.341747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:55.344491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.362250] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 2.0s | Global ETA: 25m 36s [2025-11-22T02:58:55.363162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:55.363224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:55.364867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:55.365348] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:55.366026] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:55.367681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.657692] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 5.6s | Global ETA: 25m 36s [2025-11-22T02:58:55.658594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:55.658691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:55.663429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:55.665188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:55.665705] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:55.668035] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:55.688959] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 6.7s | Global ETA: 25m 36s [2025-11-22T02:58:55.689926] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:55.689988] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:55.691718] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:55.692455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.794418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:58:55.796148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.966982] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.33% | Symbol ETA: 1.4s | Global ETA: 25m 36s [2025-11-22T02:58:55.967895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:55.967958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:55.969576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:55.970078] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:55.970723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:55.972308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:55.976495] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.63% | Symbol ETA: 1.7s | Global ETA: 25m 36s [2025-11-22T02:58:55.977465] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:55.977531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:55.982436] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:55.983411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:55.984135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:55.986899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:56.324585] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 6.1s | Global ETA: 25m 36s [2025-11-22T02:58:56.325482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:56.325555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:56.327109] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T02:58:56.327870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:56.473667] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.84% | Symbol ETA: 4.9s | Global ETA: 25m 36s [2025-11-22T02:58:56.574496] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: 0.52% | Symbol ETA: 0.8s | Global ETA: 25m 36s [2025-11-22T02:58:56.575399] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:56.575462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:56.577254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:56.577799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:56.578462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:58:56.580110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:56.606370] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.05% | Symbol ETA: 1.1s | Global ETA: 25m 36s [2025-11-22T02:58:56.607359] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:56.607443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:56.612758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:56.613730] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:56.614499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T02:58:56.617405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:56.641571] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.35% [2025-11-22T02:58:56.810995] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.00% [2025-11-22T02:58:56.948794] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 5.5s | Global ETA: 25m 36s [2025-11-22T02:58:56.978926] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.94%, Actual: 1.39% [2025-11-22T02:58:57.114635] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 6.76% [2025-11-22T02:58:57.146344] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.48%, Actual: 0.89% [2025-11-22T02:58:57.178783] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -0.52% | Symbol ETA: 0.2s | Global ETA: 25m 36s [2025-11-22T02:58:57.236393] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 0.5s | Global ETA: 25m 36s [2025-11-22T02:58:57.282483] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 2.11% [2025-11-22T02:58:57.312901] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 1.20% [2025-11-22T02:58:57.348143] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.32% [2025-11-22T02:58:57.409525] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 0.84% [2025-11-22T02:58:57.450804] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 3.31% [2025-11-22T02:58:57.478848] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.64%, Actual: 0.32% [2025-11-22T02:58:57.516957] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 0.68% [2025-11-22T02:58:57.580713] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 0.95% [2025-11-22T02:58:57.616946] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 2.01% [2025-11-22T02:58:57.645951] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.47% [2025-11-22T02:58:57.685252] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.34% [2025-11-22T02:58:57.752079] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -4.53%, Actual: 0.57% [2025-11-22T02:58:57.782788] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 1.39% [2025-11-22T02:58:57.815041] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.87% [2025-11-22T02:58:57.855160] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.60% [2025-11-22T02:58:57.926513] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 1.70%, Actual: 2.37% [2025-11-22T02:58:57.947588] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.09%, Actual: 0.24% [2025-11-22T02:58:57.981564] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 1.04% [2025-11-22T02:58:58.025262] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -1.17%, Actual: 0.26% [2025-11-22T02:58:58.096554] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.22%, Actual: 0.70% [2025-11-22T02:58:58.113297] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 3.91% [2025-11-22T02:58:58.149275] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.84%, Actual: 0.64% [2025-11-22T02:58:58.149513] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 41.1738% [2025-11-22T02:58:58.149619] [INFO ] [main ] LTC: DISCARDED add_prior_mag_lag (score: 41.17%) [2025-11-22T02:58:58.149681] [INFO ] [main ] LTC: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:58:58.149716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_overlap_v_prior_day'] [2025-11-22T02:58:58.149751] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:58:58.162066] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:58.163404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:58.163469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:58.168425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:58.170291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:58.170787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:58.173184] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:58.196258] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.04%, Actual: 1.00% [2025-11-22T02:58:58.272073] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.02%, Actual: 1.41% [2025-11-22T02:58:58.278916] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.39% [2025-11-22T02:58:58.305494] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:58:58.308278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:58.365698] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.52% [2025-11-22T02:58:58.444743] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.06%, Actual: 3.37% [2025-11-22T02:58:58.445189] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.68% [2025-11-22T02:58:58.531710] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.33%, Actual: 0.06% [2025-11-22T02:58:58.610326] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 4.04% [2025-11-22T02:58:58.610560] [INFO ] [main ] APH: Magnitude Forecast Confidence: 23.8960% [2025-11-22T02:58:58.610660] [INFO ] [main ] APH: DISCARDED add_prev_close_to_1100 (score: 23.90%) [2025-11-22T02:58:58.610705] [INFO ] [main ] APH: Testing feature 33/53: add_prev_close_to_open [2025-11-22T02:58:58.610739] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_prev_close_to_open'] [2025-11-22T02:58:58.610773] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:58:58.620883] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.63%, Actual: 1.27% [2025-11-22T02:58:58.623628] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:58.625153] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:58.625213] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:58.626815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:58.627531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:58.697973] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: 0.52%, Actual: 0.92% [2025-11-22T02:58:58.794345] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.05%, Actual: 5.74% [2025-11-22T02:58:58.864035] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -0.52%, Actual: 1.71% [2025-11-22T02:58:58.864222] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 45.7546% [2025-11-22T02:58:58.864303] [INFO ] [main ] PDX: DISCARDED add_volume_zscore (score: 45.75%) [2025-11-22T02:58:58.864366] [INFO ] [main ] PDX: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:58:58.864399] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vwap_deviations'] [2025-11-22T02:58:58.864433] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T02:58:58.876234] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:58.877729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:58.877794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:58.879539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:58.880091] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:58.880770] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:58:58.886618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:58.899341] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 11.0s | Global ETA: 25m 37s [2025-11-22T02:58:58.900319] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:58.900384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:58.905628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:58.907523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:58.908030] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:58.910453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:58.968085] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 3.44% [2025-11-22T02:58:58.968303] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 53.4430% [2025-11-22T02:58:58.968394] [INFO ] [main ] KOP: DISCARDED add_volume_flow_differentials (score: 53.44%) [2025-11-22T02:58:58.968438] [INFO ] [main ] KOP: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T02:58:58.968471] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_volume_pressure_into_close'] [2025-11-22T02:58:58.968507] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:58:58.980855] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:58:58.982371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:58.982436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:58.987627] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:58.988615] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:58.989441] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:58.991360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.043968] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:58:59.046748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.234073] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 10.5s | Global ETA: 25m 37s [2025-11-22T02:58:59.235535] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:59.235597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:59.237177] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:59.237930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.487273] [INFO ] [main ] PDX: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 5.5s | Global ETA: 25m 37s [2025-11-22T02:58:59.488236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:59.488299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:59.490014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:59.490499] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:58:59.491136] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:58:59.496724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.606993] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -2.14% | Symbol ETA: 5.9s | Global ETA: 25m 37s [2025-11-22T02:58:59.607984] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:58:59.608048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:59.613144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:58:59.614126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:58:59.614838] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:58:59.616461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.649121] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 10.4s | Global ETA: 25m 37s [2025-11-22T02:58:59.650129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:58:59.650194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:58:59.655120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:58:59.656925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:58:59.657412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:58:59.659851] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:58:59.804113] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:58:59.806833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:58:59.849117] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.10% | Symbol ETA: 9.9s | Global ETA: 25m 37s [2025-11-22T02:58:59.850063] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:58:59.850125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:58:59.851712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:58:59.852438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.093040] [INFO ] [main ] PDX: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 4.9s | Global ETA: 25m 37s [2025-11-22T02:59:00.093937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:00.094000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:00.099156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:00.099722] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:00.100359] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:00.106010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.218759] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 5.3s | Global ETA: 25m 37s [2025-11-22T02:59:00.219682] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:00.219742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:00.224438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:00.225387] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:00.226104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:00.227727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.424237] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 9.7s | Global ETA: 25m 37s [2025-11-22T02:59:00.425122] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:00.425185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:00.430064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:00.431850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:00.432345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:00.434746] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:00.474567] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.90% | Symbol ETA: 9.3s | Global ETA: 25m 37s [2025-11-22T02:59:00.475447] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:00.475507] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:00.477073] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:00.478126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.566576] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:00.569316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.707655] [INFO ] [main ] PDX: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 4.3s | Global ETA: 25m 37s [2025-11-22T02:59:00.708536] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:00.708598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:00.710264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:00.710770] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:00.711395] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:00.717184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:00.845081] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 4.7s | Global ETA: 25m 37s [2025-11-22T02:59:00.845969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:00.846029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:00.856854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:00.857827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:00.858507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:00.863144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:01.217271] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.83% | Symbol ETA: 9.0s | Global ETA: 25m 37s [2025-11-22T02:59:01.218249] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:01.218315] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:01.223301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:01.225201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:01.225709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:01.228120] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:01.377211] [INFO ] [main ] PDX: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 3.8s | Global ETA: 25m 37s [2025-11-22T02:59:01.378211] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:01.378274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:01.380048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:01.380583] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:01.381234] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:01.386987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:01.419101] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:01.422183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:01.482970] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 9.3s | Global ETA: 25m 37s [2025-11-22T02:59:01.483878] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:01.483938] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:01.485502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:01.486223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:01.674533] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 0.56% | Symbol ETA: 4.4s | Global ETA: 25m 38s [2025-11-22T02:59:01.675629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:01.675712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:01.680711] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:01.681724] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:01.682462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:01.684263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.017338] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.07% | Symbol ETA: 8.3s | Global ETA: 25m 38s [2025-11-22T02:59:02.018354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:02.018420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:02.023508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:02.025314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:02.025801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:02.028119] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:02.041186] [INFO ] [main ] PDX: Lookback Days: 6, Magnitude: -0.22% | Symbol ETA: 3.2s | Global ETA: 25m 38s [2025-11-22T02:59:02.042095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:02.042157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:02.043837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:02.044328] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:02.044980] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:02.050563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.162482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:02.165389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.232579] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 8.6s | Global ETA: 25m 38s [2025-11-22T02:59:02.233478] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:02.233539] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:02.235293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:02.236044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.303511] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 3.6s | Global ETA: 25m 38s [2025-11-22T02:59:02.304405] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:02.304482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:02.309526] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:02.310496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:02.311187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:02.312789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.648537] [INFO ] [main ] PDX: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 2.5s | Global ETA: 25m 38s [2025-11-22T02:59:02.649451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:02.649513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:02.651202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:02.651705] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:02.652321] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:02.658114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.782888] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.39% | Symbol ETA: 7.5s | Global ETA: 25m 38s [2025-11-22T02:59:02.783773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:02.783836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:02.788520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:02.790250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:02.790727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:02.793060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:02.867073] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 7.8s | Global ETA: 25m 38s [2025-11-22T02:59:02.868554] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:02.868616] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:02.870290] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:02.871025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.919098] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 2.76% | Symbol ETA: 2.9s | Global ETA: 25m 38s [2025-11-22T02:59:02.920319] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:02.920381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:02.920769] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:02.923399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:02.925168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:02.926165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:02.926870] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:02.928868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:03.255293] [INFO ] [main ] PDX: Lookback Days: 8, Magnitude: -0.86% | Symbol ETA: 1.9s | Global ETA: 25m 38s [2025-11-22T02:59:03.256194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:03.256257] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:03.257936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:03.258407] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:03.259046] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:03.264765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:03.517124] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 7.1s | Global ETA: 25m 38s [2025-11-22T02:59:03.518075] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:03.518143] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:03.519922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:03.520726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:03.527421] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.82% | Symbol ETA: 2.3s | Global ETA: 25m 38s [2025-11-22T02:59:03.528371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:03.528434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:03.533470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:03.534456] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:03.535173] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:03.536887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:03.537806] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 6.7s | Global ETA: 25m 38s [2025-11-22T02:59:03.538735] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:03.538802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:03.543954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:03.546218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:03.546713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:03.549185] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:03.680821] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:03.683594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:03.858821] [INFO ] [main ] PDX: Lookback Days: 9, Magnitude: 2.81% | Symbol ETA: 1.2s | Global ETA: 25m 38s [2025-11-22T02:59:03.859732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:03.859797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:03.861562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:03.862081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:03.862727] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:03.868413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.144133] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 1.6s | Global ETA: 25m 38s [2025-11-22T02:59:04.145054] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:04.145117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:04.150157] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:04.151118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:04.151841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:04.153471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.165875] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.44% | Symbol ETA: 6.4s | Global ETA: 25m 38s [2025-11-22T02:59:04.166836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:04.166900] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:04.168619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:04.169515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.295671] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 5.9s | Global ETA: 25m 38s [2025-11-22T02:59:04.296583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:04.296667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:04.304280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:04.307001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:04.307729] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:04.311055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:04.442813] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:04.446120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.467222] [INFO ] [main ] PDX: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 0.6s | Global ETA: 25m 38s [2025-11-22T02:59:04.468172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:04.468235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:04.469900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:04.470395] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T02:59:04.471044] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:04.476599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.780958] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.10% | Symbol ETA: 1.0s | Global ETA: 25m 38s [2025-11-22T02:59:04.781853] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:04.781914] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:04.786621] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:04.787563] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:04.788259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:04.789857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:04.819791] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.46% | Symbol ETA: 5.7s | Global ETA: 25m 38s [2025-11-22T02:59:04.820737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:04.820797] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:04.822327] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T02:59:04.823029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:05.043456] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 5.2s | Global ETA: 25m 39s [2025-11-22T02:59:05.044349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:05.044413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:05.049223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:05.050951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:05.051420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:05.053758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:05.064737] [INFO ] [main ] PDX: Lookback Days: 11, Magnitude: -2.09% | Symbol ETA: 0.0s | Global ETA: 25m 39s [2025-11-22T02:59:05.174056] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:05.176501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:05.232164] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.32% [2025-11-22T02:59:05.390614] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 1.06% | Symbol ETA: 0.3s | Global ETA: 25m 39s [2025-11-22T02:59:05.400254] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.68% [2025-11-22T02:59:05.439372] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.39% | Symbol ETA: 5.0s | Global ETA: 25m 39s [2025-11-22T02:59:05.558919] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -2.14%, Actual: 0.84% [2025-11-22T02:59:05.572165] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 0.34% [2025-11-22T02:59:05.605453] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 6.76% [2025-11-22T02:59:05.726598] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 0.95% [2025-11-22T02:59:05.741879] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.60% [2025-11-22T02:59:05.756331] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 4.4s | Global ETA: 25m 39s [2025-11-22T02:59:05.774321] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.10%, Actual: 2.11% [2025-11-22T02:59:05.896175] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.57% [2025-11-22T02:59:05.912358] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.26% [2025-11-22T02:59:05.934466] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.35% [2025-11-22T02:59:05.939450] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.90%, Actual: 3.31% [2025-11-22T02:59:06.065836] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 0.56%, Actual: 2.37% [2025-11-22T02:59:06.083495] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.33%, Actual: 1.00% [2025-11-22T02:59:06.104607] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 2.01% [2025-11-22T02:59:06.108163] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 0.00% [2025-11-22T02:59:06.237103] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.70% [2025-11-22T02:59:06.257754] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 0.52% [2025-11-22T02:59:06.271168] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 1.39% [2025-11-22T02:59:06.279224] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 1.39% [2025-11-22T02:59:06.410329] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.76%, Actual: 1.41% [2025-11-22T02:59:06.435534] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.81%, Actual: 0.06% [2025-11-22T02:59:06.437591] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 0.24% [2025-11-22T02:59:06.451387] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 0.89% [2025-11-22T02:59:06.580266] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.82%, Actual: 3.37% [2025-11-22T02:59:06.601071] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 3.91% [2025-11-22T02:59:06.612448] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.92% [2025-11-22T02:59:06.620442] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.07%, Actual: 1.20% [2025-11-22T02:59:06.750386] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.27% [2025-11-22T02:59:06.764766] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.44%, Actual: 0.39% [2025-11-22T02:59:06.780537] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -2.09%, Actual: 1.71% [2025-11-22T02:59:06.780791] [INFO ] [main ] PDX: Magnitude Forecast Confidence: 51.2715% [2025-11-22T02:59:06.780920] [INFO ] [main ] PDX: KEPT add_vwap_deviations (score: 51.27%) [2025-11-22T02:59:06.780963] [INFO ] [main ] PDX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:59:06.781015] [INFO ] [main ] PDX: Best accuracy: 51.27% [2025-11-22T02:59:06.781046] [INFO ] [main ] PDX: Best feature set (4 features): ['add_true_range', 'add_atr_10', 'add_overnight_gap_amplitude', 'add_vwap_deviations'] [2025-11-22T02:59:06.781076] [INFO ] [main ] PDX: Improvement over baseline: 7.53% [2025-11-22T02:59:06.781103] [INFO ] [main ] PDX: Total time: 6.9 minutes [2025-11-22T02:59:06.781129] [INFO ] [main ] PDX: Average time per feature: 8.0 seconds [2025-11-22T02:59:06.781156] [INFO ] [main ] PDX: Average speed: 0.13 features/sec [2025-11-22T02:59:06.789787] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.39%, Actual: 0.32% [2025-11-22T02:59:06.919576] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.10%, Actual: 5.74% [2025-11-22T02:59:06.930210] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.46%, Actual: 0.68% [2025-11-22T02:59:06.948667] [DEBUG] [METRICS ] PDX: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.32% [2025-11-22T02:59:06.959802] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.47% [2025-11-22T02:59:07.089499] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.06%, Actual: 3.44% [2025-11-22T02:59:07.089743] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 42.2191% [2025-11-22T02:59:07.089881] [INFO ] [main ] KOP: DISCARDED add_volume_pressure_into_close (score: 42.22%) [2025-11-22T02:59:07.089927] [INFO ] [main ] KOP: Testing feature 52/53: add_volume_zscore [2025-11-22T02:59:07.089962] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_volume_zscore'] [2025-11-22T02:59:07.089999] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:59:07.097197] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.39%, Actual: 4.04% [2025-11-22T02:59:07.097427] [INFO ] [main ] APH: Magnitude Forecast Confidence: 27.8923% [2025-11-22T02:59:07.097512] [INFO ] [main ] APH: DISCARDED add_prev_close_to_open (score: 27.89%) [2025-11-22T02:59:07.097557] [INFO ] [main ] APH: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T02:59:07.097588] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_prior_day_tail_pressure'] [2025-11-22T02:59:07.097622] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:07.102303] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:07.103614] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:07.103701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:07.108611] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:07.109624] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:07.110433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:07.110858] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:07.112067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:07.112328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:07.112392] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:07.114053] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:07.116934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:07.118502] [DEBUG] [METRICS ] PDX: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.68% [2025-11-22T02:59:07.130797] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.87% [2025-11-22T02:59:07.286453] [DEBUG] [METRICS ] PDX: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 0.34% [2025-11-22T02:59:07.300955] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 1.04% [2025-11-22T02:59:07.456524] [DEBUG] [METRICS ] PDX: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.60% [2025-11-22T02:59:07.467416] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.64% [2025-11-22T02:59:07.467582] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 41.8906% [2025-11-22T02:59:07.467683] [INFO ] [main ] LTC: DISCARDED add_range_overlap_v_prior_day (score: 41.89%) [2025-11-22T02:59:07.467732] [INFO ] [main ] LTC: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:59:07.467764] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency'] [2025-11-22T02:59:07.467799] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:07.480036] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:07.481314] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:07.481377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:07.486203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:07.487988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:07.488449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:07.490843] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:07.620804] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:07.622982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:07.628953] [DEBUG] [METRICS ] PDX: 2025-11-14:2025-11-17: Predicted: -0.22%, Actual: 0.26% [2025-11-22T02:59:07.738979] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 5.9s | Global ETA: 25m 39s [2025-11-22T02:59:07.740033] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:07.740102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:07.743971] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 10.6s | Global ETA: 25m 39s [2025-11-22T02:59:07.744867] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:07.744940] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:07.745178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:07.746204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:07.746531] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:07.746939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:07.748622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:07.749246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:07.800008] [DEBUG] [METRICS ] PDX: 2025-11-13:2025-11-14: Predicted: 2.33%, Actual: 1.00% [2025-11-22T02:59:07.969226] [DEBUG] [METRICS ] PDX: 2025-11-12:2025-11-13: Predicted: -0.86%, Actual: 0.52% [2025-11-22T02:59:08.137437] [DEBUG] [METRICS ] PDX: 2025-11-11:2025-11-12: Predicted: 2.81%, Actual: 0.06% [2025-11-22T02:59:08.210969] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 10.7s | Global ETA: 25m 39s [2025-11-22T02:59:08.211869] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:08.211932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:08.216766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:08.218538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:08.219020] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:08.221407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:08.306385] [DEBUG] [METRICS ] PDX: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.92% [2025-11-22T02:59:08.347460] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:08.349729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:08.377156] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 5.3s | Global ETA: 25m 40s [2025-11-22T02:59:08.378175] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:08.378241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:08.380712] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.51% | Symbol ETA: 10.0s | Global ETA: 25m 40s [2025-11-22T02:59:08.381572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:08.381633] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:08.383227] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:08.383291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:08.384286] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:08.385025] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:08.385887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:08.386677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:08.474776] [DEBUG] [METRICS ] PDX: 2025-11-07:2025-11-10: Predicted: -2.09%, Actual: 1.71% [2025-11-22T02:59:08.475287] [INFO ] [LOCAL ] Saved configuration for PDX: 4 features, 51.27% accuracy -> ./output/feature-sets/PDX.json [2025-11-22T02:59:08.478118] [INFO ] [main ] Progress: 45/57 symbols completed (78.9%). PDX finished in 7m 6s. ETA: 23m 10s. Rate: 0.52 symbols/min [2025-11-22T02:59:08.482735] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:08.494721] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:08.495237] [INFO ] [main ] ADX: Testing with 53 available features [2025-11-22T02:59:08.495288] [INFO ] [main ] ADX: Establishing baseline with no features... [2025-11-22T02:59:08.495323] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:08.506807] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:08.508278] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:08.935108] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 10.0s | Global ETA: 23m 10s [2025-11-22T02:59:08.936022] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:08.936084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:08.941150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:08.942893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:08.943349] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:08.945676] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:09.012379] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -1.94% | Symbol ETA: 4.6s | Global ETA: 23m 10s [2025-11-22T02:59:09.013314] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:09.013378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:09.018392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:09.019383] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:09.019608] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 9.3s | Global ETA: 23m 10s [2025-11-22T02:59:09.020112] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:09.020518] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:09.020580] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:09.021772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:09.022182] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:09.024876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:09.069856] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:09.072112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:09.078510] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.30% [2025-11-22T02:59:09.079436] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:09.643113] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.52% | Symbol ETA: 8.7s | Global ETA: 23m 10s [2025-11-22T02:59:09.643169] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 3.38% | Symbol ETA: 4.0s | Global ETA: 23m 10s [2025-11-22T02:59:09.644027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:09.644078] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:09.644096] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:09.644141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:09.645675] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:09.648388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:09.649187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:09.650247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:09.651015] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:09.651979] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.14% | Symbol ETA: 9.2s | Global ETA: 23m 10s [2025-11-22T02:59:09.652739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:09.652872] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:09.652936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:09.655627] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.15% [2025-11-22T02:59:09.656557] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:09.657773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:09.659527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:09.660041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:09.662341] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:09.797874] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:09.800234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.272014] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 3.3s | Global ETA: 23m 10s [2025-11-22T02:59:10.272900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:10.272961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:10.276257] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 8.1s | Global ETA: 23m 10s [2025-11-22T02:59:10.277188] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:10.277250] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:10.277724] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:10.278629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:10.278920] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:10.279327] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:10.280917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.281691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.376559] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.18% [2025-11-22T02:59:10.377533] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:10.427494] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 8.6s | Global ETA: 23m 10s [2025-11-22T02:59:10.428454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:10.428518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:10.433332] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:10.435189] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:10.435689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:10.438053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:10.561031] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:10.563454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.875115] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 4.70% | Symbol ETA: 2.7s | Global ETA: 23m 10s [2025-11-22T02:59:10.876008] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:10.876070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:10.880832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:10.881750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:10.882427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:10.884012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.908068] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 7.4s | Global ETA: 23m 10s [2025-11-22T02:59:10.908953] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:10.909013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:10.910568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:10.913287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:10.938488] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.29% [2025-11-22T02:59:10.939407] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:11.146553] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 7.8s | Global ETA: 23m 10s [2025-11-22T02:59:11.147457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:11.147523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:11.152293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:11.154176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:11.154678] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:11.156981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:11.279349] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:11.281833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:11.474554] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 3.39% | Symbol ETA: 2.0s | Global ETA: 23m 10s [2025-11-22T02:59:11.475442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:11.475504] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:11.480350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:11.481284] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:11.481989] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:11.483575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:11.519145] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.30% [2025-11-22T02:59:11.520102] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:11.544153] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.05% | Symbol ETA: 6.8s | Global ETA: 23m 10s [2025-11-22T02:59:11.545042] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:11.545106] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:11.546767] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:11.549535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:11.890746] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 7.1s | Global ETA: 23m 10s [2025-11-22T02:59:11.891672] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:11.891739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:11.896562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:11.898366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:11.898853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:11.901174] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:12.026087] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:12.028499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:12.092520] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.88% [2025-11-22T02:59:12.093467] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:12.093572] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: 0.66% | Symbol ETA: 1.4s | Global ETA: 23m 10s [2025-11-22T02:59:12.094456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:12.094517] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:12.099280] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:12.100220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:12.100911] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:12.102474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:12.181537] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 6.2s | Global ETA: 23m 11s [2025-11-22T02:59:12.182413] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:12.182473] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:12.184045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:12.186714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:12.609094] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 6.3s | Global ETA: 23m 11s [2025-11-22T02:59:12.609998] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:12.610062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:12.614873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:12.616626] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:12.617138] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:12.619499] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:12.660964] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.39% [2025-11-22T02:59:12.661899] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:12.724453] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -6.10% | Symbol ETA: 0.8s | Global ETA: 23m 11s [2025-11-22T02:59:12.725715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:12.725779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:12.730591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:12.731551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:12.732284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T02:59:12.733926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:12.742974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:12.745052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:12.809568] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.76% | Symbol ETA: 5.5s | Global ETA: 23m 11s [2025-11-22T02:59:12.810459] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:12.810520] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:12.812126] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T02:59:12.814809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:13.229156] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.27% [2025-11-22T02:59:13.230081] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:13.324170] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 5.6s | Global ETA: 23m 11s [2025-11-22T02:59:13.325066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:13.325127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:13.329950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:13.331675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:13.332156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:13.334510] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:13.337949] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 0.2s | Global ETA: 23m 11s [2025-11-22T02:59:13.452260] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -3.33% | Symbol ETA: 4.9s | Global ETA: 23m 11s [2025-11-22T02:59:13.460603] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:13.462749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:13.509539] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 0.84% [2025-11-22T02:59:13.624019] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 6.76% [2025-11-22T02:59:13.678352] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 0.95% [2025-11-22T02:59:13.795142] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.51%, Actual: 2.11% [2025-11-22T02:59:13.800762] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.64% [2025-11-22T02:59:13.801693] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:13.846269] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -1.94%, Actual: 0.57% [2025-11-22T02:59:13.964797] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.62%, Actual: 3.31% [2025-11-22T02:59:14.011466] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.38%, Actual: 2.37% [2025-11-22T02:59:14.045199] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 4.9s | Global ETA: 23m 11s [2025-11-22T02:59:14.046118] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T02:59:14.046180] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:14.051002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:14.052725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:14.053194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:14.055504] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:14.132415] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.52%, Actual: 2.01% [2025-11-22T02:59:14.177424] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:14.179746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:14.179772] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.70% [2025-11-22T02:59:14.302563] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 1.39% [2025-11-22T02:59:14.347809] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 4.70%, Actual: 1.41% [2025-11-22T02:59:14.360065] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.32% [2025-11-22T02:59:14.470633] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 0.24% [2025-11-22T02:59:14.516381] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 3.39%, Actual: 3.37% [2025-11-22T02:59:14.527122] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 3.90% [2025-11-22T02:59:14.637432] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.05%, Actual: 3.91% [2025-11-22T02:59:14.686788] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: 0.66%, Actual: 1.27% [2025-11-22T02:59:14.695152] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 1.68% [2025-11-22T02:59:14.765789] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 4.1s | Global ETA: 23m 11s [2025-11-22T02:59:14.805810] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 0.39% [2025-11-22T02:59:14.856982] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -6.10%, Actual: 5.74% [2025-11-22T02:59:14.865881] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.91% [2025-11-22T02:59:14.939246] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.33%, Actual: 0.35% [2025-11-22T02:59:14.973770] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.76%, Actual: 0.68% [2025-11-22T02:59:15.028844] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 3.44% [2025-11-22T02:59:15.029056] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 43.8483% [2025-11-22T02:59:15.029142] [INFO ] [main ] KOP: DISCARDED add_volume_zscore (score: 43.85%) [2025-11-22T02:59:15.029186] [INFO ] [main ] KOP: Testing feature 53/53: add_vwap_deviations [2025-11-22T02:59:15.029218] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open', 'add_vwap_deviations'] [2025-11-22T02:59:15.029255] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T02:59:15.033083] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 0.88% [2025-11-22T02:59:15.041372] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:15.042915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:15.042993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:15.048034] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:15.049014] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:15.049736] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:15.055782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:15.106473] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.00% [2025-11-22T02:59:15.141336] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -3.33%, Actual: 4.04% [2025-11-22T02:59:15.141534] [INFO ] [main ] APH: Magnitude Forecast Confidence: 38.4806% [2025-11-22T02:59:15.141614] [INFO ] [main ] APH: DISCARDED add_prior_day_tail_pressure (score: 38.48%) [2025-11-22T02:59:15.141677] [INFO ] [main ] APH: Testing feature 35/53: add_prior_mag_lag [2025-11-22T02:59:15.141712] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_prior_mag_lag'] [2025-11-22T02:59:15.141746] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:15.154759] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:15.156027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:15.156087] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:15.157708] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:15.159341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:15.201540] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 0.14% [2025-11-22T02:59:15.275030] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.39% [2025-11-22T02:59:15.369410] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 1.08% [2025-11-22T02:59:15.443182] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 0.89% [2025-11-22T02:59:15.538444] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.63% [2025-11-22T02:59:15.609571] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 1.20% [2025-11-22T02:59:15.672153] [INFO ] [main ] KOP: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 5.7s | Global ETA: 23m 11s [2025-11-22T02:59:15.673109] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:15.673172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:15.678297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:15.679261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:15.680013] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:15.686109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:15.707763] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 1.68% [2025-11-22T02:59:15.778234] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.32% [2025-11-22T02:59:15.780708] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 3.87% | Symbol ETA: 9.9s | Global ETA: 23m 11s [2025-11-22T02:59:15.781572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:15.781632] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:15.783268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:15.784841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:15.875880] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.64% [2025-11-22T02:59:15.944843] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.47% [2025-11-22T02:59:16.045050] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 1.79% [2025-11-22T02:59:16.045260] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.9168% [2025-11-22T02:59:16.045309] [INFO ] [main ] ADX: Baseline score (no features): 36.9168% [2025-11-22T02:59:16.045346] [INFO ] [main ] ADX: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.045376] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:59:16.045408] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:16.058165] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:16.059679] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:16.059737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.064546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:16.111507] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.87% [2025-11-22T02:59:16.279456] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 1.04% [2025-11-22T02:59:16.298857] [INFO ] [main ] KOP: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 5.0s | Global ETA: 23m 12s [2025-11-22T02:59:16.299785] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:16.299849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.304791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:16.305744] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:16.306489] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:16.312545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:16.403598] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 9.3s | Global ETA: 23m 12s [2025-11-22T02:59:16.404558] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:16.404621] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:16.406220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:16.407854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:16.444941] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 0.64% [2025-11-22T02:59:16.445153] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 50.7224% [2025-11-22T02:59:16.445282] [INFO ] [main ] LTC: KEPT add_range_volume_efficiency (score: 50.72%) [2025-11-22T02:59:16.445328] [INFO ] [main ] LTC: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:59:16.445362] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:59:16.445397] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:16.457592] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:16.458902] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:16.458969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.463792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:16.465548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:16.466029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:16.468388] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:16.592457] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:16.594609] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:16.598434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:16.632072] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 5m 3s | Global ETA: 23m 12s [2025-11-22T02:59:16.632970] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:16.633031] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.637829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:16.917275] [INFO ] [main ] KOP: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 4.4s | Global ETA: 23m 12s [2025-11-22T02:59:16.918222] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:16.918291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:16.923789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:16.924770] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:16.925467] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:16.931557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.026666] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.03% | Symbol ETA: 8.6s | Global ETA: 23m 12s [2025-11-22T02:59:17.027545] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:17.027605] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:17.029192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:17.030758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.185918] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.96% | Symbol ETA: 10.2s | Global ETA: 23m 12s [2025-11-22T02:59:17.186821] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:17.186885] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:17.191723] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:17.193438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:17.193917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:17.196233] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:17.204930] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 5m 2s | Global ETA: 23m 12s [2025-11-22T02:59:17.205813] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:17.205872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:17.210769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.322429] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:17.324795] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:17.328959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.569372] [INFO ] [main ] KOP: Lookback Days: 5, Magnitude: 2.08% | Symbol ETA: 3.8s | Global ETA: 23m 12s [2025-11-22T02:59:17.570285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:17.570348] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:17.575301] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:17.576298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:17.577037] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:17.582801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.647260] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.61% | Symbol ETA: 8.0s | Global ETA: 23m 12s [2025-11-22T02:59:17.648178] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:17.648237] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:17.649794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:17.651344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.779829] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 5m 2s | Global ETA: 23m 12s [2025-11-22T02:59:17.781145] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:17.781204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:17.786023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:17.922536] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.18% | Symbol ETA: 9.5s | Global ETA: 23m 12s [2025-11-22T02:59:17.923462] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:17.923525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:17.928339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:17.930165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:17.930617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:17.932934] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:18.061493] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:18.064074] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:18.068035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.248931] [INFO ] [main ] KOP: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 3.2s | Global ETA: 23m 12s [2025-11-22T02:59:18.249858] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:18.249921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:18.255227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:18.256231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:18.257083] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:18.263158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.266594] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 7.4s | Global ETA: 23m 12s [2025-11-22T02:59:18.267500] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:18.267560] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:18.269172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:18.270779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.364106] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 5m 3s | Global ETA: 23m 12s [2025-11-22T02:59:18.364990] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:18.365050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:18.369899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.670843] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 8.8s | Global ETA: 23m 12s [2025-11-22T02:59:18.671817] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:18.671883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:18.676807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:18.678687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:18.679205] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:18.681637] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:18.814521] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:18.816803] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:18.820830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.857611] [INFO ] [main ] KOP: Lookback Days: 7, Magnitude: 3.29% | Symbol ETA: 2.5s | Global ETA: 23m 12s [2025-11-22T02:59:18.858501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:18.858567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:18.863337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:18.864285] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:18.864974] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:18.870530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.891704] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 6.7s | Global ETA: 23m 12s [2025-11-22T02:59:18.892572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:18.892633] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:18.894228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:18.895802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:18.939292] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.38% | Symbol ETA: 5m 2s | Global ETA: 23m 12s [2025-11-22T02:59:18.940695] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:18.940756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:18.945478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:19.418399] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.98% | Symbol ETA: 8.1s | Global ETA: 23m 12s [2025-11-22T02:59:19.419283] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:19.419346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:19.424082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:19.425829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:19.426290] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:19.428673] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:19.466669] [INFO ] [main ] KOP: Lookback Days: 8, Magnitude: 4.37% | Symbol ETA: 1.9s | Global ETA: 23m 12s [2025-11-22T02:59:19.467564] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:19.467626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:19.472333] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:19.473267] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:19.473961] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:19.479509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:19.510299] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.50% | Symbol ETA: 6.1s | Global ETA: 23m 12s [2025-11-22T02:59:19.514688] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:19.514748] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:19.516294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:19.517883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:19.519247] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 5m 2s | Global ETA: 23m 12s [2025-11-22T02:59:19.520170] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:19.520555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:19.525427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:19.552029] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:19.554148] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:19.557908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.073770] [INFO ] [main ] KOP: Lookback Days: 9, Magnitude: -2.05% | Symbol ETA: 1.3s | Global ETA: 23m 13s [2025-11-22T02:59:20.074707] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:20.074770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.080114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:20.081203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:20.081939] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:20.088130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.091053] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 5m 1s | Global ETA: 23m 13s [2025-11-22T02:59:20.091942] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:20.092004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.096768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.135223] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 5.5s | Global ETA: 23m 13s [2025-11-22T02:59:20.136121] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:20.136180] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:20.137841] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:20.139499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.142233] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 7.3s | Global ETA: 23m 13s [2025-11-22T02:59:20.143152] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:20.143216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.147996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:20.149908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:20.150403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:20.152889] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:20.279157] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:20.281389] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:20.285282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.661892] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 5m 0s | Global ETA: 23m 13s [2025-11-22T02:59:20.663244] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:20.663304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.668107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.709878] [INFO ] [main ] KOP: Lookback Days: 10, Magnitude: -5.15% | Symbol ETA: 0.6s | Global ETA: 23m 13s [2025-11-22T02:59:20.710769] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T02:59:20.710831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.715572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:20.716502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T02:59:20.717190] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T02:59:20.722839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.774012] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 1.56% | Symbol ETA: 4.9s | Global ETA: 23m 13s [2025-11-22T02:59:20.774926] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:20.774985] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:20.776584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T02:59:20.778265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:20.868515] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.28% | Symbol ETA: 6.6s | Global ETA: 23m 13s [2025-11-22T02:59:20.869409] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:20.869472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:20.874190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:20.875919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:20.876381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:20.878736] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:21.002571] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:21.004672] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:21.008423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:21.243667] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 5m 0s | Global ETA: 23m 13s [2025-11-22T02:59:21.244572] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:21.244634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:21.249528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:21.315099] [INFO ] [main ] KOP: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 0.0s | Global ETA: 23m 13s [2025-11-22T02:59:21.404340] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.53% | Symbol ETA: 4.3s | Global ETA: 23m 13s [2025-11-22T02:59:21.482423] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.84% [2025-11-22T02:59:21.571334] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 3.87%, Actual: 6.76% [2025-11-22T02:59:21.591508] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 5.8s | Global ETA: 23m 13s [2025-11-22T02:59:21.592395] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:21.592458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:21.597215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:21.598953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:21.599414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:21.601760] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:21.648521] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 0.95% [2025-11-22T02:59:21.727603] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:21.730039] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:21.734028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:21.736296] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 2.11% [2025-11-22T02:59:21.813457] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 0.57% [2025-11-22T02:59:21.837563] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 5m 0s | Global ETA: 23m 13s [2025-11-22T02:59:21.902664] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.03%, Actual: 3.31% [2025-11-22T02:59:21.982008] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 2.08%, Actual: 2.37% [2025-11-22T02:59:22.010704] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 3.90% [2025-11-22T02:59:22.091051] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.61%, Actual: 2.01% [2025-11-22T02:59:22.147167] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 0.70% [2025-11-22T02:59:22.178438] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 1.68% [2025-11-22T02:59:22.258565] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 1.39% [2025-11-22T02:59:22.311206] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 3.29%, Actual: 1.41% [2025-11-22T02:59:22.345331] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.91% [2025-11-22T02:59:22.346822] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 5.1s | Global ETA: 23m 13s [2025-11-22T02:59:22.347823] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:22.347886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:22.352856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:22.354634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:22.355144] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:22.357588] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:22.424990] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 0.24% [2025-11-22T02:59:22.479007] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.37%, Actual: 3.37% [2025-11-22T02:59:22.487185] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:22.489900] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:22.494533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:22.517513] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.88% [2025-11-22T02:59:22.591604] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.50%, Actual: 3.91% [2025-11-22T02:59:22.649115] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 1.27% [2025-11-22T02:59:22.683872] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.38%, Actual: 0.14% [2025-11-22T02:59:22.757286] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 0.39% [2025-11-22T02:59:22.817198] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -5.15%, Actual: 5.74% [2025-11-22T02:59:22.849940] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 1.08% [2025-11-22T02:59:22.923014] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 1.56%, Actual: 0.68% [2025-11-22T02:59:22.989720] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 3.44% [2025-11-22T02:59:22.989947] [INFO ] [main ] KOP: Magnitude Forecast Confidence: 56.2061% [2025-11-22T02:59:22.990037] [INFO ] [main ] KOP: DISCARDED add_vwap_deviations (score: 56.21%) [2025-11-22T02:59:22.990085] [INFO ] [main ] KOP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T02:59:22.990117] [INFO ] [main ] KOP: Best accuracy: 63.51% [2025-11-22T02:59:22.990149] [INFO ] [main ] KOP: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context', 'add_prev_1100_to_open'] [2025-11-22T02:59:22.990180] [INFO ] [main ] KOP: Improvement over baseline: 16.78% [2025-11-22T02:59:22.990208] [INFO ] [main ] KOP: Total time: 7.1 minutes [2025-11-22T02:59:22.990234] [INFO ] [main ] KOP: Average time per feature: 8.1 seconds [2025-11-22T02:59:22.990263] [INFO ] [main ] KOP: Average speed: 0.12 features/sec [2025-11-22T02:59:23.016390] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.63% [2025-11-22T02:59:23.090171] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.53%, Actual: 4.04% [2025-11-22T02:59:23.090380] [INFO ] [main ] APH: Magnitude Forecast Confidence: 39.5093% [2025-11-22T02:59:23.090457] [INFO ] [main ] APH: DISCARDED add_prior_mag_lag (score: 39.51%) [2025-11-22T02:59:23.090499] [INFO ] [main ] APH: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T02:59:23.090531] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_range_overlap_v_prior_day'] [2025-11-22T02:59:23.090566] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:23.098612] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 4.4s | Global ETA: 23m 13s [2025-11-22T02:59:23.099548] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:23.099614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:23.103551] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:23.104504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:23.104901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:23.104963] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:23.106285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:23.106542] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:23.106789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:23.108947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:23.109208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:23.161836] [DEBUG] [METRICS ] KOP: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 0.84% [2025-11-22T02:59:23.182665] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.68% [2025-11-22T02:59:23.234888] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:23.237305] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:23.241338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:23.331536] [DEBUG] [METRICS ] KOP: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 0.95% [2025-11-22T02:59:23.350125] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.21%, Actual: 0.64% [2025-11-22T02:59:23.499771] [DEBUG] [METRICS ] KOP: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.57% [2025-11-22T02:59:23.524235] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 1.79% [2025-11-22T02:59:23.524509] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.4025% [2025-11-22T02:59:23.524577] [INFO ] [main ] ADX: DISCARDED add_afternoon_v_morning_volatility_mix (score: 31.40%) [2025-11-22T02:59:23.524669] [INFO ] [main ] ADX: Testing feature 2/53: add_atr [2025-11-22T02:59:23.524718] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:59:23.524767] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:23.538946] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:23.540536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:23.540605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:23.542571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:23.543169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:23.668361] [DEBUG] [METRICS ] KOP: 2025-11-17:2025-11-18: Predicted: 3.44%, Actual: 2.37% [2025-11-22T02:59:23.723630] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 9.4s | Global ETA: 23m 14s [2025-11-22T02:59:23.724504] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:23.724565] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:23.726125] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:23.728449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:23.838118] [DEBUG] [METRICS ] KOP: 2025-11-14:2025-11-17: Predicted: 1.08%, Actual: 0.70% [2025-11-22T02:59:23.839180] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 3.6s | Global ETA: 23m 14s [2025-11-22T02:59:24.003626] [DEBUG] [METRICS ] KOP: 2025-11-13:2025-11-14: Predicted: 2.20%, Actual: 1.41% [2025-11-22T02:59:24.010180] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.96%, Actual: 0.35% [2025-11-22T02:59:24.138395] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 6m 27s | Global ETA: 23m 14s [2025-11-22T02:59:24.139296] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:24.139355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:24.141039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:24.141523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:24.170033] [DEBUG] [METRICS ] KOP: 2025-11-12:2025-11-13: Predicted: 4.70%, Actual: 3.37% [2025-11-22T02:59:24.183525] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 0.00% [2025-11-22T02:59:24.337454] [DEBUG] [METRICS ] KOP: 2025-11-11:2025-11-12: Predicted: -3.35%, Actual: 1.27% [2025-11-22T02:59:24.347030] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 8.8s | Global ETA: 23m 14s [2025-11-22T02:59:24.347936] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:24.347997] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:24.349716] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:24.351615] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 1.39% [2025-11-22T02:59:24.352076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:24.503958] [DEBUG] [METRICS ] KOP: 2025-11-10:2025-11-11: Predicted: -4.87%, Actual: 5.74% [2025-11-22T02:59:24.520223] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.98%, Actual: 0.89% [2025-11-22T02:59:24.670946] [DEBUG] [METRICS ] KOP: 2025-11-07:2025-11-10: Predicted: 1.58%, Actual: 3.44% [2025-11-22T02:59:24.671426] [INFO ] [LOCAL ] Saved configuration for KOP: 3 features, 63.51% accuracy -> ./output/feature-sets/KOP.json [2025-11-22T02:59:24.672248] [INFO ] [main ] Progress: 46/57 symbols completed (80.7%). KOP finished in 7m 16s. ETA: 20m 50s. Rate: 0.53 symbols/min [2025-11-22T02:59:24.675001] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:24.686933] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:24.687439] [INFO ] [main ] JPM: Testing with 53 available features [2025-11-22T02:59:24.687489] [INFO ] [main ] JPM: Establishing baseline with no features... [2025-11-22T02:59:24.687523] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:24.691310] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 1.20% [2025-11-22T02:59:24.698590] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:24.700054] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:24.748319] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 6m 26s | Global ETA: 20m 50s [2025-11-22T02:59:24.749329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:24.749391] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:24.751238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:24.751791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:24.863386] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.28%, Actual: 0.32% [2025-11-22T02:59:24.970776] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 8.2s | Global ETA: 20m 50s [2025-11-22T02:59:24.971714] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:24.971774] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:24.973320] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:24.975632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:25.034746] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.47% [2025-11-22T02:59:25.201888] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.17%, Actual: 0.87% [2025-11-22T02:59:25.351739] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.80% [2025-11-22T02:59:25.352872] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:25.352866] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 6m 26s | Global ETA: 20m 50s [2025-11-22T02:59:25.353797] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:25.353856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:25.355513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:25.356187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:25.373543] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 1.04% [2025-11-22T02:59:25.540571] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.96%, Actual: 0.64% [2025-11-22T02:59:25.540786] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 44.6359% [2025-11-22T02:59:25.540837] [INFO ] [main ] LTC: DISCARDED add_range_volume_efficiency_refinements (score: 44.64%) [2025-11-22T02:59:25.540875] [INFO ] [main ] LTC: Testing feature 39/53: add_regime [2025-11-22T02:59:25.540907] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_regime'] [2025-11-22T02:59:25.540942] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:25.553070] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:25.554588] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:25.554675] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:25.559446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:25.561205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:25.561701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:25.563978] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:25.599420] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 7.6s | Global ETA: 20m 50s [2025-11-22T02:59:25.600304] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:25.600741] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:25.602312] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:25.604667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:25.688416] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:25.690568] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:25.710516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:25.937466] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6m 25s | Global ETA: 20m 50s [2025-11-22T02:59:25.939156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:25.939217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:25.940884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:25.941362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:26.007582] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.47% [2025-11-22T02:59:26.008562] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:26.222145] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 7.0s | Global ETA: 20m 50s [2025-11-22T02:59:26.223065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:26.223126] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:26.224744] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:26.227104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:26.309780] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.88% | Symbol ETA: 10.2s | Global ETA: 20m 50s [2025-11-22T02:59:26.310665] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:26.310729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:26.315639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:26.317454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:26.317946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:26.320454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:26.445109] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:26.447359] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:26.467946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:26.527139] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 6m 24s | Global ETA: 20m 50s [2025-11-22T02:59:26.528086] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:26.528145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:26.529827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:26.530315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:26.656582] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.50% [2025-11-22T02:59:26.657574] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:26.846823] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.80% | Symbol ETA: 6.4s | Global ETA: 20m 50s [2025-11-22T02:59:26.847908] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:26.847969] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:26.849673] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:26.852088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:27.069069] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 9.4s | Global ETA: 20m 50s [2025-11-22T02:59:27.069957] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:27.070021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:27.074894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:27.076638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:27.077122] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:27.079528] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:27.125531] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 6m 24s | Global ETA: 20m 51s [2025-11-22T02:59:27.126417] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:27.126476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:27.128152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:27.128679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:27.205747] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:27.208219] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:27.228378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:27.309433] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.46% [2025-11-22T02:59:27.310397] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:27.473066] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.87% | Symbol ETA: 5.7s | Global ETA: 20m 51s [2025-11-22T02:59:27.473976] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:27.474036] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:27.475676] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:27.478093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:27.703022] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 6m 23s | Global ETA: 20m 51s [2025-11-22T02:59:27.703912] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:27.703971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:27.705588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:27.706081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:27.835279] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 8.7s | Global ETA: 20m 51s [2025-11-22T02:59:27.836493] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:27.836556] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:27.841365] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:27.843088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:27.843574] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:27.845880] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:27.955786] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.79% [2025-11-22T02:59:27.956749] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:27.969503] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:27.971814] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:27.991847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:28.097653] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 5.1s | Global ETA: 20m 51s [2025-11-22T02:59:28.098514] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:28.098575] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:28.100166] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:28.102470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:28.279551] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 6m 23s | Global ETA: 20m 51s [2025-11-22T02:59:28.280443] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:28.280503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:28.282147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:28.282619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:28.586088] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.89% | Symbol ETA: 7.9s | Global ETA: 20m 51s [2025-11-22T02:59:28.587009] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:28.587073] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:28.591902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:28.593631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:28.594111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:28.596480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:28.604774] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.47% [2025-11-22T02:59:28.605677] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:28.719957] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:28.722045] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:28.733565] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.61% | Symbol ETA: 4.5s | Global ETA: 20m 51s [2025-11-22T02:59:28.734571] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:28.734633] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:28.736280] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T02:59:28.738764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:28.741498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:28.858833] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 6m 22s | Global ETA: 20m 51s [2025-11-22T02:59:28.859757] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:28.859816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:28.861600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:28.862087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:29.308550] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.02% [2025-11-22T02:59:29.309929] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:29.440582] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 7.2s | Global ETA: 20m 51s [2025-11-22T02:59:29.441840] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:29.441923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:29.448999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:29.451847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:29.452549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:29.456139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:29.477956] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 3.9s | Global ETA: 20m 51s [2025-11-22T02:59:29.482751] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 6m 21s | Global ETA: 20m 51s [2025-11-22T02:59:29.636279] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:29.639267] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:29.661200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:29.739901] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 3.90% [2025-11-22T02:59:29.744460] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 6.76% [2025-11-22T02:59:29.951261] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 2.11% [2025-11-22T02:59:29.988999] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.68% [2025-11-22T02:59:30.165760] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.91% [2025-11-22T02:59:30.173118] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.97%, Actual: 3.31% [2025-11-22T02:59:30.212016] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.40% [2025-11-22T02:59:30.213011] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:30.341278] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.88% [2025-11-22T02:59:30.353278] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 2.01% [2025-11-22T02:59:30.399212] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.46% | Symbol ETA: 6.6s | Global ETA: 20m 51s [2025-11-22T02:59:30.400130] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:30.400200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:30.405557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:30.407540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:30.408033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:30.410751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:30.508967] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.14% [2025-11-22T02:59:30.528845] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 1.39% [2025-11-22T02:59:30.548000] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:30.550672] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:30.571540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:30.677470] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.08% [2025-11-22T02:59:30.707639] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.80%, Actual: 0.24% [2025-11-22T02:59:30.844108] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.63% [2025-11-22T02:59:30.871427] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.51% [2025-11-22T02:59:30.872429] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T02:59:30.887752] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.87%, Actual: 3.91% [2025-11-22T02:59:31.010520] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 1.68% [2025-11-22T02:59:31.065970] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 0.39% [2025-11-22T02:59:31.174830] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.64% [2025-11-22T02:59:31.196400] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 5.8s | Global ETA: 20m 51s [2025-11-22T02:59:31.197392] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:31.197476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:31.202479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:31.204345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:31.204880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:31.207346] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:31.246633] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 0.68% [2025-11-22T02:59:31.337790] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:31.340361] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:31.343699] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 1.79% [2025-11-22T02:59:31.343905] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.2441% [2025-11-22T02:59:31.344432] [INFO ] [main ] ADX: DISCARDED add_atr (score: 33.24%) [2025-11-22T02:59:31.344478] [INFO ] [main ] ADX: Testing feature 3/53: add_atr_10 [2025-11-22T02:59:31.344509] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T02:59:31.344545] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:31.356448] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:31.357932] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:31.357994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:31.359728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:31.360224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:31.361301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:31.423355] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 4.04% [2025-11-22T02:59:31.423573] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.4094% [2025-11-22T02:59:31.423718] [INFO ] [main ] APH: DISCARDED add_range_overlap_v_prior_day (score: 33.41%) [2025-11-22T02:59:31.423785] [INFO ] [main ] APH: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T02:59:31.423822] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_range_volume_efficiency'] [2025-11-22T02:59:31.423859] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:31.438369] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:31.440077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:31.440143] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:31.441831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:31.444027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:31.520239] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.04% [2025-11-22T02:59:31.689448] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.80%, Actual: 3.94% [2025-11-22T02:59:31.856692] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 1.81% [2025-11-22T02:59:31.930082] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 3m 21s | Global ETA: 20m 52s [2025-11-22T02:59:31.930992] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:31.931052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:31.932751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:31.933575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:31.992262] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 5.0s | Global ETA: 20m 52s [2025-11-22T02:59:31.993179] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:31.993245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:31.998223] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:32.000104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:32.000583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:32.003109] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:32.029126] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 1.32% [2025-11-22T02:59:32.115965] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 9.8s | Global ETA: 20m 52s [2025-11-22T02:59:32.116891] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:32.116952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:32.118972] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:32.121208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:32.134789] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:32.137272] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:32.157000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:32.196355] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.46%, Actual: 1.40% [2025-11-22T02:59:32.365523] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.79%, Actual: 0.96% [2025-11-22T02:59:32.501691] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 3m 20s | Global ETA: 20m 52s [2025-11-22T02:59:32.502590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:32.502668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:32.504329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:32.504822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:32.535193] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 2.82% [2025-11-22T02:59:32.715832] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 2.05% [2025-11-22T02:59:32.759316] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 4.2s | Global ETA: 20m 52s [2025-11-22T02:59:32.760588] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:32.760682] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:32.765590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:32.767435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:32.767933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:32.770406] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:32.790161] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.24% | Symbol ETA: 9.1s | Global ETA: 20m 52s [2025-11-22T02:59:32.791145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:32.791210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:32.792835] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:32.794959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:32.888211] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 1.42% [2025-11-22T02:59:32.896527] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:32.899028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:32.918609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:33.061614] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.48% [2025-11-22T02:59:33.079235] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 3m 20s | Global ETA: 20m 52s [2025-11-22T02:59:33.080136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:33.080196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:33.081852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:33.082323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:33.227612] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.04%, Actual: 1.64% [2025-11-22T02:59:33.227818] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 41.6803% [2025-11-22T02:59:33.227867] [INFO ] [main ] JPM: Baseline score (no features): 41.6803% [2025-11-22T02:59:33.227905] [INFO ] [main ] JPM: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:33.227936] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T02:59:33.227969] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:33.239415] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:33.240694] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:33.240752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:33.245470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:33.435443] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 8.4s | Global ETA: 20m 52s [2025-11-22T02:59:33.436377] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:33.436438] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:33.438062] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:33.440137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:33.513168] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 3.4s | Global ETA: 20m 52s [2025-11-22T02:59:33.644546] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.34% | Symbol ETA: 3m 19s | Global ETA: 20m 52s [2025-11-22T02:59:33.645427] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:33.645487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:33.647126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:33.647663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:33.684721] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.88%, Actual: 0.35% [2025-11-22T02:59:33.855827] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 0.00% [2025-11-22T02:59:33.880560] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.76% | Symbol ETA: 5m 39s | Global ETA: 20m 52s [2025-11-22T02:59:33.881447] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:33.881506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:33.886260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.023298] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 1.39% [2025-11-22T02:59:34.056050] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 7.6s | Global ETA: 20m 52s [2025-11-22T02:59:34.056971] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:34.057032] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:34.058635] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:34.060787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.193868] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 0.89% [2025-11-22T02:59:34.212908] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 3m 18s | Global ETA: 20m 52s [2025-11-22T02:59:34.213796] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:34.213856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:34.215478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:34.215966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.365946] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 1.20% [2025-11-22T02:59:34.527151] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 5m 40s | Global ETA: 20m 52s [2025-11-22T02:59:34.528083] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:34.528143] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:34.531494] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.46%, Actual: 0.32% [2025-11-22T02:59:34.532985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.671808] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.58% | Symbol ETA: 6.9s | Global ETA: 20m 52s [2025-11-22T02:59:34.672694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:34.672754] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:34.674293] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:34.676323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.698340] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 0.47% [2025-11-22T02:59:34.777393] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.75% | Symbol ETA: 3m 18s | Global ETA: 20m 52s [2025-11-22T02:59:34.778292] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:34.778361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:34.780034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:34.780502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:34.863588] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.87% [2025-11-22T02:59:35.032228] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 1.04% [2025-11-22T02:59:35.179517] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.95% | Symbol ETA: 5m 41s | Global ETA: 20m 52s [2025-11-22T02:59:35.180419] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:35.180481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:35.185495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.207475] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 0.64% [2025-11-22T02:59:35.207882] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 47.3756% [2025-11-22T02:59:35.207979] [INFO ] [main ] LTC: DISCARDED add_regime (score: 47.38%) [2025-11-22T02:59:35.208028] [INFO ] [main ] LTC: Testing feature 40/53: add_regime_flags [2025-11-22T02:59:35.208069] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_regime_flags'] [2025-11-22T02:59:35.208128] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:35.221426] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:35.222935] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:35.223015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:35.228260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:35.230207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:35.230713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:35.233197] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:35.303115] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 6.3s | Global ETA: 20m 52s [2025-11-22T02:59:35.304021] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:35.304080] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:35.305625] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:35.307740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.351039] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 3m 17s | Global ETA: 20m 52s [2025-11-22T02:59:35.351928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:35.351988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:35.353618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:35.354110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.369830] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:35.372323] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:35.373522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.843702] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.41% | Symbol ETA: 5m 42s | Global ETA: 20m 53s [2025-11-22T02:59:35.844568] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:35.844627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:35.849508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.922266] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 3m 17s | Global ETA: 20m 53s [2025-11-22T02:59:35.923147] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:35.923207] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:35.924848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:35.925317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.931400] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 5.6s | Global ETA: 20m 53s [2025-11-22T02:59:35.932312] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:35.932376] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:35.933947] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:35.935998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:35.984450] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 10.1s | Global ETA: 20m 53s [2025-11-22T02:59:35.985383] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:35.985448] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:35.990519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:35.992352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:35.992869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:35.995307] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:36.123530] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:36.125999] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:36.127074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:36.491855] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 3m 16s | Global ETA: 20m 53s [2025-11-22T02:59:36.492750] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:36.492809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:36.494417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:36.494922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:36.495371] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.05% | Symbol ETA: 5m 42s | Global ETA: 20m 53s [2025-11-22T02:59:36.496259] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:36.496318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:36.501062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:36.606160] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.52% | Symbol ETA: 5.0s | Global ETA: 20m 53s [2025-11-22T02:59:36.607083] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:36.607142] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:36.608746] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:36.610796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:36.718196] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 9.2s | Global ETA: 20m 53s [2025-11-22T02:59:36.719121] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:36.719187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:36.724155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:36.725993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:36.726482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:36.729110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:36.858702] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:36.861146] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:36.862234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:37.064430] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 3m 15s | Global ETA: 20m 53s [2025-11-22T02:59:37.139875] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 5m 41s | Global ETA: 20m 53s [2025-11-22T02:59:37.140794] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:37.140853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:37.145583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:37.228801] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 4.3s | Global ETA: 20m 53s [2025-11-22T02:59:37.229691] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:37.229750] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:37.231287] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:37.233324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:37.236329] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 3.90% [2025-11-22T02:59:37.404799] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 1.68% [2025-11-22T02:59:37.454861] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 8.4s | Global ETA: 20m 53s [2025-11-22T02:59:37.455759] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:37.455823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:37.460570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:37.462354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:37.462844] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:37.465519] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:37.579052] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.03%, Actual: 0.91% [2025-11-22T02:59:37.588029] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:37.590389] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:37.591492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:37.749257] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.34%, Actual: 0.88% [2025-11-22T02:59:37.789281] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 5m 40s | Global ETA: 20m 53s [2025-11-22T02:59:37.790360] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:37.790420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:37.795424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:37.843925] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 3.7s | Global ETA: 20m 53s [2025-11-22T02:59:37.919071] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.14% [2025-11-22T02:59:38.010404] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 6.76% [2025-11-22T02:59:38.087062] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 1.08% [2025-11-22T02:59:38.175499] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.24%, Actual: 2.11% [2025-11-22T02:59:38.183037] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 7.7s | Global ETA: 20m 53s [2025-11-22T02:59:38.183985] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:38.184052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:38.189239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:38.191084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:38.191576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:38.194070] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:38.255280] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.63% [2025-11-22T02:59:38.325507] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:38.328231] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:38.329419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:38.341781] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 3.31% [2025-11-22T02:59:38.425138] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 1.68% [2025-11-22T02:59:38.429053] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.72% | Symbol ETA: 5m 39s | Global ETA: 20m 53s [2025-11-22T02:59:38.429950] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:38.430011] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:38.434794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:38.507576] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 2.01% [2025-11-22T02:59:38.598244] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.64% [2025-11-22T02:59:38.675701] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.58%, Actual: 1.39% [2025-11-22T02:59:38.771205] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 1.79% [2025-11-22T02:59:38.771405] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 34.0355% [2025-11-22T02:59:38.771483] [INFO ] [main ] ADX: DISCARDED add_atr_10 (score: 34.04%) [2025-11-22T02:59:38.771528] [INFO ] [main ] ADX: Testing feature 4/53: add_atr_5 [2025-11-22T02:59:38.771563] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T02:59:38.771598] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:38.784040] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:38.785529] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:38.785591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:38.787345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:38.787926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:38.840334] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 0.24% [2025-11-22T02:59:38.924517] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.02% | Symbol ETA: 6.9s | Global ETA: 20m 53s [2025-11-22T02:59:38.925416] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:38.925483] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:38.930454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:38.932250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:38.932754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:38.935306] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:39.009636] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 3.91% [2025-11-22T02:59:39.061663] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:39.064103] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:39.065167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:39.082465] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 5m 38s | Global ETA: 20m 53s [2025-11-22T02:59:39.086424] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:39.086512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:39.094727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:39.177913] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.52%, Actual: 0.39% [2025-11-22T02:59:39.342591] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.68% [2025-11-22T02:59:39.369713] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 2m 7s | Global ETA: 20m 53s [2025-11-22T02:59:39.370633] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:39.370717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:39.372444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:39.372969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:39.507683] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 4.04% [2025-11-22T02:59:39.507868] [INFO ] [main ] APH: Magnitude Forecast Confidence: 28.8646% [2025-11-22T02:59:39.507950] [INFO ] [main ] APH: DISCARDED add_range_volume_efficiency (score: 28.86%) [2025-11-22T02:59:39.507992] [INFO ] [main ] APH: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T02:59:39.508023] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_range_volume_efficiency_refinements'] [2025-11-22T02:59:39.508056] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:39.520911] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:39.522306] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:39.522366] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:39.523992] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:39.527933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:39.656068] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.94% | Symbol ETA: 6.2s | Global ETA: 20m 53s [2025-11-22T02:59:39.656952] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:39.657015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:39.661725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:39.663435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:39.663925] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:39.666239] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:39.739163] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 5m 38s | Global ETA: 20m 54s [2025-11-22T02:59:39.790399] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:39.792683] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:39.793747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:39.908666] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.76%, Actual: 3.94% [2025-11-22T02:59:39.951884] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 2m 6s | Global ETA: 20m 54s [2025-11-22T02:59:39.952770] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:39.952884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:39.954516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:39.955008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:40.077020] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 1.81% [2025-11-22T02:59:40.130517] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 8.8s | Global ETA: 20m 54s [2025-11-22T02:59:40.131395] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:40.131455] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:40.133015] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:40.136816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:40.246316] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.95%, Actual: 1.32% [2025-11-22T02:59:40.401593] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 5.4s | Global ETA: 20m 54s [2025-11-22T02:59:40.402480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:40.402548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:40.407306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:40.409114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:40.409622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:40.412012] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:40.414934] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.41%, Actual: 1.40% [2025-11-22T02:59:40.536843] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:40.539252] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:40.540329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:40.540483] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 2m 5s | Global ETA: 20m 54s [2025-11-22T02:59:40.541423] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:40.541485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:40.543259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:40.543793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:40.582830] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 0.96% [2025-11-22T02:59:40.747809] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.70%, Actual: 2.82% [2025-11-22T02:59:40.753773] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 8.2s | Global ETA: 20m 54s [2025-11-22T02:59:40.754621] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:40.754702] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:40.756253] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:40.760052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:40.914207] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 2.05% [2025-11-22T02:59:41.082130] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.72%, Actual: 1.42% [2025-11-22T02:59:41.121839] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 2m 5s | Global ETA: 20m 54s [2025-11-22T02:59:41.122730] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:41.122790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:41.124415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:41.124910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.131272] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 4.7s | Global ETA: 20m 54s [2025-11-22T02:59:41.132188] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:41.132258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:41.137015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:41.138820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:41.139297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:41.141615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:41.248143] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.48% [2025-11-22T02:59:41.267903] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:41.270302] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:41.271358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.365171] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 7.6s | Global ETA: 20m 54s [2025-11-22T02:59:41.366059] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:41.366120] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:41.367730] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:41.371544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.414032] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 1.64% [2025-11-22T02:59:41.414280] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 32.8499% [2025-11-22T02:59:41.414333] [INFO ] [main ] JPM: DISCARDED add_afternoon_v_morning_volatility_mix (score: 32.85%) [2025-11-22T02:59:41.414370] [INFO ] [main ] JPM: Testing feature 2/53: add_atr [2025-11-22T02:59:41.414401] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T02:59:41.414434] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:41.425292] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:41.426450] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:41.426510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:41.428241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:41.428785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.705531] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 2m 4s | Global ETA: 20m 54s [2025-11-22T02:59:41.706453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:41.706522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:41.708294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:41.708806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.859942] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 4.0s | Global ETA: 20m 54s [2025-11-22T02:59:41.860833] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:41.860896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:41.865607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:41.867762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:41.868240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:41.870611] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:41.975998] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 2.05% | Symbol ETA: 7.0s | Global ETA: 20m 54s [2025-11-22T02:59:41.976883] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:41.976944] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:41.978683] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:41.982419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:41.992237] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:41.994460] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:41.995509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.080261] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 7m 3s | Global ETA: 20m 54s [2025-11-22T02:59:42.081155] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:42.081214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:42.082875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:42.083365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.294717] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 2m 4s | Global ETA: 20m 54s [2025-11-22T02:59:42.295660] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:42.295724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:42.297461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:42.298074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.583177] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -2.07% | Symbol ETA: 6.3s | Global ETA: 20m 54s [2025-11-22T02:59:42.584058] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:42.584118] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:42.584312] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 3.2s | Global ETA: 20m 54s [2025-11-22T02:59:42.585667] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:42.589477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.726527] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 7m 3s | Global ETA: 20m 54s [2025-11-22T02:59:42.727442] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:42.727502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:42.729206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:42.729729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.763431] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.35% [2025-11-22T02:59:42.867278] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 2m 3s | Global ETA: 20m 54s [2025-11-22T02:59:42.868200] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:42.868260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:42.869979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:42.870448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:42.929571] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.43%, Actual: 0.00% [2025-11-22T02:59:43.099568] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 1.39% [2025-11-22T02:59:43.190735] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.63% | Symbol ETA: 5.7s | Global ETA: 20m 54s [2025-11-22T02:59:43.191588] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:43.191670] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:43.193200] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:43.197014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:43.272463] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.74%, Actual: 0.89% [2025-11-22T02:59:43.379892] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 7m 2s | Global ETA: 20m 54s [2025-11-22T02:59:43.380791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:43.380850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:43.382473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:43.382992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:43.439356] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.05% | Symbol ETA: 2m 2s | Global ETA: 20m 54s [2025-11-22T02:59:43.440312] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:43.440375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:43.442100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:43.442959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:43.443104] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.02%, Actual: 1.20% [2025-11-22T02:59:43.615522] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.94%, Actual: 0.32% [2025-11-22T02:59:43.786691] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.47% [2025-11-22T02:59:43.809751] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.80% | Symbol ETA: 5.1s | Global ETA: 20m 54s [2025-11-22T02:59:43.810611] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:43.810697] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:43.812235] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:43.816405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:43.958620] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.89%, Actual: 0.87% [2025-11-22T02:59:44.014739] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 2m 2s | Global ETA: 20m 55s [2025-11-22T02:59:44.015610] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:44.015692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:44.017319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:44.017831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:44.042779] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -4.76% | Symbol ETA: 7m 1s | Global ETA: 20m 55s [2025-11-22T02:59:44.043719] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:44.043780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:44.045490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:44.046026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:44.128943] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 1.04% [2025-11-22T02:59:44.301619] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.64% [2025-11-22T02:59:44.301841] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 43.5761% [2025-11-22T02:59:44.301923] [INFO ] [main ] LTC: DISCARDED add_regime_flags (score: 43.58%) [2025-11-22T02:59:44.301978] [INFO ] [main ] LTC: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T02:59:44.302025] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T02:59:44.302066] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:44.314274] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:44.315775] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:44.315840] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:44.320949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:44.323031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:44.323603] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:44.326094] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:44.431507] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 4.5s | Global ETA: 20m 55s [2025-11-22T02:59:44.432393] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:44.432452] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:44.434017] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:44.437850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:44.453756] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:44.456202] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:44.457270] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:44.458880] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:44.459899] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:44.460547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:44.601234] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.76% | Symbol ETA: 2m 1s | Global ETA: 20m 55s [2025-11-22T02:59:44.707319] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 7m 1s | Global ETA: 20m 55s [2025-11-22T02:59:44.708253] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:44.708314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:44.710147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:44.710669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:44.772421] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 3.90% [2025-11-22T02:59:44.939578] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.68% [2025-11-22T02:59:45.045754] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.44% | Symbol ETA: 9.3s | Global ETA: 20m 55s [2025-11-22T02:59:45.046627] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:45.046720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:45.047578] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 3.9s | Global ETA: 20m 55s [2025-11-22T02:59:45.048471] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:45.048531] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:45.050130] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T02:59:45.051609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:45.053356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:45.053845] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:45.053982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:45.056171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:45.106390] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.91% [2025-11-22T02:59:45.178905] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:45.181250] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:45.182303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:45.183895] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:45.184908] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:45.185568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:45.274306] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 0.88% [2025-11-22T02:59:45.370388] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 7m 0s | Global ETA: 20m 55s [2025-11-22T02:59:45.371278] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:45.371335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:45.372967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:45.373443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:45.459407] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 0.14% [2025-11-22T02:59:45.627712] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 1.08% [2025-11-22T02:59:45.667624] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.37% | Symbol ETA: 3.3s | Global ETA: 20m 55s [2025-11-22T02:59:45.773372] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 8.6s | Global ETA: 20m 55s [2025-11-22T02:59:45.774272] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:45.774338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:45.779097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:45.780873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:45.781341] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:45.783663] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:45.794464] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.63% [2025-11-22T02:59:45.833753] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 6.76% [2025-11-22T02:59:45.907016] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:45.909254] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:45.910303] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:45.911938] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:45.912965] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:45.913638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:45.962622] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.05%, Actual: 1.68% [2025-11-22T02:59:46.000620] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 2.11% [2025-11-22T02:59:46.026376] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 6m 59s | Global ETA: 20m 55s [2025-11-22T02:59:46.027265] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:46.027323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:46.028978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:46.029456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:46.127514] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.64% [2025-11-22T02:59:46.167789] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.76%, Actual: 3.31% [2025-11-22T02:59:46.294050] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.76%, Actual: 1.79% [2025-11-22T02:59:46.294242] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.2441% [2025-11-22T02:59:46.294322] [INFO ] [main ] ADX: DISCARDED add_atr_5 (score: 33.24%) [2025-11-22T02:59:46.294364] [INFO ] [main ] ADX: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T02:59:46.294395] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T02:59:46.294429] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:46.306459] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:46.307784] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:46.307844] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:46.308535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:46.338131] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.05%, Actual: 2.01% [2025-11-22T02:59:46.500267] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 7.8s | Global ETA: 20m 55s [2025-11-22T02:59:46.501161] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:46.501225] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:46.503008] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -2.07%, Actual: 1.39% [2025-11-22T02:59:46.506204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:46.508145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:46.508628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:46.511089] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:46.634605] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:46.636858] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:46.637919] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:46.639487] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:46.640476] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:46.641152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:46.667235] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.63%, Actual: 0.24% [2025-11-22T02:59:46.670625] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 6m 59s | Global ETA: 20m 55s [2025-11-22T02:59:46.671529] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:46.671587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:46.673243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:46.673757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:46.831066] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.80%, Actual: 3.91% [2025-11-22T02:59:46.881170] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 1m 35s | Global ETA: 20m 55s [2025-11-22T02:59:46.882322] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:46.882397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:46.883280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:46.996879] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 0.39% [2025-11-22T02:59:47.162924] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.68% [2025-11-22T02:59:47.236242] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 7.1s | Global ETA: 20m 55s [2025-11-22T02:59:47.237156] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:47.237221] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:47.242206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:47.244027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:47.244512] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:47.246917] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:47.322769] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 6m 58s | Global ETA: 20m 55s [2025-11-22T02:59:47.323632] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:47.323717] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:47.325333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:47.325839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:47.327738] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.37%, Actual: 4.04% [2025-11-22T02:59:47.327924] [INFO ] [main ] APH: Magnitude Forecast Confidence: 33.0978% [2025-11-22T02:59:47.327999] [INFO ] [main ] APH: DISCARDED add_range_volume_efficiency_refinements (score: 33.10%) [2025-11-22T02:59:47.328041] [INFO ] [main ] APH: Testing feature 39/53: add_regime [2025-11-22T02:59:47.328093] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_regime'] [2025-11-22T02:59:47.328128] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:47.340953] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:47.342196] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:47.342257] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:47.343848] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:47.360152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:47.375974] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:47.378500] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:47.379603] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:47.381262] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:47.382291] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:47.383000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:47.460027] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 1m 35s | Global ETA: 20m 55s [2025-11-22T02:59:47.460944] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:47.461006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:47.461716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:47.977091] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 8.6s | Global ETA: 20m 55s [2025-11-22T02:59:47.977922] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 6m 58s | Global ETA: 20m 55s [2025-11-22T02:59:47.978009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:47.978070] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:47.979629] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:47.996066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:47.999631] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 6.4s | Global ETA: 20m 55s [2025-11-22T02:59:48.000535] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:48.000602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:48.005395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:48.007431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:48.007928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:48.010259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:48.040377] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 1m 34s | Global ETA: 20m 56s [2025-11-22T02:59:48.041297] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:48.041357] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:48.042066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:48.139159] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:48.141671] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:48.142765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:48.144373] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:48.145255] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 3.94% [2025-11-22T02:59:48.145456] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:48.146180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:48.310689] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 2.00%, Actual: 1.81% [2025-11-22T02:59:48.476120] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.32% [2025-11-22T02:59:48.611742] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.00% | Symbol ETA: 1m 34s | Global ETA: 20m 56s [2025-11-22T02:59:48.612605] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:48.612686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:48.613350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:48.615985] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 8.0s | Global ETA: 20m 56s [2025-11-22T02:59:48.616897] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:48.616959] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:48.618522] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:48.634298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:48.642583] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -4.76%, Actual: 1.40% [2025-11-22T02:59:48.747680] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.19% | Symbol ETA: 5.7s | Global ETA: 20m 56s [2025-11-22T02:59:48.748572] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:48.748655] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:48.753434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:48.755228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:48.755731] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:48.758128] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:48.809104] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 0.96% [2025-11-22T02:59:48.885209] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:48.887788] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:48.888869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:48.890489] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:48.891513] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:48.892234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:48.975418] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 2.82% [2025-11-22T02:59:49.143062] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 2.05% [2025-11-22T02:59:49.170817] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 1m 33s | Global ETA: 20m 56s [2025-11-22T02:59:49.171699] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:49.171759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:49.172418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:49.251181] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 7.3s | Global ETA: 20m 56s [2025-11-22T02:59:49.252179] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:49.252241] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:49.253852] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:49.270826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:49.308623] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 1.42% [2025-11-22T02:59:49.473870] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 0.48% [2025-11-22T02:59:49.484154] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 4.9s | Global ETA: 20m 56s [2025-11-22T02:59:49.485096] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:49.485163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:49.490032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:49.491751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:49.492218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:49.494533] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:49.621164] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:49.623620] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:49.624864] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:49.626862] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:49.627910] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:49.628583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:49.643401] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 1.64% [2025-11-22T02:59:49.643564] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.9307% [2025-11-22T02:59:49.643664] [INFO ] [main ] JPM: KEPT add_atr (score: 48.93%) [2025-11-22T02:59:49.643709] [INFO ] [main ] JPM: Testing feature 3/53: add_atr_10 [2025-11-22T02:59:49.643741] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T02:59:49.643775] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:49.654519] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:49.655851] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:49.655910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:49.657590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:49.658123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:49.658556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:49.726713] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 1m 33s | Global ETA: 20m 56s [2025-11-22T02:59:49.727680] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:49.727745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:49.728772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:49.899043] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.28% | Symbol ETA: 6.7s | Global ETA: 20m 56s [2025-11-22T02:59:49.899977] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:49.900038] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:49.901602] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:49.917820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.222055] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.62% | Symbol ETA: 4.2s | Global ETA: 20m 56s [2025-11-22T02:59:50.222975] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:50.223039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:50.227808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:50.229506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:50.230021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:50.232335] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:50.283662] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 1m 32s | Global ETA: 20m 56s [2025-11-22T02:59:50.284532] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:50.284592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:50.285275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.314468] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 3m 32s | Global ETA: 20m 56s [2025-11-22T02:59:50.315352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:50.315412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:50.317082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:50.317590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:50.318054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.353263] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:50.355474] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:50.356510] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:50.358128] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:50.359144] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:50.359816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.564894] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.88% | Symbol ETA: 6.1s | Global ETA: 20m 56s [2025-11-22T02:59:50.565791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:50.565852] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:50.567407] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:50.583695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.840916] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 1m 31s | Global ETA: 20m 56s [2025-11-22T02:59:50.841803] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:50.841862] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:50.842521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:50.947514] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 3.5s | Global ETA: 20m 56s [2025-11-22T02:59:50.948400] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T02:59:50.948465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:50.953144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:50.954877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:50.955345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:50.957677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:50.977775] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 3m 31s | Global ETA: 20m 56s [2025-11-22T02:59:50.978676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:50.978749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:50.980405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:50.980897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:50.981325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.078051] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:51.080387] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:51.081564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T02:59:51.083160] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T02:59:51.084187] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T02:59:51.084866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.200115] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 5.5s | Global ETA: 20m 56s [2025-11-22T02:59:51.201077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:51.201139] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:51.202842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:51.219668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.398594] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 1m 31s | Global ETA: 20m 56s [2025-11-22T02:59:51.399484] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T02:59:51.399544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:51.400234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.632361] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.08% | Symbol ETA: 3m 30s | Global ETA: 20m 56s [2025-11-22T02:59:51.633251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:51.633312] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:51.634965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:51.635435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:51.635889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.727476] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 2.7s | Global ETA: 20m 56s [2025-11-22T02:59:51.840599] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 4.8s | Global ETA: 20m 56s [2025-11-22T02:59:51.841484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:51.841545] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:51.843104] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:51.858870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:51.893636] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.44%, Actual: 0.35% [2025-11-22T02:59:51.955746] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 1m 30s | Global ETA: 20m 56s [2025-11-22T02:59:52.083286] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 0.00% [2025-11-22T02:59:52.123184] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 3.90% [2025-11-22T02:59:52.247747] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 1.39% [2025-11-22T02:59:52.287332] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 1.68% [2025-11-22T02:59:52.297345] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 3m 30s | Global ETA: 20m 57s [2025-11-22T02:59:52.298268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:52.298328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:52.300009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:52.300480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:52.300927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:52.413304] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 0.89% [2025-11-22T02:59:52.452530] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 0.91% [2025-11-22T02:59:52.485736] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.09% | Symbol ETA: 4.2s | Global ETA: 20m 57s [2025-11-22T02:59:52.486618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:52.486705] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:52.488293] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:52.504252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:52.579044] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 1.20% [2025-11-22T02:59:52.622396] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.00%, Actual: 0.88% [2025-11-22T02:59:52.745753] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.19%, Actual: 0.32% [2025-11-22T02:59:52.808848] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.14% [2025-11-22T02:59:52.910204] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.47% [2025-11-22T02:59:52.940923] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 3m 29s | Global ETA: 20m 57s [2025-11-22T02:59:52.941829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:52.941890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:52.943512] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:52.944008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:52.944437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:52.976909] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.08% [2025-11-22T02:59:53.075767] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.62%, Actual: 0.87% [2025-11-22T02:59:53.122010] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.53% | Symbol ETA: 3.5s | Global ETA: 20m 57s [2025-11-22T02:59:53.122915] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:53.122976] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:53.124548] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T02:59:53.140574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:53.141749] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.63% [2025-11-22T02:59:53.241001] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.10%, Actual: 1.04% [2025-11-22T02:59:53.308912] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 1.68% [2025-11-22T02:59:53.406432] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.64% [2025-11-22T02:59:53.406659] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 34.3962% [2025-11-22T02:59:53.406756] [INFO ] [main ] LTC: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.40%) [2025-11-22T02:59:53.406801] [INFO ] [main ] LTC: Testing feature 42/53: add_shelf_lag [2025-11-22T02:59:53.406835] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_shelf_lag'] [2025-11-22T02:59:53.406873] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T02:59:53.420059] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:53.421544] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:53.421609] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:53.426478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:53.428363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:53.428906] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:53.431321] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:53.485933] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.64% [2025-11-22T02:59:53.560089] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:53.562491] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:53.563688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:53.591984] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 3m 28s | Global ETA: 20m 57s [2025-11-22T02:59:53.592879] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:53.592940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:53.594563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:53.595050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:53.595482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:53.659003] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 1.79% [2025-11-22T02:59:53.659223] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.9573% [2025-11-22T02:59:53.659322] [INFO ] [main ] ADX: KEPT add_close_to_open_alignment (score: 36.96%) [2025-11-22T02:59:53.659366] [INFO ] [main ] ADX: Testing feature 6/53: add_composite_volatility_context [2025-11-22T02:59:53.659399] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T02:59:53.659435] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T02:59:53.672354] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:53.673723] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:53.673784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:53.674492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:53.675359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:53.760604] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.98% | Symbol ETA: 2.9s | Global ETA: 20m 57s [2025-11-22T02:59:53.932611] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 6.76% [2025-11-22T02:59:54.105849] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 2.11% [2025-11-22T02:59:54.235844] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 3m 28s | Global ETA: 20m 57s [2025-11-22T02:59:54.236737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:54.236798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:54.238628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:54.239126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:54.239552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:54.243286] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 9.8s | Global ETA: 20m 57s [2025-11-22T02:59:54.244266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:54.244334] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:54.247926] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 1m 14s | Global ETA: 20m 57s [2025-11-22T02:59:54.248841] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:54.248904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:54.249171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:54.249593] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:54.250496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:54.250984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:54.251462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:54.254252] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:54.278537] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.27%, Actual: 3.31% [2025-11-22T02:59:54.378710] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:54.381138] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:54.382297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:54.470589] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.28%, Actual: 2.01% [2025-11-22T02:59:54.638419] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.88%, Actual: 1.39% [2025-11-22T02:59:54.805498] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.24% [2025-11-22T02:59:54.822558] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 1m 14s | Global ETA: 20m 57s [2025-11-22T02:59:54.823490] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:54.823551] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:54.824302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:54.825177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:54.879109] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 3m 27s | Global ETA: 20m 57s [2025-11-22T02:59:54.880000] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:54.880061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:54.881761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:54.882267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:54.882716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:54.971546] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 3.91% [2025-11-22T02:59:55.058158] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 9.0s | Global ETA: 20m 57s [2025-11-22T02:59:55.059069] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:55.059133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:55.063857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:55.065574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:55.066068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:55.068397] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:55.136339] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.09%, Actual: 0.39% [2025-11-22T02:59:55.190277] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:55.192447] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:55.193564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:55.302500] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.53%, Actual: 0.68% [2025-11-22T02:59:55.397336] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 1m 13s | Global ETA: 20m 57s [2025-11-22T02:59:55.398304] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:55.398365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:55.399088] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:55.399951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:55.468720] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.98%, Actual: 4.04% [2025-11-22T02:59:55.468933] [INFO ] [main ] APH: Magnitude Forecast Confidence: 36.2097% [2025-11-22T02:59:55.469013] [INFO ] [main ] APH: DISCARDED add_regime (score: 36.21%) [2025-11-22T02:59:55.469056] [INFO ] [main ] APH: Testing feature 40/53: add_regime_flags [2025-11-22T02:59:55.469087] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_regime_flags'] [2025-11-22T02:59:55.469121] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T02:59:55.482713] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:55.484127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:55.484186] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:55.485856] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:55.486926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:55.522613] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 3m 26s | Global ETA: 20m 57s [2025-11-22T02:59:55.523526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:55.523586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:55.525243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:55.525736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:55.526174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:55.868244] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.30% | Symbol ETA: 8.2s | Global ETA: 20m 57s [2025-11-22T02:59:55.869132] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:55.869197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:55.873882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:55.875587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:55.876085] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:55.878423] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:55.967967] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 1m 13s | Global ETA: 20m 57s [2025-11-22T02:59:55.969216] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:55.969277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:55.969974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:55.970838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.001506] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:56.003813] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:56.004945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.104341] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 8.3s | Global ETA: 20m 57s [2025-11-22T02:59:56.105222] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:56.105283] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:56.106875] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:56.107960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.175975] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 3m 26s | Global ETA: 20m 57s [2025-11-22T02:59:56.344440] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 3.94% [2025-11-22T02:59:56.512165] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 1.81% [2025-11-22T02:59:56.595502] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.25% | Symbol ETA: 1m 12s | Global ETA: 20m 58s [2025-11-22T02:59:56.596392] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:56.596452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:56.597143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:56.598023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.677088] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 7.3s | Global ETA: 20m 58s [2025-11-22T02:59:56.678037] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:56.678101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:56.679053] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.08%, Actual: 1.32% [2025-11-22T02:59:56.682906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:56.684748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:56.685224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:56.687557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:56.724036] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 7.7s | Global ETA: 20m 58s [2025-11-22T02:59:56.725376] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:56.725439] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:56.727116] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:56.728269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.809069] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:56.811362] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:56.812492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:56.846293] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 1.40% [2025-11-22T02:59:57.012597] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.96% [2025-11-22T02:59:57.161249] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 1m 12s | Global ETA: 20m 58s [2025-11-22T02:59:57.162134] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:57.162195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:57.162878] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:57.163713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:57.182533] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 2.82% [2025-11-22T02:59:57.349206] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 7.1s | Global ETA: 20m 58s [2025-11-22T02:59:57.350094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:57.350154] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:57.350225] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 2.05% [2025-11-22T02:59:57.351717] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:57.352768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:57.485295] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 6.5s | Global ETA: 20m 58s [2025-11-22T02:59:57.486180] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:57.486243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:57.490991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:57.492742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:57.493216] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:57.495558] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:57.516319] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 1.42% [2025-11-22T02:59:57.619709] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:57.622058] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:57.623179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:57.683758] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.48% [2025-11-22T02:59:57.735519] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 1m 11s | Global ETA: 20m 58s [2025-11-22T02:59:57.736403] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:57.736464] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:57.737154] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:57.738067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:57.849459] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 1.64% [2025-11-22T02:59:57.849693] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 44.5931% [2025-11-22T02:59:57.849746] [INFO ] [main ] JPM: DISCARDED add_atr_10 (score: 44.59%) [2025-11-22T02:59:57.849783] [INFO ] [main ] JPM: Testing feature 4/53: add_atr_5 [2025-11-22T02:59:57.849815] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T02:59:57.849847] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T02:59:57.860675] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T02:59:57.861838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:57.861898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:57.863558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:57.864756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:57.865144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.054532] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 2.19% | Symbol ETA: 6.6s | Global ETA: 20m 58s [2025-11-22T02:59:58.055452] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:58.055514] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:58.057181] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:58.058332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.294070] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.03% | Symbol ETA: 5.7s | Global ETA: 20m 58s [2025-11-22T02:59:58.294950] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:58.295013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:58.299744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:58.301459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:58.301963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:58.302799] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 1m 10s | Global ETA: 20m 58s [2025-11-22T02:59:58.303706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:58.303767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:58.304307] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:58.304461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:58.305312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.427278] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:58.429470] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:58.430563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.519184] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.17% | Symbol ETA: 2m 20s | Global ETA: 20m 58s [2025-11-22T02:59:58.520091] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:58.520152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:58.521809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:58.522301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:58.522705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.698470] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.02% | Symbol ETA: 5.9s | Global ETA: 20m 58s [2025-11-22T02:59:58.699466] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:58.699527] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:58.701123] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:58.702206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:58.869273] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 1m 10s | Global ETA: 20m 58s [2025-11-22T02:59:58.870169] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:58.870230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T02:59:58.870910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T02:59:58.871756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.103066] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 4.9s | Global ETA: 20m 58s [2025-11-22T02:59:59.103972] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:59.104037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:59.108856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:59.111052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:59.111525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:59.113869] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:59.171039] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 2.00% | Symbol ETA: 2m 19s | Global ETA: 20m 58s [2025-11-22T02:59:59.171923] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:59.171987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:59.173601] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:59.174098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:59.174478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.236136] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T02:59:59.238530] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T02:59:59.239670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.318342] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 5.3s | Global ETA: 20m 58s [2025-11-22T02:59:59.319250] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:59.319311] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:59.320899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:59.321959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.442707] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 1m 9s | Global ETA: 20m 58s [2025-11-22T02:59:59.611182] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 3.90% [2025-11-22T02:59:59.777753] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 1.68% [2025-11-22T02:59:59.821796] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 2m 19s | Global ETA: 20m 58s [2025-11-22T02:59:59.822688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T02:59:59.822748] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:59.824374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T02:59:59.824869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T02:59:59.825247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.907569] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 4.1s | Global ETA: 20m 58s [2025-11-22T02:59:59.908480] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T02:59:59.908544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T02:59:59.913251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T02:59:59.914998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T02:59:59.915461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T02:59:59.917782] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T02:59:59.940807] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 4.6s | Global ETA: 20m 58s [2025-11-22T02:59:59.941711] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T02:59:59.941773] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T02:59:59.943338] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T02:59:59.944403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T02:59:59.945153] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.91% [2025-11-22T03:00:00.039622] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:00.041757] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:00.042864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:00.118071] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.88% [2025-11-22T03:00:00.286663] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.25%, Actual: 0.14% [2025-11-22T03:00:00.454837] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 1.08% [2025-11-22T03:00:00.480663] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -4.76% | Symbol ETA: 2m 18s | Global ETA: 20m 58s [2025-11-22T03:00:00.481519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:00.481578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:00.483242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:00.483741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:00.484129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:00.562934] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.34% | Symbol ETA: 4.0s | Global ETA: 20m 58s [2025-11-22T03:00:00.563814] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:00.563874] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:00.565447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:00.566552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:00.622767] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 0.63% [2025-11-22T03:00:00.722541] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 3.3s | Global ETA: 20m 59s [2025-11-22T03:00:00.723813] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:00.723893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:00.729025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:00.731112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:00.731610] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:00.734075] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:00.859323] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:00.861474] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:00.862600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:00.942390] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 1.68% [2025-11-22T03:00:01.183364] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.64% [2025-11-22T03:00:01.357897] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 1.79% [2025-11-22T03:00:01.358099] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.0411% [2025-11-22T03:00:01.358152] [INFO ] [main ] ADX: DISCARDED add_composite_volatility_context (score: 33.04%) [2025-11-22T03:00:01.358189] [INFO ] [main ] ADX: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:00:01.358220] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T03:00:01.358254] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:01.372496] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:01.373935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:01.374004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:01.374727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:01.380118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:01.380415] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 3.4s | Global ETA: 20m 59s [2025-11-22T03:00:01.381497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:01.381558] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:01.383108] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:01.384161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:01.410697] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 2m 18s | Global ETA: 20m 59s [2025-11-22T03:00:01.411703] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:01.411764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:01.413433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:01.413980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:01.414384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:01.659569] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.22% | Symbol ETA: 2.4s | Global ETA: 20m 59s [2025-11-22T03:00:01.849098] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.35% [2025-11-22T03:00:02.044966] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -2.06% | Symbol ETA: 2.7s | Global ETA: 20m 59s [2025-11-22T03:00:02.058003] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 0.00% [2025-11-22T03:00:02.108683] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 1m 6s | Global ETA: 20m 59s [2025-11-22T03:00:02.109927] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:02.109988] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:02.110688] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:02.113307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:02.241318] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.30%, Actual: 6.76% [2025-11-22T03:00:02.247763] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.30%, Actual: 1.39% [2025-11-22T03:00:02.292686] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.57% | Symbol ETA: 2m 17s | Global ETA: 20m 59s [2025-11-22T03:00:02.293668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:02.293732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:02.295820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:02.296669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:02.297112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:02.431768] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 0.89% [2025-11-22T03:00:02.441658] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 2.11% [2025-11-22T03:00:02.619800] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 1.20% [2025-11-22T03:00:02.636380] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 3.31% [2025-11-22T03:00:02.747436] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 1m 5s | Global ETA: 20m 59s [2025-11-22T03:00:02.749172] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:02.749238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:02.750004] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:02.752496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:02.798392] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.03%, Actual: 0.32% [2025-11-22T03:00:02.811829] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.19%, Actual: 2.01% [2025-11-22T03:00:02.989400] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 0.47% [2025-11-22T03:00:02.990091] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 2m 16s | Global ETA: 20m 59s [2025-11-22T03:00:02.990242] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.02%, Actual: 1.39% [2025-11-22T03:00:02.991115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:02.991200] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:02.993344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:02.994115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:02.994550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:03.173068] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.87% [2025-11-22T03:00:03.200302] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.24% [2025-11-22T03:00:03.354097] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 1.04% [2025-11-22T03:00:03.354271] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 1m 4s | Global ETA: 20m 59s [2025-11-22T03:00:03.355252] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:03.355315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:03.356044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:03.358538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:03.365854] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 3.91% [2025-11-22T03:00:03.534362] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.34%, Actual: 0.39% [2025-11-22T03:00:03.536581] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.22%, Actual: 0.64% [2025-11-22T03:00:03.536843] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 34.4340% [2025-11-22T03:00:03.536934] [INFO ] [main ] LTC: DISCARDED add_shelf_lag (score: 34.43%) [2025-11-22T03:00:03.536979] [INFO ] [main ] LTC: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:00:03.537013] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_signed_carry_history_11'] [2025-11-22T03:00:03.537050] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:03.551830] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:03.553408] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:03.553473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:03.558834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:03.560790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:03.561501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:03.563922] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:03.651167] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 2m 15s | Global ETA: 20m 59s [2025-11-22T03:00:03.652068] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:03.652131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:03.653766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:03.654241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:03.654623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:03.693659] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:03.696107] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:03.697524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:03.714542] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.68% [2025-11-22T03:00:03.889525] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -2.06%, Actual: 4.04% [2025-11-22T03:00:03.890111] [INFO ] [main ] APH: Magnitude Forecast Confidence: 43.8506% [2025-11-22T03:00:03.890925] [INFO ] [main ] APH: DISCARDED add_regime_flags (score: 43.85%) [2025-11-22T03:00:03.890980] [INFO ] [main ] APH: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:00:03.891020] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:00:03.891058] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:03.906594] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:03.908148] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:03.908214] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:03.910017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:03.912360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:03.912878] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:03.914134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:03.915787] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:03.916811] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:03.917493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:03.984764] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.29% | Symbol ETA: 1m 3s | Global ETA: 20m 59s [2025-11-22T03:00:03.985634] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:03.985713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:03.986410] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:03.988747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:04.325840] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 9.4s | Global ETA: 20m 59s [2025-11-22T03:00:04.326773] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:04.326837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:04.331768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:04.333661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:04.334184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:04.336551] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:04.364518] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 2m 15s | Global ETA: 20m 59s [2025-11-22T03:00:04.365868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:04.365930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:04.367816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:04.368382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:04.368847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:04.472772] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:04.475274] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:04.476746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:04.566246] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 1m 2s | Global ETA: 20m 59s [2025-11-22T03:00:04.567165] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:04.567227] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:04.567964] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:04.570356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:04.572093] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.85% | Symbol ETA: 8.5s | Global ETA: 20m 59s [2025-11-22T03:00:04.572987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:04.573051] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:04.574585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:04.576395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:04.576887] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:04.577928] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:04.579484] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:04.580473] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:04.581137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.026309] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2m 14s | Global ETA: 20m 60s [2025-11-22T03:00:05.095346] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.70% | Symbol ETA: 8.6s | Global ETA: 20m 60s [2025-11-22T03:00:05.096260] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:05.096323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:05.101536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:05.103366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:05.103865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:05.106578] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:05.168221] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.09% | Symbol ETA: 1m 2s | Global ETA: 20m 60s [2025-11-22T03:00:05.169125] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:05.169185] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:05.169869] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:05.172154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.195565] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.17%, Actual: 3.94% [2025-11-22T03:00:05.213281] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 7.8s | Global ETA: 20m 60s [2025-11-22T03:00:05.214190] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:05.214253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:05.215825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:05.217536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:05.218033] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:05.219037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:05.220614] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:05.221618] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:05.222289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.234115] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:05.236933] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:05.238660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.368491] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 2.00%, Actual: 1.81% [2025-11-22T03:00:05.534577] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.32% [2025-11-22T03:00:05.701867] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -4.76%, Actual: 1.40% [2025-11-22T03:00:05.751980] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 1m 1s | Global ETA: 20m 60s [2025-11-22T03:00:05.753149] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:05.753212] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:05.753938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:05.756572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.841554] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 7.0s | Global ETA: 20m 60s [2025-11-22T03:00:05.842470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:05.842533] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:05.844095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:05.845824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:05.846299] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:05.847321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:05.849045] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:05.850035] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:05.850720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:05.855823] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.24% | Symbol ETA: 7.8s | Global ETA: 20m 60s [2025-11-22T03:00:05.856744] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:05.856809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:05.861578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:05.863403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:05.863919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:05.866281] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:05.868173] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.06%, Actual: 0.96% [2025-11-22T03:00:05.993224] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:05.995689] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:05.997115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:06.035268] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.57%, Actual: 2.82% [2025-11-22T03:00:06.203127] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 2.05% [2025-11-22T03:00:06.344887] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.65% | Symbol ETA: 1m 0s | Global ETA: 20m 60s [2025-11-22T03:00:06.345776] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:06.345837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:06.346510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:06.348901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:06.370311] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 1.42% [2025-11-22T03:00:06.468939] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.41% | Symbol ETA: 6.4s | Global ETA: 20m 60s [2025-11-22T03:00:06.470001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:06.470064] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:06.471617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:06.473457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:06.473942] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:06.474949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:06.476512] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:06.477525] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:06.478191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:06.535861] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 0.48% [2025-11-22T03:00:06.605603] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.93% | Symbol ETA: 7.0s | Global ETA: 20m 60s [2025-11-22T03:00:06.606495] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:06.606558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:06.611369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:06.613220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:06.613723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:06.616066] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:06.702537] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 1.64% [2025-11-22T03:00:06.702742] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.9307% [2025-11-22T03:00:06.702844] [INFO ] [main ] JPM: KEPT add_atr_5 (score: 48.93%) [2025-11-22T03:00:06.702888] [INFO ] [main ] JPM: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:00:06.702929] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T03:00:06.702962] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:06.715726] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:06.717090] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:06.717152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:06.718860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:06.719369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:06.719783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:06.720770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:06.745717] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:06.748133] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:06.749860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:06.940268] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 59.6s | Global ETA: 21m 0s [2025-11-22T03:00:06.941219] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:06.941294] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:06.942025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:06.944831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:07.138107] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -2.31% | Symbol ETA: 5.8s | Global ETA: 21m 0s [2025-11-22T03:00:07.139032] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:07.139109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:07.141557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:07.143284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:07.143779] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:07.144792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:07.146343] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:07.147329] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:07.148016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:07.370529] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 6.2s | Global ETA: 21m 0s [2025-11-22T03:00:07.371416] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:07.371479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:07.376995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:07.379011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:07.379490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:07.381847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:07.391162] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 1m 52s | Global ETA: 21m 0s [2025-11-22T03:00:07.392244] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:07.392306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:07.393965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:07.394455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:07.394860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:07.395743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:07.512185] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:07.514858] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:07.516491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:07.547629] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.31% | Symbol ETA: 59.0s | Global ETA: 21m 0s [2025-11-22T03:00:07.720744] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 3.90% [2025-11-22T03:00:07.797469] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.18% | Symbol ETA: 5.1s | Global ETA: 21m 0s [2025-11-22T03:00:07.798380] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:07.798443] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:07.800065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:07.801794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:07.802270] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:07.803302] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:07.804892] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:07.805886] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:07.806537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:07.889007] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 1.68% [2025-11-22T03:00:08.056592] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.91% [2025-11-22T03:00:08.066970] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 1m 52s | Global ETA: 21m 0s [2025-11-22T03:00:08.071502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:08.071615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:08.073780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:08.074293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:08.074918] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:08.075736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:08.119745] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.29% | Symbol ETA: 5.5s | Global ETA: 21m 0s [2025-11-22T03:00:08.120722] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:08.120789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:08.125764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:08.127674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:08.128202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:08.130699] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:08.227725] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 0.88% [2025-11-22T03:00:08.262171] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:08.264695] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:08.266157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:08.397317] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.14% [2025-11-22T03:00:08.453053] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.22% | Symbol ETA: 4.5s | Global ETA: 21m 0s [2025-11-22T03:00:08.453964] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:08.454039] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:08.455594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:08.457343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:08.457852] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:08.458871] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:08.460441] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:08.461442] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:08.462115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:08.567323] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.09%, Actual: 1.08% [2025-11-22T03:00:08.737597] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.81% | Symbol ETA: 1m 51s | Global ETA: 21m 0s [2025-11-22T03:00:08.738502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:08.738565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:08.740248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:08.740239] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.63% [2025-11-22T03:00:08.740768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:08.741159] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:08.741908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:08.874197] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.74% | Symbol ETA: 4.7s | Global ETA: 21m 0s [2025-11-22T03:00:08.875128] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:08.875200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:08.880449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:08.882352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:08.882896] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:08.885560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:08.911960] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.65%, Actual: 1.68% [2025-11-22T03:00:09.015888] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:09.022658] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:09.024067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:09.084046] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.64% [2025-11-22T03:00:09.086300] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 3.8s | Global ETA: 21m 1s [2025-11-22T03:00:09.087192] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:09.087479] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:09.089042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:09.090903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:09.091375] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:09.092444] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:09.094025] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:09.095012] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:09.095672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:09.286407] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.31%, Actual: 1.79% [2025-11-22T03:00:09.286674] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.0729% [2025-11-22T03:00:09.286772] [INFO ] [main ] ADX: DISCARDED add_day_shape_ratios (score: 31.07%) [2025-11-22T03:00:09.286819] [INFO ] [main ] ADX: Testing feature 8/53: add_directional_consistency [2025-11-22T03:00:09.286865] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T03:00:09.286910] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:09.305766] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:09.307602] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:09.307729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:09.308822] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:09.418763] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 1m 50s | Global ETA: 21m 1s [2025-11-22T03:00:09.419713] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:09.419776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:09.421684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:09.422206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:09.422802] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:09.423542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:09.465713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:09.651719] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.54% | Symbol ETA: 3.9s | Global ETA: 21m 1s [2025-11-22T03:00:09.652589] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:09.652672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:09.657446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:09.659249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:09.659746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:09.662079] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:09.734877] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 3.2s | Global ETA: 21m 1s [2025-11-22T03:00:09.735885] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:00:09.735948] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:09.737547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:09.739285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:09.739777] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:00:09.740787] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:00:09.742358] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:00:09.743349] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:00:09.744015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:09.790780] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:09.793783] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:09.795212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:10.060129] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.58% | Symbol ETA: 57.8s | Global ETA: 21m 1s [2025-11-22T03:00:10.061043] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:10.061104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:10.061796] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:10.123593] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 1m 50s | Global ETA: 21m 1s [2025-11-22T03:00:10.125217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:10.125286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:10.127202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:10.127826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:10.128273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:10.129143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:10.186441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:10.383135] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.72% | Symbol ETA: 2.5s | Global ETA: 21m 1s [2025-11-22T03:00:10.398034] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 3.2s | Global ETA: 21m 1s [2025-11-22T03:00:10.399586] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:10.399690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:10.404467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:10.406262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:10.406752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:10.409097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:10.532084] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:10.534513] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:10.535914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:10.549313] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.85%, Actual: 6.76% [2025-11-22T03:00:10.717045] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.11% [2025-11-22T03:00:10.760524] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.56% | Symbol ETA: 56.8s | Global ETA: 21m 1s [2025-11-22T03:00:10.761882] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:10.761943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:10.762609] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:10.846525] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 1m 49s | Global ETA: 21m 1s [2025-11-22T03:00:10.847926] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:10.847992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:10.849764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:10.850303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:10.850727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:10.851510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:10.889110] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 3.31% [2025-11-22T03:00:10.891136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:11.059543] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 2.01% [2025-11-22T03:00:11.150186] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.20% | Symbol ETA: 2.4s | Global ETA: 21m 1s [2025-11-22T03:00:11.225244] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -2.31%, Actual: 1.39% [2025-11-22T03:00:11.318793] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 0.35% [2025-11-22T03:00:11.391389] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.18%, Actual: 0.24% [2025-11-22T03:00:11.476956] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.57% | Symbol ETA: 56.0s | Global ETA: 21m 1s [2025-11-22T03:00:11.477899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:11.477960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:11.478659] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:11.492723] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.70%, Actual: 0.00% [2025-11-22T03:00:11.536390] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 1m 48s | Global ETA: 21m 1s [2025-11-22T03:00:11.537405] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:11.537474] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:11.539273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:11.539837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:11.540256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:11.541063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:11.557726] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.22%, Actual: 3.91% [2025-11-22T03:00:11.609084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:11.663864] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.24%, Actual: 1.39% [2025-11-22T03:00:11.723125] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.72%, Actual: 0.39% [2025-11-22T03:00:11.836268] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.93%, Actual: 0.89% [2025-11-22T03:00:11.889732] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.68% [2025-11-22T03:00:12.007044] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 1.20% [2025-11-22T03:00:12.056852] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.72%, Actual: 4.04% [2025-11-22T03:00:12.057058] [INFO ] [main ] APH: Magnitude Forecast Confidence: 34.0164% [2025-11-22T03:00:12.057140] [INFO ] [main ] APH: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.02%) [2025-11-22T03:00:12.057584] [INFO ] [main ] APH: Testing feature 42/53: add_shelf_lag [2025-11-22T03:00:12.057620] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_shelf_lag'] [2025-11-22T03:00:12.057673] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:12.072833] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:12.074411] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:12.074473] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:12.076099] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:12.077297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:12.181497] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.29%, Actual: 0.32% [2025-11-22T03:00:12.200402] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 55.3s | Global ETA: 21m 1s [2025-11-22T03:00:12.201370] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:12.201440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:12.202171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:12.227928] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 1m 48s | Global ETA: 21m 1s [2025-11-22T03:00:12.228827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:12.228891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:12.230525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:12.231038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:12.231433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:12.232179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:12.326582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:12.352751] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.74%, Actual: 0.47% [2025-11-22T03:00:12.525877] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.54%, Actual: 0.87% [2025-11-22T03:00:12.699888] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 1.04% [2025-11-22T03:00:12.796862] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 8.7s | Global ETA: 21m 1s [2025-11-22T03:00:12.797789] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:12.797850] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:12.799397] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:12.800517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:12.872074] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.20%, Actual: 0.64% [2025-11-22T03:00:12.872297] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 43.5618% [2025-11-22T03:00:12.872393] [INFO ] [main ] LTC: DISCARDED add_signed_carry_history_11 (score: 43.56%) [2025-11-22T03:00:12.872438] [INFO ] [main ] LTC: Testing feature 44/53: add_sma_ratio [2025-11-22T03:00:12.872475] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_sma_ratio'] [2025-11-22T03:00:12.872513] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:12.886900] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:12.887073] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.54% | Symbol ETA: 1m 47s | Global ETA: 21m 1s [2025-11-22T03:00:12.888057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:00:12.888122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:12.888266] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:12.888330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:12.889893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:12.890413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:12.890828] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:12.891600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:12.893190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:12.895079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:12.895570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:12.897965] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:12.920776] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 54.6s | Global ETA: 21m 1s [2025-11-22T03:00:12.921851] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:12.921930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:12.922656] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:13.029959] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:13.032537] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:13.033415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:13.048517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:13.516254] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 8.0s | Global ETA: 21m 2s [2025-11-22T03:00:13.517143] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:13.517204] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:13.518796] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:13.519916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:13.555105] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.17% | Symbol ETA: 1m 46s | Global ETA: 21m 2s [2025-11-22T03:00:13.611522] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 53.8s | Global ETA: 21m 2s [2025-11-22T03:00:13.612467] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:13.612529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:13.613259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:13.636224] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 8.7s | Global ETA: 21m 2s [2025-11-22T03:00:13.637131] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:13.637196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:13.642024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:13.643838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:13.644327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:13.646705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:13.728285] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 3.94% [2025-11-22T03:00:13.741199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:13.775071] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:13.777593] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:13.778476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:13.903990] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 1.81% [2025-11-22T03:00:14.077444] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.81%, Actual: 1.32% [2025-11-22T03:00:14.246366] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.55% | Symbol ETA: 7.3s | Global ETA: 21m 2s [2025-11-22T03:00:14.247265] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:14.247326] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:14.248909] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:14.250033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:14.253349] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 1.40% [2025-11-22T03:00:14.313190] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 53.1s | Global ETA: 21m 2s [2025-11-22T03:00:14.314094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:14.314154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:14.314846] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:14.396065] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 8.0s | Global ETA: 21m 2s [2025-11-22T03:00:14.400437] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:14.400502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:14.405440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:14.407297] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:14.407824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:14.410201] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:14.419626] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 0.96% [2025-11-22T03:00:14.437001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:14.540950] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:14.543454] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:14.544240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:14.586371] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 2.82% [2025-11-22T03:00:14.751436] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 2.05% [2025-11-22T03:00:14.915764] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.42% [2025-11-22T03:00:14.972315] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.42% | Symbol ETA: 6.5s | Global ETA: 21m 2s [2025-11-22T03:00:14.973214] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:14.973275] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:14.974833] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:14.975964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.007565] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 52.4s | Global ETA: 21m 2s [2025-11-22T03:00:15.008487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:15.008549] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:15.009258] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:15.088159] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.54%, Actual: 0.48% [2025-11-22T03:00:15.137264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.150855] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.28% | Symbol ETA: 7.2s | Global ETA: 21m 2s [2025-11-22T03:00:15.151765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:15.151830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:15.156627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:15.158490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:15.158989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:15.161378] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:15.253853] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.17%, Actual: 1.64% [2025-11-22T03:00:15.254064] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 53.0789% [2025-11-22T03:00:15.254157] [INFO ] [main ] JPM: KEPT add_close_to_open_alignment (score: 53.08%) [2025-11-22T03:00:15.254199] [INFO ] [main ] JPM: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:00:15.254231] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T03:00:15.254268] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:15.265251] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:15.266469] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:15.266531] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:15.268251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:15.268772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:15.269158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:15.269906] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:15.270736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.286841] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:15.289259] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:15.290037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.695250] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: 21m 2s [2025-11-22T03:00:15.696180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:15.696242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:15.697839] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:15.698999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.702258] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 51.7s | Global ETA: 21m 2s [2025-11-22T03:00:15.703148] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:15.703210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:15.703894] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:15.825312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:15.893196] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.84% | Symbol ETA: 6.5s | Global ETA: 21m 2s [2025-11-22T03:00:15.894134] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:15.894197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:15.899069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:15.900939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:15.901434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:15.903849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:15.946545] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.29% | Symbol ETA: 1m 27s | Global ETA: 21m 2s [2025-11-22T03:00:15.947888] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:15.947951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:15.949625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:15.950150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:15.950535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:15.951286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:15.952111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:16.034304] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:16.037137] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:16.037960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:16.441467] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.59% | Symbol ETA: 51.0s | Global ETA: 21m 2s [2025-11-22T03:00:16.466304] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.41% | Symbol ETA: 5.1s | Global ETA: 21m 2s [2025-11-22T03:00:16.467484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:16.467552] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:16.469266] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:16.470496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:16.698429] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 3.90% [2025-11-22T03:00:16.761434] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 1m 26s | Global ETA: 21m 2s [2025-11-22T03:00:16.762574] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:16.762686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:16.764878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:16.765502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:16.766049] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:16.766958] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:16.768056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:16.768996] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 5.8s | Global ETA: 21m 2s [2025-11-22T03:00:16.770282] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:16.770388] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:16.776677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:16.779322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:16.779999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:16.783208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:16.949944] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:16.952116] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 1.68% [2025-11-22T03:00:16.952584] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:16.953463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:17.190279] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.91% [2025-11-22T03:00:17.402117] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.88% [2025-11-22T03:00:17.503065] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 4.5s | Global ETA: 21m 3s [2025-11-22T03:00:17.504206] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:17.504272] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:17.505960] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:17.507145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:17.570930] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 0.14% [2025-11-22T03:00:17.576592] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.88% | Symbol ETA: 5.1s | Global ETA: 21m 3s [2025-11-22T03:00:17.577707] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:17.577773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:17.583087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:17.584984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:17.585279] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.72% | Symbol ETA: 1m 26s | Global ETA: 21m 3s [2025-11-22T03:00:17.585521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:17.586177] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:17.586241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:17.587931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:17.588093] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:17.588409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:17.588820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:17.589553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:17.590377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:17.720669] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:17.723474] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:17.724267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:17.738084] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.08% [2025-11-22T03:00:17.908026] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.63% [2025-11-22T03:00:18.077297] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.68% [2025-11-22T03:00:18.245383] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.64% [2025-11-22T03:00:18.248963] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 1m 25s | Global ETA: 21m 3s [2025-11-22T03:00:18.249915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:18.249978] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:18.251628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:18.252124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:18.252543] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:18.253307] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:18.254131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:18.273821] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 1.37% | Symbol ETA: 3.7s | Global ETA: 21m 3s [2025-11-22T03:00:18.274751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:18.274822] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:18.276468] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:18.277679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:18.351612] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 4.3s | Global ETA: 21m 3s [2025-11-22T03:00:18.352585] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:18.352677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:18.357632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:18.359519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:18.360033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:18.362396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:18.413736] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 1.79% [2025-11-22T03:00:18.413927] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 41.7757% [2025-11-22T03:00:18.414024] [INFO ] [main ] ADX: KEPT add_directional_consistency (score: 41.78%) [2025-11-22T03:00:18.414066] [INFO ] [main ] ADX: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:00:18.414099] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T03:00:18.414154] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:18.426744] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:18.428008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:18.428070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:18.428820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:18.492170] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:18.494564] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:18.495320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:18.555765] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:18.557793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:18.913470] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.56% | Symbol ETA: 1m 24s | Global ETA: 21m 3s [2025-11-22T03:00:18.914386] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:18.914460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:18.916174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:18.916691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:18.917088] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:18.917890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:18.918752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.026193] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.79% | Symbol ETA: 3.0s | Global ETA: 21m 3s [2025-11-22T03:00:19.027089] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:19.027150] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:19.028791] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:00:19.029936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.092878] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 3.5s | Global ETA: 21m 3s [2025-11-22T03:00:19.093771] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:19.093839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:19.098691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:19.100535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:19.101022] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:19.103364] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:19.140532] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 56.6s | Global ETA: 21m 3s [2025-11-22T03:00:19.141468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:19.141531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:19.142259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:19.225209] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:19.227739] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:19.228459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.271618] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:19.273758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.569521] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.06% | Symbol ETA: 1m 23s | Global ETA: 21m 3s [2025-11-22T03:00:19.570475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:19.570560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:19.572289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:19.572844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:19.573235] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:19.574017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:19.574867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.753490] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 2.2s | Global ETA: 21m 3s [2025-11-22T03:00:19.817777] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.59% | Symbol ETA: 2.7s | Global ETA: 21m 3s [2025-11-22T03:00:19.818713] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:19.818777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:19.823566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:19.825410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:19.825900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:19.828218] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:19.860554] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 55.9s | Global ETA: 21m 3s [2025-11-22T03:00:19.861484] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:19.861548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:19.862277] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:19.921867] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 6.76% [2025-11-22T03:00:19.951705] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:19.954014] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:19.954744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:19.990316] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:19.992314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:20.087084] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 2.11% [2025-11-22T03:00:20.242336] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 1m 23s | Global ETA: 21m 3s [2025-11-22T03:00:20.243265] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:20.243328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:20.244987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:20.245462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:20.245869] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:20.246598] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:20.247439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:20.252855] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.55%, Actual: 3.31% [2025-11-22T03:00:20.418673] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.42%, Actual: 2.01% [2025-11-22T03:00:20.558866] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 2.0s | Global ETA: 21m 3s [2025-11-22T03:00:20.565665] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 55.2s | Global ETA: 21m 3s [2025-11-22T03:00:20.566584] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:20.566677] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:20.567451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:20.587719] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.00%, Actual: 1.39% [2025-11-22T03:00:20.693262] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:20.695251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:20.732546] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.35% [2025-11-22T03:00:20.754872] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.41%, Actual: 0.24% [2025-11-22T03:00:20.908903] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.00% [2025-11-22T03:00:20.917844] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 1m 22s | Global ETA: 21m 3s [2025-11-22T03:00:20.919119] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:20.919182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:20.920835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:20.921308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:20.921715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:20.922519] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:20.922766] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.34%, Actual: 3.91% [2025-11-22T03:00:20.923341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:21.083433] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.28%, Actual: 1.39% [2025-11-22T03:00:21.088601] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 1.37%, Actual: 0.39% [2025-11-22T03:00:21.255372] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.79%, Actual: 0.68% [2025-11-22T03:00:21.257919] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.84%, Actual: 0.89% [2025-11-22T03:00:21.264877] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 54.5s | Global ETA: 21m 3s [2025-11-22T03:00:21.266087] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:21.266157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:21.266861] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:21.394492] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:21.396335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:21.419708] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.54%, Actual: 4.04% [2025-11-22T03:00:21.419907] [INFO ] [main ] APH: Magnitude Forecast Confidence: 27.6107% [2025-11-22T03:00:21.419990] [INFO ] [main ] APH: DISCARDED add_shelf_lag (score: 27.61%) [2025-11-22T03:00:21.420033] [INFO ] [main ] APH: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:00:21.420064] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_signed_carry_history_11'] [2025-11-22T03:00:21.420098] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:21.429987] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 1.20% [2025-11-22T03:00:21.434782] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:21.436009] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:21.436069] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:21.437716] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:21.439102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:21.576365] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 1m 21s | Global ETA: 21m 4s [2025-11-22T03:00:21.577280] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:21.577342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:21.578992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:21.579480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:21.579957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:21.580709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:00:21.581519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:21.621793] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.88%, Actual: 0.32% [2025-11-22T03:00:21.802132] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 0.47% [2025-11-22T03:00:21.968080] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 53.7s | Global ETA: 21m 4s [2025-11-22T03:00:21.969029] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:21.969114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:21.969799] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:21.974220] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.87% [2025-11-22T03:00:22.079000] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.26% | Symbol ETA: 8.0s | Global ETA: 21m 4s [2025-11-22T03:00:22.079895] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:22.079956] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:22.081514] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:22.082897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:22.103905] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:22.106109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:22.146164] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.59%, Actual: 1.04% [2025-11-22T03:00:22.233435] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 1m 20s | Global ETA: 21m 4s [2025-11-22T03:00:22.313906] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.64% [2025-11-22T03:00:22.314116] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 34.8636% [2025-11-22T03:00:22.314197] [INFO ] [main ] LTC: DISCARDED add_sma_ratio (score: 34.86%) [2025-11-22T03:00:22.314239] [INFO ] [main ] LTC: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:00:22.314273] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_vol_of_vol'] [2025-11-22T03:00:22.314309] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:22.327970] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:22.329512] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:22.329588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:22.334456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:22.336327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:22.336814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:22.339205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:22.400898] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.29%, Actual: 3.94% [2025-11-22T03:00:22.466666] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:22.469149] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:22.470358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:22.568023] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 1.81% [2025-11-22T03:00:22.676250] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 53.0s | Global ETA: 21m 4s [2025-11-22T03:00:22.677146] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:22.677207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:22.677946] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:22.700586] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 7.3s | Global ETA: 21m 4s [2025-11-22T03:00:22.701487] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:22.701549] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:22.703119] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:22.704491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:22.736882] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.72%, Actual: 1.32% [2025-11-22T03:00:22.802495] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:22.804392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:22.905460] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 1.40% [2025-11-22T03:00:23.070598] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 8.2s | Global ETA: 21m 4s [2025-11-22T03:00:23.071495] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:23.071558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:23.073177] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.56%, Actual: 0.96% [2025-11-22T03:00:23.076452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:23.078294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:23.078785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:23.081108] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:23.206612] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:23.209081] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:23.210237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:23.239595] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.06%, Actual: 2.82% [2025-11-22T03:00:23.345548] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 6.7s | Global ETA: 21m 4s [2025-11-22T03:00:23.346492] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:23.346556] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:23.348195] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:23.349710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:23.372374] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 52.3s | Global ETA: 21m 4s [2025-11-22T03:00:23.373300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:23.373361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:23.374070] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:23.409626] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 2.05% [2025-11-22T03:00:23.498435] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:23.500516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:23.575345] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.42% [2025-11-22T03:00:23.741435] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.48% [2025-11-22T03:00:23.810191] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 7.4s | Global ETA: 21m 4s [2025-11-22T03:00:23.811107] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:23.811170] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:23.815890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:23.817666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:23.818158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:23.824145] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:23.908008] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 1.64% [2025-11-22T03:00:23.908207] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 41.4989% [2025-11-22T03:00:23.908259] [INFO ] [main ] JPM: DISCARDED add_composite_volatility_context (score: 41.50%) [2025-11-22T03:00:23.908297] [INFO ] [main ] JPM: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:00:23.908327] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T03:00:23.908360] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:23.919423] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:23.920853] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:23.920914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:23.922578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:23.923097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:23.923481] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:23.924228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:23.926595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:23.953613] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:23.956292] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:23.957552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.004208] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 6.1s | Global ETA: 21m 4s [2025-11-22T03:00:24.005757] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:24.005817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:24.007373] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:24.008818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.074009] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 51.6s | Global ETA: 21m 4s [2025-11-22T03:00:24.074902] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:24.074965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:24.075630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:24.199438] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:24.201322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.574449] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.59% | Symbol ETA: 6.7s | Global ETA: 21m 4s [2025-11-22T03:00:24.575384] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:24.575451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:24.580327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:24.582164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:24.582635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:24.584977] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:24.596357] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.83% | Symbol ETA: 1m 12s | Global ETA: 21m 4s [2025-11-22T03:00:24.597302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:24.597366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:24.599092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:24.599593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:24.600010] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:24.600798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:24.603159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.634619] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 5.4s | Global ETA: 21m 4s [2025-11-22T03:00:24.635506] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:24.635567] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:24.637132] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:24.638532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.718218] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:24.720879] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:24.722206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:24.773008] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 50.9s | Global ETA: 21m 4s [2025-11-22T03:00:24.773905] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:24.773966] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:24.774635] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:24.897769] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:24.899786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:25.275213] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 1m 12s | Global ETA: 21m 4s [2025-11-22T03:00:25.276685] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:25.276749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:25.278424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:25.278453] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 4.8s | Global ETA: 21m 4s [2025-11-22T03:00:25.278937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:25.279317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:25.279725] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:25.279787] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:25.280106] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:25.281384] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:25.282439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:25.282820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:25.380724] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.51% | Symbol ETA: 6.1s | Global ETA: 21m 4s [2025-11-22T03:00:25.381742] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:25.381809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:25.387004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:25.389280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:25.389932] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:25.392520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:25.496803] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.90% | Symbol ETA: 50.2s | Global ETA: 21m 4s [2025-11-22T03:00:25.530440] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:25.533125] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:25.534365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:25.665060] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 3.90% [2025-11-22T03:00:25.832794] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 1.68% [2025-11-22T03:00:25.906356] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 4.1s | Global ETA: 21m 5s [2025-11-22T03:00:25.907242] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:25.907303] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:25.908931] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:25.910326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:25.937218] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 1m 11s | Global ETA: 21m 5s [2025-11-22T03:00:25.938128] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:25.938189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:25.939906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:25.940374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:25.941979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:25.942733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:25.947167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:26.000270] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 0.91% [2025-11-22T03:00:26.121799] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 5.3s | Global ETA: 21m 5s [2025-11-22T03:00:26.122707] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:26.122772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:26.127626] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:26.129402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:26.129929] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:26.132284] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:26.171160] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 0.88% [2025-11-22T03:00:26.262127] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:26.264502] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:26.265680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:26.342205] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 0.14% [2025-11-22T03:00:26.509469] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.32%, Actual: 1.08% [2025-11-22T03:00:26.535958] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -3.23% | Symbol ETA: 3.5s | Global ETA: 21m 5s [2025-11-22T03:00:26.536913] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:26.536972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:26.538541] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:26.539917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:26.603007] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.67% | Symbol ETA: 1m 10s | Global ETA: 21m 5s [2025-11-22T03:00:26.604103] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:26.604169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:26.606000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:26.606591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:26.607012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:26.607803] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:26.610145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:26.674732] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.35%, Actual: 0.63% [2025-11-22T03:00:26.838511] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 1.68% [2025-11-22T03:00:26.859512] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 4.5s | Global ETA: 21m 5s [2025-11-22T03:00:26.860399] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:26.860463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:26.865202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:26.866965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:26.867452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:26.869763] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:26.993129] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:26.995363] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:26.996498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.009684] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.64% [2025-11-22T03:00:27.165737] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 2.9s | Global ETA: 21m 5s [2025-11-22T03:00:27.166615] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:27.166698] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:27.168326] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:00:27.169801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.173948] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.90%, Actual: 1.79% [2025-11-22T03:00:27.174121] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 35.8482% [2025-11-22T03:00:27.174173] [INFO ] [main ] ADX: DISCARDED add_fullday_parkinson_range (score: 35.85%) [2025-11-22T03:00:27.174211] [INFO ] [main ] ADX: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:00:27.174242] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T03:00:27.174276] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:27.188042] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:27.189611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:27.189713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:27.190453] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:27.271906] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.46% | Symbol ETA: 1m 10s | Global ETA: 21m 5s [2025-11-22T03:00:27.272885] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:27.272973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:27.274731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:27.275211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:27.275659] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:27.276407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:27.278820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.328247] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:27.375566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.607499] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 3.8s | Global ETA: 21m 5s [2025-11-22T03:00:27.608394] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:27.608457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:27.613324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:27.615119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:27.615604] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:27.617975] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:27.741973] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:27.744205] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:27.745345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.787279] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 2.2s | Global ETA: 21m 5s [2025-11-22T03:00:27.929910] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 1m 9s | Global ETA: 21m 5s [2025-11-22T03:00:27.930866] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:27.930930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:27.932611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:27.933210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:27.933620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:27.934380] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:27.936869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:27.954593] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.26%, Actual: 6.76% [2025-11-22T03:00:27.963569] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 48.8s | Global ETA: 21m 5s [2025-11-22T03:00:27.964632] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:27.964727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:27.965431] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:28.098013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:28.122691] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 2.11% [2025-11-22T03:00:28.145358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:28.294009] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 3.31% [2025-11-22T03:00:28.334993] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -1.11% | Symbol ETA: 3.0s | Global ETA: 21m 5s [2025-11-22T03:00:28.335872] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:28.335958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:28.341280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:28.343108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:28.343579] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:28.346000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:28.460688] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 2.01% [2025-11-22T03:00:28.472146] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:28.474347] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:28.475454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:28.609837] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.00% | Symbol ETA: 1m 8s | Global ETA: 21m 5s [2025-11-22T03:00:28.610779] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:28.610842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:28.612511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:28.613057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:28.613442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:28.614225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:28.616541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:28.628085] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 1.39% [2025-11-22T03:00:28.735819] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 48.0s | Global ETA: 21m 5s [2025-11-22T03:00:28.736766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:28.736829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:28.737548] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:28.795137] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.24% [2025-11-22T03:00:28.870569] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:28.917292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:28.961559] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 3.91% [2025-11-22T03:00:29.080835] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.81% | Symbol ETA: 2.3s | Global ETA: 21m 5s [2025-11-22T03:00:29.081737] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:29.081800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:29.086540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:29.088293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:29.088808] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:29.091110] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:29.132600] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -3.23%, Actual: 0.39% [2025-11-22T03:00:29.211800] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:29.213863] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:29.214943] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:29.272941] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 1m 8s | Global ETA: 21m 5s [2025-11-22T03:00:29.273856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:29.273919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:29.275667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:29.276185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:29.276575] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:29.277333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:29.279693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:29.299287] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.68% [2025-11-22T03:00:29.464435] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 4.04% [2025-11-22T03:00:29.464681] [INFO ] [main ] APH: Magnitude Forecast Confidence: 23.6072% [2025-11-22T03:00:29.464766] [INFO ] [main ] APH: DISCARDED add_signed_carry_history_11 (score: 23.61%) [2025-11-22T03:00:29.464806] [INFO ] [main ] APH: Testing feature 44/53: add_sma_ratio [2025-11-22T03:00:29.464837] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_sma_ratio'] [2025-11-22T03:00:29.464872] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:29.478713] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:29.480209] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:29.480269] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:29.481887] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:29.482655] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:29.504181] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 47.3s | Global ETA: 21m 5s [2025-11-22T03:00:29.505106] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:29.505167] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:29.505862] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:29.637794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:29.684777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:29.801198] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 1.5s | Global ETA: 21m 5s [2025-11-22T03:00:29.941686] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 1m 7s | Global ETA: 21m 6s [2025-11-22T03:00:29.942568] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:29.942630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:29.944304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:29.944819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:29.945203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:29.945972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:29.948318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:29.967416] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 0.35% [2025-11-22T03:00:30.093825] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.19% | Symbol ETA: 7.2s | Global ETA: 21m 6s [2025-11-22T03:00:30.094715] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:30.094776] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:30.096325] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:30.097085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:30.132633] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 0.00% [2025-11-22T03:00:30.298877] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 46.5s | Global ETA: 21m 6s [2025-11-22T03:00:30.299838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:30.299938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:30.300714] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:30.301759] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.59%, Actual: 1.39% [2025-11-22T03:00:30.432416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:30.470852] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.51%, Actual: 0.89% [2025-11-22T03:00:30.477729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:30.620557] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.46% | Symbol ETA: 1m 6s | Global ETA: 21m 6s [2025-11-22T03:00:30.638970] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 1.20% [2025-11-22T03:00:30.731425] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 6.7s | Global ETA: 21m 6s [2025-11-22T03:00:30.732325] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:30.732387] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:30.734365] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:30.735319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:30.786573] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.83%, Actual: 3.94% [2025-11-22T03:00:30.816612] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 0.32% [2025-11-22T03:00:30.950773] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 1.81% [2025-11-22T03:00:30.991684] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.47% [2025-11-22T03:00:31.055408] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 45.7s | Global ETA: 21m 6s [2025-11-22T03:00:31.056336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:31.056407] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:31.057152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:31.115212] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.03%, Actual: 1.32% [2025-11-22T03:00:31.161457] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -1.11%, Actual: 0.87% [2025-11-22T03:00:31.186281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:31.230997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:31.279314] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.67%, Actual: 1.40% [2025-11-22T03:00:31.332793] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.81%, Actual: 1.04% [2025-11-22T03:00:31.366655] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 6.1s | Global ETA: 21m 6s [2025-11-22T03:00:31.367551] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:31.367959] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:31.369585] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:31.370382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:31.444819] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.46%, Actual: 0.96% [2025-11-22T03:00:31.506819] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 0.64% [2025-11-22T03:00:31.507021] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 45.6408% [2025-11-22T03:00:31.507105] [INFO ] [main ] LTC: DISCARDED add_vol_of_vol (score: 45.64%) [2025-11-22T03:00:31.507150] [INFO ] [main ] LTC: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:00:31.507184] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_volatility_decay_ratio'] [2025-11-22T03:00:31.507241] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:31.519839] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:31.521353] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:31.521418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:31.526419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:31.528324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:31.528866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:31.531366] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:31.611275] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 2.82% [2025-11-22T03:00:31.664993] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:31.667616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:31.668876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:31.781035] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.00%, Actual: 2.05% [2025-11-22T03:00:31.819078] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 44.9s | Global ETA: 21m 6s [2025-11-22T03:00:31.820062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:31.820127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:31.820848] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:31.949632] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.42% [2025-11-22T03:00:31.949837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:31.994780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:32.011986] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 5.5s | Global ETA: 21m 6s [2025-11-22T03:00:32.012909] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:32.012969] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:32.014503] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:32.015269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:32.118833] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.48% [2025-11-22T03:00:32.281488] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 8.0s | Global ETA: 21m 6s [2025-11-22T03:00:32.282399] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:32.282465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:32.286170] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.46%, Actual: 1.64% [2025-11-22T03:00:32.286367] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 46.4503% [2025-11-22T03:00:32.286448] [INFO ] [main ] JPM: DISCARDED add_day_shape_ratios (score: 46.45%) [2025-11-22T03:00:32.286492] [INFO ] [main ] JPM: Testing feature 8/53: add_directional_consistency [2025-11-22T03:00:32.286524] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T03:00:32.286560] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:32.287367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:32.290466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:32.291030] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:32.293414] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:32.298882] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:32.300357] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:32.300422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:32.302220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:32.302757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:32.303159] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:32.303939] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:32.420584] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:32.423136] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:32.424311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:32.435921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:32.573136] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.12% | Symbol ETA: 44.2s | Global ETA: 21m 6s [2025-11-22T03:00:32.574038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:32.574099] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:32.574778] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:32.647913] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 4.9s | Global ETA: 21m 6s [2025-11-22T03:00:32.648802] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:32.648863] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:32.650444] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:32.651196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:32.697281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:32.740760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.029021] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 7.2s | Global ETA: 21m 6s [2025-11-22T03:00:33.029932] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:33.029997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:33.034770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:33.036545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:33.037026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:33.039370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:33.088618] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.94% | Symbol ETA: 1m 1s | Global ETA: 21m 6s [2025-11-22T03:00:33.089486] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:33.089548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:33.091194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:33.091685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:33.092071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:33.092822] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:33.163346] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:33.165731] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:33.167251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.216620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.294508] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 4.2s | Global ETA: 21m 6s [2025-11-22T03:00:33.295436] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:33.295495] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:33.297082] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:33.297875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.317020] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 43.4s | Global ETA: 21m 6s [2025-11-22T03:00:33.317978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:33.318039] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:33.318747] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:33.441690] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:33.485084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.758078] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.42% | Symbol ETA: 6.4s | Global ETA: 21m 6s [2025-11-22T03:00:33.759019] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:33.759082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:33.763824] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:33.765548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:33.766034] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:33.768336] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:33.870663] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 1m 0s | Global ETA: 21m 6s [2025-11-22T03:00:33.871539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:33.871602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:33.873238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:33.873727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:33.874109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:33.874850] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:33.891737] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:33.893998] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:33.895159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.997078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:33.997960] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 3.6s | Global ETA: 21m 6s [2025-11-22T03:00:33.998882] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:33.998943] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:34.000549] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:34.001318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:34.125265] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 42.6s | Global ETA: 21m 7s [2025-11-22T03:00:34.126685] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:34.126752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:34.127446] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:34.259575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:34.315454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:34.477418] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 5.6s | Global ETA: 21m 7s [2025-11-22T03:00:34.478366] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:34.478430] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:34.483154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:34.484959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:34.485421] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:34.487781] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:34.610831] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:34.613211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:34.614383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:34.642628] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 59.3s | Global ETA: 21m 7s [2025-11-22T03:00:34.643525] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:34.643589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:34.645225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:34.645721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:34.646108] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:34.646846] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:34.650183] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 3.0s | Global ETA: 21m 7s [2025-11-22T03:00:34.651596] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:34.651687] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:34.653244] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:34.654006] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:34.769274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:34.897227] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 41.9s | Global ETA: 21m 7s [2025-11-22T03:00:35.068247] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 3.90% [2025-11-22T03:00:35.220956] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 4.9s | Global ETA: 21m 7s [2025-11-22T03:00:35.221845] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:35.221909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:35.226625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:35.228413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:35.228894] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:35.231255] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:35.239263] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 1.68% [2025-11-22T03:00:35.277295] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.83% | Symbol ETA: 2.3s | Global ETA: 21m 7s [2025-11-22T03:00:35.278224] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:35.278286] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:35.279923] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:00:35.280729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:35.355352] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:35.357790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:35.358960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:35.409789] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 0.91% [2025-11-22T03:00:35.419583] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.78% | Symbol ETA: 58.5s | Global ETA: 21m 7s [2025-11-22T03:00:35.420508] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:35.420572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:35.422241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:35.422755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:35.423136] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:35.423884] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:35.548828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:35.582025] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 0.88% [2025-11-22T03:00:35.753971] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.14% [2025-11-22T03:00:35.913634] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 1.7s | Global ETA: 21m 7s [2025-11-22T03:00:35.926681] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 1.08% [2025-11-22T03:00:35.947834] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 4.2s | Global ETA: 21m 7s [2025-11-22T03:00:35.948726] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:35.948794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:35.953524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:35.955247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:35.955733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:35.958053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:36.080381] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:36.082549] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:36.083082] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.19%, Actual: 6.76% [2025-11-22T03:00:36.083766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:36.096529] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.12%, Actual: 0.63% [2025-11-22T03:00:36.199937] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 57.8s | Global ETA: 21m 7s [2025-11-22T03:00:36.200946] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:36.201009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:36.202629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:36.203124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:36.203506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:36.204253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:36.255026] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 2.11% [2025-11-22T03:00:36.266996] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 1.68% [2025-11-22T03:00:36.327801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:36.432278] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.61%, Actual: 3.31% [2025-11-22T03:00:36.443466] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.64% [2025-11-22T03:00:36.606440] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 2.01% [2025-11-22T03:00:36.611669] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 1.79% [2025-11-22T03:00:36.611849] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 32.8985% [2025-11-22T03:00:36.611942] [INFO ] [main ] ADX: DISCARDED add_gap_fill_state (score: 32.90%) [2025-11-22T03:00:36.611986] [INFO ] [main ] ADX: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:00:36.612020] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T03:00:36.612055] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:36.624187] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:36.625708] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:36.625771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:36.626484] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:36.681215] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: -0.95% | Symbol ETA: 3.4s | Global ETA: 21m 7s [2025-11-22T03:00:36.682107] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:36.682171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:36.686931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:36.688804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:36.689276] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:36.691621] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:36.758953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:36.760226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:36.793490] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 1.39% [2025-11-22T03:00:36.835351] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:36.837955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:36.839189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:36.965727] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.24% [2025-11-22T03:00:36.970313] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 57.0s | Global ETA: 21m 7s [2025-11-22T03:00:36.971257] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:36.971321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:36.973056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:36.973546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:36.973963] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:36.974738] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:37.099899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:37.134228] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 3.91% [2025-11-22T03:00:37.304071] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 0.39% [2025-11-22T03:00:37.340405] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 46.1s | Global ETA: 21m 7s [2025-11-22T03:00:37.341594] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:37.341719] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:37.342734] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:37.435062] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.37% | Symbol ETA: 2.7s | Global ETA: 21m 7s [2025-11-22T03:00:37.436012] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:37.436079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:37.441232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:37.443094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:37.443595] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:37.446048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:37.470036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:37.471291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:37.476068] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.83%, Actual: 0.68% [2025-11-22T03:00:37.575309] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:37.577964] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:37.579234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:37.655541] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 4.04% [2025-11-22T03:00:37.655784] [INFO ] [main ] APH: Magnitude Forecast Confidence: 30.5924% [2025-11-22T03:00:37.655884] [INFO ] [main ] APH: DISCARDED add_sma_ratio (score: 30.59%) [2025-11-22T03:00:37.655933] [INFO ] [main ] APH: Testing feature 45/53: add_true_range [2025-11-22T03:00:37.655967] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_true_range'] [2025-11-22T03:00:37.656003] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:37.669488] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:37.671017] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:37.671079] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:37.672888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:37.675004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:37.764553] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 56.2s | Global ETA: 21m 7s [2025-11-22T03:00:37.765473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:37.765538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:37.767252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:37.767813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:37.768223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:37.769065] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:37.899633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.046030] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 45.3s | Global ETA: 21m 7s [2025-11-22T03:00:38.047007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:38.047072] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:38.047902] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:38.181268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:38.182629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.184575] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 1.9s | Global ETA: 21m 7s [2025-11-22T03:00:38.185511] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:38.185576] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:38.190349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:38.192143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:38.192622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:38.195010] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:38.303414] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.05% | Symbol ETA: 7.2s | Global ETA: 21m 8s [2025-11-22T03:00:38.304337] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:38.304398] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:38.306144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:38.307933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.318545] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:38.320980] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:38.322183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.547112] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 55.4s | Global ETA: 21m 8s [2025-11-22T03:00:38.548089] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:38.548155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:38.549895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:38.550385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:38.550808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:38.551558] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:38.675629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.761992] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 44.6s | Global ETA: 21m 8s [2025-11-22T03:00:38.762911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:38.762973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:38.763665] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:38.892329] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:38.893576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:38.934303] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.41% | Symbol ETA: 1.2s | Global ETA: 21m 8s [2025-11-22T03:00:38.936393] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.49% | Symbol ETA: 6.6s | Global ETA: 21m 8s [2025-11-22T03:00:38.937283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:38.937343] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:38.938935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:38.940628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:39.108181] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 0.35% [2025-11-22T03:00:39.281557] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 0.00% [2025-11-22T03:00:39.319287] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 54.6s | Global ETA: 21m 8s [2025-11-22T03:00:39.320178] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:39.320242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:39.321885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:39.322360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:39.322767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:39.323560] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:39.449849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:39.450670] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.42%, Actual: 1.39% [2025-11-22T03:00:39.479719] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 43.9s | Global ETA: 21m 8s [2025-11-22T03:00:39.480608] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:39.480691] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:39.481378] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:39.569483] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 5.9s | Global ETA: 21m 8s [2025-11-22T03:00:39.570398] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:39.570459] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:39.572097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:39.573867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:39.610044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:39.611288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:39.626736] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.55%, Actual: 0.89% [2025-11-22T03:00:39.821224] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 1.20% [2025-11-22T03:00:39.992412] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 0.32% [2025-11-22T03:00:40.103139] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 53.9s | Global ETA: 21m 8s [2025-11-22T03:00:40.161065] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: -0.95%, Actual: 0.47% [2025-11-22T03:00:40.194283] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 43.2s | Global ETA: 21m 8s [2025-11-22T03:00:40.199292] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:40.199366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:40.200127] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:40.223396] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.25% | Symbol ETA: 5.3s | Global ETA: 21m 8s [2025-11-22T03:00:40.224305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:40.224365] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:40.225938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:40.227675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:40.270357] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.94%, Actual: 3.94% [2025-11-22T03:00:40.328269] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.37%, Actual: 0.87% [2025-11-22T03:00:40.331450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:40.332747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:40.438633] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 1.81% [2025-11-22T03:00:40.493859] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 1.04% [2025-11-22T03:00:40.608662] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 1.32% [2025-11-22T03:00:40.667529] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.41%, Actual: 0.64% [2025-11-22T03:00:40.667773] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 39.0117% [2025-11-22T03:00:40.667858] [INFO ] [main ] LTC: DISCARDED add_volatility_decay_ratio (score: 39.01%) [2025-11-22T03:00:40.667902] [INFO ] [main ] LTC: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:00:40.667935] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:00:40.667991] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:40.680183] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:40.681470] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:40.681533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:40.686303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:40.688155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:40.688616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:40.691056] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:40.776504] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.78%, Actual: 1.40% [2025-11-22T03:00:40.821513] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:40.824127] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:40.825317] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:40.827481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:40.880633] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.06% | Symbol ETA: 4.7s | Global ETA: 21m 8s [2025-11-22T03:00:40.881537] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:40.881597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:40.883146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:40.884807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:40.921967] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 42.5s | Global ETA: 21m 8s [2025-11-22T03:00:40.922889] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:40.922964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:40.923674] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:40.945610] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 0.96% [2025-11-22T03:00:41.052455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:41.053746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:41.118129] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 2.82% [2025-11-22T03:00:41.290483] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 2.05% [2025-11-22T03:00:41.434296] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: 0.40% | Symbol ETA: 7.8s | Global ETA: 21m 8s [2025-11-22T03:00:41.435227] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:41.435293] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:41.440179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:41.442010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:41.442492] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:41.445018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:41.466108] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.42% [2025-11-22T03:00:41.497876] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.51% | Symbol ETA: 4.0s | Global ETA: 21m 8s [2025-11-22T03:00:41.498757] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:41.498817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:41.500358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:41.502126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:41.574317] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:41.576699] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:41.577854] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:41.579919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:41.631957] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 41.8s | Global ETA: 21m 8s [2025-11-22T03:00:41.632845] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:41.632920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:41.633608] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:41.639106] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.48% [2025-11-22T03:00:41.759825] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:41.761083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:41.813938] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 1.64% [2025-11-22T03:00:41.814148] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 43.6903% [2025-11-22T03:00:41.814241] [INFO ] [main ] JPM: DISCARDED add_directional_consistency (score: 43.69%) [2025-11-22T03:00:41.814285] [INFO ] [main ] JPM: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:00:41.814317] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T03:00:41.814354] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:41.825836] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:41.827147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:41.827211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:41.829083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:41.829602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:41.830034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:41.830824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:41.832468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.140624] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 3.4s | Global ETA: 21m 8s [2025-11-22T03:00:42.142086] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:42.142150] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:42.143797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:42.145554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.183033] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.08% | Symbol ETA: 7.0s | Global ETA: 21m 8s [2025-11-22T03:00:42.183944] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:42.184020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:42.188916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:42.190740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:42.191267] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:42.193831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:42.321635] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:42.324173] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:42.325373] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:42.327957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.341734] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 41.1s | Global ETA: 21m 8s [2025-11-22T03:00:42.342597] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:42.342685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:42.343357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:42.467353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:42.468673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.481763] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.49% | Symbol ETA: 58.3s | Global ETA: 21m 9s [2025-11-22T03:00:42.482687] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:42.482750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:42.484795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:42.485308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:42.485712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:42.486466] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:42.488018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.789416] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.13% | Symbol ETA: 2.8s | Global ETA: 21m 9s [2025-11-22T03:00:42.790358] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:42.790421] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:42.792030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:42.793949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:42.931429] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 6.2s | Global ETA: 21m 9s [2025-11-22T03:00:42.932501] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:42.932565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:42.937352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:42.939170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:42.939680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:42.942023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:43.054084] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 40.4s | Global ETA: 21m 9s [2025-11-22T03:00:43.054981] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:43.055042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:43.055732] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:43.070794] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:43.073479] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:43.074719] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:43.076798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.148130] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 57.7s | Global ETA: 21m 9s [2025-11-22T03:00:43.149072] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:43.149147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:43.150939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:43.151493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:43.151915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:43.152674] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:43.154252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.178870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:43.180066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.425345] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 2.1s | Global ETA: 21m 9s [2025-11-22T03:00:43.426235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:43.426295] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:43.427866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:43.429520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.671803] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 5.5s | Global ETA: 21m 9s [2025-11-22T03:00:43.672740] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:43.672805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:43.677670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:43.679444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:43.679981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:43.682431] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:43.753490] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 39.6s | Global ETA: 21m 9s [2025-11-22T03:00:43.803843] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 57.0s | Global ETA: 21m 9s [2025-11-22T03:00:43.804753] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:43.804815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:43.806447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:43.806945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:43.807328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:43.808142] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:43.809861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.817814] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:43.820339] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:43.821514] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:43.823631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:43.922114] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 3.90% [2025-11-22T03:00:44.052248] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -2.63% | Symbol ETA: 1.5s | Global ETA: 21m 9s [2025-11-22T03:00:44.091838] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 1.68% [2025-11-22T03:00:44.221516] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.05%, Actual: 6.76% [2025-11-22T03:00:44.260692] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.91% [2025-11-22T03:00:44.387695] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.49%, Actual: 2.11% [2025-11-22T03:00:44.423854] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 4.7s | Global ETA: 21m 9s [2025-11-22T03:00:44.424760] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:44.424825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:44.428552] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.88% [2025-11-22T03:00:44.430222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:44.432292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:44.432807] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:44.435247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:44.492467] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 56.4s | Global ETA: 21m 9s [2025-11-22T03:00:44.493415] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:44.493477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:44.495123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:44.495595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:44.495998] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:44.496741] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:44.498275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:44.559549] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 3.31% [2025-11-22T03:00:44.563868] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:44.566311] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:44.567500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:44.569585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:44.596241] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.60%, Actual: 0.14% [2025-11-22T03:00:44.724990] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.25%, Actual: 2.01% [2025-11-22T03:00:44.767469] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 1.08% [2025-11-22T03:00:44.890055] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.06%, Actual: 1.39% [2025-11-22T03:00:44.933280] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.63% [2025-11-22T03:00:45.055688] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 0.24% [2025-11-22T03:00:45.104100] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 1.68% [2025-11-22T03:00:45.145786] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 55.7s | Global ETA: 21m 9s [2025-11-22T03:00:45.146718] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:45.146780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:45.148457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:45.148959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:45.149368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:45.150118] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:45.151632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:45.164900] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 4.0s | Global ETA: 21m 9s [2025-11-22T03:00:45.165799] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:45.165863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:45.170771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:45.172488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:45.173002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:45.175339] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:45.222430] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 3.91% [2025-11-22T03:00:45.277924] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.17%, Actual: 0.64% [2025-11-22T03:00:45.300116] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:45.302390] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:45.303524] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:45.305519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:45.388298] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.13%, Actual: 0.39% [2025-11-22T03:00:45.456978] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.42%, Actual: 1.79% [2025-11-22T03:00:45.457230] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.6702% [2025-11-22T03:00:45.457360] [INFO ] [main ] ADX: DISCARDED add_gap_morning_composite (score: 31.67%) [2025-11-22T03:00:45.457448] [INFO ] [main ] ADX: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:00:45.457499] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T03:00:45.457548] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:45.470483] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:45.471860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:45.471923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:45.472673] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:45.554966] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 0.68% [2025-11-22T03:00:45.603332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:45.663138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:45.723580] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -2.63%, Actual: 4.04% [2025-11-22T03:00:45.723824] [INFO ] [main ] APH: Magnitude Forecast Confidence: 38.8863% [2025-11-22T03:00:45.723903] [INFO ] [main ] APH: DISCARDED add_true_range (score: 38.89%) [2025-11-22T03:00:45.723945] [INFO ] [main ] APH: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:00:45.723976] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_vol_of_vol'] [2025-11-22T03:00:45.724009] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:45.737103] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:45.738343] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:45.738602] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:45.740219] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:45.741362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:45.810727] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 55.1s | Global ETA: 21m 9s [2025-11-22T03:00:45.811602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:45.811705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:45.813407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:45.813916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:45.814328] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:45.815094] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:45.816614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:45.901092] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 3.2s | Global ETA: 21m 9s [2025-11-22T03:00:45.902058] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:45.902123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:45.907005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:45.908931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:45.909439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:45.911862] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:46.038478] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:46.040923] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:46.042074] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:46.044118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:46.253662] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 40.0s | Global ETA: 21m 9s [2025-11-22T03:00:46.254534] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:46.254595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:46.255286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:46.357203] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 6.8s | Global ETA: 21m 9s [2025-11-22T03:00:46.358804] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:46.358866] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:46.360418] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:46.361561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:46.394539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:46.457175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:46.464545] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 54.4s | Global ETA: 21m 9s [2025-11-22T03:00:46.465460] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:46.465526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:46.467168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:46.467689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:46.468073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:46.468810] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:46.470317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:46.636317] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 2.5s | Global ETA: 21m 10s [2025-11-22T03:00:46.637210] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:46.637619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:46.642389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:46.644142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:46.644613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:46.646974] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:46.768240] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:46.770729] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:46.771902] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:46.773906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:46.988206] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 6.3s | Global ETA: 21m 10s [2025-11-22T03:00:46.989120] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:46.989180] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:46.990751] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:46.991878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.045378] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 39.3s | Global ETA: 21m 10s [2025-11-22T03:00:47.046269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:47.046331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:47.047028] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:47.115527] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 53.7s | Global ETA: 21m 10s [2025-11-22T03:00:47.116421] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:47.116482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:47.118494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:47.119000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:47.119386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:47.120137] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:47.121717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.188973] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:47.247442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.369120] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 1.7s | Global ETA: 21m 10s [2025-11-22T03:00:47.370011] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:00:47.370076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:47.374827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:47.376541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:47.377029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:47.379373] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:47.502412] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:47.504821] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:47.506003] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:00:47.508053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.623838] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.84% | Symbol ETA: 5.7s | Global ETA: 21m 10s [2025-11-22T03:00:47.624724] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:47.624785] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:47.626336] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:47.627515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.765111] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 53.1s | Global ETA: 21m 10s [2025-11-22T03:00:47.766000] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:47.766063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:47.767729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:47.768235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:47.768616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:47.769387] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:47.770940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:47.845923] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 38.5s | Global ETA: 21m 10s [2025-11-22T03:00:47.846848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:47.846910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:47.847612] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:47.979401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:48.038785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:48.109903] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 1.0s | Global ETA: 21m 10s [2025-11-22T03:00:48.249398] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.04% | Symbol ETA: 5.0s | Global ETA: 21m 10s [2025-11-22T03:00:48.250288] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:48.250349] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:48.252105] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:48.253398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:48.281119] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.40%, Actual: 0.35% [2025-11-22T03:00:48.424187] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.09% | Symbol ETA: 52.4s | Global ETA: 21m 10s [2025-11-22T03:00:48.450969] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.08%, Actual: 0.00% [2025-11-22T03:00:48.592070] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.49%, Actual: 3.94% [2025-11-22T03:00:48.623387] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 1.39% [2025-11-22T03:00:48.631742] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 37.7s | Global ETA: 21m 10s [2025-11-22T03:00:48.632684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:48.632752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:48.633501] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:48.759484] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 1.81% [2025-11-22T03:00:48.764894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:48.794366] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.66%, Actual: 0.89% [2025-11-22T03:00:48.825607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:48.872040] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 4.4s | Global ETA: 21m 10s [2025-11-22T03:00:48.872953] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:48.873013] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:48.874549] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:48.875663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:48.926073] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 1.32% [2025-11-22T03:00:48.965080] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 1.20% [2025-11-22T03:00:49.092993] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 1.40% [2025-11-22T03:00:49.139598] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 0.32% [2025-11-22T03:00:49.259691] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.96% [2025-11-22T03:00:49.309571] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.47% [2025-11-22T03:00:49.425062] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 36.9s | Global ETA: 21m 10s [2025-11-22T03:00:49.426008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:49.426096] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:49.426805] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:49.430264] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 2.82% [2025-11-22T03:00:49.478788] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.87% [2025-11-22T03:00:49.497590] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 3.8s | Global ETA: 21m 10s [2025-11-22T03:00:49.498492] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:49.498552] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:49.500136] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:49.501296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:49.556537] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:49.605520] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 2.05% [2025-11-22T03:00:49.616433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:49.649891] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 1.04% [2025-11-22T03:00:49.785128] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 1.42% [2025-11-22T03:00:49.821012] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 0.64% [2025-11-22T03:00:49.821241] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 34.9921% [2025-11-22T03:00:49.821326] [INFO ] [main ] LTC: DISCARDED add_volatility_state_percentiles (score: 34.99%) [2025-11-22T03:00:49.821370] [INFO ] [main ] LTC: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:00:49.821402] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_volume_dispersion'] [2025-11-22T03:00:49.821437] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:49.834786] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:49.836277] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:49.836340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:49.841186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:49.842995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:49.843508] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:49.845859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:49.955589] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.48% [2025-11-22T03:00:49.979085] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:49.981603] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:49.982982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.121270] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.10% | Symbol ETA: 3.1s | Global ETA: 21m 10s [2025-11-22T03:00:50.122590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:50.122669] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:50.124167] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.09%, Actual: 1.64% [2025-11-22T03:00:50.124253] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:50.124380] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 40.2692% [2025-11-22T03:00:50.124465] [INFO ] [main ] JPM: DISCARDED add_fullday_parkinson_range (score: 40.27%) [2025-11-22T03:00:50.124507] [INFO ] [main ] JPM: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:00:50.124539] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T03:00:50.124573] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:50.125412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.136462] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:50.137732] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:50.137793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:50.139469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:50.139997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:50.140404] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:50.141152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:50.185069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.213277] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 36.1s | Global ETA: 21m 10s [2025-11-22T03:00:50.214167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:50.214228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:50.214914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:50.338096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:50.395634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.573029] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.03% | Symbol ETA: 7.4s | Global ETA: 21m 10s [2025-11-22T03:00:50.573923] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:50.573986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:50.578880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:50.580610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:50.581102] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:50.583469] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:50.710066] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:50.712398] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:50.713776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.738095] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 2.5s | Global ETA: 21m 10s [2025-11-22T03:00:50.738993] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:50.739054] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:50.740613] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:50.741743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:50.844070] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.27% | Symbol ETA: 46.1s | Global ETA: 21m 11s [2025-11-22T03:00:50.844981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:50.845044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:50.846703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:50.847171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:50.847714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:50.848496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:50.894674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:51.026828] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 35.4s | Global ETA: 21m 11s [2025-11-22T03:00:51.027868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:51.027933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:51.028662] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:51.158894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:51.221902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:51.309740] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 6.7s | Global ETA: 21m 11s [2025-11-22T03:00:51.310615] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:51.310715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:51.315432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:51.317184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:51.317700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:51.320396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:51.363260] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 1.9s | Global ETA: 21m 11s [2025-11-22T03:00:51.364149] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:51.364210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:51.365774] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:00:51.366878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:51.444954] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:51.447240] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:51.448631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:51.554287] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 45.4s | Global ETA: 21m 11s [2025-11-22T03:00:51.555198] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:51.555269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:51.556962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:51.557457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:51.557864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:51.558627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:51.603131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:51.813188] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 34.6s | Global ETA: 21m 11s [2025-11-22T03:00:51.814095] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:51.814156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:51.814845] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:51.946032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:51.987108] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -2.85% | Symbol ETA: 1.3s | Global ETA: 21m 11s [2025-11-22T03:00:52.003318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:52.106029] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 6.1s | Global ETA: 21m 11s [2025-11-22T03:00:52.106949] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:52.107032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:52.111865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:52.113670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:52.114156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:52.116495] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:52.158763] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 6.76% [2025-11-22T03:00:52.240833] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:52.243259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:52.244606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:52.288461] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 44.7s | Global ETA: 21m 11s [2025-11-22T03:00:52.289365] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:52.289428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:52.291101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:52.291574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:52.291984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:52.292739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:52.326291] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: -0.07%, Actual: 2.11% [2025-11-22T03:00:52.336806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:52.494147] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.84%, Actual: 3.31% [2025-11-22T03:00:52.587964] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.35% | Symbol ETA: 33.8s | Global ETA: 21m 11s [2025-11-22T03:00:52.588853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:52.588913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:52.589604] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:52.661189] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.04%, Actual: 2.01% [2025-11-22T03:00:52.721568] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:00:52.780757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:52.828466] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 1.39% [2025-11-22T03:00:52.842614] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.18% | Symbol ETA: 5.3s | Global ETA: 21m 11s [2025-11-22T03:00:52.843561] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:52.843632] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:52.848527] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:52.850328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:52.850818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:52.853149] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:52.978736] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:52.981321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:52.982697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:52.996479] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 0.24% [2025-11-22T03:00:53.006848] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.27% | Symbol ETA: 44.0s | Global ETA: 21m 11s [2025-11-22T03:00:53.007818] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:53.007898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:53.009582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:53.010092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:53.010494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:53.011307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:53.057587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:53.163929] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.10%, Actual: 3.91% [2025-11-22T03:00:53.331243] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.39% [2025-11-22T03:00:53.375517] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 33.0s | Global ETA: 21m 11s [2025-11-22T03:00:53.498861] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.79%, Actual: 0.68% [2025-11-22T03:00:53.547226] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 3.90% [2025-11-22T03:00:53.576919] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 4.5s | Global ETA: 21m 11s [2025-11-22T03:00:53.577846] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:53.577910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:53.582794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:53.584690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:53.585165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:53.587516] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:53.666026] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -2.85%, Actual: 4.04% [2025-11-22T03:00:53.666221] [INFO ] [main ] APH: Magnitude Forecast Confidence: 41.3404% [2025-11-22T03:00:53.666296] [INFO ] [main ] APH: DISCARDED add_vol_of_vol (score: 41.34%) [2025-11-22T03:00:53.666339] [INFO ] [main ] APH: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:00:53.666370] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_volatility_decay_ratio'] [2025-11-22T03:00:53.666405] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:00:53.679459] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:53.680933] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:53.680992] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:53.682571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:53.683817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:53.712087] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:53.714539] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:53.715890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:53.721848] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 1.68% [2025-11-22T03:00:53.723489] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 43.3s | Global ETA: 21m 11s [2025-11-22T03:00:53.724504] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:53.724580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:53.726528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:53.727182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:53.727745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:53.728811] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:53.781442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:53.893269] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.91% [2025-11-22T03:00:54.066028] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 0.88% [2025-11-22T03:00:54.237008] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.14% [2025-11-22T03:00:54.311960] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 3.7s | Global ETA: 21m 11s [2025-11-22T03:00:54.312860] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:54.312924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:54.317729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:54.318261] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 6.8s | Global ETA: 21m 11s [2025-11-22T03:00:54.319260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:54.319334] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:54.319553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:54.320091] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:54.320999] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:54.322250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:54.322473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:54.411299] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 1.08% [2025-11-22T03:00:54.447609] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:54.450125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:54.451469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:54.460420] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.51% | Symbol ETA: 42.6s | Global ETA: 21m 11s [2025-11-22T03:00:54.461332] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:54.461395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:54.463091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:54.463600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:54.464005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:54.464858] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:54.508635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:54.583712] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.63% [2025-11-22T03:00:54.755203] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.68% [2025-11-22T03:00:54.925185] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.35%, Actual: 0.64% [2025-11-22T03:00:54.948009] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 6.1s | Global ETA: 21m 12s [2025-11-22T03:00:54.948938] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:54.949000] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:54.950556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:54.951766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.045214] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.50% | Symbol ETA: 3.0s | Global ETA: 21m 12s [2025-11-22T03:00:55.046807] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:55.046871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:55.051739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:55.053556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:55.054066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:55.056409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:55.099367] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.35%, Actual: 1.79% [2025-11-22T03:00:55.099567] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 34.3479% [2025-11-22T03:00:55.099675] [INFO ] [main ] ADX: DISCARDED add_gap_resolution_state (score: 34.35%) [2025-11-22T03:00:55.099723] [INFO ] [main ] ADX: Testing feature 13/53: add_gaps [2025-11-22T03:00:55.099756] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_gaps'] [2025-11-22T03:00:55.099792] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:00:55.113224] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:55.114780] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:55.114845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:55.115629] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:55.162007] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 41.9s | Global ETA: 21m 12s [2025-11-22T03:00:55.162969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:55.163034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:55.164780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:55.165277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:55.165699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:55.166446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:55.180497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:55.182949] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:55.184385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.211973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.248976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:55.250039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.575702] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.60% | Symbol ETA: 5.5s | Global ETA: 21m 12s [2025-11-22T03:00:55.576618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:55.576698] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:55.578309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:55.579517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.784237] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 2.2s | Global ETA: 21m 12s [2025-11-22T03:00:55.785150] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:55.785213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:55.790099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:55.792311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:55.792818] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:55.795165] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:55.863682] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 38.9s | Global ETA: 21m 12s [2025-11-22T03:00:55.864601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:55.864714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:55.865414] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:55.875059] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 41.1s | Global ETA: 21m 12s [2025-11-22T03:00:55.875953] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:55.876015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:55.877704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:55.878199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:55.878627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:55.879469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:55.921958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:55.924421] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:55.925853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.925986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:55.992123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:55.993216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:56.205085] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 0.21% | Symbol ETA: 4.8s | Global ETA: 21m 12s [2025-11-22T03:00:56.205994] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:56.206056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:56.208062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:56.209306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:56.530509] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 1.5s | Global ETA: 21m 12s [2025-11-22T03:00:56.531410] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:56.531474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:56.536211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:56.537988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:56.538476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:56.540807] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:56.580894] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 38.0s | Global ETA: 21m 12s [2025-11-22T03:00:56.581797] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:56.581859] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:56.582530] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:56.584027] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 40.4s | Global ETA: 21m 12s [2025-11-22T03:00:56.584952] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:56.585017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:56.586838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:56.587335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:56.587790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:56.588557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:00:56.637405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:56.665926] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:56.668348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:00:56.669818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:56.712012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:56.713130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:56.836098] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 4.2s | Global ETA: 21m 12s [2025-11-22T03:00:56.837024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:56.837086] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:56.838866] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:56.840240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:57.265219] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 0.8s | Global ETA: 21m 12s [2025-11-22T03:00:57.299949] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 37.2s | Global ETA: 21m 12s [2025-11-22T03:00:57.300904] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:57.300967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:57.301708] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:57.307366] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.26% | Symbol ETA: 39.7s | Global ETA: 21m 12s [2025-11-22T03:00:57.437140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:57.438311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:57.440219] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.03%, Actual: 0.35% [2025-11-22T03:00:57.467842] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -2.57% | Symbol ETA: 3.6s | Global ETA: 21m 12s [2025-11-22T03:00:57.468830] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:57.468893] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:57.470499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:57.471722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:57.483381] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.27%, Actual: 3.94% [2025-11-22T03:00:57.610521] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 0.00% [2025-11-22T03:00:57.656396] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.81% [2025-11-22T03:00:57.777990] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 1.39% [2025-11-22T03:00:57.828443] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -2.43%, Actual: 1.32% [2025-11-22T03:00:57.948109] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.18%, Actual: 0.89% [2025-11-22T03:00:58.005440] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.27%, Actual: 1.40% [2025-11-22T03:00:58.050346] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.29% | Symbol ETA: 36.5s | Global ETA: 21m 12s [2025-11-22T03:00:58.051251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:58.051332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:58.052043] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:58.095983] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 2.9s | Global ETA: 21m 12s [2025-11-22T03:00:58.096900] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:58.096962] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:58.098546] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:58.099763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:58.121848] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 1.20% [2025-11-22T03:00:58.177734] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:58.178815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:58.180965] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.96% [2025-11-22T03:00:58.291132] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 0.32% [2025-11-22T03:00:58.348063] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 2.82% [2025-11-22T03:00:58.461756] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.50%, Actual: 0.47% [2025-11-22T03:00:58.531929] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 2.05% [2025-11-22T03:00:58.652234] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.87% [2025-11-22T03:00:58.707980] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 1.42% [2025-11-22T03:00:58.725725] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 2.3s | Global ETA: 21m 12s [2025-11-22T03:00:58.726631] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:58.726729] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:58.728348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:58.729601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:58.759849] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 35.8s | Global ETA: 21m 12s [2025-11-22T03:00:58.760731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:58.760792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:58.761451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:58.826976] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 1.04% [2025-11-22T03:00:58.883528] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.48% [2025-11-22T03:00:58.884960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:58.885865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.015080] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 0.64% [2025-11-22T03:00:59.015326] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 38.9433% [2025-11-22T03:00:59.015441] [INFO ] [main ] LTC: DISCARDED add_volume_dispersion (score: 38.94%) [2025-11-22T03:00:59.015487] [INFO ] [main ] LTC: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:00:59.015521] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_volume_flow_differentials'] [2025-11-22T03:00:59.015558] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:00:59.029004] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:59.030417] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:59.030484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:59.035471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:59.037459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:59.037997] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:59.040519] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:59.061940] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.26%, Actual: 1.64% [2025-11-22T03:00:59.062150] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.6196% [2025-11-22T03:00:59.062255] [INFO ] [main ] JPM: DISCARDED add_gap_fill_state (score: 48.62%) [2025-11-22T03:00:59.062306] [INFO ] [main ] JPM: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:00:59.062371] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T03:00:59.062418] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:00:59.075020] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:00:59.076473] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:59.076539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:59.078337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:59.078896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:59.079302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:59.080114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:59.081051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.173273] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:59.175813] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:00:59.178818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.348259] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -2.95% | Symbol ETA: 1.7s | Global ETA: 21m 13s [2025-11-22T03:00:59.349145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:00:59.349206] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:00:59.350777] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:00:59.351947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.451741] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.48% | Symbol ETA: 35.0s | Global ETA: 21m 13s [2025-11-22T03:00:59.453910] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:00:59.453972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:59.454633] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:59.579972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:00:59.581008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.751473] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.18% | Symbol ETA: 43.6s | Global ETA: 21m 13s [2025-11-22T03:00:59.752431] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:00:59.752493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:59.754225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:00:59.754760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:00:59.755147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:00:59.755909] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:00:59.756804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.778860] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 7.3s | Global ETA: 21m 13s [2025-11-22T03:00:59.779765] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:00:59.779830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:00:59.784867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:00:59.786669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:00:59.787156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:00:59.789557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:00:59.916436] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:00:59.918774] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:00:59.921416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:00:59.968001] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 1.0s | Global ETA: 21m 13s [2025-11-22T03:01:00.145464] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 6.76% [2025-11-22T03:01:00.150672] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 34.3s | Global ETA: 21m 13s [2025-11-22T03:01:00.152004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:00.152065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:00.152752] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:00.277404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:00.278293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:00.317013] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.35%, Actual: 2.11% [2025-11-22T03:01:00.420349] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.45% | Symbol ETA: 42.9s | Global ETA: 21m 13s [2025-11-22T03:01:00.421241] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:00.421303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:00.422999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:00.423475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:00.423878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:00.424604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:00.425478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:00.484749] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.60%, Actual: 3.31% [2025-11-22T03:01:00.519997] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 6.5s | Global ETA: 21m 13s [2025-11-22T03:01:00.520912] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:00.520977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:00.525822] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:00.527683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:00.528200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:00.530680] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:00.652827] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 0.21%, Actual: 2.01% [2025-11-22T03:01:00.677538] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:00.680068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:00.683566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:00.821822] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 1.39% [2025-11-22T03:01:00.866269] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.34% | Symbol ETA: 33.6s | Global ETA: 21m 13s [2025-11-22T03:01:00.867139] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:00.867201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:00.868000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:00.994539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:00.995507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:01.002770] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -2.57%, Actual: 0.24% [2025-11-22T03:01:01.196174] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 3.91% [2025-11-22T03:01:01.366300] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 6.0s | Global ETA: 21m 13s [2025-11-22T03:01:01.367224] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:01.367289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:01.372241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:01.374027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:01.374510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:01.376950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:01.382212] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 0.39% [2025-11-22T03:01:01.420273] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.75% | Symbol ETA: 43.0s | Global ETA: 21m 13s [2025-11-22T03:01:01.421159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:01.421222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:01.425888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:01.426363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:01.426764] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:01.427515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:01.428418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:01.502413] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:01.504688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:01.507346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:01.573395] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -2.95%, Actual: 0.68% [2025-11-22T03:01:01.741180] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 4.04% [2025-11-22T03:01:01.741399] [INFO ] [main ] APH: Magnitude Forecast Confidence: 23.8650% [2025-11-22T03:01:01.741489] [INFO ] [main ] APH: DISCARDED add_volatility_decay_ratio (score: 23.86%) [2025-11-22T03:01:01.741534] [INFO ] [main ] APH: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:01:01.741566] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:01:01.741600] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:01.754973] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:01.756439] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:01.756501] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:01.758123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:01.759859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:01.760340] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:01.761425] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:01.763445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:01.772199] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 32.9s | Global ETA: 21m 13s [2025-11-22T03:01:01.773118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:01.773180] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:01.773885] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:01.918771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:01.919864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:02.231288] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.91% | Symbol ETA: 5.4s | Global ETA: 21m 13s [2025-11-22T03:01:02.232190] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:02.232255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:02.237014] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:02.238821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:02.239293] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:02.241610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:02.262441] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.56% | Symbol ETA: 42.3s | Global ETA: 21m 13s [2025-11-22T03:01:02.263443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:02.263507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:02.265214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:02.265738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:02.266132] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:02.266900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:02.267830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:02.366492] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:02.369003] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:02.371634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:02.461704] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 2.14% | Symbol ETA: 7.2s | Global ETA: 21m 13s [2025-11-22T03:01:02.463001] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:02.463066] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:02.464631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:02.466376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:02.466900] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:02.468039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:02.470107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:02.521696] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 32.1s | Global ETA: 21m 13s [2025-11-22T03:01:02.704761] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 3.90% [2025-11-22T03:01:02.877155] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.10%, Actual: 1.68% [2025-11-22T03:01:02.967449] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: 0.48% | Symbol ETA: 4.5s | Global ETA: 21m 13s [2025-11-22T03:01:02.968352] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:02.968416] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:02.970856] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.58% | Symbol ETA: 41.4s | Global ETA: 21m 13s [2025-11-22T03:01:02.971893] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:02.971959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:02.973134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:02.973826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:02.974354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:02.974849] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:02.974899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:02.975367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:02.975639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:02.976611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:02.977767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:03.050329] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.91% [2025-11-22T03:01:03.099904] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:03.102268] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:03.104953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:03.122029] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.66% | Symbol ETA: 6.3s | Global ETA: 21m 13s [2025-11-22T03:01:03.122975] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:03.123041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:03.124663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:03.126438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:03.126944] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:03.128066] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:03.130103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:03.225162] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 0.88% [2025-11-22T03:01:03.403710] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.14% [2025-11-22T03:01:03.585225] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 1.08% [2025-11-22T03:01:03.631427] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.86% | Symbol ETA: 40.6s | Global ETA: 21m 14s [2025-11-22T03:01:03.632367] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:03.632435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:03.634549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:03.635079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:03.635473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:03.636322] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:03.637241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:03.694726] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 3.7s | Global ETA: 21m 14s [2025-11-22T03:01:03.695626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:03.695708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:03.700496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:03.702272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:03.702762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:03.705097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:03.753864] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 5.5s | Global ETA: 21m 14s [2025-11-22T03:01:03.754759] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:03.754821] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:03.756383] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:03.758196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:03.758745] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:03.759848] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:03.761886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:03.769166] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.63% [2025-11-22T03:01:03.827623] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:03.830001] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:03.832628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:03.942334] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.34%, Actual: 1.68% [2025-11-22T03:01:04.112161] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.39%, Actual: 0.64% [2025-11-22T03:01:04.284351] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 1.79% [2025-11-22T03:01:04.284558] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.4820% [2025-11-22T03:01:04.284659] [INFO ] [main ] ADX: DISCARDED add_gaps (score: 36.48%) [2025-11-22T03:01:04.284705] [INFO ] [main ] ADX: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:01:04.284739] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T03:01:04.284774] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:04.297032] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:04.298408] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:04.298475] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:04.299202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:04.354050] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.70% | Symbol ETA: 39.8s | Global ETA: 21m 14s [2025-11-22T03:01:04.355263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:04.355344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:04.357909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:04.358604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:04.359182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:04.360305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:04.361607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:04.386033] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.53% | Symbol ETA: 4.8s | Global ETA: 21m 14s [2025-11-22T03:01:04.386952] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:04.387016] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:04.388619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:04.390326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:04.390832] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:04.391965] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:04.394019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:04.422778] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.83% | Symbol ETA: 2.9s | Global ETA: 21m 14s [2025-11-22T03:01:04.423754] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:04.423819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:04.425464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:04.426978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:04.428671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:04.430455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:04.430948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:04.433262] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:04.558846] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:04.561216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:04.563876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.009810] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 34.0s | Global ETA: 21m 14s [2025-11-22T03:01:05.010717] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:05.010779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:05.011461] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:05.022554] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.67% | Symbol ETA: 4.1s | Global ETA: 21m 14s [2025-11-22T03:01:05.023444] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:05.023508] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:05.025071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.026795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:05.027266] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:05.028384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:05.030424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.048408] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.74% | Symbol ETA: 39.0s | Global ETA: 21m 14s [2025-11-22T03:01:05.049318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:05.049380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.051039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:05.051510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:05.051916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:05.052671] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:05.053572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.138036] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:05.139547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.162753] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.01% | Symbol ETA: 2.1s | Global ETA: 21m 14s [2025-11-22T03:01:05.163624] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:05.163717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:05.168772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.170539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:05.171058] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:05.173490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:05.305541] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:05.307952] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:05.310670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.644939] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.79% | Symbol ETA: 3.5s | Global ETA: 21m 14s [2025-11-22T03:01:05.645914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:05.645980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:05.647623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.649376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:05.649887] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:05.650996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:05.653017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.719512] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 33.2s | Global ETA: 21m 14s [2025-11-22T03:01:05.720401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:05.720462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:05.721154] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:05.729027] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.67% | Symbol ETA: 38.3s | Global ETA: 21m 14s [2025-11-22T03:01:05.730028] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:05.730094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.731823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:05.732322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:05.732739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:05.733495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:05.734423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.847881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:05.849722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:05.909089] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 1.3s | Global ETA: 21m 14s [2025-11-22T03:01:05.909970] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:05.910034] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:05.914979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:05.916776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:05.917255] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:05.919702] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:06.047701] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:06.050131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:06.052855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:06.279990] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.38% | Symbol ETA: 2.8s | Global ETA: 21m 14s [2025-11-22T03:01:06.280898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:06.280961] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:06.282528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:06.284305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:06.284803] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:06.285879] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:06.287958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:06.391061] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 37.5s | Global ETA: 21m 14s [2025-11-22T03:01:06.429446] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 32.5s | Global ETA: 21m 14s [2025-11-22T03:01:06.430344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:06.430405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:06.431090] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:06.556023] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:06.557502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:06.569501] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 3.94% [2025-11-22T03:01:06.665670] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 0.6s | Global ETA: 21m 14s [2025-11-22T03:01:06.740762] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.45%, Actual: 1.81% [2025-11-22T03:01:06.836745] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.35% [2025-11-22T03:01:06.904602] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 2.1s | Global ETA: 21m 14s [2025-11-22T03:01:06.905825] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:06.905887] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:06.907450] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:06.909154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:06.909636] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:06.909954] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 1.32% [2025-11-22T03:01:06.910729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:06.912695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:07.008298] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.00% [2025-11-22T03:01:07.078411] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.56%, Actual: 1.40% [2025-11-22T03:01:07.155697] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 31.8s | Global ETA: 21m 14s [2025-11-22T03:01:07.156615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:07.156720] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:07.157438] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:07.177043] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 1.39% [2025-11-22T03:01:07.253059] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.58%, Actual: 0.96% [2025-11-22T03:01:07.283994] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:07.285475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:07.345521] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.91%, Actual: 0.89% [2025-11-22T03:01:07.421088] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 2.82% [2025-11-22T03:01:07.515453] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 1.20% [2025-11-22T03:01:07.528308] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 1.5s | Global ETA: 21m 15s [2025-11-22T03:01:07.529232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:01:07.529295] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:07.530887] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:07.532548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:07.533040] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:01:07.534118] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:01:07.536123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:07.594851] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 2.05% [2025-11-22T03:01:07.685713] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.86%, Actual: 0.32% [2025-11-22T03:01:07.776359] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 1.42% [2025-11-22T03:01:07.858319] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.83%, Actual: 0.47% [2025-11-22T03:01:07.875031] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 31.1s | Global ETA: 21m 15s [2025-11-22T03:01:07.875967] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:07.876040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:07.876764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:07.949408] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.48% [2025-11-22T03:01:08.007049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:08.008628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:08.027344] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.01%, Actual: 0.87% [2025-11-22T03:01:08.121904] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 1.64% [2025-11-22T03:01:08.122104] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 53.9853% [2025-11-22T03:01:08.122241] [INFO ] [main ] JPM: KEPT add_gap_morning_composite (score: 53.99%) [2025-11-22T03:01:08.122291] [INFO ] [main ] JPM: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:01:08.122326] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_gap_resolution_state'] [2025-11-22T03:01:08.122362] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:08.134569] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:08.136065] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:08.136127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:08.137920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:08.138419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:08.138843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:08.139573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:08.140464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:08.159704] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.96% | Symbol ETA: 0.9s | Global ETA: 21m 15s [2025-11-22T03:01:08.198723] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 1.04% [2025-11-22T03:01:08.198955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:08.330109] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 2.14%, Actual: 6.76% [2025-11-22T03:01:08.368884] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -1.34%, Actual: 0.64% [2025-11-22T03:01:08.369085] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 40.3546% [2025-11-22T03:01:08.369168] [INFO ] [main ] LTC: DISCARDED add_volume_flow_differentials (score: 40.35%) [2025-11-22T03:01:08.369211] [INFO ] [main ] LTC: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:01:08.369244] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_volume_pressure_into_close'] [2025-11-22T03:01:08.369280] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:01:08.381782] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:08.383318] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:08.383382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:08.388405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:08.390338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:08.390843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:08.393258] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:08.500404] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.66%, Actual: 2.11% [2025-11-22T03:01:08.534544] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:08.537462] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:08.539523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:08.603484] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 30.4s | Global ETA: 21m 15s [2025-11-22T03:01:08.604438] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:08.604504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:08.605249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:08.669192] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 3.31% [2025-11-22T03:01:08.734506] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:08.736044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:08.837968] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.53%, Actual: 2.01% [2025-11-22T03:01:08.871243] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.04% | Symbol ETA: 40.4s | Global ETA: 21m 15s [2025-11-22T03:01:08.872141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:08.872204] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:08.873850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:08.874319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:08.874721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:08.875820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:08.876716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:08.931698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:09.005449] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.67%, Actual: 1.39% [2025-11-22T03:01:09.148157] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 7.3s | Global ETA: 21m 15s [2025-11-22T03:01:09.149202] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:09.149273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:09.154304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:09.156271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:09.156913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:09.159451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:09.173109] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.79%, Actual: 0.24% [2025-11-22T03:01:09.289309] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:09.291738] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:09.293357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:09.319383] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 29.7s | Global ETA: 21m 15s [2025-11-22T03:01:09.320335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:09.320398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:09.321122] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:09.341681] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.38%, Actual: 3.91% [2025-11-22T03:01:09.450544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:09.452077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:09.506758] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 0.39% [2025-11-22T03:01:09.592860] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 39.6s | Global ETA: 21m 15s [2025-11-22T03:01:09.593757] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:09.593821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:09.595447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:09.595946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:09.596325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:09.597082] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:09.598016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:09.654256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:09.671161] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.68% [2025-11-22T03:01:09.835571] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.96%, Actual: 4.04% [2025-11-22T03:01:09.835801] [INFO ] [main ] APH: Magnitude Forecast Confidence: 35.9773% [2025-11-22T03:01:09.835883] [INFO ] [main ] APH: DISCARDED add_volatility_state_percentiles (score: 35.98%) [2025-11-22T03:01:09.835926] [INFO ] [main ] APH: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:01:09.835958] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_volume_dispersion'] [2025-11-22T03:01:09.835993] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:09.848839] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:09.850127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:09.850188] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:09.851803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:09.853161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:09.891692] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 6.4s | Global ETA: 21m 15s [2025-11-22T03:01:09.892577] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:09.892671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:09.897541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:09.899452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:09.899966] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:09.902312] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:10.030834] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:10.033410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:10.035132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:10.041340] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 29.0s | Global ETA: 21m 15s [2025-11-22T03:01:10.042292] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:10.042373] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:10.043111] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:10.171738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:10.173242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:10.337635] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 38.9s | Global ETA: 21m 15s [2025-11-22T03:01:10.338528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:10.338591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:10.340269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:10.340764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:10.341143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:10.341894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:10.342766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:10.397534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:10.475021] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.78% | Symbol ETA: 6.3s | Global ETA: 21m 15s [2025-11-22T03:01:10.475919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:10.475980] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:10.477561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:10.478960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:10.635959] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 5.6s | Global ETA: 21m 15s [2025-11-22T03:01:10.636853] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:10.636916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:10.641976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:10.643793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:10.644313] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:10.646751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:10.761716] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 28.3s | Global ETA: 21m 15s [2025-11-22T03:01:10.763519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:10.763618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:10.764614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:10.775036] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:10.777560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:10.779287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:10.895028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:10.896577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.059316] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.91% | Symbol ETA: 38.2s | Global ETA: 21m 15s [2025-11-22T03:01:11.060226] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:11.060289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:11.061922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:11.062395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:11.062796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:11.063541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:11.064427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:11.096871] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 5.7s | Global ETA: 21m 15s [2025-11-22T03:01:11.097792] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:11.097854] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:11.099406] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:11.100769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.117819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.396507] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.86% | Symbol ETA: 4.9s | Global ETA: 21m 15s [2025-11-22T03:01:11.397462] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:11.397527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:11.402361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:11.404159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:11.404665] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:11.407050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:11.476959] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 27.6s | Global ETA: 21m 15s [2025-11-22T03:01:11.533892] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:11.536293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:11.538039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.649044] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 3.90% [2025-11-22T03:01:11.713325] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 5.0s | Global ETA: 21m 16s [2025-11-22T03:01:11.714226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:11.714288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:11.715907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:11.717268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.769299] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 37.4s | Global ETA: 21m 16s [2025-11-22T03:01:11.770458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:11.770534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:11.772600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:11.773139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:11.773539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:11.774355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:11.775280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:11.829595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:11.835780] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 1.68% [2025-11-22T03:01:12.016910] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.91% [2025-11-22T03:01:12.138168] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 4.1s | Global ETA: 21m 16s [2025-11-22T03:01:12.139125] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:12.139189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:12.143980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:12.145768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:12.146236] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:12.148582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:12.187039] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 0.88% [2025-11-22T03:01:12.274853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:12.277309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:12.279016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:12.337148] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.35% | Symbol ETA: 4.4s | Global ETA: 21m 16s [2025-11-22T03:01:12.338059] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:12.338121] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:12.339712] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:12.341399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:12.355102] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.14% [2025-11-22T03:01:12.500714] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.44% | Symbol ETA: 36.7s | Global ETA: 21m 16s [2025-11-22T03:01:12.501587] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:12.501670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:12.503303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:12.503816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:12.504196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:12.504945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:12.505823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:12.522398] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 1.08% [2025-11-22T03:01:12.562394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:12.690496] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.63% [2025-11-22T03:01:12.859312] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.68% [2025-11-22T03:01:12.877971] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.23% | Symbol ETA: 3.4s | Global ETA: 21m 16s [2025-11-22T03:01:12.878908] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:12.878970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:12.883679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:12.885409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:12.885918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:12.889444] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:12.973335] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 3.8s | Global ETA: 21m 16s [2025-11-22T03:01:12.974276] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:12.974337] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:12.975916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:12.977252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.027967] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:13.029921] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.64% [2025-11-22T03:01:13.030517] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:13.032245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.195800] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 1.79% [2025-11-22T03:01:13.196004] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.3640% [2025-11-22T03:01:13.196081] [INFO ] [main ] ADX: DISCARDED add_intraday_skewness_proxies (score: 33.36%) [2025-11-22T03:01:13.196122] [INFO ] [main ] ADX: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:01:13.196154] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T03:01:13.196190] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:13.208052] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:13.209304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:13.209365] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:13.210086] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:13.225920] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 36.0s | Global ETA: 21m 16s [2025-11-22T03:01:13.226877] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:13.226943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:13.228742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:13.229255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:13.229684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:13.230455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:13.231386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:13.291420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.337300] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:13.424038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.607187] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -2.76% | Symbol ETA: 3.2s | Global ETA: 21m 16s [2025-11-22T03:01:13.608148] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:13.608209] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:13.609836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:13.611248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.667066] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.36% | Symbol ETA: 2.6s | Global ETA: 21m 16s [2025-11-22T03:01:13.668018] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:13.668083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:13.672975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:13.674816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:13.675298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:13.677876] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:13.814355] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:13.817268] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:13.819296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:13.953250] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.60% | Symbol ETA: 35.2s | Global ETA: 21m 16s [2025-11-22T03:01:13.954147] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:13.954224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:13.955877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:13.956344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:13.956744] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:13.957517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:13.958420] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:14.013836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.035139] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.26% | Symbol ETA: 31.6s | Global ETA: 21m 16s [2025-11-22T03:01:14.036089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:14.036153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:14.036874] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:14.170772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:14.244123] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 2.6s | Global ETA: 21m 16s [2025-11-22T03:01:14.245052] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:14.245113] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:14.246869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:14.248299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.261482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.439134] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 1.9s | Global ETA: 21m 16s [2025-11-22T03:01:14.440071] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:14.440134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:14.444823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:14.446544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:14.447041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:14.449361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:14.584899] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:14.587450] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:14.589462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.663882] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -1.35% | Symbol ETA: 34.5s | Global ETA: 21m 16s [2025-11-22T03:01:14.664777] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:14.664840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:14.666477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:14.666966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:14.667344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:14.668097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:14.668992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:01:14.722605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.854016] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 30.8s | Global ETA: 21m 16s [2025-11-22T03:01:14.855495] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:14.855559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:14.856334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:14.883768] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 1.9s | Global ETA: 21m 16s [2025-11-22T03:01:14.884685] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:14.884745] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:14.886342] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:14.887758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:14.990691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:15.079929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:15.182514] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 1.1s | Global ETA: 21m 16s [2025-11-22T03:01:15.183427] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:15.183490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:15.188304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:15.190048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:15.190537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:15.192849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:15.317203] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:15.319716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:15.321559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:15.368018] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 33.8s | Global ETA: 21m 16s [2025-11-22T03:01:15.519546] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.48% | Symbol ETA: 1.3s | Global ETA: 21m 16s [2025-11-22T03:01:15.520459] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:15.520521] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:15.522231] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:01:15.523613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:15.535798] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.04%, Actual: 3.94% [2025-11-22T03:01:15.672227] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 29.9s | Global ETA: 21m 16s [2025-11-22T03:01:15.673178] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:15.673243] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:15.673985] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:15.703673] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 1.81% [2025-11-22T03:01:15.806995] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:15.869470] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.32% [2025-11-22T03:01:15.898430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:15.927365] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.23% | Symbol ETA: 0.4s | Global ETA: 21m 17s [2025-11-22T03:01:16.037788] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 1.40% [2025-11-22T03:01:16.106800] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.35% [2025-11-22T03:01:16.156726] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 0.7s | Global ETA: 21m 17s [2025-11-22T03:01:16.208613] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.96% [2025-11-22T03:01:16.280964] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.00% [2025-11-22T03:01:16.329992] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 6.76% [2025-11-22T03:01:16.380068] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.44%, Actual: 2.82% [2025-11-22T03:01:16.451331] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.39% [2025-11-22T03:01:16.497327] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 2.11% [2025-11-22T03:01:16.502676] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 29.1s | Global ETA: 21m 17s [2025-11-22T03:01:16.503557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:16.503619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:16.504306] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:16.545048] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 2.05% [2025-11-22T03:01:16.616551] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.86%, Actual: 0.89% [2025-11-22T03:01:16.635489] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:16.662556] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 3.31% [2025-11-22T03:01:16.710846] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.60%, Actual: 1.42% [2025-11-22T03:01:16.726901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:16.781904] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 1.20% [2025-11-22T03:01:16.830573] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 2.01% [2025-11-22T03:01:16.880032] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -1.35%, Actual: 0.48% [2025-11-22T03:01:16.951748] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.23%, Actual: 0.32% [2025-11-22T03:01:16.997523] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 1.39% [2025-11-22T03:01:17.046198] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.00%, Actual: 1.64% [2025-11-22T03:01:17.046378] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 36.0272% [2025-11-22T03:01:17.046428] [INFO ] [main ] JPM: DISCARDED add_gap_resolution_state (score: 36.03%) [2025-11-22T03:01:17.046465] [INFO ] [main ] JPM: Testing feature 13/53: add_gaps [2025-11-22T03:01:17.046495] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_gaps'] [2025-11-22T03:01:17.046528] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:17.057687] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:17.059040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:17.059102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:17.060820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:17.061312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:17.061728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:17.062486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:17.063377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:17.064162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:17.124873] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.36%, Actual: 0.47% [2025-11-22T03:01:17.165489] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -2.76%, Actual: 0.24% [2025-11-22T03:01:17.305628] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 0.87% [2025-11-22T03:01:17.315849] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 28.3s | Global ETA: 21m 17s [2025-11-22T03:01:17.316836] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:17.316900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:17.317639] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:17.338366] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 3.91% [2025-11-22T03:01:17.461098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:17.478252] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 1.04% [2025-11-22T03:01:17.512287] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.39% [2025-11-22T03:01:17.555719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:17.647037] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.23%, Actual: 0.64% [2025-11-22T03:01:17.647271] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 43.8879% [2025-11-22T03:01:17.647358] [INFO ] [main ] LTC: DISCARDED add_volume_pressure_into_close (score: 43.89%) [2025-11-22T03:01:17.647420] [INFO ] [main ] LTC: Testing feature 52/53: add_volume_zscore [2025-11-22T03:01:17.647455] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_volume_zscore'] [2025-11-22T03:01:17.647490] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:01:17.659802] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:17.661110] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:17.661172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:17.665956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:17.667854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:17.668332] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:17.670749] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:17.684191] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.48%, Actual: 0.68% [2025-11-22T03:01:17.723264] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.69% | Symbol ETA: 35.7s | Global ETA: 21m 17s [2025-11-22T03:01:17.724159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:17.724221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:17.725867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:17.726335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:17.726738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:17.727487] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:17.728355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:17.729126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:17.796063] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:17.798589] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:17.800329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:17.858780] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.66%, Actual: 4.04% [2025-11-22T03:01:17.859027] [INFO ] [main ] APH: Magnitude Forecast Confidence: 32.7353% [2025-11-22T03:01:17.859122] [INFO ] [main ] APH: DISCARDED add_volume_dispersion (score: 32.74%) [2025-11-22T03:01:17.859167] [INFO ] [main ] APH: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:01:17.859200] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_volume_flow_differentials'] [2025-11-22T03:01:17.859257] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:17.872502] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:17.873892] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:17.873952] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:17.875563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:17.878368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:18.136519] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 27.5s | Global ETA: 21m 17s [2025-11-22T03:01:18.137429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:18.137493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:18.138205] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:18.273797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:18.374176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:18.402306] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.72% | Symbol ETA: 35.1s | Global ETA: 21m 17s [2025-11-22T03:01:18.403216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:18.403281] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:18.404928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:18.405407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:18.405831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:18.406611] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:18.407570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:18.408368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:18.413258] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 7.0s | Global ETA: 21m 17s [2025-11-22T03:01:18.414200] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:18.414266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:18.419284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:18.421127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:18.421609] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:18.424249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:18.506421] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 6.2s | Global ETA: 21m 17s [2025-11-22T03:01:18.507328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:18.507410] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:18.508991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:18.511700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:18.559786] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:18.562252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:18.564035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:18.949468] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 26.6s | Global ETA: 21m 17s [2025-11-22T03:01:18.950800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:18.950865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:18.951580] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:19.061396] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 34.4s | Global ETA: 21m 17s [2025-11-22T03:01:19.062315] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:19.062377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:19.064024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:19.064494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:19.064896] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:19.065618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:19.066492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:19.067282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.085327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:19.144054] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.90% | Symbol ETA: 5.6s | Global ETA: 21m 17s [2025-11-22T03:01:19.144980] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:19.145041] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:19.146588] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:19.149296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.173606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.185128] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 6.3s | Global ETA: 21m 17s [2025-11-22T03:01:19.186013] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:19.186076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:19.190958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:19.192747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:19.193232] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:19.195631] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:19.322716] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:19.325125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:19.326787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.737013] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.59% | Symbol ETA: 33.8s | Global ETA: 21m 17s [2025-11-22T03:01:19.737955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:19.738017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:19.739633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:19.740120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:19.740497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:19.741234] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:19.742103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:19.742876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.753695] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.06% | Symbol ETA: 25.8s | Global ETA: 21m 17s [2025-11-22T03:01:19.754628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:19.754715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:19.755414] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:19.828995] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.07% | Symbol ETA: 5.1s | Global ETA: 21m 17s [2025-11-22T03:01:19.829969] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:19.830058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:19.831736] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:19.834663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:19.884496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:19.928979] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 5.5s | Global ETA: 21m 17s [2025-11-22T03:01:19.934115] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:19.934185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:19.939434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:19.941336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:19.941877] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:19.944315] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:19.977321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:20.085177] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:20.087603] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:20.089250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:20.398966] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.24% | Symbol ETA: 33.1s | Global ETA: 21m 18s [2025-11-22T03:01:20.399862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:20.399924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:20.401547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:20.402084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:20.402463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:20.403246] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:20.404129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:20.404904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:20.545327] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.94% | Symbol ETA: 4.5s | Global ETA: 21m 18s [2025-11-22T03:01:20.546283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:20.546346] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:20.548049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:20.550775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:20.568977] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 25.0s | Global ETA: 21m 18s [2025-11-22T03:01:20.569882] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:20.569947] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:20.570624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:20.687967] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 1.03% | Symbol ETA: 4.7s | Global ETA: 21m 18s [2025-11-22T03:01:20.688894] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:20.688966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:20.693770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:20.695513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:20.696029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:20.698377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:20.699704] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:20.791239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:20.825922] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:20.828451] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:20.830106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.069984] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.31% | Symbol ETA: 32.4s | Global ETA: 21m 18s [2025-11-22T03:01:21.070879] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:21.070941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:21.072576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:21.073207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:21.073591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:21.074334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:21.075216] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:21.075999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.183580] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 3.8s | Global ETA: 21m 18s [2025-11-22T03:01:21.184494] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:21.184555] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:21.186133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:21.188864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.361248] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.48% | Symbol ETA: 24.2s | Global ETA: 21m 18s [2025-11-22T03:01:21.426630] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 3.9s | Global ETA: 21m 18s [2025-11-22T03:01:21.427579] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:21.427664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:21.432786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:21.434740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:21.435230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:21.437718] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:21.534309] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.26%, Actual: 3.90% [2025-11-22T03:01:21.568387] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:21.570883] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:21.572581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.701627] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 1.68% [2025-11-22T03:01:21.720345] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 31.7s | Global ETA: 21m 18s [2025-11-22T03:01:21.721242] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:21.721305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:21.722956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:21.723425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:21.723831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:21.724557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:21.725435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:21.726217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.816024] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 3.1s | Global ETA: 21m 18s [2025-11-22T03:01:21.816937] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:21.816997] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:21.818848] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:21.821627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:21.871900] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.91% [2025-11-22T03:01:22.041735] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.88% [2025-11-22T03:01:22.178825] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 3.2s | Global ETA: 21m 18s [2025-11-22T03:01:22.179786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:22.179852] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:22.184997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:22.186955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:22.187470] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:22.189889] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:22.231956] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.14% [2025-11-22T03:01:22.320045] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:22.322611] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:22.324386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:22.374371] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 31.1s | Global ETA: 21m 18s [2025-11-22T03:01:22.375259] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:22.375321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:22.377000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:22.377497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:22.377892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:22.378607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:22.379500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:22.380278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:22.398064] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.08% [2025-11-22T03:01:22.466358] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 2.5s | Global ETA: 21m 18s [2025-11-22T03:01:22.467269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:22.467330] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:22.468964] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:22.471685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:22.565919] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.63% [2025-11-22T03:01:22.735086] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.06%, Actual: 1.68% [2025-11-22T03:01:22.901596] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.64% [2025-11-22T03:01:22.941118] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 2.4s | Global ETA: 21m 18s [2025-11-22T03:01:22.942052] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:22.942114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:22.946906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:22.948701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:22.949178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:22.951529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:23.030378] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 30.4s | Global ETA: 21m 18s [2025-11-22T03:01:23.031267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:23.031329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:23.032965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:23.033430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:23.034182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:23.034939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:23.035829] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:01:23.036581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:23.070402] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.48%, Actual: 1.79% [2025-11-22T03:01:23.070616] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 30.4827% [2025-11-22T03:01:23.070741] [INFO ] [main ] ADX: DISCARDED add_intraday_volatility_percentile (score: 30.48%) [2025-11-22T03:01:23.070794] [INFO ] [main ] ADX: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:01:23.070829] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T03:01:23.070869] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:23.083246] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:23.084078] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:23.084575] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:23.084660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:23.085395] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:23.086553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:23.088266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:23.110216] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 1.8s | Global ETA: 21m 18s [2025-11-22T03:01:23.111108] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:23.111169] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:23.112730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:23.115400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:23.211684] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:23.212571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:23.766586] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 29.7s | Global ETA: 21m 18s [2025-11-22T03:01:23.814465] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.77% | Symbol ETA: 1.2s | Global ETA: 21m 18s [2025-11-22T03:01:23.815694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:23.815780] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:23.817098] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -1.82% | Symbol ETA: 1.7s | Global ETA: 21m 18s [2025-11-22T03:01:23.817870] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:01:23.818081] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:23.818169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:23.821754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:23.823948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:23.826048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:23.826639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:23.829680] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:23.936331] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 32.0s | Global ETA: 21m 18s [2025-11-22T03:01:23.937737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:23.937819] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:23.938811] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:24.001584] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:24.004574] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:24.006752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:24.021226] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.69%, Actual: 3.94% [2025-11-22T03:01:24.113021] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:24.114223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:24.282239] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.72%, Actual: 1.81% [2025-11-22T03:01:24.508517] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 1.32% [2025-11-22T03:01:24.683249] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.59%, Actual: 1.40% [2025-11-22T03:01:24.721587] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 0.85% | Symbol ETA: 0.5s | Global ETA: 21m 19s [2025-11-22T03:01:24.807989] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 1.0s | Global ETA: 21m 19s [2025-11-22T03:01:24.808951] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:24.809022] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:24.814159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:24.816245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:24.816854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:24.819420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:24.852930] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.24%, Actual: 0.96% [2025-11-22T03:01:24.867168] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 31.5s | Global ETA: 21m 19s [2025-11-22T03:01:24.868147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:24.868211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:24.868924] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:24.888374] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.80%, Actual: 6.76% [2025-11-22T03:01:24.946402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:24.949028] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:24.950735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:25.004688] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:25.005785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:25.019525] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.31%, Actual: 2.82% [2025-11-22T03:01:25.053499] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.90%, Actual: 2.11% [2025-11-22T03:01:25.189801] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 2.05% [2025-11-22T03:01:25.221077] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.07%, Actual: 3.31% [2025-11-22T03:01:25.358075] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 1.42% [2025-11-22T03:01:25.387536] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.94%, Actual: 2.01% [2025-11-22T03:01:25.526919] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.48% [2025-11-22T03:01:25.553924] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 1.39% [2025-11-22T03:01:25.562546] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 0.2s | Global ETA: 21m 19s [2025-11-22T03:01:25.626605] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.39% | Symbol ETA: 30.3s | Global ETA: 21m 19s [2025-11-22T03:01:25.628077] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:25.628141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:25.629232] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:25.697123] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.00%, Actual: 1.64% [2025-11-22T03:01:25.697333] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 34.4670% [2025-11-22T03:01:25.697431] [INFO ] [main ] JPM: DISCARDED add_gaps (score: 34.47%) [2025-11-22T03:01:25.697475] [INFO ] [main ] JPM: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:01:25.697508] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_intraday_skewness_proxies'] [2025-11-22T03:01:25.697543] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:25.709346] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:25.710554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:25.710615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:25.712304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:25.712863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:25.713255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:25.714061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:25.714944] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:25.716113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:25.721307] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 0.24% [2025-11-22T03:01:25.743158] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 0.35% [2025-11-22T03:01:25.768394] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:25.769427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:25.888268] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 3.91% [2025-11-22T03:01:25.910118] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 0.00% [2025-11-22T03:01:26.058461] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.62%, Actual: 0.39% [2025-11-22T03:01:26.078469] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 1.39% [2025-11-22T03:01:26.224717] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.77%, Actual: 0.68% [2025-11-22T03:01:26.262313] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.03%, Actual: 0.89% [2025-11-22T03:01:26.358072] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 29.3s | Global ETA: 21m 19s [2025-11-22T03:01:26.358985] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:26.359045] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:26.359729] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:26.378603] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 32.0s | Global ETA: 21m 19s [2025-11-22T03:01:26.379520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:26.379583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:26.381240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:26.381738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:26.382120] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:26.382860] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:26.383739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:26.384893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:26.392479] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 0.85%, Actual: 4.04% [2025-11-22T03:01:26.392702] [INFO ] [main ] APH: Magnitude Forecast Confidence: 39.9052% [2025-11-22T03:01:26.392784] [INFO ] [main ] APH: DISCARDED add_volume_flow_differentials (score: 39.91%) [2025-11-22T03:01:26.392828] [INFO ] [main ] APH: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:01:26.392859] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_volume_pressure_into_close'] [2025-11-22T03:01:26.392892] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:26.405602] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:26.407191] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:26.407253] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:26.408907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:26.410570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:26.429784] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 1.20% [2025-11-22T03:01:26.482026] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:26.482813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:26.597626] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 0.32% [2025-11-22T03:01:26.778277] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.47% [2025-11-22T03:01:26.952310] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -1.82%, Actual: 0.87% [2025-11-22T03:01:27.025782] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 5.9s | Global ETA: 21m 19s [2025-11-22T03:01:27.026672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:27.026733] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:27.028333] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:27.030012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.053903] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 28.3s | Global ETA: 21m 19s [2025-11-22T03:01:27.054975] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:27.055036] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:27.055716] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:27.076380] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 31.4s | Global ETA: 21m 19s [2025-11-22T03:01:27.077435] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:27.077502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:27.079340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:27.079897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:27.080377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:27.081242] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:27.082368] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:27.083713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.133050] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 1.04% [2025-11-22T03:01:27.180562] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:27.181506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.312275] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.64% [2025-11-22T03:01:27.312490] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 41.9077% [2025-11-22T03:01:27.312580] [INFO ] [main ] LTC: DISCARDED add_volume_zscore (score: 41.91%) [2025-11-22T03:01:27.312626] [INFO ] [main ] LTC: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:01:27.312682] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency', 'add_vwap_deviations'] [2025-11-22T03:01:27.312722] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:01:27.325253] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:27.326687] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:27.326767] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:27.331901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:27.333833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:27.334346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:27.336950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:27.496857] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:27.499292] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:27.504886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.656447] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 5.3s | Global ETA: 21m 19s [2025-11-22T03:01:27.657372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:27.657461] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:27.659065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:27.660729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.785245] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 27.5s | Global ETA: 21m 19s [2025-11-22T03:01:27.786258] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:27.786324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:27.787080] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:27.806787] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 30.8s | Global ETA: 21m 19s [2025-11-22T03:01:27.807728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:27.807803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:27.809571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:27.810119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:27.810513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:27.811324] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:27.812246] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:27.813450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:27.917124] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:27.918135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.096580] [INFO ] [main ] LTC: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 6.9s | Global ETA: 21m 19s [2025-11-22T03:01:28.097535] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:28.097599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:28.102509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:28.104285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:28.104776] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:28.107115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:28.242398] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:28.245240] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:28.251323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.281183] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.76% | Symbol ETA: 4.7s | Global ETA: 21m 19s [2025-11-22T03:01:28.282767] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:28.282830] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:28.284443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:28.286190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.473349] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.21% | Symbol ETA: 30.1s | Global ETA: 21m 20s [2025-11-22T03:01:28.474240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:28.474303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:28.476007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:28.476840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:28.477229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:28.478053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:28.478947] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:28.480155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.516206] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 26.7s | Global ETA: 21m 20s [2025-11-22T03:01:28.517206] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:28.517269] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:28.518035] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:28.646899] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:28.647860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.861951] [INFO ] [main ] LTC: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 6.1s | Global ETA: 21m 20s [2025-11-22T03:01:28.862902] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:28.862968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:28.867917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:28.869812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:28.870305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:28.872713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:28.932586] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 4.1s | Global ETA: 21m 20s [2025-11-22T03:01:28.933585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:28.933671] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:28.935278] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:28.936996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:28.999099] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:29.001772] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:29.007773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.121769] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 29.4s | Global ETA: 21m 20s [2025-11-22T03:01:29.122670] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:29.122733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:29.124357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:29.124859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:29.125240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:29.125991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:29.126879] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:29.128068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.233775] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 25.9s | Global ETA: 21m 20s [2025-11-22T03:01:29.234671] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:29.234732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:29.235401] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:29.360252] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:29.361110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.569182] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 3.5s | Global ETA: 21m 20s [2025-11-22T03:01:29.570119] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:29.570206] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:29.571826] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:29.573507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.608030] [INFO ] [main ] LTC: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 5.3s | Global ETA: 21m 20s [2025-11-22T03:01:29.608923] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:29.608987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:29.613905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:29.615660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:29.616164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:29.622083] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:29.753699] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:29.756159] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:29.762052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.762561] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 28.7s | Global ETA: 21m 20s [2025-11-22T03:01:29.763457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:29.763520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:29.765181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:29.765672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:29.766064] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:29.766808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:29.767712] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:29.768874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:29.932200] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.23% | Symbol ETA: 25.1s | Global ETA: 21m 20s [2025-11-22T03:01:29.933093] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:29.933153] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:29.933849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:30.057634] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:30.058498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:30.229615] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 2.9s | Global ETA: 21m 20s [2025-11-22T03:01:30.230573] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:30.230635] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:30.232296] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:30.234135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:30.380877] [INFO ] [main ] LTC: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 4.6s | Global ETA: 21m 20s [2025-11-22T03:01:30.381898] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:30.381966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:30.387064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:30.388962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:30.389525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:30.392067] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:30.410669] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.59% | Symbol ETA: 28.0s | Global ETA: 21m 20s [2025-11-22T03:01:30.411559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:30.411624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:30.413327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:30.413843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:30.414242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:30.415016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:30.415950] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:30.417148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:30.524259] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:30.526878] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:30.532750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:30.638574] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 24.4s | Global ETA: 21m 20s [2025-11-22T03:01:30.809923] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 3.90% [2025-11-22T03:01:30.867871] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 2.3s | Global ETA: 21m 20s [2025-11-22T03:01:30.868763] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:30.868824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:30.870391] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:30.872042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:30.981896] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 1.68% [2025-11-22T03:01:31.050822] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 27.3s | Global ETA: 21m 20s [2025-11-22T03:01:31.051713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:31.051777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:31.053409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:31.053914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:31.054298] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:31.055045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:31.055921] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:31.057060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:31.133976] [INFO ] [main ] LTC: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 3.8s | Global ETA: 21m 20s [2025-11-22T03:01:31.134932] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:31.134995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:31.139897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:31.141805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:31.142302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:31.144671] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:31.150699] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.39%, Actual: 0.91% [2025-11-22T03:01:31.269035] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:31.271480] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:31.277219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:31.322454] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 0.88% [2025-11-22T03:01:31.490060] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.14% [2025-11-22T03:01:31.501391] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 1.6s | Global ETA: 21m 20s [2025-11-22T03:01:31.502596] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:31.502693] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:31.504916] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:31.507250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:31.663759] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.08% [2025-11-22T03:01:31.690158] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.75% | Symbol ETA: 26.6s | Global ETA: 21m 20s [2025-11-22T03:01:31.691050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:31.691132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:31.692780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:31.693257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:31.693639] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:31.694380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:31.695268] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:01:31.696430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:31.839584] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.63% [2025-11-22T03:01:31.897698] [INFO ] [main ] LTC: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 3.0s | Global ETA: 21m 20s [2025-11-22T03:01:31.898591] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:31.898685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:31.903632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:31.905532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:31.906025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:31.908410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:32.013759] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 1.68% [2025-11-22T03:01:32.037774] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:32.040155] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:32.046082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:32.150756] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.06% | Symbol ETA: 1.0s | Global ETA: 21m 20s [2025-11-22T03:01:32.151621] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:32.151701] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:32.153237] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:01:32.154890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:32.191254] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.23%, Actual: 0.64% [2025-11-22T03:01:32.340107] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 26.0s | Global ETA: 21m 20s [2025-11-22T03:01:32.372866] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: -0.26%, Actual: 1.79% [2025-11-22T03:01:32.373083] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 30.9726% [2025-11-22T03:01:32.373180] [INFO ] [main ] ADX: DISCARDED add_last_hour_momentum_mag (score: 30.97%) [2025-11-22T03:01:32.373225] [INFO ] [main ] ADX: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:01:32.373295] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_day_volatility'] [2025-11-22T03:01:32.373334] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:32.387405] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:32.389152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:32.389228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:32.389994] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:32.522005] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 3.94% [2025-11-22T03:01:32.525814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:32.528070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:32.641672] [INFO ] [main ] LTC: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 2.3s | Global ETA: 21m 21s [2025-11-22T03:01:32.642580] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:32.642670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:32.647576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:32.649349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:32.649853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:32.652253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:32.698164] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 1.81% [2025-11-22T03:01:32.775766] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: 1.16% | Symbol ETA: 0.3s | Global ETA: 21m 21s [2025-11-22T03:01:32.779010] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:32.781434] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:32.787402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:32.872636] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 1.32% [2025-11-22T03:01:32.944228] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 6.76% [2025-11-22T03:01:33.048463] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.21%, Actual: 1.40% [2025-11-22T03:01:33.111103] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 2.11% [2025-11-22T03:01:33.116537] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 27.5s | Global ETA: 21m 21s [2025-11-22T03:01:33.117478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:33.117542] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:33.118264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:33.220695] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.96% [2025-11-22T03:01:33.249468] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:33.251621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:33.277047] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.76%, Actual: 3.31% [2025-11-22T03:01:33.378906] [INFO ] [main ] LTC: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 1.5s | Global ETA: 21m 21s [2025-11-22T03:01:33.379847] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:33.379913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:33.384898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:33.386868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:33.387342] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:33.389911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:33.396810] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 2.82% [2025-11-22T03:01:33.444862] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 2.01% [2025-11-22T03:01:33.520108] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:33.522562] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:33.528703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:33.576802] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.59%, Actual: 2.05% [2025-11-22T03:01:33.611736] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 1.39% [2025-11-22T03:01:33.753843] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 1.42% [2025-11-22T03:01:33.781971] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 0.24% [2025-11-22T03:01:33.835142] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 26.7s | Global ETA: 21m 21s [2025-11-22T03:01:33.836038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:33.836109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:33.836829] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:33.934870] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.75%, Actual: 0.48% [2025-11-22T03:01:33.952784] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: -0.57%, Actual: 3.91% [2025-11-22T03:01:33.968927] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:33.971059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:34.112540] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 1.64% [2025-11-22T03:01:34.112768] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 39.4670% [2025-11-22T03:01:34.112857] [INFO ] [main ] JPM: DISCARDED add_intraday_skewness_proxies (score: 39.47%) [2025-11-22T03:01:34.112902] [INFO ] [main ] JPM: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:01:34.112937] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_intraday_volatility_percentile'] [2025-11-22T03:01:34.112972] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:34.122890] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 0.39% [2025-11-22T03:01:34.125672] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:34.127021] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:34.127084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:34.128863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:34.129424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:34.129868] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:34.130616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:34.131519] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:34.143190] [INFO ] [main ] LTC: Lookback Days: 10, Magnitude: -0.62% | Symbol ETA: 0.8s | Global ETA: 21m 21s [2025-11-22T03:01:34.144127] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:01:34.144207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:34.152613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:34.154496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:01:34.154988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:01:34.157332] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:34.223046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:34.284983] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:01:34.287490] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:34.291980] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.06%, Actual: 0.68% [2025-11-22T03:01:34.293519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:34.457866] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 1.16%, Actual: 4.04% [2025-11-22T03:01:34.458045] [INFO ] [main ] APH: Magnitude Forecast Confidence: 30.8429% [2025-11-22T03:01:34.458136] [INFO ] [main ] APH: DISCARDED add_volume_pressure_into_close (score: 30.84%) [2025-11-22T03:01:34.458184] [INFO ] [main ] APH: Testing feature 52/53: add_volume_zscore [2025-11-22T03:01:34.458243] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_volume_zscore'] [2025-11-22T03:01:34.458285] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:34.471289] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:34.472777] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:34.472837] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:34.474489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:34.476218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:34.560181] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 26.0s | Global ETA: 21m 21s [2025-11-22T03:01:34.561122] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:34.561225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:34.561950] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:34.692318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:34.694513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:34.877847] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 29.6s | Global ETA: 21m 21s [2025-11-22T03:01:34.878784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:34.878847] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:34.880571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:34.881067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:34.881452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:34.882219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:34.883106] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:34.892290] [INFO ] [main ] LTC: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 0.0s | Global ETA: 21m 21s [2025-11-22T03:01:34.966741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:35.063118] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.35% [2025-11-22T03:01:35.086296] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 5.7s | Global ETA: 21m 21s [2025-11-22T03:01:35.087182] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:35.087242] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:35.088876] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:35.090520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:35.233502] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.00% [2025-11-22T03:01:35.290024] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 25.3s | Global ETA: 21m 21s [2025-11-22T03:01:35.290925] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:35.290987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:35.291676] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:35.401755] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 1.39% [2025-11-22T03:01:35.416778] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:35.418872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:35.568485] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 0.89% [2025-11-22T03:01:35.634952] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 28.9s | Global ETA: 21m 21s [2025-11-22T03:01:35.635899] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:35.635972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:35.637904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:35.638468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:35.638894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:35.639750] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:35.640659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:35.706863] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 5.1s | Global ETA: 21m 21s [2025-11-22T03:01:35.707773] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:35.707833] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:35.709412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:35.711053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:35.732499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:35.733681] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.20% [2025-11-22T03:01:35.899477] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 0.32% [2025-11-22T03:01:35.986178] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.45% | Symbol ETA: 24.5s | Global ETA: 21m 21s [2025-11-22T03:01:35.987075] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:35.987137] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:35.987859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:36.066817] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.47% [2025-11-22T03:01:36.112951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:36.115002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:36.232984] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 0.87% [2025-11-22T03:01:36.322700] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 0.57% | Symbol ETA: 4.5s | Global ETA: 21m 21s [2025-11-22T03:01:36.323554] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:36.323614] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:36.325180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:36.326790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:36.380935] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 28.1s | Global ETA: 21m 21s [2025-11-22T03:01:36.381881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:36.381945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:36.383568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:36.384060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:36.384441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:36.385191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:36.386072] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:36.398968] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.62%, Actual: 1.04% [2025-11-22T03:01:36.475321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:36.564511] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.64% [2025-11-22T03:01:36.564752] [INFO ] [main ] LTC: Magnitude Forecast Confidence: 46.8606% [2025-11-22T03:01:36.564858] [INFO ] [main ] LTC: DISCARDED add_vwap_deviations (score: 46.86%) [2025-11-22T03:01:36.564899] [INFO ] [main ] LTC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:01:36.564930] [INFO ] [main ] LTC: Best accuracy: 50.72% [2025-11-22T03:01:36.564961] [INFO ] [main ] LTC: Best feature set (6 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios', 'add_directional_consistency', 'add_range_volume_efficiency'] [2025-11-22T03:01:36.564991] [INFO ] [main ] LTC: Improvement over baseline: 11.56% [2025-11-22T03:01:36.565018] [INFO ] [main ] LTC: Total time: 7.9 minutes [2025-11-22T03:01:36.565044] [INFO ] [main ] LTC: Average time per feature: 9.1 seconds [2025-11-22T03:01:36.565071] [INFO ] [main ] LTC: Average speed: 0.11 features/sec [2025-11-22T03:01:36.696290] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 23.8s | Global ETA: 21m 21s [2025-11-22T03:01:36.697483] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:36.697559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:36.698496] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:36.735899] [DEBUG] [METRICS ] LTC: 2025-11-20:2025-11-21: Predicted: 0.33%, Actual: 0.35% [2025-11-22T03:01:36.837792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:36.840026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:36.904027] [DEBUG] [METRICS ] LTC: 2025-11-19:2025-11-20: Predicted: -0.03%, Actual: 0.00% [2025-11-22T03:01:36.946931] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 2.18% | Symbol ETA: 3.9s | Global ETA: 21m 22s [2025-11-22T03:01:36.947853] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:36.947913] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:36.949436] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:36.951047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:37.076315] [DEBUG] [METRICS ] LTC: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.39% [2025-11-22T03:01:37.148538] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.04% | Symbol ETA: 27.4s | Global ETA: 21m 22s [2025-11-22T03:01:37.149476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:37.149604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:37.151354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:37.151889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:37.152303] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:37.153089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:37.154014] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:37.239886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:37.248132] [DEBUG] [METRICS ] LTC: 2025-11-17:2025-11-18: Predicted: 1.35%, Actual: 0.89% [2025-11-22T03:01:37.417501] [DEBUG] [METRICS ] LTC: 2025-11-14:2025-11-17: Predicted: 1.05%, Actual: 1.20% [2025-11-22T03:01:37.421803] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 23.1s | Global ETA: 21m 22s [2025-11-22T03:01:37.422695] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:37.422757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:37.423424] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:37.551511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:37.553569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:37.562335] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 3.2s | Global ETA: 21m 22s [2025-11-22T03:01:37.564174] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:37.564235] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:37.565838] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:37.567493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:37.595311] [DEBUG] [METRICS ] LTC: 2025-11-13:2025-11-14: Predicted: -0.75%, Actual: 0.32% [2025-11-22T03:01:37.764890] [DEBUG] [METRICS ] LTC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.47% [2025-11-22T03:01:37.897349] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 26.6s | Global ETA: 21m 22s [2025-11-22T03:01:37.898311] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:37.898376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:37.900062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:37.900562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:37.900974] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:37.901736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:37.902635] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:37.939591] [DEBUG] [METRICS ] LTC: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.87% [2025-11-22T03:01:37.988791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:38.110535] [DEBUG] [METRICS ] LTC: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 1.04% [2025-11-22T03:01:38.126066] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 22.4s | Global ETA: 21m 22s [2025-11-22T03:01:38.127020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:38.127082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:38.127821] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:38.186409] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 2.6s | Global ETA: 21m 22s [2025-11-22T03:01:38.187351] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:38.187453] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:38.189201] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:38.191026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:38.256234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:38.258373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:38.280748] [DEBUG] [METRICS ] LTC: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 0.64% [2025-11-22T03:01:38.281362] [INFO ] [LOCAL ] Saved configuration for LTC: 6 features, 50.72% accuracy -> ./output/feature-sets/LTC.json [2025-11-22T03:01:38.283088] [INFO ] [main ] Progress: 47/57 symbols completed (82.5%). LTC finished in 8m 0s. ETA: 19m 1s. Rate: 0.53 symbols/min [2025-11-22T03:01:38.286671] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:01:38.299533] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:38.300289] [INFO ] [main ] FC: Testing with 53 available features [2025-11-22T03:01:38.300351] [INFO ] [main ] FC: Establishing baseline with no features... [2025-11-22T03:01:38.300388] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:01:38.312354] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:38.313693] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:38.651363] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -2.08% | Symbol ETA: 25.9s | Global ETA: 19m 1s [2025-11-22T03:01:38.652283] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:38.652347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:38.654044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:38.654555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:38.654965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:38.655726] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:38.656594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:38.742968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:38.825338] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 2.0s | Global ETA: 19m 1s [2025-11-22T03:01:38.826444] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:38.826518] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:38.828506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:38.830509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:38.838455] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 21.6s | Global ETA: 19m 1s [2025-11-22T03:01:38.839343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:38.839404] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:38.840097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:38.926422] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 0.27% [2025-11-22T03:01:38.927793] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:38.963616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:38.965739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:39.436212] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 25.1s | Global ETA: 19m 1s [2025-11-22T03:01:39.437171] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:39.437234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:39.438950] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:39.439445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:39.439850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:39.440591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:39.441477] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:39.487294] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: 1.92% | Symbol ETA: 1.4s | Global ETA: 19m 1s [2025-11-22T03:01:39.489229] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:39.489299] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:39.490964] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:39.492637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:39.527134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:39.530828] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.66% [2025-11-22T03:01:39.531869] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:39.562170] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 20.9s | Global ETA: 19m 1s [2025-11-22T03:01:39.733658] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 3.90% [2025-11-22T03:01:39.903414] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 1.68% [2025-11-22T03:01:40.082999] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 0.91% [2025-11-22T03:01:40.131017] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 0.8s | Global ETA: 19m 1s [2025-11-22T03:01:40.131919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:40.131979] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:40.132386] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.57% [2025-11-22T03:01:40.133380] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:40.133543] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:01:40.135153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:40.192724] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 24.4s | Global ETA: 19m 1s [2025-11-22T03:01:40.193686] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:40.193749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:40.195383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:40.195875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:40.196256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:40.197001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:40.197890] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:40.254010] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.88% [2025-11-22T03:01:40.280098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:40.436065] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.45%, Actual: 0.14% [2025-11-22T03:01:40.606895] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 1.08% [2025-11-22T03:01:40.728077] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.58% [2025-11-22T03:01:40.729057] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:40.766720] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 0.2s | Global ETA: 19m 1s [2025-11-22T03:01:40.785397] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.63% [2025-11-22T03:01:40.923551] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 23.6s | Global ETA: 19m 1s [2025-11-22T03:01:40.924454] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:40.924519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:40.926201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:40.926727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:40.927107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:40.927874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:40.928856] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:01:40.935708] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 6.76% [2025-11-22T03:01:40.958062] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 1.68% [2025-11-22T03:01:41.012805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:41.105026] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.11% [2025-11-22T03:01:41.129572] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.64% [2025-11-22T03:01:41.272194] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.57%, Actual: 3.31% [2025-11-22T03:01:41.310435] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 1.79% [2025-11-22T03:01:41.310674] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.0206% [2025-11-22T03:01:41.310762] [INFO ] [main ] ADX: DISCARDED add_late_day_volatility (score: 36.02%) [2025-11-22T03:01:41.310804] [INFO ] [main ] ADX: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:01:41.310837] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_hour_microstructure'] [2025-11-22T03:01:41.310873] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:41.322981] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:41.324249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:41.324512] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:41.324823] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 0.66% [2025-11-22T03:01:41.325254] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:41.325757] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:41.444247] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.18%, Actual: 2.01% [2025-11-22T03:01:41.450208] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:41.453327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:41.616381] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 1.39% [2025-11-22T03:01:41.662304] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 22.8s | Global ETA: 19m 1s [2025-11-22T03:01:41.787885] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 0.24% [2025-11-22T03:01:41.832379] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 3.94% [2025-11-22T03:01:41.915030] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.24% [2025-11-22T03:01:41.915996] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:41.962065] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 3.91% [2025-11-22T03:01:41.999784] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 1.81% [2025-11-22T03:01:42.032723] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 24.8s | Global ETA: 19m 1s [2025-11-22T03:01:42.033768] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:42.033831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:42.034510] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:42.134407] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 1.92%, Actual: 0.39% [2025-11-22T03:01:42.159609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:42.162495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:42.169964] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.32% [2025-11-22T03:01:42.302427] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 0.68% [2025-11-22T03:01:42.340787] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 1.40% [2025-11-22T03:01:42.472937] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -0.76%, Actual: 4.04% [2025-11-22T03:01:42.473185] [INFO ] [main ] APH: Magnitude Forecast Confidence: 31.8882% [2025-11-22T03:01:42.473270] [INFO ] [main ] APH: DISCARDED add_volume_zscore (score: 31.89%) [2025-11-22T03:01:42.473313] [INFO ] [main ] APH: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:01:42.473346] [DEBUG] [main ] Testing with features: ['add_fullday_parkinson_range', 'add_vwap_deviations'] [2025-11-22T03:01:42.473405] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:01:42.486932] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:42.488334] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:42.488395] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:42.490414] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:42.496070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:42.521668] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -2.34% [2025-11-22T03:01:42.522597] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:42.539132] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 0.96% [2025-11-22T03:01:42.710455] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -2.08%, Actual: 2.82% [2025-11-22T03:01:42.745137] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 24.1s | Global ETA: 19m 1s [2025-11-22T03:01:42.746048] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:42.746109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:42.746792] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:42.871051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:42.874125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:42.878825] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.07%, Actual: 2.05% [2025-11-22T03:01:43.048024] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.42% [2025-11-22T03:01:43.125064] [INFO ] [main ] APH: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 5.7s | Global ETA: 19m 2s [2025-11-22T03:01:43.125973] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:43.126033] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:43.127591] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:43.133327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:43.141182] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.95% [2025-11-22T03:01:43.142174] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:43.216190] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.48% [2025-11-22T03:01:43.385580] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 1.64% [2025-11-22T03:01:43.385812] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 32.9513% [2025-11-22T03:01:43.385905] [INFO ] [main ] JPM: DISCARDED add_intraday_volatility_percentile (score: 32.95%) [2025-11-22T03:01:43.385967] [INFO ] [main ] JPM: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:01:43.386003] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_last_hour_momentum_mag'] [2025-11-22T03:01:43.386037] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:43.398150] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:43.399537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:43.399599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:43.401312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:43.401847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:43.402230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:43.403001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:43.404236] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:43.404896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:43.449179] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 23.4s | Global ETA: 19m 2s [2025-11-22T03:01:43.450072] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:43.450134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:43.450834] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:43.574553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:43.577537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:43.746443] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -1.02% [2025-11-22T03:01:43.747406] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:43.768355] [INFO ] [main ] APH: Lookback Days: 3, Magnitude: 1.25% | Symbol ETA: 5.1s | Global ETA: 19m 2s [2025-11-22T03:01:43.769247] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:43.769331] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:43.772633] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:43.780068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:44.048538] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.24% | Symbol ETA: 28.7s | Global ETA: 19m 2s [2025-11-22T03:01:44.049449] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:44.049512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:44.051162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:44.051655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:44.052040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:44.052785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:44.053663] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:44.054297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:44.153461] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 22.6s | Global ETA: 19m 2s [2025-11-22T03:01:44.154766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:44.155143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:44.156050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:44.289144] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:44.292499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:44.347137] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.93% [2025-11-22T03:01:44.417914] [INFO ] [main ] APH: Lookback Days: 4, Magnitude: 1.35% | Symbol ETA: 4.5s | Global ETA: 19m 2s [2025-11-22T03:01:44.418855] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:44.418916] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:44.420513] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:44.426370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:44.517877] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 0.27%, Actual: 1.81% [2025-11-22T03:01:44.691830] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.66%, Actual: 2.21% [2025-11-22T03:01:44.697463] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 28.1s | Global ETA: 19m 2s [2025-11-22T03:01:44.698371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:44.698438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:44.700087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:44.700561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:44.700964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:44.701710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:44.702566] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:44.703204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:44.864609] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.57%, Actual: 3.98% [2025-11-22T03:01:44.872849] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 21.9s | Global ETA: 19m 2s [2025-11-22T03:01:44.873766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:44.873830] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:44.874525] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:45.005395] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:45.008706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:45.032155] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.58%, Actual: 2.59% [2025-11-22T03:01:45.053695] [INFO ] [main ] APH: Lookback Days: 5, Magnitude: 1.02% | Symbol ETA: 3.8s | Global ETA: 19m 2s [2025-11-22T03:01:45.054826] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:45.054899] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:45.056943] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:45.063434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:45.197714] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.66%, Actual: 1.80% [2025-11-22T03:01:45.357593] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.21% | Symbol ETA: 27.4s | Global ETA: 19m 2s [2025-11-22T03:01:45.358512] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:45.358579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:45.360257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:45.360757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:45.361149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:45.361899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:45.362785] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:45.363428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:45.363576] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.24%, Actual: 3.05% [2025-11-22T03:01:45.543502] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -2.34%, Actual: 0.55% [2025-11-22T03:01:45.587957] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 21.2s | Global ETA: 19m 2s [2025-11-22T03:01:45.588971] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:45.589035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:45.589795] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:45.716547] [INFO ] [main ] APH: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 3.2s | Global ETA: 19m 2s [2025-11-22T03:01:45.717536] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:45.717600] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:45.719286] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:45.719271] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:45.722387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:45.725223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:45.736082] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.95%, Actual: 0.09% [2025-11-22T03:01:45.904870] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -1.02%, Actual: 0.87% [2025-11-22T03:01:46.041230] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.31% | Symbol ETA: 26.8s | Global ETA: 19m 2s [2025-11-22T03:01:46.042190] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:46.042254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:46.044033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:46.044527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:46.044940] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:46.045739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:46.046692] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:46.047356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.073686] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.93%, Actual: 3.13% [2025-11-22T03:01:46.073865] [INFO ] [main ] FC: Magnitude Forecast Confidence: 49.6812% [2025-11-22T03:01:46.073914] [INFO ] [main ] FC: Baseline score (no features): 49.6812% [2025-11-22T03:01:46.073953] [INFO ] [main ] FC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:46.073986] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:01:46.074019] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:01:46.087165] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:46.088503] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:46.088562] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:46.093296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.306693] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 20.5s | Global ETA: 19m 2s [2025-11-22T03:01:46.307597] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:46.307681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:46.308383] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:46.347521] [INFO ] [main ] APH: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 2.6s | Global ETA: 19m 2s [2025-11-22T03:01:46.348425] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:46.348498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:46.350106] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:46.355864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.454755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:46.457917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.693759] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 1.71% | Symbol ETA: 5m 20s | Global ETA: 19m 2s [2025-11-22T03:01:46.694681] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:46.694742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:46.699763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.739750] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 26.2s | Global ETA: 19m 2s [2025-11-22T03:01:46.740730] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:46.740808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:46.742781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:46.743346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:46.743842] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:46.744667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:46.745594] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:46.746287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:46.982065] [INFO ] [main ] APH: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 1.9s | Global ETA: 19m 2s [2025-11-22T03:01:46.982969] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:46.983029] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:46.984633] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:46.990631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.046494] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 19.8s | Global ETA: 19m 2s [2025-11-22T03:01:47.047350] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:47.047444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:47.048153] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:47.178541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:47.181679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.311427] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 5m 23s | Global ETA: 19m 2s [2025-11-22T03:01:47.312510] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:47.312582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:47.317913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.420192] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 25.6s | Global ETA: 19m 2s [2025-11-22T03:01:47.421108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:47.421169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:47.422806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:47.423277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:47.423681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:47.424409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:47.425307] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:47.425946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.641884] [INFO ] [main ] APH: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 1.3s | Global ETA: 19m 3s [2025-11-22T03:01:47.642812] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:47.642875] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:47.644540] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:47.650522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.770088] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 19.1s | Global ETA: 19m 3s [2025-11-22T03:01:47.771047] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:47.771110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:47.771825] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:47.903621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:01:47.906838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:47.926683] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.30% | Symbol ETA: 5m 23s | Global ETA: 19m 3s [2025-11-22T03:01:47.927562] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:47.927621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:47.932440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:48.086959] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 24.9s | Global ETA: 19m 3s [2025-11-22T03:01:48.088207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:48.088270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:48.089942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:48.090436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:48.090839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:48.091561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:48.092437] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:48.093084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:48.308717] [INFO ] [main ] APH: Lookback Days: 10, Magnitude: -1.01% | Symbol ETA: 0.6s | Global ETA: 19m 3s [2025-11-22T03:01:48.309663] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:48.309727] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:01:48.311432] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:01:48.317599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:48.545692] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 5.38% | Symbol ETA: 5m 23s | Global ETA: 19m 3s [2025-11-22T03:01:48.546616] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:48.546701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:48.551793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:48.556632] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 18.4s | Global ETA: 19m 3s [2025-11-22T03:01:48.727209] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 3.90% [2025-11-22T03:01:48.744605] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 24.2s | Global ETA: 19m 3s [2025-11-22T03:01:48.745509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:48.745583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:48.747230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:48.747733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:48.748117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:48.748890] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:48.749763] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:48.750391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:48.901394] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.68% [2025-11-22T03:01:48.966774] [INFO ] [main ] APH: Lookback Days: 11, Magnitude: -1.14% | Symbol ETA: 0.0s | Global ETA: 19m 3s [2025-11-22T03:01:49.076801] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 0.91% [2025-11-22T03:01:49.134733] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 6.76% [2025-11-22T03:01:49.169664] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.79% | Symbol ETA: 5m 24s | Global ETA: 19m 3s [2025-11-22T03:01:49.170976] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:49.171037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:49.175990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:49.249726] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 0.88% [2025-11-22T03:01:49.304258] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 1.25%, Actual: 2.11% [2025-11-22T03:01:49.400830] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 23.5s | Global ETA: 19m 3s [2025-11-22T03:01:49.401723] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:49.401784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:49.403415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:49.403941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:49.404325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:49.405069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:49.405946] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:01:49.406595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:49.429694] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.14% [2025-11-22T03:01:49.471749] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 3.31% [2025-11-22T03:01:49.606747] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.08% [2025-11-22T03:01:49.641831] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 1.02%, Actual: 2.01% [2025-11-22T03:01:49.780558] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.63% [2025-11-22T03:01:49.782808] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 5m 23s | Global ETA: 19m 3s [2025-11-22T03:01:49.783683] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:49.783743] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:49.788663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:49.812986] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 1.39% [2025-11-22T03:01:49.959466] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.68% [2025-11-22T03:01:49.980508] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: 0.39%, Actual: 0.24% [2025-11-22T03:01:50.054498] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.67% | Symbol ETA: 22.9s | Global ETA: 19m 3s [2025-11-22T03:01:50.143077] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.64% [2025-11-22T03:01:50.149062] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 3.91% [2025-11-22T03:01:50.221011] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.24%, Actual: 3.94% [2025-11-22T03:01:50.314856] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.87%, Actual: 1.79% [2025-11-22T03:01:50.315072] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 29.3630% [2025-11-22T03:01:50.315156] [INFO ] [main ] ADX: DISCARDED add_late_hour_microstructure (score: 29.36%) [2025-11-22T03:01:50.315202] [INFO ] [main ] ADX: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:01:50.315254] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_late_session_pressure'] [2025-11-22T03:01:50.315290] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:50.315846] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 0.39% [2025-11-22T03:01:50.327482] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:50.329008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:50.329070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:50.329799] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:50.393758] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 1.81% [2025-11-22T03:01:50.406120] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.74% | Symbol ETA: 5m 23s | Global ETA: 19m 3s [2025-11-22T03:01:50.407100] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:50.407162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:50.412376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:50.458356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:50.460145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:50.492583] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -1.01%, Actual: 0.68% [2025-11-22T03:01:50.564625] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.21%, Actual: 1.32% [2025-11-22T03:01:50.660509] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: -1.14%, Actual: 4.04% [2025-11-22T03:01:50.660722] [INFO ] [main ] APH: Magnitude Forecast Confidence: 39.5168% [2025-11-22T03:01:50.660801] [INFO ] [main ] APH: DISCARDED add_vwap_deviations (score: 39.52%) [2025-11-22T03:01:50.660868] [INFO ] [main ] APH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:01:50.660901] [INFO ] [main ] APH: Best accuracy: 52.39% [2025-11-22T03:01:50.660931] [INFO ] [main ] APH: Best feature set (1 features): ['add_fullday_parkinson_range'] [2025-11-22T03:01:50.660960] [INFO ] [main ] APH: Improvement over baseline: 0.36% [2025-11-22T03:01:50.660987] [INFO ] [main ] APH: Total time: 7.2 minutes [2025-11-22T03:01:50.661013] [INFO ] [main ] APH: Average time per feature: 8.2 seconds [2025-11-22T03:01:50.661040] [INFO ] [main ] APH: Average speed: 0.12 features/sec [2025-11-22T03:01:50.731273] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.31%, Actual: 1.40% [2025-11-22T03:01:50.830561] [DEBUG] [METRICS ] APH: 2025-11-20:2025-11-21: Predicted: 1.51%, Actual: 6.76% [2025-11-22T03:01:50.904687] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.96% [2025-11-22T03:01:50.996970] [DEBUG] [METRICS ] APH: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 2.11% [2025-11-22T03:01:51.019594] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -1.12% | Symbol ETA: 5m 22s | Global ETA: 19m 3s [2025-11-22T03:01:51.020485] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:51.020545] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:51.025248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:51.040626] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 23.4s | Global ETA: 19m 3s [2025-11-22T03:01:51.041590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:51.041673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:51.042370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:51.072776] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 2.82% [2025-11-22T03:01:51.166495] [DEBUG] [METRICS ] APH: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 3.31% [2025-11-22T03:01:51.170078] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:51.171341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:51.241037] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 2.05% [2025-11-22T03:01:51.333993] [DEBUG] [METRICS ] APH: 2025-11-17:2025-11-18: Predicted: 2.02%, Actual: 2.01% [2025-11-22T03:01:51.407331] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 1.42% [2025-11-22T03:01:51.510272] [DEBUG] [METRICS ] APH: 2025-11-14:2025-11-17: Predicted: -1.35%, Actual: 1.39% [2025-11-22T03:01:51.577304] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.48% [2025-11-22T03:01:51.630499] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 5m 21s | Global ETA: 19m 3s [2025-11-22T03:01:51.631770] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:01:51.631841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:01:51.636960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:51.682347] [DEBUG] [METRICS ] APH: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.24% [2025-11-22T03:01:51.747491] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.67%, Actual: 1.64% [2025-11-22T03:01:51.747750] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 44.4496% [2025-11-22T03:01:51.747851] [INFO ] [main ] JPM: DISCARDED add_last_hour_momentum_mag (score: 44.45%) [2025-11-22T03:01:51.747893] [INFO ] [main ] JPM: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:01:51.747926] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_late_day_volatility'] [2025-11-22T03:01:51.747961] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:01:51.755040] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 22.7s | Global ETA: 19m 3s [2025-11-22T03:01:51.755994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:51.756059] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:51.756790] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:51.792087] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:51.793679] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:51.793755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:51.796051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:51.796587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:51.797007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:51.797806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:51.798877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:51.800713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:51.850815] [DEBUG] [METRICS ] APH: 2025-11-12:2025-11-13: Predicted: 1.30%, Actual: 3.91% [2025-11-22T03:01:51.891502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:51.892831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:52.016810] [DEBUG] [METRICS ] APH: 2025-11-11:2025-11-12: Predicted: 0.28%, Actual: 0.39% [2025-11-22T03:01:52.205820] [DEBUG] [METRICS ] APH: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.68% [2025-11-22T03:01:52.256617] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.75% | Symbol ETA: 5m 21s | Global ETA: 19m 4s [2025-11-22T03:01:52.373345] [DEBUG] [METRICS ] APH: 2025-11-07:2025-11-10: Predicted: 1.50%, Actual: 4.04% [2025-11-22T03:01:52.373989] [INFO ] [LOCAL ] Saved configuration for APH: 1 features, 52.39% accuracy -> ./output/feature-sets/APH.json [2025-11-22T03:01:52.375059] [INFO ] [main ] Progress: 48/57 symbols completed (84.2%). APH finished in 7m 24s. ETA: 16m 48s. Rate: 0.54 symbols/min [2025-11-22T03:01:52.382344] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:01:52.395521] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:52.396251] [INFO ] [main ] BWA: Testing with 53 available features [2025-11-22T03:01:52.396303] [INFO ] [main ] BWA: Establishing baseline with no features... [2025-11-22T03:01:52.396338] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:01:52.408103] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:52.409477] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:52.434853] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.71%, Actual: 1.81% [2025-11-22T03:01:52.459319] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.71% | Symbol ETA: 24.8s | Global ETA: 16m 48s [2025-11-22T03:01:52.460263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:52.460326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:52.461982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:52.462458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:52.462862] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:52.463608] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:52.464510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:52.466303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:52.501852] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.56% | Symbol ETA: 22.1s | Global ETA: 16m 48s [2025-11-22T03:01:52.502859] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:52.502923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:52.503677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:52.616808] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 2.21% [2025-11-22T03:01:52.635163] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:52.636428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:52.793787] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.30%, Actual: 3.98% [2025-11-22T03:01:52.965518] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 5.38%, Actual: 2.59% [2025-11-22T03:01:53.007138] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.52% [2025-11-22T03:01:53.008158] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:53.120448] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.15% | Symbol ETA: 24.1s | Global ETA: 16m 48s [2025-11-22T03:01:53.121348] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:53.121412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:53.123076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:53.123557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:53.123958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:53.124696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:53.125556] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:53.127315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:53.143580] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.79%, Actual: 1.80% [2025-11-22T03:01:53.243448] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 21.4s | Global ETA: 16m 48s [2025-11-22T03:01:53.244366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:53.244429] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:53.245160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:53.320797] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 3.05% [2025-11-22T03:01:53.374866] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:53.376133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:53.491036] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 0.55% [2025-11-22T03:01:53.610383] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.32% [2025-11-22T03:01:53.611421] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:53.664524] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -1.12%, Actual: 0.09% [2025-11-22T03:01:53.801813] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 23.5s | Global ETA: 16m 48s [2025-11-22T03:01:53.802773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:53.802836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:53.804573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:53.805084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:53.805490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:53.806319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:53.807310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:53.809201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:53.834627] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 0.87% [2025-11-22T03:01:53.965726] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 20.6s | Global ETA: 16m 48s [2025-11-22T03:01:53.966615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:53.966700] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:53.967420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:54.009207] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.75%, Actual: 3.13% [2025-11-22T03:01:54.009434] [INFO ] [main ] FC: Magnitude Forecast Confidence: 49.3490% [2025-11-22T03:01:54.009486] [INFO ] [main ] FC: DISCARDED add_afternoon_v_morning_volatility_mix (score: 49.35%) [2025-11-22T03:01:54.009524] [INFO ] [main ] FC: Testing feature 2/53: add_atr [2025-11-22T03:01:54.009556] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T03:01:54.009589] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:01:54.023389] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:54.024850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:54.024909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:54.026599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:54.027131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:54.098756] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:54.100129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:54.215897] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.54% [2025-11-22T03:01:54.217007] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:54.482583] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.94% | Symbol ETA: 22.8s | Global ETA: 16m 48s [2025-11-22T03:01:54.483494] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:54.483557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:54.485231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:54.485765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:54.486145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:54.486900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:54.487813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:54.489681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:54.624704] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.49% | Symbol ETA: 6m 50s | Global ETA: 16m 48s [2025-11-22T03:01:54.625576] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:54.625679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:54.627326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:54.627886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:54.691998] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 19.9s | Global ETA: 16m 48s [2025-11-22T03:01:54.692942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:54.693005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:54.693717] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:54.820514] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.73% [2025-11-22T03:01:54.821468] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:54.824917] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:54.826194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:55.154141] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 22.2s | Global ETA: 16m 48s [2025-11-22T03:01:55.155055] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:55.155119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:55.156804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:55.157323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:55.157745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:55.158473] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:55.159359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:55.161189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:55.228760] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.18% | Symbol ETA: 6m 50s | Global ETA: 16m 48s [2025-11-22T03:01:55.229753] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:55.229816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:55.231511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:55.232028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:55.411450] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 19.2s | Global ETA: 16m 48s [2025-11-22T03:01:55.412342] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:55.412405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:55.413149] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:55.414778] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.51% [2025-11-22T03:01:55.415709] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:55.542160] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:55.543479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:55.822874] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 21.5s | Global ETA: 16m 48s [2025-11-22T03:01:55.823800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:55.823862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:55.825514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:55.826075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:55.826459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:55.827212] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:55.828123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:55.829997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:55.841115] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.75% | Symbol ETA: 6m 49s | Global ETA: 16m 48s [2025-11-22T03:01:55.842006] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:55.842064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:55.843720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:55.844192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:56.011506] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.72% [2025-11-22T03:01:56.012457] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:56.139130] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 18.5s | Global ETA: 16m 48s [2025-11-22T03:01:56.140061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:56.140122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:56.140810] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:56.265851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:56.267107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:56.442621] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.38% | Symbol ETA: 6m 48s | Global ETA: 16m 49s [2025-11-22T03:01:56.443505] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:56.443565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:56.445207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:56.445697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:56.506874] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 20.8s | Global ETA: 16m 49s [2025-11-22T03:01:56.507841] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:56.507904] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:56.509615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:56.510120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:56.510501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:56.511243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:56.512120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:56.513901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:56.605001] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.35% [2025-11-22T03:01:56.605906] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:56.855848] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 17.7s | Global ETA: 16m 49s [2025-11-22T03:01:56.856753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:56.856815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:56.857566] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:56.981899] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:01:56.983173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:57.035972] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.48% | Symbol ETA: 6m 48s | Global ETA: 16m 49s [2025-11-22T03:01:57.036911] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:57.036972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:57.038697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:57.039201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:57.170755] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 20.2s | Global ETA: 16m 49s [2025-11-22T03:01:57.171702] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:57.171779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:57.173495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:57.174364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:57.174784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:57.175553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:57.176490] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:57.178419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:57.200349] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.15% [2025-11-22T03:01:57.201277] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:57.579820] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.01% | Symbol ETA: 17.0s | Global ETA: 16m 49s [2025-11-22T03:01:57.640422] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 6m 47s | Global ETA: 16m 49s [2025-11-22T03:01:57.641321] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:57.641379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:57.643056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:57.643531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:57.755355] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 3.90% [2025-11-22T03:01:57.841397] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 2.80% [2025-11-22T03:01:57.842559] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:01:57.909563] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 19.5s | Global ETA: 16m 49s [2025-11-22T03:01:57.910549] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:01:57.910611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:57.912230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:57.912721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:01:57.913097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:57.913868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:01:57.914806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:01:57.916540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:57.932030] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 1.68% [2025-11-22T03:01:58.110150] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.56%, Actual: 0.91% [2025-11-22T03:01:58.238978] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 6m 47s | Global ETA: 16m 49s [2025-11-22T03:01:58.239901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:58.239961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:58.241600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:58.242109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:58.283149] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 0.88% [2025-11-22T03:01:58.457111] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.14% [2025-11-22T03:01:58.493722] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.06% [2025-11-22T03:01:58.572044] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.99% | Symbol ETA: 18.8s | Global ETA: 16m 49s [2025-11-22T03:01:58.635329] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 1.08% [2025-11-22T03:01:58.694815] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.52%, Actual: 1.26% [2025-11-22T03:01:58.741122] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.71%, Actual: 3.94% [2025-11-22T03:01:58.814559] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.63% [2025-11-22T03:01:58.844776] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.90% | Symbol ETA: 6m 46s | Global ETA: 16m 49s [2025-11-22T03:01:58.845673] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:58.845744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:58.847413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:58.847911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:58.876553] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 3.62% [2025-11-22T03:01:58.909845] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.15%, Actual: 1.81% [2025-11-22T03:01:58.993476] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 1.68% [2025-11-22T03:01:59.052399] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.54%, Actual: 0.56% [2025-11-22T03:01:59.077685] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 1.32% [2025-11-22T03:01:59.169530] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.64% [2025-11-22T03:01:59.231131] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 1.63% [2025-11-22T03:01:59.243898] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.94%, Actual: 1.40% [2025-11-22T03:01:59.344519] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.01%, Actual: 1.79% [2025-11-22T03:01:59.344774] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 28.9127% [2025-11-22T03:01:59.344892] [INFO ] [main ] ADX: DISCARDED add_late_session_pressure (score: 28.91%) [2025-11-22T03:01:59.344940] [INFO ] [main ] ADX: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:01:59.344973] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_micro_gap_fill_velocity'] [2025-11-22T03:01:59.345008] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:01:59.358058] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:01:59.359621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:01:59.359723] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:01:59.360459] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:01:59.403225] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.51%, Actual: 1.89% [2025-11-22T03:01:59.411525] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.96% [2025-11-22T03:01:59.457768] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 3.64% | Symbol ETA: 6m 45s | Global ETA: 16m 49s [2025-11-22T03:01:59.458701] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:01:59.458775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:01:59.460471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:01:59.460986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:59.494919] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:01:59.497308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:01:59.580361] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 2.82% [2025-11-22T03:01:59.582502] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.72%, Actual: 1.98% [2025-11-22T03:01:59.749176] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.29%, Actual: 2.05% [2025-11-22T03:01:59.756943] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.35%, Actual: 0.31% [2025-11-22T03:01:59.914752] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 1.42% [2025-11-22T03:01:59.933951] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 0.77% [2025-11-22T03:02:00.060179] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.48% | Symbol ETA: 6m 45s | Global ETA: 16m 49s [2025-11-22T03:02:00.086474] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.48% [2025-11-22T03:02:00.119127] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 22.5s | Global ETA: 16m 49s [2025-11-22T03:02:00.120496] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:00.120569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:00.121172] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 2.80%, Actual: 0.83% [2025-11-22T03:02:00.121521] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:00.252672] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:00.255089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:00.276802] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.99%, Actual: 1.64% [2025-11-22T03:02:00.277016] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 35.9009% [2025-11-22T03:02:00.277105] [INFO ] [main ] JPM: DISCARDED add_late_day_volatility (score: 35.90%) [2025-11-22T03:02:00.277152] [INFO ] [main ] JPM: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:02:00.277184] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_late_hour_microstructure'] [2025-11-22T03:02:00.277221] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:00.287927] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.49%, Actual: 1.81% [2025-11-22T03:02:00.289388] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:00.291005] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:00.291071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:00.292918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:00.293440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:00.293909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:00.294717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:00.295608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:00.298422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:00.310444] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.05% [2025-11-22T03:02:00.310780] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 39.8811% [2025-11-22T03:02:00.310836] [INFO ] [main ] BWA: Baseline score (no features): 39.8811% [2025-11-22T03:02:00.310881] [INFO ] [main ] BWA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:00.310916] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:02:00.310954] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:00.326526] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:00.328491] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:00.328582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:00.334437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:00.458700] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.18%, Actual: 2.21% [2025-11-22T03:02:00.630842] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.75%, Actual: 3.98% [2025-11-22T03:02:00.801573] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.38%, Actual: 2.59% [2025-11-22T03:02:00.842035] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 21.6s | Global ETA: 16m 49s [2025-11-22T03:02:00.843059] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:00.843123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:00.843844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:00.972152] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.85% | Symbol ETA: 23.7s | Global ETA: 16m 49s [2025-11-22T03:02:00.973077] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:00.973144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:00.974855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:00.975331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:00.975740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:00.976498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:00.977406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:00.980182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:00.982420] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.48%, Actual: 1.80% [2025-11-22T03:02:00.987146] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:00.989578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:01.028882] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.83% | Symbol ETA: 6m 8s | Global ETA: 16m 49s [2025-11-22T03:02:01.030323] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:01.030393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:01.035873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:01.258551] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 3.05% [2025-11-22T03:02:01.617637] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.55% [2025-11-22T03:02:01.627062] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 21.0s | Global ETA: 16m 49s [2025-11-22T03:02:01.628043] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:01.628106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:01.628822] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:01.758316] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:01.760568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:01.777731] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 6m 23s | Global ETA: 16m 50s [2025-11-22T03:02:01.778700] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:01.778762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:01.783688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:01.846395] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.90%, Actual: 0.09% [2025-11-22T03:02:01.910456] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 24.0s | Global ETA: 16m 50s [2025-11-22T03:02:01.911369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:01.911433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:01.913088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:01.913594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:01.914027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:01.914773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:01.915693] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:01.918347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:02.166990] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 3.64%, Actual: 0.87% [2025-11-22T03:02:02.333260] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.48%, Actual: 3.13% [2025-11-22T03:02:02.333463] [INFO ] [main ] FC: Magnitude Forecast Confidence: 43.6450% [2025-11-22T03:02:02.333545] [INFO ] [main ] FC: DISCARDED add_atr (score: 43.65%) [2025-11-22T03:02:02.333587] [INFO ] [main ] FC: Testing feature 3/53: add_atr_10 [2025-11-22T03:02:02.333618] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T03:02:02.333671] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:02.346820] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 20.2s | Global ETA: 16m 50s [2025-11-22T03:02:02.347089] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:02.348348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:02.348412] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:02.348407] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:02.348464] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:02.349100] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:02.350507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:02.351021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:02.415949] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.77% | Symbol ETA: 6m 7s | Global ETA: 16m 50s [2025-11-22T03:02:02.416866] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:02.416925] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:02.421719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:02.471969] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:02.474258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:02.624188] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.46% | Symbol ETA: 23.0s | Global ETA: 16m 50s [2025-11-22T03:02:02.625111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:02.625176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:02.627204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:02.627747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:02.628131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:02.628882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:02.629772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:02.632444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:02.940908] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 2.59% | Symbol ETA: 3m 33s | Global ETA: 16m 50s [2025-11-22T03:02:02.941875] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:02.941937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:02.943611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:02.944166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.012428] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 5m 53s | Global ETA: 16m 50s [2025-11-22T03:02:03.013343] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:03.013403] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:03.018165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.057816] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.52% | Symbol ETA: 19.4s | Global ETA: 16m 50s [2025-11-22T03:02:03.059054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:03.059116] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:03.059805] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:03.183909] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:03.186133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.294399] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.47% | Symbol ETA: 22.1s | Global ETA: 16m 50s [2025-11-22T03:02:03.295304] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:03.295366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:03.297014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:03.297513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:03.297916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:03.298639] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:03.299511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:03.302107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.537506] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.14% | Symbol ETA: 3m 33s | Global ETA: 16m 50s [2025-11-22T03:02:03.538560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:03.538623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:03.540320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:03.540830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.649587] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.65% | Symbol ETA: 5m 49s | Global ETA: 16m 50s [2025-11-22T03:02:03.650546] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:03.650608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:03.655835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.766770] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 18.6s | Global ETA: 16m 50s [2025-11-22T03:02:03.767770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:03.767837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:03.768549] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:03.894441] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:03.896799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:03.945895] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 21.2s | Global ETA: 16m 50s [2025-11-22T03:02:03.946782] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:03.946849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:03.948476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:03.948964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:03.949343] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:03.950095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:03.950969] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:03.953543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.138383] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.41% | Symbol ETA: 3m 32s | Global ETA: 16m 50s [2025-11-22T03:02:04.139325] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:04.139388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:04.141218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:04.141758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.273460] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 5m 45s | Global ETA: 16m 50s [2025-11-22T03:02:04.274367] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:04.274426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:04.279280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.477436] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 17.9s | Global ETA: 16m 50s [2025-11-22T03:02:04.478332] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:04.478394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:04.479094] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:04.606593] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:04.608900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.610736] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -2.60% | Symbol ETA: 20.4s | Global ETA: 16m 50s [2025-11-22T03:02:04.611613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:04.611697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:04.613324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:04.613821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:04.614211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:04.614966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:04.615868] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:04.618636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.762840] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -3.58% | Symbol ETA: 3m 32s | Global ETA: 16m 50s [2025-11-22T03:02:04.763734] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:04.763794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:04.765408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:04.765898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:04.865759] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.47% | Symbol ETA: 5m 39s | Global ETA: 16m 50s [2025-11-22T03:02:04.866619] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:04.866698] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:04.871371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.179818] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 17.1s | Global ETA: 16m 50s [2025-11-22T03:02:05.180714] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:05.180775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:05.181451] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:05.258389] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 19.7s | Global ETA: 16m 50s [2025-11-22T03:02:05.259357] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:05.259422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:05.261137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:05.261708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:05.262125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:05.262963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:05.263887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:05.266674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.304707] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:05.306971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.381590] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.12% | Symbol ETA: 3m 31s | Global ETA: 16m 50s [2025-11-22T03:02:05.382511] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:05.382573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:05.384246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:05.384757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.464165] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 5m 35s | Global ETA: 16m 50s [2025-11-22T03:02:05.465079] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:05.465138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:05.473336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.887576] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.20% | Symbol ETA: 16.4s | Global ETA: 16m 50s [2025-11-22T03:02:05.888618] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:05.888708] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:05.889423] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:05.939414] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 19.0s | Global ETA: 16m 50s [2025-11-22T03:02:05.940467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:05.940529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:05.942207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:05.942713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:05.943104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:05.943854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:05.944742] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:05.947310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:05.986548] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 3m 31s | Global ETA: 16m 50s [2025-11-22T03:02:05.987510] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:05.987572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:05.989269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:05.989817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:06.011743] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:06.014036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:06.078113] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 5m 33s | Global ETA: 16m 50s [2025-11-22T03:02:06.079011] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:02:06.079071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:06.083807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:06.586162] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.49% | Symbol ETA: 15.7s | Global ETA: 16m 50s [2025-11-22T03:02:06.591792] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.99% | Symbol ETA: 3m 30s | Global ETA: 16m 50s [2025-11-22T03:02:06.592697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:06.592785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:06.594472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:06.594987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:06.603424] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 18.3s | Global ETA: 16m 50s [2025-11-22T03:02:06.604338] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:06.604402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:06.606086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:06.606598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:06.607023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:06.607821] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:06.608722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:02:06.611746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:06.682860] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.01% | Symbol ETA: 5m 30s | Global ETA: 16m 50s [2025-11-22T03:02:06.753137] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 3.90% [2025-11-22T03:02:06.852276] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.83%, Actual: 1.26% [2025-11-22T03:02:06.922905] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 1.68% [2025-11-22T03:02:07.023555] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.66%, Actual: 3.62% [2025-11-22T03:02:07.096272] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.91% [2025-11-22T03:02:07.182604] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 3m 29s | Global ETA: 16m 51s [2025-11-22T03:02:07.183488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:07.183555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:07.185195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:07.185677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:07.194478] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.77%, Actual: 0.56% [2025-11-22T03:02:07.263476] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 17.6s | Global ETA: 16m 51s [2025-11-22T03:02:07.264965] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 0.88% [2025-11-22T03:02:07.363212] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 1.63% [2025-11-22T03:02:07.428798] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.85%, Actual: 3.94% [2025-11-22T03:02:07.431763] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.52%, Actual: 0.14% [2025-11-22T03:02:07.530364] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.65%, Actual: 1.89% [2025-11-22T03:02:07.593728] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 1.81% [2025-11-22T03:02:07.598300] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 1.08% [2025-11-22T03:02:07.697422] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.82%, Actual: 1.98% [2025-11-22T03:02:07.759559] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.46%, Actual: 1.32% [2025-11-22T03:02:07.767055] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.63% [2025-11-22T03:02:07.787229] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.18% | Symbol ETA: 3m 29s | Global ETA: 16m 51s [2025-11-22T03:02:07.788180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:07.788239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:07.789869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:07.790332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:07.868159] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.47%, Actual: 0.31% [2025-11-22T03:02:07.936106] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 1.68% [2025-11-22T03:02:07.937469] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.47%, Actual: 1.40% [2025-11-22T03:02:08.035132] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.90%, Actual: 0.77% [2025-11-22T03:02:08.102591] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.20%, Actual: 0.64% [2025-11-22T03:02:08.115981] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 0.96% [2025-11-22T03:02:08.203135] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 0.83% [2025-11-22T03:02:08.272195] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.49%, Actual: 1.79% [2025-11-22T03:02:08.272464] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.6910% [2025-11-22T03:02:08.272589] [INFO ] [main ] ADX: DISCARDED add_micro_gap_fill_velocity (score: 33.69%) [2025-11-22T03:02:08.272660] [INFO ] [main ] ADX: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:02:08.272699] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:02:08.272735] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:08.285832] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:08.287703] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:08.287770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:08.288537] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:08.293065] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -2.60%, Actual: 2.82% [2025-11-22T03:02:08.373736] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.01%, Actual: 0.05% [2025-11-22T03:02:08.373948] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.2233% [2025-11-22T03:02:08.374001] [INFO ] [main ] BWA: KEPT add_afternoon_v_morning_volatility_mix (score: 45.22%) [2025-11-22T03:02:08.374040] [INFO ] [main ] BWA: Testing feature 2/53: add_atr [2025-11-22T03:02:08.374072] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T03:02:08.374108] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:08.387777] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:08.389275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:08.389337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:08.394269] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:08.396093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:08.396597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:08.405562] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.57% | Symbol ETA: 3m 28s | Global ETA: 16m 51s [2025-11-22T03:02:08.418341] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:08.419384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:08.471016] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 2.05% [2025-11-22T03:02:08.575711] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 2.59%, Actual: 1.81% [2025-11-22T03:02:08.657532] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 1.42% [2025-11-22T03:02:08.742177] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.14%, Actual: 2.21% [2025-11-22T03:02:08.828530] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.48% [2025-11-22T03:02:08.908138] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.41%, Actual: 3.98% [2025-11-22T03:02:08.995439] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 1.64% [2025-11-22T03:02:08.995675] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 46.0259% [2025-11-22T03:02:08.995761] [INFO ] [main ] JPM: DISCARDED add_late_hour_microstructure (score: 46.03%) [2025-11-22T03:02:08.995804] [INFO ] [main ] JPM: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:02:08.995837] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_late_session_pressure'] [2025-11-22T03:02:08.995871] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:08.998473] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 20.7s | Global ETA: 16m 51s [2025-11-22T03:02:08.999397] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:08.999458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:09.000162] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:09.007912] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:09.009038] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 6m 57s | Global ETA: 16m 51s [2025-11-22T03:02:09.009451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:09.009532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:09.009935] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:09.009998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:09.011240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:09.011778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:09.012168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:09.012918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:09.013811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:09.014810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.014960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:09.016788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:09.017276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.076366] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -3.58%, Actual: 2.59% [2025-11-22T03:02:09.125072] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:09.126038] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.244742] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.12%, Actual: 1.80% [2025-11-22T03:02:09.409045] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 3.05% [2025-11-22T03:02:09.574834] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.99%, Actual: 0.55% [2025-11-22T03:02:09.617342] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 6m 56s | Global ETA: 16m 51s [2025-11-22T03:02:09.618267] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:09.618329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:09.623296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:09.625138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:09.625614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.667289] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.64% | Symbol ETA: 22.4s | Global ETA: 16m 51s [2025-11-22T03:02:09.668207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:09.668270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:09.669937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:09.670445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:09.670858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:09.671581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:09.672454] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:09.673483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.708161] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.66% | Symbol ETA: 20.0s | Global ETA: 16m 51s [2025-11-22T03:02:09.709081] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:09.709143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:09.709839] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:09.744001] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 0.09% [2025-11-22T03:02:09.833131] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:09.834012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:09.915790] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.18%, Actual: 0.87% [2025-11-22T03:02:10.084989] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.57%, Actual: 3.13% [2025-11-22T03:02:10.085207] [INFO ] [main ] FC: Magnitude Forecast Confidence: 51.1013% [2025-11-22T03:02:10.085289] [INFO ] [main ] FC: KEPT add_atr_10 (score: 51.10%) [2025-11-22T03:02:10.085333] [INFO ] [main ] FC: Testing feature 4/53: add_atr_5 [2025-11-22T03:02:10.085365] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_atr_5'] [2025-11-22T03:02:10.085400] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:10.099018] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:10.100563] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:10.100623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:10.102320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:10.102856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:10.103286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:10.243497] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 6m 56s | Global ETA: 16m 51s [2025-11-22T03:02:10.244377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:10.244438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:10.249278] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:10.251063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:10.251533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:10.321872] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 21.7s | Global ETA: 16m 51s [2025-11-22T03:02:10.322773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:10.322837] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:10.324496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:10.325003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:10.325389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:10.326140] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:10.327022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:10.328053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:10.407554] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.62% | Symbol ETA: 19.2s | Global ETA: 16m 51s [2025-11-22T03:02:10.408452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:10.408513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:10.409196] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:10.533521] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:10.534425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:10.703896] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 7.70% | Symbol ETA: 2m 12s | Global ETA: 16m 51s [2025-11-22T03:02:10.704866] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:10.704928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:10.706592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:10.707108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:10.707562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:10.875716] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 6m 55s | Global ETA: 16m 51s [2025-11-22T03:02:10.876699] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:10.876781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:10.881928] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:10.883912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:10.884437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:11.026182] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 21.2s | Global ETA: 16m 51s [2025-11-22T03:02:11.027217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:11.027284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:11.029099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:11.029674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:11.030093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:11.030906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:11.031964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:11.033276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:11.274607] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 18.8s | Global ETA: 16m 51s [2025-11-22T03:02:11.276070] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:11.276154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:11.277286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:11.462625] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:11.463936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:11.518794] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.42% | Symbol ETA: 2m 12s | Global ETA: 16m 51s [2025-11-22T03:02:11.520190] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:11.520279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:11.522874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:11.523603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:11.524262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:11.762484] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 6m 55s | Global ETA: 16m 51s [2025-11-22T03:02:11.763419] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:11.763482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:11.768296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:11.770118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:11.770623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:11.952553] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.43% | Symbol ETA: 20.9s | Global ETA: 16m 51s [2025-11-22T03:02:11.953483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:11.953550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:11.955250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:11.955767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:11.956168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:11.956980] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:11.958331] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:11.959506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.163607] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 18.2s | Global ETA: 16m 51s [2025-11-22T03:02:12.164674] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:12.164747] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:12.165452] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:12.242774] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 2m 12s | Global ETA: 16m 51s [2025-11-22T03:02:12.243676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:12.243738] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:12.245379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:12.245885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:12.246324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.295275] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:12.296276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.405356] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 6m 54s | Global ETA: 16m 51s [2025-11-22T03:02:12.406277] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:12.406339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:12.411066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:12.412825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:12.413294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.608907] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 20.1s | Global ETA: 16m 52s [2025-11-22T03:02:12.609827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:12.609890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:12.611535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:12.612046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:12.612434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:12.613218] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:12.614101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:12.615144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.857439] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 2m 11s | Global ETA: 16m 52s [2025-11-22T03:02:12.858319] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:12.858381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:12.860037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:12.860516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:12.860963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:12.870628] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 17.3s | Global ETA: 16m 52s [2025-11-22T03:02:12.871516] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:12.871578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:12.872272] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:12.997273] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:12.998294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.033781] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 6m 53s | Global ETA: 16m 52s [2025-11-22T03:02:13.034698] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:13.034779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:13.039773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:13.041607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:13.042215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.281154] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 19.3s | Global ETA: 16m 52s [2025-11-22T03:02:13.282163] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:13.282229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:13.284060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:13.284561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:13.284979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:13.285774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:13.286730] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:13.287810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.459301] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.04% | Symbol ETA: 2m 10s | Global ETA: 16m 52s [2025-11-22T03:02:13.460179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:13.460239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:13.461888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:13.462360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:13.462808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.596471] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.54% | Symbol ETA: 16.6s | Global ETA: 16m 52s [2025-11-22T03:02:13.597841] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:13.597902] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:13.598572] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:13.635800] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 6m 53s | Global ETA: 16m 52s [2025-11-22T03:02:13.636694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:13.636754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:13.641690] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:13.643491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:13.643996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.728931] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:13.729949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:13.932982] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 18.6s | Global ETA: 16m 52s [2025-11-22T03:02:13.933903] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:13.933966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:13.935623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:13.936124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:13.936509] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:13.937307] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:13.938222] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:13.939269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.083681] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.48% | Symbol ETA: 2m 9s | Global ETA: 16m 52s [2025-11-22T03:02:14.084764] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:14.084838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:14.086778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:14.087323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:14.087858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.292879] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 3.10% | Symbol ETA: 6m 52s | Global ETA: 16m 52s [2025-11-22T03:02:14.293761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:14.293823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:14.298599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:14.300365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:14.300858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.349698] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 15.8s | Global ETA: 16m 52s [2025-11-22T03:02:14.350575] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:14.350635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:14.351327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:14.473206] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:14.474110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.585688] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 17.9s | Global ETA: 16m 52s [2025-11-22T03:02:14.586583] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:14.586679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:14.588341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:14.588841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:14.589226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:14.589970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:14.590883] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:14.591881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.705337] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.66% | Symbol ETA: 2m 9s | Global ETA: 16m 52s [2025-11-22T03:02:14.706255] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:14.706342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:14.708069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:14.708544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:14.708989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:14.910336] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 6m 51s | Global ETA: 16m 52s [2025-11-22T03:02:15.052588] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 15.0s | Global ETA: 16m 52s [2025-11-22T03:02:15.053499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:15.053561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:15.054255] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:15.090401] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 1.26% [2025-11-22T03:02:15.174607] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:15.175546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:15.237356] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 17.2s | Global ETA: 16m 52s [2025-11-22T03:02:15.238308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:15.238372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:15.240052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:15.240531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:15.240938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:15.241720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:15.242616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:02:15.243681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:15.270234] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 3.62% [2025-11-22T03:02:15.355675] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -1.43% | Symbol ETA: 2m 8s | Global ETA: 16m 52s [2025-11-22T03:02:15.356586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:15.356665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:15.358336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:15.358827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:15.359299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:15.450126] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 0.56% [2025-11-22T03:02:15.632053] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.63% [2025-11-22T03:02:15.747513] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.46% | Symbol ETA: 14.3s | Global ETA: 16m 52s [2025-11-22T03:02:15.809494] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.89% [2025-11-22T03:02:15.896032] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 16.5s | Global ETA: 16m 52s [2025-11-22T03:02:15.930175] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 3.90% [2025-11-22T03:02:15.956089] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.43% | Symbol ETA: 2m 7s | Global ETA: 16m 52s [2025-11-22T03:02:15.956975] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:15.957036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:15.958757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:15.959232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:15.959682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:15.987099] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 1.98% [2025-11-22T03:02:16.063223] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.64%, Actual: 3.94% [2025-11-22T03:02:16.106688] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.66%, Actual: 1.68% [2025-11-22T03:02:16.156153] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.31% [2025-11-22T03:02:16.229189] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 1.81% [2025-11-22T03:02:16.283961] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.62%, Actual: 0.91% [2025-11-22T03:02:16.323277] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.77% [2025-11-22T03:02:16.397177] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 1.32% [2025-11-22T03:02:16.462745] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.88% [2025-11-22T03:02:16.489863] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 3.10%, Actual: 0.83% [2025-11-22T03:02:16.547863] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.61% | Symbol ETA: 2m 7s | Global ETA: 16m 52s [2025-11-22T03:02:16.563042] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.43%, Actual: 1.40% [2025-11-22T03:02:16.633243] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.14% [2025-11-22T03:02:16.655087] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -2.40%, Actual: 0.05% [2025-11-22T03:02:16.655289] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.0967% [2025-11-22T03:02:16.655341] [INFO ] [main ] BWA: DISCARDED add_atr (score: 45.10%) [2025-11-22T03:02:16.655379] [INFO ] [main ] BWA: Testing feature 3/53: add_atr_10 [2025-11-22T03:02:16.655409] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T03:02:16.655442] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:16.668206] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:16.669472] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:16.669533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:16.674258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:16.676043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:16.676514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:16.715228] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 7.70%, Actual: 1.81% [2025-11-22T03:02:16.729221] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.96% [2025-11-22T03:02:16.815959] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 1.08% [2025-11-22T03:02:16.880739] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.42%, Actual: 2.21% [2025-11-22T03:02:16.894704] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 2.82% [2025-11-22T03:02:16.986547] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.54%, Actual: 0.63% [2025-11-22T03:02:17.051681] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 3.98% [2025-11-22T03:02:17.063594] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 2.05% [2025-11-22T03:02:17.167094] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 1.68% [2025-11-22T03:02:17.218615] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 2.59% [2025-11-22T03:02:17.230840] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 1.42% [2025-11-22T03:02:17.272170] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.97% | Symbol ETA: 3m 32s | Global ETA: 16m 52s [2025-11-22T03:02:17.273063] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:17.273136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:17.281806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:17.283537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:17.284033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:17.337917] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.64% [2025-11-22T03:02:17.386854] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.04%, Actual: 1.80% [2025-11-22T03:02:17.400557] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.48% [2025-11-22T03:02:17.513505] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.46%, Actual: 1.79% [2025-11-22T03:02:17.513785] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 35.7877% [2025-11-22T03:02:17.513879] [INFO ] [main ] ADX: DISCARDED add_morning_followthrough_mag_T0 (score: 35.79%) [2025-11-22T03:02:17.513926] [INFO ] [main ] ADX: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:02:17.513961] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_morning_range_expansion'] [2025-11-22T03:02:17.514018] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:17.526728] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:17.528454] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:17.528536] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:17.529348] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:17.555713] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.48%, Actual: 3.05% [2025-11-22T03:02:17.569802] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 1.64% [2025-11-22T03:02:17.570006] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 45.6497% [2025-11-22T03:02:17.570442] [INFO ] [main ] JPM: DISCARDED add_late_session_pressure (score: 45.65%) [2025-11-22T03:02:17.570488] [INFO ] [main ] JPM: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:02:17.570519] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_micro_gap_fill_velocity'] [2025-11-22T03:02:17.570554] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:17.583386] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:17.584887] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:17.584950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:17.586629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:17.587177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:17.587619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:17.588450] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:17.589340] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:17.591368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:17.658401] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:17.662970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:17.722888] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.66%, Actual: 0.55% [2025-11-22T03:02:17.880626] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.80% | Symbol ETA: 3m 32s | Global ETA: 16m 53s [2025-11-22T03:02:17.881503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:17.881563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:17.886407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:17.888176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:17.888670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:17.891635] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -1.43%, Actual: 0.09% [2025-11-22T03:02:18.058511] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.43%, Actual: 0.87% [2025-11-22T03:02:18.225317] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.61%, Actual: 3.13% [2025-11-22T03:02:18.225515] [INFO ] [main ] FC: Magnitude Forecast Confidence: 40.1946% [2025-11-22T03:02:18.225566] [INFO ] [main ] FC: DISCARDED add_atr_5 (score: 40.19%) [2025-11-22T03:02:18.225604] [INFO ] [main ] FC: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:02:18.225634] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_close_to_open_alignment'] [2025-11-22T03:02:18.225689] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:18.238902] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:18.240224] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:18.240286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:18.242090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:18.242613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:18.243393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.253265] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.06% | Symbol ETA: 20.9s | Global ETA: 16m 53s [2025-11-22T03:02:18.254160] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:18.254224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:18.254301] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 20.2s | Global ETA: 16m 53s [2025-11-22T03:02:18.255713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:18.255778] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:18.255881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:18.256372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:18.256511] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:18.256783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:18.257536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:18.258445] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:18.260435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.387056] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:18.391885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.485556] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 3m 31s | Global ETA: 16m 53s [2025-11-22T03:02:18.486489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:18.486550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:18.491354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:18.493104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:18.493567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.847938] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.92% | Symbol ETA: 1m 43s | Global ETA: 16m 53s [2025-11-22T03:02:18.848892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:18.848955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:18.850743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:18.851252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:18.852025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.919783] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 20.2s | Global ETA: 16m 53s [2025-11-22T03:02:18.920738] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:18.920804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:18.922516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:18.923049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:18.923473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:18.924272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:18.925199] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:18.927357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:18.999952] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 19.5s | Global ETA: 16m 53s [2025-11-22T03:02:19.000869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:19.000931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:19.001599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:19.087080] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 3m 31s | Global ETA: 16m 53s [2025-11-22T03:02:19.088000] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:19.088060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:19.092930] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:19.094730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:19.095196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:19.131731] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:19.136460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:19.461027] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.08% | Symbol ETA: 1m 43s | Global ETA: 16m 53s [2025-11-22T03:02:19.461931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:19.461992] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:19.463637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:19.464151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:19.464916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:19.597718] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 19.6s | Global ETA: 16m 53s [2025-11-22T03:02:19.598613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:19.598699] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:19.600465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:19.600993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:19.601455] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:19.602231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:19.603160] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:19.605230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:19.685888] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 3m 30s | Global ETA: 16m 53s [2025-11-22T03:02:19.686794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:19.686854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:19.691750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:19.693889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:19.694420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:19.732500] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.32% | Symbol ETA: 18.8s | Global ETA: 16m 53s [2025-11-22T03:02:19.733482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:19.733548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:19.734296] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:19.868758] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:19.873525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.076229] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 1m 42s | Global ETA: 16m 53s [2025-11-22T03:02:20.077154] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:20.077216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.078926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:20.079774] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:20.080534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.278942] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.43% | Symbol ETA: 18.9s | Global ETA: 16m 53s [2025-11-22T03:02:20.279857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:20.279923] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.281615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:20.282140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:20.282548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:20.283352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:20.284264] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:20.286314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.289119] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.14% | Symbol ETA: 3m 29s | Global ETA: 16m 53s [2025-11-22T03:02:20.289993] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:20.290053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:20.294877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.296620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:20.297108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.457039] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 18.0s | Global ETA: 16m 53s [2025-11-22T03:02:20.458429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:20.458490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:20.459194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:20.594004] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:20.598789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.675362] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 2.71% | Symbol ETA: 1m 41s | Global ETA: 16m 53s [2025-11-22T03:02:20.676267] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:20.676327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.678051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:20.678546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:20.679345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.885118] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 3m 29s | Global ETA: 16m 53s [2025-11-22T03:02:20.886001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:20.886061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:20.890839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.892547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:20.893029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:20.938909] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 18.2s | Global ETA: 16m 53s [2025-11-22T03:02:20.939837] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:20.939917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:20.941550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:20.942051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:20.942453] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:20.943195] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:20.944093] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:20.946041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.179362] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 17.3s | Global ETA: 16m 53s [2025-11-22T03:02:21.180263] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:21.180329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:21.181019] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:21.271059] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 5.95% | Symbol ETA: 1m 41s | Global ETA: 16m 53s [2025-11-22T03:02:21.271969] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:21.272032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:21.273699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:21.274205] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:21.274976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.312709] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:21.317425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.477760] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 3m 28s | Global ETA: 16m 53s [2025-11-22T03:02:21.478619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:21.478700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:21.483435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:21.485162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:21.485624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.601626] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 17.6s | Global ETA: 16m 53s [2025-11-22T03:02:21.602504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:21.602567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:21.604280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:21.604792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:21.605179] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:21.605919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:21.606810] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:21.608812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.875000] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.19% | Symbol ETA: 1m 40s | Global ETA: 16m 53s [2025-11-22T03:02:21.876021] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:21.876086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:21.878014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:21.878535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:21.879356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:21.887780] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.57% | Symbol ETA: 16.5s | Global ETA: 16m 53s [2025-11-22T03:02:21.888783] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:21.888846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:21.889548] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:22.012115] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:22.016631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:22.069531] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 2.54% | Symbol ETA: 3m 28s | Global ETA: 16m 53s [2025-11-22T03:02:22.070422] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:22.070482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:22.075171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:22.076894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:22.077358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:22.271059] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 16.9s | Global ETA: 16m 53s [2025-11-22T03:02:22.271946] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:22.272008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:22.273665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:22.274149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:22.274552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:22.275305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:22.276199] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:22.278187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:22.494300] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 1m 40s | Global ETA: 16m 53s [2025-11-22T03:02:22.495194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:22.495261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:22.496947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:22.497471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:22.498240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:22.626137] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.81% | Symbol ETA: 15.8s | Global ETA: 16m 53s [2025-11-22T03:02:22.627041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:22.627103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:22.627834] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:22.663171] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.74% | Symbol ETA: 3m 27s | Global ETA: 16m 53s [2025-11-22T03:02:22.761028] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:22.765784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:22.834089] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.97%, Actual: 1.26% [2025-11-22T03:02:22.930098] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 16.2s | Global ETA: 16m 53s [2025-11-22T03:02:22.930988] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:22.931052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:22.932703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:22.933183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:22.933577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:22.934343] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:22.935230] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:22.937177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:23.001321] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.80%, Actual: 3.62% [2025-11-22T03:02:23.100544] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 1m 39s | Global ETA: 16m 54s [2025-11-22T03:02:23.101453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:23.101514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:23.103172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:23.103670] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:23.104432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:23.165088] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 0.56% [2025-11-22T03:02:23.328561] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 1.63% [2025-11-22T03:02:23.340454] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 15.1s | Global ETA: 16m 54s [2025-11-22T03:02:23.341800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:23.341861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:23.342525] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:23.468360] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:23.473018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:23.493476] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 1.89% [2025-11-22T03:02:23.589869] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 15.6s | Global ETA: 16m 54s [2025-11-22T03:02:23.590799] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:23.590865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:23.592489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:23.592994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:23.593417] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:23.594213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:23.595094] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:02:23.597053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:23.659179] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.14%, Actual: 1.98% [2025-11-22T03:02:23.688886] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -1.15% | Symbol ETA: 1m 38s | Global ETA: 16m 54s [2025-11-22T03:02:23.689818] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:23.689879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:23.691533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:23.692036] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:23.692798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:23.825298] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.47%, Actual: 0.31% [2025-11-22T03:02:23.991234] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 0.77% [2025-11-22T03:02:24.056383] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.13% | Symbol ETA: 14.4s | Global ETA: 16m 54s [2025-11-22T03:02:24.057753] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:24.057829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:24.058500] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:24.185472] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:24.190163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:24.217102] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 2.54%, Actual: 0.83% [2025-11-22T03:02:24.275007] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.87% | Symbol ETA: 14.9s | Global ETA: 16m 54s [2025-11-22T03:02:24.279839] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.46% | Symbol ETA: 1m 38s | Global ETA: 16m 54s [2025-11-22T03:02:24.381950] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.74%, Actual: 0.05% [2025-11-22T03:02:24.382151] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 38.9255% [2025-11-22T03:02:24.382230] [INFO ] [main ] BWA: DISCARDED add_atr_10 (score: 38.93%) [2025-11-22T03:02:24.382273] [INFO ] [main ] BWA: Testing feature 4/53: add_atr_5 [2025-11-22T03:02:24.382304] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T03:02:24.382337] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:24.395256] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:24.396737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:24.396797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:24.401512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:24.403299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:24.403803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:24.444179] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.06%, Actual: 3.94% [2025-11-22T03:02:24.444706] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.92%, Actual: 1.81% [2025-11-22T03:02:24.610836] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.08%, Actual: 2.21% [2025-11-22T03:02:24.616566] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.35%, Actual: 1.81% [2025-11-22T03:02:24.764761] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 13.6s | Global ETA: 16m 54s [2025-11-22T03:02:24.774774] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 3.98% [2025-11-22T03:02:24.787819] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 1.32% [2025-11-22T03:02:24.934933] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 3.90% [2025-11-22T03:02:24.940121] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 2.71%, Actual: 2.59% [2025-11-22T03:02:24.956695] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.43%, Actual: 1.40% [2025-11-22T03:02:24.989912] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.51% | Symbol ETA: 2m 12s | Global ETA: 16m 54s [2025-11-22T03:02:24.990810] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:24.990872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:24.995532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:24.997268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:24.997766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:25.104888] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 5.95%, Actual: 1.80% [2025-11-22T03:02:25.105712] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 1.68% [2025-11-22T03:02:25.130261] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.96% [2025-11-22T03:02:25.269531] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.19%, Actual: 3.05% [2025-11-22T03:02:25.305429] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 2.82% [2025-11-22T03:02:25.306758] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 0.91% [2025-11-22T03:02:25.433296] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.55% [2025-11-22T03:02:25.476599] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 0.88% [2025-11-22T03:02:25.480342] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 2.05% [2025-11-22T03:02:25.599035] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 0.09% [2025-11-22T03:02:25.619544] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 2m 11s | Global ETA: 16m 54s [2025-11-22T03:02:25.620482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:25.620546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:25.625957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:25.627759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:25.628268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:25.651182] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 0.14% [2025-11-22T03:02:25.661897] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.42% [2025-11-22T03:02:25.764171] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -1.15%, Actual: 0.87% [2025-11-22T03:02:25.825108] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.57%, Actual: 1.08% [2025-11-22T03:02:25.840405] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.48% [2025-11-22T03:02:25.928535] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.46%, Actual: 3.13% [2025-11-22T03:02:25.928713] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.5153% [2025-11-22T03:02:25.928792] [INFO ] [main ] FC: DISCARDED add_close_to_open_alignment (score: 45.52%) [2025-11-22T03:02:25.928834] [INFO ] [main ] FC: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:02:25.928865] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_composite_volatility_context'] [2025-11-22T03:02:25.928900] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:25.942036] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:25.943604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:25.943685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:25.945340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:25.945860] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:25.946802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:25.999659] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.81%, Actual: 0.63% [2025-11-22T03:02:26.021081] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.87%, Actual: 1.64% [2025-11-22T03:02:26.021294] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 36.5751% [2025-11-22T03:02:26.021384] [INFO ] [main ] JPM: DISCARDED add_micro_gap_fill_velocity (score: 36.58%) [2025-11-22T03:02:26.021428] [INFO ] [main ] JPM: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:02:26.021460] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:02:26.021494] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:26.033485] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:26.034965] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:26.035040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:26.036716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:26.037219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:26.037661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:26.038398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:26.039275] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:26.039970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:26.172427] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 1.68% [2025-11-22T03:02:26.231261] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 2m 10s | Global ETA: 16m 54s [2025-11-22T03:02:26.232152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:26.232213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:26.237019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:26.238857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:26.239343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:26.347001] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.13%, Actual: 0.64% [2025-11-22T03:02:26.527288] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.35%, Actual: 1.79% [2025-11-22T03:02:26.527511] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 35.2842% [2025-11-22T03:02:26.527595] [INFO ] [main ] ADX: DISCARDED add_morning_range_expansion (score: 35.28%) [2025-11-22T03:02:26.527658] [INFO ] [main ] ADX: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:02:26.527696] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_open_11_elasticity'] [2025-11-22T03:02:26.527732] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:26.535211] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.30% | Symbol ETA: 1m 18s | Global ETA: 16m 54s [2025-11-22T03:02:26.536135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:26.536197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:26.537869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:26.538354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:26.539252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:26.540065] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:26.541602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:26.541686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:26.542449] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:26.677445] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:26.678978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:26.730969] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.16% | Symbol ETA: 19.8s | Global ETA: 16m 54s [2025-11-22T03:02:26.731864] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:26.731926] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:26.733549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:26.734053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:26.734436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:26.735182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:26.736095] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:26.736797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:26.830068] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.50% | Symbol ETA: 2m 10s | Global ETA: 16m 54s [2025-11-22T03:02:26.830957] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:26.831018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:26.835704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:26.837427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:26.837953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.121682] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -5.75% | Symbol ETA: 1m 17s | Global ETA: 16m 54s [2025-11-22T03:02:27.122543] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:27.122605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:27.124274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:27.124772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:27.125666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.265397] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.21% | Symbol ETA: 18.8s | Global ETA: 16m 54s [2025-11-22T03:02:27.266352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:27.266418] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:27.267137] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:27.381189] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 18.9s | Global ETA: 16m 54s [2025-11-22T03:02:27.382088] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:27.382150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:27.383815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:27.384295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:27.384711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:27.385435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:27.386319] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:27.387026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.401122] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:27.402696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.430079] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 2m 9s | Global ETA: 16m 54s [2025-11-22T03:02:27.430978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:27.431039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:27.435762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:27.437498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:27.438004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.710016] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.34% | Symbol ETA: 1m 17s | Global ETA: 16m 54s [2025-11-22T03:02:27.710913] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:27.710974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:27.712574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:27.713063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:27.713965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:27.997921] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.84% | Symbol ETA: 18.1s | Global ETA: 16m 54s [2025-11-22T03:02:27.998828] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:27.999218] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:27.999931] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:28.035289] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.42% | Symbol ETA: 2m 9s | Global ETA: 16m 54s [2025-11-22T03:02:28.036512] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:28.036572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:28.041314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.043058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:28.043523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.048453] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 18.2s | Global ETA: 16m 54s [2025-11-22T03:02:28.049388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:28.049456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.051186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:28.051756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:28.052212] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:28.053017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:28.053986] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:28.054781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.129063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:28.130606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.300855] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 3.13% | Symbol ETA: 1m 16s | Global ETA: 16m 54s [2025-11-22T03:02:28.301727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:28.301789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.303407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:28.303900] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:28.304795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.627256] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 2m 8s | Global ETA: 16m 55s [2025-11-22T03:02:28.628190] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:28.628250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:28.632955] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.634694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:28.635160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.720454] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 17.4s | Global ETA: 16m 55s [2025-11-22T03:02:28.721369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:28.721432] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:28.722134] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:28.743892] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 17.6s | Global ETA: 16m 55s [2025-11-22T03:02:28.744886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:28.744970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.746762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:28.747290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:28.747753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:28.748511] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:28.749459] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:28.750359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.851939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:28.853598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:28.889553] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.54% | Symbol ETA: 1m 15s | Global ETA: 16m 55s [2025-11-22T03:02:28.890432] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:28.890493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:28.892138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:28.892608] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:28.893496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:29.220787] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.65% | Symbol ETA: 2m 7s | Global ETA: 16m 55s [2025-11-22T03:02:29.221670] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:29.221729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:29.226443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:29.228302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:29.228786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:29.418707] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.63% | Symbol ETA: 16.9s | Global ETA: 16m 55s [2025-11-22T03:02:29.419606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:29.419707] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:29.421372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:29.421882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:29.422274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:29.423029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:29.423921] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:29.424599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:29.438171] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.23% | Symbol ETA: 16.6s | Global ETA: 16m 55s [2025-11-22T03:02:29.439077] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:29.439140] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:29.439844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:29.486464] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 1m 15s | Global ETA: 16m 55s [2025-11-22T03:02:29.487350] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:29.487439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:29.489122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:29.489599] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:29.490486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:29.567003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:29.568548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:29.810969] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 3.10% | Symbol ETA: 2m 7s | Global ETA: 16m 55s [2025-11-22T03:02:29.811857] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:29.811917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:29.816701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:29.818454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:29.818941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.081789] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 16.2s | Global ETA: 16m 55s [2025-11-22T03:02:30.082715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:30.082779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:30.084434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:30.084937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:30.085324] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:30.086069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:30.086955] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:30.087666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.109737] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 1m 14s | Global ETA: 16m 55s [2025-11-22T03:02:30.110628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:30.110728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:30.112381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:30.112913] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:30.113832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.148719] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 15.9s | Global ETA: 16m 55s [2025-11-22T03:02:30.149663] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:30.149728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:30.150411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:30.275228] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:30.276608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.407693] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 2m 6s | Global ETA: 16m 55s [2025-11-22T03:02:30.574663] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.51%, Actual: 1.26% [2025-11-22T03:02:30.717733] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 1.44% | Symbol ETA: 1m 14s | Global ETA: 16m 55s [2025-11-22T03:02:30.718622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:30.718708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:30.720388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:30.721310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:30.722214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.741395] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 3.62% [2025-11-22T03:02:30.773124] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -1.09% | Symbol ETA: 15.6s | Global ETA: 16m 55s [2025-11-22T03:02:30.774011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:30.774088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:30.779149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:30.779665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:30.780071] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:30.780889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:30.781818] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:30.782532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:30.843863] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 15.2s | Global ETA: 16m 55s [2025-11-22T03:02:30.844747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:30.844808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:30.845475] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:30.910971] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 0.56% [2025-11-22T03:02:30.972929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:30.974456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:31.077829] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.50%, Actual: 1.63% [2025-11-22T03:02:31.244142] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.89% [2025-11-22T03:02:31.316440] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 0.61% | Symbol ETA: 1m 13s | Global ETA: 16m 55s [2025-11-22T03:02:31.317325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:31.317410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:31.319044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:31.319508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:31.320401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:31.409902] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.42%, Actual: 1.98% [2025-11-22T03:02:31.430419] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.22% | Symbol ETA: 14.9s | Global ETA: 16m 55s [2025-11-22T03:02:31.431305] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:31.431368] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:31.433016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:31.433483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:31.433883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:31.434611] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:31.435495] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:31.436195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:31.547678] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.16% | Symbol ETA: 14.4s | Global ETA: 16m 55s [2025-11-22T03:02:31.548630] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:31.548726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:31.549459] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:31.576781] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.92%, Actual: 0.31% [2025-11-22T03:02:31.678533] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:31.680076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:31.743209] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.65%, Actual: 0.77% [2025-11-22T03:02:31.909166] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 3.10%, Actual: 0.83% [2025-11-22T03:02:31.914421] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.83% | Symbol ETA: 1m 12s | Global ETA: 16m 55s [2025-11-22T03:02:32.077132] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -2.40%, Actual: 0.05% [2025-11-22T03:02:32.077330] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.0967% [2025-11-22T03:02:32.077441] [INFO ] [main ] BWA: DISCARDED add_atr_5 (score: 45.10%) [2025-11-22T03:02:32.077500] [INFO ] [main ] BWA: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:02:32.077539] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T03:02:32.077576] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:32.082343] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.30%, Actual: 1.81% [2025-11-22T03:02:32.088942] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.01% | Symbol ETA: 14.2s | Global ETA: 16m 55s [2025-11-22T03:02:32.089841] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:32.089902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:32.090443] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:32.091524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:32.091881] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:32.091941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:32.092019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:32.092405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:32.093175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:32.094073] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:02:32.094779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:32.096668] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:32.097488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:32.249680] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -5.75%, Actual: 2.21% [2025-11-22T03:02:32.253913] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 13.7s | Global ETA: 16m 55s [2025-11-22T03:02:32.254827] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:32.254890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:32.255573] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:32.384882] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:32.386389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:32.419092] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.34%, Actual: 3.98% [2025-11-22T03:02:32.588729] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 3.13%, Actual: 2.59% [2025-11-22T03:02:32.686943] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 1m 38s | Global ETA: 16m 55s [2025-11-22T03:02:32.687910] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:32.687975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:32.692747] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:32.693523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:32.758050] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.54%, Actual: 1.80% [2025-11-22T03:02:32.764494] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.68% | Symbol ETA: 13.5s | Global ETA: 16m 55s [2025-11-22T03:02:32.926912] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 3.05% [2025-11-22T03:02:32.943245] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.16%, Actual: 3.94% [2025-11-22T03:02:32.969750] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 13.0s | Global ETA: 16m 55s [2025-11-22T03:02:32.970719] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:32.970790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:32.971490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:33.095662] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.55% [2025-11-22T03:02:33.098675] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:33.100140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:33.119685] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.81% [2025-11-22T03:02:33.263862] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 0.09% [2025-11-22T03:02:33.284807] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.57% | Symbol ETA: 1m 37s | Global ETA: 16m 55s [2025-11-22T03:02:33.285709] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:33.285769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:33.290494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:33.291298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:33.297945] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 1.32% [2025-11-22T03:02:33.432867] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 0.61%, Actual: 0.87% [2025-11-22T03:02:33.467018] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 1.40% [2025-11-22T03:02:33.601474] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.83%, Actual: 3.13% [2025-11-22T03:02:33.601697] [INFO ] [main ] FC: Magnitude Forecast Confidence: 48.6191% [2025-11-22T03:02:33.601785] [INFO ] [main ] FC: DISCARDED add_composite_volatility_context (score: 48.62%) [2025-11-22T03:02:33.601829] [INFO ] [main ] FC: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:02:33.601862] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_day_shape_ratios'] [2025-11-22T03:02:33.601897] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:33.614165] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:33.615456] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:33.615517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:33.617196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:33.617758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:33.620134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:33.638715] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.63%, Actual: 0.96% [2025-11-22T03:02:33.673575] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.63% | Symbol ETA: 12.3s | Global ETA: 16m 55s [2025-11-22T03:02:33.811724] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.86%, Actual: 2.82% [2025-11-22T03:02:33.843461] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.21%, Actual: 3.90% [2025-11-22T03:02:33.884189] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.35% | Symbol ETA: 1m 37s | Global ETA: 16m 56s [2025-11-22T03:02:33.885133] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:33.885195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:33.890182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:33.891022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:33.981072] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -1.09%, Actual: 2.05% [2025-11-22T03:02:34.012365] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.84%, Actual: 1.68% [2025-11-22T03:02:34.152291] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.22%, Actual: 1.42% [2025-11-22T03:02:34.180268] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.91% [2025-11-22T03:02:34.230058] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.62% | Symbol ETA: 1m 4s | Global ETA: 16m 56s [2025-11-22T03:02:34.230972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:34.231033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:34.232736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:34.233238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:34.235612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:34.321589] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.01%, Actual: 0.48% [2025-11-22T03:02:34.347081] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.23%, Actual: 0.88% [2025-11-22T03:02:34.491124] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.68%, Actual: 1.64% [2025-11-22T03:02:34.491325] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 44.5448% [2025-11-22T03:02:34.491410] [INFO ] [main ] JPM: DISCARDED add_morning_followthrough_mag_T0 (score: 44.54%) [2025-11-22T03:02:34.491457] [INFO ] [main ] JPM: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:02:34.491493] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_morning_range_expansion'] [2025-11-22T03:02:34.491529] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:34.493720] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 1m 36s | Global ETA: 16m 56s [2025-11-22T03:02:34.494619] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:34.494706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:34.499713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:34.500581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:34.503344] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:34.504823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:34.504888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:34.506621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:34.507165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:34.507601] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:34.508369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:34.509277] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:34.513602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:34.516116] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.14% [2025-11-22T03:02:34.686852] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.08% [2025-11-22T03:02:34.852422] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -5.35% | Symbol ETA: 1m 4s | Global ETA: 16m 56s [2025-11-22T03:02:34.853566] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:34.853628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:34.855586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:34.856117] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:34.857358] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.16%, Actual: 0.63% [2025-11-22T03:02:34.858857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.027960] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 1.68% [2025-11-22T03:02:35.096853] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 1m 35s | Global ETA: 16m 56s [2025-11-22T03:02:35.097801] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:35.097863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:35.102553] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:35.103376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.189000] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.09% | Symbol ETA: 18.7s | Global ETA: 16m 56s [2025-11-22T03:02:35.190436] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:35.190503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:35.192274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:35.192816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:35.193241] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:35.194033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:35.194963] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:35.199342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.199417] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.64% [2025-11-22T03:02:35.369308] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.63%, Actual: 1.79% [2025-11-22T03:02:35.369515] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 35.5337% [2025-11-22T03:02:35.369598] [INFO ] [main ] ADX: DISCARDED add_open_11_elasticity (score: 35.53%) [2025-11-22T03:02:35.369660] [INFO ] [main ] ADX: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:02:35.369696] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_open_reversal_intensity'] [2025-11-22T03:02:35.369730] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:35.381857] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:35.383181] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:35.383245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:35.383982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:35.466461] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.55% | Symbol ETA: 1m 3s | Global ETA: 16m 56s [2025-11-22T03:02:35.467460] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:35.467523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:35.469187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:35.469716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:35.472069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.513954] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:35.515596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.701188] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.39% | Symbol ETA: 1m 35s | Global ETA: 16m 56s [2025-11-22T03:02:35.702174] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:35.702258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:35.707442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:35.708377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:35.883437] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 18.0s | Global ETA: 16m 56s [2025-11-22T03:02:35.884379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:35.885555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:35.890415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:35.890973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:35.891374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:35.892156] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:35.893105] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:35.897855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.078363] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 1m 3s | Global ETA: 16m 56s [2025-11-22T03:02:36.079285] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:36.079348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:36.081023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:36.081529] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:36.083934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.088661] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 17.5s | Global ETA: 16m 56s [2025-11-22T03:02:36.089535] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:36.089597] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:36.090291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:36.220249] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:36.221732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.307948] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 1m 34s | Global ETA: 16m 56s [2025-11-22T03:02:36.308882] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:36.308943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:36.313695] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:36.314479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.544805] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 17.3s | Global ETA: 16m 56s [2025-11-22T03:02:36.545716] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:36.545801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:36.547454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:36.547957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:36.548336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:36.549078] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:36.549959] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:36.554058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.684538] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.42% | Symbol ETA: 1m 2s | Global ETA: 16m 56s [2025-11-22T03:02:36.685787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:36.685875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:36.687515] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:36.688019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:36.690358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.803869] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 16.8s | Global ETA: 16m 56s [2025-11-22T03:02:36.804755] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:36.804817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:36.805484] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:36.908337] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 1m 34s | Global ETA: 16m 56s [2025-11-22T03:02:36.909283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:36.909346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:36.914214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:36.915109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:36.930082] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:36.931665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.199127] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.96% | Symbol ETA: 16.5s | Global ETA: 16m 56s [2025-11-22T03:02:37.200023] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:37.200086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:37.201716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:37.202192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:37.202573] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:37.203318] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:37.204210] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:37.208385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.305369] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 1m 1s | Global ETA: 16m 56s [2025-11-22T03:02:37.306280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:37.306344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:37.308071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:37.308568] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:37.311050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.514678] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 1m 33s | Global ETA: 16m 56s [2025-11-22T03:02:37.515572] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:02:37.515633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:37.520441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:37.521295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.524423] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 16.1s | Global ETA: 16m 56s [2025-11-22T03:02:37.525413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:37.525477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:37.526224] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:37.657724] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:37.659312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.871909] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.89% | Symbol ETA: 15.9s | Global ETA: 16m 56s [2025-11-22T03:02:37.872908] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:37.872979] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:37.874946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:37.875462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:37.875928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:37.876697] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:37.877814] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:37.882318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:37.930614] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 1m 1s | Global ETA: 16m 56s [2025-11-22T03:02:37.931492] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:37.931554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:37.933185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:37.933680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:37.936026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:38.123919] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 1m 32s | Global ETA: 16m 56s [2025-11-22T03:02:38.261946] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 15.5s | Global ETA: 16m 56s [2025-11-22T03:02:38.262810] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:38.262872] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:38.263529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:38.359080] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.41%, Actual: 1.26% [2025-11-22T03:02:38.388758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:38.390222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:38.535092] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.57%, Actual: 3.62% [2025-11-22T03:02:38.536294] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -0.63% | Symbol ETA: 1m 0s | Global ETA: 16m 56s [2025-11-22T03:02:38.537197] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:38.537258] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:38.538032] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.38% | Symbol ETA: 15.2s | Global ETA: 16m 56s [2025-11-22T03:02:38.538950] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:38.538978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:38.539013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:38.539451] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:38.540683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:38.541169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:38.541548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:38.541807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:38.542304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:38.543195] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:38.547361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:38.705963] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 0.56% [2025-11-22T03:02:38.872937] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.63% [2025-11-22T03:02:38.979146] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 14.7s | Global ETA: 16m 56s [2025-11-22T03:02:38.980070] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:38.980133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:38.980847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:39.048346] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 1.89% [2025-11-22T03:02:39.110858] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:39.112444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.139183] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.60% | Symbol ETA: 59.4s | Global ETA: 16m 57s [2025-11-22T03:02:39.140118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:39.140182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:39.141896] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:39.142379] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:39.144881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.197126] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -1.36% | Symbol ETA: 14.5s | Global ETA: 16m 57s [2025-11-22T03:02:39.198050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:39.198114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:39.199791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:39.200300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:39.200713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:39.201454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:39.202361] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:39.206602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.225136] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.39%, Actual: 1.98% [2025-11-22T03:02:39.395381] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.31% [2025-11-22T03:02:39.567189] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 0.77% [2025-11-22T03:02:39.688946] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 14.0s | Global ETA: 16m 57s [2025-11-22T03:02:39.689866] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:39.689931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:39.690612] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:39.738114] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.83% [2025-11-22T03:02:39.753864] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.65% | Symbol ETA: 58.8s | Global ETA: 16m 57s [2025-11-22T03:02:39.814068] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:39.815612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.856440] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 13.8s | Global ETA: 16m 57s [2025-11-22T03:02:39.857316] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:39.857379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:39.859053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:39.859542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:39.859943] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:39.860707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:39.861580] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:39.868979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.907699] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 0.05% [2025-11-22T03:02:39.907914] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 51.7867% [2025-11-22T03:02:39.908026] [INFO ] [main ] BWA: KEPT add_close_to_open_alignment (score: 51.79%) [2025-11-22T03:02:39.908072] [INFO ] [main ] BWA: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:02:39.908104] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T03:02:39.908171] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:39.922686] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:39.924176] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:39.924237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:39.929053] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:39.929892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:39.930714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:39.933175] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.62%, Actual: 1.81% [2025-11-22T03:02:40.126210] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -5.35%, Actual: 2.21% [2025-11-22T03:02:40.316236] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.55%, Actual: 3.98% [2025-11-22T03:02:40.391553] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 13.3s | Global ETA: 16m 57s [2025-11-22T03:02:40.392456] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:40.392518] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:40.393246] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:40.499975] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 2.59% [2025-11-22T03:02:40.517986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:40.519527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:40.526873] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.69% | Symbol ETA: 1m 19s | Global ETA: 16m 57s [2025-11-22T03:02:40.527767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:40.527833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:40.532570] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:40.533361] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:40.534176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:40.545333] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 13.2s | Global ETA: 16m 57s [2025-11-22T03:02:40.546267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:40.546331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:40.548088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:40.548584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:40.549007] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:40.549830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:40.550790] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:02:40.555278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:40.670716] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.42%, Actual: 1.80% [2025-11-22T03:02:40.839993] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 3.05% [2025-11-22T03:02:41.010398] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.55% [2025-11-22T03:02:41.092344] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 12.6s | Global ETA: 16m 57s [2025-11-22T03:02:41.093237] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:41.093299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:41.093999] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:41.128886] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 1m 18s | Global ETA: 16m 57s [2025-11-22T03:02:41.129743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:41.129805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:41.134498] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:41.135276] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:41.136095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:41.178308] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -0.63%, Actual: 0.09% [2025-11-22T03:02:41.217360] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:41.218862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:41.221211] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.81% | Symbol ETA: 12.5s | Global ETA: 16m 57s [2025-11-22T03:02:41.345554] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.60%, Actual: 0.87% [2025-11-22T03:02:41.393061] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.09%, Actual: 3.94% [2025-11-22T03:02:41.521805] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.65%, Actual: 3.13% [2025-11-22T03:02:41.522040] [INFO ] [main ] FC: Magnitude Forecast Confidence: 41.4700% [2025-11-22T03:02:41.522131] [INFO ] [main ] FC: DISCARDED add_day_shape_ratios (score: 41.47%) [2025-11-22T03:02:41.522177] [INFO ] [main ] FC: Testing feature 8/53: add_directional_consistency [2025-11-22T03:02:41.522213] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_directional_consistency'] [2025-11-22T03:02:41.522249] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:41.534998] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:41.536576] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:41.536683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:41.538533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:41.539115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:41.561298] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 1.81% [2025-11-22T03:02:41.669760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:41.730211] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 1.32% [2025-11-22T03:02:41.731586] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 1m 18s | Global ETA: 16m 57s [2025-11-22T03:02:41.732439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:41.732500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:41.737320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:41.738165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:41.739026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:41.794246] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.89% | Symbol ETA: 11.9s | Global ETA: 16m 57s [2025-11-22T03:02:41.795130] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:41.795191] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:41.795913] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:41.909838] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.96%, Actual: 1.40% [2025-11-22T03:02:41.922043] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:41.923587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:42.085431] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.89%, Actual: 0.96% [2025-11-22T03:02:42.256535] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.38%, Actual: 2.82% [2025-11-22T03:02:42.270856] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 8.52% | Symbol ETA: 57.5s | Global ETA: 16m 57s [2025-11-22T03:02:42.271757] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:42.271820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:42.273446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:42.273994] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:42.340227] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 1m 17s | Global ETA: 16m 57s [2025-11-22T03:02:42.341133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:42.341197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:42.346093] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:42.346897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:42.347760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:42.397803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:42.430108] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -1.36%, Actual: 2.05% [2025-11-22T03:02:42.492027] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 11.1s | Global ETA: 16m 57s [2025-11-22T03:02:42.612849] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.42% [2025-11-22T03:02:42.676339] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 3.90% [2025-11-22T03:02:42.785811] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 0.48% [2025-11-22T03:02:42.847828] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 1.68% [2025-11-22T03:02:42.956405] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 1m 17s | Global ETA: 16m 57s [2025-11-22T03:02:42.957357] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:42.957443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:42.962237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:42.963037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:42.963871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:42.975685] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.81%, Actual: 1.64% [2025-11-22T03:02:42.975918] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 43.0164% [2025-11-22T03:02:42.976027] [INFO ] [main ] JPM: DISCARDED add_morning_range_expansion (score: 43.02%) [2025-11-22T03:02:42.976074] [INFO ] [main ] JPM: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:02:42.976109] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_open_11_elasticity'] [2025-11-22T03:02:42.976144] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:42.988922] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:42.990506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:42.990569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:42.992266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:42.992791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:42.993177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:42.993926] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:42.994856] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:42.995991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:43.010661] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.02% | Symbol ETA: 56.8s | Global ETA: 16m 57s [2025-11-22T03:02:43.011566] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:43.011629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:43.013378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:43.013906] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:43.017911] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.91% [2025-11-22T03:02:43.145497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:43.186974] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.88% [2025-11-22T03:02:43.354272] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.14% [2025-11-22T03:02:43.518916] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 1.08% [2025-11-22T03:02:43.595851] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.32% | Symbol ETA: 1m 16s | Global ETA: 16m 57s [2025-11-22T03:02:43.596950] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:43.597032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:43.602259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:43.603220] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:43.604105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:43.646293] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 17.5s | Global ETA: 16m 57s [2025-11-22T03:02:43.647332] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:43.647488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:43.649261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:43.649792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:43.650190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:43.650970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:43.651894] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:43.653114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:43.684230] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 0.63% [2025-11-22T03:02:43.810032] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.14% | Symbol ETA: 56.2s | Global ETA: 16m 57s [2025-11-22T03:02:43.810963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:43.811026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:43.812731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:43.813241] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:43.849941] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 1.68% [2025-11-22T03:02:43.948164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.014171] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.89%, Actual: 0.64% [2025-11-22T03:02:44.179775] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.00%, Actual: 1.79% [2025-11-22T03:02:44.179982] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 29.6413% [2025-11-22T03:02:44.180068] [INFO ] [main ] ADX: DISCARDED add_open_reversal_intensity (score: 29.64%) [2025-11-22T03:02:44.180112] [INFO ] [main ] ADX: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:02:44.180143] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:02:44.180177] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:44.192480] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:44.193996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:44.194058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.194787] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:44.241919] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 1m 15s | Global ETA: 16m 57s [2025-11-22T03:02:44.242861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:44.242926] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:44.247796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.248699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:44.249541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.322165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:44.323830] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 16.9s | Global ETA: 16m 57s [2025-11-22T03:02:44.324100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.324765] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:44.324833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:44.326534] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:44.327070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:44.327486] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.328261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:44.329163] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:44.330332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.613580] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 55.5s | Global ETA: 16m 58s [2025-11-22T03:02:44.614537] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:44.614603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:44.616429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:44.616981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:44.755357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.856888] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.66% | Symbol ETA: 1m 15s | Global ETA: 16m 58s [2025-11-22T03:02:44.857837] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:44.857902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:44.862763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.863639] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:44.864483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:44.886560] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.36% | Symbol ETA: 16.5s | Global ETA: 16m 58s [2025-11-22T03:02:44.887523] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:44.887587] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.888285] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:44.992664] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 1.15% | Symbol ETA: 16.2s | Global ETA: 16m 58s [2025-11-22T03:02:44.993562] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:44.993627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:44.995383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:44.995892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:44.996290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:44.997066] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:44.998331] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:44.999473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:45.011932] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:45.013511] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:45.373489] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 5.40% | Symbol ETA: 54.8s | Global ETA: 16m 58s [2025-11-22T03:02:45.374402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:45.374465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:45.376228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:45.376742] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:45.469850] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 1m 14s | Global ETA: 16m 58s [2025-11-22T03:02:45.470738] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:45.470800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:45.475526] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:45.476313] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:02:45.477137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:45.503267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:45.579912] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 15.8s | Global ETA: 16m 58s [2025-11-22T03:02:45.580829] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:45.580893] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:45.581582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:45.657126] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.65% | Symbol ETA: 15.6s | Global ETA: 16m 58s [2025-11-22T03:02:45.658068] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:45.658131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:45.659789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:45.660264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:45.660661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:45.661389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:45.662274] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:45.663401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:45.708818] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:45.710458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:46.076943] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 1m 14s | Global ETA: 16m 58s [2025-11-22T03:02:46.100727] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.13% | Symbol ETA: 54.0s | Global ETA: 16m 58s [2025-11-22T03:02:46.101616] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:46.101700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:46.103349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:46.103879] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:46.232707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:46.248783] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 1.26% [2025-11-22T03:02:46.287368] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 15.2s | Global ETA: 16m 58s [2025-11-22T03:02:46.288665] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:46.288727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:46.289396] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:46.313946] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.09% | Symbol ETA: 14.9s | Global ETA: 16m 58s [2025-11-22T03:02:46.314904] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:46.314967] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:46.316676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:46.317178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:46.317592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:46.318369] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:46.319326] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:46.320523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:46.412286] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:46.413867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:46.418364] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 3.62% [2025-11-22T03:02:46.585933] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 0.56% [2025-11-22T03:02:46.752987] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.63% [2025-11-22T03:02:46.851552] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 53.2s | Global ETA: 16m 58s [2025-11-22T03:02:46.852628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:46.852712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:46.854581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:46.855130] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:46.919501] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 1.89% [2025-11-22T03:02:46.977416] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 14.5s | Global ETA: 16m 58s [2025-11-22T03:02:46.978325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:46.978387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:46.979085] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:46.980154] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.89% | Symbol ETA: 14.2s | Global ETA: 16m 58s [2025-11-22T03:02:46.981054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:46.981117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:46.982759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:46.983231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:46.983610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:46.984359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:46.985248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:46.986382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:46.987915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:47.086499] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.32%, Actual: 1.98% [2025-11-22T03:02:47.101940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:47.103720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:47.256937] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.31% [2025-11-22T03:02:47.425596] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.66%, Actual: 0.77% [2025-11-22T03:02:47.593924] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 0.83% [2025-11-22T03:02:47.619542] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.01% | Symbol ETA: 52.4s | Global ETA: 16m 58s [2025-11-22T03:02:47.620543] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:47.620608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:47.622418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:47.622949] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:47.628460] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 13.6s | Global ETA: 16m 58s [2025-11-22T03:02:47.629379] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:47.629442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:47.631090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:47.631562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:47.631962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:47.632861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:47.633819] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:47.634984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:47.672302] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 13.8s | Global ETA: 16m 58s [2025-11-22T03:02:47.673211] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:47.673273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:47.673974] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:47.758465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:47.763577] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.84%, Actual: 0.05% [2025-11-22T03:02:47.763802] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 40.5742% [2025-11-22T03:02:47.763854] [INFO ] [main ] BWA: DISCARDED add_composite_volatility_context (score: 40.57%) [2025-11-22T03:02:47.763892] [INFO ] [main ] BWA: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:02:47.763922] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T03:02:47.763956] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:47.777265] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:47.778769] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:47.778830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:47.783541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:47.784345] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:47.786614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:47.799538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:47.801384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.288537] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 12.9s | Global ETA: 16m 58s [2025-11-22T03:02:48.289476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:48.289540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:48.291272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:48.291798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:48.292195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:48.292989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:48.293941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:48.295248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.377619] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.50% | Symbol ETA: 51.7s | Global ETA: 16m 58s [2025-11-22T03:02:48.378545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:48.378610] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:48.380306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:48.380813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:48.382966] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 13.1s | Global ETA: 16m 58s [2025-11-22T03:02:48.383868] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:48.383930] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:48.384598] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:48.386878] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 1m 6s | Global ETA: 16m 58s [2025-11-22T03:02:48.387777] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:48.387839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:48.392599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:48.393386] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:48.395676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.505830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.508832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:48.510664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.940805] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.81% | Symbol ETA: 12.2s | Global ETA: 16m 58s [2025-11-22T03:02:48.941779] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:48.941843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:48.943577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:48.944106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:48.944530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:48.945423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:48.946584] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:02:48.947890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:48.995218] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.91% | Symbol ETA: 1m 5s | Global ETA: 16m 58s [2025-11-22T03:02:48.996101] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:48.996162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:49.002362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:49.003480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:49.006779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:49.101060] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.80% | Symbol ETA: 50.9s | Global ETA: 16m 58s [2025-11-22T03:02:49.120588] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 12.4s | Global ETA: 16m 58s [2025-11-22T03:02:49.121486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:49.121549] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:49.122244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:49.246066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:49.247919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:49.269929] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 8.52%, Actual: 1.81% [2025-11-22T03:02:49.440040] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.02%, Actual: 2.21% [2025-11-22T03:02:49.597278] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.59% | Symbol ETA: 11.6s | Global ETA: 16m 58s [2025-11-22T03:02:49.608174] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.14%, Actual: 3.98% [2025-11-22T03:02:49.616312] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.20% | Symbol ETA: 1m 5s | Global ETA: 16m 58s [2025-11-22T03:02:49.617182] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:49.617243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:49.622066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:49.622858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:49.625132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:49.769716] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 3.94% [2025-11-22T03:02:49.776222] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 2.59% [2025-11-22T03:02:49.834987] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 11.7s | Global ETA: 16m 59s [2025-11-22T03:02:49.835909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:49.835989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:49.836801] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:49.941206] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 1.81% [2025-11-22T03:02:49.944817] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 5.40%, Actual: 1.80% [2025-11-22T03:02:49.968383] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:49.970318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:50.115012] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.13%, Actual: 3.05% [2025-11-22T03:02:50.133972] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 1.32% [2025-11-22T03:02:50.219300] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 1m 4s | Global ETA: 16m 59s [2025-11-22T03:02:50.223468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:50.223530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:50.228254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:50.229038] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:50.231289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:50.289282] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 0.55% [2025-11-22T03:02:50.302531] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.65%, Actual: 1.40% [2025-11-22T03:02:50.465489] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.01%, Actual: 0.09% [2025-11-22T03:02:50.469528] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.09%, Actual: 0.96% [2025-11-22T03:02:50.557796] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 11.0s | Global ETA: 16m 59s [2025-11-22T03:02:50.558699] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:50.558761] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:50.559422] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:50.631568] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.50%, Actual: 0.87% [2025-11-22T03:02:50.635964] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.89%, Actual: 2.82% [2025-11-22T03:02:50.687182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:50.689082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:50.799574] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.80%, Actual: 3.13% [2025-11-22T03:02:50.799785] [INFO ] [main ] FC: Magnitude Forecast Confidence: 35.7054% [2025-11-22T03:02:50.799863] [INFO ] [main ] FC: DISCARDED add_directional_consistency (score: 35.71%) [2025-11-22T03:02:50.799907] [INFO ] [main ] FC: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:02:50.799938] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_fullday_parkinson_range'] [2025-11-22T03:02:50.799972] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:50.806461] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 2.05% [2025-11-22T03:02:50.813136] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:50.814318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:50.814378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:50.816058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:50.816551] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:50.818237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:50.823472] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.94% | Symbol ETA: 1m 3s | Global ETA: 16m 59s [2025-11-22T03:02:50.824363] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:50.824425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:50.829207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:50.830015] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:50.832284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:50.978837] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.42% [2025-11-22T03:02:51.148078] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.81%, Actual: 0.48% [2025-11-22T03:02:51.269832] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.42% | Symbol ETA: 10.3s | Global ETA: 16m 59s [2025-11-22T03:02:51.315369] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.59%, Actual: 1.64% [2025-11-22T03:02:51.315589] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 40.6864% [2025-11-22T03:02:51.315698] [INFO ] [main ] JPM: DISCARDED add_open_11_elasticity (score: 40.69%) [2025-11-22T03:02:51.315748] [INFO ] [main ] JPM: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:02:51.315789] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_open_reversal_intensity'] [2025-11-22T03:02:51.315825] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:51.328001] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:51.329467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:51.329532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:51.331287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:51.331824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:51.332232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:51.333046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:51.333975] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:51.335310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:51.423504] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.71% | Symbol ETA: 56.5s | Global ETA: 16m 59s [2025-11-22T03:02:51.424455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:51.424517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:51.426173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:51.426672] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:51.427776] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.36% | Symbol ETA: 1m 3s | Global ETA: 16m 59s [2025-11-22T03:02:51.428313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:51.428731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:51.428802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:51.433660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:51.434446] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:51.436817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:51.442532] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 3.90% [2025-11-22T03:02:51.611774] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 1.68% [2025-11-22T03:02:51.784173] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.05%, Actual: 0.91% [2025-11-22T03:02:51.953707] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 0.88% [2025-11-22T03:02:51.992861] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 16.5s | Global ETA: 16m 59s [2025-11-22T03:02:51.993775] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:51.993841] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:51.995535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:51.996038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:51.996429] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:51.997200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:51.998138] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:51.999450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.023631] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -6.37% | Symbol ETA: 55.9s | Global ETA: 16m 59s [2025-11-22T03:02:52.024514] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:52.024576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:52.026214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:52.026716] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:52.028340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.046446] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 1m 2s | Global ETA: 16m 59s [2025-11-22T03:02:52.047361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:52.047445] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:52.052334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:52.053145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:52.055502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.119605] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 0.14% [2025-11-22T03:02:52.312154] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 1.08% [2025-11-22T03:02:52.494757] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 0.63% [2025-11-22T03:02:52.627903] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.48% | Symbol ETA: 55.3s | Global ETA: 16m 59s [2025-11-22T03:02:52.628801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:52.628861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:52.630520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:52.631024] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:52.632624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.663584] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 1m 1s | Global ETA: 16m 59s [2025-11-22T03:02:52.664539] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:52.664603] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:52.669513] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:52.670318] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:52.672295] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 1.68% [2025-11-22T03:02:52.672463] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 15.9s | Global ETA: 16m 59s [2025-11-22T03:02:52.672696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.673377] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:52.673444] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:52.675113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:52.675593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:52.676003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:52.676794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:52.677722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:52.679032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:52.851989] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.64% [2025-11-22T03:02:53.033732] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.42%, Actual: 1.79% [2025-11-22T03:02:53.034291] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.6198% [2025-11-22T03:02:53.034385] [INFO ] [main ] ADX: DISCARDED add_open_vs_close_liquidity_ratio (score: 31.62%) [2025-11-22T03:02:53.034430] [INFO ] [main ] ADX: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:02:53.034464] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_open_vs_prev_range_position'] [2025-11-22T03:02:53.034501] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:02:53.048506] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:53.050060] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:53.050127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:53.050901] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:53.177507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:53.180836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.224169] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.53% | Symbol ETA: 54.6s | Global ETA: 16m 59s [2025-11-22T03:02:53.225082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:53.225144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:53.226777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:53.227250] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:53.228889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.308438] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.77% | Symbol ETA: 1m 1s | Global ETA: 16m 59s [2025-11-22T03:02:53.309359] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:53.309428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:53.314586] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:53.315580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:02:53.318058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.345517] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.56% | Symbol ETA: 15.2s | Global ETA: 16m 59s [2025-11-22T03:02:53.346447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:53.346514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:53.348272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:53.348782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:53.349245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:53.350022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:53.350939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:53.352252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.755658] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 15.9s | Global ETA: 16m 59s [2025-11-22T03:02:53.756538] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:53.756599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:53.757300] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:53.825697] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.59% | Symbol ETA: 54.0s | Global ETA: 16m 59s [2025-11-22T03:02:53.826556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:53.826616] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:53.828280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:53.828771] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:53.831826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.885010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:53.888217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:53.937081] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 1m 0s | Global ETA: 16m 59s [2025-11-22T03:02:54.015307] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -0.21% | Symbol ETA: 14.5s | Global ETA: 16m 59s [2025-11-22T03:02:54.016239] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:54.016328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:54.018031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:54.018554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:54.018958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:54.019867] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:54.020748] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:54.022042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:54.116435] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 1.26% [2025-11-22T03:02:54.293473] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.91%, Actual: 3.62% [2025-11-22T03:02:54.457877] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.28% | Symbol ETA: 53.5s | Global ETA: 16m 59s [2025-11-22T03:02:54.458126] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.56% [2025-11-22T03:02:54.458834] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:54.458899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:54.460596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:54.461121] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:54.461081] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 15.2s | Global ETA: 16m 59s [2025-11-22T03:02:54.461979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:54.462046] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:54.462743] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:54.462821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:54.591751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:54.594944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:54.622831] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 1.63% [2025-11-22T03:02:54.684791] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 13.9s | Global ETA: 16m 59s [2025-11-22T03:02:54.685681] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:54.685744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:54.687378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:54.687893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:54.688279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:54.689028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:54.689914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:54.691241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:54.795457] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.94%, Actual: 1.89% [2025-11-22T03:02:54.987706] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.36%, Actual: 1.98% [2025-11-22T03:02:55.051237] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.07% | Symbol ETA: 52.8s | Global ETA: 16m 59s [2025-11-22T03:02:55.052141] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:55.052203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:55.053844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:55.054323] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:55.055938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:55.159500] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 0.31% [2025-11-22T03:02:55.165225] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.28% | Symbol ETA: 14.5s | Global ETA: 16m 60s [2025-11-22T03:02:55.166150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:55.166212] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:55.166904] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:55.292786] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:55.295998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:55.323691] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 1.16%, Actual: 0.77% [2025-11-22T03:02:55.346011] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.79% | Symbol ETA: 13.2s | Global ETA: 16m 60s [2025-11-22T03:02:55.346935] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:55.347003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:55.348762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:55.349255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:55.349669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:55.350418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:55.351322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:55.352668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:55.488090] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.77%, Actual: 0.83% [2025-11-22T03:02:55.646883] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.01% | Symbol ETA: 52.2s | Global ETA: 16m 60s [2025-11-22T03:02:55.647803] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:55.647863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:55.649471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:55.649960] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:55.651575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:55.654486] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.60%, Actual: 0.05% [2025-11-22T03:02:55.654720] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 43.0564% [2025-11-22T03:02:55.654817] [INFO ] [main ] BWA: DISCARDED add_day_shape_ratios (score: 43.06%) [2025-11-22T03:02:55.654860] [INFO ] [main ] BWA: Testing feature 8/53: add_directional_consistency [2025-11-22T03:02:55.654890] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T03:02:55.654924] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:02:55.667923] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:55.669448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:55.669508] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:55.674580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:55.675389] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:55.807052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:55.869930] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 13.8s | Global ETA: 16m 60s [2025-11-22T03:02:55.870878] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:55.870941] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:55.871678] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:56.002868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:56.006429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.033705] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 12.5s | Global ETA: 16m 60s [2025-11-22T03:02:56.034624] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:56.034712] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:56.036760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:56.037440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:56.037861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:56.038605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:56.039689] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:56.041009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.261804] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.80% | Symbol ETA: 51.6s | Global ETA: 16m 60s [2025-11-22T03:02:56.262729] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:56.262791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:56.264874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:56.265358] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:02:56.267107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.413808] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.77% | Symbol ETA: 57.4s | Global ETA: 16m 60s [2025-11-22T03:02:56.415051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:56.415122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:56.420991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:56.421876] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:56.556482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.616835] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.47% | Symbol ETA: 13.1s | Global ETA: 16m 60s [2025-11-22T03:02:56.617770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:56.617837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:56.618522] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:56.705311] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 11.9s | Global ETA: 16m 60s [2025-11-22T03:02:56.706222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:56.706287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:56.708020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:56.708509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:56.708912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:56.709637] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:56.710528] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:56.711875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.749313] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:56.752769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:56.863329] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.36% | Symbol ETA: 51.0s | Global ETA: 16m 60s [2025-11-22T03:02:57.032137] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.71%, Actual: 1.81% [2025-11-22T03:02:57.168855] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.54% | Symbol ETA: 56.7s | Global ETA: 16m 60s [2025-11-22T03:02:57.169817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:57.169880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:57.174763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:57.175575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:57.198172] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -6.37%, Actual: 2.21% [2025-11-22T03:02:57.300534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:57.331387] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 12.4s | Global ETA: 16m 60s [2025-11-22T03:02:57.332403] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:57.332466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:57.333167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:57.364460] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.48%, Actual: 3.98% [2025-11-22T03:02:57.369673] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 11.2s | Global ETA: 16m 60s [2025-11-22T03:02:57.370575] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:57.370658] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:57.372341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:57.372854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:57.373238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:57.373984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:57.374882] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:02:57.376183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:57.457453] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:57.460661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:57.531332] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.53%, Actual: 2.59% [2025-11-22T03:02:57.698225] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.59%, Actual: 1.80% [2025-11-22T03:02:57.866068] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.28%, Actual: 3.05% [2025-11-22T03:02:57.893457] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.67% | Symbol ETA: 55.9s | Global ETA: 17m 0s [2025-11-22T03:02:57.894341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:57.894402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:57.899126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:57.899916] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:58.020920] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.37% | Symbol ETA: 10.5s | Global ETA: 17m 0s [2025-11-22T03:02:58.024056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:58.033469] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.07%, Actual: 0.55% [2025-11-22T03:02:58.035110] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 11.7s | Global ETA: 17m 0s [2025-11-22T03:02:58.036049] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:58.036114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:58.037027] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:58.168067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:58.171558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:58.195060] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.77%, Actual: 3.94% [2025-11-22T03:02:58.217587] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.01%, Actual: 0.09% [2025-11-22T03:02:58.366630] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 1.81% [2025-11-22T03:02:58.395497] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.80%, Actual: 0.87% [2025-11-22T03:02:58.539353] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.56%, Actual: 1.32% [2025-11-22T03:02:58.569194] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.36%, Actual: 3.13% [2025-11-22T03:02:58.569588] [INFO ] [main ] FC: Magnitude Forecast Confidence: 32.5868% [2025-11-22T03:02:58.569695] [INFO ] [main ] FC: DISCARDED add_fullday_parkinson_range (score: 32.59%) [2025-11-22T03:02:58.569743] [INFO ] [main ] FC: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:02:58.569775] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_fill_state'] [2025-11-22T03:02:58.569808] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:02:58.583455] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:58.584998] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:58.585062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:58.586827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:58.587347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:02:58.634592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:58.638426] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 55.2s | Global ETA: 17m 0s [2025-11-22T03:02:58.639322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:58.639383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:58.644118] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:58.644905] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:58.713144] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -0.21%, Actual: 1.40% [2025-11-22T03:02:58.762820] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 11.0s | Global ETA: 17m 0s [2025-11-22T03:02:58.763791] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:58.763857] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:58.764547] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:58.775467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:58.880092] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.96% [2025-11-22T03:02:58.894844] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:58.898350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:59.047120] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 2.82% [2025-11-22T03:02:59.215868] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.55%, Actual: 2.05% [2025-11-22T03:02:59.259983] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: -2.00% | Symbol ETA: 43.2s | Global ETA: 17m 0s [2025-11-22T03:02:59.260909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:59.260972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:59.262698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:59.263188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:02:59.312026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:59.384694] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 1.42% [2025-11-22T03:02:59.384756] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 54.4s | Global ETA: 17m 0s [2025-11-22T03:02:59.386290] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:59.386533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:02:59.391621] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:59.392400] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:59.492518] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.40% | Symbol ETA: 10.3s | Global ETA: 17m 0s [2025-11-22T03:02:59.493428] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:59.493491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:59.494195] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:02:59.519300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:59.552441] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.48% [2025-11-22T03:02:59.618578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:02:59.621982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:59.721947] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.37%, Actual: 1.64% [2025-11-22T03:02:59.722154] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 38.1400% [2025-11-22T03:02:59.722230] [INFO ] [main ] JPM: DISCARDED add_open_reversal_intensity (score: 38.14%) [2025-11-22T03:02:59.722274] [INFO ] [main ] JPM: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:02:59.722308] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:02:59.722737] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:02:59.734779] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:02:59.736180] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:02:59.736243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:59.738091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:02:59.738619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:02:59.739027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:02:59.739782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:02:59.740668] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:02:59.742162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:02:59.930770] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.34% | Symbol ETA: 42.5s | Global ETA: 17m 0s [2025-11-22T03:02:59.931683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:02:59.931746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:02:59.933412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:02:59.933945] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:02:59.981064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:00.129723] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.67% | Symbol ETA: 53.7s | Global ETA: 17m 0s [2025-11-22T03:03:00.130604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:00.130687] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:00.135425] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:00.136210] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:00.230118] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 9.6s | Global ETA: 17m 0s [2025-11-22T03:03:00.267634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:00.449015] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 3.90% [2025-11-22T03:03:00.572808] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.67% | Symbol ETA: 17.3s | Global ETA: 17m 1s [2025-11-22T03:03:00.573934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:00.574012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:00.576114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:00.576842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:00.577502] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:00.578292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:00.579208] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:00.580998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:00.637017] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 1.68% [2025-11-22T03:03:00.836159] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.28%, Actual: 0.91% [2025-11-22T03:03:00.961883] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 42.7s | Global ETA: 17m 1s [2025-11-22T03:03:00.963222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:00.963598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:00.965291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:00.965784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:01.010336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:01.124694] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.88% [2025-11-22T03:03:01.135830] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 53.1s | Global ETA: 17m 1s [2025-11-22T03:03:01.136795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:01.136859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:01.142297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:01.143261] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:01.275586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:01.276156] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.59% | Symbol ETA: 16.0s | Global ETA: 17m 1s [2025-11-22T03:03:01.277066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:01.277130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:01.278872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:01.279373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:01.279805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:01.280566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:01.281487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:01.283085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:01.313012] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.47%, Actual: 0.14% [2025-11-22T03:03:01.480929] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.08% [2025-11-22T03:03:01.661083] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.63% [2025-11-22T03:03:01.665763] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 41.7s | Global ETA: 17m 1s [2025-11-22T03:03:01.666770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:01.666834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:01.668850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:01.669361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:01.719455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:01.838291] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.68% [2025-11-22T03:03:01.881680] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 52.3s | Global ETA: 17m 1s [2025-11-22T03:03:01.882747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:01.882812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:01.887581] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:01.891909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:01.960239] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.93% | Symbol ETA: 15.0s | Global ETA: 17m 1s [2025-11-22T03:03:01.961141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:01.961218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:01.962893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:01.963372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:01.963776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:01.964536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:01.965426] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:01.966993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.015995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.070661] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.64% [2025-11-22T03:03:02.244577] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 1.21%, Actual: 1.79% [2025-11-22T03:03:02.244806] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.0230% [2025-11-22T03:03:02.244905] [INFO ] [main ] ADX: DISCARDED add_open_vs_prev_range_position (score: 36.02%) [2025-11-22T03:03:02.244948] [INFO ] [main ] ADX: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:03:02.244981] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_overnight_gap_amplitude'] [2025-11-22T03:03:02.245015] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:02.258720] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:02.260267] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:02.260331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:02.261099] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:02.344066] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 0.93% | Symbol ETA: 40.9s | Global ETA: 17m 1s [2025-11-22T03:03:02.345061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:02.345121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:02.346761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:02.347231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:02.390366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.393122] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:02.394051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.623245] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.53% | Symbol ETA: 51.5s | Global ETA: 17m 1s [2025-11-22T03:03:02.624136] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:02.624199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:02.629002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:02.629785] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:02.655779] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.74% | Symbol ETA: 14.2s | Global ETA: 17m 1s [2025-11-22T03:03:02.656698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:02.656761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:02.658504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:02.659000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:02.659379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:02.660124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:02.661049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:02.662531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.752495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:02.971073] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 15.6s | Global ETA: 17m 1s [2025-11-22T03:03:02.972017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:02.972080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:02.972787] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:03.006308] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 40.1s | Global ETA: 17m 1s [2025-11-22T03:03:03.007213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:03.007274] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:03.008941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:03.009409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:03.052295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:03.103358] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:03.104251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:03.338365] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 13.4s | Global ETA: 17m 1s [2025-11-22T03:03:03.339367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:03.339438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:03.341303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:03.341838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:03.342280] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:03.343165] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:03.344143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:03.345918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:03.386905] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.44% | Symbol ETA: 50.7s | Global ETA: 17m 1s [2025-11-22T03:03:03.602521] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.77%, Actual: 1.26% [2025-11-22T03:03:03.735438] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.80% | Symbol ETA: 39.3s | Global ETA: 17m 1s [2025-11-22T03:03:03.736795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:03.736875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:03.738948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:03.739587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:03.740636] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 15.1s | Global ETA: 17m 1s [2025-11-22T03:03:03.741979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:03.742070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:03.743066] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:03.797207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:03.864278] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.54%, Actual: 3.62% [2025-11-22T03:03:03.925008] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:03.926231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:04.138188] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.67%, Actual: 0.56% [2025-11-22T03:03:04.254249] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -2.06% | Symbol ETA: 12.8s | Global ETA: 17m 1s [2025-11-22T03:03:04.255353] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:04.255425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:04.258052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:04.258632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:04.259139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:04.260162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:04.261387] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:04.263473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:04.388268] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 1.63% [2025-11-22T03:03:04.595305] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 1.89% [2025-11-22T03:03:04.619141] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.62% | Symbol ETA: 38.6s | Global ETA: 17m 1s [2025-11-22T03:03:04.620092] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:04.620155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:04.621912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:04.622401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:04.667125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:04.681865] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 14.9s | Global ETA: 17m 1s [2025-11-22T03:03:04.682777] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:04.682840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:04.683520] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:04.785069] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.67%, Actual: 1.98% [2025-11-22T03:03:04.818505] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:04.819411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:04.959843] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.31% [2025-11-22T03:03:04.995461] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -1.03% | Symbol ETA: 12.1s | Global ETA: 17m 1s [2025-11-22T03:03:04.996360] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:04.996423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:04.998292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:04.998977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:04.999353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:05.000098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:05.001119] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:05.002978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:05.133637] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 0.77% [2025-11-22T03:03:05.291931] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 37.9s | Global ETA: 17m 1s [2025-11-22T03:03:05.292861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:05.292925] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:05.294603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:05.295123] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:05.306040] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.53%, Actual: 0.83% [2025-11-22T03:03:05.339292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:05.460201] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 14.0s | Global ETA: 17m 1s [2025-11-22T03:03:05.461090] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:05.461152] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:05.461837] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:05.477220] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.44%, Actual: 0.05% [2025-11-22T03:03:05.477478] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 40.5785% [2025-11-22T03:03:05.477568] [INFO ] [main ] BWA: DISCARDED add_directional_consistency (score: 40.58%) [2025-11-22T03:03:05.477611] [INFO ] [main ] BWA: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:03:05.477660] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T03:03:05.477700] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:05.491442] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:05.492990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:05.493052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:05.497873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:05.498721] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:05.500293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:05.594000] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:05.594912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:05.656966] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.32% | Symbol ETA: 11.3s | Global ETA: 17m 1s [2025-11-22T03:03:05.657891] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:05.657953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:05.659557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:05.660243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:05.660619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:05.661363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:05.662396] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:05.664054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:05.954419] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.09% | Symbol ETA: 37.1s | Global ETA: 17m 2s [2025-11-22T03:03:06.123871] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: -2.00%, Actual: 1.81% [2025-11-22T03:03:06.137299] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -3.06% | Symbol ETA: 59.8s | Global ETA: 17m 2s [2025-11-22T03:03:06.138222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:06.138283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:06.142964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:06.143907] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:06.145428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:06.181788] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 13.1s | Global ETA: 17m 2s [2025-11-22T03:03:06.183167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:06.183230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:06.183983] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:06.294065] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.34%, Actual: 2.21% [2025-11-22T03:03:06.315547] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:06.316473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:06.321483] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 10.5s | Global ETA: 17m 2s [2025-11-22T03:03:06.322413] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:06.322480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:06.324246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:06.324794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:06.325190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:06.325974] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:06.326914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:03:06.328516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:06.467554] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.53%, Actual: 3.98% [2025-11-22T03:03:06.645955] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 2.59% [2025-11-22T03:03:06.787192] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 59.2s | Global ETA: 17m 2s [2025-11-22T03:03:06.788146] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:06.788207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:06.792982] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:06.793761] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:06.795290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:06.810606] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.93%, Actual: 1.80% [2025-11-22T03:03:06.953151] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.32% | Symbol ETA: 12.3s | Global ETA: 17m 2s [2025-11-22T03:03:06.954022] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:06.954084] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:06.954765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:06.976911] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 3.05% [2025-11-22T03:03:07.027162] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.26% | Symbol ETA: 9.8s | Global ETA: 17m 2s [2025-11-22T03:03:07.079623] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:07.080364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:07.143392] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.80%, Actual: 0.55% [2025-11-22T03:03:07.274213] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.67%, Actual: 3.94% [2025-11-22T03:03:07.308709] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.62%, Actual: 0.09% [2025-11-22T03:03:07.389547] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 58.5s | Global ETA: 17m 2s [2025-11-22T03:03:07.390423] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:07.390485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:07.395254] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:07.396077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:07.397668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:07.442570] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 1.81% [2025-11-22T03:03:07.473720] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 0.87% [2025-11-22T03:03:07.614206] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.93%, Actual: 1.32% [2025-11-22T03:03:07.639676] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.09%, Actual: 3.13% [2025-11-22T03:03:07.639821] [INFO ] [main ] FC: Magnitude Forecast Confidence: 50.3696% [2025-11-22T03:03:07.639928] [INFO ] [main ] FC: DISCARDED add_gap_fill_state (score: 50.37%) [2025-11-22T03:03:07.639973] [INFO ] [main ] FC: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:03:07.640004] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_morning_composite'] [2025-11-22T03:03:07.640038] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:07.653980] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:07.655316] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 11.5s | Global ETA: 17m 2s [2025-11-22T03:03:07.655498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:07.655559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:07.656148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:07.656210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:07.656909] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:07.657254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:07.657804] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:07.658757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:07.779084] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:07.779829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:07.783706] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.74%, Actual: 1.40% [2025-11-22T03:03:07.952346] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.36%, Actual: 0.96% [2025-11-22T03:03:07.990985] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.37% | Symbol ETA: 57.8s | Global ETA: 17m 2s [2025-11-22T03:03:07.991859] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:07.991919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:07.996681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:07.997476] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:07.999048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:08.134052] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -2.06%, Actual: 2.82% [2025-11-22T03:03:08.249931] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.34% | Symbol ETA: 43.4s | Global ETA: 17m 2s [2025-11-22T03:03:08.250821] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:08.250882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:08.252507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:08.253005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:08.253970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:08.309836] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -1.03%, Actual: 2.05% [2025-11-22T03:03:08.348755] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.29% | Symbol ETA: 10.7s | Global ETA: 17m 2s [2025-11-22T03:03:08.349687] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:08.349749] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:08.350427] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:08.479638] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:08.480571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:08.483803] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.32%, Actual: 1.42% [2025-11-22T03:03:08.615514] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.13% | Symbol ETA: 57.1s | Global ETA: 17m 2s [2025-11-22T03:03:08.616770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:08.616846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:08.623630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:08.624824] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:08.626944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:08.653954] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 0.48% [2025-11-22T03:03:08.822488] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.26%, Actual: 1.64% [2025-11-22T03:03:08.822731] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 50.0865% [2025-11-22T03:03:08.822814] [INFO ] [main ] JPM: DISCARDED add_open_vs_close_liquidity_ratio (score: 50.09%) [2025-11-22T03:03:08.822859] [INFO ] [main ] JPM: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:03:08.822891] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_open_vs_prev_range_position'] [2025-11-22T03:03:08.822924] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:08.834552] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:08.835944] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:08.836007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:08.837727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:08.838223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:08.838617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:08.839362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:08.839914] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 42.8s | Global ETA: 17m 2s [2025-11-22T03:03:08.840255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:08.840799] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:08.840861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:08.842486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:08.842981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:08.843188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:08.843935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.085788] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 10.0s | Global ETA: 17m 2s [2025-11-22T03:03:09.087102] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:09.087166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:09.087965] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:09.218672] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:09.219589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.230740] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 56.5s | Global ETA: 17m 2s [2025-11-22T03:03:09.231602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:09.231684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:09.236354] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:09.237133] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:09.238760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.452387] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 42.3s | Global ETA: 17m 2s [2025-11-22T03:03:09.453309] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:09.453370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:09.455020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:09.455492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:09.456443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.489188] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.01% | Symbol ETA: 15.7s | Global ETA: 17m 2s [2025-11-22T03:03:09.490426] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:09.490491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:09.492243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:09.492747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:09.493138] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:09.493900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:09.494783] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:09.497632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.810967] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 9.2s | Global ETA: 17m 2s [2025-11-22T03:03:09.834807] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 55.9s | Global ETA: 17m 2s [2025-11-22T03:03:09.835675] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:09.835736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:09.840442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:09.841221] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:09.842775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:09.985437] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: 0.15%, Actual: 3.90% [2025-11-22T03:03:10.046779] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.43% | Symbol ETA: 41.7s | Global ETA: 17m 2s [2025-11-22T03:03:10.047680] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:10.047740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:10.049336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:10.049826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:10.050778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:10.150334] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.15% | Symbol ETA: 15.1s | Global ETA: 17m 2s [2025-11-22T03:03:10.151238] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:10.151302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:10.153120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:10.153598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:10.154010] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:10.154758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:10.155496] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.68% [2025-11-22T03:03:10.155629] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:10.158497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:10.325299] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.91% [2025-11-22T03:03:10.427527] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.79% | Symbol ETA: 55.3s | Global ETA: 17m 2s [2025-11-22T03:03:10.428399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:10.428461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:10.433182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:10.433969] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:10.435490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:10.495959] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 0.88% [2025-11-22T03:03:10.645231] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.48% | Symbol ETA: 41.1s | Global ETA: 17m 2s [2025-11-22T03:03:10.646189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:10.646253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:10.648107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:10.648623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:10.649711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:10.662511] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.14% [2025-11-22T03:03:10.820156] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 1.51% | Symbol ETA: 14.5s | Global ETA: 17m 2s [2025-11-22T03:03:10.821052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:10.821115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:10.822758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:10.823230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:10.823613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:10.824361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:10.825248] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:10.827896] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.32%, Actual: 1.08% [2025-11-22T03:03:10.828090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:10.991928] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.63% [2025-11-22T03:03:11.018331] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 54.6s | Global ETA: 17m 2s [2025-11-22T03:03:11.019726] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:11.019788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:11.024449] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:11.025225] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:03:11.026773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:11.155995] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.29%, Actual: 1.68% [2025-11-22T03:03:11.251004] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.15% | Symbol ETA: 40.5s | Global ETA: 17m 3s [2025-11-22T03:03:11.252156] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:11.252231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:11.254479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:11.255132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:11.256417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:11.320504] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.64% [2025-11-22T03:03:11.485626] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 1.79% [2025-11-22T03:03:11.485820] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 26.5936% [2025-11-22T03:03:11.485925] [INFO ] [main ] ADX: DISCARDED add_overnight_gap_amplitude (score: 26.59%) [2025-11-22T03:03:11.485969] [INFO ] [main ] ADX: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:03:11.486001] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_overnight_gap_mag'] [2025-11-22T03:03:11.486036] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:11.487994] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.71% | Symbol ETA: 13.8s | Global ETA: 17m 3s [2025-11-22T03:03:11.490714] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:11.490778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:11.492522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:11.493083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:11.493465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:11.494215] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:11.495123] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:11.498023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:11.499204] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:11.504192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:11.504255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:11.504996] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:11.612361] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 54.0s | Global ETA: 17m 3s [2025-11-22T03:03:11.630739] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:11.631721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:11.781377] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -3.06%, Actual: 1.26% [2025-11-22T03:03:11.885118] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.90% | Symbol ETA: 39.9s | Global ETA: 17m 3s [2025-11-22T03:03:11.886076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:11.886139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:11.887993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:11.888514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:11.889524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:11.952232] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 3.62% [2025-11-22T03:03:12.121558] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 0.56% [2025-11-22T03:03:12.167723] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 13.2s | Global ETA: 17m 3s [2025-11-22T03:03:12.168617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:12.168703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:12.170368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:12.170877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:12.171260] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:12.172016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:12.172912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:12.175765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:12.205161] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 14.9s | Global ETA: 17m 3s [2025-11-22T03:03:12.206048] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:12.206110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:12.206794] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:12.291739] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.37%, Actual: 1.63% [2025-11-22T03:03:12.332527] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:12.333496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:12.470952] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.13%, Actual: 1.89% [2025-11-22T03:03:12.524491] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -0.36% | Symbol ETA: 39.3s | Global ETA: 17m 3s [2025-11-22T03:03:12.525429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:12.525493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:12.527414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:12.528300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:12.529309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:12.659175] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.62%, Actual: 1.98% [2025-11-22T03:03:12.825679] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.31% [2025-11-22T03:03:12.869287] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.34% | Symbol ETA: 12.5s | Global ETA: 17m 3s [2025-11-22T03:03:12.870537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:12.870624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:12.872548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:12.873120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:12.873527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:12.874308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:12.875230] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:12.878342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:12.923533] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 14.3s | Global ETA: 17m 3s [2025-11-22T03:03:12.924577] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:12.924664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:12.925405] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:13.011245] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.79%, Actual: 0.77% [2025-11-22T03:03:13.054811] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:13.055739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:13.155513] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 3.27% | Symbol ETA: 38.7s | Global ETA: 17m 3s [2025-11-22T03:03:13.156435] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:13.156499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:13.158240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:13.158785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:13.159783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:13.175803] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.83% [2025-11-22T03:03:13.340201] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.05% [2025-11-22T03:03:13.340385] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 41.7101% [2025-11-22T03:03:13.340478] [INFO ] [main ] BWA: DISCARDED add_fullday_parkinson_range (score: 41.71%) [2025-11-22T03:03:13.340526] [INFO ] [main ] BWA: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:03:13.340564] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T03:03:13.340601] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:13.353518] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:13.354776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:13.354837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:13.359661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:13.360460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:13.404251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:13.555633] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 11.9s | Global ETA: 17m 3s [2025-11-22T03:03:13.556957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:13.557044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:13.559379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:13.559930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:13.560341] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:13.561541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:13.562484] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:13.565600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:13.651125] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 13.6s | Global ETA: 17m 3s [2025-11-22T03:03:13.652051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:13.652126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:13.652856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:13.757863] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.72% | Symbol ETA: 38.1s | Global ETA: 17m 3s [2025-11-22T03:03:13.784565] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:13.785453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:13.926967] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.34%, Actual: 1.81% [2025-11-22T03:03:13.997135] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 43.4s | Global ETA: 17m 3s [2025-11-22T03:03:13.998040] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:13.998102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:14.002881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:14.003670] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:14.046873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:14.099726] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 2.21% [2025-11-22T03:03:14.233545] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 11.2s | Global ETA: 17m 3s [2025-11-22T03:03:14.234437] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:14.234501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:14.236412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:14.236910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:14.237295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:14.238296] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:14.239182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:14.242347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:14.270004] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 3.98% [2025-11-22T03:03:14.363874] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 12.9s | Global ETA: 17m 3s [2025-11-22T03:03:14.364759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:14.364820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:14.365484] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:14.435271] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.43%, Actual: 2.59% [2025-11-22T03:03:14.493292] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:14.494269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:14.601212] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.48%, Actual: 1.80% [2025-11-22T03:03:14.636891] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 42.7s | Global ETA: 17m 3s [2025-11-22T03:03:14.637792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:14.637854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:14.642568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:14.643356] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:14.687049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:14.767405] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.15%, Actual: 3.05% [2025-11-22T03:03:14.886787] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -1.05% | Symbol ETA: 10.5s | Global ETA: 17m 3s [2025-11-22T03:03:14.887684] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:14.887747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:14.889401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:14.889931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:14.890310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:14.891055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:14.891937] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:03:14.894741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:14.936239] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.90%, Actual: 0.55% [2025-11-22T03:03:15.071883] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 12.1s | Global ETA: 17m 3s [2025-11-22T03:03:15.072842] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:15.072904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:15.073583] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:15.102242] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -0.36%, Actual: 0.09% [2025-11-22T03:03:15.203729] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:15.204692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:15.269817] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 3.27%, Actual: 0.87% [2025-11-22T03:03:15.279143] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 42.1s | Global ETA: 17m 3s [2025-11-22T03:03:15.280031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:15.280092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:15.284796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:15.285574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:15.329003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:15.437163] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.72%, Actual: 3.13% [2025-11-22T03:03:15.437361] [INFO ] [main ] FC: Magnitude Forecast Confidence: 46.7254% [2025-11-22T03:03:15.437505] [INFO ] [main ] FC: DISCARDED add_gap_morning_composite (score: 46.73%) [2025-11-22T03:03:15.437558] [INFO ] [main ] FC: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:03:15.437596] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gap_resolution_state'] [2025-11-22T03:03:15.437635] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:15.450921] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:15.452223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:15.452284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:15.453967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:15.454458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:15.510008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:15.545502] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.33% | Symbol ETA: 9.8s | Global ETA: 17m 3s [2025-11-22T03:03:15.714402] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.01%, Actual: 3.94% [2025-11-22T03:03:15.781793] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 11.4s | Global ETA: 17m 3s [2025-11-22T03:03:15.782726] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:15.782788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:15.783450] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:15.881385] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 1.81% [2025-11-22T03:03:15.911419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:15.912378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:15.920321] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.94% | Symbol ETA: 41.4s | Global ETA: 17m 3s [2025-11-22T03:03:15.921198] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:15.921260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:15.926028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:15.926812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:15.970619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:16.047159] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 1.51%, Actual: 1.32% [2025-11-22T03:03:16.119605] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.23% | Symbol ETA: 35.1s | Global ETA: 17m 3s [2025-11-22T03:03:16.120510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:16.120572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:16.122270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:16.122793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:16.177411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:16.210584] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.71%, Actual: 1.40% [2025-11-22T03:03:16.375129] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.96% [2025-11-22T03:03:16.489553] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 10.7s | Global ETA: 17m 4s [2025-11-22T03:03:16.490903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:16.490964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:16.491628] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:16.540014] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.34%, Actual: 2.82% [2025-11-22T03:03:16.561396] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.49% | Symbol ETA: 40.8s | Global ETA: 17m 4s [2025-11-22T03:03:16.562281] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:16.562342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:16.567095] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:16.567904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:16.611427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:16.616102] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:16.617081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:16.703836] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 2.05% [2025-11-22T03:03:16.779794] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.43% | Symbol ETA: 34.4s | Global ETA: 17m 4s [2025-11-22T03:03:16.780685] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:16.780746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:16.782378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:16.782870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:16.836540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:16.868861] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 1.42% [2025-11-22T03:03:17.035727] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 0.48% [2025-11-22T03:03:17.192206] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 10.0s | Global ETA: 17m 4s [2025-11-22T03:03:17.193144] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:17.193207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.195842] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:17.203901] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.33%, Actual: 1.64% [2025-11-22T03:03:17.204098] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 35.2767% [2025-11-22T03:03:17.204172] [INFO ] [main ] JPM: DISCARDED add_open_vs_prev_range_position (score: 35.28%) [2025-11-22T03:03:17.204214] [INFO ] [main ] JPM: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:03:17.204246] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_overnight_gap_amplitude'] [2025-11-22T03:03:17.204280] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:17.216063] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:17.217467] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:17.217530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:17.219243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:17.219811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:17.220201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.220950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:17.221825] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:17.222443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:17.245554] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.97% | Symbol ETA: 40.2s | Global ETA: 17m 4s [2025-11-22T03:03:17.246549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:17.246612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:17.251674] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.252486] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:17.297938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:17.326331] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:17.327341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:17.441057] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 33.7s | Global ETA: 17m 4s [2025-11-22T03:03:17.441944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:17.442004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:17.443664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:17.444138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:17.500154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:17.874793] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 14.3s | Global ETA: 17m 4s [2025-11-22T03:03:17.875799] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:17.875862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:17.877504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:17.877990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:17.878374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.879160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:17.880078] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:17.880706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:17.897216] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 39.5s | Global ETA: 17m 4s [2025-11-22T03:03:17.898261] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:17.898323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:17.903141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.903969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:17.911308] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 9.3s | Global ETA: 17m 4s [2025-11-22T03:03:17.912212] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:17.912274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:17.913000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:17.947407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.040036] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:18.041141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.103586] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.94% | Symbol ETA: 33.0s | Global ETA: 17m 4s [2025-11-22T03:03:18.104499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:18.104561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:18.106239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:18.106760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:18.161089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.531824] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.43% | Symbol ETA: 13.6s | Global ETA: 17m 4s [2025-11-22T03:03:18.532768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:18.532831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:18.534443] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:18.534936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:18.535698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:18.536425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:18.537321] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:18.538011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.545913] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 38.9s | Global ETA: 17m 4s [2025-11-22T03:03:18.546813] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:18.546875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:18.551612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:18.552402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:18.596248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.623756] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 8.6s | Global ETA: 17m 4s [2025-11-22T03:03:18.765618] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.12% | Symbol ETA: 32.4s | Global ETA: 17m 4s [2025-11-22T03:03:18.766892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:18.766954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:18.768720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:18.769217] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:18.823055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:18.853030] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 3.90% [2025-11-22T03:03:19.021090] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.68% [2025-11-22T03:03:19.184567] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.81% | Symbol ETA: 38.2s | Global ETA: 17m 4s [2025-11-22T03:03:19.185916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:19.185978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:19.190715] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:19.191470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:03:19.192574] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.91% [2025-11-22T03:03:19.195041] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 13.0s | Global ETA: 17m 4s [2025-11-22T03:03:19.195924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:19.195987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:19.197630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:19.198149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:19.198530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:19.199277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:19.200161] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:19.200798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:19.233965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:19.364213] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.88% [2025-11-22T03:03:19.420098] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.34% | Symbol ETA: 31.7s | Global ETA: 17m 4s [2025-11-22T03:03:19.420984] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:19.421045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:19.422720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:19.423192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:19.477177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:19.533534] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.14% [2025-11-22T03:03:19.704568] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.08% [2025-11-22T03:03:19.831708] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.46% | Symbol ETA: 37.6s | Global ETA: 17m 4s [2025-11-22T03:03:19.871401] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.63% [2025-11-22T03:03:19.893348] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.41% | Symbol ETA: 12.4s | Global ETA: 17m 4s [2025-11-22T03:03:19.894296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:19.894361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:19.896101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:19.896593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:19.897014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:19.897822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:19.898744] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:19.899386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:19.997009] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.41%, Actual: 1.26% [2025-11-22T03:03:20.037408] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.68% [2025-11-22T03:03:20.069397] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.06% | Symbol ETA: 31.0s | Global ETA: 17m 4s [2025-11-22T03:03:20.070318] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:20.070379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:20.072080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:20.072560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:20.127041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:20.162350] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 3.62% [2025-11-22T03:03:20.211016] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.64% [2025-11-22T03:03:20.328039] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.98%, Actual: 0.56% [2025-11-22T03:03:20.386937] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.79% [2025-11-22T03:03:20.387144] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.9459% [2025-11-22T03:03:20.387226] [INFO ] [main ] ADX: DISCARDED add_overnight_gap_mag (score: 31.95%) [2025-11-22T03:03:20.387310] [INFO ] [main ] ADX: Testing feature 29/53: add_pct_change [2025-11-22T03:03:20.387346] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_pct_change'] [2025-11-22T03:03:20.387383] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:20.399805] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:20.401158] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:20.401221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:20.401998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:20.494824] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.94%, Actual: 1.63% [2025-11-22T03:03:20.534408] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:20.536873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:20.584122] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 11.7s | Global ETA: 17m 4s [2025-11-22T03:03:20.585049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:20.585116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:20.586873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:20.587373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:20.587834] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:20.588597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:20.589536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:20.590181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:20.661562] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.49%, Actual: 1.89% [2025-11-22T03:03:20.735076] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.38% | Symbol ETA: 30.4s | Global ETA: 17m 4s [2025-11-22T03:03:20.735966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:20.736026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:20.737679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:20.738148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:20.792590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:20.845739] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.97%, Actual: 1.98% [2025-11-22T03:03:21.018674] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.31% [2025-11-22T03:03:21.127472] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 14.2s | Global ETA: 17m 4s [2025-11-22T03:03:21.128351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:21.128414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:21.129104] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:21.190436] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 0.77% [2025-11-22T03:03:21.249046] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 11.1s | Global ETA: 17m 4s [2025-11-22T03:03:21.249938] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:21.250000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:21.251635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:21.252131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:21.252517] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:21.253283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:21.254201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:21.254841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:21.255746] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:21.258018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:21.360996] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.81%, Actual: 0.83% [2025-11-22T03:03:21.390405] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.83% | Symbol ETA: 29.7s | Global ETA: 17m 4s [2025-11-22T03:03:21.391285] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:21.391347] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:21.392989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:21.393456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:21.448426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:21.526747] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.46%, Actual: 0.05% [2025-11-22T03:03:21.526946] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 49.1575% [2025-11-22T03:03:21.527584] [INFO ] [main ] BWA: DISCARDED add_gap_fill_state (score: 49.16%) [2025-11-22T03:03:21.527633] [INFO ] [main ] BWA: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:03:21.527714] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T03:03:21.527751] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:21.540777] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:21.542066] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:21.542128] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:21.546958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:21.547807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:21.548693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:21.836415] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 13.4s | Global ETA: 17m 5s [2025-11-22T03:03:21.837989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:21.838052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:21.838768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:21.936688] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 10.4s | Global ETA: 17m 5s [2025-11-22T03:03:21.937763] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:21.937845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:21.940257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:21.940930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:21.941428] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:21.942469] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:21.943749] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:21.944518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:21.964290] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:21.966556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:22.056894] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.06% | Symbol ETA: 29.1s | Global ETA: 17m 5s [2025-11-22T03:03:22.140873] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.18% | Symbol ETA: 39.8s | Global ETA: 17m 5s [2025-11-22T03:03:22.141789] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:22.141850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:22.146552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:22.147348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:22.148226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:22.225870] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.23%, Actual: 1.81% [2025-11-22T03:03:22.399703] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.43%, Actual: 2.21% [2025-11-22T03:03:22.571488] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 12.7s | Global ETA: 17m 5s [2025-11-22T03:03:22.572383] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:22.572446] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:22.572394] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.97%, Actual: 3.98% [2025-11-22T03:03:22.573136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:22.667797] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 9.7s | Global ETA: 17m 5s [2025-11-22T03:03:22.668724] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:22.668801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:22.670468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:22.670971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:22.671363] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:22.672102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:22.672987] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:22.673594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:22.701638] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:22.704055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:22.742711] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.94%, Actual: 2.59% [2025-11-22T03:03:22.767541] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.07% | Symbol ETA: 39.3s | Global ETA: 17m 5s [2025-11-22T03:03:22.768448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:22.768510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:22.773335] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:22.774148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:22.775017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:22.911750] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.12%, Actual: 1.80% [2025-11-22T03:03:23.079324] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.34%, Actual: 3.05% [2025-11-22T03:03:23.248388] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.06%, Actual: 0.55% [2025-11-22T03:03:23.316745] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 12.0s | Global ETA: 17m 5s [2025-11-22T03:03:23.317634] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:23.317731] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:23.318401] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:23.330724] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.39% | Symbol ETA: 9.1s | Global ETA: 17m 5s [2025-11-22T03:03:23.331589] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:23.331701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:23.333365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:23.333889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:23.334276] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:23.335027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:23.335951] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:03:23.336557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:23.370860] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 38.7s | Global ETA: 17m 5s [2025-11-22T03:03:23.371771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:23.371832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:23.376550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:23.377337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:23.378241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:23.417422] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.38%, Actual: 0.09% [2025-11-22T03:03:23.446412] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:23.448855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:23.584415] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.83%, Actual: 0.87% [2025-11-22T03:03:23.755413] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.06%, Actual: 3.13% [2025-11-22T03:03:23.755623] [INFO ] [main ] FC: Magnitude Forecast Confidence: 36.8551% [2025-11-22T03:03:23.755737] [INFO ] [main ] FC: DISCARDED add_gap_resolution_state (score: 36.86%) [2025-11-22T03:03:23.755790] [INFO ] [main ] FC: Testing feature 13/53: add_gaps [2025-11-22T03:03:23.755826] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_gaps'] [2025-11-22T03:03:23.755859] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:23.769066] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:23.770519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:23.770579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:23.772251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:23.772778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:23.773542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:23.999126] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 38.1s | Global ETA: 17m 5s [2025-11-22T03:03:24.000028] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.000089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:24.001377] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.15% | Symbol ETA: 8.4s | Global ETA: 17m 5s [2025-11-22T03:03:24.004825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:24.005613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:24.006483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:24.040483] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 11.3s | Global ETA: 17m 5s [2025-11-22T03:03:24.041373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.041435] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:24.042135] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:24.172274] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 3.94% [2025-11-22T03:03:24.175867] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:24.178280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:24.347958] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.43%, Actual: 1.81% [2025-11-22T03:03:24.373106] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.38% | Symbol ETA: 33.2s | Global ETA: 17m 5s [2025-11-22T03:03:24.374017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.374078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:24.375745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:24.376232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:24.377017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:24.521484] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 1.32% [2025-11-22T03:03:24.617869] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 37.5s | Global ETA: 17m 5s [2025-11-22T03:03:24.618790] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.618854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:24.624199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:24.625051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:24.626022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:24.697338] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.41%, Actual: 1.40% [2025-11-22T03:03:24.766814] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 10.5s | Global ETA: 17m 5s [2025-11-22T03:03:24.767728] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.767790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:24.768445] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:24.869509] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.96% [2025-11-22T03:03:24.891161] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:24.893191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:24.976906] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.00% | Symbol ETA: 32.6s | Global ETA: 17m 5s [2025-11-22T03:03:24.977831] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:24.977891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:24.979501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:24.979990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:24.980774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:25.038043] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 2.82% [2025-11-22T03:03:25.211524] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 2.05% [2025-11-22T03:03:25.256783] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.95% | Symbol ETA: 36.9s | Global ETA: 17m 5s [2025-11-22T03:03:25.257706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:25.257768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:25.262722] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:25.263518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:25.264383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:25.385284] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 1.42% [2025-11-22T03:03:25.483821] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 9.8s | Global ETA: 17m 5s [2025-11-22T03:03:25.484724] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:25.484786] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:25.485456] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:25.556208] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.48% [2025-11-22T03:03:25.583534] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 32.0s | Global ETA: 17m 5s [2025-11-22T03:03:25.584449] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:25.584510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:25.586191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:25.586683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:25.587456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:25.611585] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:25.613883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:25.725569] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.15%, Actual: 1.64% [2025-11-22T03:03:25.725799] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 42.4310% [2025-11-22T03:03:25.725890] [INFO ] [main ] JPM: DISCARDED add_overnight_gap_amplitude (score: 42.43%) [2025-11-22T03:03:25.725933] [INFO ] [main ] JPM: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:03:25.725965] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_overnight_gap_mag'] [2025-11-22T03:03:25.725999] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:25.738345] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:25.739755] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:25.739834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:25.741698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:25.742234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:25.742666] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:25.743423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:25.744397] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:25.745163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:25.883254] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 36.2s | Global ETA: 17m 5s [2025-11-22T03:03:25.884180] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:25.884241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:25.889174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:25.889977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:25.890864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.185866] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 2.93% | Symbol ETA: 31.4s | Global ETA: 17m 5s [2025-11-22T03:03:26.186765] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:26.186825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:26.188487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:26.188976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:26.189769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.229767] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.12% | Symbol ETA: 9.1s | Global ETA: 17m 5s [2025-11-22T03:03:26.230637] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:26.230721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:26.231385] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:26.359195] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:26.361664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.431741] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.96% | Symbol ETA: 14.1s | Global ETA: 17m 5s [2025-11-22T03:03:26.432832] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:26.432909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:26.435097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:26.435815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:26.436257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:26.437095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:26.438086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:26.438808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.497618] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 35.6s | Global ETA: 17m 5s [2025-11-22T03:03:26.498534] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:26.498598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:26.503430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:26.504233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:26.505209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.784287] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.67% | Symbol ETA: 30.7s | Global ETA: 17m 5s [2025-11-22T03:03:26.785173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:26.785233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:26.786885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:26.787353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:26.788159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:26.943713] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 8.4s | Global ETA: 17m 5s [2025-11-22T03:03:26.944586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:26.944667] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:26.945340] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:27.072385] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:27.074713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:27.098591] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.61% | Symbol ETA: 35.0s | Global ETA: 17m 6s [2025-11-22T03:03:27.099524] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:27.099587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:27.104529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:27.105425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:27.106313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:27.114552] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 13.4s | Global ETA: 17m 6s [2025-11-22T03:03:27.115464] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:27.115529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:27.117287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:27.117829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:27.118229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:27.119007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:27.119938] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:27.120670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:27.385777] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 30.1s | Global ETA: 17m 6s [2025-11-22T03:03:27.386722] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:27.386785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:27.388595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:27.389147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:27.389944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:27.651992] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 1.01% | Symbol ETA: 7.6s | Global ETA: 17m 6s [2025-11-22T03:03:27.699796] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.27% | Symbol ETA: 34.4s | Global ETA: 17m 6s [2025-11-22T03:03:27.795007] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.36% | Symbol ETA: 12.7s | Global ETA: 17m 6s [2025-11-22T03:03:27.795895] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:27.795957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:27.797592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:27.798120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:27.798500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:27.799245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:27.800174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:27.800870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:27.827550] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 3.90% [2025-11-22T03:03:27.867487] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.18%, Actual: 1.26% [2025-11-22T03:03:27.995408] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.85% | Symbol ETA: 29.5s | Global ETA: 17m 6s [2025-11-22T03:03:27.996345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:27.996407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:27.998110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:27.998619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:27.999402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:28.000204] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.98%, Actual: 1.68% [2025-11-22T03:03:28.034566] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.07%, Actual: 3.62% [2025-11-22T03:03:28.171372] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 0.91% [2025-11-22T03:03:28.202148] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 0.56% [2025-11-22T03:03:28.339310] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.88% [2025-11-22T03:03:28.381140] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 1.63% [2025-11-22T03:03:28.457411] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.52% | Symbol ETA: 12.0s | Global ETA: 17m 6s [2025-11-22T03:03:28.458308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:28.458370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:28.460022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:28.460494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:28.460899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:28.461620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:28.462504] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:28.463206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:28.504962] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.14% [2025-11-22T03:03:28.546522] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 1.89% [2025-11-22T03:03:28.607353] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 1.70% | Symbol ETA: 28.9s | Global ETA: 17m 6s [2025-11-22T03:03:28.608269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:28.608330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:28.609993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:28.610466] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:28.611320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:28.670819] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.08% [2025-11-22T03:03:28.713587] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.95%, Actual: 1.98% [2025-11-22T03:03:28.837511] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.63% [2025-11-22T03:03:28.884297] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.31% [2025-11-22T03:03:29.004943] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.12%, Actual: 1.68% [2025-11-22T03:03:29.053744] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 0.77% [2025-11-22T03:03:29.117420] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 11.3s | Global ETA: 17m 6s [2025-11-22T03:03:29.118359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:29.118423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:29.120170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:29.120676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:29.121103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:29.121889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:29.122811] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:29.123530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:29.171280] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.48%, Actual: 0.64% [2025-11-22T03:03:29.226949] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.61%, Actual: 0.83% [2025-11-22T03:03:29.270425] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.95% | Symbol ETA: 28.3s | Global ETA: 17m 6s [2025-11-22T03:03:29.271466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:29.271530] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:29.273252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:29.273806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:29.274672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:29.337572] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 1.01%, Actual: 1.79% [2025-11-22T03:03:29.337840] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 37.8930% [2025-11-22T03:03:29.337940] [INFO ] [main ] ADX: DISCARDED add_pct_change (score: 37.89%) [2025-11-22T03:03:29.337986] [INFO ] [main ] ADX: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:03:29.338016] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_preclose_acceleration_mag'] [2025-11-22T03:03:29.338049] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:29.350034] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:29.351494] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:29.351555] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:29.352273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:29.397923] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.27%, Actual: 0.05% [2025-11-22T03:03:29.398168] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 42.4140% [2025-11-22T03:03:29.398274] [INFO ] [main ] BWA: DISCARDED add_gap_morning_composite (score: 42.41%) [2025-11-22T03:03:29.398321] [INFO ] [main ] BWA: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:03:29.398354] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T03:03:29.398390] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:29.411600] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:29.412887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:29.412948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:29.417739] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:29.418540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:29.476981] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:29.478222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:29.479286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:29.768197] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 10.6s | Global ETA: 17m 6s [2025-11-22T03:03:29.769103] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:29.769174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:29.770890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:29.771364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:29.771783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:29.772518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:29.773411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:29.774144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:29.867890] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.75% | Symbol ETA: 27.7s | Global ETA: 17m 6s [2025-11-22T03:03:30.036959] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.38%, Actual: 1.81% [2025-11-22T03:03:30.044258] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 13.3s | Global ETA: 17m 6s [2025-11-22T03:03:30.046198] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:30.046261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:30.046991] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:30.089936] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.83% | Symbol ETA: 35.4s | Global ETA: 17m 6s [2025-11-22T03:03:30.090944] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:30.091007] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:30.096032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:30.096878] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:30.154235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:30.178173] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:30.179344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:30.215670] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.00%, Actual: 2.21% [2025-11-22T03:03:30.396412] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 3.98% [2025-11-22T03:03:30.432761] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 9.9s | Global ETA: 17m 6s [2025-11-22T03:03:30.434127] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:30.434190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:30.435839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:30.436319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:30.436717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:30.437458] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:30.438378] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:30.439128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:30.564330] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 2.93%, Actual: 2.59% [2025-11-22T03:03:30.732258] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.67%, Actual: 1.80% [2025-11-22T03:03:30.750040] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 12.7s | Global ETA: 17m 6s [2025-11-22T03:03:30.750978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:30.751041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:30.751727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:30.764854] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.48% | Symbol ETA: 34.7s | Global ETA: 17m 6s [2025-11-22T03:03:30.765808] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:30.765873] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:30.771055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:30.771886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:30.829573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:30.877851] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:30.879020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:30.900940] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 3.05% [2025-11-22T03:03:31.072279] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.85%, Actual: 0.55% [2025-11-22T03:03:31.085816] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 9.2s | Global ETA: 17m 6s [2025-11-22T03:03:31.086709] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:31.086771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:31.088465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:31.088955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:31.089350] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:31.090115] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:31.090991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:31.091683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:31.245690] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 1.70%, Actual: 0.09% [2025-11-22T03:03:31.411715] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.95%, Actual: 0.87% [2025-11-22T03:03:31.444131] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.83% | Symbol ETA: 34.1s | Global ETA: 17m 6s [2025-11-22T03:03:31.445044] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:31.445112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:31.450506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:31.451372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:31.451403] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 12.0s | Global ETA: 17m 6s [2025-11-22T03:03:31.452328] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:31.452389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:31.453078] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:31.508375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:31.578332] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.75%, Actual: 3.13% [2025-11-22T03:03:31.578509] [INFO ] [main ] FC: Magnitude Forecast Confidence: 48.5491% [2025-11-22T03:03:31.578597] [INFO ] [main ] FC: DISCARDED add_gaps (score: 48.55%) [2025-11-22T03:03:31.578639] [INFO ] [main ] FC: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:03:31.578692] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies'] [2025-11-22T03:03:31.578727] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:31.581948] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:31.583116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:31.591948] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:31.593244] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:31.593305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:31.594994] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:31.595491] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:31.596737] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:31.767040] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 8.6s | Global ETA: 17m 6s [2025-11-22T03:03:31.767991] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:31.768054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:31.769774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:31.770257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:31.770639] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:31.771385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:31.772269] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:03:31.772955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.143313] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 1.44% | Symbol ETA: 33.4s | Global ETA: 17m 6s [2025-11-22T03:03:32.144219] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.144311] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:32.149196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:32.150014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:32.168110] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 11.3s | Global ETA: 17m 6s [2025-11-22T03:03:32.169031] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.169092] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:32.169771] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:32.190727] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 1.59% | Symbol ETA: 28.9s | Global ETA: 17m 6s [2025-11-22T03:03:32.191590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.191677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:32.193308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:32.193798] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:32.195011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.205797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.292339] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:32.293705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.429171] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 7.9s | Global ETA: 17m 7s [2025-11-22T03:03:32.609028] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 3.94% [2025-11-22T03:03:32.784352] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.81% [2025-11-22T03:03:32.794961] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.75% | Symbol ETA: 28.3s | Global ETA: 17m 7s [2025-11-22T03:03:32.795881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.795947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:32.797580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:32.798109] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:32.799322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.811429] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.42% | Symbol ETA: 32.7s | Global ETA: 17m 7s [2025-11-22T03:03:32.812417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.812487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:32.817897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:32.818730] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:32.874055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:32.880487] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.26% | Symbol ETA: 10.6s | Global ETA: 17m 7s [2025-11-22T03:03:32.881380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:32.881441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:32.882124] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:32.951905] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 1.32% [2025-11-22T03:03:33.003416] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:33.004487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:33.118822] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 1.40% [2025-11-22T03:03:33.284499] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 0.96% [2025-11-22T03:03:33.396625] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -5.53% | Symbol ETA: 27.7s | Global ETA: 17m 7s [2025-11-22T03:03:33.397594] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:33.397693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:33.399326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:33.399816] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:33.401025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:33.451519] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 2.82% [2025-11-22T03:03:33.462376] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.33% | Symbol ETA: 32.0s | Global ETA: 17m 7s [2025-11-22T03:03:33.463251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:33.463312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:33.468060] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:33.468859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:33.524992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:33.564532] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.30% | Symbol ETA: 9.9s | Global ETA: 17m 7s [2025-11-22T03:03:33.565430] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:33.565492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:33.566178] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:33.618003] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 2.05% [2025-11-22T03:03:33.688892] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:33.690039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:33.784003] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 1.42% [2025-11-22T03:03:33.949500] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.48% [2025-11-22T03:03:33.988371] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 27.1s | Global ETA: 17m 7s [2025-11-22T03:03:33.989257] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:33.989319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:33.990954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:33.991425] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:33.992636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.110748] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.45% | Symbol ETA: 31.3s | Global ETA: 17m 7s [2025-11-22T03:03:34.111629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:34.111717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:34.116441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.117226] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:34.119684] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.89%, Actual: 1.64% [2025-11-22T03:03:34.119879] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.9831% [2025-11-22T03:03:34.119955] [INFO ] [main ] JPM: DISCARDED add_overnight_gap_mag (score: 48.98%) [2025-11-22T03:03:34.119996] [INFO ] [main ] JPM: Testing feature 29/53: add_pct_change [2025-11-22T03:03:34.120028] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_pct_change'] [2025-11-22T03:03:34.120082] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:34.131695] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:34.132937] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:34.133002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:34.134719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:34.135224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:34.135630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.136411] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:34.137332] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:34.139398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.172628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.258590] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 9.2s | Global ETA: 17m 7s [2025-11-22T03:03:34.259544] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:34.259608] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.260322] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:34.384404] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:34.385618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.593971] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.81% | Symbol ETA: 26.5s | Global ETA: 17m 7s [2025-11-22T03:03:34.594913] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:34.594976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:34.596678] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:34.597170] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:34.598477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.761474] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 30.7s | Global ETA: 17m 7s [2025-11-22T03:03:34.762385] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:34.762447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:34.767210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.768027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:34.812765] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.24% | Symbol ETA: 13.3s | Global ETA: 17m 7s [2025-11-22T03:03:34.813698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:34.813770] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:34.815455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:34.815974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:34.816396] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.817170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:34.818146] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:34.820188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.823111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:34.986733] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 8.5s | Global ETA: 17m 7s [2025-11-22T03:03:34.987666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:34.987743] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:34.988410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:35.114353] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:35.115549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:35.199416] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.19% | Symbol ETA: 25.9s | Global ETA: 17m 7s [2025-11-22T03:03:35.200304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:35.200366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:35.202042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:35.202548] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:35.203788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:35.408231] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.09% | Symbol ETA: 30.0s | Global ETA: 17m 7s [2025-11-22T03:03:35.409164] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:35.409248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:35.414006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:35.414816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:35.470303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:35.495602] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.41% | Symbol ETA: 12.6s | Global ETA: 17m 7s [2025-11-22T03:03:35.496509] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:35.496571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:35.498323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:35.498902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:35.499310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:35.500078] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:35.500985] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:35.503046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:35.697718] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 7.8s | Global ETA: 17m 7s [2025-11-22T03:03:35.698600] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:35.698683] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:35.699407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:35.800167] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 25.3s | Global ETA: 17m 7s [2025-11-22T03:03:35.801052] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:35.801113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:35.802790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:35.803296] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:35.804516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:35.826888] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:35.828194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:36.056528] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.74% | Symbol ETA: 29.3s | Global ETA: 17m 7s [2025-11-22T03:03:36.182260] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -2.18% | Symbol ETA: 12.0s | Global ETA: 17m 7s [2025-11-22T03:03:36.183228] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:36.183292] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:36.184997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:36.185486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:36.185916] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:36.186686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:36.187628] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:36.189638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:36.222713] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.83%, Actual: 1.26% [2025-11-22T03:03:36.386759] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.48%, Actual: 3.62% [2025-11-22T03:03:36.396168] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.29% | Symbol ETA: 7.1s | Global ETA: 17m 7s [2025-11-22T03:03:36.400921] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.28% | Symbol ETA: 24.7s | Global ETA: 17m 7s [2025-11-22T03:03:36.401834] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:36.401898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:36.403571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:36.404076] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:36.405322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:36.550699] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.83%, Actual: 0.56% [2025-11-22T03:03:36.563067] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 3.90% [2025-11-22T03:03:36.714053] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 1.44%, Actual: 1.63% [2025-11-22T03:03:36.730699] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 1.68% [2025-11-22T03:03:36.861709] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.98% | Symbol ETA: 11.3s | Global ETA: 17m 7s [2025-11-22T03:03:36.862590] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:36.862675] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:36.864314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:36.864806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:36.865208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:36.865977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:36.866892] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:36.868900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:36.876805] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.42%, Actual: 1.89% [2025-11-22T03:03:36.903460] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.91% [2025-11-22T03:03:36.997615] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.60% | Symbol ETA: 24.1s | Global ETA: 17m 7s [2025-11-22T03:03:36.998526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:36.998600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:37.000245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:37.000739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:37.001972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:37.043327] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.33%, Actual: 1.98% [2025-11-22T03:03:37.076912] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.15%, Actual: 0.88% [2025-11-22T03:03:37.207770] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.45%, Actual: 0.31% [2025-11-22T03:03:37.253942] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.26%, Actual: 0.14% [2025-11-22T03:03:37.371802] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.77% [2025-11-22T03:03:37.422186] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.30%, Actual: 1.08% [2025-11-22T03:03:37.536320] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.09%, Actual: 0.83% [2025-11-22T03:03:37.539063] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 10.6s | Global ETA: 17m 7s [2025-11-22T03:03:37.540049] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:37.540456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:37.542239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:37.542790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:37.543248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:37.544050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:37.544974] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:37.547013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:37.590356] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.67% | Symbol ETA: 23.5s | Global ETA: 17m 7s [2025-11-22T03:03:37.593091] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.63% [2025-11-22T03:03:37.702540] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.74%, Actual: 0.05% [2025-11-22T03:03:37.702727] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 53.8736% [2025-11-22T03:03:37.702833] [INFO ] [main ] BWA: KEPT add_gap_resolution_state (score: 53.87%) [2025-11-22T03:03:37.702876] [INFO ] [main ] BWA: Testing feature 13/53: add_gaps [2025-11-22T03:03:37.702908] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_gaps'] [2025-11-22T03:03:37.702942] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:37.715598] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:37.716860] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:37.716921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:37.721628] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:37.722435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:37.757271] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.59%, Actual: 1.81% [2025-11-22T03:03:37.761405] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 1.68% [2025-11-22T03:03:37.777943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:37.778790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:37.925798] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.75%, Actual: 2.21% [2025-11-22T03:03:37.930668] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.64% [2025-11-22T03:03:38.092943] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -5.53%, Actual: 3.98% [2025-11-22T03:03:38.100808] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.29%, Actual: 1.79% [2025-11-22T03:03:38.101008] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.7559% [2025-11-22T03:03:38.101097] [INFO ] [main ] ADX: DISCARDED add_preclose_acceleration_mag (score: 33.76%) [2025-11-22T03:03:38.101143] [INFO ] [main ] ADX: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:03:38.101176] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_prev_1100_to_open'] [2025-11-22T03:03:38.101233] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:38.113374] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:38.114757] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:38.114820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:38.115557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:38.215902] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 9.9s | Global ETA: 17m 8s [2025-11-22T03:03:38.216810] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:38.216873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:38.218517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:38.219036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:38.219421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:38.220158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:38.221049] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:38.223030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:38.246996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:38.247988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:38.258191] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.59% [2025-11-22T03:03:38.369861] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.76% | Symbol ETA: 33.6s | Global ETA: 17m 8s [2025-11-22T03:03:38.370754] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:38.370816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:38.375501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:38.376283] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:38.422978] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.81%, Actual: 1.80% [2025-11-22T03:03:38.432598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:38.433398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:38.590632] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.19%, Actual: 3.05% [2025-11-22T03:03:38.756902] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.55% [2025-11-22T03:03:38.826912] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 12.8s | Global ETA: 17m 8s [2025-11-22T03:03:38.827849] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:38.827912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:38.828662] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:38.900673] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.53% | Symbol ETA: 9.2s | Global ETA: 17m 8s [2025-11-22T03:03:38.901565] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:38.901629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:38.903303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:38.903873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:38.904261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:38.905008] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:38.905896] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:38.907888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:38.922880] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.28%, Actual: 0.09% [2025-11-22T03:03:38.957971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:38.958879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.024501] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 32.9s | Global ETA: 17m 8s [2025-11-22T03:03:39.025424] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:39.025486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:39.030277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:39.031061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:39.087239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:39.088073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.088381] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.60%, Actual: 0.87% [2025-11-22T03:03:39.253030] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.67%, Actual: 3.13% [2025-11-22T03:03:39.253225] [INFO ] [main ] FC: Magnitude Forecast Confidence: 47.3105% [2025-11-22T03:03:39.253304] [INFO ] [main ] FC: DISCARDED add_intraday_skewness_proxies (score: 47.31%) [2025-11-22T03:03:39.253347] [INFO ] [main ] FC: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:03:39.253379] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile'] [2025-11-22T03:03:39.253413] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:39.266404] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:39.267698] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:39.267761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:39.269403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:39.269922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:39.355687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.533952] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 12.1s | Global ETA: 17m 8s [2025-11-22T03:03:39.534847] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:39.534907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:39.535574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:39.579812] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.97% | Symbol ETA: 8.6s | Global ETA: 17m 8s [2025-11-22T03:03:39.580704] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:39.580766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:39.582407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:39.582901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:39.583282] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:39.584021] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:39.584944] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:39.586898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.663800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:39.664701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.675698] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.91% | Symbol ETA: 32.3s | Global ETA: 17m 8s [2025-11-22T03:03:39.676581] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:39.676661] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:39.681412] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:39.682192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:39.737899] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:39.738735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:39.949270] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 8.88% | Symbol ETA: 27.0s | Global ETA: 17m 8s [2025-11-22T03:03:39.950209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:39.950272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:39.951926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:39.952407] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:40.037908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:40.246128] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 11.4s | Global ETA: 17m 8s [2025-11-22T03:03:40.247041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:40.247105] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:40.247838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:40.250351] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -1.35% | Symbol ETA: 7.9s | Global ETA: 17m 8s [2025-11-22T03:03:40.251249] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:40.251311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:40.252951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:40.253424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:40.253832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:40.254594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:40.255465] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:03:40.257443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:40.325278] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.45% | Symbol ETA: 31.6s | Global ETA: 17m 8s [2025-11-22T03:03:40.326180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:40.326242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:40.330964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:40.331747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:40.376604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:40.377562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:40.387624] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:40.388433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:40.630095] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.67% | Symbol ETA: 26.3s | Global ETA: 17m 8s [2025-11-22T03:03:40.630989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:40.631052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:40.632843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:40.633315] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:40.718658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:40.923313] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 7.2s | Global ETA: 17m 8s [2025-11-22T03:03:40.949882] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 10.7s | Global ETA: 17m 8s [2025-11-22T03:03:40.950787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:40.950848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:40.951511] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:40.974884] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.64% | Symbol ETA: 30.9s | Global ETA: 17m 8s [2025-11-22T03:03:40.975766] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:40.975828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:40.980596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:40.981723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:41.037381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:41.038201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:41.077067] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:41.077876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:41.095812] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.24%, Actual: 3.94% [2025-11-22T03:03:41.267151] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 1.81% [2025-11-22T03:03:41.318456] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 25.6s | Global ETA: 17m 8s [2025-11-22T03:03:41.319345] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:41.319406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:41.321052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:41.321882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:41.406512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:41.435609] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -2.18%, Actual: 1.32% [2025-11-22T03:03:41.607992] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.98%, Actual: 1.40% [2025-11-22T03:03:41.625424] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 30.3s | Global ETA: 17m 8s [2025-11-22T03:03:41.626308] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:41.626370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:41.631109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:41.631889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:41.671434] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 10.0s | Global ETA: 17m 8s [2025-11-22T03:03:41.672396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:41.672460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:41.673210] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:41.687837] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:41.688629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:41.781723] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 0.96% [2025-11-22T03:03:41.805299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:41.806268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:41.955405] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 2.82% [2025-11-22T03:03:41.999824] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -2.36% | Symbol ETA: 24.9s | Global ETA: 17m 8s [2025-11-22T03:03:42.000721] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:42.000803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:42.002458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:42.002959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:42.088032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:42.123834] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.53%, Actual: 2.05% [2025-11-22T03:03:42.272677] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 29.6s | Global ETA: 17m 8s [2025-11-22T03:03:42.273550] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:42.273612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:42.278527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:42.279362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:42.288911] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.97%, Actual: 1.42% [2025-11-22T03:03:42.334290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:42.335094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:42.388184] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.59% | Symbol ETA: 9.3s | Global ETA: 17m 8s [2025-11-22T03:03:42.389136] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:42.389199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:42.389919] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:42.455243] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -1.35%, Actual: 0.48% [2025-11-22T03:03:42.520879] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:42.521916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:42.625182] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 1.64% [2025-11-22T03:03:42.625381] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 51.4959% [2025-11-22T03:03:42.625460] [INFO ] [main ] JPM: DISCARDED add_pct_change (score: 51.50%) [2025-11-22T03:03:42.625503] [INFO ] [main ] JPM: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:03:42.625534] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_preclose_acceleration_mag'] [2025-11-22T03:03:42.625568] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:42.637220] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:42.638491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:42.638950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:42.640763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:42.641383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:42.641826] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:42.642563] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:42.643455] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:42.644488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:42.678051] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.92% | Symbol ETA: 24.2s | Global ETA: 17m 8s [2025-11-22T03:03:42.678941] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:42.679004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:42.680659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:42.681140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:42.766035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:42.936765] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.63% | Symbol ETA: 29.0s | Global ETA: 17m 8s [2025-11-22T03:03:42.937678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:42.937739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:42.942375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:42.943171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:42.997843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:42.998784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.107091] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 8.6s | Global ETA: 17m 9s [2025-11-22T03:03:43.107999] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:43.108061] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:43.108754] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:43.236804] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:43.237791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.311705] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.30% | Symbol ETA: 12.8s | Global ETA: 17m 9s [2025-11-22T03:03:43.312629] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:43.312779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:43.314478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:43.314991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:43.315394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:43.316168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:43.317101] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:43.318198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.355185] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.65% | Symbol ETA: 23.6s | Global ETA: 17m 9s [2025-11-22T03:03:43.356070] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:43.356132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:43.357801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:43.358277] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:43.444550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.585229] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.54% | Symbol ETA: 28.3s | Global ETA: 17m 9s [2025-11-22T03:03:43.586116] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:43.586179] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:43.590932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:43.591712] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:43.647249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:03:43.648131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.816361] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 7.9s | Global ETA: 17m 9s [2025-11-22T03:03:43.817631] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:43.817729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:43.818673] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:43.947515] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:43.948474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:43.977890] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.56% | Symbol ETA: 12.1s | Global ETA: 17m 9s [2025-11-22T03:03:43.978802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:43.978867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:43.980573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:43.981079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:43.981477] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:43.982273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:43.983214] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:43.984263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:44.042546] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.40% | Symbol ETA: 22.9s | Global ETA: 17m 9s [2025-11-22T03:03:44.043745] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:44.043821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:44.046032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:44.046634] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:44.141606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:44.237906] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 27.7s | Global ETA: 17m 9s [2025-11-22T03:03:44.405334] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.76%, Actual: 1.26% [2025-11-22T03:03:44.526273] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 7.1s | Global ETA: 17m 9s [2025-11-22T03:03:44.527188] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:44.527255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:44.527981] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:44.571308] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 3.62% [2025-11-22T03:03:44.649150] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 11.4s | Global ETA: 17m 9s [2025-11-22T03:03:44.650070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:44.650134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:44.651827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:44.652343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:44.652791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:44.653539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:44.654448] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:44.655477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:44.657455] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:44.658399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:44.737990] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.91%, Actual: 0.56% [2025-11-22T03:03:44.744576] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.82% | Symbol ETA: 22.2s | Global ETA: 17m 9s [2025-11-22T03:03:44.745478] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:44.745539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:44.747205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:44.747721] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:44.831295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:44.910838] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.45%, Actual: 1.63% [2025-11-22T03:03:45.075384] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.64%, Actual: 1.89% [2025-11-22T03:03:45.226621] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 6.4s | Global ETA: 17m 9s [2025-11-22T03:03:45.241096] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.62%, Actual: 1.98% [2025-11-22T03:03:45.321279] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.44% | Symbol ETA: 10.8s | Global ETA: 17m 9s [2025-11-22T03:03:45.322199] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:45.322265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:45.323915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:45.324394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:45.324805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:45.325527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:45.326449] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:45.327503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:45.394556] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 3.90% [2025-11-22T03:03:45.407488] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.31% [2025-11-22T03:03:45.421287] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.06% | Symbol ETA: 21.5s | Global ETA: 17m 9s [2025-11-22T03:03:45.422191] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:45.422265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:45.423944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:45.424416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:45.510207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:45.559607] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 1.68% [2025-11-22T03:03:45.573780] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.63%, Actual: 0.77% [2025-11-22T03:03:45.725697] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.91% [2025-11-22T03:03:45.740200] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.54%, Actual: 0.83% [2025-11-22T03:03:45.891539] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.88% [2025-11-22T03:03:45.908369] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.05% [2025-11-22T03:03:45.908581] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 44.8966% [2025-11-22T03:03:45.908633] [INFO ] [main ] BWA: DISCARDED add_gaps (score: 44.90%) [2025-11-22T03:03:45.908693] [INFO ] [main ] BWA: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:03:45.908725] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_intraday_skewness_proxies'] [2025-11-22T03:03:45.908759] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:45.921633] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:45.923149] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:45.923223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:45.928034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:45.928891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:45.985887] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:45.987163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:45.994754] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.84% | Symbol ETA: 10.1s | Global ETA: 17m 9s [2025-11-22T03:03:45.995698] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:45.995763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:45.997470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:45.997986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:45.998391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:45.999169] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:46.000093] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:46.001147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:46.056137] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.14% [2025-11-22T03:03:46.101772] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.89% | Symbol ETA: 20.8s | Global ETA: 17m 9s [2025-11-22T03:03:46.220213] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.08% [2025-11-22T03:03:46.268586] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 8.88%, Actual: 1.81% [2025-11-22T03:03:46.384073] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.63% [2025-11-22T03:03:46.436314] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.67%, Actual: 2.21% [2025-11-22T03:03:46.548335] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 1.68% [2025-11-22T03:03:46.574544] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.23% | Symbol ETA: 30.5s | Global ETA: 17m 9s [2025-11-22T03:03:46.575497] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:46.575559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:46.580694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:46.581455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:46.603457] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 3.98% [2025-11-22T03:03:46.637297] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:46.638543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:46.662881] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 9.4s | Global ETA: 17m 9s [2025-11-22T03:03:46.663796] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:46.663859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:46.665508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:46.666014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:46.666402] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:46.667146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:46.668403] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:46.669402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:46.718185] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 0.64% [2025-11-22T03:03:46.770072] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 2.59% [2025-11-22T03:03:46.881531] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 1.79% [2025-11-22T03:03:46.881709] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 32.1709% [2025-11-22T03:03:46.881797] [INFO ] [main ] ADX: DISCARDED add_prev_1100_to_open (score: 32.17%) [2025-11-22T03:03:46.881838] [INFO ] [main ] ADX: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:03:46.881869] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_prev_close_to_1100'] [2025-11-22T03:03:46.881902] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:46.893606] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:46.894883] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:46.894944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:46.895659] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:46.936886] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.92%, Actual: 1.80% [2025-11-22T03:03:47.021031] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:47.021793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.105151] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.65%, Actual: 3.05% [2025-11-22T03:03:47.230877] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.58% | Symbol ETA: 29.9s | Global ETA: 17m 9s [2025-11-22T03:03:47.231773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:47.231837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:47.236555] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:47.237337] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:47.271364] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.40%, Actual: 0.55% [2025-11-22T03:03:47.293256] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:47.294497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.321377] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.02% | Symbol ETA: 8.8s | Global ETA: 17m 9s [2025-11-22T03:03:47.322275] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:47.322338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:47.323975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:47.324461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:47.324874] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:47.325591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:47.326467] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:47.327525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.437012] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.82%, Actual: 0.09% [2025-11-22T03:03:47.587351] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.41% | Symbol ETA: 12.2s | Global ETA: 17m 9s [2025-11-22T03:03:47.588265] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:47.588340] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:47.589042] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:47.607005] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.06%, Actual: 0.87% [2025-11-22T03:03:47.715502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:47.716251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.785689] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.89%, Actual: 3.13% [2025-11-22T03:03:47.785906] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.2588% [2025-11-22T03:03:47.786015] [INFO ] [main ] FC: DISCARDED add_intraday_volatility_percentile (score: 45.26%) [2025-11-22T03:03:47.786059] [INFO ] [main ] FC: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:03:47.786090] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag'] [2025-11-22T03:03:47.786122] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:47.799814] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:47.801249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:47.801308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:47.803001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:47.803527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:47.804184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.891428] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 29.2s | Global ETA: 17m 9s [2025-11-22T03:03:47.892345] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:47.892407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:47.897222] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:47.898092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:47.954057] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:47.955455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:47.989205] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 8.1s | Global ETA: 17m 9s [2025-11-22T03:03:47.990132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:47.990198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:47.991912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:47.992392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:47.992832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:47.993589] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:47.994472] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:47.995479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:48.341872] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 11.7s | Global ETA: 17m 9s [2025-11-22T03:03:48.346016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:48.346077] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:48.346765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:48.424940] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.24% | Symbol ETA: 26.7s | Global ETA: 17m 10s [2025-11-22T03:03:48.425832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:48.425893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:48.427542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:48.428048] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:48.428704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:48.470426] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:48.471176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:48.548303] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 28.6s | Global ETA: 17m 10s [2025-11-22T03:03:48.549230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:48.549317] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:48.554082] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:48.554879] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:48.610108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:48.611364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:48.644954] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 7.4s | Global ETA: 17m 10s [2025-11-22T03:03:48.645850] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:48.645912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:48.647744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:48.648258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:48.648718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:48.649459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:48.650355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:03:48.651367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.035199] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 10.9s | Global ETA: 17m 10s [2025-11-22T03:03:49.036107] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:49.036168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:49.036937] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:49.042394] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.08% | Symbol ETA: 26.0s | Global ETA: 17m 10s [2025-11-22T03:03:49.043356] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:49.043419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:49.045173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:49.045736] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:49.046512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.160596] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:49.161391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.202840] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 27.9s | Global ETA: 17m 10s [2025-11-22T03:03:49.203733] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:49.203795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:49.208503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:49.209292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:49.264765] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:49.265990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.299143] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.54% | Symbol ETA: 6.7s | Global ETA: 17m 10s [2025-11-22T03:03:49.466410] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.30%, Actual: 3.94% [2025-11-22T03:03:49.634507] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.56%, Actual: 1.81% [2025-11-22T03:03:49.661418] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.79% | Symbol ETA: 25.4s | Global ETA: 17m 10s [2025-11-22T03:03:49.662347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:49.662409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:49.664184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:49.664693] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:49.665387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.726737] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 10.2s | Global ETA: 17m 10s [2025-11-22T03:03:49.727620] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:49.727701] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:49.728366] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:49.809375] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.92%, Actual: 1.32% [2025-11-22T03:03:49.851691] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:49.852418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.859522] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.49% | Symbol ETA: 27.2s | Global ETA: 17m 10s [2025-11-22T03:03:49.860429] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:49.860490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:49.865289] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:49.866093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:49.921730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:49.922959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:49.980210] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.44%, Actual: 1.40% [2025-11-22T03:03:50.169493] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.84%, Actual: 0.96% [2025-11-22T03:03:50.282006] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.13% | Symbol ETA: 24.8s | Global ETA: 17m 10s [2025-11-22T03:03:50.282922] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:50.282984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:50.284633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:50.285137] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:50.285810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:50.336807] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 2.82% [2025-11-22T03:03:50.412072] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 9.5s | Global ETA: 17m 10s [2025-11-22T03:03:50.412962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:50.413024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:50.413704] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:50.505822] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.02%, Actual: 2.05% [2025-11-22T03:03:50.516428] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 26.6s | Global ETA: 17m 10s [2025-11-22T03:03:50.517346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:50.517440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:50.522207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:50.523014] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:50.536228] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:50.537205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:50.579780] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:50.581627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:50.685368] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.42% [2025-11-22T03:03:50.942617] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 0.48% [2025-11-22T03:03:51.035747] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 6.37% | Symbol ETA: 24.3s | Global ETA: 17m 10s [2025-11-22T03:03:51.037242] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:51.037334] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:51.040150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:51.040996] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:51.042037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:51.194142] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.54%, Actual: 1.64% [2025-11-22T03:03:51.194423] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 45.8268% [2025-11-22T03:03:51.194572] [INFO ] [main ] JPM: DISCARDED add_preclose_acceleration_mag (score: 45.83%) [2025-11-22T03:03:51.194670] [INFO ] [main ] JPM: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:03:51.194733] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_prev_1100_to_open'] [2025-11-22T03:03:51.194791] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:51.210488] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:51.212193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:51.212263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:51.214076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:51.214682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:51.215160] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:51.215976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:51.216954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:51.217756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:51.303615] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 8.9s | Global ETA: 17m 10s [2025-11-22T03:03:51.305088] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:51.305174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:51.306289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:51.417844] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 26.0s | Global ETA: 17m 10s [2025-11-22T03:03:51.419170] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:51.419258] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:51.426334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:51.428202] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:51.470315] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:51.471317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:51.514225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:51.515783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:51.720429] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.62% | Symbol ETA: 23.7s | Global ETA: 17m 10s [2025-11-22T03:03:51.721545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:51.721625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:51.723340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:51.723881] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:51.724533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:51.959733] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.91% | Symbol ETA: 13.0s | Global ETA: 17m 10s [2025-11-22T03:03:51.960616] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:51.960705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:51.962373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:51.962878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:51.963270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:51.964397] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:51.965294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:51.965993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.079439] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 8.2s | Global ETA: 17m 10s [2025-11-22T03:03:52.080351] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:52.080415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:52.081115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:52.205382] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 25.3s | Global ETA: 17m 10s [2025-11-22T03:03:52.206286] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:52.206353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:52.211123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:52.211915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:52.223226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:52.224237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.266764] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:03:52.268176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.336487] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 23.0s | Global ETA: 17m 10s [2025-11-22T03:03:52.337371] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:52.337448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:52.339130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:52.339638] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:52.340286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.644029] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 2.43% | Symbol ETA: 12.0s | Global ETA: 17m 10s [2025-11-22T03:03:52.644966] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:52.645028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:52.646878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:52.647375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:52.647833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:52.648636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:52.649548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:52.650256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.819713] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 7.4s | Global ETA: 17m 10s [2025-11-22T03:03:52.820871] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:52.820949] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:52.821870] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:52.868785] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.10% | Symbol ETA: 24.6s | Global ETA: 17m 10s [2025-11-22T03:03:52.947094] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 22.3s | Global ETA: 17m 10s [2025-11-22T03:03:52.948013] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:52.948074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:52.949846] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:52.949800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:52.950633] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:52.950802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:52.951288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:53.036341] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.23%, Actual: 1.26% [2025-11-22T03:03:53.224315] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.58%, Actual: 3.62% [2025-11-22T03:03:53.383073] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.92% | Symbol ETA: 11.4s | Global ETA: 17m 10s [2025-11-22T03:03:53.384027] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:53.384099] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:53.385820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:53.386312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:53.386774] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:53.387551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:53.388488] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:53.389205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:53.392348] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 0.56% [2025-11-22T03:03:53.520435] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 6.7s | Global ETA: 17m 10s [2025-11-22T03:03:53.521322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:53.521386] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:53.522079] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:53.546591] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 3.06% | Symbol ETA: 21.7s | Global ETA: 17m 10s [2025-11-22T03:03:53.547527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:53.547588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:53.549219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:53.549708] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:03:53.550334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:53.576675] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.63% [2025-11-22T03:03:53.644768] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:53.645729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:53.763994] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 1.89% [2025-11-22T03:03:53.964723] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.49%, Actual: 1.98% [2025-11-22T03:03:54.058509] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.25% | Symbol ETA: 10.6s | Global ETA: 17m 11s [2025-11-22T03:03:54.059406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:54.059469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:54.061134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:54.061609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:54.062009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:54.062772] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:54.063636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:54.064325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:54.130591] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.31% [2025-11-22T03:03:54.143844] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.60% | Symbol ETA: 21.0s | Global ETA: 17m 11s [2025-11-22T03:03:54.225995] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 5.9s | Global ETA: 17m 11s [2025-11-22T03:03:54.295692] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 0.77% [2025-11-22T03:03:54.311942] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.24%, Actual: 1.81% [2025-11-22T03:03:54.396312] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.41%, Actual: 3.90% [2025-11-22T03:03:54.462564] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 0.83% [2025-11-22T03:03:54.481904] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.08%, Actual: 2.21% [2025-11-22T03:03:54.570273] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 1.68% [2025-11-22T03:03:54.628324] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.10%, Actual: 0.05% [2025-11-22T03:03:54.628491] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.8379% [2025-11-22T03:03:54.628592] [INFO ] [main ] BWA: DISCARDED add_intraday_skewness_proxies (score: 45.84%) [2025-11-22T03:03:54.628634] [INFO ] [main ] BWA: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:03:54.628685] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_intraday_volatility_percentile'] [2025-11-22T03:03:54.628720] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:03:54.641945] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:54.643355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:54.643421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:54.648305] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:54.649098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:54.651053] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.79%, Actual: 3.98% [2025-11-22T03:03:54.706059] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:54.731076] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 9.8s | Global ETA: 17m 11s [2025-11-22T03:03:54.731995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:54.732059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:54.733745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:54.734223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:54.734605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:54.735354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:54.736282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:54.736978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:54.744972] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.91% [2025-11-22T03:03:54.791942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:54.818446] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.13%, Actual: 2.59% [2025-11-22T03:03:54.929983] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.88% [2025-11-22T03:03:54.985878] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 6.37%, Actual: 1.80% [2025-11-22T03:03:55.102033] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.14% [2025-11-22T03:03:55.155975] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.62%, Actual: 3.05% [2025-11-22T03:03:55.274633] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.08% [2025-11-22T03:03:55.323917] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 0.55% [2025-11-22T03:03:55.384627] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.89% | Symbol ETA: 30.3s | Global ETA: 17m 11s [2025-11-22T03:03:55.385502] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:55.385564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:55.390390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:55.391161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:55.396409] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.56% | Symbol ETA: 9.1s | Global ETA: 17m 11s [2025-11-22T03:03:55.397339] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:55.397419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:55.399166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:55.399714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:55.400131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:55.400887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:55.401789] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:55.402493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:55.447728] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:55.448054] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.63% [2025-11-22T03:03:55.492276] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.09% [2025-11-22T03:03:55.532256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:55.622773] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.68% [2025-11-22T03:03:55.660475] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 3.06%, Actual: 0.87% [2025-11-22T03:03:55.800245] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.64% [2025-11-22T03:03:55.829050] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.60%, Actual: 3.13% [2025-11-22T03:03:55.829281] [INFO ] [main ] FC: Magnitude Forecast Confidence: 50.8000% [2025-11-22T03:03:55.829373] [INFO ] [main ] FC: DISCARDED add_last_hour_momentum_mag (score: 50.80%) [2025-11-22T03:03:55.829414] [INFO ] [main ] FC: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:03:55.829447] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_day_volatility'] [2025-11-22T03:03:55.829481] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:03:55.842694] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:55.844215] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:55.844276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:55.845990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:55.846498] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:55.848399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:55.969705] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.75%, Actual: 1.79% [2025-11-22T03:03:55.969912] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 38.1955% [2025-11-22T03:03:55.969994] [INFO ] [main ] ADX: DISCARDED add_prev_close_to_1100 (score: 38.20%) [2025-11-22T03:03:55.970039] [INFO ] [main ] ADX: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:03:55.970072] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_prev_close_to_open'] [2025-11-22T03:03:55.970109] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:03:55.982049] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:55.983468] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:55.983529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:55.984250] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:56.057339] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.03% | Symbol ETA: 8.4s | Global ETA: 17m 11s [2025-11-22T03:03:56.058264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:56.058327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:56.060052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:56.060519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:56.060924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:56.061663] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:56.062514] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:56.063198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.118570] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:56.119612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.122849] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 29.6s | Global ETA: 17m 11s [2025-11-22T03:03:56.123726] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:56.123789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:56.128756] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:56.129538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:56.185688] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:56.270562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.450962] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 23.6s | Global ETA: 17m 11s [2025-11-22T03:03:56.451888] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:56.451949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:56.453620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:56.454141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:56.455965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.705389] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 12.2s | Global ETA: 17m 11s [2025-11-22T03:03:56.706290] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:56.706353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:56.707037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:56.720793] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 7.7s | Global ETA: 17m 11s [2025-11-22T03:03:56.722133] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:56.722195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:56.727093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:56.727594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:56.728036] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:56.728888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:56.729795] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:56.730464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.831158] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:56.832030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:56.857989] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 28.8s | Global ETA: 17m 11s [2025-11-22T03:03:56.858879] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:56.858942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:56.863729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:56.864490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:56.921450] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:57.006401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:57.055760] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -5.06% | Symbol ETA: 22.9s | Global ETA: 17m 11s [2025-11-22T03:03:57.056624] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:57.056706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:57.058414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:57.058979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:57.060893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:57.384155] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 7.0s | Global ETA: 17m 11s [2025-11-22T03:03:57.385075] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:57.385145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:57.386805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:57.387270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:57.387697] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:57.388412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:57.389321] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:03:57.390026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:57.409268] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 11.4s | Global ETA: 17m 11s [2025-11-22T03:03:57.410197] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:57.410259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:57.410967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:57.537077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:57.538018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:57.600851] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 28.1s | Global ETA: 17m 11s [2025-11-22T03:03:57.602075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:57.602137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:57.606839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:57.607661] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:57.663727] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:57.672296] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 22.4s | Global ETA: 17m 11s [2025-11-22T03:03:57.673287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:57.673351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:57.675077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:57.675587] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:57.677523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:57.748875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:58.051229] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.23% | Symbol ETA: 6.3s | Global ETA: 17m 11s [2025-11-22T03:03:58.112247] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.14% | Symbol ETA: 10.6s | Global ETA: 17m 11s [2025-11-22T03:03:58.113151] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:58.113214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:58.113938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:58.222344] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.91%, Actual: 3.94% [2025-11-22T03:03:58.240319] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:58.241298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:58.288011] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.52% | Symbol ETA: 21.8s | Global ETA: 17m 11s [2025-11-22T03:03:58.288930] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:58.289006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:58.290695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:58.291180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:58.293018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:58.365946] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 27.4s | Global ETA: 17m 11s [2025-11-22T03:03:58.366857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:58.366920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:58.371813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:58.372626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:58.392238] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 2.43%, Actual: 1.81% [2025-11-22T03:03:58.429067] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:58.512448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:58.568748] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.92%, Actual: 1.32% [2025-11-22T03:03:58.750264] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.25%, Actual: 1.40% [2025-11-22T03:03:58.820035] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 9.9s | Global ETA: 17m 11s [2025-11-22T03:03:58.821798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:58.821864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:58.822604] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:58.889320] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 21.1s | Global ETA: 17m 11s [2025-11-22T03:03:58.890536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:58.890603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:58.892249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:58.892753] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:58.894562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:58.929544] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 0.96% [2025-11-22T03:03:58.949544] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:58.950593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:59.100546] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.96% | Symbol ETA: 26.6s | Global ETA: 17m 12s [2025-11-22T03:03:59.101432] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:59.101498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:59.106190] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:59.106790] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.56%, Actual: 2.82% [2025-11-22T03:03:59.107012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:59.162807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:59.246706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:59.277837] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.03%, Actual: 2.05% [2025-11-22T03:03:59.479100] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 0.82% | Symbol ETA: 20.5s | Global ETA: 17m 12s [2025-11-22T03:03:59.479982] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:59.480043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:59.481682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:03:59.482162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:03:59.482075] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.42% [2025-11-22T03:03:59.483993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:59.534009] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: -0.05% | Symbol ETA: 9.2s | Global ETA: 17m 12s [2025-11-22T03:03:59.534921] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:03:59.534985] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:59.535716] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:03:59.651182] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.48% [2025-11-22T03:03:59.679350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:03:59.680311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:59.826096] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.23%, Actual: 1.64% [2025-11-22T03:03:59.826301] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 37.6470% [2025-11-22T03:03:59.826395] [INFO ] [main ] JPM: DISCARDED add_prev_1100_to_open (score: 37.65%) [2025-11-22T03:03:59.826442] [INFO ] [main ] JPM: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:03:59.826496] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_prev_close_to_1100'] [2025-11-22T03:03:59.826534] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:03:59.832947] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 25.9s | Global ETA: 17m 12s [2025-11-22T03:03:59.833890] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:03:59.833953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:03:59.838710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:59.838820] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:03:59.839505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:03:59.840368] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:03:59.840433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:03:59.842269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:03:59.842819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:03:59.843248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:03:59.844068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:03:59.844976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:03:59.845729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:03:59.895304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:03:59.981004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:00.132476] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.27% | Symbol ETA: 19.9s | Global ETA: 17m 12s [2025-11-22T03:04:00.133455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:00.133517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:00.135183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:00.135695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:00.137538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:00.284782] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 8.5s | Global ETA: 17m 12s [2025-11-22T03:04:00.285701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:00.285765] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:00.286450] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:00.412434] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:00.413292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:00.587461] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 12.6s | Global ETA: 17m 12s [2025-11-22T03:04:00.588372] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:00.588435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:00.590158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:00.590639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:00.591057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:00.591807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:00.592697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:00.593374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:00.973474] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 25.3s | Global ETA: 17m 12s [2025-11-22T03:04:00.974373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:00.974435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:00.979401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:00.980440] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:01.037950] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:04:01.064421] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 1.97% | Symbol ETA: 19.4s | Global ETA: 17m 12s [2025-11-22T03:04:01.065332] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:01.065392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:01.067056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:01.067589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:01.069391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.078186] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 7.9s | Global ETA: 17m 12s [2025-11-22T03:04:01.079079] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:01.079142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:01.079830] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:01.128095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.203021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:01.204312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.263488] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 11.5s | Global ETA: 17m 12s [2025-11-22T03:04:01.271009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:01.271090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:01.276448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:01.277041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:01.277490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:01.278326] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:01.279292] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:01.280131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.756269] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.58% | Symbol ETA: 24.5s | Global ETA: 17m 12s [2025-11-22T03:04:01.757443] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:01.757509] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:01.763062] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:01.763972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:01.799788] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 7.1s | Global ETA: 17m 12s [2025-11-22T03:04:01.801142] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:01.801207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:01.802159] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:01.806529] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.81% | Symbol ETA: 18.8s | Global ETA: 17m 12s [2025-11-22T03:04:01.807531] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:01.807603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:01.809696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:01.810274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:01.812526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.830954] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:04:01.923455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.936919] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:01.937919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:01.971908] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 10.8s | Global ETA: 17m 12s [2025-11-22T03:04:01.973186] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:01.973250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:01.974969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:01.975461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:01.975877] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:01.976689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:01.977757] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:01.978458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:02.448555] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.37% | Symbol ETA: 18.1s | Global ETA: 17m 12s [2025-11-22T03:04:02.536975] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 6.4s | Global ETA: 17m 12s [2025-11-22T03:04:02.537959] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:02.538024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:02.538727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:02.551299] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.62% | Symbol ETA: 23.7s | Global ETA: 17m 12s [2025-11-22T03:04:02.627124] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 3.15%, Actual: 1.81% [2025-11-22T03:04:02.659999] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:02.660903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:02.689868] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.88% | Symbol ETA: 10.1s | Global ETA: 17m 12s [2025-11-22T03:04:02.690786] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:02.690849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:02.692636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:02.693185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:02.693591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:02.694359] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:02.695244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:02.695944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:02.727735] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.89%, Actual: 1.26% [2025-11-22T03:04:02.798461] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -5.06%, Actual: 2.21% [2025-11-22T03:04:02.913234] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 3.62% [2025-11-22T03:04:02.968046] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 3.98% [2025-11-22T03:04:03.095163] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.56% [2025-11-22T03:04:03.138011] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.52%, Actual: 2.59% [2025-11-22T03:04:03.241084] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 5.7s | Global ETA: 17m 12s [2025-11-22T03:04:03.265846] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 1.63% [2025-11-22T03:04:03.312779] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 1.80% [2025-11-22T03:04:03.355062] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 9.4s | Global ETA: 17m 12s [2025-11-22T03:04:03.355967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:03.356029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:03.357766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:03.358271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:03.358696] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:03.359441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:03.360403] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:03.361132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:03.409441] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 3.90% [2025-11-22T03:04:03.431375] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 1.89% [2025-11-22T03:04:03.489212] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 0.82%, Actual: 3.05% [2025-11-22T03:04:03.581605] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.36%, Actual: 1.68% [2025-11-22T03:04:03.600062] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.96%, Actual: 1.98% [2025-11-22T03:04:03.658474] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.27%, Actual: 0.55% [2025-11-22T03:04:03.758408] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.14%, Actual: 0.91% [2025-11-22T03:04:03.774429] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.31% [2025-11-22T03:04:03.826629] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 1.97%, Actual: 0.09% [2025-11-22T03:04:03.928456] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 0.88% [2025-11-22T03:04:03.951120] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 0.77% [2025-11-22T03:04:03.993522] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.81%, Actual: 0.87% [2025-11-22T03:04:04.013211] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.30% | Symbol ETA: 8.6s | Global ETA: 17m 12s [2025-11-22T03:04:04.014273] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:04.014335] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:04.016154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:04.016630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:04.017041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:04.017815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:04.018697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:04.019363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:04.120880] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: -0.05%, Actual: 0.14% [2025-11-22T03:04:04.121592] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.58%, Actual: 0.83% [2025-11-22T03:04:04.160695] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.37%, Actual: 3.13% [2025-11-22T03:04:04.160907] [INFO ] [main ] FC: Magnitude Forecast Confidence: 39.0137% [2025-11-22T03:04:04.160994] [INFO ] [main ] FC: DISCARDED add_late_day_volatility (score: 39.01%) [2025-11-22T03:04:04.161039] [INFO ] [main ] FC: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:04:04.161089] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_hour_microstructure'] [2025-11-22T03:04:04.161125] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:04.175129] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:04.176420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:04.176481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:04.178216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:04.178770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:04.181509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:04.291410] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.62%, Actual: 0.05% [2025-11-22T03:04:04.291615] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 32.6297% [2025-11-22T03:04:04.291727] [INFO ] [main ] BWA: DISCARDED add_intraday_volatility_percentile (score: 32.63%) [2025-11-22T03:04:04.292100] [INFO ] [main ] BWA: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:04:04.292138] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_last_hour_momentum_mag'] [2025-11-22T03:04:04.292174] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:04.301607] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 1.08% [2025-11-22T03:04:04.305361] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:04.306710] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:04.306778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:04.311982] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:04.312827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:04.370828] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:04.371897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:04.470446] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 0.63% [2025-11-22T03:04:04.637358] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.68% [2025-11-22T03:04:04.692529] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 7.9s | Global ETA: 17m 13s [2025-11-22T03:04:04.693451] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:04.693516] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:04.695241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:04.695758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:04.696158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:04.696924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:04.697865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:04.698532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:04.784679] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.46% | Symbol ETA: 22.6s | Global ETA: 17m 13s [2025-11-22T03:04:04.785608] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:04.785692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:04.787485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:04.787999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:04.790894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:04.809812] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.64% [2025-11-22T03:04:04.981873] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.79% [2025-11-22T03:04:04.982111] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.9459% [2025-11-22T03:04:04.982201] [INFO ] [main ] ADX: DISCARDED add_prev_close_to_open (score: 31.95%) [2025-11-22T03:04:04.982246] [INFO ] [main ] ADX: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:04:04.982280] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_prior_day_tail_pressure'] [2025-11-22T03:04:04.982317] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:04.995341] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:04.996826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:04.996890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:04.997706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:04.999810] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 30.1s | Global ETA: 17m 13s [2025-11-22T03:04:05.000709] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:05.000773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:05.005548] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:05.006358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:05.064059] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:05.064995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:05.130907] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:05.134057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:05.350211] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 7.2s | Global ETA: 17m 13s [2025-11-22T03:04:05.351106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:05.351169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:05.352840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:05.353307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:05.353718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:05.354448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:05.355338] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:05.356021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:05.421481] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.45% | Symbol ETA: 22.1s | Global ETA: 17m 13s [2025-11-22T03:04:05.422437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:05.422501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:05.424341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:05.424861] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:05.427571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:05.673134] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.87% | Symbol ETA: 29.3s | Global ETA: 17m 13s [2025-11-22T03:04:05.674020] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:05.674106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:05.679008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:05.679823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:05.711541] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 11.6s | Global ETA: 17m 13s [2025-11-22T03:04:05.712454] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:05.712516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:05.713213] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:05.737065] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:05.737909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:05.844845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:05.848041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.016297] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 6.5s | Global ETA: 17m 13s [2025-11-22T03:04:06.017293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:06.017358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:06.019160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:06.019674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:06.020081] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:06.021274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:06.022204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:04:06.022990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.051933] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.30% | Symbol ETA: 21.5s | Global ETA: 17m 13s [2025-11-22T03:04:06.052846] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:06.052906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:06.054561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:06.055058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:06.057739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.358885] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.43% | Symbol ETA: 28.6s | Global ETA: 17m 13s [2025-11-22T03:04:06.359787] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:06.359907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:06.364791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:06.365553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:06.421551] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:06.422784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.439744] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.48% | Symbol ETA: 11.0s | Global ETA: 17m 13s [2025-11-22T03:04:06.440742] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:06.440805] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:06.441517] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:06.572833] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:06.575956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.670489] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.57% | Symbol ETA: 20.9s | Global ETA: 17m 13s [2025-11-22T03:04:06.671385] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:06.671446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:06.673110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:06.673623] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:06.676322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:06.691548] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.25% | Symbol ETA: 5.8s | Global ETA: 17m 13s [2025-11-22T03:04:06.860962] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 3.94% [2025-11-22T03:04:07.030406] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 1.81% [2025-11-22T03:04:07.036421] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 27.9s | Global ETA: 17m 13s [2025-11-22T03:04:07.037328] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:07.037411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:07.042303] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:07.043122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:07.099812] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:07.100478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:07.153805] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 10.2s | Global ETA: 17m 13s [2025-11-22T03:04:07.154752] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:07.154815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:07.155509] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:07.202109] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 1.32% [2025-11-22T03:04:07.273103] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.17% | Symbol ETA: 20.3s | Global ETA: 17m 13s [2025-11-22T03:04:07.274008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:07.274069] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:07.275715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:07.276195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:07.278915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:07.287313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:07.290418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:07.374944] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 1.40% [2025-11-22T03:04:07.547258] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 0.96% [2025-11-22T03:04:07.698463] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 27.2s | Global ETA: 17m 13s [2025-11-22T03:04:07.699374] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:07.699436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:07.704148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:07.704927] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:07.718354] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.30%, Actual: 2.82% [2025-11-22T03:04:07.762309] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:07.763233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:07.881759] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.33% | Symbol ETA: 9.5s | Global ETA: 17m 13s [2025-11-22T03:04:07.883177] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:07.883238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:07.883930] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:07.888159] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 2.05% [2025-11-22T03:04:07.929906] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 5.50% | Symbol ETA: 19.7s | Global ETA: 17m 13s [2025-11-22T03:04:07.930805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:07.930866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:07.932552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:07.933104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:07.935770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:08.013375] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:08.016453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:08.055099] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.41%, Actual: 1.42% [2025-11-22T03:04:08.222407] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.48% [2025-11-22T03:04:08.382296] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 26.6s | Global ETA: 17m 13s [2025-11-22T03:04:08.383248] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:08.383312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:08.388278] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:08.389127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:08.395859] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.25%, Actual: 1.64% [2025-11-22T03:04:08.396078] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 42.3086% [2025-11-22T03:04:08.396168] [INFO ] [main ] JPM: DISCARDED add_prev_close_to_1100 (score: 42.31%) [2025-11-22T03:04:08.396213] [INFO ] [main ] JPM: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:04:08.396247] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_prev_close_to_open'] [2025-11-22T03:04:08.396284] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:08.408926] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:08.410538] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:08.410623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:08.412632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:08.413192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:08.413611] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:08.414388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:08.415335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:08.416068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:08.447333] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:08.448317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:08.534501] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 19.0s | Global ETA: 17m 13s [2025-11-22T03:04:08.535405] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:08.535466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:08.537181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:08.537744] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:08.540385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:08.610815] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 8.8s | Global ETA: 17m 13s [2025-11-22T03:04:08.612334] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:08.612399] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:08.613160] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:08.746834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:08.750088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.066177] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 25.9s | Global ETA: 17m 13s [2025-11-22T03:04:09.067060] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:09.067121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:09.071966] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:09.072756] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:09.107371] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.96% | Symbol ETA: 11.6s | Global ETA: 17m 13s [2025-11-22T03:04:09.108366] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:09.108434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:09.110148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:09.110725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:09.111121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:09.111905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:09.112851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:09.113575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.127385] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:09.128302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.152581] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 18.4s | Global ETA: 17m 13s [2025-11-22T03:04:09.153701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:09.153765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:09.155481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:09.156073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:09.159056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.342097] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 8.1s | Global ETA: 17m 13s [2025-11-22T03:04:09.343000] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:09.343063] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:09.343740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:09.474683] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:09.477788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.732345] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 25.2s | Global ETA: 17m 13s [2025-11-22T03:04:09.733226] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:09.733288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:09.738038] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:09.738830] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:09.760776] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 17.8s | Global ETA: 17m 14s [2025-11-22T03:04:09.761674] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:09.761735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:09.763387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:09.763934] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:09.766548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.789522] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 10.9s | Global ETA: 17m 14s [2025-11-22T03:04:09.790469] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:09.790532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:09.792209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:09.792710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:09.793089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:09.793833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:09.794456] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:09.794707] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:09.795174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:09.795379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:10.047131] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: -0.15% | Symbol ETA: 7.4s | Global ETA: 17m 14s [2025-11-22T03:04:10.048035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:10.048097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:10.048781] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:10.172070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:10.175105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:10.399383] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.37% | Symbol ETA: 17.2s | Global ETA: 17m 14s [2025-11-22T03:04:10.408035] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 24.5s | Global ETA: 17m 14s [2025-11-22T03:04:10.408943] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:10.409005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:10.413742] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:10.414510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:10.453881] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.36% | Symbol ETA: 10.1s | Global ETA: 17m 14s [2025-11-22T03:04:10.455244] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:10.455307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:10.457003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:10.457499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:10.457942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:10.458686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:10.459548] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:10.460245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:10.470701] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:04:10.471548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:10.582491] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.46%, Actual: 1.81% [2025-11-22T03:04:10.747004] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 6.6s | Global ETA: 17m 14s [2025-11-22T03:04:10.748010] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:10.748072] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:10.748751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:10.777028] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.45%, Actual: 2.21% [2025-11-22T03:04:10.876680] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:10.879877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:10.953963] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.30%, Actual: 3.98% [2025-11-22T03:04:11.070086] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 23.8s | Global ETA: 17m 14s [2025-11-22T03:04:11.117683] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.52% | Symbol ETA: 9.4s | Global ETA: 17m 14s [2025-11-22T03:04:11.118558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:11.118621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:11.120300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:11.120802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:11.121503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:11.122249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:11.123139] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:11.123835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:11.128666] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.57%, Actual: 2.59% [2025-11-22T03:04:11.239563] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 1.26% [2025-11-22T03:04:11.299990] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.17%, Actual: 1.80% [2025-11-22T03:04:11.405535] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.87%, Actual: 3.62% [2025-11-22T03:04:11.459963] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 5.9s | Global ETA: 17m 14s [2025-11-22T03:04:11.461325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:11.461391] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:11.462162] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:11.469838] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 5.50%, Actual: 3.05% [2025-11-22T03:04:11.572416] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 0.56% [2025-11-22T03:04:11.593493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:11.596604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:11.638419] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.38%, Actual: 0.55% [2025-11-22T03:04:11.739854] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 1.63% [2025-11-22T03:04:11.779315] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 8.7s | Global ETA: 17m 14s [2025-11-22T03:04:11.780205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:11.780268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:11.781932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:11.782399] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:11.782798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:11.783519] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:11.784424] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:11.785110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:11.807281] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 0.45%, Actual: 0.09% [2025-11-22T03:04:11.909207] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 1.89% [2025-11-22T03:04:11.979180] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.87% [2025-11-22T03:04:12.079777] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 1.98% [2025-11-22T03:04:12.148481] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.37%, Actual: 3.13% [2025-11-22T03:04:12.148703] [INFO ] [main ] FC: Magnitude Forecast Confidence: 50.4242% [2025-11-22T03:04:12.148785] [INFO ] [main ] FC: DISCARDED add_late_hour_microstructure (score: 50.42%) [2025-11-22T03:04:12.148830] [INFO ] [main ] FC: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:04:12.148861] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_late_session_pressure'] [2025-11-22T03:04:12.148895] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:12.161558] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:12.162920] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:12.162980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:12.164670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:12.165181] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:12.166207] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:12.184392] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 5.2s | Global ETA: 17m 14s [2025-11-22T03:04:12.245256] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.31% [2025-11-22T03:04:12.355095] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 3.90% [2025-11-22T03:04:12.410452] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.77% [2025-11-22T03:04:12.438023] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.83% | Symbol ETA: 8.0s | Global ETA: 17m 14s [2025-11-22T03:04:12.438951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:12.439042] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:12.440666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:12.441137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:12.441517] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:12.442261] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:12.443178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:12.443870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:12.547029] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 1.68% [2025-11-22T03:04:12.576024] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.83% [2025-11-22T03:04:12.721348] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.91% [2025-11-22T03:04:12.741474] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.05% [2025-11-22T03:04:12.741671] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 47.7573% [2025-11-22T03:04:12.741758] [INFO ] [main ] BWA: DISCARDED add_last_hour_momentum_mag (score: 47.76%) [2025-11-22T03:04:12.741799] [INFO ] [main ] BWA: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:04:12.741832] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility'] [2025-11-22T03:04:12.741887] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:12.754929] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:12.756185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:12.756246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:12.761074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:12.761872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:12.769312] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.34% | Symbol ETA: 20.6s | Global ETA: 17m 14s [2025-11-22T03:04:12.770200] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:12.770261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:12.771930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:12.772407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:12.773419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:12.818719] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:12.820534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:12.901219] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.33%, Actual: 0.88% [2025-11-22T03:04:13.092163] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.14% [2025-11-22T03:04:13.105296] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 7.4s | Global ETA: 17m 14s [2025-11-22T03:04:13.106669] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:13.106733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:13.108371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:13.108863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:13.109242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:13.110007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:13.110898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:13.111565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:13.266795] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 1.08% [2025-11-22T03:04:13.368373] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -0.01% | Symbol ETA: 19.9s | Global ETA: 17m 14s [2025-11-22T03:04:13.369262] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:13.369348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:13.371040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:13.371532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:13.372550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:13.406748] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 24.9s | Global ETA: 17m 14s [2025-11-22T03:04:13.407672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:13.407735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:13.412514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:13.413294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:13.439705] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: -0.15%, Actual: 0.63% [2025-11-22T03:04:13.469836] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:13.471661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:13.613765] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.68% [2025-11-22T03:04:13.764932] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 6.7s | Global ETA: 17m 14s [2025-11-22T03:04:13.765818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:13.765880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:13.767518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:13.768015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:13.768401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:13.769148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:13.770066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:13.770756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:13.790689] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.64% [2025-11-22T03:04:13.964101] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 1.79% [2025-11-22T03:04:13.964629] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 34.3354% [2025-11-22T03:04:13.964734] [INFO ] [main ] ADX: DISCARDED add_prior_day_tail_pressure (score: 34.34%) [2025-11-22T03:04:13.964779] [INFO ] [main ] ADX: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:04:13.964813] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_prior_mag_lag'] [2025-11-22T03:04:13.964849] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:13.971324] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.50% | Symbol ETA: 19.3s | Global ETA: 17m 14s [2025-11-22T03:04:13.972375] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:13.972438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:13.974138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:13.974834] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:13.975864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:13.979221] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:13.980784] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:13.980856] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:13.981591] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:14.069928] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.62% | Symbol ETA: 24.3s | Global ETA: 17m 14s [2025-11-22T03:04:14.070885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:14.070965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:14.076201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:14.077030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:14.109506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:14.111242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:14.136707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:14.138829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:14.424454] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.19% | Symbol ETA: 6.0s | Global ETA: 17m 14s [2025-11-22T03:04:14.425339] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:14.425403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:14.427058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:14.427566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:14.427972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:14.428714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:14.429608] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:04:14.430296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:14.578574] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.26% | Symbol ETA: 18.7s | Global ETA: 17m 14s [2025-11-22T03:04:14.579465] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:14.579526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:14.581183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:14.581696] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:14.582757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:14.685023] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.79% | Symbol ETA: 11.1s | Global ETA: 17m 14s [2025-11-22T03:04:14.685951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:14.686021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:14.686706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:14.769001] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 23.7s | Global ETA: 17m 14s [2025-11-22T03:04:14.769905] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:14.769980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:14.774750] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:14.775545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:14.811799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:14.813613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:14.834685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:14.836862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:15.081850] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 5.4s | Global ETA: 17m 14s [2025-11-22T03:04:15.177901] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -0.75% | Symbol ETA: 18.1s | Global ETA: 17m 15s [2025-11-22T03:04:15.178793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:15.178855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:15.180507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:15.181034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:15.182061] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:15.252738] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.96%, Actual: 3.94% [2025-11-22T03:04:15.390790] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.75% | Symbol ETA: 10.4s | Global ETA: 17m 15s [2025-11-22T03:04:15.391676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:15.391737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:15.392416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:15.420834] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.81% [2025-11-22T03:04:15.467893] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 23.1s | Global ETA: 17m 15s [2025-11-22T03:04:15.468827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:15.468889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:15.473686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:15.474475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:15.518630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:15.520471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:15.530832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:15.532872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:15.590821] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.36%, Actual: 1.32% [2025-11-22T03:04:15.760669] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 1.40% [2025-11-22T03:04:15.799338] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.83% | Symbol ETA: 17.5s | Global ETA: 17m 15s [2025-11-22T03:04:15.800234] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:15.800296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:15.801960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:15.802456] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:15.803476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:15.929463] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 0.96% [2025-11-22T03:04:16.097778] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.83%, Actual: 2.82% [2025-11-22T03:04:16.097901] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 9.7s | Global ETA: 17m 15s [2025-11-22T03:04:16.098788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:16.098850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:16.099550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:16.124364] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 22.4s | Global ETA: 17m 15s [2025-11-22T03:04:16.125281] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:16.125343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:16.130217] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:16.131070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:16.187615] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:16.189731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:16.228416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:16.230372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:16.266612] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 2.05% [2025-11-22T03:04:16.410105] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 16.9s | Global ETA: 17m 15s [2025-11-22T03:04:16.410989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:16.411050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:16.412681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:16.413170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:16.414190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:16.434639] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 1.42% [2025-11-22T03:04:16.602136] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.19%, Actual: 0.48% [2025-11-22T03:04:16.768215] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.89%, Actual: 1.64% [2025-11-22T03:04:16.768430] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.9831% [2025-11-22T03:04:16.768508] [INFO ] [main ] JPM: DISCARDED add_prev_close_to_open (score: 48.98%) [2025-11-22T03:04:16.768551] [INFO ] [main ] JPM: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:04:16.768583] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_prior_day_tail_pressure'] [2025-11-22T03:04:16.768617] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:16.780261] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:16.781685] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:16.781747] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:16.783407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:16.783937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:16.784319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:16.784458] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 21.7s | Global ETA: 17m 15s [2025-11-22T03:04:16.785069] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:16.785343] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:16.785406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:16.785954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:16.788701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:16.790163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:16.790949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:16.818966] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 9.0s | Global ETA: 17m 15s [2025-11-22T03:04:16.819886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:16.819953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:16.820628] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:16.844765] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:16.846570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:16.951582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:16.953573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:17.001850] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.39% | Symbol ETA: 16.3s | Global ETA: 17m 15s [2025-11-22T03:04:17.002756] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:17.002817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:17.004467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:17.004964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:17.005998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:17.440780] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.34% | Symbol ETA: 10.8s | Global ETA: 17m 15s [2025-11-22T03:04:17.441674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:17.441737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:17.442071] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.26% | Symbol ETA: 21.0s | Global ETA: 17m 15s [2025-11-22T03:04:17.442955] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:17.443019] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:17.443377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:17.443889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:17.444274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:17.445023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:17.445908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:17.447753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:17.448558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:17.448624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:17.504827] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:17.506699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:17.574220] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 8.3s | Global ETA: 17m 15s [2025-11-22T03:04:17.575731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:17.575794] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:17.576502] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:17.619781] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.85% | Symbol ETA: 15.7s | Global ETA: 17m 15s [2025-11-22T03:04:17.620690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:17.620750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:17.622422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:17.622948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:17.623995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:17.706820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:17.708736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.099148] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.08% | Symbol ETA: 20.3s | Global ETA: 17m 15s [2025-11-22T03:04:18.100079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:18.100140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:18.104924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:18.105711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:18.108432] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 10.1s | Global ETA: 17m 15s [2025-11-22T03:04:18.109350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:18.109412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:18.111080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:18.111565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:18.111970] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:18.112710] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:18.113571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:18.116304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.161171] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:18.163005] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.229281] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.37% | Symbol ETA: 15.1s | Global ETA: 17m 15s [2025-11-22T03:04:18.301386] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 7.6s | Global ETA: 17m 15s [2025-11-22T03:04:18.302327] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:18.302387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:18.303077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:18.398774] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.34%, Actual: 1.81% [2025-11-22T03:04:18.426362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:18.428299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.622895] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -0.01%, Actual: 2.21% [2025-11-22T03:04:18.756567] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 19.7s | Global ETA: 17m 15s [2025-11-22T03:04:18.757481] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:18.757542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:18.762408] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:18.763232] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:18.776221] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.25% | Symbol ETA: 9.5s | Global ETA: 17m 15s [2025-11-22T03:04:18.777108] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:18.777171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:18.778883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:18.779360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:18.779807] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:18.780546] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:18.781437] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:18.784110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.790944] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.50%, Actual: 3.98% [2025-11-22T03:04:18.818605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:18.820435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:18.958021] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.26%, Actual: 2.59% [2025-11-22T03:04:19.008395] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.42% | Symbol ETA: 6.9s | Global ETA: 17m 15s [2025-11-22T03:04:19.009324] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:19.009388] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:19.010172] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:19.126168] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -0.75%, Actual: 1.80% [2025-11-22T03:04:19.136393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:19.138313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:19.291460] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.83%, Actual: 3.05% [2025-11-22T03:04:19.405370] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.16% | Symbol ETA: 19.0s | Global ETA: 17m 15s [2025-11-22T03:04:19.435858] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 8.8s | Global ETA: 17m 15s [2025-11-22T03:04:19.437328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:19.437430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:19.439193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:19.439701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:19.440117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:19.440898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:19.441815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:19.444548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:19.457868] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 0.55% [2025-11-22T03:04:19.575596] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 1.26% [2025-11-22T03:04:19.625824] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.39%, Actual: 0.09% [2025-11-22T03:04:19.732959] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.26% | Symbol ETA: 6.2s | Global ETA: 17m 15s [2025-11-22T03:04:19.734394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:19.734458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:19.735260] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:19.744594] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.62%, Actual: 3.62% [2025-11-22T03:04:19.793237] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.85%, Actual: 0.87% [2025-11-22T03:04:19.865131] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:19.867036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:19.920022] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 0.56% [2025-11-22T03:04:19.961159] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.37%, Actual: 3.13% [2025-11-22T03:04:19.961357] [INFO ] [main ] FC: Magnitude Forecast Confidence: 46.8972% [2025-11-22T03:04:19.961437] [INFO ] [main ] FC: DISCARDED add_late_session_pressure (score: 46.90%) [2025-11-22T03:04:19.961479] [INFO ] [main ] FC: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:04:19.961512] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_micro_gap_fill_velocity'] [2025-11-22T03:04:19.961546] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:19.974143] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:19.975589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:19.975677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:19.977336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:19.977890] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:19.979888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:20.088119] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 1.63% [2025-11-22T03:04:20.090145] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 8.1s | Global ETA: 17m 15s [2025-11-22T03:04:20.091053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:20.091127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:20.092767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:20.093236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:20.093616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:20.094360] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:20.095247] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:20.097965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:20.254624] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 1.89% [2025-11-22T03:04:20.421006] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 1.98% [2025-11-22T03:04:20.451698] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 5.5s | Global ETA: 17m 16s [2025-11-22T03:04:20.452619] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:20.452699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:20.453370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:20.575520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:20.577277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:20.585712] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 8.54% | Symbol ETA: 19.1s | Global ETA: 17m 16s [2025-11-22T03:04:20.586575] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:20.586654] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:20.588338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:20.588840] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:20.589207] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.26%, Actual: 0.31% [2025-11-22T03:04:20.590925] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:20.749865] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.45% | Symbol ETA: 7.5s | Global ETA: 17m 16s [2025-11-22T03:04:20.751350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:20.751416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:20.753138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:20.753623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:20.754032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:20.754816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:20.755725] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:20.757670] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.08%, Actual: 0.77% [2025-11-22T03:04:20.758757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:20.926065] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.83% [2025-11-22T03:04:21.091768] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.16%, Actual: 0.05% [2025-11-22T03:04:21.091967] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 54.0349% [2025-11-22T03:04:21.092098] [INFO ] [main ] BWA: KEPT add_late_day_volatility (score: 54.03%) [2025-11-22T03:04:21.092143] [INFO ] [main ] BWA: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:04:21.092176] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_late_hour_microstructure'] [2025-11-22T03:04:21.092212] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:21.105859] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:21.107270] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:21.107331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:21.112154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:21.112956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:21.168425] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:21.170253] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:21.171493] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 4.8s | Global ETA: 17m 16s [2025-11-22T03:04:21.172962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:21.196749] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -7.33% | Symbol ETA: 18.5s | Global ETA: 17m 16s [2025-11-22T03:04:21.197666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:21.197727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:21.199354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:21.199875] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:21.201856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:21.338740] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 3.90% [2025-11-22T03:04:21.410135] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.63% | Symbol ETA: 6.8s | Global ETA: 17m 16s [2025-11-22T03:04:21.411027] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:21.411093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:21.412768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:21.413279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:21.413693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:21.414423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:21.415335] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:21.418097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:21.507109] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 1.68% [2025-11-22T03:04:21.678354] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.91% [2025-11-22T03:04:21.768506] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.18% | Symbol ETA: 23.1s | Global ETA: 17m 16s [2025-11-22T03:04:21.769398] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:21.769460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:21.774331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:21.775143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:21.804286] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 17.8s | Global ETA: 17m 16s [2025-11-22T03:04:21.805163] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:21.805225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:21.810675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:21.811205] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:21.813213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:21.832952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:21.834752] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:21.837455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:21.859586] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.88% [2025-11-22T03:04:22.035541] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.14% [2025-11-22T03:04:22.067492] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 6.1s | Global ETA: 17m 16s [2025-11-22T03:04:22.068398] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:22.068461] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:22.070140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:22.070714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:22.071147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:22.071914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:22.072841] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:22.075552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:22.209178] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.08% [2025-11-22T03:04:22.378622] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.63% [2025-11-22T03:04:22.412520] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.73% | Symbol ETA: 17.2s | Global ETA: 17m 16s [2025-11-22T03:04:22.413430] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:22.413491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:22.415159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:22.415639] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:22.417608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:22.430805] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.96% | Symbol ETA: 22.5s | Global ETA: 17m 16s [2025-11-22T03:04:22.432373] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:22.432435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:22.437240] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:22.438048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:22.498971] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:22.501557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:22.504833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:22.551140] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.26%, Actual: 1.68% [2025-11-22T03:04:22.726818] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.64% [2025-11-22T03:04:22.726898] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -1.05% | Symbol ETA: 5.5s | Global ETA: 17m 16s [2025-11-22T03:04:22.727828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:22.727892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:22.729540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:22.730066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:22.730465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:22.731233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:22.732124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:04:22.734828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:22.895863] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 1.79% [2025-11-22T03:04:22.896066] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.4309% [2025-11-22T03:04:22.896148] [INFO ] [main ] ADX: DISCARDED add_prior_mag_lag (score: 33.43%) [2025-11-22T03:04:22.896191] [INFO ] [main ] ADX: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:04:22.896223] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_range_overlap_v_prior_day'] [2025-11-22T03:04:22.896257] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:22.908405] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:22.909854] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:22.909923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:22.910619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:23.038995] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:23.041543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.051465] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.72% | Symbol ETA: 16.6s | Global ETA: 17m 16s [2025-11-22T03:04:23.052375] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:23.052438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:23.054128] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:23.054664] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:23.056632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.124433] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.15% | Symbol ETA: 21.9s | Global ETA: 17m 16s [2025-11-22T03:04:23.125318] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:23.125380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:23.130115] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:23.130900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:23.186727] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:23.188631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:23.191334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.383632] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.56% | Symbol ETA: 4.8s | Global ETA: 17m 16s [2025-11-22T03:04:23.553348] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.34%, Actual: 3.94% [2025-11-22T03:04:23.606352] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 10.6s | Global ETA: 17m 16s [2025-11-22T03:04:23.607272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:23.607334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:23.608064] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:23.658512] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.73% | Symbol ETA: 16.0s | Global ETA: 17m 16s [2025-11-22T03:04:23.659452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:23.659514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:23.661195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:23.661715] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:23.663708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.725098] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 1.81% [2025-11-22T03:04:23.737160] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:23.739859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.790763] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.60% | Symbol ETA: 21.2s | Global ETA: 17m 16s [2025-11-22T03:04:23.791678] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:23.791740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:23.796476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:23.797266] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:23.853532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:23.855434] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:23.858166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:23.894232] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.25%, Actual: 1.32% [2025-11-22T03:04:24.064280] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 1.40% [2025-11-22T03:04:24.232552] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.12%, Actual: 0.96% [2025-11-22T03:04:24.269030] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.23% | Symbol ETA: 15.4s | Global ETA: 17m 16s [2025-11-22T03:04:24.269940] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:24.270001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:24.271672] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:24.272166] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:24.274171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:24.333481] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 10.0s | Global ETA: 17m 16s [2025-11-22T03:04:24.334434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:24.334499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:24.335235] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:24.401318] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.45%, Actual: 2.82% [2025-11-22T03:04:24.466291] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:24.467763] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 20.6s | Global ETA: 17m 16s [2025-11-22T03:04:24.469043] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:24.469107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:24.469122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:24.474138] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:24.474989] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:24.532919] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:24.534890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:24.537768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:24.571096] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.63%, Actual: 2.05% [2025-11-22T03:04:24.742124] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.45%, Actual: 1.42% [2025-11-22T03:04:24.886690] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -2.07% | Symbol ETA: 14.8s | Global ETA: 17m 16s [2025-11-22T03:04:24.888327] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:24.888495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:24.890554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:24.891419] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:24.893466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:24.910032] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 0.48% [2025-11-22T03:04:25.051746] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 9.3s | Global ETA: 17m 16s [2025-11-22T03:04:25.053109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:25.053174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.053917] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:25.077200] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.56%, Actual: 1.64% [2025-11-22T03:04:25.077426] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 39.6261% [2025-11-22T03:04:25.077537] [INFO ] [main ] JPM: DISCARDED add_prior_day_tail_pressure (score: 39.63%) [2025-11-22T03:04:25.077582] [INFO ] [main ] JPM: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:04:25.077617] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_prior_mag_lag'] [2025-11-22T03:04:25.077672] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:25.089892] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:25.091317] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:25.091394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:25.093123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:25.093668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:25.094070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.094852] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:25.095766] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:25.097781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.145777] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 19.9s | Global ETA: 17m 16s [2025-11-22T03:04:25.146633] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:25.146714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:25.151400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.152192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:25.181901] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:25.184430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.207617] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:25.209551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:25.212243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.494422] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 14.2s | Global ETA: 17m 16s [2025-11-22T03:04:25.495309] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:25.495371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:25.497018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:25.497518] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:25.499477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.751338] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.91% | Symbol ETA: 10.3s | Global ETA: 17m 16s [2025-11-22T03:04:25.752230] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:25.752293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:25.753981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:25.754460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:25.754861] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.755614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:25.756494] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:25.758097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.760297] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 8.6s | Global ETA: 17m 17s [2025-11-22T03:04:25.761540] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:25.761620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.762368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:25.806242] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.03% | Symbol ETA: 19.2s | Global ETA: 17m 17s [2025-11-22T03:04:25.807129] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:25.807194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:25.812049] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:25.812839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:25.869483] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:25.871338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:25.874027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:25.894495] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:25.897250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:26.096699] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 13.6s | Global ETA: 17m 17s [2025-11-22T03:04:26.266242] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 8.54%, Actual: 1.81% [2025-11-22T03:04:26.429106] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 9.8s | Global ETA: 17m 17s [2025-11-22T03:04:26.430035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:26.430100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:26.431830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:26.432348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:26.432628] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -7.33%, Actual: 2.21% [2025-11-22T03:04:26.432788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:26.433529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:26.434409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:26.435959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:26.466183] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 18.5s | Global ETA: 17m 17s [2025-11-22T03:04:26.467078] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:26.467141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:26.471965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:26.472745] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:26.484360] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 7.9s | Global ETA: 17m 17s [2025-11-22T03:04:26.485275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:26.485340] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:26.486053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:26.528361] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:26.530154] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:26.532781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:26.601246] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 3.98% [2025-11-22T03:04:26.619309] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:26.622258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:26.771050] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.73%, Actual: 2.59% [2025-11-22T03:04:26.956579] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.72%, Actual: 1.80% [2025-11-22T03:04:27.099124] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.46% | Symbol ETA: 9.1s | Global ETA: 17m 17s [2025-11-22T03:04:27.100053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:27.100116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:27.101768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:27.102245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:27.102622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:27.103402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:27.104289] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:27.105889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:27.135406] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 17.9s | Global ETA: 17m 17s [2025-11-22T03:04:27.136302] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:27.136364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:27.138772] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.73%, Actual: 3.05% [2025-11-22T03:04:27.141360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:27.142144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:27.196985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:27.198832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:04:27.201573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:27.233640] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 7.2s | Global ETA: 17m 17s [2025-11-22T03:04:27.234591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:27.234680] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:27.235424] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:27.306497] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.23%, Actual: 0.55% [2025-11-22T03:04:27.366296] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:27.369122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:27.476276] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -2.07%, Actual: 0.09% [2025-11-22T03:04:27.642630] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 0.87% [2025-11-22T03:04:27.768657] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.30% | Symbol ETA: 8.4s | Global ETA: 17m 17s [2025-11-22T03:04:27.770141] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:27.770206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:27.771910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:27.772397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:27.772813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:27.773593] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:27.774549] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:27.776264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:27.800459] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.60% | Symbol ETA: 17.2s | Global ETA: 17m 17s [2025-11-22T03:04:27.808837] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -0.83%, Actual: 3.13% [2025-11-22T03:04:27.809048] [INFO ] [main ] FC: Magnitude Forecast Confidence: 35.1550% [2025-11-22T03:04:27.809128] [INFO ] [main ] FC: DISCARDED add_micro_gap_fill_velocity (score: 35.16%) [2025-11-22T03:04:27.809170] [INFO ] [main ] FC: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:04:27.809202] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:04:27.809239] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:27.826111] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:27.827629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:27.827721] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:27.829414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:27.829954] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:27.830637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:27.968588] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.18%, Actual: 1.26% [2025-11-22T03:04:27.970028] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 6.5s | Global ETA: 17m 17s [2025-11-22T03:04:27.970914] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:27.970975] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:27.971707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:28.101812] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:28.104685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:28.137699] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 3.62% [2025-11-22T03:04:28.305126] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.15%, Actual: 0.56% [2025-11-22T03:04:28.420627] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.35% | Symbol ETA: 17.9s | Global ETA: 17m 17s [2025-11-22T03:04:28.421517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:28.421578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:28.423227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:28.423729] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:28.424410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:28.445508] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 7.8s | Global ETA: 17m 17s [2025-11-22T03:04:28.446389] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:28.446451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:28.448151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:28.448673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:28.449080] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:28.449828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:28.450806] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:28.452383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:28.469633] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.60%, Actual: 1.63% [2025-11-22T03:04:28.635402] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 1.89% [2025-11-22T03:04:28.702969] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.16% | Symbol ETA: 5.8s | Global ETA: 17m 17s [2025-11-22T03:04:28.703927] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:28.703991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:28.704732] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:28.802329] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 1.98% [2025-11-22T03:04:28.830064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:28.832861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:28.973230] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.03%, Actual: 0.31% [2025-11-22T03:04:29.013430] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.91% | Symbol ETA: 17.3s | Global ETA: 17m 17s [2025-11-22T03:04:29.014314] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:29.014375] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:29.016044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:29.016532] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:29.017243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:29.112708] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 7.1s | Global ETA: 17m 17s [2025-11-22T03:04:29.113665] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:29.113729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:29.115361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:29.115864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:29.116274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:29.117036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:29.118045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:29.119730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:29.143552] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.77% [2025-11-22T03:04:29.310664] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.83% [2025-11-22T03:04:29.424779] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.36% | Symbol ETA: 5.1s | Global ETA: 17m 17s [2025-11-22T03:04:29.425682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:29.425744] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:29.426424] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:29.481906] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.60%, Actual: 0.05% [2025-11-22T03:04:29.482103] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 35.1133% [2025-11-22T03:04:29.482156] [INFO ] [main ] BWA: DISCARDED add_late_hour_microstructure (score: 35.11%) [2025-11-22T03:04:29.482194] [INFO ] [main ] BWA: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:04:29.482225] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_late_session_pressure'] [2025-11-22T03:04:29.482261] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:29.495248] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:29.497004] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:29.497066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:29.501843] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:29.502628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:29.555609] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:29.558446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:29.559476] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:29.561536] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:29.562545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:29.609046] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -4.23% | Symbol ETA: 16.7s | Global ETA: 17m 17s [2025-11-22T03:04:29.609943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:29.610005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:29.611715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:29.612200] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:29.612902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:29.770186] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 6.4s | Global ETA: 17m 17s [2025-11-22T03:04:29.771119] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:29.771182] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:29.773169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:29.773665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:29.774056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:29.774810] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:29.775733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:29.777275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:30.157113] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 4.3s | Global ETA: 17m 17s [2025-11-22T03:04:30.169357] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 21.9s | Global ETA: 17m 17s [2025-11-22T03:04:30.170278] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:30.170354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:30.175291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:30.176117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:30.233432] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:30.234375] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 16.2s | Global ETA: 17m 17s [2025-11-22T03:04:30.235283] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:30.235310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:30.235345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:30.236354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:30.237025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:30.237552] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:30.238277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:30.331376] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.52%, Actual: 3.90% [2025-11-22T03:04:30.424556] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 5.7s | Global ETA: 17m 17s [2025-11-22T03:04:30.425485] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:30.425570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:30.427215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:30.427767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:30.428150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:30.428919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:30.429832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:30.431368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:30.503788] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.68% [2025-11-22T03:04:30.675762] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.43%, Actual: 0.91% [2025-11-22T03:04:30.826010] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 15.6s | Global ETA: 17m 17s [2025-11-22T03:04:30.826905] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:30.826966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:30.828676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:30.829155] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:30.829890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:30.843862] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 21.2s | Global ETA: 17m 17s [2025-11-22T03:04:30.844782] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:30.844845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:30.848605] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.88% [2025-11-22T03:04:30.849915] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:30.850751] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:30.908503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:30.910539] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:30.911595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:31.040571] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.56%, Actual: 0.14% [2025-11-22T03:04:31.078802] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 5.1s | Global ETA: 17m 17s [2025-11-22T03:04:31.079692] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:31.079754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:31.081372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:31.081869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:31.082257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:31.083007] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:31.083888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:04:31.085431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:31.213121] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 1.08% [2025-11-22T03:04:31.387243] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.63% [2025-11-22T03:04:31.432086] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 15.0s | Global ETA: 17m 18s [2025-11-22T03:04:31.433004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:31.433066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:31.434749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:31.435238] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:31.435955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:31.520708] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.84% | Symbol ETA: 20.6s | Global ETA: 17m 18s [2025-11-22T03:04:31.521788] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:31.521869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:31.526792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:31.527617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:31.567265] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.16%, Actual: 1.68% [2025-11-22T03:04:31.585450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:31.587484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:31.588529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:31.732570] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.36%, Actual: 0.64% [2025-11-22T03:04:31.732820] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 4.4s | Global ETA: 17m 18s [2025-11-22T03:04:31.901319] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.91%, Actual: 3.94% [2025-11-22T03:04:31.903919] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 1.79% [2025-11-22T03:04:31.904120] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.1893% [2025-11-22T03:04:31.904203] [INFO ] [main ] ADX: DISCARDED add_range_overlap_v_prior_day (score: 33.19%) [2025-11-22T03:04:31.904245] [INFO ] [main ] ADX: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:04:31.904281] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_range_volume_efficiency'] [2025-11-22T03:04:31.904314] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:31.917186] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:31.918771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:31.918832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:31.919929] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:32.043960] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.91% | Symbol ETA: 14.4s | Global ETA: 17m 18s [2025-11-22T03:04:32.044895] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:32.044956] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:32.046631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:32.047009] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:32.047160] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:32.047896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:32.049610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:32.070165] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.12%, Actual: 1.81% [2025-11-22T03:04:32.201720] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 19.9s | Global ETA: 17m 18s [2025-11-22T03:04:32.202624] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:32.202709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:32.207472] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:32.208267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:32.237979] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.46%, Actual: 1.32% [2025-11-22T03:04:32.266336] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:32.268299] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:32.269315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:32.408098] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.30%, Actual: 1.40% [2025-11-22T03:04:32.576844] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.96% [2025-11-22T03:04:32.620435] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 10.3s | Global ETA: 17m 18s [2025-11-22T03:04:32.621338] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:32.621400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:32.622101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:32.642138] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -2.40% | Symbol ETA: 13.8s | Global ETA: 17m 18s [2025-11-22T03:04:32.643036] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:32.643097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:32.648350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:32.648880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:32.649572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:32.743007] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 2.82% [2025-11-22T03:04:32.747993] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:32.750404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:32.872251] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 19.2s | Global ETA: 17m 18s [2025-11-22T03:04:32.873163] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:32.873228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:32.878184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:32.878996] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:32.908351] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.46%, Actual: 2.05% [2025-11-22T03:04:32.936094] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:32.938239] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:32.939325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:33.075522] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.42% [2025-11-22T03:04:33.243816] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 0.48% [2025-11-22T03:04:33.243891] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.97% | Symbol ETA: 13.2s | Global ETA: 17m 18s [2025-11-22T03:04:33.244795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:33.244856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:33.246483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:33.246991] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:33.247715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:33.319369] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 9.6s | Global ETA: 17m 18s [2025-11-22T03:04:33.320274] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:33.320336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:33.321036] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:33.409364] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 1.64% [2025-11-22T03:04:33.409552] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 35.7574% [2025-11-22T03:04:33.409630] [INFO ] [main ] JPM: DISCARDED add_prior_mag_lag (score: 35.76%) [2025-11-22T03:04:33.409693] [INFO ] [main ] JPM: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:04:33.409749] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_range_overlap_v_prior_day'] [2025-11-22T03:04:33.409785] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:33.421435] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:33.422821] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:33.422884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:33.424600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:33.425115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:33.425500] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:33.426253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:33.427141] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:33.429557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:33.446988] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:33.449467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:33.543040] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.40% | Symbol ETA: 18.5s | Global ETA: 17m 18s [2025-11-22T03:04:33.543990] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:33.544056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:33.548999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:33.549822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:33.606066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:33.608018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:33.609063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:33.851754] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.64% | Symbol ETA: 12.6s | Global ETA: 17m 18s [2025-11-22T03:04:34.021304] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.35%, Actual: 1.81% [2025-11-22T03:04:34.036714] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.18% | Symbol ETA: 8.9s | Global ETA: 17m 18s [2025-11-22T03:04:34.037617] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:34.037699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.038370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:34.083564] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.99% | Symbol ETA: 10.0s | Global ETA: 17m 18s [2025-11-22T03:04:34.084448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:34.084510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:34.086153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:34.086627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:34.087029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.087797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:34.088679] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:34.091009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:34.167868] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:34.170416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:34.194171] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.91%, Actual: 2.21% [2025-11-22T03:04:34.218539] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.55% | Symbol ETA: 17.9s | Global ETA: 17m 18s [2025-11-22T03:04:34.219479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:34.219546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:34.224488] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.225305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:34.280916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:34.282973] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:34.284149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:34.366542] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 3.98% [2025-11-22T03:04:34.538422] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 2.59% [2025-11-22T03:04:34.709510] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.42%, Actual: 1.80% [2025-11-22T03:04:34.738950] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.25% | Symbol ETA: 8.2s | Global ETA: 17m 18s [2025-11-22T03:04:34.739838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:34.739901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.740565] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:34.756738] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 9.4s | Global ETA: 17m 18s [2025-11-22T03:04:34.758081] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:34.758148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:34.759933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:34.760446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:34.760864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.761659] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:34.762595] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:34.765110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:34.870872] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:34.873167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:34.887274] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.06% | Symbol ETA: 17.2s | Global ETA: 17m 18s [2025-11-22T03:04:34.888210] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:34.888274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:34.889473] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 3.05% [2025-11-22T03:04:34.893174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:34.893988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:34.949720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:34.951788] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:34.952831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:35.063987] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.91%, Actual: 0.55% [2025-11-22T03:04:35.238232] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -2.40%, Actual: 0.09% [2025-11-22T03:04:35.413900] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.97%, Actual: 0.87% [2025-11-22T03:04:35.420399] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 8.7s | Global ETA: 17m 18s [2025-11-22T03:04:35.421313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:35.421377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:35.423019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:35.423493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:35.423894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:35.424678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:35.425574] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:35.427973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:35.449935] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 7.5s | Global ETA: 17m 18s [2025-11-22T03:04:35.450823] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:35.450884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:35.451549] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:35.563855] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 16.5s | Global ETA: 17m 18s [2025-11-22T03:04:35.564726] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:35.564789] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:35.569599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:35.570418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:35.581430] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:35.583798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:35.588095] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.64%, Actual: 3.13% [2025-11-22T03:04:35.588310] [INFO ] [main ] FC: Magnitude Forecast Confidence: 41.8079% [2025-11-22T03:04:35.588416] [INFO ] [main ] FC: DISCARDED add_morning_followthrough_mag_T0 (score: 41.81%) [2025-11-22T03:04:35.588471] [INFO ] [main ] FC: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:04:35.588510] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_morning_range_expansion'] [2025-11-22T03:04:35.588545] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:35.602012] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:35.603477] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:35.603537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:35.605228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:35.605786] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:35.610046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:35.626777] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:35.628893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:04:35.630008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.086488] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.59% | Symbol ETA: 8.0s | Global ETA: 17m 18s [2025-11-22T03:04:36.087374] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:36.087476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:36.089180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:36.089686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:36.090065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:36.090806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:36.091710] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:36.094034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.155004] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 6.8s | Global ETA: 17m 18s [2025-11-22T03:04:36.155897] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:36.155958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:36.156624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:36.199709] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.19% | Symbol ETA: 16.9s | Global ETA: 17m 18s [2025-11-22T03:04:36.200579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:36.200665] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:36.202296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:36.202804] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:36.206968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.229708] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.03% | Symbol ETA: 15.8s | Global ETA: 17m 18s [2025-11-22T03:04:36.281508] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:36.283968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.407019] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 1.26% [2025-11-22T03:04:36.581266] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 3.62% [2025-11-22T03:04:36.747547] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.35% | Symbol ETA: 7.4s | Global ETA: 17m 19s [2025-11-22T03:04:36.748438] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:36.748502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:36.748952] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.84%, Actual: 0.56% [2025-11-22T03:04:36.750166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:36.750636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:36.751040] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:36.751797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:36.752691] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:36.755026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.792266] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.03% | Symbol ETA: 16.2s | Global ETA: 17m 19s [2025-11-22T03:04:36.793150] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:36.793212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:36.794864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:36.795346] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:36.799510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:36.850934] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 6.1s | Global ETA: 17m 19s [2025-11-22T03:04:36.851879] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:36.851941] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:36.852662] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:36.915679] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 1.63% [2025-11-22T03:04:36.978132] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:36.980550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:37.084496] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 1.89% [2025-11-22T03:04:37.271378] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.40%, Actual: 1.98% [2025-11-22T03:04:37.393384] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.78% | Symbol ETA: 15.7s | Global ETA: 17m 19s [2025-11-22T03:04:37.394283] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:37.394345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:37.396013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:37.396502] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:37.400697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:37.402615] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 6.7s | Global ETA: 17m 19s [2025-11-22T03:04:37.403483] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:37.403547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:37.405293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:37.405808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:37.406215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:37.406990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:37.407924] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:37.410366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:37.443084] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.55%, Actual: 0.31% [2025-11-22T03:04:37.546254] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 5.4s | Global ETA: 17m 19s [2025-11-22T03:04:37.547146] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:37.547207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:37.547913] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:37.615093] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.06%, Actual: 0.77% [2025-11-22T03:04:37.673637] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:37.676455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:37.786118] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.83% [2025-11-22T03:04:37.958853] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.03%, Actual: 0.05% [2025-11-22T03:04:37.959068] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 44.9522% [2025-11-22T03:04:37.959159] [INFO ] [main ] BWA: DISCARDED add_late_session_pressure (score: 44.95%) [2025-11-22T03:04:37.959202] [INFO ] [main ] BWA: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:04:37.959236] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_micro_gap_fill_velocity'] [2025-11-22T03:04:37.959272] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:37.972686] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:37.974037] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:37.974099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:37.978987] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:37.979859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:38.001723] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.65% | Symbol ETA: 15.1s | Global ETA: 17m 19s [2025-11-22T03:04:38.002662] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:38.002726] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:38.004402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:38.004909] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:38.009117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.037177] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:38.039348] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:38.041381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.075629] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: 0.37% | Symbol ETA: 6.0s | Global ETA: 17m 19s [2025-11-22T03:04:38.076511] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:38.076574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:38.078256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:38.078755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:38.079142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:38.079894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:38.080848] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:38.083184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.246972] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.73% | Symbol ETA: 4.7s | Global ETA: 17m 19s [2025-11-22T03:04:38.247916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:38.247977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:38.248664] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:38.373767] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:38.376197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.615955] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -0.34% | Symbol ETA: 14.5s | Global ETA: 17m 19s [2025-11-22T03:04:38.616850] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:38.616912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:38.618581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:38.619082] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:38.623374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.650614] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.81% | Symbol ETA: 20.8s | Global ETA: 17m 19s [2025-11-22T03:04:38.651570] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:38.651673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:38.657533] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:38.658414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:38.722453] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:38.724617] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:38.726809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.735326] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 5.4s | Global ETA: 17m 19s [2025-11-22T03:04:38.736181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:38.736244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:38.737919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:38.738393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:38.738802] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:38.739919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:38.740807] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:38.743114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:38.944038] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 4.0s | Global ETA: 17m 19s [2025-11-22T03:04:39.112096] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 3.90% [2025-11-22T03:04:39.223710] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.81% | Symbol ETA: 13.9s | Global ETA: 17m 19s [2025-11-22T03:04:39.224602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:39.224687] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:39.226361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:39.226880] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:39.231261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:39.277515] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 1.68% [2025-11-22T03:04:39.344957] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.43% | Symbol ETA: 20.2s | Global ETA: 17m 19s [2025-11-22T03:04:39.345856] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:39.345921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:39.350693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:39.351509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:39.395928] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.93% | Symbol ETA: 4.7s | Global ETA: 17m 19s [2025-11-22T03:04:39.396917] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:39.396984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:39.398957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:39.399477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:39.399909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:39.400701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:39.401627] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:04:39.404163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:39.407055] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:39.409051] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:39.411050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:39.498524] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.18%, Actual: 0.91% [2025-11-22T03:04:39.664179] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.25%, Actual: 0.88% [2025-11-22T03:04:39.830204] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.14% [2025-11-22T03:04:39.833986] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 13.3s | Global ETA: 17m 19s [2025-11-22T03:04:39.834879] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:39.834940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:39.836555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:39.837051] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:39.841473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:39.995405] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 1.08% [2025-11-22T03:04:40.026953] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.77% | Symbol ETA: 19.5s | Global ETA: 17m 19s [2025-11-22T03:04:40.027902] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:40.027965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:40.032690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:40.033455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:40.067588] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 4.0s | Global ETA: 17m 19s [2025-11-22T03:04:40.090185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:40.092019] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:40.093984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:40.160692] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.63% [2025-11-22T03:04:40.301256] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 3.94% [2025-11-22T03:04:40.324969] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 1.68% [2025-11-22T03:04:40.443585] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 12.7s | Global ETA: 17m 19s [2025-11-22T03:04:40.444532] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:40.444594] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:40.446282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:40.446813] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:40.451202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:40.472335] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 1.81% [2025-11-22T03:04:40.495846] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.73%, Actual: 0.64% [2025-11-22T03:04:40.642797] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 1.32% [2025-11-22T03:04:40.667884] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 1.79% [2025-11-22T03:04:40.668100] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 39.0642% [2025-11-22T03:04:40.668194] [INFO ] [main ] ADX: DISCARDED add_range_volume_efficiency (score: 39.06%) [2025-11-22T03:04:40.668254] [INFO ] [main ] ADX: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:04:40.668303] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:04:40.668339] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:40.681063] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:40.682761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:40.682839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:40.683716] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:40.690470] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 18.8s | Global ETA: 17m 19s [2025-11-22T03:04:40.691352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:40.691414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:40.696220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:40.697020] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:40.752503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:40.754386] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:40.756359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:40.813829] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.59%, Actual: 1.40% [2025-11-22T03:04:40.818118] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:40.822779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:40.984705] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.35%, Actual: 0.96% [2025-11-22T03:04:41.051572] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 12.1s | Global ETA: 17m 19s [2025-11-22T03:04:41.052451] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:41.052517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:41.054150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:41.054637] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:41.058922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:41.157164] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 2.82% [2025-11-22T03:04:41.327165] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: 0.37%, Actual: 2.05% [2025-11-22T03:04:41.356151] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 18.1s | Global ETA: 17m 19s [2025-11-22T03:04:41.357051] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:41.357114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:41.361836] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:41.362605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:41.414654] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 10.1s | Global ETA: 17m 19s [2025-11-22T03:04:41.415538] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:41.415602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:41.416331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:41.418448] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:41.420315] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:41.422241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:41.496125] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 1.42% [2025-11-22T03:04:41.551973] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:41.556519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:41.650263] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.87% | Symbol ETA: 11.5s | Global ETA: 17m 19s [2025-11-22T03:04:41.666615] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.93%, Actual: 0.48% [2025-11-22T03:04:41.818631] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.19%, Actual: 1.81% [2025-11-22T03:04:41.835681] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 1.64% [2025-11-22T03:04:41.835884] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 42.4755% [2025-11-22T03:04:41.835967] [INFO ] [main ] JPM: DISCARDED add_range_overlap_v_prior_day (score: 42.48%) [2025-11-22T03:04:41.836011] [INFO ] [main ] JPM: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:04:41.836044] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_range_volume_efficiency'] [2025-11-22T03:04:41.836098] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:41.847779] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:41.849113] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:41.849175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:41.850852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:41.851344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:41.851750] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:41.852480] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:41.853376] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:41.855451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:41.985852] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.03%, Actual: 2.21% [2025-11-22T03:04:42.018838] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 17.4s | Global ETA: 17m 20s [2025-11-22T03:04:42.019735] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:42.019798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:42.024459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:42.025245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:42.079912] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:42.081795] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:42.083977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:42.126188] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.27% | Symbol ETA: 9.3s | Global ETA: 17m 20s [2025-11-22T03:04:42.127093] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:42.127154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:42.127878] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:42.152136] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.78%, Actual: 3.98% [2025-11-22T03:04:42.251694] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:42.255857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:42.318577] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.65%, Actual: 2.59% [2025-11-22T03:04:42.490481] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -0.34%, Actual: 1.80% [2025-11-22T03:04:42.498110] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.65% | Symbol ETA: 9.6s | Global ETA: 17m 20s [2025-11-22T03:04:42.499012] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:42.499074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:42.500715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:42.501184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:42.501560] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:42.502300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:42.503199] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:42.505331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:42.677162] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.81%, Actual: 3.05% [2025-11-22T03:04:42.719550] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 16.8s | Global ETA: 17m 20s [2025-11-22T03:04:42.720436] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:42.720516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:42.725252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:42.726048] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:42.781369] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:42.783280] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:42.785259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:42.845297] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 8.6s | Global ETA: 17m 20s [2025-11-22T03:04:42.846176] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:42.846237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:42.846933] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:42.854929] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.55% [2025-11-22T03:04:42.971290] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:42.975345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.021493] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 0.09% [2025-11-22T03:04:43.144988] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.64% | Symbol ETA: 8.9s | Global ETA: 17m 20s [2025-11-22T03:04:43.145878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:43.145940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:43.147629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:43.148135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:43.148516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:43.149252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:43.150142] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:43.152208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.187342] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.65%, Actual: 0.87% [2025-11-22T03:04:43.355430] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.87%, Actual: 3.13% [2025-11-22T03:04:43.355631] [INFO ] [main ] FC: Magnitude Forecast Confidence: 43.5147% [2025-11-22T03:04:43.355733] [INFO ] [main ] FC: DISCARDED add_morning_range_expansion (score: 43.51%) [2025-11-22T03:04:43.355777] [INFO ] [main ] FC: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:04:43.355811] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_11_elasticity'] [2025-11-22T03:04:43.355846] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:43.368832] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:43.370366] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:43.370429] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:43.372172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:43.372765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:43.373947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.383709] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 16.1s | Global ETA: 17m 20s [2025-11-22T03:04:43.384584] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:43.384672] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:43.389445] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:43.390276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:43.444810] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:43.446674] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:43.449067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.542557] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 7.8s | Global ETA: 17m 20s [2025-11-22T03:04:43.543443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:43.543504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:43.544194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:43.669689] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:43.673860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.795910] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.17% | Symbol ETA: 8.3s | Global ETA: 17m 20s [2025-11-22T03:04:43.796807] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:43.796870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:43.798543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:43.799037] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:43.799771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:43.800492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:43.801378] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:43.803447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:43.971866] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 3.50% | Symbol ETA: 16.0s | Global ETA: 17m 20s [2025-11-22T03:04:43.972783] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:43.972843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:43.974502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:43.977573] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:43.978734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:44.056664] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.23% | Symbol ETA: 15.4s | Global ETA: 17m 20s [2025-11-22T03:04:44.057571] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:44.057668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:44.062630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:44.063438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:44.120465] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:44.122514] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:04:44.124594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:44.250758] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 7.1s | Global ETA: 17m 20s [2025-11-22T03:04:44.251688] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:44.251750] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:44.252420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:44.378823] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:44.383074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:44.457414] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.81% | Symbol ETA: 7.7s | Global ETA: 17m 20s [2025-11-22T03:04:44.458308] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:44.458370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:44.460075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:44.460548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:44.460946] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:44.461674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:44.462533] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:44.464629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:44.583776] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 15.4s | Global ETA: 17m 20s [2025-11-22T03:04:44.584633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:44.584728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:44.586367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:44.586900] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:44.588078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:44.787911] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 14.7s | Global ETA: 17m 20s [2025-11-22T03:04:44.961385] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.49% | Symbol ETA: 6.4s | Global ETA: 17m 20s [2025-11-22T03:04:44.962322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:44.962385] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:44.962339] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.81%, Actual: 1.26% [2025-11-22T03:04:44.963077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:45.088133] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:45.092230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.110586] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 7.0s | Global ETA: 17m 20s [2025-11-22T03:04:45.111485] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:45.111549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:45.113244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:45.113771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:45.114150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:45.114893] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:45.115819] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:45.117988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.133758] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.43%, Actual: 3.62% [2025-11-22T03:04:45.190062] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.90% | Symbol ETA: 14.8s | Global ETA: 17m 20s [2025-11-22T03:04:45.190981] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:45.191048] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:45.192798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:45.193325] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:45.194490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.303367] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.77%, Actual: 0.56% [2025-11-22T03:04:45.472856] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 1.63% [2025-11-22T03:04:45.642043] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 1.89% [2025-11-22T03:04:45.667669] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 5.7s | Global ETA: 17m 20s [2025-11-22T03:04:45.668548] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:45.668622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:45.669348] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:45.753632] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.61% | Symbol ETA: 6.3s | Global ETA: 17m 20s [2025-11-22T03:04:45.754514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:45.754577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:45.756232] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:45.756725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:45.757109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:45.757862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:45.758739] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:45.760786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.796022] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:45.798498] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 14.2s | Global ETA: 17m 20s [2025-11-22T03:04:45.799432] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:45.799495] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:45.800451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.801197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:45.801718] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:45.802938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:45.809817] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.98% [2025-11-22T03:04:45.979170] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.31% [2025-11-22T03:04:46.146202] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 0.77% [2025-11-22T03:04:46.314257] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.23%, Actual: 0.83% [2025-11-22T03:04:46.369520] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.10% | Symbol ETA: 5.0s | Global ETA: 17m 20s [2025-11-22T03:04:46.370401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:46.370462] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:46.371147] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:46.395279] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.80% | Symbol ETA: 13.6s | Global ETA: 17m 20s [2025-11-22T03:04:46.396199] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:46.396276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:46.397718] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.64% | Symbol ETA: 5.7s | Global ETA: 17m 20s [2025-11-22T03:04:46.398024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:46.398525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:46.398594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:46.398681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:46.399709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:46.400299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:46.400795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:46.401173] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:46.401924] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:46.402814] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:46.404852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:46.489562] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.05% [2025-11-22T03:04:46.489799] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 39.6753% [2025-11-22T03:04:46.490597] [INFO ] [main ] BWA: DISCARDED add_micro_gap_fill_velocity (score: 39.68%) [2025-11-22T03:04:46.490691] [INFO ] [main ] BWA: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:04:46.490731] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:04:46.490767] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:46.493691] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:46.497831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:46.503710] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:46.505024] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:46.505090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:46.510014] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:46.510863] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:46.567072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:46.568912] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:46.569578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:46.995398] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.56% | Symbol ETA: 13.0s | Global ETA: 17m 20s [2025-11-22T03:04:46.996321] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:46.996382] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:46.998050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:46.998531] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:46.999735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.039077] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.02% | Symbol ETA: 5.0s | Global ETA: 17m 20s [2025-11-22T03:04:47.039967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:47.040030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:47.041658] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:47.042127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:47.042506] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:47.043241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:47.044151] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:47.046247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.069409] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.25% | Symbol ETA: 4.3s | Global ETA: 17m 20s [2025-11-22T03:04:47.070727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:47.070802] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:47.071463] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:47.168484] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.01% | Symbol ETA: 19.6s | Global ETA: 17m 21s [2025-11-22T03:04:47.169392] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:47.169474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:47.174209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:47.175001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:47.194260] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:47.198551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.230955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:47.232966] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:47.233662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.598247] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 12.4s | Global ETA: 17m 21s [2025-11-22T03:04:47.599179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:47.599240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:47.600916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:47.601398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:47.602512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.682930] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 4.4s | Global ETA: 17m 21s [2025-11-22T03:04:47.683828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:47.683889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:47.685490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:47.685981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:47.686359] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:47.687090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:47.687983] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:04:47.690028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.777937] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.51% | Symbol ETA: 3.6s | Global ETA: 17m 21s [2025-11-22T03:04:47.836437] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.93% | Symbol ETA: 19.0s | Global ETA: 17m 21s [2025-11-22T03:04:47.837420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:47.837485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:47.842334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:47.843142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:47.900020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:47.902059] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:47.902760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:47.949944] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 3.90% [2025-11-22T03:04:48.120450] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.27%, Actual: 1.68% [2025-11-22T03:04:48.194062] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.50% | Symbol ETA: 11.8s | Global ETA: 17m 21s [2025-11-22T03:04:48.194994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:48.195071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:48.196740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:48.197220] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:48.198377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:48.305408] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.91% [2025-11-22T03:04:48.326120] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.19% | Symbol ETA: 3.7s | Global ETA: 17m 21s [2025-11-22T03:04:48.477292] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.88% [2025-11-22T03:04:48.491832] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.65%, Actual: 3.94% [2025-11-22T03:04:48.510393] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 18.3s | Global ETA: 17m 21s [2025-11-22T03:04:48.511299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:48.511370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:48.516483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:48.517316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:48.574385] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:48.576490] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:48.577214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:48.648434] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 0.14% [2025-11-22T03:04:48.657366] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.64%, Actual: 1.81% [2025-11-22T03:04:48.788855] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -2.80% | Symbol ETA: 11.2s | Global ETA: 17m 21s [2025-11-22T03:04:48.789805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:48.789869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:48.791510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:48.792030] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:04:48.793194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:48.817558] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.49%, Actual: 1.08% [2025-11-22T03:04:48.822287] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 1.32% [2025-11-22T03:04:48.987315] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.81%, Actual: 1.40% [2025-11-22T03:04:48.987752] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.09%, Actual: 0.63% [2025-11-22T03:04:49.152737] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.96% [2025-11-22T03:04:49.160147] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.10%, Actual: 1.68% [2025-11-22T03:04:49.187574] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 17.7s | Global ETA: 17m 21s [2025-11-22T03:04:49.188456] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:49.188518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:49.193295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:49.194090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:49.253327] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:49.255509] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:49.256317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:49.319850] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.61%, Actual: 2.82% [2025-11-22T03:04:49.332934] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.25%, Actual: 0.64% [2025-11-22T03:04:49.387416] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.05% | Symbol ETA: 10.6s | Global ETA: 17m 21s [2025-11-22T03:04:49.490732] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.64%, Actual: 2.05% [2025-11-22T03:04:49.499629] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.51%, Actual: 1.79% [2025-11-22T03:04:49.499854] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 28.0435% [2025-11-22T03:04:49.499932] [INFO ] [main ] ADX: DISCARDED add_range_volume_efficiency_refinements (score: 28.04%) [2025-11-22T03:04:49.499976] [INFO ] [main ] ADX: Testing feature 39/53: add_regime [2025-11-22T03:04:49.500008] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_regime'] [2025-11-22T03:04:49.500043] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:49.512145] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:49.513431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:49.513492] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:49.514249] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:49.557515] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 3.50%, Actual: 1.81% [2025-11-22T03:04:49.643080] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:49.660220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:49.661478] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.02%, Actual: 1.42% [2025-11-22T03:04:49.725103] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 2.21% [2025-11-22T03:04:49.832774] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.32%, Actual: 0.48% [2025-11-22T03:04:49.859463] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 17.0s | Global ETA: 17m 21s [2025-11-22T03:04:49.860343] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:49.860406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:49.865239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:49.866035] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:49.893303] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.90%, Actual: 3.98% [2025-11-22T03:04:49.923668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:49.925702] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:49.926410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:50.006724] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.19%, Actual: 1.64% [2025-11-22T03:04:50.006918] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 34.1742% [2025-11-22T03:04:50.007492] [INFO ] [main ] JPM: DISCARDED add_range_volume_efficiency (score: 34.17%) [2025-11-22T03:04:50.007542] [INFO ] [main ] JPM: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:04:50.007574] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:04:50.007609] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:50.019432] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:50.020741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:50.020806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:50.022536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:50.023064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:50.023459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:50.024230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:50.025150] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:50.029120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:50.062518] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 2.59% [2025-11-22T03:04:50.230903] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.80%, Actual: 1.80% [2025-11-22T03:04:50.242507] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 9.8s | Global ETA: 17m 21s [2025-11-22T03:04:50.243739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:50.243801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:50.244465] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:50.367750] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:50.384144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:50.398878] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.56%, Actual: 3.05% [2025-11-22T03:04:50.520044] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 16.3s | Global ETA: 17m 21s [2025-11-22T03:04:50.520928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:50.520989] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:50.525684] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:50.526438] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:50.567970] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.55% [2025-11-22T03:04:50.581952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:50.583792] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:50.584463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:50.678097] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.86% | Symbol ETA: 9.2s | Global ETA: 17m 21s [2025-11-22T03:04:50.679013] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:50.679075] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:50.680761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:50.681234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:50.681616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:50.682361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:50.683254] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:50.687074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:50.737360] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.50%, Actual: 0.09% [2025-11-22T03:04:50.912259] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -2.80%, Actual: 0.87% [2025-11-22T03:04:50.958902] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 9.0s | Global ETA: 17m 21s [2025-11-22T03:04:50.959804] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:50.959867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:50.960558] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:51.091935] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:51.099914] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.05%, Actual: 3.13% [2025-11-22T03:04:51.100143] [INFO ] [main ] FC: Magnitude Forecast Confidence: 47.3541% [2025-11-22T03:04:51.100244] [INFO ] [main ] FC: DISCARDED add_open_11_elasticity (score: 47.35%) [2025-11-22T03:04:51.100290] [INFO ] [main ] FC: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:04:51.100323] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T03:04:51.100358] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:51.109300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.113909] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:51.115437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:51.115499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:51.117215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:51.117807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:51.119175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.173422] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 15.7s | Global ETA: 17m 21s [2025-11-22T03:04:51.174288] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:51.174351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:51.179083] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:51.179861] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:51.234847] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:51.236673] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:51.237346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.322145] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 8.5s | Global ETA: 17m 21s [2025-11-22T03:04:51.323030] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:51.323093] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:51.324732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:51.325205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:51.325584] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:51.326328] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:51.327212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:51.331015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.688522] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 8.3s | Global ETA: 17m 21s [2025-11-22T03:04:51.689450] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:51.689514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:51.690237] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:51.724574] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 1.01% | Symbol ETA: 15.3s | Global ETA: 17m 21s [2025-11-22T03:04:51.725475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:51.725537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:51.727225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:51.727766] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:51.729121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.821480] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:51.838125] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 15.0s | Global ETA: 17m 21s [2025-11-22T03:04:51.839037] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:51.839101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:51.839288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.844141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:51.844961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:51.902420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:51.904474] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:51.905302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:51.967809] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.45% | Symbol ETA: 7.9s | Global ETA: 17m 21s [2025-11-22T03:04:51.968707] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:51.968774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:51.970387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:51.970877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:51.971255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:51.972000] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:51.972874] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:51.976678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:52.327511] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.47% | Symbol ETA: 14.6s | Global ETA: 17m 21s [2025-11-22T03:04:52.328417] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:52.328478] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:52.330165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:52.330670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:52.331993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:52.425453] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 7.6s | Global ETA: 17m 22s [2025-11-22T03:04:52.426348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:52.426409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:52.427103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:52.527761] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.13% | Symbol ETA: 14.3s | Global ETA: 17m 22s [2025-11-22T03:04:52.529511] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:52.529587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:52.534664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:52.535479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:52.557703] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:52.574160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:52.591547] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:52.593597] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:04:52.594323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:52.633485] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.84% | Symbol ETA: 7.2s | Global ETA: 17m 22s [2025-11-22T03:04:52.634955] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:52.635019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:52.636637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:52.637132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:52.637537] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:52.638285] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:52.639159] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:52.646940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:52.938819] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -4.19% | Symbol ETA: 14.0s | Global ETA: 17m 22s [2025-11-22T03:04:52.939710] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:52.939776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:52.941432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:52.941941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:52.943251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:53.163509] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.21% | Symbol ETA: 6.9s | Global ETA: 17m 22s [2025-11-22T03:04:53.164433] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:53.164499] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:53.165224] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:53.201820] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -2.00% | Symbol ETA: 13.7s | Global ETA: 17m 22s [2025-11-22T03:04:53.277427] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 6.6s | Global ETA: 17m 22s [2025-11-22T03:04:53.278322] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:53.278384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:53.280010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:53.280480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:53.280883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:53.281604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:53.282480] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:53.286254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:53.290468] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:53.307666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:53.368957] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.01%, Actual: 1.26% [2025-11-22T03:04:53.537735] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 3.62% [2025-11-22T03:04:53.542453] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 4.26% | Symbol ETA: 13.4s | Global ETA: 17m 22s [2025-11-22T03:04:53.543404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:53.543466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:53.545166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:53.545687] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:53.547026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:53.708286] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.56% [2025-11-22T03:04:53.878239] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 1.63% [2025-11-22T03:04:53.891872] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.11% | Symbol ETA: 6.2s | Global ETA: 17m 22s [2025-11-22T03:04:53.892761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:53.892823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:53.893481] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:53.921256] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 5.9s | Global ETA: 17m 22s [2025-11-22T03:04:53.922165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:53.922227] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:53.923909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:53.924388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:53.924791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:53.925513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:53.926400] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:53.930264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.014995] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:54.031629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.050559] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 1.89% [2025-11-22T03:04:54.160882] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 12.8s | Global ETA: 17m 22s [2025-11-22T03:04:54.161771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:54.161836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:54.163466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:54.163974] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:54.165274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.238023] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.86%, Actual: 1.98% [2025-11-22T03:04:54.408173] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 0.31% [2025-11-22T03:04:54.567371] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 5.3s | Global ETA: 17m 22s [2025-11-22T03:04:54.568811] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:54.568873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:54.570495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:54.570988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:54.571375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:54.572116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:54.572995] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:54.576569] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.80%, Actual: 0.77% [2025-11-22T03:04:54.576762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.632962] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 5.4s | Global ETA: 17m 22s [2025-11-22T03:04:54.633860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:54.633923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:54.634591] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:54.742221] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.13%, Actual: 0.83% [2025-11-22T03:04:54.763174] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:54.780787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.784467] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.04% | Symbol ETA: 12.2s | Global ETA: 17m 22s [2025-11-22T03:04:54.785394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:54.785459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:54.787204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:54.787772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:54.789145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:54.909723] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -2.00%, Actual: 0.05% [2025-11-22T03:04:54.909968] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.8929% [2025-11-22T03:04:54.910077] [INFO ] [main ] BWA: DISCARDED add_morning_followthrough_mag_T0 (score: 45.89%) [2025-11-22T03:04:54.910131] [INFO ] [main ] BWA: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:04:54.910165] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_morning_range_expansion'] [2025-11-22T03:04:54.910201] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:04:54.923306] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:54.924692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:54.924758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:54.929774] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:54.930592] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:54.986210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:54.988319] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:54.992752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.210141] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.25% | Symbol ETA: 4.6s | Global ETA: 17m 22s [2025-11-22T03:04:55.211573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:55.211639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:55.213346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:55.213867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:55.214257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:55.215026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:55.215915] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:55.219874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.365423] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 4.7s | Global ETA: 17m 22s [2025-11-22T03:04:55.366394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:55.366459] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:55.367202] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:55.391551] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 11.6s | Global ETA: 17m 22s [2025-11-22T03:04:55.392443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:55.392505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:55.394171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:55.394679] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:55.396007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.493751] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:55.510149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.590473] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.17% | Symbol ETA: 18.4s | Global ETA: 17m 22s [2025-11-22T03:04:55.591400] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:55.591465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:55.596331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:55.597182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:55.651933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:55.653862] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:55.658235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.864395] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.12% | Symbol ETA: 4.0s | Global ETA: 17m 22s [2025-11-22T03:04:55.865291] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:55.865355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:55.866985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:55.867478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:55.867888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:55.868600] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:55.869470] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:04:55.873306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:55.986105] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.01% | Symbol ETA: 11.0s | Global ETA: 17m 22s [2025-11-22T03:04:55.986995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:55.987056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:55.988705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:55.989177] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:55.990467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:56.088544] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 4.0s | Global ETA: 17m 22s [2025-11-22T03:04:56.089439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:56.089501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:56.090529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:56.214915] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:56.231280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:56.261626] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.00% | Symbol ETA: 17.8s | Global ETA: 17m 22s [2025-11-22T03:04:56.262551] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:56.262617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:56.267613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:56.268422] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:56.323149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:56.325101] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:56.329520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:56.526399] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.95% | Symbol ETA: 3.3s | Global ETA: 17m 22s [2025-11-22T03:04:56.578761] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.79% | Symbol ETA: 10.4s | Global ETA: 17m 22s [2025-11-22T03:04:56.579621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:56.579701] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:56.581310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:56.581808] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:56.583107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:56.697966] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.86%, Actual: 3.94% [2025-11-22T03:04:56.800709] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.77% | Symbol ETA: 3.3s | Global ETA: 17m 22s [2025-11-22T03:04:56.866500] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 1.81% [2025-11-22T03:04:56.933518] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 17.1s | Global ETA: 17m 22s [2025-11-22T03:04:56.934396] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:56.934458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:56.939209] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:56.940002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:56.966766] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 3.90% [2025-11-22T03:04:56.995878] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:56.998054] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:57.002524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:57.034620] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.45%, Actual: 1.32% [2025-11-22T03:04:57.138334] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 1.68% [2025-11-22T03:04:57.166049] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.56% | Symbol ETA: 9.8s | Global ETA: 17m 22s [2025-11-22T03:04:57.202834] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.84%, Actual: 1.40% [2025-11-22T03:04:57.307729] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 0.91% [2025-11-22T03:04:57.333917] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 1.81% [2025-11-22T03:04:57.370931] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 0.96% [2025-11-22T03:04:57.476148] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.88% [2025-11-22T03:04:57.499453] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 2.21% [2025-11-22T03:04:57.539336] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 2.82% [2025-11-22T03:04:57.606149] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 16.5s | Global ETA: 17m 22s [2025-11-22T03:04:57.607092] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:57.607157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:57.612194] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:57.613067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:57.654714] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.21%, Actual: 0.14% [2025-11-22T03:04:57.665162] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 3.98% [2025-11-22T03:04:57.669200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:57.671373] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:57.675979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:57.708396] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 2.05% [2025-11-22T03:04:57.832884] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 4.26%, Actual: 2.59% [2025-11-22T03:04:57.840603] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.11%, Actual: 1.08% [2025-11-22T03:04:57.880529] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.25%, Actual: 1.42% [2025-11-22T03:04:58.040954] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: -0.48%, Actual: 0.63% [2025-11-22T03:04:58.041628] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 1.80% [2025-11-22T03:04:58.064724] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.12%, Actual: 0.48% [2025-11-22T03:04:58.274917] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.04%, Actual: 3.05% [2025-11-22T03:04:58.307555] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.95%, Actual: 1.64% [2025-11-22T03:04:58.307872] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 37.4476% [2025-11-22T03:04:58.308056] [INFO ] [main ] JPM: DISCARDED add_range_volume_efficiency_refinements (score: 37.45%) [2025-11-22T03:04:58.308131] [INFO ] [main ] JPM: Testing feature 39/53: add_regime [2025-11-22T03:04:58.308191] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_regime'] [2025-11-22T03:04:58.308252] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:04:58.313265] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.68% [2025-11-22T03:04:58.332589] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:58.334417] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:58.334498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:58.336819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:58.337511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:58.338037] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:58.339038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:58.340241] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:58.370976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:58.417157] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 15.9s | Global ETA: 17m 23s [2025-11-22T03:04:58.418479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:58.418555] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:58.425052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:58.426243] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:58.489766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:58.491984] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:58.496433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:58.525778] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.55% [2025-11-22T03:04:58.551442] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.49%, Actual: 0.64% [2025-11-22T03:04:58.739914] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.01%, Actual: 0.09% [2025-11-22T03:04:58.766371] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.77%, Actual: 1.79% [2025-11-22T03:04:58.766606] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 35.9432% [2025-11-22T03:04:58.766721] [INFO ] [main ] ADX: DISCARDED add_regime (score: 35.94%) [2025-11-22T03:04:58.766807] [INFO ] [main ] ADX: Testing feature 40/53: add_regime_flags [2025-11-22T03:04:58.766845] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_regime_flags'] [2025-11-22T03:04:58.766882] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:04:58.780138] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:58.781498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:58.781804] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:58.782619] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:58.911808] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:04:58.913373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:58.914860] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.79%, Actual: 0.87% [2025-11-22T03:04:59.087023] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.56%, Actual: 3.13% [2025-11-22T03:04:59.087225] [INFO ] [main ] FC: Magnitude Forecast Confidence: 61.9610% [2025-11-22T03:04:59.087332] [INFO ] [main ] FC: KEPT add_open_reversal_intensity (score: 61.96%) [2025-11-22T03:04:59.087379] [INFO ] [main ] FC: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:04:59.087431] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:04:59.087469] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:04:59.100887] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:04:59.102456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:59.102521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:59.104386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:59.104935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:59.106379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:04:59.107997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.114280] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.15% | Symbol ETA: 10.1s | Global ETA: 17m 23s [2025-11-22T03:04:59.115178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:59.115242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:59.116889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:59.117363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:59.117808] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:59.118535] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:59.119413] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:59.138814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.191180] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.59% | Symbol ETA: 15.3s | Global ETA: 17m 23s [2025-11-22T03:04:59.192066] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:59.192129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:59.196844] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:59.197657] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:59.253420] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:59.255265] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:59.259476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.481769] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 9.4s | Global ETA: 17m 23s [2025-11-22T03:04:59.482666] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:04:59.482728] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:59.483411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:04:59.606659] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:04:59.607963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.712467] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 8.37% | Symbol ETA: 14.8s | Global ETA: 17m 23s [2025-11-22T03:04:59.713357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:04:59.713420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:59.715093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:04:59.715571] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:04:59.716910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:04:59.718481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.783113] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 8.9s | Global ETA: 17m 23s [2025-11-22T03:04:59.784003] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:04:59.784067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:04:59.785711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:04:59.786180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:04:59.786559] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:59.787300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:04:59.788244] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:04:59.807800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:04:59.851988] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 14.5s | Global ETA: 17m 23s [2025-11-22T03:04:59.852925] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:04:59.852992] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:04:59.857736] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:04:59.858524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:04:59.913287] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:04:59.915253] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:04:59.919499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:00.173866] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 8.7s | Global ETA: 17m 23s [2025-11-22T03:05:00.174805] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:00.174867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:00.175537] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:00.301271] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:00.302551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:00.339711] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.66% | Symbol ETA: 14.3s | Global ETA: 17m 23s [2025-11-22T03:05:00.340618] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:00.340703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:00.342422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:00.342971] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:00.344365] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:00.345971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:00.527233] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -2.02% | Symbol ETA: 13.8s | Global ETA: 17m 23s [2025-11-22T03:05:00.528193] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:00.528257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:00.533145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:00.533961] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:00.637749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:00.639745] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:05:00.650180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:00.683968] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 8.5s | Global ETA: 17m 23s [2025-11-22T03:05:00.684861] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:00.684924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:00.686555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:00.690065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:00.690450] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:00.691203] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:00.692101] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:00.733577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:00.970109] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.29% | Symbol ETA: 8.2s | Global ETA: 17m 23s [2025-11-22T03:05:00.971014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:00.971076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:00.971760] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:01.094716] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:01.095830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:01.157345] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 14.1s | Global ETA: 17m 23s [2025-11-22T03:05:01.158459] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:01.158523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:01.160425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:01.160940] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:01.162295] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:01.163857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:01.362378] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 13.1s | Global ETA: 17m 23s [2025-11-22T03:05:01.363287] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:01.363350] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:01.368199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:01.369023] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:01.424213] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:01.426351] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:05:01.430849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:01.547132] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.21% | Symbol ETA: 7.9s | Global ETA: 17m 23s [2025-11-22T03:05:01.548144] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:01.548211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:01.549974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:01.550554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:01.550992] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:01.551816] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:01.552731] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:01.574724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:01.775059] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.47% | Symbol ETA: 13.3s | Global ETA: 17m 23s [2025-11-22T03:05:01.776164] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:01.776379] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:01.778051] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:01.778526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:01.779853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:01.781331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:01.813391] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 7.6s | Global ETA: 17m 23s [2025-11-22T03:05:01.814452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:01.814514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:01.815420] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:01.945251] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:01.946668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:02.080438] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 12.4s | Global ETA: 17m 23s [2025-11-22T03:05:02.250779] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.17%, Actual: 1.26% [2025-11-22T03:05:02.295865] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.45% | Symbol ETA: 7.0s | Global ETA: 17m 23s [2025-11-22T03:05:02.296768] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:02.296831] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:02.298574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:02.299101] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:02.299491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:02.300263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:02.301179] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:02.322220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:02.419698] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.00%, Actual: 3.62% [2025-11-22T03:05:02.419743] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 12.6s | Global ETA: 17m 23s [2025-11-22T03:05:02.420771] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:02.420853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:02.422916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:02.423447] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:02.424853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:02.426447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:02.535416] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 6.8s | Global ETA: 17m 23s [2025-11-22T03:05:02.536448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:02.536515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:02.537271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:02.598717] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 0.56% [2025-11-22T03:05:02.670155] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:02.671605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:02.770310] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 1.63% [2025-11-22T03:05:02.936609] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 1.89% [2025-11-22T03:05:02.979485] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.04% | Symbol ETA: 6.2s | Global ETA: 17m 23s [2025-11-22T03:05:02.980742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:02.980806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:02.982426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:02.982915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:02.983303] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:02.984067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:02.984945] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:03.004200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.055000] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 12.0s | Global ETA: 17m 23s [2025-11-22T03:05:03.056091] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:03.056157] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:03.058185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:03.058801] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:03.060451] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:03.062330] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.104867] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.59%, Actual: 1.98% [2025-11-22T03:05:03.260124] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 6.1s | Global ETA: 17m 24s [2025-11-22T03:05:03.261014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:03.261079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:03.261762] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:03.269196] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 0.31% [2025-11-22T03:05:03.385633] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:03.386953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.432431] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -2.02%, Actual: 0.77% [2025-11-22T03:05:03.597747] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 0.83% [2025-11-22T03:05:03.648928] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.10% | Symbol ETA: 5.3s | Global ETA: 17m 24s [2025-11-22T03:05:03.649853] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:03.649916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:03.651535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:03.652049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:03.652430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:03.653213] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:03.654099] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:03.660291] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 11.3s | Global ETA: 17m 24s [2025-11-22T03:05:03.661199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:03.661261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:03.662938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:03.663416] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:03.664760] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:03.666234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.673596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.763314] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.98%, Actual: 0.05% [2025-11-22T03:05:03.763516] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 34.0812% [2025-11-22T03:05:03.763595] [INFO ] [main ] BWA: DISCARDED add_morning_range_expansion (score: 34.08%) [2025-11-22T03:05:03.763658] [INFO ] [main ] BWA: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:05:03.763693] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_open_11_elasticity'] [2025-11-22T03:05:03.763728] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:03.776838] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:03.778158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:03.778220] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:03.783050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:03.783882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:03.840741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:03.846021] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:03.847246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:03.973612] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 5.3s | Global ETA: 17m 24s [2025-11-22T03:05:03.974563] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:03.974630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:03.975350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:04.099570] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:04.100915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:04.268134] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.49% | Symbol ETA: 10.6s | Global ETA: 17m 24s [2025-11-22T03:05:04.269042] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:04.269118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:04.270800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:04.271276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:04.272595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:04.274163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:04.318300] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 4.6s | Global ETA: 17m 24s [2025-11-22T03:05:04.319229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:04.319291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:04.320940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:04.321410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:04.321821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:04.322547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:04.323433] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:04.343078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:04.439461] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.15% | Symbol ETA: 18.0s | Global ETA: 17m 24s [2025-11-22T03:05:04.440372] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:04.440433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:04.445206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:04.446030] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:04.503054] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:04.504984] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:04.506183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:04.677269] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 4.6s | Global ETA: 17m 24s [2025-11-22T03:05:04.678211] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:04.678273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:04.678966] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:04.801226] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:04.802478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:04.878239] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -2.18% | Symbol ETA: 10.0s | Global ETA: 17m 24s [2025-11-22T03:05:04.879149] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:04.879215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:04.880838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:04.881312] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:04.882610] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:04.884144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:05.007583] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 3.8s | Global ETA: 17m 24s [2025-11-22T03:05:05.008516] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:05.008579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:05.010207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:05.010691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:05.011091] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:05.011842] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:05.012785] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:05:05.032906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:05.128704] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.06% | Symbol ETA: 17.5s | Global ETA: 17m 24s [2025-11-22T03:05:05.129602] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:05.129703] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:05.134682] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:05.135484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:05.193149] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:05.195164] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:05.196385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:05.368316] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.54% | Symbol ETA: 3.8s | Global ETA: 17m 24s [2025-11-22T03:05:05.369238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:05.369299] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:05.369983] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:05.489439] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.62% | Symbol ETA: 9.3s | Global ETA: 17m 24s [2025-11-22T03:05:05.490478] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:05.491616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:05.667288] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 8.37%, Actual: 1.81% [2025-11-22T03:05:05.672416] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 3.1s | Global ETA: 17m 24s [2025-11-22T03:05:05.797374] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.39% | Symbol ETA: 16.8s | Global ETA: 17m 24s [2025-11-22T03:05:05.798295] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:05.798357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:05.803074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:05.803865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:05.838585] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.15%, Actual: 3.94% [2025-11-22T03:05:05.843043] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.66%, Actual: 2.21% [2025-11-22T03:05:05.859521] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:05.861738] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:05.863036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:06.005348] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 1.81% [2025-11-22T03:05:06.011504] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 3.98% [2025-11-22T03:05:06.071295] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 3.1s | Global ETA: 17m 24s [2025-11-22T03:05:06.172074] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 1.32% [2025-11-22T03:05:06.179572] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.47%, Actual: 2.59% [2025-11-22T03:05:06.243270] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 3.90% [2025-11-22T03:05:06.339451] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.21%, Actual: 1.40% [2025-11-22T03:05:06.348002] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 1.80% [2025-11-22T03:05:06.415987] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 1.68% [2025-11-22T03:05:06.461885] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 16.1s | Global ETA: 17m 24s [2025-11-22T03:05:06.462771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:06.462833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:06.467606] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:06.468405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:06.505459] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.45%, Actual: 0.96% [2025-11-22T03:05:06.516544] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 3.05% [2025-11-22T03:05:06.524151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:06.525960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:06.527096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:06.590060] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 0.91% [2025-11-22T03:05:06.671211] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.04%, Actual: 2.82% [2025-11-22T03:05:06.681576] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 0.55% [2025-11-22T03:05:06.762062] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.88% [2025-11-22T03:05:06.836798] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.10%, Actual: 2.05% [2025-11-22T03:05:06.846677] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.49%, Actual: 0.09% [2025-11-22T03:05:06.937414] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.14% [2025-11-22T03:05:07.003056] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 1.42% [2025-11-22T03:05:07.013265] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -2.18%, Actual: 0.87% [2025-11-22T03:05:07.110550] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 1.08% [2025-11-22T03:05:07.129401] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 15.4s | Global ETA: 17m 24s [2025-11-22T03:05:07.130311] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:07.130375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:07.135297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:07.136145] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:07.169746] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.01%, Actual: 0.48% [2025-11-22T03:05:07.186311] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.62%, Actual: 3.13% [2025-11-22T03:05:07.186514] [INFO ] [main ] FC: Magnitude Forecast Confidence: 43.1776% [2025-11-22T03:05:07.186565] [INFO ] [main ] FC: DISCARDED add_open_vs_close_liquidity_ratio (score: 43.18%) [2025-11-22T03:05:07.186603] [INFO ] [main ] FC: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:05:07.186635] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_open_vs_prev_range_position'] [2025-11-22T03:05:07.186690] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:07.193724] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:07.195868] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:07.197266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:07.199865] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:07.201238] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:07.201299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:07.202978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:07.203475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:07.204790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:07.207619] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:07.285094] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.63% [2025-11-22T03:05:07.336723] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 1.64% [2025-11-22T03:05:07.336908] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 34.8603% [2025-11-22T03:05:07.336988] [INFO ] [main ] JPM: DISCARDED add_regime (score: 34.86%) [2025-11-22T03:05:07.337029] [INFO ] [main ] JPM: Testing feature 40/53: add_regime_flags [2025-11-22T03:05:07.337064] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_regime_flags'] [2025-11-22T03:05:07.337105] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:07.348919] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:07.350278] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:07.350340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:07.352021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:07.352518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:07.352935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:07.353714] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:07.354580] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:07.355623] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:07.458320] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 1.68% [2025-11-22T03:05:07.627658] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.54%, Actual: 0.64% [2025-11-22T03:05:07.798213] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.79% [2025-11-22T03:05:07.798427] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.7155% [2025-11-22T03:05:07.798531] [INFO ] [main ] ADX: DISCARDED add_regime_flags (score: 33.72%) [2025-11-22T03:05:07.798577] [INFO ] [main ] ADX: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:05:07.798612] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:05:07.798669] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:07.811115] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:07.812658] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:07.812725] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:07.813480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:07.816164] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 3.38% | Symbol ETA: 14.3s | Global ETA: 17m 24s [2025-11-22T03:05:07.817089] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:07.817153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:07.818880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:07.819420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:07.820790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:07.823722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:07.834200] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.24% | Symbol ETA: 14.8s | Global ETA: 17m 24s [2025-11-22T03:05:07.835140] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:07.835208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:07.840300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:07.841222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:07.899906] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:07.902140] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:07.903445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:07.944193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:07.946299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:07.946839] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:07.947960] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:07.949694] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:07.950758] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:07.951459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:08.068968] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 9.5s | Global ETA: 17m 24s [2025-11-22T03:05:08.070222] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:08.070286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:08.071933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:08.072415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:08.072973] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:08.073721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:08.074585] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:08.075626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:08.432699] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.34% | Symbol ETA: 13.7s | Global ETA: 17m 25s [2025-11-22T03:05:08.433620] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:08.433713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:08.435422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:08.435982] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:08.437381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:08.440368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:08.531109] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.36% | Symbol ETA: 14.1s | Global ETA: 17m 25s [2025-11-22T03:05:08.532249] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:08.534567] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 9.2s | Global ETA: 17m 25s [2025-11-22T03:05:08.532313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:08.536213] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:08.536277] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:08.536965] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:08.544329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:08.545267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:08.603494] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:08.605621] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:08.606942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:08.665512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:08.667608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:08.668124] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:08.669176] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:08.670786] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:08.671822] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:08.672496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:08.737146] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.11% | Symbol ETA: 8.6s | Global ETA: 17m 25s [2025-11-22T03:05:08.738061] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:08.738124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:08.739825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:08.740312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:08.740726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:08.741464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:08.742392] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:08.743422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.120979] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 1.27% | Symbol ETA: 13.2s | Global ETA: 17m 25s [2025-11-22T03:05:09.121897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:09.121959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:09.123579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:09.124077] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:09.125376] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:09.128214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.217211] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 13.4s | Global ETA: 17m 25s [2025-11-22T03:05:09.218147] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:09.218208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:09.222971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:09.223783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:09.254803] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 8.5s | Global ETA: 17m 25s [2025-11-22T03:05:09.255690] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:09.255754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:09.256416] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:09.278007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:09.280049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:09.281262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.379994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:09.381996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:09.382490] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:09.383538] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:09.385154] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:09.386201] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:09.386904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.395561] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 7.8s | Global ETA: 17m 25s [2025-11-22T03:05:09.396457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:09.396520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:09.398206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:09.398728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:09.399127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:09.399874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:09.400764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:09.401787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.722145] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 12.5s | Global ETA: 17m 25s [2025-11-22T03:05:09.723043] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:09.723107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:09.724789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:09.725264] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:09.726606] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:09.729598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:09.882148] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 12.8s | Global ETA: 17m 25s [2025-11-22T03:05:09.883039] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:09.883115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:09.887960] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:09.888877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:09.944878] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:09.947114] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:05:09.948455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.001523] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 7.8s | Global ETA: 17m 25s [2025-11-22T03:05:10.002421] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:10.002485] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:10.003170] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:10.067407] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.26% | Symbol ETA: 7.1s | Global ETA: 17m 25s [2025-11-22T03:05:10.068293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:10.068356] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.069995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:10.070472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:10.070886] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:10.071605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:10.072480] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:10.073504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.134704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.136793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:10.137305] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:10.138418] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:10.140109] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:10.141196] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:10.141903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.321569] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 11.9s | Global ETA: 17m 25s [2025-11-22T03:05:10.322465] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:10.322528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.324153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:10.324624] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:10.325939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:10.328770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.545320] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.19% | Symbol ETA: 12.1s | Global ETA: 17m 25s [2025-11-22T03:05:10.718939] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.15%, Actual: 1.26% [2025-11-22T03:05:10.722951] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 6.4s | Global ETA: 17m 25s [2025-11-22T03:05:10.723844] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:10.723906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.725524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:10.726024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:10.726413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:10.727152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:10.728055] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:10.729080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.731395] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 7.1s | Global ETA: 17m 25s [2025-11-22T03:05:10.732282] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:10.732346] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:10.733031] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:10.860485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.862517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:10.863052] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:10.864172] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:10.865832] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:10.866890] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:10.867625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:10.885565] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.06%, Actual: 3.62% [2025-11-22T03:05:10.935343] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 11.2s | Global ETA: 17m 25s [2025-11-22T03:05:10.936276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:10.936340] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:10.938499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:10.939022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:10.940378] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:10.943375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:11.054208] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 0.56% [2025-11-22T03:05:11.219137] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.63% [2025-11-22T03:05:11.377704] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.52% | Symbol ETA: 5.7s | Global ETA: 17m 25s [2025-11-22T03:05:11.378788] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:11.378850] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:11.380664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:11.381154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:11.381751] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:11.382476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:11.383367] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:11.384772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:11.388862] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 1.89% [2025-11-22T03:05:11.453956] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 6.4s | Global ETA: 17m 25s [2025-11-22T03:05:11.454842] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:11.454905] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:11.455575] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:11.543704] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -3.49% | Symbol ETA: 10.6s | Global ETA: 17m 25s [2025-11-22T03:05:11.544568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:11.544630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:11.546274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:11.546772] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:11.548094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:11.550879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:11.556265] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 1.98% [2025-11-22T03:05:11.580838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:11.582897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:11.583406] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:11.584486] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:11.586153] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:11.587222] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:11.587993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:11.722583] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.36%, Actual: 0.31% [2025-11-22T03:05:11.889539] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 0.77% [2025-11-22T03:05:12.055604] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 5.0s | Global ETA: 17m 25s [2025-11-22T03:05:12.056491] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:12.056554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.056549] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.11%, Actual: 0.83% [2025-11-22T03:05:12.058237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:12.058756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:12.059155] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.060262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:12.061178] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:12.062228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.142284] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.77% | Symbol ETA: 10.0s | Global ETA: 17m 25s [2025-11-22T03:05:12.143158] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:12.143220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.144860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:12.145327] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:12.146634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:12.149451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.166327] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 5.6s | Global ETA: 17m 25s [2025-11-22T03:05:12.167206] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:12.167270] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.168001] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:12.225962] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.19%, Actual: 0.05% [2025-11-22T03:05:12.226170] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 37.8749% [2025-11-22T03:05:12.226256] [INFO ] [main ] BWA: DISCARDED add_open_11_elasticity (score: 37.87%) [2025-11-22T03:05:12.226302] [INFO ] [main ] BWA: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:05:12.226335] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_open_reversal_intensity'] [2025-11-22T03:05:12.226379] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:12.239345] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:12.240806] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:12.240868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:12.245675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.246488] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:12.290001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.291878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:12.292371] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:12.293406] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:12.295000] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:12.296028] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:12.297057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.305667] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:12.307703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:12.309030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.720210] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 4.4s | Global ETA: 17m 25s [2025-11-22T03:05:12.721552] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:12.721615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.723291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:12.723825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:12.724237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.724990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:12.725878] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:12.726920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.746845] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 3.11% | Symbol ETA: 9.4s | Global ETA: 17m 25s [2025-11-22T03:05:12.747794] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:12.747858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.749578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:12.750089] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:12.751438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:12.754379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.867359] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 4.9s | Global ETA: 17m 25s [2025-11-22T03:05:12.868317] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:12.868389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.869077] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:12.910164] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 16.7s | Global ETA: 17m 25s [2025-11-22T03:05:12.911060] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:12.911122] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:12.915967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:12.916798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:12.973536] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:12.975525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:12.976843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:12.991096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:12.992985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:12.993474] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:12.994509] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:12.996125] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:12.997170] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:12.997903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:13.352442] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.64% | Symbol ETA: 8.7s | Global ETA: 17m 25s [2025-11-22T03:05:13.395711] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.53% | Symbol ETA: 3.7s | Global ETA: 17m 25s [2025-11-22T03:05:13.396613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:13.396700] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:13.398484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:13.399030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:13.399442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:13.400222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:13.401160] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:13.402229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:13.520136] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 3.38%, Actual: 1.81% [2025-11-22T03:05:13.567752] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.45% | Symbol ETA: 4.1s | Global ETA: 17m 25s [2025-11-22T03:05:13.568673] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:13.568737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:13.569435] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:13.575684] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.23% | Symbol ETA: 16.0s | Global ETA: 17m 25s [2025-11-22T03:05:13.576539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:13.576601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:13.581287] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:13.582531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:13.640334] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:13.642262] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:13.643528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:13.688282] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.34%, Actual: 2.21% [2025-11-22T03:05:13.691032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:13.693150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:13.693672] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:13.694722] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:13.696306] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:13.697330] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:13.698041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:13.855401] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 1.27%, Actual: 3.98% [2025-11-22T03:05:14.021388] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 2.59% [2025-11-22T03:05:14.052661] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 3.0s | Global ETA: 17m 26s [2025-11-22T03:05:14.187359] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 1.80% [2025-11-22T03:05:14.220936] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 3.94% [2025-11-22T03:05:14.238227] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 15.3s | Global ETA: 17m 26s [2025-11-22T03:05:14.239187] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:14.239265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:14.244329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:14.245289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:14.276945] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 3.4s | Global ETA: 17m 26s [2025-11-22T03:05:14.277851] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:05:14.277917] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:14.278617] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:14.302553] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:14.304557] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:14.305896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:14.358714] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 3.05% [2025-11-22T03:05:14.389352] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.11%, Actual: 1.81% [2025-11-22T03:05:14.403986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:14.405895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:14.406380] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:14.407804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:14.409446] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:14.410609] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:14.411295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:14.530198] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -3.49%, Actual: 0.55% [2025-11-22T03:05:14.556964] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.32% [2025-11-22T03:05:14.699629] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.77%, Actual: 0.09% [2025-11-22T03:05:14.724102] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.26%, Actual: 1.40% [2025-11-22T03:05:14.866914] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 3.11%, Actual: 0.87% [2025-11-22T03:05:14.889792] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.96% [2025-11-22T03:05:14.919435] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 14.7s | Global ETA: 17m 26s [2025-11-22T03:05:14.920328] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:14.920390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:14.925127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:14.925918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:14.981403] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:14.983309] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:14.984585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:14.990835] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 2.7s | Global ETA: 17m 26s [2025-11-22T03:05:15.032680] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.64%, Actual: 3.13% [2025-11-22T03:05:15.032882] [INFO ] [main ] FC: Magnitude Forecast Confidence: 40.1822% [2025-11-22T03:05:15.032962] [INFO ] [main ] FC: DISCARDED add_open_vs_prev_range_position (score: 40.18%) [2025-11-22T03:05:15.033006] [INFO ] [main ] FC: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:05:15.033038] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_overnight_gap_amplitude'] [2025-11-22T03:05:15.033073] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:15.045204] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:15.046474] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:15.046536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:15.048246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:15.048775] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:15.050092] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:15.050727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:15.056557] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.52%, Actual: 2.82% [2025-11-22T03:05:15.162075] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 3.90% [2025-11-22T03:05:15.222905] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 2.05% [2025-11-22T03:05:15.328542] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 1.68% [2025-11-22T03:05:15.388779] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 1.42% [2025-11-22T03:05:15.497169] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 0.91% [2025-11-22T03:05:15.556048] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.53%, Actual: 0.48% [2025-11-22T03:05:15.597572] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.13% | Symbol ETA: 14.0s | Global ETA: 17m 26s [2025-11-22T03:05:15.598500] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:15.598564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:15.603350] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:15.604142] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:15.650092] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.35% | Symbol ETA: 13.3s | Global ETA: 17m 26s [2025-11-22T03:05:15.651060] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:15.651126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:15.652860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:15.653354] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:15.654732] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:15.655356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:15.660985] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:15.663134] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:15.664457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:15.664562] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 0.88% [2025-11-22T03:05:15.727020] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.57%, Actual: 1.64% [2025-11-22T03:05:15.727240] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 41.1584% [2025-11-22T03:05:15.727377] [INFO ] [main ] JPM: DISCARDED add_regime_flags (score: 41.16%) [2025-11-22T03:05:15.727585] [INFO ] [main ] JPM: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:05:15.727624] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:05:15.727687] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:15.740414] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:15.741930] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:15.741997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:15.743820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:15.744366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:15.744798] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:15.745604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:15.746578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:15.747100] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:15.748229] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:15.750022] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:15.751117] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:15.751908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:15.831690] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.14% [2025-11-22T03:05:15.998207] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.58%, Actual: 1.08% [2025-11-22T03:05:16.162060] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.63% [2025-11-22T03:05:16.262415] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 13.4s | Global ETA: 17m 26s [2025-11-22T03:05:16.263314] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:16.263376] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:16.264704] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.79% | Symbol ETA: 12.7s | Global ETA: 17m 26s [2025-11-22T03:05:16.265939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:16.266001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:16.267841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:16.268368] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:16.269769] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:16.270395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:16.270427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:16.271211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:16.327248] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:16.329103] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:16.329867] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.45%, Actual: 1.68% [2025-11-22T03:05:16.330372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:16.418325] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.66% | Symbol ETA: 8.6s | Global ETA: 17m 26s [2025-11-22T03:05:16.419234] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:16.419300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:16.420973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:16.421457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:16.421867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:16.422594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:16.423477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:16.423952] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:16.424974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:16.426572] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:16.427617] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:16.428634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:16.501064] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 1.00%, Actual: 0.64% [2025-11-22T03:05:16.668552] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 1.79% [2025-11-22T03:05:16.668758] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 34.7274% [2025-11-22T03:05:16.668839] [INFO ] [main ] ADX: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.73%) [2025-11-22T03:05:16.668892] [INFO ] [main ] ADX: Testing feature 42/53: add_shelf_lag [2025-11-22T03:05:16.668926] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_shelf_lag'] [2025-11-22T03:05:16.668961] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:16.680841] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:16.682115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:16.682177] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:16.682903] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:16.807204] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:16.808810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:16.889964] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.44% | Symbol ETA: 12.1s | Global ETA: 17m 26s [2025-11-22T03:05:16.890874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:16.890936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:16.892575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:16.893073] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:16.894383] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:16.895008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:16.933778] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 12.7s | Global ETA: 17m 26s [2025-11-22T03:05:16.934709] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:16.934773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:16.939990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:16.940801] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:16.998146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:17.000135] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:17.001541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:17.090192] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.59% | Symbol ETA: 7.9s | Global ETA: 17m 26s [2025-11-22T03:05:17.091130] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:17.091197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:17.092900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:17.093406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:17.093829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:17.094561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:17.095454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:17.095933] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:17.096963] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:17.098668] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:17.099701] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:17.100372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:17.448371] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.48% | Symbol ETA: 9.3s | Global ETA: 17m 26s [2025-11-22T03:05:17.449275] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:17.449336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:17.450357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:17.507201] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.46% | Symbol ETA: 11.5s | Global ETA: 17m 26s [2025-11-22T03:05:17.508153] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:17.508246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:17.510014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:17.510513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:17.511897] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:17.512525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:17.575946] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:17.577435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:17.604596] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 12.0s | Global ETA: 17m 26s [2025-11-22T03:05:17.605487] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:17.605550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:17.610313] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:17.611098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:17.665367] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:17.667182] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:17.668501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:17.771996] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 7.3s | Global ETA: 17m 26s [2025-11-22T03:05:17.772945] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:17.773010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:17.774677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:17.775178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:17.775576] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:17.776320] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:17.777209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:17.777709] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:17.778732] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:17.780330] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:17.781348] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:17.782025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.122300] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.57% | Symbol ETA: 10.9s | Global ETA: 17m 26s [2025-11-22T03:05:18.123243] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:18.123306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:18.125012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:18.125515] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:18.126850] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:18.127471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.213432] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 8.5s | Global ETA: 17m 26s [2025-11-22T03:05:18.214320] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:18.214381] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:18.215068] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:18.255454] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.25% | Symbol ETA: 11.3s | Global ETA: 17m 26s [2025-11-22T03:05:18.259762] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:18.259838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:18.264514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:18.265319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:18.320162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:18.322136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:18.323567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.339287] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:18.340889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.452434] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.25% | Symbol ETA: 6.6s | Global ETA: 17m 26s [2025-11-22T03:05:18.453324] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:18.453390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:18.455042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:18.455533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:18.455952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:18.456693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:18.458120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:18.459002] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:18.460123] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:18.461864] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:18.462868] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:18.463523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.738744] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.29% | Symbol ETA: 10.3s | Global ETA: 17m 26s [2025-11-22T03:05:18.739628] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:18.739718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:18.741387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:18.741919] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:18.743227] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:18.743856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:18.911939] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 10.7s | Global ETA: 17m 26s [2025-11-22T03:05:18.981007] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.03% | Symbol ETA: 7.7s | Global ETA: 17m 26s [2025-11-22T03:05:18.981930] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:18.981992] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:18.982679] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:19.077469] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 1.26% [2025-11-22T03:05:19.106285] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:19.107800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:19.126450] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 5.9s | Global ETA: 17m 27s [2025-11-22T03:05:19.127363] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:19.127457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:19.129110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:19.129622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:19.130034] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:19.130778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:19.131638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:19.132113] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:19.133134] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:19.134741] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:19.135752] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:19.136426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:19.246460] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 3.62% [2025-11-22T03:05:19.349988] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.68% | Symbol ETA: 9.7s | Global ETA: 17m 27s [2025-11-22T03:05:19.350928] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:19.350990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:19.352684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:19.353186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:19.354517] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:19.355151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:19.415803] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.56% [2025-11-22T03:05:19.584339] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 1.63% [2025-11-22T03:05:19.750413] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.13%, Actual: 1.89% [2025-11-22T03:05:19.753928] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.20% | Symbol ETA: 7.0s | Global ETA: 17m 27s [2025-11-22T03:05:19.754848] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:19.754910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:19.755587] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:19.786797] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 5.2s | Global ETA: 17m 27s [2025-11-22T03:05:19.787740] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:19.787807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:19.789422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:19.789928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:19.790315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:19.791062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:19.791957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:19.792409] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:19.796126] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:19.798838] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:19.799840] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:19.800499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:19.883474] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:19.885094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:19.916958] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 1.98% [2025-11-22T03:05:19.959201] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.13% | Symbol ETA: 9.1s | Global ETA: 17m 27s [2025-11-22T03:05:19.960113] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:19.960174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:19.961810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:19.962283] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:19.963589] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:19.964212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:20.092131] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.31% [2025-11-22T03:05:20.266130] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.77% [2025-11-22T03:05:20.441200] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.25%, Actual: 0.83% [2025-11-22T03:05:20.445362] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.83% | Symbol ETA: 4.5s | Global ETA: 17m 27s [2025-11-22T03:05:20.446253] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:20.446319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:20.447956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:20.448455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:20.448879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:20.449627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:20.450560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:20.451041] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:20.452097] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:20.453699] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:20.454707] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:20.455371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:20.526217] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 6.2s | Global ETA: 17m 27s [2025-11-22T03:05:20.527112] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:20.527174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:20.527903] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:20.553948] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 8.5s | Global ETA: 17m 27s [2025-11-22T03:05:20.554840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:20.554902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:20.556524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:20.557025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:20.558344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:20.558968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:20.610603] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.05% [2025-11-22T03:05:20.610821] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 35.1099% [2025-11-22T03:05:20.610903] [INFO ] [main ] BWA: DISCARDED add_open_reversal_intensity (score: 35.11%) [2025-11-22T03:05:20.610949] [INFO ] [main ] BWA: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:05:20.610981] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:05:20.611016] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:20.625187] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:20.626534] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:20.626604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:20.631540] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:20.632349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:20.657316] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:20.658995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:20.690028] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:20.692010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:20.693598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:21.094672] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 3.9s | Global ETA: 17m 27s [2025-11-22T03:05:21.096182] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:21.096246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:21.097918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:21.098404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:21.098817] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:21.099544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:21.100439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:21.100920] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:21.101935] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:21.103517] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:21.104526] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:21.105205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:21.145311] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 7.8s | Global ETA: 17m 27s [2025-11-22T03:05:21.299404] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.15% | Symbol ETA: 5.5s | Global ETA: 17m 27s [2025-11-22T03:05:21.300300] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:21.300361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:21.301050] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:21.311680] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.35%, Actual: 1.81% [2025-11-22T03:05:21.333705] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.07% | Symbol ETA: 16.2s | Global ETA: 17m 27s [2025-11-22T03:05:21.334691] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:21.334753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:21.339595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:21.340468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:21.397902] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:21.400034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:21.401731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:21.424920] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:21.426593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:21.476848] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.79%, Actual: 2.21% [2025-11-22T03:05:21.642481] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.44%, Actual: 3.98% [2025-11-22T03:05:21.757167] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 3.2s | Global ETA: 17m 27s [2025-11-22T03:05:21.758118] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:05:21.758185] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:21.759857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:21.760378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:21.760799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:21.761530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:21.762426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:21.762910] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:05:21.763956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:05:21.765576] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:21.766615] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:05:21.767314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:21.828316] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.46%, Actual: 2.59% [2025-11-22T03:05:22.006005] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.57%, Actual: 1.80% [2025-11-22T03:05:22.028135] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 15.4s | Global ETA: 17m 27s [2025-11-22T03:05:22.029063] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:22.029126] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:22.034024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:22.034822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:22.063911] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 4.7s | Global ETA: 17m 27s [2025-11-22T03:05:22.064843] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:22.064904] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:22.065576] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:22.093402] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:22.095481] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:22.097090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:22.179739] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.29%, Actual: 3.05% [2025-11-22T03:05:22.187693] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:22.189103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:22.349210] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.68%, Actual: 0.55% [2025-11-22T03:05:22.433499] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 2.5s | Global ETA: 17m 27s [2025-11-22T03:05:22.519117] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.13%, Actual: 0.09% [2025-11-22T03:05:22.605263] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.66%, Actual: 3.94% [2025-11-22T03:05:22.697722] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.87% [2025-11-22T03:05:22.708928] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.35% | Symbol ETA: 14.6s | Global ETA: 17m 27s [2025-11-22T03:05:22.709834] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:22.709902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:22.714687] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:22.715476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:22.771157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:22.771948] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.59%, Actual: 1.81% [2025-11-22T03:05:22.773251] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:22.774870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:22.826380] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 3.9s | Global ETA: 17m 27s [2025-11-22T03:05:22.827279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:22.827341] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:22.828037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:22.868400] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -0.75%, Actual: 3.13% [2025-11-22T03:05:22.868630] [INFO ] [main ] FC: Magnitude Forecast Confidence: 42.7927% [2025-11-22T03:05:22.868734] [INFO ] [main ] FC: DISCARDED add_overnight_gap_amplitude (score: 42.79%) [2025-11-22T03:05:22.868781] [INFO ] [main ] FC: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:05:22.868815] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_overnight_gap_mag'] [2025-11-22T03:05:22.868849] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:22.881577] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:22.883068] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:22.883129] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:22.884830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:22.885341] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:22.886692] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:22.887354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:22.939156] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 1.32% [2025-11-22T03:05:22.950596] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:22.952201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:23.105109] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.25%, Actual: 1.40% [2025-11-22T03:05:23.270818] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.02%, Actual: 0.96% [2025-11-22T03:05:23.368374] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.67% | Symbol ETA: 13.9s | Global ETA: 17m 27s [2025-11-22T03:05:23.369248] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:23.369626] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:23.374355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:23.375161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:23.430611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:23.432511] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:23.434230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:23.442890] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 2.82% [2025-11-22T03:05:23.551884] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.25% | Symbol ETA: 13.3s | Global ETA: 17m 27s [2025-11-22T03:05:23.552856] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:23.552937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:23.554688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:23.555188] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:23.556608] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:23.557306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:23.588567] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 3.1s | Global ETA: 17m 27s [2025-11-22T03:05:23.589480] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:23.589555] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:23.590261] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:23.611804] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.83%, Actual: 2.05% [2025-11-22T03:05:23.717424] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:23.719194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:23.783941] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 1.42% [2025-11-22T03:05:23.952389] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.48% [2025-11-22T03:05:24.034238] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 13.2s | Global ETA: 17m 27s [2025-11-22T03:05:24.035112] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:24.035174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:24.039932] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:24.040721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:24.096859] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:24.098670] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:24.100164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:24.119081] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 1.64% [2025-11-22T03:05:24.119266] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 39.8286% [2025-11-22T03:05:24.119342] [INFO ] [main ] JPM: DISCARDED add_return_volume_nonlinearity_proxies (score: 39.83%) [2025-11-22T03:05:24.119385] [INFO ] [main ] JPM: Testing feature 42/53: add_shelf_lag [2025-11-22T03:05:24.119417] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_shelf_lag'] [2025-11-22T03:05:24.119451] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:24.130947] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:24.132211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:24.132277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:24.134057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:24.136412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:24.138361] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:24.139132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:24.140052] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:24.141444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:24.174246] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 12.4s | Global ETA: 17m 27s [2025-11-22T03:05:24.175188] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:24.175249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:24.176962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:24.177482] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:24.178817] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:24.179492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:24.374952] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 2.4s | Global ETA: 17m 27s [2025-11-22T03:05:24.549879] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 3.90% [2025-11-22T03:05:24.699562] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.16% | Symbol ETA: 12.5s | Global ETA: 17m 28s [2025-11-22T03:05:24.700455] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:24.700518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:24.705268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:24.706092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:24.723373] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 1.68% [2025-11-22T03:05:24.761898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:24.764022] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:24.765637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:24.776232] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.16% | Symbol ETA: 11.7s | Global ETA: 17m 28s [2025-11-22T03:05:24.777120] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:24.777181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:24.778844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:24.779311] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:24.780600] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:24.781277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:24.890993] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.03%, Actual: 0.91% [2025-11-22T03:05:24.942054] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 9.5s | Global ETA: 17m 28s [2025-11-22T03:05:24.942941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:24.943004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:24.944690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:24.945175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:24.945566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:24.946321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:24.947206] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:24.948610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:25.059465] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.20%, Actual: 0.88% [2025-11-22T03:05:25.228843] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.28%, Actual: 0.14% [2025-11-22T03:05:25.369994] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.14% | Symbol ETA: 11.8s | Global ETA: 17m 28s [2025-11-22T03:05:25.370874] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:25.370936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:25.375664] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:25.376436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:25.393194] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.83% | Symbol ETA: 11.0s | Global ETA: 17m 28s [2025-11-22T03:05:25.394151] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:25.394216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:25.395899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:25.396394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:25.396337] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.15%, Actual: 1.08% [2025-11-22T03:05:25.397760] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:25.398426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:25.432844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:25.434854] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:25.436419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:25.563909] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.63% [2025-11-22T03:05:25.732422] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.59%, Actual: 1.68% [2025-11-22T03:05:25.736032] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 8.7s | Global ETA: 17m 28s [2025-11-22T03:05:25.736956] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:25.737020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:25.738751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:25.739240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:25.739682] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:25.740405] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:25.741325] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:25.742695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:25.900605] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.64% [2025-11-22T03:05:26.009102] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.57% | Symbol ETA: 10.4s | Global ETA: 17m 28s [2025-11-22T03:05:26.010053] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:26.010116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:26.011794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:26.012290] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:26.013686] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:26.014359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.046320] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 11.1s | Global ETA: 17m 28s [2025-11-22T03:05:26.047271] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:26.047335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:26.052368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:26.053199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:26.067830] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 1.79% [2025-11-22T03:05:26.068077] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 28.2222% [2025-11-22T03:05:26.068165] [INFO ] [main ] ADX: DISCARDED add_shelf_lag (score: 28.22%) [2025-11-22T03:05:26.068208] [INFO ] [main ] ADX: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:05:26.068240] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_signed_carry_history_11'] [2025-11-22T03:05:26.068295] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:26.080307] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:26.081967] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:26.082029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:26.082756] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:26.109818] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:26.111762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:26.113293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.209935] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:26.211586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.535857] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.54% | Symbol ETA: 7.9s | Global ETA: 17m 28s [2025-11-22T03:05:26.536764] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:26.536828] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:26.538488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:26.539011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:26.539398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:26.540148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:26.541037] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:26.542400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.612691] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 9.7s | Global ETA: 17m 28s [2025-11-22T03:05:26.613549] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:26.613611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:26.615247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:26.615743] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:26.617043] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:26.617745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.714826] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.40% | Symbol ETA: 10.5s | Global ETA: 17m 28s [2025-11-22T03:05:26.715717] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:26.715779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:26.720457] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:26.721312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:26.775626] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:26.777663] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:05:26.779292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:26.785213] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.54% | Symbol ETA: 8.6s | Global ETA: 17m 28s [2025-11-22T03:05:26.786881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:26.786942] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:26.787666] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:26.915351] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:26.917007] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:27.223430] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 9.1s | Global ETA: 17m 28s [2025-11-22T03:05:27.224346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:27.224409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:27.226108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:27.226591] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:27.227965] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:27.228638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:27.336216] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -1.27% | Symbol ETA: 7.1s | Global ETA: 17m 28s [2025-11-22T03:05:27.337095] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:27.337159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:27.338794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:27.339272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:27.339671] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:27.340396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:27.341280] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:27.342628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:27.380684] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.19% | Symbol ETA: 9.8s | Global ETA: 17m 28s [2025-11-22T03:05:27.492428] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 7.9s | Global ETA: 17m 28s [2025-11-22T03:05:27.493916] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:27.493978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:27.494665] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:27.554924] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.07%, Actual: 1.26% [2025-11-22T03:05:27.625056] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:27.626836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:27.724512] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 3.62% [2025-11-22T03:05:27.854572] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.84% | Symbol ETA: 8.5s | Global ETA: 17m 28s [2025-11-22T03:05:27.855503] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:27.855570] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:27.857322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:27.857885] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:27.859234] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:27.859950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:27.896002] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.35%, Actual: 0.56% [2025-11-22T03:05:28.064283] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.67%, Actual: 1.63% [2025-11-22T03:05:28.117863] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 6.2s | Global ETA: 17m 28s [2025-11-22T03:05:28.118798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:28.118864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:28.120582] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:28.121108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:28.121517] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:28.122287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:28.123214] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:28.124639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:28.207917] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 7.2s | Global ETA: 17m 28s [2025-11-22T03:05:28.208815] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:28.208877] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:28.209533] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:28.232744] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 1.89% [2025-11-22T03:05:28.340394] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:28.342080] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:28.399539] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.16%, Actual: 1.98% [2025-11-22T03:05:28.467562] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 7.9s | Global ETA: 17m 28s [2025-11-22T03:05:28.468507] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:28.468571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:28.470294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:28.470811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:28.472132] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:28.472824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:28.567062] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.14%, Actual: 0.31% [2025-11-22T03:05:28.733754] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 0.77% [2025-11-22T03:05:28.902294] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.40%, Actual: 0.83% [2025-11-22T03:05:28.925703] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 6.5s | Global ETA: 17m 28s [2025-11-22T03:05:28.926550] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:28.926611] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:28.927291] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:28.929783] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.92% | Symbol ETA: 5.5s | Global ETA: 17m 28s [2025-11-22T03:05:28.930666] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:28.930729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:28.932367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:28.932869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:28.933251] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:28.934001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:28.934888] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:28.936251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.060226] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:29.061944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.062720] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.64% | Symbol ETA: 7.3s | Global ETA: 17m 28s [2025-11-22T03:05:29.069389] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.19%, Actual: 0.05% [2025-11-22T03:05:29.069581] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.3740% [2025-11-22T03:05:29.069684] [INFO ] [main ] BWA: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.37%) [2025-11-22T03:05:29.069750] [INFO ] [main ] BWA: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:05:29.069785] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_open_vs_prev_range_position'] [2025-11-22T03:05:29.069820] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:29.082689] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:29.084125] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:29.084187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:29.088980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:29.089843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:29.146607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:29.148731] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:29.151705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.227722] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.25%, Actual: 1.81% [2025-11-22T03:05:29.391925] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 2.21% [2025-11-22T03:05:29.557305] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 3.98% [2025-11-22T03:05:29.640238] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 5.8s | Global ETA: 17m 28s [2025-11-22T03:05:29.641725] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:29.641790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:29.642486] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:29.726857] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 2.59% [2025-11-22T03:05:29.745492] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.19% | Symbol ETA: 4.7s | Global ETA: 17m 28s [2025-11-22T03:05:29.746395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:29.746458] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:29.748127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:29.748619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:29.749021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:29.749757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:29.750605] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:29.751971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.757275] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 15.2s | Global ETA: 17m 28s [2025-11-22T03:05:29.758224] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:29.758287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:29.763133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:29.763983] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:29.771670] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:29.773239] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.820204] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:29.822680] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:29.825791] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:29.903045] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.57%, Actual: 1.80% [2025-11-22T03:05:30.073998] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 3.05% [2025-11-22T03:05:30.243185] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.55% [2025-11-22T03:05:30.366363] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 5.1s | Global ETA: 17m 29s [2025-11-22T03:05:30.367621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:30.367711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:30.368392] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:30.411583] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.84%, Actual: 0.09% [2025-11-22T03:05:30.429690] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.55% | Symbol ETA: 14.5s | Global ETA: 17m 29s [2025-11-22T03:05:30.430585] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:30.430678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:30.435713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:30.436599] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:30.492388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:30.494420] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:30.495843] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:30.497487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:30.497526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:30.533740] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 3.9s | Global ETA: 17m 29s [2025-11-22T03:05:30.534623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:30.534711] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:30.536356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:30.536992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:30.537447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:30.538200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:30.539080] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:30.540469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:30.579719] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.87% [2025-11-22T03:05:30.751274] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.64%, Actual: 3.13% [2025-11-22T03:05:30.751526] [INFO ] [main ] FC: Magnitude Forecast Confidence: 46.7679% [2025-11-22T03:05:30.751612] [INFO ] [main ] FC: DISCARDED add_overnight_gap_mag (score: 46.77%) [2025-11-22T03:05:30.751671] [INFO ] [main ] FC: Testing feature 29/53: add_pct_change [2025-11-22T03:05:30.751705] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_pct_change'] [2025-11-22T03:05:30.751738] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:30.764045] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:30.765348] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:30.765412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:30.767179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:30.767733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:30.769056] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:30.771014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.077501] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 4.4s | Global ETA: 17m 29s [2025-11-22T03:05:31.078886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:31.078949] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:31.079613] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:31.100221] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 13.8s | Global ETA: 17m 29s [2025-11-22T03:05:31.101097] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:31.101159] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:31.105882] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:31.106676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:31.161556] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:31.163927] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:31.167960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.200491] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:31.202069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.336095] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.58% | Symbol ETA: 3.1s | Global ETA: 17m 29s [2025-11-22T03:05:31.337000] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:31.337063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:31.338730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:31.339215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:31.339604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:31.340354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:31.341231] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:05:31.342633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.389810] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.33% | Symbol ETA: 12.4s | Global ETA: 17m 29s [2025-11-22T03:05:31.390711] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:31.390776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:31.392409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:31.392960] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:31.394320] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:31.396273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.769359] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 3.7s | Global ETA: 17m 29s [2025-11-22T03:05:31.770268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:31.770329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:31.771026] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:31.783499] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.41% | Symbol ETA: 13.2s | Global ETA: 17m 29s [2025-11-22T03:05:31.784428] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:31.784493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:31.789423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:31.790299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:31.848008] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:31.850186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:31.853305] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.892971] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:31.894459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:31.998486] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.97% | Symbol ETA: 11.7s | Global ETA: 17m 29s [2025-11-22T03:05:31.999428] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:31.999492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:32.001199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:32.001709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:32.003074] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:32.005111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:32.139973] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.38% | Symbol ETA: 2.3s | Global ETA: 17m 29s [2025-11-22T03:05:32.308829] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 3.94% [2025-11-22T03:05:32.451225] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.14% | Symbol ETA: 12.5s | Global ETA: 17m 29s [2025-11-22T03:05:32.452122] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:32.452185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:32.456909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:32.457732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:32.461049] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 2.9s | Global ETA: 17m 29s [2025-11-22T03:05:32.461943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:32.462004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:32.462682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:32.476712] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 1.81% [2025-11-22T03:05:32.514115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:32.516097] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:32.519010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:32.588497] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:32.590150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:32.602912] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 4.91% | Symbol ETA: 11.0s | Global ETA: 17m 29s [2025-11-22T03:05:32.603797] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:32.603858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:32.605471] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:32.605968] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:32.607259] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:32.609219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:32.643077] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 1.32% [2025-11-22T03:05:32.810243] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.40% [2025-11-22T03:05:32.977845] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.96% [2025-11-22T03:05:33.119853] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 11.8s | Global ETA: 17m 29s [2025-11-22T03:05:33.121065] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:33.121127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:33.125846] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:33.126610] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:33.151575] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.92%, Actual: 2.82% [2025-11-22T03:05:33.165569] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.75% | Symbol ETA: 2.2s | Global ETA: 17m 29s [2025-11-22T03:05:33.182894] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:33.184965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:33.187956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:33.202410] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 2.03% | Symbol ETA: 10.4s | Global ETA: 17m 29s [2025-11-22T03:05:33.203289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:33.203351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:33.205009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:33.205471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:33.206786] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:33.208756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:33.317010] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 2.05% [2025-11-22T03:05:33.335204] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 3.90% [2025-11-22T03:05:33.482358] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 1.42% [2025-11-22T03:05:33.505554] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 1.68% [2025-11-22T03:05:33.653214] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.58%, Actual: 0.48% [2025-11-22T03:05:33.673171] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 0.91% [2025-11-22T03:05:33.801306] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 5.37% | Symbol ETA: 9.8s | Global ETA: 17m 29s [2025-11-22T03:05:33.802194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:33.802255] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:33.803894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:33.804361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:33.805678] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:33.807636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:33.820165] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.38%, Actual: 1.64% [2025-11-22T03:05:33.820365] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 40.2738% [2025-11-22T03:05:33.820448] [INFO ] [main ] JPM: DISCARDED add_shelf_lag (score: 40.27%) [2025-11-22T03:05:33.820496] [INFO ] [main ] JPM: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:05:33.820528] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_signed_carry_history_11'] [2025-11-22T03:05:33.820563] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:33.821016] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 11.2s | Global ETA: 17m 29s [2025-11-22T03:05:33.822151] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:33.822222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:33.827851] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:33.828775] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:33.832497] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:33.833726] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:33.833787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:33.835632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:33.836143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:33.836525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:33.837492] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:33.838373] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:33.839481] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 0.88% [2025-11-22T03:05:33.839879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:33.886159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:33.888398] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:33.891692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:34.004452] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.14% [2025-11-22T03:05:34.169802] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.38%, Actual: 1.08% [2025-11-22T03:05:34.335170] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 0.63% [2025-11-22T03:05:34.412671] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 9.2s | Global ETA: 17m 29s [2025-11-22T03:05:34.413531] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:34.413592] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:34.415254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:34.415746] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:34.417031] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:34.418987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:34.493094] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.72% | Symbol ETA: 8.2s | Global ETA: 17m 29s [2025-11-22T03:05:34.494613] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:34.494705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:34.496401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:34.496911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:34.497304] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:34.498098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:34.499070] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:34.500506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:34.501267] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 1.68% [2025-11-22T03:05:34.521188] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 10.5s | Global ETA: 17m 29s [2025-11-22T03:05:34.522205] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:34.522272] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:34.527838] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:34.528743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:34.584487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:34.586733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:34.590378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:34.668188] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.64% [2025-11-22T03:05:34.834521] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.75%, Actual: 1.79% [2025-11-22T03:05:34.834759] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 36.9090% [2025-11-22T03:05:34.834846] [INFO ] [main ] ADX: DISCARDED add_signed_carry_history_11 (score: 36.91%) [2025-11-22T03:05:34.834886] [INFO ] [main ] ADX: Testing feature 44/53: add_sma_ratio [2025-11-22T03:05:34.834918] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_sma_ratio'] [2025-11-22T03:05:34.834952] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:34.846733] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:34.848209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:34.848271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:34.848989] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:34.972726] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:34.973594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.020801] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.25% | Symbol ETA: 8.6s | Global ETA: 17m 29s [2025-11-22T03:05:35.021705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:35.021767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:35.023386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:35.023877] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:35.025176] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:35.027120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.163131] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 7.6s | Global ETA: 17m 30s [2025-11-22T03:05:35.164035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:35.164097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:35.165768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:35.166243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:35.166628] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:35.167375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:35.168298] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:35.169679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.201430] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 9.8s | Global ETA: 17m 30s [2025-11-22T03:05:35.202313] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:35.202375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:35.207111] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:35.207931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:35.262957] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:35.265167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:05:35.268221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.534882] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 8.0s | Global ETA: 17m 30s [2025-11-22T03:05:35.535792] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:35.535854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:35.536521] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:35.623747] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 8.0s | Global ETA: 17m 30s [2025-11-22T03:05:35.624600] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:35.624680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:35.626291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:35.626778] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:35.628096] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:35.630026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.664998] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:35.666000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.828681] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 7.0s | Global ETA: 17m 30s [2025-11-22T03:05:35.829546] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:35.829608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:35.831293] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:35.831821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:35.832208] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:35.832954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:35.833830] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:35.835169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:35.871265] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 9.1s | Global ETA: 17m 30s [2025-11-22T03:05:36.051350] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 1.26% [2025-11-22T03:05:36.227729] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.55%, Actual: 3.62% [2025-11-22T03:05:36.236594] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.40% | Symbol ETA: 7.4s | Global ETA: 17m 30s [2025-11-22T03:05:36.237519] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:36.237591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:36.238615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:36.240089] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 6.25% | Symbol ETA: 7.4s | Global ETA: 17m 30s [2025-11-22T03:05:36.240975] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:36.241036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:36.242715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:36.243538] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:36.244882] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:36.246826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:36.361388] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:36.362241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:36.405360] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.56% [2025-11-22T03:05:36.499471] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.76% | Symbol ETA: 6.3s | Global ETA: 17m 30s [2025-11-22T03:05:36.500459] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:36.500540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:36.502290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:36.502798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:36.503215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:36.504002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:36.504931] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:36.506377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:36.582721] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.41%, Actual: 1.63% [2025-11-22T03:05:36.757755] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.14%, Actual: 1.89% [2025-11-22T03:05:36.844697] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.94% | Symbol ETA: 6.8s | Global ETA: 17m 30s [2025-11-22T03:05:36.928040] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.21% | Symbol ETA: 6.7s | Global ETA: 17m 30s [2025-11-22T03:05:36.928943] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:36.929005] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:36.929692] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:36.932837] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 1.98% [2025-11-22T03:05:37.010711] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.33%, Actual: 1.81% [2025-11-22T03:05:37.053542] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:37.054553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:37.102028] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.31% [2025-11-22T03:05:37.172074] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.16% | Symbol ETA: 5.6s | Global ETA: 17m 30s [2025-11-22T03:05:37.172967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:37.173030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:37.174671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:37.175147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:37.175535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:37.176280] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:37.177166] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:37.177691] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.97%, Actual: 2.21% [2025-11-22T03:05:37.178550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:37.270992] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.77% [2025-11-22T03:05:37.343372] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 4.91%, Actual: 3.98% [2025-11-22T03:05:37.442098] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 0.83% [2025-11-22T03:05:37.510320] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 2.03%, Actual: 2.59% [2025-11-22T03:05:37.616619] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 6.0s | Global ETA: 17m 30s [2025-11-22T03:05:37.617523] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:37.617585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:37.617810] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.43%, Actual: 0.05% [2025-11-22T03:05:37.618038] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 44.1154% [2025-11-22T03:05:37.618136] [INFO ] [main ] BWA: DISCARDED add_open_vs_prev_range_position (score: 44.12%) [2025-11-22T03:05:37.618202] [INFO ] [main ] BWA: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:05:37.618266] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_overnight_gap_amplitude'] [2025-11-22T03:05:37.618273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:37.618304] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:37.632134] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:37.633745] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:37.633810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:37.638981] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:37.639865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:37.699086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:37.701388] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:37.702126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:37.730775] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 5.37%, Actual: 1.80% [2025-11-22T03:05:37.739658] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:37.740631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:37.827893] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 5.0s | Global ETA: 17m 30s [2025-11-22T03:05:37.828828] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:37.828894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:37.830590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:37.831123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:37.831516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:37.832340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:37.833244] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:37.834626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:37.900387] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 3.05% [2025-11-22T03:05:38.069685] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.25%, Actual: 0.55% [2025-11-22T03:05:38.238730] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 1.99%, Actual: 0.09% [2025-11-22T03:05:38.315074] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 5.3s | Global ETA: 17m 30s [2025-11-22T03:05:38.315980] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:38.316042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:38.316730] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:38.321383] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 14.7s | Global ETA: 17m 30s [2025-11-22T03:05:38.322676] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:38.322755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:38.327978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:38.328872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:38.386417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:38.389308] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:38.390261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:38.405894] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 6.25%, Actual: 0.87% [2025-11-22T03:05:38.448747] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:38.449780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:38.496278] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 4.3s | Global ETA: 17m 30s [2025-11-22T03:05:38.497168] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:38.497232] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:38.498943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:38.499421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:38.499832] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:38.500573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:38.501490] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:38.502853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:38.574617] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.94%, Actual: 3.13% [2025-11-22T03:05:38.574849] [INFO ] [main ] FC: Magnitude Forecast Confidence: 44.1297% [2025-11-22T03:05:38.574944] [INFO ] [main ] FC: DISCARDED add_pct_change (score: 44.13%) [2025-11-22T03:05:38.574991] [INFO ] [main ] FC: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:05:38.575026] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_preclose_acceleration_mag'] [2025-11-22T03:05:38.575062] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:38.587302] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:38.588845] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:38.588907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:38.590628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:38.591165] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:38.592514] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:38.593563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.025696] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.15% | Symbol ETA: 14.1s | Global ETA: 17m 30s [2025-11-22T03:05:39.026701] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:39.026765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:39.031815] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.032807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:39.089062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:39.091206] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:39.091883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.110386] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 4.7s | Global ETA: 17m 30s [2025-11-22T03:05:39.111295] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:39.111360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.112133] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:39.150463] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 3.6s | Global ETA: 17m 30s [2025-11-22T03:05:39.151421] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:39.155027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:39.156810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:39.157323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:39.157784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.158545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:39.159492] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:39.160962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.194468] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.50% | Symbol ETA: 11.7s | Global ETA: 17m 30s [2025-11-22T03:05:39.195356] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:39.195418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:39.197092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:39.197601] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:39.198938] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:39.199973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.242147] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:39.243146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.694851] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 13.4s | Global ETA: 17m 30s [2025-11-22T03:05:39.695744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:39.695806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:39.700463] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.701252] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:39.757431] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:39.759390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:39.760036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.790472] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.52% | Symbol ETA: 11.0s | Global ETA: 17m 30s [2025-11-22T03:05:39.791363] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:39.791425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:39.793087] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:39.793556] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:39.794896] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:39.795936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.842216] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 3.0s | Global ETA: 17m 30s [2025-11-22T03:05:39.843159] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:39.843225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:39.844969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:39.845473] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:39.845897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.846389] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 4.0s | Global ETA: 17m 30s [2025-11-22T03:05:39.846687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:39.847223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:39.847285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:39.847619] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:05:39.848014] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:39.849087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:39.977286] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:39.978310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:40.351000] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 12.6s | Global ETA: 17m 30s [2025-11-22T03:05:40.351914] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:40.351977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:40.356776] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:40.357570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:40.413566] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:40.415446] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:40.416079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:40.421723] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 10.5s | Global ETA: 17m 30s [2025-11-22T03:05:40.422664] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:40.422729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:40.424414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:40.424956] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:40.426313] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:40.427364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:40.552168] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.08% | Symbol ETA: 2.3s | Global ETA: 17m 31s [2025-11-22T03:05:40.564084] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 3.3s | Global ETA: 17m 31s [2025-11-22T03:05:40.564965] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:40.565028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:40.565707] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:40.693846] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:40.694839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:40.719922] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.72%, Actual: 3.94% [2025-11-22T03:05:40.890037] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 1.81% [2025-11-22T03:05:41.020228] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 11.9s | Global ETA: 17m 31s [2025-11-22T03:05:41.021123] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:41.021185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:41.025977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:41.026872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:41.049199] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.76% | Symbol ETA: 9.9s | Global ETA: 17m 31s [2025-11-22T03:05:41.050100] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:41.050162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:41.051834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:41.052320] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:41.053617] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:41.054632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:41.061030] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 1.32% [2025-11-22T03:05:41.085501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:41.087668] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:41.088377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:41.234490] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.76%, Actual: 1.40% [2025-11-22T03:05:41.269217] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.30% | Symbol ETA: 2.5s | Global ETA: 17m 31s [2025-11-22T03:05:41.270113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:41.270174] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:41.270910] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:41.397843] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:41.398729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:41.404702] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.16%, Actual: 0.96% [2025-11-22T03:05:41.575023] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 2.82% [2025-11-22T03:05:41.662186] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 9.3s | Global ETA: 17m 31s [2025-11-22T03:05:41.663558] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:41.663624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:41.665683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:41.666191] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:41.667535] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:41.668659] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:41.712753] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.79% | Symbol ETA: 11.3s | Global ETA: 17m 31s [2025-11-22T03:05:41.713675] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:41.713740] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:41.718632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:41.719448] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:41.762869] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 2.05% [2025-11-22T03:05:41.775537] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:41.777635] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:41.778279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:41.932272] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.40%, Actual: 1.42% [2025-11-22T03:05:41.959846] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.15% | Symbol ETA: 1.8s | Global ETA: 17m 31s [2025-11-22T03:05:42.100347] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.48% [2025-11-22T03:05:42.127543] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 3.90% [2025-11-22T03:05:42.267629] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.08%, Actual: 1.64% [2025-11-22T03:05:42.267854] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 42.3738% [2025-11-22T03:05:42.267941] [INFO ] [main ] JPM: DISCARDED add_signed_carry_history_11 (score: 42.37%) [2025-11-22T03:05:42.267982] [INFO ] [main ] JPM: Testing feature 44/53: add_sma_ratio [2025-11-22T03:05:42.268015] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_sma_ratio'] [2025-11-22T03:05:42.268072] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:42.279500] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:42.280705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:42.280767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:42.282433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:42.282948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:42.283329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:42.284074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:42.284959] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:42.285670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:42.286328] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.15% | Symbol ETA: 8.7s | Global ETA: 17m 31s [2025-11-22T03:05:42.287215] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:42.287276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:42.289025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:42.289541] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:42.290924] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:42.292040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:42.295003] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 1.68% [2025-11-22T03:05:42.380999] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 10.6s | Global ETA: 17m 31s [2025-11-22T03:05:42.381910] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:42.381974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:42.386754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:42.387540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:42.443202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:42.445214] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:42.445861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:42.462303] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 0.91% [2025-11-22T03:05:42.653807] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.88% [2025-11-22T03:05:42.852090] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.14% [2025-11-22T03:05:42.899568] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 3.55% | Symbol ETA: 8.1s | Global ETA: 17m 31s [2025-11-22T03:05:42.900473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:42.900535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:42.902188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:42.902702] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:42.904003] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:42.905009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:42.956662] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.42% | Symbol ETA: 7.9s | Global ETA: 17m 31s [2025-11-22T03:05:42.957608] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:42.957691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:42.959415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:42.959982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:42.960378] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:42.961176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:42.962140] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:42.962904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:43.022384] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 1.08% [2025-11-22T03:05:43.052832] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 9.9s | Global ETA: 17m 31s [2025-11-22T03:05:43.053776] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:43.053841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:43.058803] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:43.059614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:43.113933] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:43.116071] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:43.116738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:43.192506] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.63% [2025-11-22T03:05:43.362874] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.68% [2025-11-22T03:05:43.500705] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 6.82% | Symbol ETA: 7.4s | Global ETA: 17m 31s [2025-11-22T03:05:43.501568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:43.501629] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:43.503330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:43.503829] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:43.505115] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:43.506157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:43.535699] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.30%, Actual: 0.64% [2025-11-22T03:05:43.633545] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 7.2s | Global ETA: 17m 31s [2025-11-22T03:05:43.634434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:43.634496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:43.636196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:43.636691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:43.637109] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:43.637873] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:43.638774] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:43.639494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:43.707598] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.15%, Actual: 1.79% [2025-11-22T03:05:43.707832] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 30.3664% [2025-11-22T03:05:43.707915] [INFO ] [main ] ADX: DISCARDED add_sma_ratio (score: 30.37%) [2025-11-22T03:05:43.707961] [INFO ] [main ] ADX: Testing feature 45/53: add_true_range [2025-11-22T03:05:43.707995] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_true_range'] [2025-11-22T03:05:43.708031] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:43.720341] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:43.721714] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:43.721791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:43.722542] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:43.725225] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 9.2s | Global ETA: 17m 31s [2025-11-22T03:05:43.726216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:43.726289] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:43.731362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:43.732219] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:43.788019] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:43.790132] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:05:43.790789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:43.855879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:43.858071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:44.101629] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.52% | Symbol ETA: 6.8s | Global ETA: 17m 31s [2025-11-22T03:05:44.102504] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:44.102565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:44.104223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:44.104722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:44.106030] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:05:44.107053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:44.311521] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.95% | Symbol ETA: 6.5s | Global ETA: 17m 31s [2025-11-22T03:05:44.312415] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:44.315105] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:44.316778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:44.317266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:44.317698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:44.318418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:44.319292] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:44.320001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:44.397114] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 8.5s | Global ETA: 17m 31s [2025-11-22T03:05:44.438166] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 8.1s | Global ETA: 17m 31s [2025-11-22T03:05:44.439055] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:44.439117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:44.439805] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:44.566089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:44.568106] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 1.26% [2025-11-22T03:05:44.568191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:44.720728] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.99% | Symbol ETA: 6.2s | Global ETA: 17m 31s [2025-11-22T03:05:44.739781] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.15%, Actual: 3.62% [2025-11-22T03:05:44.891818] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.50%, Actual: 1.81% [2025-11-22T03:05:44.917987] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 0.56% [2025-11-22T03:05:44.990381] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 5.8s | Global ETA: 17m 31s [2025-11-22T03:05:44.992025] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:44.992094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:44.993931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:44.994535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:44.994965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:44.995754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:44.996688] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:44.997501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:45.075171] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.52%, Actual: 2.21% [2025-11-22T03:05:45.178184] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 1.63% [2025-11-22T03:05:45.229553] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 7.6s | Global ETA: 17m 31s [2025-11-22T03:05:45.230983] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:45.231066] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:45.232187] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:45.293500] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 3.98% [2025-11-22T03:05:45.399722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:45.402864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:45.427269] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 1.89% [2025-11-22T03:05:45.530784] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.76%, Actual: 2.59% [2025-11-22T03:05:45.672334] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.79%, Actual: 1.98% [2025-11-22T03:05:45.760683] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 1.80% [2025-11-22T03:05:45.884923] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.84% | Symbol ETA: 5.4s | Global ETA: 17m 32s [2025-11-22T03:05:45.885874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:45.885937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:45.887700] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:45.888216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:45.888635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:45.889421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:45.890358] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:45.891133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:45.915573] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 0.31% [2025-11-22T03:05:45.936853] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.15%, Actual: 3.05% [2025-11-22T03:05:46.099981] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 0.77% [2025-11-22T03:05:46.108064] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.05% | Symbol ETA: 7.2s | Global ETA: 17m 32s [2025-11-22T03:05:46.109024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:46.109089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:46.109857] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:46.116603] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 3.55%, Actual: 0.55% [2025-11-22T03:05:46.245102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:46.247376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:46.275788] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.95%, Actual: 0.83% [2025-11-22T03:05:46.287720] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 6.82%, Actual: 0.09% [2025-11-22T03:05:46.454194] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.93%, Actual: 0.05% [2025-11-22T03:05:46.454440] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 41.3772% [2025-11-22T03:05:46.454539] [INFO ] [main ] BWA: DISCARDED add_overnight_gap_amplitude (score: 41.38%) [2025-11-22T03:05:46.454587] [INFO ] [main ] BWA: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:05:46.454623] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_overnight_gap_mag'] [2025-11-22T03:05:46.454687] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:46.455061] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.52%, Actual: 0.87% [2025-11-22T03:05:46.469263] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:46.470809] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:46.470902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:46.476493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:46.477593] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:46.534502] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:46.536808] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:46.537596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:46.552159] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.69% | Symbol ETA: 4.6s | Global ETA: 17m 32s [2025-11-22T03:05:46.553099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:46.553191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:46.555017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:46.555504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:46.555918] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:46.556692] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:46.557614] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:46.558348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:46.619736] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.99%, Actual: 3.13% [2025-11-22T03:05:46.619962] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.1613% [2025-11-22T03:05:46.620054] [INFO ] [main ] FC: DISCARDED add_preclose_acceleration_mag (score: 45.16%) [2025-11-22T03:05:46.620098] [INFO ] [main ] FC: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:05:46.620131] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_prev_1100_to_open'] [2025-11-22T03:05:46.620165] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:46.632225] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:46.633718] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:46.633788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:46.635464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:46.635999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:46.637313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:46.638050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:46.816062] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 6.3s | Global ETA: 17m 32s [2025-11-22T03:05:46.816951] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:46.817017] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:46.817739] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:46.939481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:46.941460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.160336] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.05% | Symbol ETA: 14.4s | Global ETA: 17m 32s [2025-11-22T03:05:47.161220] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:47.161283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:47.165991] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:47.166789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:47.208995] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.45% | Symbol ETA: 3.9s | Global ETA: 17m 32s [2025-11-22T03:05:47.209896] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:47.209960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:47.211586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:47.212083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:47.212478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:47.213228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:47.214137] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:47.214855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.224022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:47.225852] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:47.226517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.255676] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.04% | Symbol ETA: 11.5s | Global ETA: 17m 32s [2025-11-22T03:05:47.256629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:47.256749] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:47.258867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:47.259382] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:47.260782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:47.261462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.519424] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 5.4s | Global ETA: 17m 32s [2025-11-22T03:05:47.520392] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:47.520457] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:47.521229] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:47.654634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:47.656812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.828978] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.03% | Symbol ETA: 13.6s | Global ETA: 17m 32s [2025-11-22T03:05:47.829876] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:47.829939] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:47.834740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:47.835534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:47.859449] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 3.2s | Global ETA: 17m 32s [2025-11-22T03:05:47.860442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:47.860510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:47.862224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:47.862743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:47.863141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:47.863906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:47.864807] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:47.865527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.874802] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.63% | Symbol ETA: 10.9s | Global ETA: 17m 32s [2025-11-22T03:05:47.875708] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:47.875771] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:47.877431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:47.878047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:47.879438] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:47.880151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:47.892238] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:47.894372] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:47.895094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:48.251635] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 4.6s | Global ETA: 17m 32s [2025-11-22T03:05:48.252541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:48.252606] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:48.253312] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:48.385659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:48.387761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:48.476616] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.40% | Symbol ETA: 10.2s | Global ETA: 17m 32s [2025-11-22T03:05:48.477541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:48.477608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:48.479308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:48.479811] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:48.481153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:48.481848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:48.487462] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 12.9s | Global ETA: 17m 32s [2025-11-22T03:05:48.488370] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:48.488433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:48.493196] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:48.493985] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:48.524172] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 2.5s | Global ETA: 17m 32s [2025-11-22T03:05:48.525098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:48.525163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:48.526858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:48.527350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:48.527780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:48.528522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:48.529419] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:05:48.531815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:48.550419] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:48.552253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:48.552958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:48.989864] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.14% | Symbol ETA: 3.9s | Global ETA: 17m 32s [2025-11-22T03:05:48.991168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:48.991230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:48.991944] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:49.078867] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 9.6s | Global ETA: 17m 32s [2025-11-22T03:05:49.079838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:49.079901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:49.081567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:49.082109] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:49.083434] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:49.084118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.123392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:49.125492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.145333] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.70% | Symbol ETA: 12.2s | Global ETA: 17m 32s [2025-11-22T03:05:49.146216] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:49.146278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:49.150999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:49.151798] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:49.192586] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 1.8s | Global ETA: 17m 32s [2025-11-22T03:05:49.207134] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:49.209049] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:49.209743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.360836] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.42%, Actual: 3.94% [2025-11-22T03:05:49.534453] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 1.81% [2025-11-22T03:05:49.694887] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.38% | Symbol ETA: 3.1s | Global ETA: 17m 32s [2025-11-22T03:05:49.695793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:49.695854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:49.696524] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:49.696540] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.33% | Symbol ETA: 9.0s | Global ETA: 17m 32s [2025-11-22T03:05:49.697497] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:49.697565] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:49.699333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:49.699865] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:49.701221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:49.701935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.702686] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.95%, Actual: 1.32% [2025-11-22T03:05:49.799575] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 11.5s | Global ETA: 17m 32s [2025-11-22T03:05:49.800458] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:49.800520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:49.805239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:49.806031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:49.817361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:49.819375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.861146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:49.863079] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:49.863775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:49.869447] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.40% [2025-11-22T03:05:50.035869] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.84%, Actual: 0.96% [2025-11-22T03:05:50.203850] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.69%, Actual: 2.82% [2025-11-22T03:05:50.294325] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.33% | Symbol ETA: 8.3s | Global ETA: 17m 32s [2025-11-22T03:05:50.295203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:50.295264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:50.296940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:50.297440] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:50.298772] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:50.299465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:50.372785] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.45%, Actual: 2.05% [2025-11-22T03:05:50.377711] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 2.4s | Global ETA: 17m 32s [2025-11-22T03:05:50.378578] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:50.378658] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:50.379323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:50.449678] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 10.8s | Global ETA: 17m 32s [2025-11-22T03:05:50.450536] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:50.450598] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:50.455274] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:50.456068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:50.499264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:50.501191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:50.511726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:50.514125] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:50.514900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:50.542670] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 1.42% [2025-11-22T03:05:50.709971] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.48% [2025-11-22T03:05:50.884698] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 1.64% [2025-11-22T03:05:50.884897] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 42.8714% [2025-11-22T03:05:50.884977] [INFO ] [main ] JPM: DISCARDED add_sma_ratio (score: 42.87%) [2025-11-22T03:05:50.885021] [INFO ] [main ] JPM: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:05:50.885054] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_vol_of_vol'] [2025-11-22T03:05:50.885089] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:50.897422] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:50.898739] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:50.898804] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:50.900499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:50.901031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:50.901424] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:50.902190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:50.903077] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:50.904212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:50.904255] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.69% | Symbol ETA: 7.7s | Global ETA: 17m 32s [2025-11-22T03:05:50.905602] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:50.905696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:50.907571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:50.908081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:50.909617] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:50.910471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:51.067243] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.50% | Symbol ETA: 1.6s | Global ETA: 17m 32s [2025-11-22T03:05:51.114455] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 10.2s | Global ETA: 17m 33s [2025-11-22T03:05:51.115362] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:51.115427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:51.120458] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:51.121291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:51.177202] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:51.179123] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:51.179895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:51.237294] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 3.90% [2025-11-22T03:05:51.404156] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.68% [2025-11-22T03:05:51.504134] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.88% | Symbol ETA: 7.1s | Global ETA: 17m 33s [2025-11-22T03:05:51.505028] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:51.505089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:51.506781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:51.507258] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:51.508619] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:51.509304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:51.568631] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.05%, Actual: 0.91% [2025-11-22T03:05:51.569614] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.43% | Symbol ETA: 7.4s | Global ETA: 17m 33s [2025-11-22T03:05:51.570521] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:51.570584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:51.572251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:51.572743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:51.573124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:51.573877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:51.574761] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:51.575857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:51.733587] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 0.88% [2025-11-22T03:05:51.792154] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 9.5s | Global ETA: 17m 33s [2025-11-22T03:05:51.793137] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:51.793203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:51.798442] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:51.799254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:51.853831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:51.856138] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:51.856870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:51.901302] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.14% [2025-11-22T03:05:52.067641] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 1.08% [2025-11-22T03:05:52.111900] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 6.5s | Global ETA: 17m 33s [2025-11-22T03:05:52.112827] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:52.112890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:52.114547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:52.115076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:52.116401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:05:52.117093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:52.232263] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.14%, Actual: 0.63% [2025-11-22T03:05:52.244911] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 6.8s | Global ETA: 17m 33s [2025-11-22T03:05:52.245847] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:52.245913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:52.247759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:52.248259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:52.248676] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:52.249429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:52.250371] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:52.251513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:52.401201] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.38%, Actual: 1.68% [2025-11-22T03:05:52.467812] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 8.8s | Global ETA: 17m 33s [2025-11-22T03:05:52.468771] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:52.468837] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:52.473898] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:52.474721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:52.530982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:52.532968] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:05:52.534031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:52.575905] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.49%, Actual: 0.64% [2025-11-22T03:05:52.715600] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.66% | Symbol ETA: 5.9s | Global ETA: 17m 33s [2025-11-22T03:05:52.754049] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.50%, Actual: 1.79% [2025-11-22T03:05:52.754264] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 32.2216% [2025-11-22T03:05:52.754358] [INFO ] [main ] ADX: DISCARDED add_true_range (score: 32.22%) [2025-11-22T03:05:52.754404] [INFO ] [main ] ADX: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:05:52.754437] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_vol_of_vol'] [2025-11-22T03:05:52.754472] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:05:52.766885] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:52.768360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:52.768423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:52.769349] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:52.886497] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.04%, Actual: 1.81% [2025-11-22T03:05:52.904034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:52.905597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:52.924619] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.12% | Symbol ETA: 6.1s | Global ETA: 17m 33s [2025-11-22T03:05:52.925518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:52.925581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:52.927327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:52.927893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:52.928292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:52.929070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:52.930020] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:52.931343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:53.057910] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.63%, Actual: 2.21% [2025-11-22T03:05:53.170322] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.89% | Symbol ETA: 8.2s | Global ETA: 17m 33s [2025-11-22T03:05:53.233381] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.40%, Actual: 3.98% [2025-11-22T03:05:53.339082] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.05%, Actual: 1.26% [2025-11-22T03:05:53.398256] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 2.59% [2025-11-22T03:05:53.510523] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.03%, Actual: 3.62% [2025-11-22T03:05:53.518467] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 8.2s | Global ETA: 17m 33s [2025-11-22T03:05:53.519594] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:53.519681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:53.520390] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:53.565700] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.33%, Actual: 1.80% [2025-11-22T03:05:53.586706] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -4.76% | Symbol ETA: 5.4s | Global ETA: 17m 33s [2025-11-22T03:05:53.587630] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:53.587714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:53.589431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:53.589990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:53.590392] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:53.591187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:53.592110] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:53.593601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:53.654120] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:53.655592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:53.678876] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.56% [2025-11-22T03:05:53.737118] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.33%, Actual: 3.05% [2025-11-22T03:05:53.848304] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.70%, Actual: 1.63% [2025-11-22T03:05:53.909004] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.69%, Actual: 0.55% [2025-11-22T03:05:54.017669] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 1.89% [2025-11-22T03:05:54.085031] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.88%, Actual: 0.09% [2025-11-22T03:05:54.185464] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 1.98% [2025-11-22T03:05:54.253934] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.87% [2025-11-22T03:05:54.264679] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 4.7s | Global ETA: 17m 33s [2025-11-22T03:05:54.265547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:54.265609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:54.266738] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 7.4s | Global ETA: 17m 33s [2025-11-22T03:05:54.267328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:54.267679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:54.267744] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:54.267884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:54.268301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:54.268527] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:54.269079] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:54.270028] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:54.271165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:54.355587] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.89%, Actual: 0.31% [2025-11-22T03:05:54.402299] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:54.403845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:54.420957] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.66%, Actual: 3.13% [2025-11-22T03:05:54.421175] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.8075% [2025-11-22T03:05:54.421263] [INFO ] [main ] FC: DISCARDED add_prev_1100_to_open (score: 45.81%) [2025-11-22T03:05:54.421308] [INFO ] [main ] FC: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:05:54.421340] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_prev_close_to_1100'] [2025-11-22T03:05:54.421374] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:05:54.433516] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:54.434835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:54.434896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:54.436579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:54.437098] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:54.438498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:54.439187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:54.524306] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.77% [2025-11-22T03:05:54.755227] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 0.83% [2025-11-22T03:05:54.917025] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 4.1s | Global ETA: 17m 33s [2025-11-22T03:05:54.917974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:54.918037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:54.919805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:54.920283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:54.920687] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:54.921418] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:54.922303] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:54.923403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:54.923584] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.89%, Actual: 0.05% [2025-11-22T03:05:54.923801] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 43.1119% [2025-11-22T03:05:54.923881] [INFO ] [main ] BWA: DISCARDED add_overnight_gap_mag (score: 43.11%) [2025-11-22T03:05:54.923921] [INFO ] [main ] BWA: Testing feature 29/53: add_pct_change [2025-11-22T03:05:54.923953] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change'] [2025-11-22T03:05:54.923987] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:05:54.936770] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:54.938275] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:54.938339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:54.943336] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:54.944185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:54.998222] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.41% | Symbol ETA: 6.6s | Global ETA: 17m 33s [2025-11-22T03:05:54.999110] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:54.999171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:54.999886] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:55.000986] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:55.003089] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:55.005089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.032304] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 7.06% | Symbol ETA: 10.7s | Global ETA: 17m 33s [2025-11-22T03:05:55.033182] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:55.033248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:55.034893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:55.035369] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:55.036690] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:55.037356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.122267] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:55.123487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.569635] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 3.4s | Global ETA: 17m 33s [2025-11-22T03:05:55.570569] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:55.570633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:55.572412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:55.572934] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:55.573316] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:55.574068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:55.574959] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:55.576202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.605268] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.44% | Symbol ETA: 13.3s | Global ETA: 17m 33s [2025-11-22T03:05:55.606175] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:55.606237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:55.611020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:55.611819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:55.626317] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.30% | Symbol ETA: 10.1s | Global ETA: 17m 33s [2025-11-22T03:05:55.627208] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:55.627268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:55.628928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:55.629407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:55.630717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:55.631373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.666820] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:55.668754] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:55.670740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:55.684991] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 5.8s | Global ETA: 17m 33s [2025-11-22T03:05:55.685878] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:55.685939] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:55.686596] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:55.808167] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:55.809372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.210132] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 2.7s | Global ETA: 17m 33s [2025-11-22T03:05:56.211550] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:56.211612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:56.213285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:56.213779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:56.214160] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:56.214901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:56.215789] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:56.216889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.231472] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -4.39% | Symbol ETA: 9.5s | Global ETA: 17m 33s [2025-11-22T03:05:56.232354] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:56.232415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:56.234131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:56.234636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:56.235987] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:56.236697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.272452] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.69% | Symbol ETA: 12.6s | Global ETA: 17m 33s [2025-11-22T03:05:56.273352] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:56.273414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:56.278188] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:56.278979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:56.334588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:56.336518] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:56.338498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.372904] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 5.0s | Global ETA: 17m 33s [2025-11-22T03:05:56.373794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:56.373856] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:56.374526] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:56.496152] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:56.497376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.839802] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.95% | Symbol ETA: 8.9s | Global ETA: 17m 34s [2025-11-22T03:05:56.840764] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:56.840829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:56.842606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:56.843139] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:56.844217] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 1.16% | Symbol ETA: 2.0s | Global ETA: 17m 34s [2025-11-22T03:05:56.844535] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:56.845106] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:56.845171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:56.845263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.846897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:56.847555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:56.847999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:56.848781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:56.849685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:56.850803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:56.940933] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -1.22% | Symbol ETA: 11.9s | Global ETA: 17m 34s [2025-11-22T03:05:56.941812] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:56.941874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:56.946545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:56.947321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:57.003771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:57.005969] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:57.008084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:57.057496] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.27% | Symbol ETA: 4.3s | Global ETA: 17m 34s [2025-11-22T03:05:57.058384] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:57.058448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:57.059144] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:57.181081] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:57.182307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:57.454803] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -1.95% | Symbol ETA: 8.3s | Global ETA: 17m 34s [2025-11-22T03:05:57.455722] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:57.455786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:57.457541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:57.458072] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:57.459402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:57.460120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:57.512349] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 1.4s | Global ETA: 17m 34s [2025-11-22T03:05:57.625030] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.11% | Symbol ETA: 11.3s | Global ETA: 17m 34s [2025-11-22T03:05:57.625981] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:57.626045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:57.631008] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:57.631957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:57.680424] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.43%, Actual: 3.94% [2025-11-22T03:05:57.689339] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:57.691447] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:57.693603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:57.747569] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 3.5s | Global ETA: 17m 34s [2025-11-22T03:05:57.748484] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:57.748545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:57.749236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:57.848038] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.81% [2025-11-22T03:05:57.870414] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:57.871616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:58.014244] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.12%, Actual: 1.32% [2025-11-22T03:05:58.067165] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 4.05% | Symbol ETA: 7.7s | Global ETA: 17m 34s [2025-11-22T03:05:58.068138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:58.068203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:58.069973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:58.070477] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:58.071856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:58.072582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:58.181805] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -4.76%, Actual: 1.40% [2025-11-22T03:05:58.302782] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.11% | Symbol ETA: 10.6s | Global ETA: 17m 34s [2025-11-22T03:05:58.303665] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:58.303729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:58.308572] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:58.309395] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:58.350332] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.96% [2025-11-22T03:05:58.365672] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:58.367610] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:58.369660] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:58.438668] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 2.8s | Global ETA: 17m 34s [2025-11-22T03:05:58.439552] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:58.439614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:58.440309] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:58.516258] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 2.82% [2025-11-22T03:05:58.563119] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:58.564441] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:58.682566] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 2.05% [2025-11-22T03:05:58.693588] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.09% | Symbol ETA: 7.1s | Global ETA: 17m 34s [2025-11-22T03:05:58.694499] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:58.694563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:58.696262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:58.696780] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:58.698453] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:58.699505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:58.849045] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 1.42% [2025-11-22T03:05:58.978027] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.29% | Symbol ETA: 10.0s | Global ETA: 17m 34s [2025-11-22T03:05:58.978959] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:58.979023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:58.983990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:58.984799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:59.015140] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 1.16%, Actual: 0.48% [2025-11-22T03:05:59.041189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:59.043241] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:59.045366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.138897] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.71% | Symbol ETA: 2.1s | Global ETA: 17m 34s [2025-11-22T03:05:59.140223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:05:59.140285] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:59.140988] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:05:59.180658] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.71%, Actual: 1.64% [2025-11-22T03:05:59.180859] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 45.0639% [2025-11-22T03:05:59.181463] [INFO ] [main ] JPM: DISCARDED add_vol_of_vol (score: 45.06%) [2025-11-22T03:05:59.181885] [INFO ] [main ] JPM: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:05:59.181923] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_volatility_decay_ratio'] [2025-11-22T03:05:59.181958] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:05:59.195085] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:05:59.196419] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:59.196485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:59.198270] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:59.198818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:59.199224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:59.200026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:59.200939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:05:59.202195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.264137] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:05:59.265534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.317912] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.48% | Symbol ETA: 6.5s | Global ETA: 17m 34s [2025-11-22T03:05:59.318812] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:59.318874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:59.320495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:59.320987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:59.322293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:59.322976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.654766] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 9.3s | Global ETA: 17m 34s [2025-11-22T03:05:59.655674] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:05:59.655739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:05:59.660596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:59.661398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:05:59.717226] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:05:59.719294] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:05:59.721355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.840108] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 1.4s | Global ETA: 17m 34s [2025-11-22T03:05:59.872096] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.13% | Symbol ETA: 7.2s | Global ETA: 17m 34s [2025-11-22T03:05:59.873129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:05:59.873196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:59.874914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:05:59.875409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:05:59.875850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:05:59.876616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:05:59.877553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:05:59.878809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:05:59.917576] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.64% | Symbol ETA: 5.9s | Global ETA: 17m 34s [2025-11-22T03:05:59.918472] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:05:59.918535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:05:59.920233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:05:59.920726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:05:59.922037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:05:59.922712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:00.009447] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 3.90% [2025-11-22T03:06:00.176202] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 1.68% [2025-11-22T03:06:00.329672] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.85% | Symbol ETA: 8.6s | Global ETA: 17m 34s [2025-11-22T03:06:00.330527] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:06:00.330589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:00.335377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:00.336180] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:00.343277] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.41%, Actual: 0.91% [2025-11-22T03:06:00.391241] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:00.393157] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:00.395151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:00.510435] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.14%, Actual: 0.88% [2025-11-22T03:06:00.512462] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.35% | Symbol ETA: 5.3s | Global ETA: 17m 34s [2025-11-22T03:06:00.558763] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.57% | Symbol ETA: 6.5s | Global ETA: 17m 34s [2025-11-22T03:06:00.559727] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:00.559792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:00.561554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:00.562085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:00.562556] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:00.563375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:00.564341] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:00.565603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:00.686930] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.14% [2025-11-22T03:06:00.703421] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 7.06%, Actual: 1.81% [2025-11-22T03:06:00.854053] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.27%, Actual: 1.08% [2025-11-22T03:06:01.070811] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.63% [2025-11-22T03:06:01.139707] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.30%, Actual: 2.21% [2025-11-22T03:06:01.181621] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.72% | Symbol ETA: 8.0s | Global ETA: 17m 34s [2025-11-22T03:06:01.182687] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:06:01.182754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:01.189829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:01.190874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:01.242692] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 1.68% [2025-11-22T03:06:01.263308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:01.265422] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:01.267381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:01.408933] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.93% | Symbol ETA: 6.2s | Global ETA: 17m 34s [2025-11-22T03:06:01.409886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:01.409960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:01.411686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:01.412186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:01.412388] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.71%, Actual: 0.64% [2025-11-22T03:06:01.412590] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:01.413372] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:01.414291] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:01.415477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:01.474388] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -4.39%, Actual: 3.98% [2025-11-22T03:06:01.586957] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 1.79% [2025-11-22T03:06:01.587184] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 28.3426% [2025-11-22T03:06:01.587278] [INFO ] [main ] ADX: DISCARDED add_vol_of_vol (score: 28.34%) [2025-11-22T03:06:01.587322] [INFO ] [main ] ADX: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:06:01.587356] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_volatility_decay_ratio'] [2025-11-22T03:06:01.587802] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:01.600699] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:01.602363] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:01.602432] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:01.603214] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:01.732735] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.95%, Actual: 2.59% [2025-11-22T03:06:01.751682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:01.753226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:01.901032] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -1.95%, Actual: 1.80% [2025-11-22T03:06:01.939853] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.91% | Symbol ETA: 7.3s | Global ETA: 17m 35s [2025-11-22T03:06:02.067224] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 4.05%, Actual: 3.05% [2025-11-22T03:06:02.081430] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.45% | Symbol ETA: 5.4s | Global ETA: 17m 35s [2025-11-22T03:06:02.082324] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:02.082387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:02.084038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:02.084508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:02.084940] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:02.085691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:02.086559] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:02.087751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:02.106276] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 1.26% [2025-11-22T03:06:02.231769] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.09%, Actual: 0.55% [2025-11-22T03:06:02.286201] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 3.62% [2025-11-22T03:06:02.350912] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 7.9s | Global ETA: 17m 35s [2025-11-22T03:06:02.351837] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:02.351899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:02.352586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:02.395745] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.48%, Actual: 0.09% [2025-11-22T03:06:02.464932] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 0.56% [2025-11-22T03:06:02.477735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:02.479201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:02.559996] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.64%, Actual: 0.87% [2025-11-22T03:06:02.644509] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 1.63% [2025-11-22T03:06:02.724970] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.35%, Actual: 3.13% [2025-11-22T03:06:02.725173] [INFO ] [main ] FC: Magnitude Forecast Confidence: 52.9297% [2025-11-22T03:06:02.725258] [INFO ] [main ] FC: DISCARDED add_prev_close_to_1100 (score: 52.93%) [2025-11-22T03:06:02.725302] [INFO ] [main ] FC: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:06:02.725334] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_prev_close_to_open'] [2025-11-22T03:06:02.725369] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:02.737807] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:02.739267] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:02.739329] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:02.741033] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:02.741532] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:02.742869] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:02.743550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:02.753880] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 4.6s | Global ETA: 17m 35s [2025-11-22T03:06:02.755258] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:02.755321] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:02.756984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:02.757484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:02.757888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:02.758614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:02.759500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:02.760669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:02.824416] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.11%, Actual: 1.89% [2025-11-22T03:06:02.990116] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 1.98% [2025-11-22T03:06:03.051732] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 7.0s | Global ETA: 17m 35s [2025-11-22T03:06:03.052613] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:03.052694] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:03.053367] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:03.155831] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.31% [2025-11-22T03:06:03.177268] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:03.178665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:03.321176] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 0.77% [2025-11-22T03:06:03.348589] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.25% | Symbol ETA: 10.7s | Global ETA: 17m 35s [2025-11-22T03:06:03.349489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:03.349551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:03.351211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:03.351771] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:03.353114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:03.353823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:03.406188] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 3.9s | Global ETA: 17m 35s [2025-11-22T03:06:03.408403] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:03.408469] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:03.412694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:03.413236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:03.413623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:03.414380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:03.415279] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:03.416448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:03.486836] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.83% [2025-11-22T03:06:03.661836] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.05% [2025-11-22T03:06:03.662046] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 57.8566% [2025-11-22T03:06:03.662161] [INFO ] [main ] BWA: KEPT add_pct_change (score: 57.86%) [2025-11-22T03:06:03.662229] [INFO ] [main ] BWA: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:06:03.662262] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_preclose_acceleration_mag'] [2025-11-22T03:06:03.662297] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:03.677107] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:03.678582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:03.678670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:03.683673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:03.684494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:03.741490] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:03.743535] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:03.745296] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.02% | Symbol ETA: 6.2s | Global ETA: 17m 35s [2025-11-22T03:06:03.745593] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:03.746208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:03.746272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:03.746682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:03.746972] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:03.870339] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:03.871748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:03.951328] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 10.0s | Global ETA: 17m 35s [2025-11-22T03:06:03.952228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:03.952290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:03.953945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:03.954425] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:03.955820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:03.956477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:04.089740] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 3.2s | Global ETA: 17m 35s [2025-11-22T03:06:04.090732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:04.090799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:04.092486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:04.093013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:04.093394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:04.094143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:04.095029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:04.096198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:04.354909] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.72% | Symbol ETA: 13.0s | Global ETA: 17m 35s [2025-11-22T03:06:04.355894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:04.355960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:04.361094] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:04.362033] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:04.421013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:04.423191] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:04.425271] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:04.426363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:04.437000] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 5.4s | Global ETA: 17m 35s [2025-11-22T03:06:04.437961] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:04.438023] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:04.438710] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:04.560992] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:04.562275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:04.611787] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.16% | Symbol ETA: 9.6s | Global ETA: 17m 35s [2025-11-22T03:06:04.612711] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:04.612775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:04.614525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:04.615052] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:04.616394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:04.617092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:04.750137] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 1.09% | Symbol ETA: 2.5s | Global ETA: 17m 35s [2025-11-22T03:06:04.751054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:04.751117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:04.752772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:04.753248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:04.753660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:04.754412] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:04.755297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:04.756478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.041859] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 12.4s | Global ETA: 17m 35s [2025-11-22T03:06:05.042820] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:05.042884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:05.047789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:05.048595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:05.106720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:05.108710] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:05.110844] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:05.111934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.149829] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 4.7s | Global ETA: 17m 35s [2025-11-22T03:06:05.150730] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:05.150793] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:05.151458] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:05.222420] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.83% | Symbol ETA: 8.9s | Global ETA: 17m 35s [2025-11-22T03:06:05.223371] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:05.223434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:05.225114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:05.225595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:05.226908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:05.227634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.274713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:05.275992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.409716] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.96% | Symbol ETA: 1.8s | Global ETA: 17m 35s [2025-11-22T03:06:05.410594] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:05.410685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:05.412326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:05.412832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:05.413211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:05.413964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:05.414845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:05.415995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.739596] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.68% | Symbol ETA: 11.7s | Global ETA: 17m 35s [2025-11-22T03:06:05.740532] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:05.740597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:05.745605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:05.746433] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:05.802916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:05.804906] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:05.807217] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:05.808307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.841791] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.57% | Symbol ETA: 8.3s | Global ETA: 17m 35s [2025-11-22T03:06:05.842691] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:05.842752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:05.844358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:05.844805] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 4.0s | Global ETA: 17m 35s [2025-11-22T03:06:05.844860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:05.845710] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:05.845772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:05.846176] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:05.846442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:05.846866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:05.967850] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:05.969160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:06.066783] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.69% | Symbol ETA: 1.1s | Global ETA: 17m 35s [2025-11-22T03:06:06.234666] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.13%, Actual: 3.94% [2025-11-22T03:06:06.402802] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 1.81% [2025-11-22T03:06:06.420283] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 11.0s | Global ETA: 17m 35s [2025-11-22T03:06:06.421218] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:06.421283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:06.426712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:06.427508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:06.469266] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.98% | Symbol ETA: 7.7s | Global ETA: 17m 35s [2025-11-22T03:06:06.470180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:06.470241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:06.471903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:06.472377] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:06.473694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:06.474355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:06.486347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:06.488462] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:06.490467] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:06.491553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:06.531017] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 3.3s | Global ETA: 17m 35s [2025-11-22T03:06:06.531928] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:06.531990] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:06.532669] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:06.568852] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.93%, Actual: 1.32% [2025-11-22T03:06:06.654023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:06.655385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:06.735535] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.45%, Actual: 1.40% [2025-11-22T03:06:06.901823] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.96% [2025-11-22T03:06:07.068970] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.05% | Symbol ETA: 7.0s | Global ETA: 17m 35s [2025-11-22T03:06:07.069169] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.42%, Actual: 2.82% [2025-11-22T03:06:07.069932] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:07.069996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:07.071665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:07.072170] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:07.073527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:07.074244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.096631] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 10.3s | Global ETA: 17m 36s [2025-11-22T03:06:07.097617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:07.097701] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:07.102742] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:07.103581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:07.161579] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:07.163686] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:07.165826] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:07.166910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.217198] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.64% | Symbol ETA: 2.6s | Global ETA: 17m 36s [2025-11-22T03:06:07.218455] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:07.218521] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:07.219212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:07.238081] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 2.05% [2025-11-22T03:06:07.341887] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:07.343183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.404708] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 1.09%, Actual: 1.42% [2025-11-22T03:06:07.571017] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.96%, Actual: 0.48% [2025-11-22T03:06:07.676373] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.84% | Symbol ETA: 6.4s | Global ETA: 17m 36s [2025-11-22T03:06:07.677330] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:07.677412] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:07.679141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:07.680003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:07.681396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:07.682090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.739826] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.69%, Actual: 1.64% [2025-11-22T03:06:07.740043] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 47.3045% [2025-11-22T03:06:07.740134] [INFO ] [main ] JPM: DISCARDED add_volatility_decay_ratio (score: 47.30%) [2025-11-22T03:06:07.740177] [INFO ] [main ] JPM: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:06:07.740210] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:06:07.740244] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:07.752194] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:07.753729] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:07.753793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:07.755462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:07.755985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:07.756366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:07.757116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:07.758025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:07.758480] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:07.759623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:07.761692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.794448] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.25% | Symbol ETA: 9.7s | Global ETA: 17m 36s [2025-11-22T03:06:07.795397] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:07.798278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:07.804131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:07.804978] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:07.862931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:07.864983] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:07.867105] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:07.868223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:07.907944] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 1.9s | Global ETA: 17m 36s [2025-11-22T03:06:07.908863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:07.908924] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:07.909621] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:08.030973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:06:08.032206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:08.286391] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.26% | Symbol ETA: 5.8s | Global ETA: 17m 36s [2025-11-22T03:06:08.287291] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:08.287353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:08.289082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:08.289597] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:08.290932] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:08.291587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:08.416317] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.12% | Symbol ETA: 6.9s | Global ETA: 17m 36s [2025-11-22T03:06:08.417278] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:08.417344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:08.419056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:08.419544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:08.419948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:08.420698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:08.421561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:08.422034] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:08.423135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:08.425163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:08.478200] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.08% | Symbol ETA: 9.0s | Global ETA: 17m 36s [2025-11-22T03:06:08.479119] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:08.479184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:08.484124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:08.484966] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:08.541660] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:08.543816] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:08.545853] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:08.546991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:08.595981] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.43% | Symbol ETA: 1.2s | Global ETA: 17m 36s [2025-11-22T03:06:08.764034] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 3.90% [2025-11-22T03:06:08.887338] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.64% | Symbol ETA: 5.2s | Global ETA: 17m 36s [2025-11-22T03:06:08.930857] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.58%, Actual: 1.68% [2025-11-22T03:06:09.053771] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.25%, Actual: 1.81% [2025-11-22T03:06:09.081300] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.44% | Symbol ETA: 6.2s | Global ETA: 17m 36s [2025-11-22T03:06:09.082274] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:09.082339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:09.084031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:09.084524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:09.084928] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:09.085680] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:09.086583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:09.087061] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:09.088178] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:09.090276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:09.099038] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.02%, Actual: 0.91% [2025-11-22T03:06:09.167550] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.07% | Symbol ETA: 8.3s | Global ETA: 17m 36s [2025-11-22T03:06:09.168484] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:09.168549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:09.173370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:09.174179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:09.218860] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 2.21% [2025-11-22T03:06:09.229802] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:09.232034] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:09.234042] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:09.235132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:09.281978] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.16%, Actual: 0.88% [2025-11-22T03:06:09.384765] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.16%, Actual: 3.98% [2025-11-22T03:06:09.455805] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 0.14% [2025-11-22T03:06:09.551881] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.83%, Actual: 2.59% [2025-11-22T03:06:09.627633] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 1.08% [2025-11-22T03:06:09.718447] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.57%, Actual: 1.80% [2025-11-22T03:06:09.742445] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -1.13% | Symbol ETA: 5.6s | Global ETA: 17m 36s [2025-11-22T03:06:09.743334] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:09.743398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:09.745036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:09.745522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:09.745925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:09.746695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:09.747631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:09.748104] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:09.749179] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:09.751196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:09.798382] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.63% [2025-11-22T03:06:09.837613] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 7.6s | Global ETA: 17m 36s [2025-11-22T03:06:09.838551] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:09.838631] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:09.843703] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:09.844527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:09.884159] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.98%, Actual: 3.05% [2025-11-22T03:06:09.902792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:09.904948] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:09.907040] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:06:09.908139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:09.968865] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.64%, Actual: 1.68% [2025-11-22T03:06:10.051907] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.05%, Actual: 0.55% [2025-11-22T03:06:10.138976] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.64% [2025-11-22T03:06:10.254354] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.84%, Actual: 0.09% [2025-11-22T03:06:10.308941] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.43%, Actual: 1.79% [2025-11-22T03:06:10.309154] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.9912% [2025-11-22T03:06:10.309242] [INFO ] [main ] ADX: DISCARDED add_volatility_decay_ratio (score: 33.99%) [2025-11-22T03:06:10.309287] [INFO ] [main ] ADX: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:06:10.309320] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:06:10.309355] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:10.322385] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:10.323936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:10.324000] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:10.324741] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:10.402597] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 4.9s | Global ETA: 17m 36s [2025-11-22T03:06:10.403493] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:10.403569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:10.405230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:10.405734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:10.406131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:10.406881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:10.407808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:10.408262] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:10.409352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:10.411391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:10.424947] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.26%, Actual: 0.87% [2025-11-22T03:06:10.451134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:10.453357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:10.453963] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:10.455127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:10.457293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:10.529749] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.18% | Symbol ETA: 6.9s | Global ETA: 17m 36s [2025-11-22T03:06:10.591954] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.64%, Actual: 3.13% [2025-11-22T03:06:10.592162] [INFO ] [main ] FC: Magnitude Forecast Confidence: 46.7679% [2025-11-22T03:06:10.592243] [INFO ] [main ] FC: DISCARDED add_prev_close_to_open (score: 46.77%) [2025-11-22T03:06:10.592291] [INFO ] [main ] FC: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:06:10.592324] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_prior_day_tail_pressure'] [2025-11-22T03:06:10.592358] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:10.604514] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:10.605897] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:10.605960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:10.607716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:10.608214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:10.609582] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:10.612345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:10.752844] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.72%, Actual: 1.26% [2025-11-22T03:06:10.919094] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 3.62% [2025-11-22T03:06:11.036510] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 7.3s | Global ETA: 17m 36s [2025-11-22T03:06:11.037446] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:11.037510] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:11.038207] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:11.056793] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 4.2s | Global ETA: 17m 36s [2025-11-22T03:06:11.057714] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:11.057778] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.059441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:11.059952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:11.060353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:11.061109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:11.061992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.062453] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:11.063540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:11.065559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.084818] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.68%, Actual: 0.56% [2025-11-22T03:06:11.162114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.164069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.164620] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:11.165732] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:11.167770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.235910] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 10.2s | Global ETA: 17m 36s [2025-11-22T03:06:11.236881] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:11.236943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.238606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.239127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:11.240464] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:11.243258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.250814] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.63% [2025-11-22T03:06:11.418430] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 1.89% [2025-11-22T03:06:11.585712] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.25%, Actual: 1.98% [2025-11-22T03:06:11.718348] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.55% | Symbol ETA: 3.6s | Global ETA: 17m 36s [2025-11-22T03:06:11.720334] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:11.720414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.722571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:11.723231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:11.724068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:11.724827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:11.725708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.726162] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:11.727293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:11.729352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.745579] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 6.6s | Global ETA: 17m 36s [2025-11-22T03:06:11.746514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:11.746580] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:11.747308] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:11.755292] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.08%, Actual: 0.31% [2025-11-22T03:06:11.877519] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.23% | Symbol ETA: 9.6s | Global ETA: 17m 36s [2025-11-22T03:06:11.878519] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:11.878588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.880368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.880941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:11.882299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:11.885110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.886762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:11.888937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:11.889454] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:11.890601] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:11.892704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:11.926224] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.07%, Actual: 0.77% [2025-11-22T03:06:12.094229] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.83% [2025-11-22T03:06:12.258113] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.18%, Actual: 0.05% [2025-11-22T03:06:12.258325] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 41.1062% [2025-11-22T03:06:12.258376] [INFO ] [main ] BWA: DISCARDED add_preclose_acceleration_mag (score: 41.11%) [2025-11-22T03:06:12.258413] [INFO ] [main ] BWA: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:06:12.258444] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_prev_1100_to_open'] [2025-11-22T03:06:12.258478] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:12.271283] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:12.272559] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:12.272624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:12.277309] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:12.278137] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:12.332813] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:12.334577] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:12.336508] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:12.337227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:12.411092] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 2.9s | Global ETA: 17m 36s [2025-11-22T03:06:12.412037] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:12.412101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:12.413753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:12.414235] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:12.414623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:12.415366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:12.416253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:12.416801] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:12.417947] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:12.420000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:12.481783] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.13% | Symbol ETA: 8.9s | Global ETA: 17m 37s [2025-11-22T03:06:12.482678] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:12.482741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:12.484355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:12.484844] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:12.486144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:12.488844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:12.493745] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.04% | Symbol ETA: 6.0s | Global ETA: 17m 37s [2025-11-22T03:06:12.494721] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:12.494789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:12.495502] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:12.620819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:12.622877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:12.623367] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:12.624463] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:12.626544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:12.935549] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -3.01% | Symbol ETA: 12.3s | Global ETA: 17m 37s [2025-11-22T03:06:12.936470] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:12.936533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:12.941258] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:12.942046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:12.997679] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:12.999693] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:13.001620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:13.002341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.088610] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 8.3s | Global ETA: 17m 37s [2025-11-22T03:06:13.089513] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:13.089579] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:13.091574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:13.092076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:13.093372] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:13.096031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.150814] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 2.3s | Global ETA: 17m 37s [2025-11-22T03:06:13.151731] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:13.151829] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:13.153466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:13.153984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:13.154369] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:13.155113] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:13.155998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:13.156449] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:13.157557] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:13.159547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.203845] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 5.2s | Global ETA: 17m 37s [2025-11-22T03:06:13.204732] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:13.204796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:13.205464] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:13.329198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:13.331123] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:13.331612] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:13.332741] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:13.334774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.599166] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 11.6s | Global ETA: 17m 37s [2025-11-22T03:06:13.600102] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:13.600168] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:13.605086] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:13.605906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:13.662689] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:13.664609] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:13.666733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:13.667492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.699285] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 7.6s | Global ETA: 17m 37s [2025-11-22T03:06:13.700223] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:13.700286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:13.701946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:13.702423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:13.703752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:13.706372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.808159] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.69% | Symbol ETA: 1.6s | Global ETA: 17m 37s [2025-11-22T03:06:13.809079] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:06:13.809142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:13.810788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:13.811265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:13.811672] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:13.812404] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:13.813272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:13.813753] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:13.814875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:13.816876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:13.922410] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.49% | Symbol ETA: 4.5s | Global ETA: 17m 37s [2025-11-22T03:06:13.923349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:13.923414] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:13.924125] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:14.056114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:14.058316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:14.058990] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:14.060439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:14.063063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:14.292557] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.28% | Symbol ETA: 11.0s | Global ETA: 17m 37s [2025-11-22T03:06:14.293447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:14.293510] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:14.298288] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:14.299070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:14.317349] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 4.34% | Symbol ETA: 7.0s | Global ETA: 17m 37s [2025-11-22T03:06:14.318240] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:14.318302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:14.319973] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:14.320461] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:14.321776] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:14.324399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:14.354013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:14.355858] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:14.357855] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:14.358560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:14.475624] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 0.9s | Global ETA: 17m 37s [2025-11-22T03:06:14.644668] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.12%, Actual: 3.94% [2025-11-22T03:06:14.656935] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 3.8s | Global ETA: 17m 37s [2025-11-22T03:06:14.658448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:14.658512] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:14.659255] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:14.786282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:14.788393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:14.788941] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:14.790077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:14.792093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:14.815107] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.44%, Actual: 1.81% [2025-11-22T03:06:14.925153] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.27% | Symbol ETA: 6.4s | Global ETA: 17m 37s [2025-11-22T03:06:14.926057] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:14.926120] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:14.927832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:14.928301] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:14.929592] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:14.932235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:14.960606] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 10.3s | Global ETA: 17m 37s [2025-11-22T03:06:14.961518] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:14.961588] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:14.966323] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:14.967122] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:14.987433] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.13%, Actual: 1.32% [2025-11-22T03:06:15.028072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:15.030185] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:15.032155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:15.032917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:15.157527] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 1.40% [2025-11-22T03:06:15.325844] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.30%, Actual: 0.96% [2025-11-22T03:06:15.375189] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 3.1s | Global ETA: 17m 37s [2025-11-22T03:06:15.376099] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:15.376164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:15.376861] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:15.495037] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.55%, Actual: 2.82% [2025-11-22T03:06:15.499664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:15.501705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:15.502203] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:15.503297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:15.505343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:15.538872] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 1.44% | Symbol ETA: 5.8s | Global ETA: 17m 37s [2025-11-22T03:06:15.539805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:15.539872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:15.541522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:15.542036] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:15.543381] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:15.546145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:15.636747] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 9.7s | Global ETA: 17m 37s [2025-11-22T03:06:15.637660] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:15.637727] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:15.642456] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:15.643231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:15.662728] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 2.05% [2025-11-22T03:06:15.699746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:15.701678] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:15.703667] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:15.704383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:15.833287] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.42% [2025-11-22T03:06:16.001107] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.69%, Actual: 0.48% [2025-11-22T03:06:16.083118] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.13% | Symbol ETA: 2.4s | Global ETA: 17m 37s [2025-11-22T03:06:16.084035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.084098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.084786] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:16.170124] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 1.64% [2025-11-22T03:06:16.170326] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 45.0749% [2025-11-22T03:06:16.170407] [INFO ] [main ] JPM: DISCARDED add_volatility_state_percentiles (score: 45.07%) [2025-11-22T03:06:16.170450] [INFO ] [main ] JPM: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:06:16.170481] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_volume_dispersion'] [2025-11-22T03:06:16.170538] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:16.179876] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -1.62% | Symbol ETA: 5.1s | Global ETA: 17m 37s [2025-11-22T03:06:16.180792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:16.180855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:16.182486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:16.182979] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:16.183168] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:16.184325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:16.184558] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.184621] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:16.186336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:16.186876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:16.187163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.187268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.188053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:16.188991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:16.190392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.207140] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:16.209086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:16.209577] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:16.210734] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:16.212742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.311520] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 9.0s | Global ETA: 17m 37s [2025-11-22T03:06:16.312430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.312493] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:16.317290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.318112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:16.374153] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:16.376225] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:16.378221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:16.378956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.784791] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 1.6s | Global ETA: 17m 37s [2025-11-22T03:06:16.785717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.785785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.786454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:16.788904] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.90% | Symbol ETA: 4.5s | Global ETA: 17m 37s [2025-11-22T03:06:16.843771] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 2.21% | Symbol ETA: 6.6s | Global ETA: 17m 37s [2025-11-22T03:06:16.844740] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.844806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:16.846577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:16.847194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:16.847673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.848452] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:16.849406] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:16.850905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.908384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:16.910432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:16.910948] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:06:16.912050] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:06:16.914041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:16.954799] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 1.81% [2025-11-22T03:06:16.977806] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 8.3s | Global ETA: 17m 37s [2025-11-22T03:06:16.978705] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:16.978967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:16.985995] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:16.986786] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:17.042144] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:17.044098] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:17.046066] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:17.046805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:17.120046] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.23%, Actual: 2.21% [2025-11-22T03:06:17.284127] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.13%, Actual: 3.98% [2025-11-22T03:06:17.448930] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.03%, Actual: 2.59% [2025-11-22T03:06:17.485792] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 0.9s | Global ETA: 17m 37s [2025-11-22T03:06:17.545210] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 6.1s | Global ETA: 17m 37s [2025-11-22T03:06:17.546469] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:17.546584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:17.548456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:17.548999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:17.549401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:17.550168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:17.551065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:17.552459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:17.616091] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 1.80% [2025-11-22T03:06:17.640714] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 7.6s | Global ETA: 17m 37s [2025-11-22T03:06:17.641582] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:17.641680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:17.646352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:17.647139] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:17.652571] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 3.90% [2025-11-22T03:06:17.702336] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:17.704203] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:17.706178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:17.706902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:17.780824] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 4.34%, Actual: 3.05% [2025-11-22T03:06:17.821257] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 1.68% [2025-11-22T03:06:17.945489] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.27%, Actual: 0.55% [2025-11-22T03:06:17.988507] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.04%, Actual: 0.91% [2025-11-22T03:06:18.112800] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 1.44%, Actual: 0.09% [2025-11-22T03:06:18.155944] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 0.88% [2025-11-22T03:06:18.277689] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -1.62%, Actual: 0.87% [2025-11-22T03:06:18.281688] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 5.6s | Global ETA: 17m 38s [2025-11-22T03:06:18.282599] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:18.282695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:18.284423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:18.284967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:18.285390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:18.286179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:18.287100] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:18.288557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:18.310735] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.73% | Symbol ETA: 7.0s | Global ETA: 17m 38s [2025-11-22T03:06:18.311606] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:18.311686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:18.316382] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:18.317171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:18.323312] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.49%, Actual: 0.14% [2025-11-22T03:06:18.372193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:18.374101] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:18.376090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:06:18.376949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:18.442404] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.90%, Actual: 3.13% [2025-11-22T03:06:18.442609] [INFO ] [main ] FC: Magnitude Forecast Confidence: 50.0792% [2025-11-22T03:06:18.442710] [INFO ] [main ] FC: DISCARDED add_prior_day_tail_pressure (score: 50.08%) [2025-11-22T03:06:18.442756] [INFO ] [main ] FC: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:06:18.442787] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_prior_mag_lag'] [2025-11-22T03:06:18.442821] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:18.455359] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:18.456705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:18.457113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:18.458844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:18.459364] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:18.460693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:18.462229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:18.500302] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.43%, Actual: 1.08% [2025-11-22T03:06:18.666266] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.63% [2025-11-22T03:06:18.832252] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.13%, Actual: 1.68% [2025-11-22T03:06:18.965490] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -3.12% | Symbol ETA: 4.9s | Global ETA: 17m 38s [2025-11-22T03:06:18.966420] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:18.966486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:18.968234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:18.968753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:18.969162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:18.969953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:18.970875] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:18.972284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:18.978039] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.13% | Symbol ETA: 6.3s | Global ETA: 17m 38s [2025-11-22T03:06:18.998538] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.28%, Actual: 0.64% [2025-11-22T03:06:19.054980] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.04% | Symbol ETA: 9.5s | Global ETA: 17m 38s [2025-11-22T03:06:19.055874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:19.055936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:19.057569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:19.058075] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:19.059365] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:19.060941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:19.153978] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -3.01%, Actual: 1.26% [2025-11-22T03:06:19.163554] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 1.79% [2025-11-22T03:06:19.163787] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 30.8069% [2025-11-22T03:06:19.163872] [INFO ] [main ] ADX: DISCARDED add_volatility_state_percentiles (score: 30.81%) [2025-11-22T03:06:19.163914] [INFO ] [main ] ADX: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:06:19.163946] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_volume_dispersion'] [2025-11-22T03:06:19.163981] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:19.176146] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:19.177701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:19.177762] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:19.178464] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:19.303126] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:19.304821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:19.319059] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 3.62% [2025-11-22T03:06:19.483978] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 0.56% [2025-11-22T03:06:19.645927] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 4.2s | Global ETA: 17m 38s [2025-11-22T03:06:19.646847] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:19.646910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:19.648606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:19.649160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:19.649552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:19.649984] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.62% | Symbol ETA: 8.9s | Global ETA: 17m 38s [2025-11-22T03:06:19.650332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:19.650430] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 1.63% [2025-11-22T03:06:19.650895] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:19.650958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:19.651220] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:19.652560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:19.652573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:19.653105] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:19.654405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:19.655979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:19.817763] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 1.89% [2025-11-22T03:06:19.879258] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 7.1s | Global ETA: 17m 38s [2025-11-22T03:06:19.880148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:19.880210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:19.880902] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:19.984019] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.93%, Actual: 1.98% [2025-11-22T03:06:20.005474] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:20.007097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.150138] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 0.31% [2025-11-22T03:06:20.251619] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 8.3s | Global ETA: 17m 38s [2025-11-22T03:06:20.252510] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:20.252571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:20.254237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:20.254731] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:20.256144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:20.257695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.304800] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -0.77% | Symbol ETA: 3.4s | Global ETA: 17m 38s [2025-11-22T03:06:20.305728] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:20.305805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:20.307500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:20.308030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:20.308420] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:20.309168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:20.310057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:20.311438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.316526] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 0.77% [2025-11-22T03:06:20.488443] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.73%, Actual: 0.83% [2025-11-22T03:06:20.577045] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 6.3s | Global ETA: 17m 38s [2025-11-22T03:06:20.577961] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:20.578024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:20.578706] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:20.658066] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.13%, Actual: 0.05% [2025-11-22T03:06:20.658276] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 35.6105% [2025-11-22T03:06:20.658359] [INFO ] [main ] BWA: DISCARDED add_prev_1100_to_open (score: 35.61%) [2025-11-22T03:06:20.658402] [INFO ] [main ] BWA: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:06:20.658436] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_prev_close_to_1100'] [2025-11-22T03:06:20.658471] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:20.672757] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:20.674361] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:20.674425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:20.679329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:20.680177] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:20.702749] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:20.704274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.737351] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:20.739489] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:20.741479] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:20.742232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.856465] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 2.57% | Symbol ETA: 7.8s | Global ETA: 17m 38s [2025-11-22T03:06:20.857351] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:20.857430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:20.859055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:20.859525] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:20.860865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:20.862425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:20.967084] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.32% | Symbol ETA: 2.8s | Global ETA: 17m 38s [2025-11-22T03:06:20.968029] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:20.968435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:20.970105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:20.970594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:20.971004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:20.971752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:20.972620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:20.974012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:21.270337] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: 0.01% | Symbol ETA: 5.6s | Global ETA: 17m 38s [2025-11-22T03:06:21.271235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:21.271305] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:21.271997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:21.349577] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 11.8s | Global ETA: 17m 38s [2025-11-22T03:06:21.350466] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:21.350529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:21.355283] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:21.356070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:21.395530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:21.397110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:21.412499] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:21.414304] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:21.416281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:21.417021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:21.455955] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.12% | Symbol ETA: 7.2s | Global ETA: 17m 38s [2025-11-22T03:06:21.456851] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:21.456913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:21.458542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:21.459064] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:21.460363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:21.461892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:21.625373] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.38% | Symbol ETA: 2.1s | Global ETA: 17m 38s [2025-11-22T03:06:21.626298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:21.626361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:21.628096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:21.628583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:21.628989] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:21.629742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:21.630668] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:21.632024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:21.991815] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.08% | Symbol ETA: 5.0s | Global ETA: 17m 38s [2025-11-22T03:06:21.992739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:21.992801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:21.993460] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:22.025538] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.77% | Symbol ETA: 11.1s | Global ETA: 17m 38s [2025-11-22T03:06:22.026433] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:22.026496] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:22.031263] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:22.032046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:22.060282] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 6.6s | Global ETA: 17m 38s [2025-11-22T03:06:22.061180] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:22.061241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:22.062890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:22.063361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:22.064698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:22.066219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.087983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:22.089847] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:22.091808] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:22.092519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.121721] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:22.123398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.290270] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.91% | Symbol ETA: 1.4s | Global ETA: 17m 38s [2025-11-22T03:06:22.291152] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:22.291215] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:22.292865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:22.293351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:22.293756] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:22.294479] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:22.295358] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:22.296764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.702460] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 6.0s | Global ETA: 17m 38s [2025-11-22T03:06:22.703370] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:22.703432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:22.705063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:22.705094] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.56% | Symbol ETA: 4.3s | Global ETA: 17m 38s [2025-11-22T03:06:22.705541] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:22.706145] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:22.706221] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:22.706881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:22.706967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:22.708467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.713456] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.15% | Symbol ETA: 10.4s | Global ETA: 17m 38s [2025-11-22T03:06:22.714349] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:22.714411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:22.719246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:22.720032] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:22.778709] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:22.780682] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:22.782630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:22.783393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.840073] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:22.841859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:22.954372] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 0.7s | Global ETA: 17m 38s [2025-11-22T03:06:23.125065] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.21%, Actual: 3.94% [2025-11-22T03:06:23.290339] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 1.81% [2025-11-22T03:06:23.311924] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.44% | Symbol ETA: 5.4s | Global ETA: 17m 39s [2025-11-22T03:06:23.312822] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:23.312888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:23.314529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:23.315034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:23.316343] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:23.317936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:23.377750] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 9.7s | Global ETA: 17m 39s [2025-11-22T03:06:23.378696] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:23.378758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:23.383544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:23.384336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:23.432725] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.48% | Symbol ETA: 3.6s | Global ETA: 17m 39s [2025-11-22T03:06:23.434080] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:23.434143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:23.434885] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:23.440428] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:23.442312] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:23.444294] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:23.445018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:23.459058] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 1.32% [2025-11-22T03:06:23.567352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:23.569052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:23.636578] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -3.12%, Actual: 1.40% [2025-11-22T03:06:23.809842] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.96% [2025-11-22T03:06:23.926982] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.74% | Symbol ETA: 4.8s | Global ETA: 17m 39s [2025-11-22T03:06:23.927959] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:23.928021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:23.929621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:23.930148] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:23.931492] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:23.933056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:23.977103] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -0.77%, Actual: 2.82% [2025-11-22T03:06:24.049654] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 9.1s | Global ETA: 17m 39s [2025-11-22T03:06:24.050585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:24.050670] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:24.055614] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:24.056459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:24.112943] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:24.114780] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:24.116757] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:24.117522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:24.140753] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 2.9s | Global ETA: 17m 39s [2025-11-22T03:06:24.141664] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:24.141729] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:24.142425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:24.145738] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.32%, Actual: 2.05% [2025-11-22T03:06:24.273871] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:24.275597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:24.318484] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.38%, Actual: 1.42% [2025-11-22T03:06:24.487391] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.91%, Actual: 0.48% [2025-11-22T03:06:24.536952] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.33% | Symbol ETA: 4.2s | Global ETA: 17m 39s [2025-11-22T03:06:24.656520] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 1.64% [2025-11-22T03:06:24.656738] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 37.6346% [2025-11-22T03:06:24.656818] [INFO ] [main ] JPM: DISCARDED add_volume_dispersion (score: 37.63%) [2025-11-22T03:06:24.656861] [INFO ] [main ] JPM: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:06:24.656893] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_volume_flow_differentials'] [2025-11-22T03:06:24.656927] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:24.668711] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:24.670083] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:24.670146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:24.671832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:24.672332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:24.672750] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:24.673475] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:24.674361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:24.677113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:24.704605] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.04%, Actual: 1.81% [2025-11-22T03:06:24.729720] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.97% | Symbol ETA: 8.4s | Global ETA: 17m 39s [2025-11-22T03:06:24.730592] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:24.730674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:24.735448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:24.736289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:24.791427] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:24.793414] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:24.795407] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:24.796216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:24.860655] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.21% | Symbol ETA: 2.2s | Global ETA: 17m 39s [2025-11-22T03:06:24.861525] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:24.861588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:24.862298] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:24.871624] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.62%, Actual: 2.21% [2025-11-22T03:06:24.991223] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:24.993029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:25.040780] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 3.98% [2025-11-22T03:06:25.207634] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 2.57%, Actual: 2.59% [2025-11-22T03:06:25.336816] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.70% | Symbol ETA: 6.5s | Global ETA: 17m 39s [2025-11-22T03:06:25.337747] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:25.337811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:25.339501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:25.340002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:25.340394] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:25.341141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:25.342024] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:25.344696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:25.378231] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 1.80% [2025-11-22T03:06:25.402573] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.84% | Symbol ETA: 7.7s | Global ETA: 17m 39s [2025-11-22T03:06:25.403504] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:25.403566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:25.408403] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:25.409186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:25.464745] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:25.466676] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:25.468677] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:25.469416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:25.546774] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 3.05% [2025-11-22T03:06:25.586985] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 1.5s | Global ETA: 17m 39s [2025-11-22T03:06:25.587931] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:25.588010] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:25.588721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:25.717555] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:06:25.719368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:25.719725] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.55% [2025-11-22T03:06:25.893867] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.44%, Actual: 0.09% [2025-11-22T03:06:26.008907] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 5.9s | Global ETA: 17m 39s [2025-11-22T03:06:26.010172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:26.010235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:26.011887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:26.012369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:26.012785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:26.013541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:26.014446] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:26.017205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.063088] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.74%, Actual: 0.87% [2025-11-22T03:06:26.085117] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 7.0s | Global ETA: 17m 39s [2025-11-22T03:06:26.086130] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:26.086549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:26.091659] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:26.092521] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:26.149471] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:26.151474] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:26.153623] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:26.154376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.231857] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.33%, Actual: 3.13% [2025-11-22T03:06:26.232074] [INFO ] [main ] FC: Magnitude Forecast Confidence: 41.5792% [2025-11-22T03:06:26.232154] [INFO ] [main ] FC: DISCARDED add_prior_mag_lag (score: 41.58%) [2025-11-22T03:06:26.232197] [INFO ] [main ] FC: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:06:26.232228] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_range_overlap_v_prior_day'] [2025-11-22T03:06:26.232263] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:26.244665] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:26.246146] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:26.246208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:26.247938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:26.248463] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:26.249834] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:26.252178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.310260] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.62% | Symbol ETA: 0.7s | Global ETA: 17m 39s [2025-11-22T03:06:26.488746] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 3.90% [2025-11-22T03:06:26.655934] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.68% [2025-11-22T03:06:26.675506] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.64% | Symbol ETA: 5.2s | Global ETA: 17m 39s [2025-11-22T03:06:26.676406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:26.676468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:26.678164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:26.678668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:26.679058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:26.679808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:26.680677] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:26.683345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.777715] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.38% | Symbol ETA: 6.4s | Global ETA: 17m 39s [2025-11-22T03:06:26.778607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:26.778691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:26.783405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:26.784228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:26.822698] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: 0.01%, Actual: 0.91% [2025-11-22T03:06:26.840215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:26.842301] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:26.844386] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:06:26.845187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.845778] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 2.85% | Symbol ETA: 9.2s | Global ETA: 17m 39s [2025-11-22T03:06:26.846667] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:26.846729] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:26.848395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:26.848886] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:26.850177] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:26.852501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:26.988705] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.08%, Actual: 0.88% [2025-11-22T03:06:27.154575] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.56%, Actual: 0.14% [2025-11-22T03:06:27.320863] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.48%, Actual: 1.08% [2025-11-22T03:06:27.368623] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.48% | Symbol ETA: 4.6s | Global ETA: 17m 39s [2025-11-22T03:06:27.369591] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:27.369681] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:27.371409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:27.371957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:27.372367] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:27.373183] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:27.374133] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:27.376994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:27.444817] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.29% | Symbol ETA: 8.6s | Global ETA: 17m 39s [2025-11-22T03:06:27.445798] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:27.445860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:27.447507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:27.448035] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:27.449395] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:27.451726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:27.462943] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.25% | Symbol ETA: 5.7s | Global ETA: 17m 39s [2025-11-22T03:06:27.489542] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.63% [2025-11-22T03:06:27.635519] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 1.26% [2025-11-22T03:06:27.657904] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.21%, Actual: 1.68% [2025-11-22T03:06:27.805006] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.77%, Actual: 3.62% [2025-11-22T03:06:27.824147] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.64% [2025-11-22T03:06:27.973512] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.15%, Actual: 0.56% [2025-11-22T03:06:27.992277] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.62%, Actual: 1.79% [2025-11-22T03:06:27.992473] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 30.1514% [2025-11-22T03:06:27.992559] [INFO ] [main ] ADX: DISCARDED add_volume_dispersion (score: 30.15%) [2025-11-22T03:06:27.992602] [INFO ] [main ] ADX: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:06:27.992633] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_volume_flow_differentials'] [2025-11-22T03:06:27.992689] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:28.005441] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:28.006746] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:28.006809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:28.007534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:28.044086] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 3.9s | Global ETA: 17m 39s [2025-11-22T03:06:28.044974] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:28.045037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:28.046669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:28.047151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:28.047554] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:28.048338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:28.049220] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:28.051897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.054474] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.11% | Symbol ETA: 8.0s | Global ETA: 17m 39s [2025-11-22T03:06:28.055365] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:28.055426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:28.057069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:28.057578] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:28.058948] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:28.061277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.135403] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:28.138425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.142356] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 1.63% [2025-11-22T03:06:28.312874] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 1.89% [2025-11-22T03:06:28.478800] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.97%, Actual: 1.98% [2025-11-22T03:06:28.645688] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.84%, Actual: 0.31% [2025-11-22T03:06:28.674364] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.38% | Symbol ETA: 7.4s | Global ETA: 17m 40s [2025-11-22T03:06:28.675285] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:28.675349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:28.677052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:28.677577] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:28.678948] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:28.681267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.724765] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.15% | Symbol ETA: 7.0s | Global ETA: 17m 40s [2025-11-22T03:06:28.725634] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:28.725717] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:28.726388] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:28.727102] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.75% | Symbol ETA: 3.2s | Global ETA: 17m 40s [2025-11-22T03:06:28.728071] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:28.728139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:28.729834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:28.730324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:28.730726] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:28.731461] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:28.732352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:28.735114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.816782] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 0.77% [2025-11-22T03:06:28.854661] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:28.857826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:28.993874] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.38%, Actual: 0.83% [2025-11-22T03:06:29.166015] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.25%, Actual: 0.05% [2025-11-22T03:06:29.166238] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 43.1247% [2025-11-22T03:06:29.166333] [INFO ] [main ] BWA: DISCARDED add_prev_close_to_1100 (score: 43.12%) [2025-11-22T03:06:29.166390] [INFO ] [main ] BWA: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:06:29.166427] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_prev_close_to_open'] [2025-11-22T03:06:29.166464] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:29.178758] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:29.180093] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:29.180157] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:29.185263] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:29.186129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:29.244887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:29.246885] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:29.249040] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:29.249798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:29.298524] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -1.54% | Symbol ETA: 6.8s | Global ETA: 17m 40s [2025-11-22T03:06:29.299442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:29.299504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:29.301213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:29.301724] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:29.303052] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:29.305352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:29.393702] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 2.5s | Global ETA: 17m 40s [2025-11-22T03:06:29.394576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:29.394666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:29.396375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:29.396877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:29.397259] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:29.398037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:29.398955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:29.401678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:29.430581] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 6.2s | Global ETA: 17m 40s [2025-11-22T03:06:29.431508] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:29.431573] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:29.432683] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:29.566727] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:29.569918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:29.861518] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 11.5s | Global ETA: 17m 40s [2025-11-22T03:06:29.862412] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:29.862474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:29.867238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:29.868055] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:29.908271] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.74% | Symbol ETA: 6.2s | Global ETA: 17m 40s [2025-11-22T03:06:29.909193] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:29.909256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:29.910884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:29.911351] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:29.912663] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:29.914948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:29.924936] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:29.926874] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:29.928921] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:29.929633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.068563] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: 0.31% | Symbol ETA: 1.9s | Global ETA: 17m 40s [2025-11-22T03:06:30.069595] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:30.069692] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:30.071380] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:30.071892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:30.072290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:30.073070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:30.074340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:30.077250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.185441] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 5.6s | Global ETA: 17m 40s [2025-11-22T03:06:30.186377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:30.186441] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:30.187165] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:30.317730] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:30.320727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.516196] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.51% | Symbol ETA: 5.6s | Global ETA: 17m 40s [2025-11-22T03:06:30.517104] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:30.517165] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:30.518823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:30.519322] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:30.520665] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:30.522986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.533105] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 10.7s | Global ETA: 17m 40s [2025-11-22T03:06:30.534004] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:30.534066] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:30.538865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:30.539634] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:30.595867] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:30.597722] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:30.599717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:30.600433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.746963] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -1.74% | Symbol ETA: 1.2s | Global ETA: 17m 40s [2025-11-22T03:06:30.747945] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:30.748013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:30.749843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:30.750364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:30.750791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:30.751562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:30.752507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:30.755401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:30.905161] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.10% | Symbol ETA: 4.9s | Global ETA: 17m 40s [2025-11-22T03:06:30.906072] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:30.906134] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:30.906826] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:31.038072] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:31.041302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.116465] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 7.69% | Symbol ETA: 5.0s | Global ETA: 17m 40s [2025-11-22T03:06:31.117331] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:31.117405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:31.119049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:31.119514] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:31.120827] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:31.123119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.196278] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.20% | Symbol ETA: 10.0s | Global ETA: 17m 40s [2025-11-22T03:06:31.197185] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:31.197248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:31.201971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:31.202781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:31.258958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:31.260917] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:31.262903] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:31.263617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.435298] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 0.5s | Global ETA: 17m 40s [2025-11-22T03:06:31.607476] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.70%, Actual: 3.94% [2025-11-22T03:06:31.619772] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 4.2s | Global ETA: 17m 40s [2025-11-22T03:06:31.620727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:31.620792] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:31.621523] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:31.717267] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 4.4s | Global ETA: 17m 40s [2025-11-22T03:06:31.718175] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:31.718238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:31.719880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:31.720351] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:31.721667] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:31.723974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.755613] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:31.759167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.776498] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 1.81% [2025-11-22T03:06:31.866583] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 9.3s | Global ETA: 17m 40s [2025-11-22T03:06:31.867506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:31.867606] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:31.872350] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:31.873151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:31.932287] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:31.934206] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:31.936169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:31.936903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:31.948787] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.64%, Actual: 1.32% [2025-11-22T03:06:32.118340] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.48%, Actual: 1.40% [2025-11-22T03:06:32.285290] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.07%, Actual: 0.96% [2025-11-22T03:06:32.314379] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.44% | Symbol ETA: 3.8s | Global ETA: 17m 40s [2025-11-22T03:06:32.346021] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.65% | Symbol ETA: 3.4s | Global ETA: 17m 40s [2025-11-22T03:06:32.346953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:32.347018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:32.347776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:32.458463] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.75%, Actual: 2.82% [2025-11-22T03:06:32.479772] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:32.480865] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 2.85%, Actual: 1.81% [2025-11-22T03:06:32.482978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:32.535321] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 8.7s | Global ETA: 17m 40s [2025-11-22T03:06:32.536207] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:32.536269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:32.540972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:32.541753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:32.597313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:32.599157] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:32.601157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:32.601878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:32.632977] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 2.05% [2025-11-22T03:06:32.647574] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.29%, Actual: 2.21% [2025-11-22T03:06:32.808337] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: 0.31%, Actual: 1.42% [2025-11-22T03:06:32.815992] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.11%, Actual: 3.98% [2025-11-22T03:06:32.982443] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.38%, Actual: 2.59% [2025-11-22T03:06:32.982884] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -1.74%, Actual: 0.48% [2025-11-22T03:06:33.073997] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 2.7s | Global ETA: 17m 40s [2025-11-22T03:06:33.074938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:33.075003] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.075754] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:33.147947] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -1.54%, Actual: 1.80% [2025-11-22T03:06:33.155520] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 1.64% [2025-11-22T03:06:33.155754] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 48.6715% [2025-11-22T03:06:33.155846] [INFO ] [main ] JPM: DISCARDED add_volume_flow_differentials (score: 48.67%) [2025-11-22T03:06:33.155891] [INFO ] [main ] JPM: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:06:33.155924] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_volume_pressure_into_close'] [2025-11-22T03:06:33.155960] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:33.167775] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:33.169079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:33.169142] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:33.170824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:33.171325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:33.171737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.172465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:33.173354] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:33.175093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.200455] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.55% | Symbol ETA: 8.0s | Global ETA: 17m 40s [2025-11-22T03:06:33.201358] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:33.201420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:33.206119] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.206904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:33.212122] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:33.215498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.262882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:33.264734] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:33.266689] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:33.267412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.313499] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.74%, Actual: 3.05% [2025-11-22T03:06:33.481113] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.51%, Actual: 0.55% [2025-11-22T03:06:33.648073] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 7.69%, Actual: 0.09% [2025-11-22T03:06:33.802507] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 2.0s | Global ETA: 17m 41s [2025-11-22T03:06:33.803466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:33.803530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.804253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:33.814074] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.87% [2025-11-22T03:06:33.847501] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.48% | Symbol ETA: 6.5s | Global ETA: 17m 41s [2025-11-22T03:06:33.848429] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:33.848491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:33.850190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:33.850684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:33.851079] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.851828] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:33.852706] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:33.854337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.867037] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.72% | Symbol ETA: 7.3s | Global ETA: 17m 41s [2025-11-22T03:06:33.867953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:33.868016] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:33.872755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:33.873550] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:33.930014] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:33.931845] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:33.933553] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:33.933801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:33.934518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.936734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:33.979440] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.44%, Actual: 3.13% [2025-11-22T03:06:33.979628] [INFO ] [main ] FC: Magnitude Forecast Confidence: 49.7636% [2025-11-22T03:06:33.979723] [INFO ] [main ] FC: DISCARDED add_range_overlap_v_prior_day (score: 49.76%) [2025-11-22T03:06:33.979766] [INFO ] [main ] FC: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:06:33.983501] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_range_volume_efficiency'] [2025-11-22T03:06:33.983546] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:33.996531] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:33.997824] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:33.997885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:33.999537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:34.000066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:34.001386] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:34.003464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:34.523635] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 1.3s | Global ETA: 17m 41s [2025-11-22T03:06:34.524532] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:34.524594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:34.525296] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:34.528941] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.46% | Symbol ETA: 6.7s | Global ETA: 17m 41s [2025-11-22T03:06:34.529858] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:34.529921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:34.534631] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:34.535423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:34.536825] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 5.8s | Global ETA: 17m 41s [2025-11-22T03:06:34.537874] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:34.537937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:34.539720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:34.540225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:34.540618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:34.541386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:34.542297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:34.544047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:34.590666] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:34.592755] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:34.594785] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:34.595519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:34.597555] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 3.58% | Symbol ETA: 8.8s | Global ETA: 17m 41s [2025-11-22T03:06:34.598447] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:34.598509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:34.600178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:34.600672] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:34.601986] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:34.604077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:34.654992] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:06:34.658165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.196591] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.41% | Symbol ETA: 6.0s | Global ETA: 17m 41s [2025-11-22T03:06:35.197540] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:35.197980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:35.201291] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.56% | Symbol ETA: 8.3s | Global ETA: 17m 41s [2025-11-22T03:06:35.202163] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:35.202226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:35.203055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:35.203873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:35.203881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:35.204355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:35.205668] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:35.207743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.247993] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 5.2s | Global ETA: 17m 41s [2025-11-22T03:06:35.248921] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:35.248985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:35.249096] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.35% | Symbol ETA: 0.5s | Global ETA: 17m 41s [2025-11-22T03:06:35.250734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:35.251221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:35.251616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:35.252439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:35.253717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:35.255429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.258855] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:35.260854] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:35.262828] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:06:35.263536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.420587] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.15%, Actual: 3.90% [2025-11-22T03:06:35.597573] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 1.68% [2025-11-22T03:06:35.773913] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.91% [2025-11-22T03:06:35.800654] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.33% | Symbol ETA: 7.7s | Global ETA: 17m 41s [2025-11-22T03:06:35.801543] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:35.801604] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:35.803249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:35.803737] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:35.805039] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:35.807081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.871185] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.53% | Symbol ETA: 5.3s | Global ETA: 17m 41s [2025-11-22T03:06:35.932973] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.83% | Symbol ETA: 4.5s | Global ETA: 17m 41s [2025-11-22T03:06:35.933881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:35.933943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:35.935569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:35.936062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:35.936447] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:35.937194] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:35.938109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:35.939756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:35.945048] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.10%, Actual: 0.88% [2025-11-22T03:06:36.038750] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 1.26% [2025-11-22T03:06:36.118968] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.14% [2025-11-22T03:06:36.207968] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 3.62% [2025-11-22T03:06:36.290845] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.65%, Actual: 1.08% [2025-11-22T03:06:36.376151] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.56% [2025-11-22T03:06:36.398197] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.13% | Symbol ETA: 7.0s | Global ETA: 17m 41s [2025-11-22T03:06:36.399080] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:36.399143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:36.400777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:36.401245] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:36.402535] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:36.404596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:36.463759] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.63% [2025-11-22T03:06:36.543742] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.26%, Actual: 1.63% [2025-11-22T03:06:36.588958] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 3.8s | Global ETA: 17m 41s [2025-11-22T03:06:36.589888] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:36.589952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:36.591618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:36.592142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:36.592531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:36.593300] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:36.594208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:36.595919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:36.631456] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 1.68% [2025-11-22T03:06:36.712702] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 1.89% [2025-11-22T03:06:36.800314] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.64% [2025-11-22T03:06:36.879055] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.55%, Actual: 1.98% [2025-11-22T03:06:36.968505] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.35%, Actual: 1.79% [2025-11-22T03:06:36.968729] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 33.1477% [2025-11-22T03:06:36.968810] [INFO ] [main ] ADX: DISCARDED add_volume_flow_differentials (score: 33.15%) [2025-11-22T03:06:36.968857] [INFO ] [main ] ADX: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:06:36.968891] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_volume_pressure_into_close'] [2025-11-22T03:06:36.968927] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:36.981224] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:36.982727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:36.982789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:36.983487] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:36.991585] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 6.4s | Global ETA: 17m 41s [2025-11-22T03:06:36.992463] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:36.992525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:36.994168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:36.994730] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:36.996064] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:36.998120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:37.047476] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.72%, Actual: 0.31% [2025-11-22T03:06:37.114243] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:37.116347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:37.215638] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.46%, Actual: 0.77% [2025-11-22T03:06:37.262664] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.69% | Symbol ETA: 3.1s | Global ETA: 17m 41s [2025-11-22T03:06:37.263555] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:37.263619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:37.265425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:37.266045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:37.266763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:37.267906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:37.268808] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:37.270477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:37.397976] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.41%, Actual: 0.83% [2025-11-22T03:06:37.636405] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.53%, Actual: 0.05% [2025-11-22T03:06:37.636713] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 38.9903% [2025-11-22T03:06:37.636859] [INFO ] [main ] BWA: DISCARDED add_prev_close_to_open (score: 38.99%) [2025-11-22T03:06:37.636933] [INFO ] [main ] BWA: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:06:37.636994] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_prior_day_tail_pressure'] [2025-11-22T03:06:37.637056] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:37.655532] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:37.657048] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:37.657116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:37.662785] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:37.663836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:37.667044] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 4.61% | Symbol ETA: 5.9s | Global ETA: 17m 41s [2025-11-22T03:06:37.668148] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:37.668216] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:37.670115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:37.670767] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:37.672368] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:37.674930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:37.749746] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:37.752546] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:37.754998] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:37.758299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:37.941957] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 9.0s | Global ETA: 17m 41s [2025-11-22T03:06:37.943152] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:37.943229] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:37.944156] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:38.105973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:38.108620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:38.216605] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.58% | Symbol ETA: 2.5s | Global ETA: 17m 41s [2025-11-22T03:06:38.217827] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:38.217906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:38.220132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:38.220786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:38.221283] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:38.222278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:38.223469] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:38.225719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:38.442080] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 5.3s | Global ETA: 17m 41s [2025-11-22T03:06:38.443400] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:38.443463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:38.450001] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:38.450790] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:38.452211] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:38.454378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:38.558379] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.28% | Symbol ETA: 13.0s | Global ETA: 17m 41s [2025-11-22T03:06:38.559331] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:38.559397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:38.564782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:38.565736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:38.625221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:38.627444] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:38.629635] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:38.632633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:38.739055] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 7.4s | Global ETA: 17m 41s [2025-11-22T03:06:38.739953] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:38.740016] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:38.740702] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:38.864743] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:38.866605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:38.973565] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 1.8s | Global ETA: 17m 41s [2025-11-22T03:06:38.974460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:38.974523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:38.976179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:38.976666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:38.977052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:38.977819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:38.978708] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:38.980333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.093009] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.04% | Symbol ETA: 4.7s | Global ETA: 17m 42s [2025-11-22T03:06:39.093964] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:39.094031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:39.095769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:39.096296] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:39.097700] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:39.099863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.301098] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.47% | Symbol ETA: 11.5s | Global ETA: 17m 42s [2025-11-22T03:06:39.301994] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:39.302056] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:39.306721] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:39.307500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:39.362712] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:39.364522] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:39.366465] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:39.369224] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.432717] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 6.1s | Global ETA: 17m 42s [2025-11-22T03:06:39.433574] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:39.433635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:39.434332] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:39.558844] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:39.560919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.632865] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 1.1s | Global ETA: 17m 42s [2025-11-22T03:06:39.633773] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:39.633836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:39.635485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:39.635996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:39.636379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:39.637127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:39.638035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:39.639688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.712437] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 4.1s | Global ETA: 17m 42s [2025-11-22T03:06:39.713325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:39.713387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:39.715042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:39.715540] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:39.716872] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:06:39.718955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:39.963166] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.94% | Symbol ETA: 10.3s | Global ETA: 17m 42s [2025-11-22T03:06:39.964053] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:39.964116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:39.968926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:39.969704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:40.025218] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:40.027164] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:40.029151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:40.031932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:40.126967] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 5.1s | Global ETA: 17m 42s [2025-11-22T03:06:40.127895] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:40.127957] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:40.128659] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:40.252853] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:40.254868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:40.295671] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 0.3s | Global ETA: 17m 42s [2025-11-22T03:06:40.341869] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.15% | Symbol ETA: 3.4s | Global ETA: 17m 42s [2025-11-22T03:06:40.464441] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.48%, Actual: 3.94% [2025-11-22T03:06:40.514238] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 3.58%, Actual: 1.81% [2025-11-22T03:06:40.633186] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 1.81% [2025-11-22T03:06:40.638286] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 9.3s | Global ETA: 17m 42s [2025-11-22T03:06:40.639212] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:40.639279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:40.644165] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:40.644984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:40.688411] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.56%, Actual: 2.21% [2025-11-22T03:06:40.701487] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:40.703744] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:40.705837] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:40.708858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:40.800015] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 1.32% [2025-11-22T03:06:40.819489] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.11% | Symbol ETA: 4.2s | Global ETA: 17m 42s [2025-11-22T03:06:40.820368] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:40.820430] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:40.821135] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:40.865095] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.33%, Actual: 3.98% [2025-11-22T03:06:40.944058] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:40.945932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:40.970984] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.83%, Actual: 1.40% [2025-11-22T03:06:41.040865] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.13%, Actual: 2.59% [2025-11-22T03:06:41.140276] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.24%, Actual: 0.96% [2025-11-22T03:06:41.215700] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 1.80% [2025-11-22T03:06:41.308959] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.69%, Actual: 2.82% [2025-11-22T03:06:41.319426] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.69% | Symbol ETA: 8.5s | Global ETA: 17m 42s [2025-11-22T03:06:41.320352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:41.320417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:41.325279] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:41.326144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:41.382931] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:41.385102] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:41.387048] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:41.387470] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 4.61%, Actual: 3.05% [2025-11-22T03:06:41.389853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:41.476735] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.58%, Actual: 2.05% [2025-11-22T03:06:41.514591] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 3.4s | Global ETA: 17m 42s [2025-11-22T03:06:41.515477] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:41.515539] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:41.516226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:41.555690] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.55% [2025-11-22T03:06:41.640114] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:41.642043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:41.645119] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.42% [2025-11-22T03:06:41.723212] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.04%, Actual: 0.09% [2025-11-22T03:06:41.811797] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.48% [2025-11-22T03:06:41.892906] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 0.87% [2025-11-22T03:06:41.980424] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 1.64% [2025-11-22T03:06:41.980628] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 34.7016% [2025-11-22T03:06:41.980740] [INFO ] [main ] JPM: DISCARDED add_volume_pressure_into_close (score: 34.70%) [2025-11-22T03:06:41.980783] [INFO ] [main ] JPM: Testing feature 52/53: add_volume_zscore [2025-11-22T03:06:41.980816] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_volume_zscore'] [2025-11-22T03:06:41.980850] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:41.988305] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.51% | Symbol ETA: 7.8s | Global ETA: 17m 42s [2025-11-22T03:06:41.989212] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:41.989276] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:41.992531] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:41.993909] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:41.993972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:41.993981] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:41.994773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:41.995680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:41.996174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:41.996558] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:41.997302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:41.998224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:41.999852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.049262] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:42.051122] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:42.053077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:42.055787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.067374] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.15%, Actual: 3.13% [2025-11-22T03:06:42.067604] [INFO ] [main ] FC: Magnitude Forecast Confidence: 40.9477% [2025-11-22T03:06:42.067707] [INFO ] [main ] FC: DISCARDED add_range_volume_efficiency (score: 40.95%) [2025-11-22T03:06:42.067754] [INFO ] [main ] FC: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:06:42.067785] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:06:42.067818] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:42.079913] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:42.081221] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:42.081284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:42.083062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:42.083558] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:42.084909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:42.088807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.210896] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.95% | Symbol ETA: 2.6s | Global ETA: 17m 42s [2025-11-22T03:06:42.211786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:42.211848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:42.212515] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:42.336037] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:42.338046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.655193] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.49% | Symbol ETA: 7.0s | Global ETA: 17m 42s [2025-11-22T03:06:42.656098] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:42.656161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:42.656502] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.21% | Symbol ETA: 6.1s | Global ETA: 17m 42s [2025-11-22T03:06:42.658157] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:42.658354] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:42.660249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:42.660781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:42.660964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:42.661158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:42.661797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:42.661902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:42.662782] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:42.664374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.714768] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.07% | Symbol ETA: 9.0s | Global ETA: 17m 42s [2025-11-22T03:06:42.715732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:42.715799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:42.717489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:42.717593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:42.718231] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:42.719552] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:42.719683] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:42.721565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:42.723995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.724371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:42.907681] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 1.8s | Global ETA: 17m 42s [2025-11-22T03:06:42.908694] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:42.908769] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:42.909470] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:43.036750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:43.038743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:43.329191] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 6.3s | Global ETA: 17m 42s [2025-11-22T03:06:43.330111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:43.330176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:43.334926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:43.335749] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:43.342485] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 5.6s | Global ETA: 17m 42s [2025-11-22T03:06:43.343383] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:43.343445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:43.345097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:43.345567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:43.345971] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:43.346721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:43.347602] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:43.349230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:43.354467] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.66% | Symbol ETA: 8.4s | Global ETA: 17m 42s [2025-11-22T03:06:43.355389] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:43.355454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:43.357150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:43.357677] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:43.359028] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:43.362931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:43.391482] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:43.393619] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:43.395636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:43.398492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:43.615290] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 1.1s | Global ETA: 17m 42s [2025-11-22T03:06:43.616225] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:43.616312] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:43.617027] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:43.745884] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:06:43.747917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:43.978399] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 2.43% | Symbol ETA: 7.7s | Global ETA: 17m 42s [2025-11-22T03:06:43.981093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:43.981163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:43.985286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:43.985898] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:43.987302] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:43.991412] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:44.000367] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.65% | Symbol ETA: 5.6s | Global ETA: 17m 42s [2025-11-22T03:06:44.001265] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:44.001336] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:44.006058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:44.006836] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:44.018667] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 4.9s | Global ETA: 17m 42s [2025-11-22T03:06:44.019578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:44.019668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:44.021318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:44.021816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:44.022199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:44.022955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:44.023881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:44.025518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:44.062461] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:44.064338] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:44.066337] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:06:44.069152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:44.326775] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.55% | Symbol ETA: 0.4s | Global ETA: 17m 42s [2025-11-22T03:06:44.497593] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 3.90% [2025-11-22T03:06:44.611029] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.33% | Symbol ETA: 7.1s | Global ETA: 17m 43s [2025-11-22T03:06:44.611952] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:44.612015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:44.613695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:44.614183] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:44.615505] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:44.619581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:44.669826] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.68% [2025-11-22T03:06:44.674057] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 4.9s | Global ETA: 17m 43s [2025-11-22T03:06:44.696078] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.82% | Symbol ETA: 4.2s | Global ETA: 17m 43s [2025-11-22T03:06:44.696968] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:44.697031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:44.698731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:44.699207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:44.699624] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:44.700366] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:44.701254] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:44.702909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:44.840420] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.91% [2025-11-22T03:06:44.840744] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.28%, Actual: 1.26% [2025-11-22T03:06:45.008482] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 0.88% [2025-11-22T03:06:45.010918] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 3.62% [2025-11-22T03:06:45.176212] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.11%, Actual: 0.14% [2025-11-22T03:06:45.178186] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.94%, Actual: 0.56% [2025-11-22T03:06:45.234815] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -1.30% | Symbol ETA: 6.4s | Global ETA: 17m 43s [2025-11-22T03:06:45.235729] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:45.235793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:45.237495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:45.238015] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:45.239402] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:45.243408] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:45.343584] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.08% [2025-11-22T03:06:45.347027] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 1.63% [2025-11-22T03:06:45.356516] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 3.5s | Global ETA: 17m 43s [2025-11-22T03:06:45.357448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:45.357512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:45.359176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:45.359703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:45.360085] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:45.360824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:45.361696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:45.363278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:45.511763] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.95%, Actual: 0.63% [2025-11-22T03:06:45.514371] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.69%, Actual: 1.89% [2025-11-22T03:06:45.680308] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 1.68% [2025-11-22T03:06:45.683304] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.51%, Actual: 1.98% [2025-11-22T03:06:45.847150] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 0.64% [2025-11-22T03:06:45.849215] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.97% | Symbol ETA: 5.8s | Global ETA: 17m 43s [2025-11-22T03:06:45.850152] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:45.850214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:45.850923] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.49%, Actual: 0.31% [2025-11-22T03:06:45.851905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:45.852383] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:45.853700] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:45.857604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.014041] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.55%, Actual: 1.79% [2025-11-22T03:06:46.014232] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 31.5087% [2025-11-22T03:06:46.014309] [INFO ] [main ] ADX: DISCARDED add_volume_pressure_into_close (score: 31.51%) [2025-11-22T03:06:46.014351] [INFO ] [main ] ADX: Testing feature 52/53: add_volume_zscore [2025-11-22T03:06:46.014382] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_volume_zscore'] [2025-11-22T03:06:46.014417] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:46.018952] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -1.21% | Symbol ETA: 2.9s | Global ETA: 17m 43s [2025-11-22T03:06:46.019017] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 0.77% [2025-11-22T03:06:46.019855] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:46.019918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:46.021563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:46.022055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:46.022437] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:46.023182] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:46.024075] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:46.025749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.026307] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:46.027589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:46.027669] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:46.028372] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:46.155304] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:46.157196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.187101] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.65%, Actual: 0.83% [2025-11-22T03:06:46.356142] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 0.05% [2025-11-22T03:06:46.356365] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 40.9465% [2025-11-22T03:06:46.356447] [INFO ] [main ] BWA: DISCARDED add_prior_day_tail_pressure (score: 40.95%) [2025-11-22T03:06:46.356487] [INFO ] [main ] BWA: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:06:46.356520] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_prior_mag_lag'] [2025-11-22T03:06:46.356555] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:46.369526] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:46.370834] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:46.370897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:46.375833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:46.376742] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:46.433246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:46.435312] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:46.437283] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:46.438877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.464477] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 2.80% | Symbol ETA: 5.2s | Global ETA: 17m 43s [2025-11-22T03:06:46.465407] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:46.465472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:46.467198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:46.467750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:46.469103] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:46.473095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.674486] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.25% | Symbol ETA: 2.2s | Global ETA: 17m 43s [2025-11-22T03:06:46.675376] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:46.675439] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:46.677111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:46.677610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:46.678012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:46.678759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:46.679638] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:46.681264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:46.725518] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 6.5s | Global ETA: 17m 43s [2025-11-22T03:06:46.726399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:46.726464] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:46.727148] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:46.852468] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:46.854362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.057291] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 10.8s | Global ETA: 17m 43s [2025-11-22T03:06:47.058573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:47.058674] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:47.064107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:47.065037] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:47.070421] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.06% | Symbol ETA: 4.5s | Global ETA: 17m 43s [2025-11-22T03:06:47.071373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:47.071435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:47.073100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:47.073574] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:47.074896] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:47.078687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.130014] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:47.132344] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:47.134529] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:47.136573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.327019] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.08% | Symbol ETA: 1.5s | Global ETA: 17m 43s [2025-11-22T03:06:47.327940] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:47.328002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:47.329711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:47.330213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:47.330593] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:47.331340] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:47.332226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:47.333858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.423587] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.81% | Symbol ETA: 5.8s | Global ETA: 17m 43s [2025-11-22T03:06:47.424491] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:47.424552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:47.425247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:47.551224] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:47.553145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.673976] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 3.9s | Global ETA: 17m 43s [2025-11-22T03:06:47.674869] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:47.674932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:47.676545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:47.677042] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:47.678385] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:06:47.682201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.762617] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.39% | Symbol ETA: 10.2s | Global ETA: 17m 43s [2025-11-22T03:06:47.763554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:47.763620] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:47.768660] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:47.769498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:47.827915] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:47.830097] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:47.832195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:47.833837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:47.982420] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 0.8s | Global ETA: 17m 43s [2025-11-22T03:06:47.983329] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:47.983392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:47.985075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:47.985572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:47.985981] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:47.986725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:47.987626] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:47.989247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:48.122673] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 5.1s | Global ETA: 17m 43s [2025-11-22T03:06:48.123889] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:48.123950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:48.124609] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:48.248680] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:48.250525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:48.280808] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.45% | Symbol ETA: 3.3s | Global ETA: 17m 43s [2025-11-22T03:06:48.448661] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 9.5s | Global ETA: 17m 43s [2025-11-22T03:06:48.449539] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:48.449614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:48.454375] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:48.455162] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:48.506092] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.07%, Actual: 1.81% [2025-11-22T03:06:48.511610] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:48.513534] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:48.515675] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:48.517296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:48.641204] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.2s | Global ETA: 17m 43s [2025-11-22T03:06:48.677889] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.66%, Actual: 2.21% [2025-11-22T03:06:48.808575] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.21%, Actual: 3.94% [2025-11-22T03:06:48.822364] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: 0.32% | Symbol ETA: 4.4s | Global ETA: 17m 43s [2025-11-22T03:06:48.823294] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:48.823362] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:48.824129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:48.841765] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 2.43%, Actual: 3.98% [2025-11-22T03:06:48.949759] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:48.951614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:48.976396] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 1.81% [2025-11-22T03:06:49.010137] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.33%, Actual: 2.59% [2025-11-22T03:06:49.141673] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.32% [2025-11-22T03:06:49.141979] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 8.8s | Global ETA: 17m 43s [2025-11-22T03:06:49.142878] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:49.142941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:49.147757] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:49.148661] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:49.178799] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -1.30%, Actual: 1.80% [2025-11-22T03:06:49.204771] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:49.206843] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:49.208858] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:49.210528] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:49.308276] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 1.40% [2025-11-22T03:06:49.349919] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.97%, Actual: 3.05% [2025-11-22T03:06:49.474706] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.96% [2025-11-22T03:06:49.525029] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 2.80%, Actual: 0.55% [2025-11-22T03:06:49.527437] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.68% | Symbol ETA: 3.7s | Global ETA: 17m 43s [2025-11-22T03:06:49.528335] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:49.528397] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:49.529083] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:49.642358] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.21%, Actual: 2.82% [2025-11-22T03:06:49.654885] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:49.656828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:49.693307] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.06%, Actual: 0.09% [2025-11-22T03:06:49.807256] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.25%, Actual: 2.05% [2025-11-22T03:06:49.836395] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 8.1s | Global ETA: 17m 44s [2025-11-22T03:06:49.837280] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:49.837343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:49.842106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:49.842898] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:49.863271] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.87% [2025-11-22T03:06:49.898802] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:49.900908] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:49.902931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:49.904551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:49.973688] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.08%, Actual: 1.42% [2025-11-22T03:06:50.031965] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.45%, Actual: 3.13% [2025-11-22T03:06:50.032194] [INFO ] [main ] FC: Magnitude Forecast Confidence: 43.8143% [2025-11-22T03:06:50.032281] [INFO ] [main ] FC: DISCARDED add_range_volume_efficiency_refinements (score: 43.81%) [2025-11-22T03:06:50.032324] [INFO ] [main ] FC: Testing feature 39/53: add_regime [2025-11-22T03:06:50.032356] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_regime'] [2025-11-22T03:06:50.032388] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:50.044695] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:50.046173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:50.046245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:50.048006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:50.048507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:50.049873] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:50.070070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:50.198368] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.45%, Actual: 0.48% [2025-11-22T03:06:50.224985] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 3.0s | Global ETA: 17m 44s [2025-11-22T03:06:50.225870] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:50.225931] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:50.226594] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:50.351253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:50.353162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:50.364187] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 1.64% [2025-11-22T03:06:50.364374] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 35.9564% [2025-11-22T03:06:50.364455] [INFO ] [main ] JPM: DISCARDED add_volume_zscore (score: 35.96%) [2025-11-22T03:06:50.364498] [INFO ] [main ] JPM: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:06:50.364531] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite', 'add_vwap_deviations'] [2025-11-22T03:06:50.364944] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:06:50.376552] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:50.377982] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:50.378045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:50.379743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:50.380241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:50.380627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:50.381377] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:50.382296] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:50.388094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:50.531492] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.05% | Symbol ETA: 7.4s | Global ETA: 17m 44s [2025-11-22T03:06:50.532434] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:50.532498] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:50.538112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:50.538988] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:50.594879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:50.596990] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:50.599077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:50.600778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:50.681884] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 8.39% | Symbol ETA: 8.7s | Global ETA: 17m 44s [2025-11-22T03:06:50.682800] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:50.682863] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:50.684557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:50.685070] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:50.686422] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:50.706440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:50.921424] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2.3s | Global ETA: 17m 44s [2025-11-22T03:06:50.922326] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:50.922387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:50.923071] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:51.044906] [INFO ] [main ] JPM: Lookback Days: 2, Magnitude: 1.03% | Symbol ETA: 6.0s | Global ETA: 17m 44s [2025-11-22T03:06:51.045031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:51.045846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:51.045912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:51.046885] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.047689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:51.048188] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:51.048589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:51.049363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:51.050296] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:51.056465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.228019] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 6.7s | Global ETA: 17m 44s [2025-11-22T03:06:51.228963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:51.229027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:51.233954] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:51.234780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:51.293335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:51.295436] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:51.297687] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:51.299335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.306467] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -5.62% | Symbol ETA: 8.0s | Global ETA: 17m 44s [2025-11-22T03:06:51.307346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:51.307435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:51.309078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:51.309550] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:51.310848] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:51.330204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.615976] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 1.6s | Global ETA: 17m 44s [2025-11-22T03:06:51.616864] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:51.616925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:51.617624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:51.727587] [INFO ] [main ] JPM: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 5.4s | Global ETA: 17m 44s [2025-11-22T03:06:51.728508] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:51.728574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:51.730344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:51.730868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:51.731265] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:51.732080] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:51.733055] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:51.739353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.742140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:51.743982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.929264] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.85% | Symbol ETA: 7.3s | Global ETA: 17m 44s [2025-11-22T03:06:51.930194] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:51.930256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:51.931928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:51.932400] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:51.933752] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:51.935584] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.40% | Symbol ETA: 6.0s | Global ETA: 17m 44s [2025-11-22T03:06:51.936473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:51.936536] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:51.941405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:51.942256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:51.953089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:51.998520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:52.000613] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:52.002591] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:52.004189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:52.314020] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.47% | Symbol ETA: 0.9s | Global ETA: 17m 44s [2025-11-22T03:06:52.314907] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:52.314967] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:52.315633] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:52.416462] [INFO ] [main ] JPM: Lookback Days: 4, Magnitude: -0.50% | Symbol ETA: 4.8s | Global ETA: 17m 44s [2025-11-22T03:06:52.417373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:52.417468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:52.419194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:52.419740] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:52.420139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:52.420955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:52.421909] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:52.428099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:52.438569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:06:52.440514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:52.543951] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -3.07% | Symbol ETA: 6.7s | Global ETA: 17m 44s [2025-11-22T03:06:52.544928] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:52.544995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:52.546618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:52.547111] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:52.548429] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:52.568065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:52.609008] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 5.3s | Global ETA: 17m 44s [2025-11-22T03:06:52.609951] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:52.610013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:52.614752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:52.615539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:52.671373] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:52.673435] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:52.675418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:06:52.676998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:53.089384] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.30% | Symbol ETA: 0.2s | Global ETA: 17m 44s [2025-11-22T03:06:53.105158] [INFO ] [main ] JPM: Lookback Days: 5, Magnitude: -2.61% | Symbol ETA: 4.1s | Global ETA: 17m 44s [2025-11-22T03:06:53.106094] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:53.106158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:53.107891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:53.108407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:53.108822] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:53.109673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:53.110558] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:53.116288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:53.166149] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.65% | Symbol ETA: 6.1s | Global ETA: 17m 44s [2025-11-22T03:06:53.167045] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:53.167108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:53.168754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:53.169254] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:53.170546] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:53.189731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:53.258158] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 3.90% [2025-11-22T03:06:53.283979] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 4.6s | Global ETA: 17m 44s [2025-11-22T03:06:53.425455] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.81%, Actual: 1.68% [2025-11-22T03:06:53.451638] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.26% [2025-11-22T03:06:53.592234] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 0.91% [2025-11-22T03:06:53.621828] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.39%, Actual: 3.62% [2025-11-22T03:06:53.758171] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.32%, Actual: 0.88% [2025-11-22T03:06:53.761858] [INFO ] [main ] JPM: Lookback Days: 6, Magnitude: 2.17% | Symbol ETA: 3.4s | Global ETA: 17m 44s [2025-11-22T03:06:53.762818] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:53.762885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:53.764590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:53.765103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:53.765494] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:53.766290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:53.767211] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:53.773052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:53.780373] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.79% | Symbol ETA: 5.4s | Global ETA: 17m 44s [2025-11-22T03:06:53.781225] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:53.781287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:53.782915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:53.783385] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:53.784693] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:53.791997] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.76%, Actual: 0.56% [2025-11-22T03:06:53.803854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:53.923539] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.68%, Actual: 0.14% [2025-11-22T03:06:53.957476] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.36%, Actual: 1.63% [2025-11-22T03:06:54.088201] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 1.08% [2025-11-22T03:06:54.123500] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 1.89% [2025-11-22T03:06:54.255812] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.63% [2025-11-22T03:06:54.290002] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.05%, Actual: 1.98% [2025-11-22T03:06:54.403467] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -2.42% | Symbol ETA: 4.8s | Global ETA: 17m 44s [2025-11-22T03:06:54.404349] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:54.404411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:54.406045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:54.406513] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:54.407854] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:54.422788] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.68% [2025-11-22T03:06:54.425000] [INFO ] [main ] JPM: Lookback Days: 7, Magnitude: -2.31% | Symbol ETA: 2.7s | Global ETA: 17m 44s [2025-11-22T03:06:54.425911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:54.425974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:54.427624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:54.428455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:54.428860] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:54.429591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:54.427807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:54.430496] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:54.436169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:54.458866] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.78%, Actual: 0.31% [2025-11-22T03:06:54.595186] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.47%, Actual: 0.64% [2025-11-22T03:06:54.633334] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.40%, Actual: 0.77% [2025-11-22T03:06:54.760791] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.30%, Actual: 1.79% [2025-11-22T03:06:54.760991] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 34.1144% [2025-11-22T03:06:54.761074] [INFO ] [main ] ADX: DISCARDED add_volume_zscore (score: 34.11%) [2025-11-22T03:06:54.761612] [INFO ] [main ] ADX: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:06:54.761669] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency', 'add_vwap_deviations'] [2025-11-22T03:06:54.761711] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:06:54.775091] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:54.776452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:54.776523] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:54.777360] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:54.800688] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 0.83% [2025-11-22T03:06:54.909149] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:54.915196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:54.967477] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.85%, Actual: 0.05% [2025-11-22T03:06:54.967709] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 44.6931% [2025-11-22T03:06:54.967800] [INFO ] [main ] BWA: DISCARDED add_prior_mag_lag (score: 44.69%) [2025-11-22T03:06:54.967845] [INFO ] [main ] BWA: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:06:54.968259] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_range_overlap_v_prior_day'] [2025-11-22T03:06:54.968303] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:06:54.982474] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:54.983813] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:54.983876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:54.988685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:54.989505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:55.041452] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.42% | Symbol ETA: 4.2s | Global ETA: 17m 44s [2025-11-22T03:06:55.042401] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:55.042465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:55.044227] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:55.044756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:55.046158] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:55.047107] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:55.049043] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:55.051061] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:55.053541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.066850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.084453] [INFO ] [main ] JPM: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 2.0s | Global ETA: 17m 44s [2025-11-22T03:06:55.085358] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:55.085420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:55.087060] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:55.087547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:55.087955] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:55.088707] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:55.089561] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:55.095321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.488171] [INFO ] [main ] ADX: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 6.4s | Global ETA: 17m 45s [2025-11-22T03:06:55.489062] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:55.489124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:55.489847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:55.621063] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:55.627157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.660455] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.95% | Symbol ETA: 10.3s | Global ETA: 17m 45s [2025-11-22T03:06:55.661369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:55.661433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:55.666248] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:55.667039] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:55.672395] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.70% | Symbol ETA: 3.6s | Global ETA: 17m 45s [2025-11-22T03:06:55.673287] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:55.673349] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:55.674980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:55.675460] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:55.676787] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:06:55.695638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.723705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:55.725665] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:55.727746] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:55.730215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:55.741427] [INFO ] [main ] JPM: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 1.3s | Global ETA: 17m 45s [2025-11-22T03:06:55.742313] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:55.742377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:55.744011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:55.744490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:55.744952] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:55.745696] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:55.746563] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:55.752283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:56.195389] [INFO ] [main ] ADX: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 5.7s | Global ETA: 17m 45s [2025-11-22T03:06:56.196270] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:56.196332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:56.197030] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:56.294943] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.08% | Symbol ETA: 2.9s | Global ETA: 17m 45s [2025-11-22T03:06:56.322548] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:56.328420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:56.329927] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: 0.55% | Symbol ETA: 9.6s | Global ETA: 17m 45s [2025-11-22T03:06:56.330852] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:56.330915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:56.335622] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:56.336409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:56.392793] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:56.394612] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:56.396564] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:56.398999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:56.401398] [INFO ] [main ] JPM: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 0.7s | Global ETA: 17m 45s [2025-11-22T03:06:56.402325] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:56.402390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:56.404115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:06:56.404604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:06:56.405029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:56.405806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:06:56.406730] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:56.412789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:56.472398] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 8.39%, Actual: 1.81% [2025-11-22T03:06:56.638192] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -5.62%, Actual: 2.21% [2025-11-22T03:06:56.803290] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.85%, Actual: 3.98% [2025-11-22T03:06:56.896387] [INFO ] [main ] ADX: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 4.9s | Global ETA: 17m 45s [2025-11-22T03:06:56.897272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:56.897334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:56.898044] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:56.985218] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -3.07%, Actual: 2.59% [2025-11-22T03:06:56.996008] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.58% | Symbol ETA: 8.9s | Global ETA: 17m 45s [2025-11-22T03:06:56.996898] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:56.996960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:57.001782] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:57.002538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:57.022068] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:57.028017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:57.056190] [INFO ] [main ] JPM: Lookback Days: 11, Magnitude: 0.08% | Symbol ETA: 0.0s | Global ETA: 17m 45s [2025-11-22T03:06:57.058798] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:57.060674] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:57.062623] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:57.065014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:57.150549] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.65%, Actual: 1.80% [2025-11-22T03:06:57.222958] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 1.03%, Actual: 3.94% [2025-11-22T03:06:57.317137] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.79%, Actual: 3.05% [2025-11-22T03:06:57.390067] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 1.81% [2025-11-22T03:06:57.483610] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -2.42%, Actual: 0.55% [2025-11-22T03:06:57.559847] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -0.50%, Actual: 1.32% [2025-11-22T03:06:57.597222] [INFO ] [main ] ADX: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 4.2s | Global ETA: 17m 45s [2025-11-22T03:06:57.598145] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:57.598207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:57.598896] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:57.653204] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.42%, Actual: 0.09% [2025-11-22T03:06:57.667024] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 8.2s | Global ETA: 17m 45s [2025-11-22T03:06:57.667932] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:57.667995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:57.672732] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:57.673491] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:57.722190] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:57.725796] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.61%, Actual: 1.40% [2025-11-22T03:06:57.728101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:57.730106] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:57.731987] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:57.733949] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:57.736348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:57.819801] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.87% [2025-11-22T03:06:57.892358] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 2.17%, Actual: 0.96% [2025-11-22T03:06:57.986673] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.08%, Actual: 3.13% [2025-11-22T03:06:57.986884] [INFO ] [main ] FC: Magnitude Forecast Confidence: 42.9033% [2025-11-22T03:06:57.986964] [INFO ] [main ] FC: DISCARDED add_regime (score: 42.90%) [2025-11-22T03:06:57.987006] [INFO ] [main ] FC: Testing feature 40/53: add_regime_flags [2025-11-22T03:06:57.987038] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_regime_flags'] [2025-11-22T03:06:57.987072] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:06:57.999545] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:06:58.001228] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:58.001319] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:58.003099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:58.003629] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:58.005065] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:06:58.006158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:58.058863] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -2.31%, Actual: 2.82% [2025-11-22T03:06:58.227800] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 2.05% [2025-11-22T03:06:58.296160] [INFO ] [main ] ADX: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 3.5s | Global ETA: 17m 45s [2025-11-22T03:06:58.297070] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:58.297132] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:58.297832] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:58.342333] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 7.5s | Global ETA: 17m 45s [2025-11-22T03:06:58.343251] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:58.343314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:58.348241] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:58.349034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:58.395016] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 1.42% [2025-11-22T03:06:58.405517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:58.407460] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:58.409520] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:58.412079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:58.422712] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:58.428763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:58.565256] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 0.48% [2025-11-22T03:06:58.634881] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 5.10% | Symbol ETA: 8.4s | Global ETA: 17m 45s [2025-11-22T03:06:58.635824] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:58.635885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:58.637510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:58.638010] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:58.639315] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:06:58.640397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:58.734164] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: 0.08%, Actual: 1.64% [2025-11-22T03:06:58.734368] [INFO ] [main ] JPM: Magnitude Forecast Confidence: 41.0543% [2025-11-22T03:06:58.734448] [INFO ] [main ] JPM: DISCARDED add_vwap_deviations (score: 41.05%) [2025-11-22T03:06:58.734488] [INFO ] [main ] JPM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:06:58.734518] [INFO ] [main ] JPM: Best accuracy: 53.99% [2025-11-22T03:06:58.734549] [INFO ] [main ] JPM: Best feature set (5 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T03:06:58.734580] [INFO ] [main ] JPM: Improvement over baseline: 12.30% [2025-11-22T03:06:58.734607] [INFO ] [main ] JPM: Total time: 7.4 minutes [2025-11-22T03:06:58.734634] [INFO ] [main ] JPM: Average time per feature: 8.6 seconds [2025-11-22T03:06:58.734683] [INFO ] [main ] JPM: Average speed: 0.12 features/sec [2025-11-22T03:06:58.901666] [DEBUG] [METRICS ] JPM: 2025-11-20:2025-11-21: Predicted: 2.18%, Actual: 3.94% [2025-11-22T03:06:58.995899] [INFO ] [main ] ADX: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 2.8s | Global ETA: 17m 45s [2025-11-22T03:06:58.996775] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:58.996837] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:58.997528] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:59.021904] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.68% | Symbol ETA: 6.9s | Global ETA: 17m 45s [2025-11-22T03:06:59.022870] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:59.022950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:59.027823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:59.028611] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:59.068210] [DEBUG] [METRICS ] JPM: 2025-11-19:2025-11-20: Predicted: 1.45%, Actual: 1.81% [2025-11-22T03:06:59.083411] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:59.085292] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:59.087301] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:59.089740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.120011] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:59.125814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.234329] [DEBUG] [METRICS ] JPM: 2025-11-18:2025-11-19: Predicted: -1.75%, Actual: 1.32% [2025-11-22T03:06:59.260998] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 7.7s | Global ETA: 17m 45s [2025-11-22T03:06:59.261920] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:59.261983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:59.263684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:59.264184] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:59.265530] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:06:59.266565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.400962] [DEBUG] [METRICS ] JPM: 2025-11-17:2025-11-18: Predicted: -2.56%, Actual: 1.40% [2025-11-22T03:06:59.567359] [DEBUG] [METRICS ] JPM: 2025-11-14:2025-11-17: Predicted: 1.58%, Actual: 0.96% [2025-11-22T03:06:59.690942] [INFO ] [main ] ADX: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 2.1s | Global ETA: 17m 45s [2025-11-22T03:06:59.691838] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:06:59.691900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:59.692557] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:06:59.695666] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 6.2s | Global ETA: 17m 45s [2025-11-22T03:06:59.696536] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:06:59.696599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:06:59.701348] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:06:59.702126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:06:59.733594] [DEBUG] [METRICS ] JPM: 2025-11-13:2025-11-14: Predicted: -1.86%, Actual: 2.82% [2025-11-22T03:06:59.757086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:06:59.759021] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:06:59.760988] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:06:59.763391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.815538] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:06:59.821460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.864852] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.53% | Symbol ETA: 7.0s | Global ETA: 17m 45s [2025-11-22T03:06:59.865742] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:06:59.865803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:06:59.867440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:06:59.867969] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:06:59.869297] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:06:59.870388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:06:59.900175] [DEBUG] [METRICS ] JPM: 2025-11-12:2025-11-13: Predicted: -0.70%, Actual: 2.05% [2025-11-22T03:07:00.067494] [DEBUG] [METRICS ] JPM: 2025-11-11:2025-11-12: Predicted: -0.74%, Actual: 1.42% [2025-11-22T03:07:00.236775] [DEBUG] [METRICS ] JPM: 2025-11-10:2025-11-11: Predicted: 0.67%, Actual: 0.48% [2025-11-22T03:07:00.380430] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.30% | Symbol ETA: 5.5s | Global ETA: 17m 45s [2025-11-22T03:07:00.381378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:00.381442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:00.386214] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:00.387019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:00.416479] [DEBUG] [METRICS ] JPM: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 1.64% [2025-11-22T03:07:00.417123] [INFO ] [LOCAL ] Saved configuration for JPM: 5 features, 53.99% accuracy -> ./output/feature-sets/JPM.json [2025-11-22T03:07:00.419066] [INFO ] [main ] Progress: 49/57 symbols completed (86.0%). JPM finished in 7m 36s. ETA: 15m 28s. Rate: 0.52 symbols/min [2025-11-22T03:07:00.419566] [INFO ] [main ] ADX: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 1.4s | Global ETA: 17m 45s [2025-11-22T03:07:00.420484] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:00.420545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:00.421250] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:07:00.424432] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:00.436777] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:00.437264] [INFO ] [main ] IRT: Testing with 53 available features [2025-11-22T03:07:00.437315] [INFO ] [main ] IRT: Establishing baseline with no features... [2025-11-22T03:07:00.437351] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:00.444112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:00.446125] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:00.448292] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:07:00.450760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:00.455249] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:00.456973] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:00.477342] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.09% | Symbol ETA: 6.4s | Global ETA: 15m 28s [2025-11-22T03:07:00.478293] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:00.478355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:00.479984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:00.480464] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:00.481783] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:00.482799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:00.549831] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:07:00.556495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:01.054790] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.32% [2025-11-22T03:07:01.055733] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:01.057820] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 4.9s | Global ETA: 15m 28s [2025-11-22T03:07:01.058717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:01.058779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:01.063465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:01.064257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:01.167718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:01.169609] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:01.171592] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:07:01.174015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:01.211205] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.60% | Symbol ETA: 5.9s | Global ETA: 15m 28s [2025-11-22T03:07:01.212093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:01.212155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:01.218823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:01.219350] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:01.220715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:01.224782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:01.434152] [INFO ] [main ] ADX: Lookback Days: 10, Magnitude: 0.57% | Symbol ETA: 0.7s | Global ETA: 15m 28s [2025-11-22T03:07:01.435040] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:01.435101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:01.435809] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:07:01.557760] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:07:01.563720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:01.772046] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 4.2s | Global ETA: 15m 28s [2025-11-22T03:07:01.823331] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.87% [2025-11-22T03:07:01.827822] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:01.939330] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.95%, Actual: 1.26% [2025-11-22T03:07:02.094767] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -1.36% | Symbol ETA: 5.4s | Global ETA: 15m 28s [2025-11-22T03:07:02.095732] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:02.095805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:02.097499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:02.098028] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:02.099352] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:02.100375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:02.109733] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: 0.55%, Actual: 3.62% [2025-11-22T03:07:02.152013] [INFO ] [main ] ADX: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 0.0s | Global ETA: 15m 28s [2025-11-22T03:07:02.276433] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.58%, Actual: 0.56% [2025-11-22T03:07:02.322983] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 3.90% [2025-11-22T03:07:02.423334] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.21% [2025-11-22T03:07:02.424324] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:02.442493] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.63% [2025-11-22T03:07:02.495662] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.07%, Actual: 1.68% [2025-11-22T03:07:02.608095] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 1.89% [2025-11-22T03:07:02.664829] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 0.91% [2025-11-22T03:07:02.705133] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 4.7s | Global ETA: 15m 28s [2025-11-22T03:07:02.706066] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:02.706131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:02.707828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:02.708330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:02.709667] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:02.710689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:02.773556] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.68%, Actual: 1.98% [2025-11-22T03:07:02.846859] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.88% [2025-11-22T03:07:02.939382] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.31% [2025-11-22T03:07:02.986941] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.05% [2025-11-22T03:07:02.987863] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:03.018448] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.88%, Actual: 0.14% [2025-11-22T03:07:03.108406] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.30%, Actual: 0.77% [2025-11-22T03:07:03.188286] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 1.08% [2025-11-22T03:07:03.278612] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.83% [2025-11-22T03:07:03.353941] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.63% [2025-11-22T03:07:03.378072] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.40% | Symbol ETA: 4.0s | Global ETA: 15m 28s [2025-11-22T03:07:03.378971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:03.379033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:03.380675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:03.381157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:03.382623] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:03.383661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:03.444600] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.47%, Actual: 0.05% [2025-11-22T03:07:03.444857] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 43.4097% [2025-11-22T03:07:03.444950] [INFO ] [main ] BWA: DISCARDED add_range_overlap_v_prior_day (score: 43.41%) [2025-11-22T03:07:03.444992] [INFO ] [main ] BWA: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:07:03.445023] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_range_volume_efficiency'] [2025-11-22T03:07:03.445058] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:03.458050] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:03.459528] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:03.459589] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:03.464332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:03.465132] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:03.522469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:03.523663] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.68% [2025-11-22T03:07:03.524403] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:03.526782] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:03.529021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:03.550028] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.71% [2025-11-22T03:07:03.550950] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:03.693385] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.57%, Actual: 0.64% [2025-11-22T03:07:03.863226] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 1.79% [2025-11-22T03:07:03.863430] [INFO ] [main ] ADX: Magnitude Forecast Confidence: 32.2509% [2025-11-22T03:07:03.863515] [INFO ] [main ] ADX: DISCARDED add_vwap_deviations (score: 32.25%) [2025-11-22T03:07:03.863557] [INFO ] [main ] ADX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:07:03.863588] [INFO ] [main ] ADX: Best accuracy: 41.78% [2025-11-22T03:07:03.863618] [INFO ] [main ] ADX: Best feature set (2 features): ['add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T03:07:03.863669] [INFO ] [main ] ADX: Improvement over baseline: 4.86% [2025-11-22T03:07:03.863700] [INFO ] [main ] ADX: Total time: 7.8 minutes [2025-11-22T03:07:03.863727] [INFO ] [main ] ADX: Average time per feature: 8.8 seconds [2025-11-22T03:07:03.863755] [INFO ] [main ] ADX: Average speed: 0.11 features/sec [2025-11-22T03:07:03.988007] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.61% | Symbol ETA: 3.3s | Global ETA: 15m 28s [2025-11-22T03:07:03.988925] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:03.988988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:03.990640] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:03.991155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:03.992550] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:03.993579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:04.034368] [DEBUG] [METRICS ] ADX: 2025-11-20:2025-11-21: Predicted: -0.58%, Actual: 3.90% [2025-11-22T03:07:04.114453] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.09% [2025-11-22T03:07:04.115400] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:04.123277] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.02% | Symbol ETA: 9.7s | Global ETA: 15m 28s [2025-11-22T03:07:04.124187] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:04.124251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:04.129141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:04.129921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:04.185049] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:04.186939] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:04.189001] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:04.191225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:04.203634] [DEBUG] [METRICS ] ADX: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 1.68% [2025-11-22T03:07:04.378967] [DEBUG] [METRICS ] ADX: 2025-11-18:2025-11-19: Predicted: -0.57%, Actual: 0.91% [2025-11-22T03:07:04.551364] [DEBUG] [METRICS ] ADX: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.88% [2025-11-22T03:07:04.603866] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -5.27% | Symbol ETA: 2.7s | Global ETA: 15m 28s [2025-11-22T03:07:04.717052] [DEBUG] [METRICS ] ADX: 2025-11-14:2025-11-17: Predicted: 0.48%, Actual: 0.14% [2025-11-22T03:07:04.732173] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.68% [2025-11-22T03:07:04.733110] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:04.772482] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 5.10%, Actual: 1.81% [2025-11-22T03:07:04.793067] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 9.1s | Global ETA: 15m 28s [2025-11-22T03:07:04.793959] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:04.794021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:04.798746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:04.799504] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:04.855491] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:04.857355] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:04.859320] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:04.861467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:04.883037] [DEBUG] [METRICS ] ADX: 2025-11-13:2025-11-14: Predicted: -0.59%, Actual: 1.08% [2025-11-22T03:07:04.962669] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 2.21% [2025-11-22T03:07:05.051033] [DEBUG] [METRICS ] ADX: 2025-11-12:2025-11-13: Predicted: 0.42%, Actual: 0.63% [2025-11-22T03:07:05.134143] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.53%, Actual: 3.98% [2025-11-22T03:07:05.218499] [DEBUG] [METRICS ] ADX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 1.68% [2025-11-22T03:07:05.293736] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.22% [2025-11-22T03:07:05.294678] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:05.303827] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.09%, Actual: 2.59% [2025-11-22T03:07:05.393295] [DEBUG] [METRICS ] ADX: 2025-11-10:2025-11-11: Predicted: 0.40%, Actual: 0.64% [2025-11-22T03:07:05.459037] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 8.4s | Global ETA: 15m 29s [2025-11-22T03:07:05.459954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:05.460018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:05.464858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:05.465632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:05.473504] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.60%, Actual: 1.80% [2025-11-22T03:07:05.523221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:05.525444] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:05.527877] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:05.530247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:05.575569] [DEBUG] [METRICS ] ADX: 2025-11-07:2025-11-10: Predicted: 0.59%, Actual: 1.79% [2025-11-22T03:07:05.576275] [INFO ] [LOCAL ] Saved configuration for ADX: 2 features, 41.78% accuracy -> ./output/feature-sets/ADX.json [2025-11-22T03:07:05.578709] [INFO ] [main ] Progress: 50/57 symbols completed (87.7%). ADX finished in 7m 57s. ETA: 13m 16s. Rate: 0.53 symbols/min [2025-11-22T03:07:05.582583] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:05.595240] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:05.595829] [INFO ] [main ] BIPC: Testing with 53 available features [2025-11-22T03:07:05.595884] [INFO ] [main ] BIPC: Establishing baseline with no features... [2025-11-22T03:07:05.595927] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:05.607928] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:05.609265] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:05.643178] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -1.36%, Actual: 3.05% [2025-11-22T03:07:05.808986] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.13%, Actual: 0.55% [2025-11-22T03:07:05.858011] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.34% [2025-11-22T03:07:05.858933] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:05.996657] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.40%, Actual: 0.09% [2025-11-22T03:07:06.140337] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 7.8s | Global ETA: 13m 16s [2025-11-22T03:07:06.141231] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:06.141294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:06.146024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:06.146806] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:06.163081] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.61%, Actual: 0.87% [2025-11-22T03:07:06.200775] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -1.09% [2025-11-22T03:07:06.201746] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:06.201919] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:06.203830] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:06.205799] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:06.207995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:06.328916] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -5.27%, Actual: 3.13% [2025-11-22T03:07:06.329154] [INFO ] [main ] FC: Magnitude Forecast Confidence: 40.8594% [2025-11-22T03:07:06.329247] [INFO ] [main ] FC: DISCARDED add_regime_flags (score: 40.86%) [2025-11-22T03:07:06.329290] [INFO ] [main ] FC: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:07:06.329324] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:07:06.329360] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:06.341586] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:06.342895] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:06.342964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:06.344605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:06.345128] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:06.346432] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:06.347472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:06.349078] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:06.350116] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:06.350788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:06.421925] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.55% [2025-11-22T03:07:06.591074] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.32%, Actual: 0.10% [2025-11-22T03:07:06.755236] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 2.27% [2025-11-22T03:07:06.791595] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.21% [2025-11-22T03:07:06.792606] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:06.828766] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 7.1s | Global ETA: 13m 16s [2025-11-22T03:07:06.829677] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:06.829741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:06.834588] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:06.835396] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:06.891221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:06.893087] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:06.895117] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:06.897346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:06.918602] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.21%, Actual: 0.15% [2025-11-22T03:07:06.993995] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 8.4s | Global ETA: 13m 16s [2025-11-22T03:07:06.994909] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:06.994973] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:06.996639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:06.997136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:06.998480] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:06.999474] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:07.001055] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:07.002064] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:07.002721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:07.083551] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.05%, Actual: 0.24% [2025-11-22T03:07:07.247247] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 0.09% [2025-11-22T03:07:07.383862] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.88% [2025-11-22T03:07:07.384812] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:07.411421] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.09%, Actual: 0.18% [2025-11-22T03:07:07.506622] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.92% | Symbol ETA: 6.5s | Global ETA: 13m 17s [2025-11-22T03:07:07.507557] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:07.507623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:07.512520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:07.513353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:07.570850] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:07.572875] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:07.574859] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:07.576035] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.68%, Actual: 0.35% [2025-11-22T03:07:07.577081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:07.620349] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -0.06% | Symbol ETA: 7.6s | Global ETA: 13m 17s [2025-11-22T03:07:07.621252] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:07.621315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:07.622953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:07.623429] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:07.624755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:07.625766] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:07.627320] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:07.628409] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:07.629073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:07.742575] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.22%, Actual: 1.77% [2025-11-22T03:07:07.907095] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.34%, Actual: 0.19% [2025-11-22T03:07:08.050341] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.72% [2025-11-22T03:07:08.051282] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:08.070836] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.55%, Actual: 0.22% [2025-11-22T03:07:08.071014] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.2057% [2025-11-22T03:07:08.071061] [INFO ] [main ] IRT: Baseline score (no features): 33.2057% [2025-11-22T03:07:08.071096] [INFO ] [main ] IRT: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:08.071126] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:07:08.071158] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:08.082565] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:08.083805] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:08.084187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:08.088996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:08.208471] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.18% | Symbol ETA: 5.8s | Global ETA: 13m 17s [2025-11-22T03:07:08.209354] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:08.209417] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:08.214156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:08.214943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:08.232612] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.61% | Symbol ETA: 6.9s | Global ETA: 13m 17s [2025-11-22T03:07:08.233513] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:08.233589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:08.235223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:08.235734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:08.237030] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:08.238086] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:08.239686] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:08.240715] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:08.241361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:08.271005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:08.272948] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:08.274921] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:08.277111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:08.654132] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.14% [2025-11-22T03:07:08.655089] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:08.659418] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.80% | Symbol ETA: 5m 5s | Global ETA: 13m 17s [2025-11-22T03:07:08.660315] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:08.660375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:08.665123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:08.842877] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 4.27% | Symbol ETA: 6.3s | Global ETA: 13m 17s [2025-11-22T03:07:08.843794] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:08.843858] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:08.845477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:08.845978] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:08.847284] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:08.848325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:08.849901] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:08.850912] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:08.851549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:08.893263] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 5.1s | Global ETA: 13m 17s [2025-11-22T03:07:08.894156] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:08.894218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:08.898976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:08.899758] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:08.956616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:08.958808] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:08.960925] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:08.963230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:09.230907] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.31% | Symbol ETA: 5m 3s | Global ETA: 13m 17s [2025-11-22T03:07:09.231809] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:09.231868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:09.236574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:09.253607] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.24% [2025-11-22T03:07:09.254550] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:09.447825] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.07% | Symbol ETA: 5.6s | Global ETA: 13m 17s [2025-11-22T03:07:09.448735] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:09.448815] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:09.450433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:09.450939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:09.452244] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:09.453264] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:09.454900] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:09.455930] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:09.456585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:09.568026] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.91% | Symbol ETA: 4.4s | Global ETA: 13m 17s [2025-11-22T03:07:09.569499] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:09.569564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:09.574574] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:09.575426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:09.629329] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:09.631160] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:09.633121] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:07:09.635393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:09.806677] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 5m 3s | Global ETA: 13m 17s [2025-11-22T03:07:09.807564] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:09.807654] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:09.812343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:09.836448] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.36% [2025-11-22T03:07:09.837386] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:10.053022] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 5.0s | Global ETA: 13m 17s [2025-11-22T03:07:10.053951] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:10.054021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:10.055688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:10.056197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:10.057529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:10.058556] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:10.060188] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:10.061238] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:10.061946] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:10.229911] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 3.8s | Global ETA: 13m 17s [2025-11-22T03:07:10.396912] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.02%, Actual: 1.26% [2025-11-22T03:07:10.400322] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 5m 5s | Global ETA: 13m 17s [2025-11-22T03:07:10.401226] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:10.401286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:10.406067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:10.439875] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.00% [2025-11-22T03:07:10.440926] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:10.565211] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.22%, Actual: 3.62% [2025-11-22T03:07:10.661475] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 4.4s | Global ETA: 13m 17s [2025-11-22T03:07:10.662429] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:10.662493] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:10.664187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:10.664707] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:10.666055] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:10.667104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:10.668761] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:10.669829] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:10.670484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:10.731759] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 0.56% [2025-11-22T03:07:10.900186] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 1.63% [2025-11-22T03:07:10.980521] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.43% | Symbol ETA: 5m 4s | Global ETA: 13m 17s [2025-11-22T03:07:10.981431] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:10.981492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:10.986253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:11.053279] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.55% [2025-11-22T03:07:11.054206] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:07:11.066502] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 1.89% [2025-11-22T03:07:11.232356] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.92%, Actual: 1.98% [2025-11-22T03:07:11.275681] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 0.84% | Symbol ETA: 3.7s | Global ETA: 13m 17s [2025-11-22T03:07:11.276550] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:11.276613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:11.278260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:11.278758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:11.280087] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:11.281131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:11.282703] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:11.283756] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:11.284425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:11.399186] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.18%, Actual: 0.31% [2025-11-22T03:07:11.567365] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.43%, Actual: 0.77% [2025-11-22T03:07:11.581323] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.24% | Symbol ETA: 5m 5s | Global ETA: 13m 17s [2025-11-22T03:07:11.582329] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:11.582393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:11.587327] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:11.631727] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.76% [2025-11-22T03:07:11.735720] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.91%, Actual: 0.83% [2025-11-22T03:07:11.799711] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -1.09%, Actual: 0.89% [2025-11-22T03:07:11.893334] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.99% | Symbol ETA: 3.1s | Global ETA: 13m 17s [2025-11-22T03:07:11.894337] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:07:11.894402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:11.896109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:11.896607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:11.898069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:11.899164] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:11.900813] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:11.901941] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:11.902631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:11.904193] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.05% [2025-11-22T03:07:11.904393] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 39.9356% [2025-11-22T03:07:11.904476] [INFO ] [main ] BWA: DISCARDED add_range_volume_efficiency (score: 39.94%) [2025-11-22T03:07:11.904521] [INFO ] [main ] BWA: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:07:11.904555] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:07:11.904591] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:11.917585] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:11.919034] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:11.919101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:11.923980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:11.924791] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:11.967704] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.21%, Actual: 0.14% [2025-11-22T03:07:11.981972] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:11.983859] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:11.985859] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:11.989968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:12.132084] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.88%, Actual: 1.31% [2025-11-22T03:07:12.190547] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.66% | Symbol ETA: 5m 7s | Global ETA: 13m 17s [2025-11-22T03:07:12.191472] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:12.191535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:12.196917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:12.295363] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.72%, Actual: 1.15% [2025-11-22T03:07:12.461017] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.14%, Actual: 0.91% [2025-11-22T03:07:12.517366] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.89% | Symbol ETA: 2.5s | Global ETA: 13m 17s [2025-11-22T03:07:12.600844] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.75% | Symbol ETA: 9.6s | Global ETA: 13m 17s [2025-11-22T03:07:12.601742] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:12.601804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:12.606632] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:12.607485] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:12.626402] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.24%, Actual: 0.96% [2025-11-22T03:07:12.664124] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:12.666567] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:12.668608] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:12.672673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:12.692080] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 1.81% [2025-11-22T03:07:12.789692] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 5m 7s | Global ETA: 13m 17s [2025-11-22T03:07:12.790586] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:12.790666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:12.793737] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.36%, Actual: 0.54% [2025-11-22T03:07:12.795561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:12.860100] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -0.06%, Actual: 2.21% [2025-11-22T03:07:12.957416] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 0.81% [2025-11-22T03:07:13.032208] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 3.98% [2025-11-22T03:07:13.121583] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.55%, Actual: 0.86% [2025-11-22T03:07:13.201682] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 4.27%, Actual: 2.59% [2025-11-22T03:07:13.288922] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.28% | Symbol ETA: 8.9s | Global ETA: 13m 17s [2025-11-22T03:07:13.289505] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.76%, Actual: 1.17% [2025-11-22T03:07:13.289704] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 53.2301% [2025-11-22T03:07:13.289778] [INFO ] [main ] BIPC: Baseline score (no features): 53.2301% [2025-11-22T03:07:13.289816] [INFO ] [main ] BIPC: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.289848] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:07:13.289881] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:13.289967] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:13.290041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.295538] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:13.296476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:13.302296] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:13.303555] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:13.303614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.308509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:13.356275] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:13.358580] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:13.360726] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:13.365053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:13.389719] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.07%, Actual: 1.80% [2025-11-22T03:07:13.407424] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.65% | Symbol ETA: 5m 8s | Global ETA: 13m 17s [2025-11-22T03:07:13.408378] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:13.408438] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.413468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:13.559363] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 3.05% [2025-11-22T03:07:13.735024] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.55% [2025-11-22T03:07:13.895678] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.37% | Symbol ETA: 5m 13s | Global ETA: 13m 17s [2025-11-22T03:07:13.896546] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:13.896604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.901377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:13.912018] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 0.84%, Actual: 0.09% [2025-11-22T03:07:13.987726] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.24% | Symbol ETA: 5m 7s | Global ETA: 13m 17s [2025-11-22T03:07:13.989407] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -1.19% | Symbol ETA: 8.3s | Global ETA: 13m 17s [2025-11-22T03:07:13.990338] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:13.990404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:13.995433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:13.996287] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:14.053589] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:14.055605] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:14.057754] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:14.061931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:14.076376] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.99%, Actual: 0.87% [2025-11-22T03:07:14.154284] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.80%, Actual: 0.10% [2025-11-22T03:07:14.242295] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.89%, Actual: 3.13% [2025-11-22T03:07:14.242514] [INFO ] [main ] FC: Magnitude Forecast Confidence: 34.5287% [2025-11-22T03:07:14.242599] [INFO ] [main ] FC: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.53%) [2025-11-22T03:07:14.242660] [INFO ] [main ] FC: Testing feature 42/53: add_shelf_lag [2025-11-22T03:07:14.242696] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_shelf_lag'] [2025-11-22T03:07:14.242731] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:14.255122] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:14.256418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:14.256481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:14.258230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:14.258775] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:14.260150] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:14.261416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:14.319237] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.31%, Actual: 2.27% [2025-11-22T03:07:14.486447] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.15% [2025-11-22T03:07:14.493429] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.93% | Symbol ETA: 5m 14s | Global ETA: 13m 18s [2025-11-22T03:07:14.494325] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:14.494385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:14.499295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:14.651934] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 0.24% [2025-11-22T03:07:14.685632] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 7.6s | Global ETA: 13m 18s [2025-11-22T03:07:14.686514] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:14.686578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:14.691589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:14.692447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:14.748713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:14.750655] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:14.752724] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:14.756670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:14.818167] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.43%, Actual: 0.09% [2025-11-22T03:07:14.959469] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 1.62% | Symbol ETA: 8.5s | Global ETA: 13m 18s [2025-11-22T03:07:14.960394] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:14.960459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:14.962171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:14.962690] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:14.964013] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:14.965203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:14.982916] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.24%, Actual: 0.18% [2025-11-22T03:07:15.094727] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 5m 15s | Global ETA: 13m 18s [2025-11-22T03:07:15.095660] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:15.095723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:15.104724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:15.150296] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.66%, Actual: 0.35% [2025-11-22T03:07:15.319809] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 1.77% [2025-11-22T03:07:15.370906] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 6.9s | Global ETA: 13m 18s [2025-11-22T03:07:15.371871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:15.371948] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:15.377052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:15.377963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:15.435925] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:15.438148] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:15.440291] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:15.444552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:15.487777] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.65%, Actual: 0.19% [2025-11-22T03:07:15.654823] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.24%, Actual: 0.22% [2025-11-22T03:07:15.655019] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.3596% [2025-11-22T03:07:15.655071] [INFO ] [main ] IRT: KEPT add_afternoon_v_morning_volatility_mix (score: 37.36%) [2025-11-22T03:07:15.655108] [INFO ] [main ] IRT: Testing feature 2/53: add_atr [2025-11-22T03:07:15.655140] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T03:07:15.655174] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:15.662907] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -6.38% | Symbol ETA: 7.8s | Global ETA: 13m 18s [2025-11-22T03:07:15.663793] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:15.663859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:15.665485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:15.666003] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:15.666274] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:15.667294] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:15.667566] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:15.667627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:15.669233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:15.672407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:15.674169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:15.674629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:15.709098] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:15.710023] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:15.710084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:15.715150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.063405] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 6.2s | Global ETA: 13m 18s [2025-11-22T03:07:16.064334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:16.064396] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.069162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:16.069950] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:16.124532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:16.126553] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:16.128568] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:16.132559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.251333] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 6m 32s | Global ETA: 13m 18s [2025-11-22T03:07:16.252249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:16.252309] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.257111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:16.258918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:16.259373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.312856] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:16.313787] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:16.313849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.318763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.353713] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 7.0s | Global ETA: 13m 18s [2025-11-22T03:07:16.354576] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:16.354659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:16.356283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:16.356774] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:16.358104] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:16.359218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.735659] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 5.5s | Global ETA: 13m 18s [2025-11-22T03:07:16.736548] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:16.736611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.741306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:16.742093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:16.797219] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:16.799078] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:16.801103] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:16.805368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.832409] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 6m 31s | Global ETA: 13m 18s [2025-11-22T03:07:16.833286] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:16.833346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.838135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:16.839857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:16.840315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:16.920810] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.50% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:16.921742] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:16.921804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:16.926804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:17.035927] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 6.3s | Global ETA: 13m 18s [2025-11-22T03:07:17.036821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:17.036884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:17.038563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:17.039062] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:17.040444] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:17.041543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:17.402596] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 4.8s | Global ETA: 13m 18s [2025-11-22T03:07:17.403501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:17.403583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:17.408371] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:17.409272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:17.414482] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.74% | Symbol ETA: 6m 31s | Global ETA: 13m 18s [2025-11-22T03:07:17.415365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:17.415425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:17.420327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:17.422077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:17.422532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:17.464248] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:17.466309] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:17.468381] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:17.472379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:17.529880] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.02% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:17.530823] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:17.530884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:17.535857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:17.722231] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.96% | Symbol ETA: 5.6s | Global ETA: 13m 18s [2025-11-22T03:07:17.723113] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:17.723189] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:17.724839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:17.725317] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:17.726678] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:17.727836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.003172] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 6m 30s | Global ETA: 13m 18s [2025-11-22T03:07:18.004061] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:18.004123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:18.008977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:18.010709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:18.011172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.086317] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.06% | Symbol ETA: 4.1s | Global ETA: 13m 18s [2025-11-22T03:07:18.087209] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:18.087271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:18.092028] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:18.092824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:18.143012] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.27% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:18.143940] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:18.144001] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:18.149074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.149909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:18.151985] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:18.154011] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:07:18.158173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.414070] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 4.49% | Symbol ETA: 4.9s | Global ETA: 13m 18s [2025-11-22T03:07:18.414957] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:18.415031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:18.416697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:18.417178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:18.418504] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:18.419631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.591139] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 6m 30s | Global ETA: 13m 18s [2025-11-22T03:07:18.592029] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:18.592091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:18.596868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:18.598628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:18.599107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.754291] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.37% | Symbol ETA: 3.4s | Global ETA: 13m 18s [2025-11-22T03:07:18.754530] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 5m 16s | Global ETA: 13m 18s [2025-11-22T03:07:18.755390] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:18.755451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:18.760218] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:18.921046] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.75%, Actual: 1.26% [2025-11-22T03:07:19.089495] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.28%, Actual: 3.62% [2025-11-22T03:07:19.102545] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 3.11% | Symbol ETA: 4.2s | Global ETA: 13m 18s [2025-11-22T03:07:19.103511] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:19.103574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:19.105228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:19.105733] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:19.107043] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:19.108162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:19.166741] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 6m 29s | Global ETA: 13m 18s [2025-11-22T03:07:19.168071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:19.168133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:19.172993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:19.174748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:19.175215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:19.253927] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -1.19%, Actual: 0.56% [2025-11-22T03:07:19.346406] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.15% | Symbol ETA: 5m 14s | Global ETA: 13m 18s [2025-11-22T03:07:19.418694] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 1.63% [2025-11-22T03:07:19.516846] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.37%, Actual: 0.89% [2025-11-22T03:07:19.584797] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 1.89% [2025-11-22T03:07:19.683601] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.93%, Actual: 0.14% [2025-11-22T03:07:19.763456] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 1.98% [2025-11-22T03:07:19.767432] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 6m 29s | Global ETA: 13m 18s [2025-11-22T03:07:19.768706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:19.768769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:19.773791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:19.775609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:19.776094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:19.806525] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.06% | Symbol ETA: 3.5s | Global ETA: 13m 18s [2025-11-22T03:07:19.807435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:19.807496] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:19.809157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:19.809658] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:19.810972] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:19.812119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:19.858319] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 1.31% [2025-11-22T03:07:19.930519] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.23%, Actual: 0.31% [2025-11-22T03:07:20.027954] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.15% [2025-11-22T03:07:20.097329] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 0.77% [2025-11-22T03:07:20.196367] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.91% [2025-11-22T03:07:20.263347] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.06%, Actual: 0.83% [2025-11-22T03:07:20.354882] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 6m 28s | Global ETA: 13m 18s [2025-11-22T03:07:20.355759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:20.355819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:20.360569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:20.361289] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.50%, Actual: 0.96% [2025-11-22T03:07:20.362456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:20.362940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:20.428538] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.37%, Actual: 0.05% [2025-11-22T03:07:20.428714] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.5083% [2025-11-22T03:07:20.428794] [INFO ] [main ] BWA: DISCARDED add_range_volume_efficiency_refinements (score: 45.51%) [2025-11-22T03:07:20.428837] [INFO ] [main ] BWA: Testing feature 39/53: add_regime [2025-11-22T03:07:20.428869] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_regime'] [2025-11-22T03:07:20.428904] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:20.441863] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:20.443111] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:20.443189] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:20.448135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:20.448986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:20.492573] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -3.61% | Symbol ETA: 2.8s | Global ETA: 13m 18s [2025-11-22T03:07:20.493455] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:20.493517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:20.495144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:20.495617] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:20.496930] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:20.498122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:20.505413] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:20.507202] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:20.509225] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:20.525577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:20.528033] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.02%, Actual: 0.54% [2025-11-22T03:07:20.693031] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.27%, Actual: 0.81% [2025-11-22T03:07:20.859563] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.86% [2025-11-22T03:07:20.931799] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -1.23% | Symbol ETA: 6m 27s | Global ETA: 13m 18s [2025-11-22T03:07:20.932685] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:20.932745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:20.937503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:20.939244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:20.939750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:21.028518] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.15%, Actual: 1.17% [2025-11-22T03:07:21.028752] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 40.6482% [2025-11-22T03:07:21.028805] [INFO ] [main ] BIPC: DISCARDED add_afternoon_v_morning_volatility_mix (score: 40.65%) [2025-11-22T03:07:21.028840] [INFO ] [main ] BIPC: Testing feature 2/53: add_atr [2025-11-22T03:07:21.028869] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T03:07:21.028902] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:21.040475] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:21.041782] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:21.041842] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:21.043495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:21.044020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:21.145990] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.93% | Symbol ETA: 9.5s | Global ETA: 13m 18s [2025-11-22T03:07:21.146886] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:21.146949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:21.151617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:21.152401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:21.178498] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.26% | Symbol ETA: 2.1s | Global ETA: 13m 18s [2025-11-22T03:07:21.208707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:21.210487] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:21.212430] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:21.228928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:21.347210] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.62%, Actual: 1.81% [2025-11-22T03:07:21.511277] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -6.38%, Actual: 2.21% [2025-11-22T03:07:21.511391] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 6m 27s | Global ETA: 13m 19s [2025-11-22T03:07:21.643728] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 6m 40s | Global ETA: 13m 19s [2025-11-22T03:07:21.644609] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:21.648399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:21.650077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:21.650571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:21.675914] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 3.98% [2025-11-22T03:07:21.690548] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.10% [2025-11-22T03:07:21.830728] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.08% | Symbol ETA: 8.7s | Global ETA: 13m 19s [2025-11-22T03:07:21.831617] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:21.831704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:21.836701] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:21.837540] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:21.843041] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 2.59% [2025-11-22T03:07:21.859733] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 2.27% [2025-11-22T03:07:21.894612] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:21.896477] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:21.898563] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:21.915254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:22.008362] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.96%, Actual: 1.80% [2025-11-22T03:07:22.026456] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 0.15% [2025-11-22T03:07:22.173521] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 4.49%, Actual: 3.05% [2025-11-22T03:07:22.200996] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.24% [2025-11-22T03:07:22.239745] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 6m 39s | Global ETA: 13m 19s [2025-11-22T03:07:22.240612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:22.240696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:22.242308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:22.242812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:22.339694] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 3.11%, Actual: 0.55% [2025-11-22T03:07:22.365996] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 0.09% [2025-11-22T03:07:22.506509] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.06%, Actual: 0.09% [2025-11-22T03:07:22.517448] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.15% | Symbol ETA: 8.0s | Global ETA: 13m 19s [2025-11-22T03:07:22.518356] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:22.518418] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:22.523184] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:22.523982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:22.534324] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.18% [2025-11-22T03:07:22.580594] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:22.582405] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:22.584384] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:22.600476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:22.672086] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -3.61%, Actual: 0.87% [2025-11-22T03:07:22.716046] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.35% [2025-11-22T03:07:22.838366] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.26%, Actual: 3.13% [2025-11-22T03:07:22.838564] [INFO ] [main ] FC: Magnitude Forecast Confidence: 39.2902% [2025-11-22T03:07:22.838663] [INFO ] [main ] FC: DISCARDED add_shelf_lag (score: 39.29%) [2025-11-22T03:07:22.838708] [INFO ] [main ] FC: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:07:22.838740] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_signed_carry_history_11'] [2025-11-22T03:07:22.838775] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:22.851286] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:22.852529] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:22.852590] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:22.853947] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.12% | Symbol ETA: 6m 39s | Global ETA: 13m 19s [2025-11-22T03:07:22.854497] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:22.854885] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:22.854945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:22.855029] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:22.856331] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:22.856598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:22.857126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:22.857734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:22.914432] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 1.77% [2025-11-22T03:07:23.091485] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -1.23%, Actual: 0.19% [2025-11-22T03:07:23.212936] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 7.3s | Global ETA: 13m 19s [2025-11-22T03:07:23.213840] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:23.213903] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:23.218711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:23.219477] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:23.258246] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.22% [2025-11-22T03:07:23.258446] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 24.1883% [2025-11-22T03:07:23.258499] [INFO ] [main ] IRT: DISCARDED add_atr (score: 24.19%) [2025-11-22T03:07:23.258537] [INFO ] [main ] IRT: Testing feature 3/53: add_atr_10 [2025-11-22T03:07:23.258567] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10'] [2025-11-22T03:07:23.258622] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:23.269602] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:23.270901] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:23.270961] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:23.273766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:23.275575] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:23.275823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:23.277572] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:23.277580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:23.278059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:23.293424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:23.450201] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 2.07% | Symbol ETA: 7.4s | Global ETA: 13m 19s [2025-11-22T03:07:23.451102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:23.451163] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:23.452833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:23.453353] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:23.454687] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:23.456071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:23.461234] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 6m 38s | Global ETA: 13m 19s [2025-11-22T03:07:23.462144] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:23.462203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:23.463910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:23.464391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:23.849265] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 3m 15s | Global ETA: 13m 19s [2025-11-22T03:07:23.850179] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:23.850242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:23.855066] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:23.856948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:23.857435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:23.895109] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 6.6s | Global ETA: 13m 19s [2025-11-22T03:07:23.896004] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:23.896067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:23.900852] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:23.901693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:23.957681] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:23.959524] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:23.961491] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:23.978203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.056442] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.08% | Symbol ETA: 6.9s | Global ETA: 13m 19s [2025-11-22T03:07:24.057381] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:24.057471] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:24.059240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:24.059800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:24.061208] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:24.061852] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 6m 38s | Global ETA: 13m 19s [2025-11-22T03:07:24.062631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.062737] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:24.065243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:24.067017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:24.067544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.489792] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 3m 15s | Global ETA: 13m 19s [2025-11-22T03:07:24.490679] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:24.490741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:24.495457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:24.497190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:24.497695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.580575] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 5.9s | Global ETA: 13m 19s [2025-11-22T03:07:24.581487] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:24.581550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:24.586236] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:24.587027] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:24.642653] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:24.644482] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:24.646450] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:24.662419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.672194] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 6m 37s | Global ETA: 13m 19s [2025-11-22T03:07:24.673113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:24.673171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:24.674804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:24.675282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:24.687296] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.70% | Symbol ETA: 6.3s | Global ETA: 13m 19s [2025-11-22T03:07:24.688231] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:24.688293] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:24.689960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:24.690450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:24.691776] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:24.693165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:25.210319] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.53% | Symbol ETA: 3m 15s | Global ETA: 13m 19s [2025-11-22T03:07:25.211764] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:25.211847] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:25.219420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:25.222891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:25.223683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:25.436180] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 5.3s | Global ETA: 13m 19s [2025-11-22T03:07:25.437576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:25.437695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:25.445135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:25.446459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:25.453010] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 1.96% | Symbol ETA: 5.9s | Global ETA: 13m 19s [2025-11-22T03:07:25.454447] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:25.454539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:25.456969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:25.457807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:25.459788] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:25.461761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:25.464539] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 6m 37s | Global ETA: 13m 19s [2025-11-22T03:07:25.465717] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:25.465795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:25.468170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:25.468887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:25.536575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:25.539947] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:25.543067] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:25.571025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:25.940397] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 3m 14s | Global ETA: 13m 19s [2025-11-22T03:07:25.941682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:25.941759] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:25.947229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:25.949513] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:25.950150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.112342] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 6m 36s | Global ETA: 13m 19s [2025-11-22T03:07:26.113265] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:26.113325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:26.115014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:26.115507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.125698] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 5.3s | Global ETA: 13m 19s [2025-11-22T03:07:26.126582] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:26.126666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:26.128332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:26.129013] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:26.130331] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:26.131716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.226299] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.65% | Symbol ETA: 4.6s | Global ETA: 13m 19s [2025-11-22T03:07:26.227205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:26.227268] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:26.232821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:26.233667] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:26.289105] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:26.291078] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:26.293060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:26.309129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.545546] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 3m 13s | Global ETA: 13m 19s [2025-11-22T03:07:26.546435] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:26.546497] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:26.551268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:26.553003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:26.553462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.716284] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.97% | Symbol ETA: 6m 35s | Global ETA: 13m 19s [2025-11-22T03:07:26.717716] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:26.717780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:26.719505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:07:26.720052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.751129] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 4.6s | Global ETA: 13m 19s [2025-11-22T03:07:26.752019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:26.752080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:26.753720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:26.754198] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:26.755491] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:26.756846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:26.972271] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 3.9s | Global ETA: 13m 19s [2025-11-22T03:07:26.973190] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:26.973253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:26.978129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:26.979026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:27.034345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:27.036255] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:27.038310] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:07:27.055287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:27.126990] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.77% | Symbol ETA: 3m 13s | Global ETA: 13m 19s [2025-11-22T03:07:27.127909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:27.127970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:27.132742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:27.134478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:27.134959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:27.320555] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 6m 35s | Global ETA: 13m 19s [2025-11-22T03:07:27.351991] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -4.87% | Symbol ETA: 4.0s | Global ETA: 13m 19s [2025-11-22T03:07:27.352885] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:27.352946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:27.354565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:27.355076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:27.356380] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:27.357775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:27.487967] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 0.89% [2025-11-22T03:07:27.657238] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 0.14% [2025-11-22T03:07:27.666355] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 3.1s | Global ETA: 13m 19s [2025-11-22T03:07:27.707109] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 3m 12s | Global ETA: 13m 19s [2025-11-22T03:07:27.708481] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:27.708549] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:27.713343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:27.715095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:27.715582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:27.826164] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 1.31% [2025-11-22T03:07:27.834214] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 1.26% [2025-11-22T03:07:27.949825] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.13% | Symbol ETA: 3.3s | Global ETA: 13m 19s [2025-11-22T03:07:27.950740] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:27.950802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:27.952428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:27.952949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:27.954319] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:27.955698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:27.997747] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.15% [2025-11-22T03:07:28.000660] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.08%, Actual: 3.62% [2025-11-22T03:07:28.167058] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.91% [2025-11-22T03:07:28.168719] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 0.56% [2025-11-22T03:07:28.290216] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 3m 11s | Global ETA: 13m 19s [2025-11-22T03:07:28.291103] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:28.291163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:28.296034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:28.297813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:28.298268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:28.336337] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.63% [2025-11-22T03:07:28.340569] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 0.96% [2025-11-22T03:07:28.509201] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 1.89% [2025-11-22T03:07:28.511106] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.64%, Actual: 0.54% [2025-11-22T03:07:28.549958] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 2.7s | Global ETA: 13m 20s [2025-11-22T03:07:28.550852] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:28.550914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:28.552524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:28.553020] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:28.554348] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:28.555712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:28.681095] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.32%, Actual: 0.81% [2025-11-22T03:07:28.683984] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.98% [2025-11-22T03:07:28.858346] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 0.86% [2025-11-22T03:07:28.858675] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 0.31% [2025-11-22T03:07:28.873758] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.41% | Symbol ETA: 3m 11s | Global ETA: 13m 20s [2025-11-22T03:07:28.874615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:28.874694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:28.879511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:28.881251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:28.881733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:29.044632] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.65%, Actual: 0.77% [2025-11-22T03:07:29.102110] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 1.17% [2025-11-22T03:07:29.102318] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 42.7228% [2025-11-22T03:07:29.102396] [INFO ] [main ] BIPC: DISCARDED add_atr (score: 42.72%) [2025-11-22T03:07:29.102447] [INFO ] [main ] BIPC: Testing feature 3/53: add_atr_10 [2025-11-22T03:07:29.102487] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T03:07:29.102528] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:29.114225] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:29.115500] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:29.115569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:29.117317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:29.117870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:29.161522] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.77% | Symbol ETA: 2.0s | Global ETA: 13m 20s [2025-11-22T03:07:29.213978] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.83% [2025-11-22T03:07:29.327812] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 2.07%, Actual: 1.81% [2025-11-22T03:07:29.379674] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 0.05% [2025-11-22T03:07:29.379879] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 45.4495% [2025-11-22T03:07:29.379967] [INFO ] [main ] BWA: DISCARDED add_regime (score: 45.45%) [2025-11-22T03:07:29.380009] [INFO ] [main ] BWA: Testing feature 40/53: add_regime_flags [2025-11-22T03:07:29.380041] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_regime_flags'] [2025-11-22T03:07:29.380100] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:29.392965] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:29.394389] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:29.394451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:29.399256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:29.400096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:29.455735] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 3m 10s | Global ETA: 13m 20s [2025-11-22T03:07:29.457084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:29.458960] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:29.460961] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:29.462068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:29.493934] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.08%, Actual: 2.21% [2025-11-22T03:07:29.624021] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 0.10% [2025-11-22T03:07:29.659282] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.70%, Actual: 3.98% [2025-11-22T03:07:29.714195] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 3m 27s | Global ETA: 13m 20s [2025-11-22T03:07:29.715080] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:29.715141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:29.716838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:29.717325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:29.794895] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.37%, Actual: 2.27% [2025-11-22T03:07:29.826882] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 1.96%, Actual: 2.59% [2025-11-22T03:07:29.962779] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.53%, Actual: 0.15% [2025-11-22T03:07:29.993269] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 1.80% [2025-11-22T03:07:30.064089] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 9.0s | Global ETA: 13m 20s [2025-11-22T03:07:30.065009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:30.065070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:30.069897] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:30.070677] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:30.127766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:30.129513] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 0.24% [2025-11-22T03:07:30.129663] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:30.131608] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:30.132695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:30.158383] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 3.05% [2025-11-22T03:07:30.295508] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 0.09% [2025-11-22T03:07:30.316628] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 3m 27s | Global ETA: 13m 20s [2025-11-22T03:07:30.317540] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:30.317600] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:30.319249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:30.319752] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:30.323217] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -4.87%, Actual: 0.55% [2025-11-22T03:07:30.463131] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.77%, Actual: 0.18% [2025-11-22T03:07:30.489161] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.13%, Actual: 0.09% [2025-11-22T03:07:30.629240] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.35% [2025-11-22T03:07:30.654064] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 2.82%, Actual: 0.87% [2025-11-22T03:07:30.729679] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.17% | Symbol ETA: 8.3s | Global ETA: 13m 20s [2025-11-22T03:07:30.730541] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:30.730604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:30.735332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:30.736111] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:30.792238] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:30.794115] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:30.795744] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.77% [2025-11-22T03:07:30.796133] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:30.797203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:30.818315] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.77%, Actual: 3.13% [2025-11-22T03:07:30.818457] [INFO ] [main ] FC: Magnitude Forecast Confidence: 38.9121% [2025-11-22T03:07:30.818548] [INFO ] [main ] FC: DISCARDED add_signed_carry_history_11 (score: 38.91%) [2025-11-22T03:07:30.818597] [INFO ] [main ] FC: Testing feature 44/53: add_sma_ratio [2025-11-22T03:07:30.818634] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_sma_ratio'] [2025-11-22T03:07:30.818688] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:30.830689] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:30.831929] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:30.831990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:30.833667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:30.834171] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:30.835475] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:30.836271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:30.911794] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 2.00% | Symbol ETA: 3m 26s | Global ETA: 13m 20s [2025-11-22T03:07:30.912705] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:30.912765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:30.914396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:30.914892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:30.962004] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.41%, Actual: 0.19% [2025-11-22T03:07:31.127369] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 0.22% [2025-11-22T03:07:31.127588] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 36.4562% [2025-11-22T03:07:31.127682] [INFO ] [main ] IRT: DISCARDED add_atr_10 (score: 36.46%) [2025-11-22T03:07:31.127726] [INFO ] [main ] IRT: Testing feature 4/53: add_atr_5 [2025-11-22T03:07:31.127758] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_5'] [2025-11-22T03:07:31.127812] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:31.139758] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:31.141109] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:31.141169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:31.145948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:31.147735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:31.148205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:31.396948] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.32% | Symbol ETA: 7.7s | Global ETA: 13m 20s [2025-11-22T03:07:31.397881] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:31.397943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:31.402783] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:31.403552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:31.423696] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.47% | Symbol ETA: 7.0s | Global ETA: 13m 20s [2025-11-22T03:07:31.424552] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:31.424613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:31.426487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:31.426984] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:31.428296] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:31.429050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:31.461188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:31.463536] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:31.465547] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:31.466627] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:31.546394] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 3m 25s | Global ETA: 13m 20s [2025-11-22T03:07:31.547283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:31.547344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:31.549220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:31.549714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:31.729483] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 2m 14s | Global ETA: 13m 20s [2025-11-22T03:07:31.730380] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:31.730442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:31.735373] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:31.737295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:31.738013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.030287] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 6.5s | Global ETA: 13m 20s [2025-11-22T03:07:32.031165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:32.031225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.032969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:32.033449] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:32.034941] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:32.035693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.087075] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 7.0s | Global ETA: 13m 20s [2025-11-22T03:07:32.088001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:32.088064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:32.092780] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:32.093553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:32.149464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:32.151429] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:32.153508] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:32.154665] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.178102] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.14% | Symbol ETA: 3m 25s | Global ETA: 13m 20s [2025-11-22T03:07:32.179007] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:32.179067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.180716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:32.181210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.329797] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 2m 13s | Global ETA: 13m 20s [2025-11-22T03:07:32.330676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:32.330737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:32.335525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.337261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:32.337759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.640662] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.28% | Symbol ETA: 5.9s | Global ETA: 13m 20s [2025-11-22T03:07:32.641937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:32.641999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.643630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:32.644129] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:32.645430] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:32.646137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.780309] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.76% | Symbol ETA: 6.4s | Global ETA: 13m 20s [2025-11-22T03:07:32.781573] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:32.781861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:32.788697] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:32.789460] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:32.807343] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 3m 24s | Global ETA: 13m 20s [2025-11-22T03:07:32.808301] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:32.808363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.810103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:32.810604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.846000] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:32.847966] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:32.849947] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:32.851047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:32.924265] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.74% | Symbol ETA: 2m 13s | Global ETA: 13m 20s [2025-11-22T03:07:32.925148] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:32.925210] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:32.930217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:32.932133] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:32.932590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:33.268308] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.09% | Symbol ETA: 5.3s | Global ETA: 13m 20s [2025-11-22T03:07:33.269252] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:33.269315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:33.271215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:33.271751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:33.273308] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:33.274091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:33.440009] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.81% | Symbol ETA: 3m 24s | Global ETA: 13m 20s [2025-11-22T03:07:33.441102] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:33.441162] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:33.443034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:33.443518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:33.464572] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.85% | Symbol ETA: 5.7s | Global ETA: 13m 20s [2025-11-22T03:07:33.465556] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:33.465619] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:33.470345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:33.471310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:33.510883] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.12% | Symbol ETA: 2m 12s | Global ETA: 13m 20s [2025-11-22T03:07:33.511776] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:33.511838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:33.516666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:33.518459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:33.518952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:33.527510] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:33.529558] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:33.531544] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:33.532629] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:33.886690] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 4.52% | Symbol ETA: 4.7s | Global ETA: 13m 20s [2025-11-22T03:07:33.887612] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:33.887706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:33.889424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:33.889927] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:33.891226] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:33.891958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.058228] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.46% | Symbol ETA: 3m 23s | Global ETA: 13m 20s [2025-11-22T03:07:34.059168] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:34.059229] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:34.064587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:34.065115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.107352] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.79% | Symbol ETA: 2m 11s | Global ETA: 13m 20s [2025-11-22T03:07:34.108296] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:34.108359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:34.113635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:34.115561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:34.116051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.151236] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 5.0s | Global ETA: 13m 20s [2025-11-22T03:07:34.152126] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:34.152188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:34.156901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:34.157721] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:34.213794] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:34.215596] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:34.217993] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:34.219056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.519371] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 3.35% | Symbol ETA: 4.1s | Global ETA: 13m 20s [2025-11-22T03:07:34.520289] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:34.520351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:34.522366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:34.522875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:34.524282] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:34.524989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.661210] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.51% | Symbol ETA: 3m 22s | Global ETA: 13m 20s [2025-11-22T03:07:34.662106] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:34.662166] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:34.663822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:34.664288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.713533] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 2m 11s | Global ETA: 13m 20s [2025-11-22T03:07:34.714548] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:34.714610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:34.719328] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:34.721045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:34.721515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:34.819334] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 4.3s | Global ETA: 13m 20s [2025-11-22T03:07:34.820296] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:34.820361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:34.825703] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:34.826495] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:34.882266] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:34.884075] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:34.886051] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:34.887126] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.141025] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 3.86% | Symbol ETA: 3.5s | Global ETA: 13m 20s [2025-11-22T03:07:35.141972] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:35.142035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:35.143756] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:35.144268] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:35.145585] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:35.146287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.255485] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.70% | Symbol ETA: 3m 22s | Global ETA: 13m 20s [2025-11-22T03:07:35.300423] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.01% | Symbol ETA: 2m 10s | Global ETA: 13m 20s [2025-11-22T03:07:35.301306] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:35.301368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:35.306115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:35.307892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:35.308348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.425083] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.89% [2025-11-22T03:07:35.492064] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 3.7s | Global ETA: 13m 20s [2025-11-22T03:07:35.492954] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:35.493017] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:35.497969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:35.498765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:35.553457] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:35.555264] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:35.557225] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:35.558333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.597838] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 0.14% [2025-11-22T03:07:35.765532] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.10% | Symbol ETA: 2.9s | Global ETA: 13m 21s [2025-11-22T03:07:35.765822] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 2.00%, Actual: 1.31% [2025-11-22T03:07:35.766498] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:35.766566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:35.768422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:35.769034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:35.770534] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:35.771289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.883896] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.91% | Symbol ETA: 2m 10s | Global ETA: 13m 21s [2025-11-22T03:07:35.885222] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:35.885614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:35.890547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:35.892298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:35.892778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:35.935810] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 1.15% [2025-11-22T03:07:36.104696] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.14%, Actual: 0.91% [2025-11-22T03:07:36.158480] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.65% | Symbol ETA: 3.0s | Global ETA: 13m 21s [2025-11-22T03:07:36.272135] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 0.96% [2025-11-22T03:07:36.326885] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 1.26% [2025-11-22T03:07:36.383773] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.66% | Symbol ETA: 2.3s | Global ETA: 13m 21s [2025-11-22T03:07:36.384727] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:36.384791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:36.386495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:36.387044] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:36.388518] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:07:36.389340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:36.441218] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.81%, Actual: 0.54% [2025-11-22T03:07:36.472448] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -1.23% | Symbol ETA: 2m 9s | Global ETA: 13m 21s [2025-11-22T03:07:36.473811] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:07:36.473872] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:36.478696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:36.480442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:36.480924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:36.493601] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.17%, Actual: 3.62% [2025-11-22T03:07:36.606495] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.46%, Actual: 0.81% [2025-11-22T03:07:36.659533] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 0.56% [2025-11-22T03:07:36.772081] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.51%, Actual: 0.86% [2025-11-22T03:07:36.825143] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 1.63% [2025-11-22T03:07:36.937895] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.70%, Actual: 1.17% [2025-11-22T03:07:36.938094] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 39.1984% [2025-11-22T03:07:36.938172] [INFO ] [main ] BIPC: DISCARDED add_atr_10 (score: 39.20%) [2025-11-22T03:07:36.938215] [INFO ] [main ] BIPC: Testing feature 4/53: add_atr_5 [2025-11-22T03:07:36.938246] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T03:07:36.938280] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:36.950209] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:36.951612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:36.951705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:36.953505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:36.954045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:36.991498] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.76%, Actual: 1.89% [2025-11-22T03:07:37.000825] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.28% | Symbol ETA: 1.7s | Global ETA: 13m 21s [2025-11-22T03:07:37.065943] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 2m 9s | Global ETA: 13m 21s [2025-11-22T03:07:37.158700] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.85%, Actual: 1.98% [2025-11-22T03:07:37.171370] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.47%, Actual: 1.81% [2025-11-22T03:07:37.246338] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.10% [2025-11-22T03:07:37.325373] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 0.31% [2025-11-22T03:07:37.339614] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 2.21% [2025-11-22T03:07:37.412943] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 2.27% [2025-11-22T03:07:37.496214] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 0.77% [2025-11-22T03:07:37.509459] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.28%, Actual: 3.98% [2025-11-22T03:07:37.552753] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.13% | Symbol ETA: 2m 13s | Global ETA: 13m 21s [2025-11-22T03:07:37.553719] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:37.553781] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:37.555523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:37.556056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:37.585021] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 0.15% [2025-11-22T03:07:37.665312] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 0.83% [2025-11-22T03:07:37.682837] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.09%, Actual: 2.59% [2025-11-22T03:07:37.759004] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.12%, Actual: 0.24% [2025-11-22T03:07:37.835864] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.65%, Actual: 0.05% [2025-11-22T03:07:37.836077] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 48.1812% [2025-11-22T03:07:37.836157] [INFO ] [main ] BWA: DISCARDED add_regime_flags (score: 48.18%) [2025-11-22T03:07:37.836203] [INFO ] [main ] BWA: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:07:37.836238] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:07:37.836274] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:37.849674] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:37.851003] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:37.851071] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:37.852622] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 4.52%, Actual: 1.80% [2025-11-22T03:07:37.855997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:37.856865] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:37.914726] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:37.916829] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:37.918918] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:37.920971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:37.921488] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:37.922564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:37.924270] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:37.925330] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:37.926081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:37.932077] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.79%, Actual: 0.09% [2025-11-22T03:07:38.021838] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.35%, Actual: 3.05% [2025-11-22T03:07:38.106046] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.18% [2025-11-22T03:07:38.166471] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 2m 13s | Global ETA: 13m 21s [2025-11-22T03:07:38.167350] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:38.167436] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:38.169166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:38.169673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:38.188413] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 3.86%, Actual: 0.55% [2025-11-22T03:07:38.278379] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.01%, Actual: 0.35% [2025-11-22T03:07:38.355631] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.10%, Actual: 0.09% [2025-11-22T03:07:38.447954] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.91%, Actual: 1.77% [2025-11-22T03:07:38.524751] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.66%, Actual: 0.87% [2025-11-22T03:07:38.546724] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 8.8s | Global ETA: 13m 21s [2025-11-22T03:07:38.547680] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:38.547764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:38.552745] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:38.553675] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:38.610600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:38.612747] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:38.614270] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -1.23%, Actual: 0.19% [2025-11-22T03:07:38.614790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:38.616741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:38.617260] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:38.618329] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:38.620056] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:38.621199] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:38.621912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:38.691139] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.28%, Actual: 3.13% [2025-11-22T03:07:38.691338] [INFO ] [main ] FC: Magnitude Forecast Confidence: 44.3870% [2025-11-22T03:07:38.691418] [INFO ] [main ] FC: DISCARDED add_sma_ratio (score: 44.39%) [2025-11-22T03:07:38.691462] [INFO ] [main ] FC: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:07:38.691494] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_vol_of_vol'] [2025-11-22T03:07:38.691548] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:38.704610] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:38.706055] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:38.706117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:38.707871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:38.708361] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:38.709751] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:38.710870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:38.772051] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.12% | Symbol ETA: 2m 12s | Global ETA: 13m 21s [2025-11-22T03:07:38.772989] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:38.773052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:38.774808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:38.775298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:38.786082] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.22% [2025-11-22T03:07:38.786239] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 24.1883% [2025-11-22T03:07:38.786337] [INFO ] [main ] IRT: DISCARDED add_atr_5 (score: 24.19%) [2025-11-22T03:07:38.786381] [INFO ] [main ] IRT: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:07:38.786413] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment'] [2025-11-22T03:07:38.786448] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:38.798461] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:38.799794] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:38.799854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:38.804662] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:38.805450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.238804] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 8.1s | Global ETA: 13m 21s [2025-11-22T03:07:39.239739] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:39.239808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:39.244635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:39.245534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:39.302792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:39.303333] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 7.28% | Symbol ETA: 6.6s | Global ETA: 13m 21s [2025-11-22T03:07:39.304236] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:39.304298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.304912] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:39.305995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:39.306472] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:39.306941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.307813] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:39.308896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.309036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:39.309582] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:39.310689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:39.312351] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:39.313411] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:39.314127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.361933] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.44% | Symbol ETA: 2m 12s | Global ETA: 13m 21s [2025-11-22T03:07:39.362823] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:39.362883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.364502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:39.364999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.372729] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.03% | Symbol ETA: 1m 37s | Global ETA: 13m 21s [2025-11-22T03:07:39.373564] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:39.373625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:39.378409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:39.379208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.912987] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.96% | Symbol ETA: 6.1s | Global ETA: 13m 21s [2025-11-22T03:07:39.914199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:39.914287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.917176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:39.917870] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:39.919829] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:39.921335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.929269] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 7.4s | Global ETA: 13m 21s [2025-11-22T03:07:39.930189] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:39.930587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:39.935528] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:39.936435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:39.950285] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.32% | Symbol ETA: 1m 37s | Global ETA: 13m 21s [2025-11-22T03:07:39.951582] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:39.951684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:39.956374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:39.957176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.971847] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.22% | Symbol ETA: 2m 11s | Global ETA: 13m 21s [2025-11-22T03:07:39.972748] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:39.972809] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.974430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:39.975928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:39.993374] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:39.995442] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:39.997477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:39.999425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:39.999989] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:40.001020] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:40.002690] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:40.003741] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:40.004421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:40.526027] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.02% | Symbol ETA: 1m 36s | Global ETA: 13m 21s [2025-11-22T03:07:40.526919] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:40.526979] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:40.531799] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:40.532575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:40.536148] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 2.66% | Symbol ETA: 5.5s | Global ETA: 13m 21s [2025-11-22T03:07:40.537041] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:40.537103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:40.538803] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:40.539272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:40.540584] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:40.541695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:40.594677] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.90% | Symbol ETA: 2m 10s | Global ETA: 13m 21s [2025-11-22T03:07:40.595548] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:40.595608] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:40.597275] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:40.597800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:40.620990] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.69% | Symbol ETA: 6.7s | Global ETA: 13m 21s [2025-11-22T03:07:40.621906] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:40.621970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:40.626754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:40.627583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:40.683388] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:40.685332] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:40.687370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:40.689323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:40.689870] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:40.690906] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:40.692517] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:40.693532] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:40.694245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.101992] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 1m 35s | Global ETA: 13m 21s [2025-11-22T03:07:41.102935] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:41.103000] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:41.107879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:41.108760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.126968] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.56% | Symbol ETA: 4.9s | Global ETA: 13m 21s [2025-11-22T03:07:41.127876] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:41.127937] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:41.129556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:41.130043] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:41.131348] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:41.132426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.247950] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 2m 10s | Global ETA: 13m 21s [2025-11-22T03:07:41.249329] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:41.249392] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:41.251115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:41.251613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.302101] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.36% | Symbol ETA: 6.0s | Global ETA: 13m 21s [2025-11-22T03:07:41.302994] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:41.303059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:41.307833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:41.308603] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:41.362876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:41.364782] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:41.366754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:41.368577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:41.369086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:41.370121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:41.371762] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:41.372785] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:41.373457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.678712] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 1m 35s | Global ETA: 13m 21s [2025-11-22T03:07:41.680345] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:41.680405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:41.685165] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:41.685983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.723333] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.42% | Symbol ETA: 4.3s | Global ETA: 13m 21s [2025-11-22T03:07:41.724222] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:41.724284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:41.725912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:41.726381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:41.727702] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:41.728813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.875956] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.32% | Symbol ETA: 2m 9s | Global ETA: 13m 21s [2025-11-22T03:07:41.876896] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:41.876958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:41.878629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:41.879132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:41.985919] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.20% | Symbol ETA: 5.3s | Global ETA: 13m 21s [2025-11-22T03:07:41.986805] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:41.986871] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:41.991638] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:41.992427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:42.048282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:42.050294] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:42.052272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:42.054127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:42.054612] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:42.055661] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:42.057247] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:42.058325] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:42.059021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.257125] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.63% | Symbol ETA: 1m 34s | Global ETA: 13m 21s [2025-11-22T03:07:42.258046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:42.258107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:42.262889] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:42.263692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.369130] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.49% | Symbol ETA: 3.7s | Global ETA: 13m 21s [2025-11-22T03:07:42.370031] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:42.370092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:42.371752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:42.372215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:42.373513] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:42.374608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.492538] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.97% | Symbol ETA: 2m 9s | Global ETA: 13m 21s [2025-11-22T03:07:42.493471] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:42.493532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:42.495207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:07:42.495724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.664570] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.04% | Symbol ETA: 4.6s | Global ETA: 13m 21s [2025-11-22T03:07:42.665481] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:42.665546] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:42.670527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:42.671439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:42.727752] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:42.729897] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:42.731884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:42.733720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:42.734205] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:42.735577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:42.737207] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:42.738288] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:42.738974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.839252] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 1m 34s | Global ETA: 13m 22s [2025-11-22T03:07:42.840151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:42.840212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:42.844995] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:42.845838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:42.981091] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 2.29% | Symbol ETA: 3.1s | Global ETA: 13m 22s [2025-11-22T03:07:42.981972] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:42.982033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:42.983683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:42.984155] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:42.985455] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:42.986546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:43.117851] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.08% | Symbol ETA: 2m 8s | Global ETA: 13m 22s [2025-11-22T03:07:43.288589] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.13%, Actual: 0.89% [2025-11-22T03:07:43.361233] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 3.9s | Global ETA: 13m 22s [2025-11-22T03:07:43.362136] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:43.362202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:43.366948] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:43.368278] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:43.424624] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:43.424962] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.78% | Symbol ETA: 1m 33s | Global ETA: 13m 22s [2025-11-22T03:07:43.425862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:43.425922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:43.426818] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:43.428803] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:43.430624] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:43.430674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:43.431162] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:43.431429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:43.432187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:43.433787] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:43.434787] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:43.435462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:43.453704] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 0.14% [2025-11-22T03:07:43.578219] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 2.5s | Global ETA: 13m 22s [2025-11-22T03:07:43.579149] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:43.579210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:43.580873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:43.581335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:43.582637] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:43.583767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:43.620040] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.12%, Actual: 1.31% [2025-11-22T03:07:43.788569] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.15% [2025-11-22T03:07:43.963402] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.22%, Actual: 0.91% [2025-11-22T03:07:44.001032] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.76% | Symbol ETA: 1m 32s | Global ETA: 13m 22s [2025-11-22T03:07:44.001932] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:44.001993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:44.006925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:44.007755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:44.054480] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 3.2s | Global ETA: 13m 22s [2025-11-22T03:07:44.055415] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:07:44.055482] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:44.060341] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:44.061167] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:44.117826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:44.119958] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:44.122017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:44.123955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:44.124466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:07:44.125529] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:07:44.127231] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:07:44.128296] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:07:44.129050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:44.171212] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.90%, Actual: 0.96% [2025-11-22T03:07:44.181174] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.87% | Symbol ETA: 1.9s | Global ETA: 13m 22s [2025-11-22T03:07:44.182126] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:44.182190] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:44.183906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:44.184410] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:44.185814] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:44.186957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:44.346678] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.64%, Actual: 0.54% [2025-11-22T03:07:44.535870] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.32%, Actual: 0.81% [2025-11-22T03:07:44.578364] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.56% | Symbol ETA: 1m 32s | Global ETA: 13m 22s [2025-11-22T03:07:44.712868] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 0.86% [2025-11-22T03:07:44.745756] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.08% | Symbol ETA: 2.5s | Global ETA: 13m 22s [2025-11-22T03:07:44.746234] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.03%, Actual: 0.10% [2025-11-22T03:07:44.785337] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.42% | Symbol ETA: 1.3s | Global ETA: 13m 22s [2025-11-22T03:07:44.884581] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.08%, Actual: 1.17% [2025-11-22T03:07:44.884806] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 42.7228% [2025-11-22T03:07:44.884886] [INFO ] [main ] BIPC: DISCARDED add_atr_5 (score: 42.72%) [2025-11-22T03:07:44.884928] [INFO ] [main ] BIPC: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:07:44.884960] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T03:07:44.884993] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:44.897300] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:44.898709] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:44.898772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:44.899500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:44.917543] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.32%, Actual: 2.27% [2025-11-22T03:07:44.933595] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 1.26% [2025-11-22T03:07:44.952952] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 7.28%, Actual: 1.81% [2025-11-22T03:07:45.085564] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.02%, Actual: 0.15% [2025-11-22T03:07:45.118538] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.96%, Actual: 2.21% [2025-11-22T03:07:45.141973] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 3.62% [2025-11-22T03:07:45.254044] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 0.24% [2025-11-22T03:07:45.284017] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 2.66%, Actual: 3.98% [2025-11-22T03:07:45.311938] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 0.56% [2025-11-22T03:07:45.422766] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.09% [2025-11-22T03:07:45.449908] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 2.59% [2025-11-22T03:07:45.485664] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.69%, Actual: 1.63% [2025-11-22T03:07:45.498248] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 1m 41s | Global ETA: 13m 22s [2025-11-22T03:07:45.499474] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:45.499547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:45.500468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:45.594981] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.63%, Actual: 0.18% [2025-11-22T03:07:45.618132] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.42%, Actual: 1.80% [2025-11-22T03:07:45.672039] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.36%, Actual: 1.89% [2025-11-22T03:07:45.770551] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.35% [2025-11-22T03:07:45.794214] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.49%, Actual: 3.05% [2025-11-22T03:07:45.848128] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.20%, Actual: 1.98% [2025-11-22T03:07:45.940183] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.78%, Actual: 1.77% [2025-11-22T03:07:45.970580] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 2.29%, Actual: 0.55% [2025-11-22T03:07:46.016606] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.04%, Actual: 0.31% [2025-11-22T03:07:46.103198] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 2.13% | Symbol ETA: 1m 40s | Global ETA: 13m 22s [2025-11-22T03:07:46.104110] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:46.104169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:46.104864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:46.105967] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.76%, Actual: 0.19% [2025-11-22T03:07:46.145393] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 0.09% [2025-11-22T03:07:46.185986] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.54%, Actual: 0.77% [2025-11-22T03:07:46.271884] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.56%, Actual: 0.22% [2025-11-22T03:07:46.272068] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 34.1898% [2025-11-22T03:07:46.272143] [INFO ] [main ] IRT: DISCARDED add_close_to_open_alignment (score: 34.19%) [2025-11-22T03:07:46.272183] [INFO ] [main ] IRT: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:07:46.272214] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_composite_volatility_context'] [2025-11-22T03:07:46.272248] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:46.283292] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:46.284481] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:46.284541] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:46.289398] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:46.290379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:46.313546] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.87%, Actual: 0.87% [2025-11-22T03:07:46.354817] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 0.83% [2025-11-22T03:07:46.494910] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.42%, Actual: 3.13% [2025-11-22T03:07:46.495115] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.8485% [2025-11-22T03:07:46.495210] [INFO ] [main ] FC: DISCARDED add_vol_of_vol (score: 45.85%) [2025-11-22T03:07:46.495264] [INFO ] [main ] FC: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:07:46.495299] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_volatility_decay_ratio'] [2025-11-22T03:07:46.495335] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:46.508002] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:46.509496] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:46.509562] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:46.511448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:46.511999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:46.513390] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:46.514617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:46.524141] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.08%, Actual: 0.05% [2025-11-22T03:07:46.524375] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 51.2172% [2025-11-22T03:07:46.524461] [INFO ] [main ] BWA: DISCARDED add_return_volume_nonlinearity_proxies (score: 51.22%) [2025-11-22T03:07:46.524503] [INFO ] [main ] BWA: Testing feature 42/53: add_shelf_lag [2025-11-22T03:07:46.524538] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_shelf_lag'] [2025-11-22T03:07:46.524573] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:46.537485] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:46.538783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:46.538845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:46.543520] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:46.544327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:46.599952] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:46.601880] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:46.603869] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:46.605349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:46.721953] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.08% | Symbol ETA: 1m 40s | Global ETA: 13m 22s [2025-11-22T03:07:46.727338] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:46.727436] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:46.728208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:46.860509] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 1m 16s | Global ETA: 13m 22s [2025-11-22T03:07:46.861917] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:46.861977] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:46.866721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:46.867682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.116572] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.07% | Symbol ETA: 6.5s | Global ETA: 13m 22s [2025-11-22T03:07:47.117483] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:47.117546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:47.119211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:47.119732] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:47.121059] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:47.122208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.307420] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.95% | Symbol ETA: 9.3s | Global ETA: 13m 22s [2025-11-22T03:07:47.308373] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:47.308436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:47.313141] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:47.314250] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:47.326824] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 1m 39s | Global ETA: 13m 22s [2025-11-22T03:07:47.327765] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:47.327825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:47.328499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.370225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:47.372091] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:47.374082] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:47.375550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.435825] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.62% | Symbol ETA: 1m 15s | Global ETA: 13m 22s [2025-11-22T03:07:47.436745] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:47.436807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:47.441852] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:47.442797] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.704856] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.03% | Symbol ETA: 5.8s | Global ETA: 13m 22s [2025-11-22T03:07:47.705738] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:47.705801] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:47.707444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:47.707939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:47.709244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:47.710386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:47.927693] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.70% | Symbol ETA: 1m 38s | Global ETA: 13m 22s [2025-11-22T03:07:47.928669] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:47.928733] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:47.929433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.013897] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 1m 14s | Global ETA: 13m 22s [2025-11-22T03:07:48.014835] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:48.014900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:48.020055] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:48.021082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.075124] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -2.10% | Symbol ETA: 8.5s | Global ETA: 13m 22s [2025-11-22T03:07:48.076086] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:48.076150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:48.081031] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:48.081895] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:48.138885] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:48.141094] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:48.143198] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:48.144835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.322432] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.52% | Symbol ETA: 5.2s | Global ETA: 13m 22s [2025-11-22T03:07:48.323336] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:48.323399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:48.325104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:48.325592] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:48.326992] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:48.328149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.549417] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 1m 38s | Global ETA: 13m 22s [2025-11-22T03:07:48.550523] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:48.550595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:48.551331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.631152] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 1m 14s | Global ETA: 13m 22s [2025-11-22T03:07:48.632096] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:48.632158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:48.637237] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:48.638234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.873443] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.26% | Symbol ETA: 7.8s | Global ETA: 13m 22s [2025-11-22T03:07:48.874328] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:48.874391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:48.879308] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:48.880109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:48.928175] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.01% | Symbol ETA: 4.6s | Global ETA: 13m 22s [2025-11-22T03:07:48.929071] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:48.929133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:48.930807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:48.931284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:48.932569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:48.933724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:48.938531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:48.940704] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:48.942808] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:48.944394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.151995] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 1m 37s | Global ETA: 13m 22s [2025-11-22T03:07:49.152917] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:49.152980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:49.153686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.236302] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 2.95% | Symbol ETA: 1m 13s | Global ETA: 13m 22s [2025-11-22T03:07:49.237185] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:49.237246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:49.242007] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:49.242931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.532326] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 3.90% | Symbol ETA: 4.0s | Global ETA: 13m 22s [2025-11-22T03:07:49.533251] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:49.533315] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:49.535006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:49.535493] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:49.536856] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:49.538031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.665415] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.01% | Symbol ETA: 7.0s | Global ETA: 13m 22s [2025-11-22T03:07:49.666334] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:49.666398] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:49.671224] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:49.672062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:49.727937] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:49.730032] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:49.732030] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:49.733545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.735378] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.72% | Symbol ETA: 1m 37s | Global ETA: 13m 22s [2025-11-22T03:07:49.736321] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:49.736384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:49.737115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:49.821480] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 1m 13s | Global ETA: 13m 22s [2025-11-22T03:07:49.822408] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:49.822469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:49.827684] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:49.828633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.141067] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 5.07% | Symbol ETA: 3.4s | Global ETA: 13m 23s [2025-11-22T03:07:50.141964] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:50.142028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:50.143717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:50.144222] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:50.145773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:50.146970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.329144] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.09% | Symbol ETA: 1m 36s | Global ETA: 13m 23s [2025-11-22T03:07:50.330051] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:07:50.330112] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:50.330812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.426975] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.63% | Symbol ETA: 1m 12s | Global ETA: 13m 23s [2025-11-22T03:07:50.428555] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:50.428635] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:50.433572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:50.434539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.457801] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.04% | Symbol ETA: 6.3s | Global ETA: 13m 23s [2025-11-22T03:07:50.458836] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:50.458912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:50.464021] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:50.464887] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:50.523783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:50.525842] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:50.527858] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:50.529558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.740366] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 1.51% | Symbol ETA: 2.8s | Global ETA: 13m 23s [2025-11-22T03:07:50.741250] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:50.741313] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:50.742945] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:50.743411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:50.744735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:50.745955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:50.949906] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.59% | Symbol ETA: 1m 35s | Global ETA: 13m 23s [2025-11-22T03:07:51.021238] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.68% | Symbol ETA: 1m 12s | Global ETA: 13m 23s [2025-11-22T03:07:51.022203] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:51.022266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:51.027160] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:51.028182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:51.125150] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 0.89% [2025-11-22T03:07:51.260701] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 5.5s | Global ETA: 13m 23s [2025-11-22T03:07:51.261674] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:51.261739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:51.266751] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:51.267669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:51.299123] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 0.14% [2025-11-22T03:07:51.324265] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:51.326324] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:51.328384] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:51.329944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:51.333242] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 7.64% | Symbol ETA: 2.2s | Global ETA: 13m 23s [2025-11-22T03:07:51.334131] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:51.334193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:51.335826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:51.336292] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:51.337635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:51.338793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:51.474114] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.08%, Actual: 1.31% [2025-11-22T03:07:51.618557] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 1m 11s | Global ETA: 13m 23s [2025-11-22T03:07:51.619490] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:51.619550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:51.624348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:51.625303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:51.644093] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 1.15% [2025-11-22T03:07:51.812842] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.70%, Actual: 0.91% [2025-11-22T03:07:51.943190] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 1.34% | Symbol ETA: 1.6s | Global ETA: 13m 23s [2025-11-22T03:07:51.944081] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:07:51.944143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:51.945772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:51.946291] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:51.947798] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:07:51.948984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:51.980083] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 0.96% [2025-11-22T03:07:52.052187] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 4.7s | Global ETA: 13m 23s [2025-11-22T03:07:52.053117] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:52.053182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:52.058147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:52.058984] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:52.115990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:52.117955] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:52.119907] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:52.121762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:52.149562] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.54% [2025-11-22T03:07:52.207169] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.02% | Symbol ETA: 1m 10s | Global ETA: 13m 23s [2025-11-22T03:07:52.315466] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.72%, Actual: 0.81% [2025-11-22T03:07:52.374269] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.10% [2025-11-22T03:07:52.483192] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.09%, Actual: 0.86% [2025-11-22T03:07:52.542310] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.62%, Actual: 2.27% [2025-11-22T03:07:52.554609] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.02% | Symbol ETA: 1.0s | Global ETA: 13m 23s [2025-11-22T03:07:52.649594] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.59%, Actual: 1.17% [2025-11-22T03:07:52.649818] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 55.3183% [2025-11-22T03:07:52.649900] [INFO ] [main ] BIPC: KEPT add_close_to_open_alignment (score: 55.32%) [2025-11-22T03:07:52.649943] [INFO ] [main ] BIPC: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:07:52.649973] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context'] [2025-11-22T03:07:52.650006] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:07:52.662601] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:52.664100] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:52.664161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:52.664873] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:52.665728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:52.717880] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 0.15% [2025-11-22T03:07:52.725111] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.07%, Actual: 1.81% [2025-11-22T03:07:52.854242] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.51% | Symbol ETA: 3.9s | Global ETA: 13m 23s [2025-11-22T03:07:52.855163] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:52.855229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:52.860268] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:52.861101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:52.896040] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.03%, Actual: 2.21% [2025-11-22T03:07:52.918179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:52.920179] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:52.920893] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.84%, Actual: 0.24% [2025-11-22T03:07:52.922241] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:52.923803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:53.062224] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.52%, Actual: 3.98% [2025-11-22T03:07:53.098265] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 2.95%, Actual: 0.09% [2025-11-22T03:07:53.231407] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.01%, Actual: 2.59% [2025-11-22T03:07:53.263694] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.64% | Symbol ETA: 1m 18s | Global ETA: 13m 23s [2025-11-22T03:07:53.268567] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:53.268663] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:53.269396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:53.269789] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 0.18% [2025-11-22T03:07:53.270273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:53.402174] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 3.90%, Actual: 1.80% [2025-11-22T03:07:53.441998] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.63%, Actual: 0.35% [2025-11-22T03:07:53.590467] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 5.07%, Actual: 3.05% [2025-11-22T03:07:53.615808] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.68%, Actual: 1.77% [2025-11-22T03:07:53.651196] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.64% | Symbol ETA: 3.1s | Global ETA: 13m 23s [2025-11-22T03:07:53.652152] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:53.652223] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:53.657519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:53.658351] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:53.715184] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:53.717247] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:53.719563] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:07:53.721145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:53.778530] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.51%, Actual: 0.55% [2025-11-22T03:07:53.804548] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.13%, Actual: 0.19% [2025-11-22T03:07:53.882314] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 1m 18s | Global ETA: 13m 23s [2025-11-22T03:07:53.883257] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:53.883320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:53.884039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:53.884908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:53.961293] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 7.64%, Actual: 0.09% [2025-11-22T03:07:53.977794] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.02%, Actual: 0.22% [2025-11-22T03:07:53.978004] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 31.9510% [2025-11-22T03:07:53.978106] [INFO ] [main ] IRT: DISCARDED add_composite_volatility_context (score: 31.95%) [2025-11-22T03:07:53.978154] [INFO ] [main ] IRT: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:07:53.978185] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios'] [2025-11-22T03:07:53.978219] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:07:53.990436] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:53.991920] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:53.991984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:53.997059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:53.999719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:54.132178] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 1.34%, Actual: 0.87% [2025-11-22T03:07:54.299235] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.02%, Actual: 3.13% [2025-11-22T03:07:54.299437] [INFO ] [main ] FC: Magnitude Forecast Confidence: 42.2346% [2025-11-22T03:07:54.299515] [INFO ] [main ] FC: DISCARDED add_volatility_decay_ratio (score: 42.23%) [2025-11-22T03:07:54.299559] [INFO ] [main ] FC: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:07:54.299593] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:07:54.299627] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:07:54.311723] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:54.313012] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:54.313077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:54.314754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:54.315255] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:54.316572] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:54.317713] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:54.319712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:54.445219] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.29% | Symbol ETA: 2.3s | Global ETA: 13m 23s [2025-11-22T03:07:54.514529] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.38% | Symbol ETA: 1m 17s | Global ETA: 13m 23s [2025-11-22T03:07:54.515459] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:54.515521] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:54.516271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:54.517187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:54.600701] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.31% | Symbol ETA: 1m 5s | Global ETA: 13m 23s [2025-11-22T03:07:54.601666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:54.601730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:54.606701] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:54.609199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:54.618361] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.95%, Actual: 1.26% [2025-11-22T03:07:54.785552] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -2.10%, Actual: 3.62% [2025-11-22T03:07:54.910521] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 2.87% | Symbol ETA: 6.2s | Global ETA: 13m 23s [2025-11-22T03:07:54.911411] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:54.911473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:54.913131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:54.913595] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:54.914921] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:54.916005] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:54.918379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.085469] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.26%, Actual: 0.56% [2025-11-22T03:07:55.154026] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.26% | Symbol ETA: 1m 17s | Global ETA: 13m 23s [2025-11-22T03:07:55.154988] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:55.155070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:55.155931] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:55.156902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.195622] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.23% | Symbol ETA: 1m 4s | Global ETA: 13m 23s [2025-11-22T03:07:55.196508] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:55.196570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:55.201334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:55.203761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.264713] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.01%, Actual: 1.63% [2025-11-22T03:07:55.431717] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.04%, Actual: 1.89% [2025-11-22T03:07:55.535800] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.11% | Symbol ETA: 5.7s | Global ETA: 13m 23s [2025-11-22T03:07:55.536713] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:55.536775] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:55.538447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:55.538939] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:55.540369] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:55.541447] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:55.543410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.601153] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.98% [2025-11-22T03:07:55.758828] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.52% | Symbol ETA: 1m 16s | Global ETA: 13m 23s [2025-11-22T03:07:55.759746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:55.759809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:55.760502] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:55.761400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.768845] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -1.47%, Actual: 0.31% [2025-11-22T03:07:55.785101] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 1m 3s | Global ETA: 13m 23s [2025-11-22T03:07:55.785972] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:55.786032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:55.790799] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:55.793183] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:55.943943] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.51%, Actual: 0.77% [2025-11-22T03:07:56.114622] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.64%, Actual: 0.83% [2025-11-22T03:07:56.141763] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -2.88% | Symbol ETA: 5.1s | Global ETA: 13m 23s [2025-11-22T03:07:56.142635] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:56.142722] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:56.144334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:56.144831] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:56.146150] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:56.147528] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:56.149852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.284462] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.29%, Actual: 0.05% [2025-11-22T03:07:56.284688] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 32.0380% [2025-11-22T03:07:56.284780] [INFO ] [main ] BWA: DISCARDED add_shelf_lag (score: 32.04%) [2025-11-22T03:07:56.284823] [INFO ] [main ] BWA: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:07:56.284856] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_signed_carry_history_11'] [2025-11-22T03:07:56.284893] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:07:56.297943] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:07:56.299395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:56.299460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:56.304435] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:56.305302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:56.354162] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 1m 15s | Global ETA: 13m 23s [2025-11-22T03:07:56.355077] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:56.355139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:56.355832] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:56.356706] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.365564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:56.367822] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:56.369959] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:56.371503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.375128] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.42% | Symbol ETA: 1m 3s | Global ETA: 13m 23s [2025-11-22T03:07:56.376006] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:56.376068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:56.381029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:56.383518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.743796] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.35% | Symbol ETA: 4.5s | Global ETA: 13m 23s [2025-11-22T03:07:56.744748] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:56.744811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:56.746423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:56.746924] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:56.748238] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:56.749308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:56.751320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.958213] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.10% | Symbol ETA: 1m 15s | Global ETA: 13m 23s [2025-11-22T03:07:56.959167] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:56.959238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:56.960087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:56.961021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:56.983267] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.08% | Symbol ETA: 1m 2s | Global ETA: 13m 23s [2025-11-22T03:07:56.984180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:56.984241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:56.989018] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:56.991406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.004574] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -2.45% | Symbol ETA: 8.7s | Global ETA: 13m 23s [2025-11-22T03:07:57.005457] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:57.005520] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:57.011413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:57.012426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:57.068417] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:57.070422] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:57.072374] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:57.073762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.348913] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -1.56% | Symbol ETA: 3.9s | Global ETA: 13m 24s [2025-11-22T03:07:57.349812] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:57.349876] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:57.351563] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:57.352067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:57.353384] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:57.354541] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:57.356523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.552044] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.40% | Symbol ETA: 1m 14s | Global ETA: 13m 24s [2025-11-22T03:07:57.552945] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:57.553006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:57.553702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:57.554547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.563796] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.04% | Symbol ETA: 1m 1s | Global ETA: 13m 24s [2025-11-22T03:07:57.564719] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:57.564788] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:57.569815] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:57.572309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.679127] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.87% | Symbol ETA: 7.8s | Global ETA: 13m 24s [2025-11-22T03:07:57.680074] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:57.680141] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:57.685148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:57.686036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:57.742879] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:57.744914] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:57.746906] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:57.748315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:57.949674] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 3.3s | Global ETA: 13m 24s [2025-11-22T03:07:57.950578] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:57.950663] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:57.952283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:57.952793] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:57.954143] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:57.955286] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:57.957245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.153727] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 1m 14s | Global ETA: 13m 24s [2025-11-22T03:07:58.154693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:58.154758] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:58.155492] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:07:58.156394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.160978] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.15% | Symbol ETA: 1m 1s | Global ETA: 13m 24s [2025-11-22T03:07:58.161918] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:58.161980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:58.167145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:58.169735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.351472] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 7.1s | Global ETA: 13m 24s [2025-11-22T03:07:58.352359] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:58.352421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:58.357220] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:58.358040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:58.413920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:58.415908] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:58.418584] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:58.420029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.552535] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 2.6s | Global ETA: 13m 24s [2025-11-22T03:07:58.553544] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:58.553607] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:58.555241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:58.555742] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:58.557116] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:58.558212] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:58.560293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.745201] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.68% | Symbol ETA: 1m 0s | Global ETA: 13m 24s [2025-11-22T03:07:58.746088] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:58.746476] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:58.751280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:58.753683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:58.772364] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.18% | Symbol ETA: 1m 13s | Global ETA: 13m 24s [2025-11-22T03:07:58.939573] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.64%, Actual: 0.89% [2025-11-22T03:07:59.032091] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 6.4s | Global ETA: 13m 24s [2025-11-22T03:07:59.032984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:59.033052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:59.037854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:59.038661] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:59.094379] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:59.096363] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:59.098369] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:59.099761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:59.109676] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 0.14% [2025-11-22T03:07:59.156376] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.45% | Symbol ETA: 2.0s | Global ETA: 13m 24s [2025-11-22T03:07:59.157347] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:59.157425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:59.159115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:59.159626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:59.160997] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:59.162068] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:59.164414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:59.278596] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.38%, Actual: 1.31% [2025-11-22T03:07:59.324558] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 59.7s | Global ETA: 13m 24s [2025-11-22T03:07:59.325451] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:07:59.325512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:59.330290] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:07:59.332675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:59.444495] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.26%, Actual: 1.15% [2025-11-22T03:07:59.612897] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.52%, Actual: 0.91% [2025-11-22T03:07:59.720925] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.02% | Symbol ETA: 5.7s | Global ETA: 13m 24s [2025-11-22T03:07:59.721843] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:07:59.721906] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:07:59.726766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:07:59.727625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:07:59.763371] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 4.16% | Symbol ETA: 1.4s | Global ETA: 13m 24s [2025-11-22T03:07:59.764262] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:07:59.764325] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:07:59.765960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:07:59.766436] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:07:59.767820] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:07:59.768938] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:07:59.770937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:59.783607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:07:59.784010] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 0.96% [2025-11-22T03:07:59.785723] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:07:59.787846] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:07:59.789241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:07:59.902818] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.26% | Symbol ETA: 59.1s | Global ETA: 13m 24s [2025-11-22T03:07:59.953410] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.10%, Actual: 0.54% [2025-11-22T03:08:00.083707] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.31%, Actual: 0.10% [2025-11-22T03:08:00.127484] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.40%, Actual: 0.81% [2025-11-22T03:08:00.261170] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.23%, Actual: 2.27% [2025-11-22T03:08:00.297147] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.86% [2025-11-22T03:08:00.376266] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -2.90% | Symbol ETA: 0.8s | Global ETA: 13m 24s [2025-11-22T03:08:00.411527] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.07% | Symbol ETA: 5.1s | Global ETA: 13m 24s [2025-11-22T03:08:00.412447] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:00.412526] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:00.417310] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:00.418152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:00.429053] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.72%, Actual: 0.15% [2025-11-22T03:08:00.466147] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.18%, Actual: 1.17% [2025-11-22T03:08:00.466350] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.4323% [2025-11-22T03:08:00.466402] [INFO ] [main ] BIPC: DISCARDED add_composite_volatility_context (score: 52.43%) [2025-11-22T03:08:00.466443] [INFO ] [main ] BIPC: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:08:00.466476] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios'] [2025-11-22T03:08:00.466511] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:00.473826] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:00.475955] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:00.478060] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:08:00.478190] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:00.479588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:00.479618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:00.479714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:00.480412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:00.482804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:00.544437] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 2.87%, Actual: 1.81% [2025-11-22T03:08:00.596107] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 0.24% [2025-11-22T03:08:00.712417] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.11%, Actual: 2.21% [2025-11-22T03:08:00.766891] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.08%, Actual: 0.09% [2025-11-22T03:08:00.890361] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -2.88%, Actual: 3.98% [2025-11-22T03:08:00.989599] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.04%, Actual: 0.18% [2025-11-22T03:08:01.078759] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.35%, Actual: 2.59% [2025-11-22T03:08:01.085623] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.03% | Symbol ETA: 1m 5s | Global ETA: 13m 24s [2025-11-22T03:08:01.086583] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:01.086670] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:01.087385] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:01.089919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:01.128850] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 4.4s | Global ETA: 13m 24s [2025-11-22T03:08:01.129761] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:01.129824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:01.142854] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:01.143776] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:01.242896] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:01.244965] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:01.246996] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:08:01.248436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:01.353273] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -1.56%, Actual: 1.80% [2025-11-22T03:08:01.355013] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.15%, Actual: 0.35% [2025-11-22T03:08:01.531330] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.68%, Actual: 1.77% [2025-11-22T03:08:01.669840] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 3.05% [2025-11-22T03:08:01.765267] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.19% [2025-11-22T03:08:01.848226] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 0.55% [2025-11-22T03:08:01.858458] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 3.7s | Global ETA: 13m 24s [2025-11-22T03:08:01.859375] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:01.859439] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:01.864246] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:01.865059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:01.882966] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.38% | Symbol ETA: 1m 6s | Global ETA: 13m 24s [2025-11-22T03:08:01.884440] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:01.884501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:01.885209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:01.887572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:01.924125] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:01.926207] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:01.928258] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:08:01.933010] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:02.036433] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 0.09% [2025-11-22T03:08:02.045781] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.26%, Actual: 0.22% [2025-11-22T03:08:02.046004] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 45.7902% [2025-11-22T03:08:02.046139] [INFO ] [main ] IRT: KEPT add_day_shape_ratios (score: 45.79%) [2025-11-22T03:08:02.046187] [INFO ] [main ] IRT: Testing feature 8/53: add_directional_consistency [2025-11-22T03:08:02.046221] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T03:08:02.046258] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:02.058373] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:02.059815] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:02.059880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:02.064874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:02.067496] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:02.199373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:02.214488] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 4.16%, Actual: 0.87% [2025-11-22T03:08:02.390659] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.90%, Actual: 3.13% [2025-11-22T03:08:02.390865] [INFO ] [main ] FC: Magnitude Forecast Confidence: 44.6138% [2025-11-22T03:08:02.390951] [INFO ] [main ] FC: DISCARDED add_volatility_state_percentiles (score: 44.61%) [2025-11-22T03:08:02.390996] [INFO ] [main ] FC: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:08:02.391051] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_volume_dispersion'] [2025-11-22T03:08:02.391089] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:08:02.403981] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:02.405553] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:02.405617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:02.407371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:02.407963] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:02.409405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:02.410931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:02.509375] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 1m 5s | Global ETA: 13m 24s [2025-11-22T03:08:02.510291] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:02.510353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:02.511083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:02.513557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:02.543263] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 3.0s | Global ETA: 13m 24s [2025-11-22T03:08:02.544266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:02.544331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:02.549507] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:02.550494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:02.605362] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:02.607466] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:02.609490] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:08:02.611037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:02.790203] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 58.4s | Global ETA: 13m 24s [2025-11-22T03:08:02.791134] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:02.791202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:02.796510] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:02.799096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:02.929398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.029173] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.88% | Symbol ETA: 6.3s | Global ETA: 13m 24s [2025-11-22T03:08:03.030075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:03.030139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:03.031832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:03.032330] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:03.033696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:03.035078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.137814] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.36% | Symbol ETA: 1m 4s | Global ETA: 13m 24s [2025-11-22T03:08:03.139204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:03.139264] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:03.139991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:03.142355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.214953] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.16% | Symbol ETA: 2.3s | Global ETA: 13m 24s [2025-11-22T03:08:03.384087] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.45%, Actual: 1.26% [2025-11-22T03:08:03.514351] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.87% | Symbol ETA: 57.7s | Global ETA: 13m 24s [2025-11-22T03:08:03.515253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:03.515314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:03.520070] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:03.522850] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:03.553734] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.87%, Actual: 3.62% [2025-11-22T03:08:03.648244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.662803] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -2.51% | Symbol ETA: 5.7s | Global ETA: 13m 24s [2025-11-22T03:08:03.663795] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:03.663860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:03.665509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:03.666093] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:03.667465] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:03.668866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.726405] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 0.56% [2025-11-22T03:08:03.747132] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.73% | Symbol ETA: 1m 3s | Global ETA: 13m 24s [2025-11-22T03:08:03.748040] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:03.748101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:03.748820] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:03.751147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:03.894868] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.63% [2025-11-22T03:08:04.064200] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.02%, Actual: 1.89% [2025-11-22T03:08:04.230746] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.09% | Symbol ETA: 56.9s | Global ETA: 13m 25s [2025-11-22T03:08:04.231802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:04.231864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:04.233845] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.07%, Actual: 1.98% [2025-11-22T03:08:04.236770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:04.239183] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:04.287730] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 5.1s | Global ETA: 13m 25s [2025-11-22T03:08:04.288574] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:04.288654] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:04.290266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:04.290764] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:04.292190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:04.293591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:04.343145] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 1m 3s | Global ETA: 13m 25s [2025-11-22T03:08:04.344039] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:04.344100] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:04.344787] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:04.347096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:04.362736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:04.401769] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.31% [2025-11-22T03:08:04.568981] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 0.77% [2025-11-22T03:08:04.760179] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 0.83% [2025-11-22T03:08:04.896432] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 4.4s | Global ETA: 13m 25s [2025-11-22T03:08:04.897568] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:04.897631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:04.899356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:04.900225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:04.901536] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:04.902934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:04.929571] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.16%, Actual: 0.05% [2025-11-22T03:08:04.929803] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 42.9381% [2025-11-22T03:08:04.929884] [INFO ] [main ] BWA: DISCARDED add_signed_carry_history_11 (score: 42.94%) [2025-11-22T03:08:04.929926] [INFO ] [main ] BWA: Testing feature 44/53: add_sma_ratio [2025-11-22T03:08:04.929960] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_sma_ratio'] [2025-11-22T03:08:04.929994] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:04.942789] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:04.944266] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:04.944327] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:04.945420] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 56.2s | Global ETA: 13m 25s [2025-11-22T03:08:04.946291] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:04.946353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:04.949142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:04.949972] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:04.951129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:04.953518] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:04.971698] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.88% | Symbol ETA: 1m 2s | Global ETA: 13m 25s [2025-11-22T03:08:04.972756] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:04.972858] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:04.973562] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:04.976214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.007708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:05.009827] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:05.011886] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:05.012690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.077163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.504916] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.39% | Symbol ETA: 3.8s | Global ETA: 13m 25s [2025-11-22T03:08:05.505828] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:05.505889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:05.507543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:05.508063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:05.509385] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:05.510753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.569707] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.89% | Symbol ETA: 1m 1s | Global ETA: 13m 25s [2025-11-22T03:08:05.571089] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:05.571149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:05.571842] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:05.574188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.621479] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.90% | Symbol ETA: 7.9s | Global ETA: 13m 25s [2025-11-22T03:08:05.622378] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:05.622440] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:05.627181] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:05.628001] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:05.652613] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.34% | Symbol ETA: 55.5s | Global ETA: 13m 25s [2025-11-22T03:08:05.653501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:05.653563] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:05.658371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:05.660781] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:05.685098] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:05.687207] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:05.689279] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:05.690133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:05.784636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.122303] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 1.70% | Symbol ETA: 3.2s | Global ETA: 13m 25s [2025-11-22T03:08:06.123203] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:06.123267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:06.124905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:06.125383] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:06.126692] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:06.128051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.188744] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.88% | Symbol ETA: 1m 1s | Global ETA: 13m 25s [2025-11-22T03:08:06.189612] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:06.189706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:06.190393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:06.192715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.295226] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 7.2s | Global ETA: 13m 25s [2025-11-22T03:08:06.296120] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:06.296182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:06.300965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:06.301778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:06.358970] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:06.361030] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:06.363020] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:06.363820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.369714] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 54.7s | Global ETA: 13m 25s [2025-11-22T03:08:06.370584] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:06.370663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:06.375437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:06.377858] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:06.500298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.733496] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 2.5s | Global ETA: 13m 25s [2025-11-22T03:08:06.734408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:06.734473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:06.736202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:06.736752] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:06.738104] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:06.739473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:06.785894] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.30% | Symbol ETA: 59.9s | Global ETA: 13m 25s [2025-11-22T03:08:06.953618] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.03%, Actual: 0.89% [2025-11-22T03:08:06.960778] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.19% | Symbol ETA: 6.5s | Global ETA: 13m 25s [2025-11-22T03:08:06.961682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:06.961744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:06.966437] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:06.967222] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:07.026164] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:07.028032] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:07.029996] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:07.030790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:07.121238] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.38%, Actual: 0.14% [2025-11-22T03:08:07.130678] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 54.0s | Global ETA: 13m 25s [2025-11-22T03:08:07.131556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:07.131618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:07.136367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:07.138818] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:07.259994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:07.288606] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.96%, Actual: 1.31% [2025-11-22T03:08:07.345044] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.48% | Symbol ETA: 1.9s | Global ETA: 13m 25s [2025-11-22T03:08:07.345965] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:07.346031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:07.347796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:07.348301] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:07.349689] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:07.351240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:07.456927] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 1.15% [2025-11-22T03:08:07.625176] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.41% | Symbol ETA: 5.8s | Global ETA: 13m 25s [2025-11-22T03:08:07.625297] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.73%, Actual: 0.91% [2025-11-22T03:08:07.626078] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:07.626142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:07.630888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:07.631662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:07.687720] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:07.689534] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:07.691496] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:07.692280] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:07.793183] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.00%, Actual: 0.96% [2025-11-22T03:08:07.834853] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.13% | Symbol ETA: 53.3s | Global ETA: 13m 25s [2025-11-22T03:08:07.835741] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:07.835803] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:07.840501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:07.842899] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:07.961414] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.88%, Actual: 0.54% [2025-11-22T03:08:07.964996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:07.965586] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 1.3s | Global ETA: 13m 25s [2025-11-22T03:08:07.966517] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:07.966580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:07.968302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:07.968832] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:07.970213] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:07.971612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:08.130428] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.89%, Actual: 0.81% [2025-11-22T03:08:08.288462] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 5.2s | Global ETA: 13m 25s [2025-11-22T03:08:08.289371] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:08.289432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:08.294126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:08.294916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:08.299777] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.88%, Actual: 0.86% [2025-11-22T03:08:08.350942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:08.352769] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:08.354735] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:08.355500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:08.467628] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.30%, Actual: 1.17% [2025-11-22T03:08:08.467855] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 46.7629% [2025-11-22T03:08:08.467932] [INFO ] [main ] BIPC: DISCARDED add_day_shape_ratios (score: 46.76%) [2025-11-22T03:08:08.467975] [INFO ] [main ] BIPC: Testing feature 8/53: add_directional_consistency [2025-11-22T03:08:08.468006] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency'] [2025-11-22T03:08:08.468048] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:08.479817] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:08.481263] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:08.481323] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:08.482037] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:08.538573] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.50% | Symbol ETA: 52.6s | Global ETA: 13m 25s [2025-11-22T03:08:08.539458] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:08.539519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:08.544226] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:08.546598] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:08.563432] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.70% | Symbol ETA: 0.7s | Global ETA: 13m 25s [2025-11-22T03:08:08.608608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:08.668128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:08.731305] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.88%, Actual: 1.81% [2025-11-22T03:08:08.897985] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.51%, Actual: 2.21% [2025-11-22T03:08:08.954329] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 4.5s | Global ETA: 13m 25s [2025-11-22T03:08:08.955216] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:08.955277] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:08.960062] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:08.960880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:09.017044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:09.018880] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:09.020838] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:09.021599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:09.069407] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 3.98% [2025-11-22T03:08:09.203814] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 57.9s | Global ETA: 13m 25s [2025-11-22T03:08:09.204820] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:09.204883] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:09.205586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:09.234955] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 0.48%, Actual: 2.59% [2025-11-22T03:08:09.241031] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 51.9s | Global ETA: 13m 25s [2025-11-22T03:08:09.333456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:09.400858] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.39%, Actual: 1.80% [2025-11-22T03:08:09.407021] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.10% [2025-11-22T03:08:09.568329] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 1.70%, Actual: 3.05% [2025-11-22T03:08:09.576936] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.87%, Actual: 2.27% [2025-11-22T03:08:09.614940] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 3.8s | Global ETA: 13m 25s [2025-11-22T03:08:09.615824] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:09.615886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:09.620665] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:09.621435] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:09.676842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:09.678789] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:09.680812] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:09.681598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:09.735436] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 0.70%, Actual: 0.55% [2025-11-22T03:08:09.745705] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 0.15% [2025-11-22T03:08:09.903492] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.48%, Actual: 0.09% [2025-11-22T03:08:09.913186] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 0.24% [2025-11-22T03:08:09.926170] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 2.16% | Symbol ETA: 57.2s | Global ETA: 13m 25s [2025-11-22T03:08:09.927113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:09.927176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:09.927973] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:10.058067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.077832] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.34%, Actual: 0.09% [2025-11-22T03:08:10.098417] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 0.10%, Actual: 0.87% [2025-11-22T03:08:10.242244] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 0.18% [2025-11-22T03:08:10.273592] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.35% | Symbol ETA: 3.1s | Global ETA: 13m 25s [2025-11-22T03:08:10.274473] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:10.274534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:10.276283] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.70%, Actual: 3.13% [2025-11-22T03:08:10.276476] [INFO ] [main ] FC: Magnitude Forecast Confidence: 42.4317% [2025-11-22T03:08:10.276554] [INFO ] [main ] FC: DISCARDED add_volume_dispersion (score: 42.43%) [2025-11-22T03:08:10.276596] [INFO ] [main ] FC: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:08:10.276664] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_volume_flow_differentials'] [2025-11-22T03:08:10.276704] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:08:10.279326] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:10.280114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:10.288692] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:10.290136] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:10.290198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:10.292225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:10.292762] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:10.294156] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:10.296961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.336588] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:10.338436] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:10.340396] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:10.341186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.406833] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 0.35% [2025-11-22T03:08:10.571615] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.13%, Actual: 1.77% [2025-11-22T03:08:10.659996] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 56.5s | Global ETA: 13m 25s [2025-11-22T03:08:10.660887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:10.660951] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:10.661622] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:10.736084] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.50%, Actual: 0.19% [2025-11-22T03:08:10.784464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.900212] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.45%, Actual: 0.22% [2025-11-22T03:08:10.900418] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 34.6997% [2025-11-22T03:08:10.900470] [INFO ] [main ] IRT: DISCARDED add_directional_consistency (score: 34.70%) [2025-11-22T03:08:10.900508] [INFO ] [main ] IRT: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:08:10.900538] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T03:08:10.900572] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:10.908928] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 6.1s | Global ETA: 13m 25s [2025-11-22T03:08:10.909821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:10.909882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:10.911559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:10.912051] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:10.912617] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:10.913340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:10.913937] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:10.913998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:10.916307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.918729] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:10.921168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:10.922776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:10.935153] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 2.5s | Global ETA: 13m 25s [2025-11-22T03:08:10.936085] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:10.936149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:10.941074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:10.941969] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:10.998044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:11.000100] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:11.002078] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:08:11.002867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:11.381239] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 55.8s | Global ETA: 13m 26s [2025-11-22T03:08:11.382194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:11.382257] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:11.383327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:11.493369] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 53.9s | Global ETA: 13m 26s [2025-11-22T03:08:11.494569] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:11.494629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:11.499373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:11.501749] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:11.503331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:11.518779] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.09% | Symbol ETA: 5.4s | Global ETA: 13m 26s [2025-11-22T03:08:11.519724] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:11.519789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:11.521487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:11.522067] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:11.523658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:11.524970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:11.526433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:11.601335] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.18% | Symbol ETA: 1.8s | Global ETA: 13m 26s [2025-11-22T03:08:11.767389] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.26% [2025-11-22T03:08:11.932492] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 3.62% [2025-11-22T03:08:12.074789] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 53.3s | Global ETA: 13m 26s [2025-11-22T03:08:12.075681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:12.075742] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:12.080450] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:12.082848] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:12.084443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:12.105956] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.19%, Actual: 0.56% [2025-11-22T03:08:12.124099] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 55.1s | Global ETA: 13m 26s [2025-11-22T03:08:12.125049] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:12.125114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:12.125838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:12.129111] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.07% | Symbol ETA: 4.8s | Global ETA: 13m 26s [2025-11-22T03:08:12.129998] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:12.130061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:12.131728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:12.132227] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:12.133540] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:12.136236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:12.253213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:12.273871] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.41%, Actual: 1.63% [2025-11-22T03:08:12.453163] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 1.89% [2025-11-22T03:08:12.621565] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.02%, Actual: 1.98% [2025-11-22T03:08:12.654516] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.04% | Symbol ETA: 52.8s | Global ETA: 13m 26s [2025-11-22T03:08:12.655406] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:12.655466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:12.660193] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:12.662550] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:12.664147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:12.735630] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 4.2s | Global ETA: 13m 26s [2025-11-22T03:08:12.736512] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:12.736574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:12.738304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:12.738851] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:12.740206] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:12.743079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:12.786083] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.31% [2025-11-22T03:08:12.869300] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.03% | Symbol ETA: 54.4s | Global ETA: 13m 26s [2025-11-22T03:08:12.870192] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:12.870252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:12.870942] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:12.952509] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.35%, Actual: 0.77% [2025-11-22T03:08:12.995084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.129749] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 0.83% [2025-11-22T03:08:13.234095] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.47% | Symbol ETA: 52.2s | Global ETA: 13m 26s [2025-11-22T03:08:13.234980] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:13.235057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:13.239801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:13.242165] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:13.243773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.300817] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.18%, Actual: 0.05% [2025-11-22T03:08:13.301048] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 48.8501% [2025-11-22T03:08:13.301136] [INFO ] [main ] BWA: DISCARDED add_sma_ratio (score: 48.85%) [2025-11-22T03:08:13.301181] [INFO ] [main ] BWA: Testing feature 45/53: add_true_range [2025-11-22T03:08:13.301215] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_true_range'] [2025-11-22T03:08:13.301252] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:13.314869] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:13.316406] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:13.316471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:13.321552] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:13.322507] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:13.343961] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 3.5s | Global ETA: 13m 26s [2025-11-22T03:08:13.344850] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:13.344912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:13.346537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:13.347043] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:13.348380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:13.351060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.380764] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:13.382981] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:13.385106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:13.387120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.582680] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.24% | Symbol ETA: 53.6s | Global ETA: 13m 26s [2025-11-22T03:08:13.583590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:13.583671] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:13.584334] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:13.709027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.822189] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.40% | Symbol ETA: 51.6s | Global ETA: 13m 26s [2025-11-22T03:08:13.823104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:13.823167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:13.827946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:13.830334] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:13.831954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:13.963798] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.22% | Symbol ETA: 2.9s | Global ETA: 13m 26s [2025-11-22T03:08:13.964694] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:13.964784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:13.966440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:13.967091] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:13.968484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:13.971257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:14.019244] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.23% | Symbol ETA: 7.9s | Global ETA: 13m 26s [2025-11-22T03:08:14.020209] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:14.020275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:14.025215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:14.026090] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:14.082874] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:14.084865] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:14.086996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:14.088953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:14.358472] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.00% | Symbol ETA: 52.9s | Global ETA: 13m 26s [2025-11-22T03:08:14.359355] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:14.359416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:14.360105] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:14.412020] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.31% | Symbol ETA: 51.0s | Global ETA: 13m 26s [2025-11-22T03:08:14.412893] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:14.412954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:14.417748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:14.420113] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:14.421748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:14.482795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:14.568429] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -1.95% | Symbol ETA: 2.3s | Global ETA: 13m 26s [2025-11-22T03:08:14.569309] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:14.569371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:14.571056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:14.571541] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:14.572861] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:14.575520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:14.693552] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.19% | Symbol ETA: 7.0s | Global ETA: 13m 26s [2025-11-22T03:08:14.694508] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:14.694571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:14.699368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:14.700171] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:14.756538] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:14.758533] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:14.760515] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:14.762411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.006028] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 50.5s | Global ETA: 13m 26s [2025-11-22T03:08:15.006911] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:15.006970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:15.011888] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:15.014288] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:15.015913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.070625] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.63% | Symbol ETA: 52.2s | Global ETA: 13m 26s [2025-11-22T03:08:15.071566] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:15.071627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:15.072368] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:08:15.171924] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 3.17% | Symbol ETA: 1.7s | Global ETA: 13m 26s [2025-11-22T03:08:15.172805] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:15.172867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:15.174493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:15.175002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:15.176308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:15.179108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.194734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.374472] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.08% | Symbol ETA: 6.3s | Global ETA: 13m 26s [2025-11-22T03:08:15.375352] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:15.375414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:15.380139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:15.380943] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:15.436886] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:15.438862] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:15.440929] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:15.442770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.603091] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 49.9s | Global ETA: 13m 26s [2025-11-22T03:08:15.604028] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:15.604092] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:15.609122] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:15.611658] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:15.613350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.773232] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1.1s | Global ETA: 13m 26s [2025-11-22T03:08:15.774125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:15.774187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:15.775840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:15.776323] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:15.777703] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:15.778620] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.28% | Symbol ETA: 51.4s | Global ETA: 13m 26s [2025-11-22T03:08:15.780520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:15.946170] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 0.89% [2025-11-22T03:08:16.041454] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.15% | Symbol ETA: 5.6s | Global ETA: 13m 26s [2025-11-22T03:08:16.042409] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:16.042475] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:16.047431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:16.048271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:16.104824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:16.110120] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:16.111309] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 2.16%, Actual: 0.14% [2025-11-22T03:08:16.112228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:16.114238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:16.205878] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 49.3s | Global ETA: 13m 26s [2025-11-22T03:08:16.206773] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:16.207144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:16.211944] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:16.214350] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:16.216011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:16.281751] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 1.31% [2025-11-22T03:08:16.376932] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -4.89% | Symbol ETA: 0.5s | Global ETA: 13m 26s [2025-11-22T03:08:16.448128] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.15% [2025-11-22T03:08:16.544372] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 0.35%, Actual: 1.81% [2025-11-22T03:08:16.613120] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 0.91% [2025-11-22T03:08:16.710369] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.09%, Actual: 2.21% [2025-11-22T03:08:16.738348] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 4.9s | Global ETA: 13m 26s [2025-11-22T03:08:16.739291] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:16.739356] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:16.744389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:16.745211] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:16.781509] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.03%, Actual: 0.96% [2025-11-22T03:08:16.791334] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 48.7s | Global ETA: 13m 26s [2025-11-22T03:08:16.801187] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:16.803257] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:16.805314] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:16.807264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:16.877272] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.07%, Actual: 3.98% [2025-11-22T03:08:16.946882] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.54% [2025-11-22T03:08:16.958128] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.10% [2025-11-22T03:08:17.045087] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -2.51%, Actual: 2.59% [2025-11-22T03:08:17.114504] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.00%, Actual: 0.81% [2025-11-22T03:08:17.125498] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 2.27% [2025-11-22T03:08:17.213837] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 1.80% [2025-11-22T03:08:17.280003] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.63%, Actual: 0.86% [2025-11-22T03:08:17.293947] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.04%, Actual: 0.15% [2025-11-22T03:08:17.383146] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.22%, Actual: 3.05% [2025-11-22T03:08:17.418744] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.66% | Symbol ETA: 4.3s | Global ETA: 13m 26s [2025-11-22T03:08:17.419623] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:17.419706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:17.424487] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:17.425273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:17.447146] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.28%, Actual: 1.17% [2025-11-22T03:08:17.447363] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 50.8722% [2025-11-22T03:08:17.447460] [INFO ] [main ] BIPC: DISCARDED add_directional_consistency (score: 50.87%) [2025-11-22T03:08:17.447504] [INFO ] [main ] BIPC: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:08:17.447535] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_fullday_parkinson_range'] [2025-11-22T03:08:17.447569] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:17.460014] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:17.460786] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.47%, Actual: 0.24% [2025-11-22T03:08:17.461458] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:17.461519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:17.462243] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:17.463822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:17.480716] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:17.482784] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:17.484795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:17.486672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:17.554327] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -1.95%, Actual: 0.55% [2025-11-22T03:08:17.626281] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.40%, Actual: 0.09% [2025-11-22T03:08:17.726416] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 3.17%, Actual: 0.09% [2025-11-22T03:08:17.793624] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 0.18% [2025-11-22T03:08:17.896275] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.87% [2025-11-22T03:08:17.961096] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.35% [2025-11-22T03:08:18.054673] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 54.7s | Global ETA: 13m 26s [2025-11-22T03:08:18.055552] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:18.055613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:18.056360] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:18.058510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.066742] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -4.89%, Actual: 3.13% [2025-11-22T03:08:18.066947] [INFO ] [main ] FC: Magnitude Forecast Confidence: 45.2421% [2025-11-22T03:08:18.067036] [INFO ] [main ] FC: DISCARDED add_volume_flow_differentials (score: 45.24%) [2025-11-22T03:08:18.067080] [INFO ] [main ] FC: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:08:18.067113] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_volume_pressure_into_close'] [2025-11-22T03:08:18.067146] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:08:18.079715] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:18.081173] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:18.081234] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:18.082988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:18.083524] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:18.084939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:18.086549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.093756] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 3.6s | Global ETA: 13m 26s [2025-11-22T03:08:18.094631] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:18.094719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:18.099474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:18.100275] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:18.128568] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 1.77% [2025-11-22T03:08:18.156406] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:18.158505] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:18.160476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:18.162372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.294431] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.19% [2025-11-22T03:08:18.460846] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.22% [2025-11-22T03:08:18.461048] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.0672% [2025-11-22T03:08:18.461130] [INFO ] [main ] IRT: DISCARDED add_fullday_parkinson_range (score: 37.07%) [2025-11-22T03:08:18.461172] [INFO ] [main ] IRT: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:08:18.461202] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T03:08:18.461236] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:18.472957] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:18.474304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:18.474365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:18.479159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:18.481633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:18.525682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.654173] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 54.2s | Global ETA: 13m 27s [2025-11-22T03:08:18.655096] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:18.655157] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:18.655844] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:18.657423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.709708] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 6.96% | Symbol ETA: 6.0s | Global ETA: 13m 27s [2025-11-22T03:08:18.710625] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:18.710727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:18.712449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:18.712986] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:18.714357] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:18.716048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:18.763810] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.31% | Symbol ETA: 2.9s | Global ETA: 13m 27s [2025-11-22T03:08:18.764719] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:18.764781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:18.769525] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:18.770314] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:18.825695] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:18.827527] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:18.829475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:18.831259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.102198] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.49% | Symbol ETA: 41.8s | Global ETA: 13m 27s [2025-11-22T03:08:19.103094] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:19.103154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:19.107867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:19.110254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:19.153937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.250935] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.50% | Symbol ETA: 53.6s | Global ETA: 13m 27s [2025-11-22T03:08:19.251826] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:19.251887] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:19.252593] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:19.254266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.334516] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -3.38% | Symbol ETA: 5.3s | Global ETA: 13m 27s [2025-11-22T03:08:19.335406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:19.335467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:19.337137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:19.337637] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:19.339012] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:19.340612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.446370] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.79% | Symbol ETA: 2.2s | Global ETA: 13m 27s [2025-11-22T03:08:19.447267] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:19.447346] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:19.452044] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:19.452831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:19.508707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:19.510784] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:19.512756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:19.514593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.732221] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 41.2s | Global ETA: 13m 27s [2025-11-22T03:08:19.733122] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:19.733184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:19.737916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:19.740310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:19.784871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.850083] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.80% | Symbol ETA: 53.0s | Global ETA: 13m 27s [2025-11-22T03:08:19.851015] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:19.851078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:19.851797] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:19.853434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:19.961326] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: 0.99% | Symbol ETA: 4.7s | Global ETA: 13m 27s [2025-11-22T03:08:19.962264] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:19.962330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:19.964089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:19.964607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:19.965990] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:19.967734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:20.113294] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.98% | Symbol ETA: 1.5s | Global ETA: 13m 27s [2025-11-22T03:08:20.278035] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.23%, Actual: 1.26% [2025-11-22T03:08:20.374950] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.76% | Symbol ETA: 40.6s | Global ETA: 13m 27s [2025-11-22T03:08:20.376008] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:20.376074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:20.381589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:20.384268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:20.432233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:20.442436] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.19%, Actual: 3.62% [2025-11-22T03:08:20.443431] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.86% | Symbol ETA: 52.4s | Global ETA: 13m 27s [2025-11-22T03:08:20.444317] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:20.444379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:20.445077] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:20.446667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:20.560420] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 4.0s | Global ETA: 13m 27s [2025-11-22T03:08:20.561311] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:20.561371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:20.563020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:20.563494] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:20.564824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:20.566424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:20.608216] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.08%, Actual: 0.56% [2025-11-22T03:08:20.855026] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.15%, Actual: 1.63% [2025-11-22T03:08:21.018920] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.98% | Symbol ETA: 39.9s | Global ETA: 13m 27s [2025-11-22T03:08:21.019820] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:21.019880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:21.024572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:21.026956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:21.043307] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 1.89% [2025-11-22T03:08:21.061775] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.91% | Symbol ETA: 51.8s | Global ETA: 13m 27s [2025-11-22T03:08:21.062728] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:21.062797] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:21.063494] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:21.065119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.069857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.161332] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.44% | Symbol ETA: 3.4s | Global ETA: 13m 27s [2025-11-22T03:08:21.162226] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:21.162288] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:21.163942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:21.164423] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:21.165729] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:21.167297] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.212822] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.66%, Actual: 1.98% [2025-11-22T03:08:21.380570] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.31% [2025-11-22T03:08:21.549320] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.31%, Actual: 0.77% [2025-11-22T03:08:21.655756] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.18% | Symbol ETA: 51.2s | Global ETA: 13m 27s [2025-11-22T03:08:21.656627] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:21.656711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:21.657371] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:21.659002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.662351] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 39.3s | Global ETA: 13m 27s [2025-11-22T03:08:21.663235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:21.663297] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:21.668140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:21.670612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:21.715958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.717776] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.79%, Actual: 0.83% [2025-11-22T03:08:21.763417] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: 2.47% | Symbol ETA: 2.8s | Global ETA: 13m 27s [2025-11-22T03:08:21.764327] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:21.764388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:21.766049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:21.766537] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:21.767890] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:21.769488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:21.888146] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.98%, Actual: 0.05% [2025-11-22T03:08:21.888380] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 39.7742% [2025-11-22T03:08:21.888472] [INFO ] [main ] BWA: DISCARDED add_true_range (score: 39.77%) [2025-11-22T03:08:21.888518] [INFO ] [main ] BWA: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:08:21.888569] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_vol_of_vol'] [2025-11-22T03:08:21.888605] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:21.901587] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:21.903085] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:21.903150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:21.908130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:21.908970] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:21.965800] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:21.967731] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:21.969735] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:21.970866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.242940] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.45% | Symbol ETA: 50.6s | Global ETA: 13m 27s [2025-11-22T03:08:22.243842] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:22.243903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:22.244568] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:22.246148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.293674] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.70% | Symbol ETA: 38.7s | Global ETA: 13m 27s [2025-11-22T03:08:22.294530] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:22.294590] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:22.299326] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:22.301743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:22.345071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.377712] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 2.52% | Symbol ETA: 2.2s | Global ETA: 13m 27s [2025-11-22T03:08:22.378575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:22.378682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:22.380313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:22.380839] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:22.382180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:22.383850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.579008] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 7.4s | Global ETA: 13m 27s [2025-11-22T03:08:22.579905] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:22.579970] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:22.584794] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:22.585561] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:22.642766] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:22.644794] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:22.646766] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:22.647900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.867876] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 50.0s | Global ETA: 13m 27s [2025-11-22T03:08:22.868810] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:22.868873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:22.869637] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:08:22.871479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:22.953458] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 38.0s | Global ETA: 13m 27s [2025-11-22T03:08:22.954339] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:22.954401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:22.959235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:22.961738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:22.976896] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 5.78% | Symbol ETA: 1.5s | Global ETA: 13m 27s [2025-11-22T03:08:22.977813] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:22.977886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:22.979500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:22.980005] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:22.981306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:22.982930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:23.006371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:23.259006] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 6.8s | Global ETA: 13m 27s [2025-11-22T03:08:23.259965] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:23.260040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:23.264944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:23.265757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:23.322338] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:23.324322] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:23.326425] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:23.327606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:23.487484] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.83% | Symbol ETA: 49.4s | Global ETA: 13m 27s [2025-11-22T03:08:23.582048] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -1.90% | Symbol ETA: 0.9s | Global ETA: 13m 27s [2025-11-22T03:08:23.582937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:23.583000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:23.584622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:23.585126] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:23.586410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:08:23.588041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:23.598398] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.02% | Symbol ETA: 37.4s | Global ETA: 13m 27s [2025-11-22T03:08:23.599873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:23.599936] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:23.604946] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:23.607547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:23.653742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:23.664224] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.89% [2025-11-22T03:08:23.831241] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.70%, Actual: 0.14% [2025-11-22T03:08:23.937391] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.72% | Symbol ETA: 6.1s | Global ETA: 13m 27s [2025-11-22T03:08:23.938310] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:23.938372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:23.943207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:23.943997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:23.999523] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.50%, Actual: 1.31% [2025-11-22T03:08:23.999881] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:24.001732] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:24.003844] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:24.005000] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:24.169743] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.80%, Actual: 1.15% [2025-11-22T03:08:24.199450] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -3.21% | Symbol ETA: 0.3s | Global ETA: 13m 27s [2025-11-22T03:08:24.241575] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 36.8s | Global ETA: 13m 27s [2025-11-22T03:08:24.242493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:24.242557] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:24.247346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:24.249854] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:24.293204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:24.342801] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.86%, Actual: 0.91% [2025-11-22T03:08:24.374105] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 6.96%, Actual: 1.81% [2025-11-22T03:08:24.515816] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.91%, Actual: 0.96% [2025-11-22T03:08:24.550752] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -3.38%, Actual: 2.21% [2025-11-22T03:08:24.608884] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.53% | Symbol ETA: 5.4s | Global ETA: 13m 27s [2025-11-22T03:08:24.609823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:24.609890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:24.614714] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:24.615496] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:24.669882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:24.671839] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:24.673822] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:24.674968] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:24.686404] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.18%, Actual: 0.54% [2025-11-22T03:08:24.725920] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 3.98% [2025-11-22T03:08:24.855799] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.45%, Actual: 0.81% [2025-11-22T03:08:24.874427] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.32% | Symbol ETA: 36.1s | Global ETA: 13m 27s [2025-11-22T03:08:24.905431] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 2.59% [2025-11-22T03:08:25.027481] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.86% [2025-11-22T03:08:25.040717] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.49%, Actual: 0.10% [2025-11-22T03:08:25.077469] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.44%, Actual: 1.80% [2025-11-22T03:08:25.197855] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.83%, Actual: 1.17% [2025-11-22T03:08:25.198053] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 47.2455% [2025-11-22T03:08:25.198130] [INFO ] [main ] BIPC: DISCARDED add_fullday_parkinson_range (score: 47.25%) [2025-11-22T03:08:25.198173] [INFO ] [main ] BIPC: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:08:25.198204] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_gap_fill_state'] [2025-11-22T03:08:25.198238] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:25.210359] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 2.27% [2025-11-22T03:08:25.210423] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:25.211815] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:25.211877] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:25.212574] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:25.244919] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 2.47%, Actual: 3.05% [2025-11-22T03:08:25.259034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:25.272685] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 4.7s | Global ETA: 13m 27s [2025-11-22T03:08:25.273578] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:25.273667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:25.278489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:25.279332] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:25.334060] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:25.336109] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:25.338119] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:25.342486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:25.378115] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.76%, Actual: 0.15% [2025-11-22T03:08:25.416094] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 2.52%, Actual: 0.55% [2025-11-22T03:08:25.556521] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.98%, Actual: 0.24% [2025-11-22T03:08:25.586598] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 5.78%, Actual: 0.09% [2025-11-22T03:08:25.731199] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.03%, Actual: 0.09% [2025-11-22T03:08:25.755958] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -1.90%, Actual: 0.87% [2025-11-22T03:08:25.865498] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.70% | Symbol ETA: 42.9s | Global ETA: 13m 28s [2025-11-22T03:08:25.866400] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:25.866461] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:25.867158] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:25.902836] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.70%, Actual: 0.18% [2025-11-22T03:08:25.912315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:25.925911] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -3.21%, Actual: 3.13% [2025-11-22T03:08:25.926114] [INFO ] [main ] FC: Magnitude Forecast Confidence: 42.6741% [2025-11-22T03:08:25.926197] [INFO ] [main ] FC: DISCARDED add_volume_pressure_into_close (score: 42.67%) [2025-11-22T03:08:25.926588] [INFO ] [main ] FC: Testing feature 52/53: add_volume_zscore [2025-11-22T03:08:25.926624] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_volume_zscore'] [2025-11-22T03:08:25.926678] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:08:25.940385] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:25.941836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:25.941913] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:25.943693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:25.944268] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:25.945660] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:25.947583] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:25.970335] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.26% | Symbol ETA: 4.0s | Global ETA: 13m 28s [2025-11-22T03:08:25.971229] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:25.971291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:25.976016] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:25.976796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:26.032601] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:26.034681] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:26.036625] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:26.037803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:26.076601] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.35% [2025-11-22T03:08:26.251030] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.02%, Actual: 1.77% [2025-11-22T03:08:26.427367] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.19% [2025-11-22T03:08:26.522027] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.88% | Symbol ETA: 42.3s | Global ETA: 13m 28s [2025-11-22T03:08:26.522976] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:26.523056] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:26.523818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:26.567634] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 3.69% | Symbol ETA: 5.8s | Global ETA: 13m 28s [2025-11-22T03:08:26.568561] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:26.568625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:26.570361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:26.570893] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:26.571246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:26.572255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:26.573971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:26.598118] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.32%, Actual: 0.22% [2025-11-22T03:08:26.598329] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 28.5235% [2025-11-22T03:08:26.598415] [INFO ] [main ] IRT: DISCARDED add_gap_fill_state (score: 28.52%) [2025-11-22T03:08:26.598459] [INFO ] [main ] IRT: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:08:26.598493] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_morning_composite'] [2025-11-22T03:08:26.598529] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:26.610523] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:26.612054] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:26.612117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:26.617224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:26.619919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:26.620972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:26.630837] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 3.4s | Global ETA: 13m 28s [2025-11-22T03:08:26.631737] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:26.631800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:26.636434] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:26.637200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:26.692329] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:26.694344] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:26.696409] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:26.697566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.177914] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 41.6s | Global ETA: 13m 28s [2025-11-22T03:08:27.179307] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:27.179368] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:27.180085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:27.201501] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -4.31% | Symbol ETA: 5.2s | Global ETA: 13m 28s [2025-11-22T03:08:27.202427] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:27.202492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:27.204212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:27.204741] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:27.206250] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:27.207994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.217177] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.83% | Symbol ETA: 39.6s | Global ETA: 13m 28s [2025-11-22T03:08:27.218121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:27.218185] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:27.223198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:27.223526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.225724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:27.226720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.293608] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 2.7s | Global ETA: 13m 28s [2025-11-22T03:08:27.294502] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:27.294564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:27.299448] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:27.300228] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:27.355840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:27.357740] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:27.359687] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:27.360794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.830992] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.34% | Symbol ETA: 41.0s | Global ETA: 13m 28s [2025-11-22T03:08:27.832010] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:27.832073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:27.832783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:27.835831] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -3.96% | Symbol ETA: 4.6s | Global ETA: 13m 28s [2025-11-22T03:08:27.836461] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 39.1s | Global ETA: 13m 28s [2025-11-22T03:08:27.837093] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:27.837172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:27.837636] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:27.837736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:27.839661] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:27.840373] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:27.842442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:27.844949] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.845280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:27.849317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:27.850568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.882835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:27.959397] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.21% | Symbol ETA: 2.0s | Global ETA: 13m 28s [2025-11-22T03:08:27.960290] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:27.960353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:27.965069] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:27.965844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:28.022792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:28.025080] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:28.027263] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:28.028398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:28.433369] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.49% | Symbol ETA: 38.4s | Global ETA: 13m 28s [2025-11-22T03:08:28.434304] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:28.434365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:28.439178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:28.441635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:28.442565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:28.457436] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -0.89% | Symbol ETA: 3.9s | Global ETA: 13m 28s [2025-11-22T03:08:28.458404] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:28.458476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:28.460179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:28.460701] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:28.462144] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:28.463879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:28.514083] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.83% | Symbol ETA: 40.3s | Global ETA: 13m 28s [2025-11-22T03:08:28.515049] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:28.515124] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:28.516051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:28.564456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:28.622579] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 1.3s | Global ETA: 13m 28s [2025-11-22T03:08:28.786914] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.26% [2025-11-22T03:08:28.949939] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 3.62% [2025-11-22T03:08:29.017596] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.12% | Symbol ETA: 37.8s | Global ETA: 13m 28s [2025-11-22T03:08:29.018493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:29.018560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:29.023255] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:29.025668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:29.026601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.071181] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 3.3s | Global ETA: 13m 28s [2025-11-22T03:08:29.072082] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:29.072144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:29.073790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:29.074276] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:29.075561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:29.077139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.113580] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.72%, Actual: 0.56% [2025-11-22T03:08:29.191794] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -2.30% | Symbol ETA: 39.7s | Global ETA: 13m 28s [2025-11-22T03:08:29.192727] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:29.192789] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:29.193497] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:29.238601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.278737] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.53%, Actual: 1.63% [2025-11-22T03:08:29.446165] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 1.89% [2025-11-22T03:08:29.605054] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 37.2s | Global ETA: 13m 28s [2025-11-22T03:08:29.605967] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:29.606028] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:29.610999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:29.613427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:29.614373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.627535] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.26%, Actual: 1.98% [2025-11-22T03:08:29.672184] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -3.05% | Symbol ETA: 2.6s | Global ETA: 13m 28s [2025-11-22T03:08:29.673083] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:29.673143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:29.674801] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:29.675282] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:29.676582] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:29.678223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.798003] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.35%, Actual: 0.31% [2025-11-22T03:08:29.861547] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 39.0s | Global ETA: 13m 28s [2025-11-22T03:08:29.862531] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:29.862596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:29.863305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:29.908933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:29.968103] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.77% [2025-11-22T03:08:30.139412] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.21%, Actual: 0.83% [2025-11-22T03:08:30.218081] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 36.6s | Global ETA: 13m 28s [2025-11-22T03:08:30.219006] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:30.219069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:30.224155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:30.226676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:30.227705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:30.268976] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: -0.99% | Symbol ETA: 2.0s | Global ETA: 13m 28s [2025-11-22T03:08:30.269982] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:30.270080] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:30.272397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:30.272965] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:30.274345] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:30.275995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:30.306459] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.05% [2025-11-22T03:08:30.306634] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 46.6324% [2025-11-22T03:08:30.306732] [INFO ] [main ] BWA: DISCARDED add_vol_of_vol (score: 46.63%) [2025-11-22T03:08:30.306776] [INFO ] [main ] BWA: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:08:30.306808] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_volatility_decay_ratio'] [2025-11-22T03:08:30.306842] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:30.319682] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:30.321103] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:30.321165] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:30.325871] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:30.326676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:30.385203] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:30.387152] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:30.389135] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:30.390318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:30.538165] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 38.4s | Global ETA: 13m 28s [2025-11-22T03:08:30.539161] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:30.539225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:30.539992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:30.586356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:30.812496] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 36.0s | Global ETA: 13m 28s [2025-11-22T03:08:30.813404] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:30.813464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:30.818215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:30.820632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:30.821604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:30.878558] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 2.75% | Symbol ETA: 1.4s | Global ETA: 13m 28s [2025-11-22T03:08:30.879442] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:30.879504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:30.881174] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:30.881679] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:30.883016] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:30.884621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.006160] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.31% | Symbol ETA: 7.3s | Global ETA: 13m 28s [2025-11-22T03:08:31.007172] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:31.007237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:31.012164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:31.012990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:31.070031] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:31.071968] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:31.074091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:31.075313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.210550] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.71% | Symbol ETA: 37.7s | Global ETA: 13m 28s [2025-11-22T03:08:31.211901] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:31.211962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:31.212630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:08:31.255456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.412263] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -2.36% | Symbol ETA: 35.4s | Global ETA: 13m 28s [2025-11-22T03:08:31.413194] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:31.413255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:31.418173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:31.420640] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:31.421625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.491057] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -5.18% | Symbol ETA: 0.8s | Global ETA: 13m 28s [2025-11-22T03:08:31.491971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:31.492035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:31.493738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:31.494267] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:31.495607] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:08:31.497341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.696996] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 6.6s | Global ETA: 13m 28s [2025-11-22T03:08:31.698052] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:31.698121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:31.703925] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:31.704882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:31.762159] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:31.764366] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:31.766505] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:31.767790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:31.867142] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.92% | Symbol ETA: 37.0s | Global ETA: 13m 28s [2025-11-22T03:08:32.042044] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.70%, Actual: 0.89% [2025-11-22T03:08:32.047212] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.59% | Symbol ETA: 34.8s | Global ETA: 13m 28s [2025-11-22T03:08:32.048906] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:32.048982] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:32.054431] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:32.057016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:32.058022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:32.120189] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -1.85% | Symbol ETA: 0.2s | Global ETA: 13m 28s [2025-11-22T03:08:32.211773] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.88%, Actual: 0.14% [2025-11-22T03:08:32.292132] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 3.69%, Actual: 1.81% [2025-11-22T03:08:32.393836] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.38% | Symbol ETA: 5.9s | Global ETA: 13m 28s [2025-11-22T03:08:32.394789] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:32.394858] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:32.399889] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:32.400789] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:32.408624] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.31% [2025-11-22T03:08:32.473109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:32.476160] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:32.479011] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:32.480815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:32.513973] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -4.31%, Actual: 2.21% [2025-11-22T03:08:32.656400] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 1.15% [2025-11-22T03:08:32.764365] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -3.96%, Actual: 3.98% [2025-11-22T03:08:32.770139] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.36% | Symbol ETA: 34.2s | Global ETA: 13m 29s [2025-11-22T03:08:32.925143] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.83%, Actual: 0.91% [2025-11-22T03:08:32.993447] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -0.89%, Actual: 2.59% [2025-11-22T03:08:33.037915] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.83%, Actual: 0.10% [2025-11-22T03:08:33.176669] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 1.13%, Actual: 1.80% [2025-11-22T03:08:33.180306] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -2.30%, Actual: 0.96% [2025-11-22T03:08:33.269181] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.01%, Actual: 2.27% [2025-11-22T03:08:33.316233] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 5.6s | Global ETA: 13m 29s [2025-11-22T03:08:33.317178] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:33.317243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:33.322730] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:33.323703] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:33.351922] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 0.54% [2025-11-22T03:08:33.371972] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -3.05%, Actual: 3.05% [2025-11-22T03:08:33.383597] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:33.385804] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:33.388031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:33.389339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:33.446236] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 0.15% [2025-11-22T03:08:33.523528] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 0.81% [2025-11-22T03:08:33.550167] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: -0.99%, Actual: 0.55% [2025-11-22T03:08:33.616382] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.12%, Actual: 0.24% [2025-11-22T03:08:33.692738] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.71%, Actual: 0.86% [2025-11-22T03:08:33.717119] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.75%, Actual: 0.09% [2025-11-22T03:08:33.783785] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 0.09% [2025-11-22T03:08:33.859964] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.92%, Actual: 1.17% [2025-11-22T03:08:33.860128] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.8077% [2025-11-22T03:08:33.860201] [INFO ] [main ] BIPC: DISCARDED add_gap_fill_state (score: 44.81%) [2025-11-22T03:08:33.860242] [INFO ] [main ] BIPC: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:08:33.860274] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_gap_morning_composite'] [2025-11-22T03:08:33.860308] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:33.871984] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:33.873277] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:33.873337] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:33.874061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:33.874960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:33.889162] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -5.18%, Actual: 0.87% [2025-11-22T03:08:33.953469] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 0.18% [2025-11-22T03:08:34.039128] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 4.8s | Global ETA: 13m 29s [2025-11-22T03:08:34.040073] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:34.040137] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:34.045127] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:34.045982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:34.061731] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -1.85%, Actual: 3.13% [2025-11-22T03:08:34.061930] [INFO ] [main ] FC: Magnitude Forecast Confidence: 48.9377% [2025-11-22T03:08:34.062009] [INFO ] [main ] FC: DISCARDED add_volume_zscore (score: 48.94%) [2025-11-22T03:08:34.062053] [INFO ] [main ] FC: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:08:34.062084] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity', 'add_vwap_deviations'] [2025-11-22T03:08:34.062119] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:08:34.074022] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:34.075269] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:34.075330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:34.077047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:34.077586] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:34.078966] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:34.084725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:34.103160] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:34.105202] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:34.107397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:34.108693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:34.127224] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 0.35% [2025-11-22T03:08:34.299124] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -2.36%, Actual: 1.77% [2025-11-22T03:08:34.469399] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 41.8s | Global ETA: 13m 29s [2025-11-22T03:08:34.469964] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.59%, Actual: 0.19% [2025-11-22T03:08:34.470282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:34.470344] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:34.471045] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:34.471941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:34.642170] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.36%, Actual: 0.22% [2025-11-22T03:08:34.642478] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 30.0664% [2025-11-22T03:08:34.642579] [INFO ] [main ] IRT: DISCARDED add_gap_morning_composite (score: 30.07%) [2025-11-22T03:08:34.642625] [INFO ] [main ] IRT: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:08:34.642675] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gap_resolution_state'] [2025-11-22T03:08:34.642711] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:34.654764] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:34.656209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:34.656271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:34.661174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:34.663681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:34.683745] [INFO ] [main ] FC: Lookback Days: 2, Magnitude: 4.20% | Symbol ETA: 5.5s | Global ETA: 13m 29s [2025-11-22T03:08:34.684609] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:34.684696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:34.686322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:34.686836] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:34.688189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:34.693813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:34.708470] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 4.0s | Global ETA: 13m 29s [2025-11-22T03:08:34.709388] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:34.709450] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:34.714169] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:34.714971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:34.724749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:34.770714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:34.772478] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:34.774400] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:34.776827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.070452] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 41.2s | Global ETA: 13m 29s [2025-11-22T03:08:35.071409] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:35.071470] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:35.072194] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:35.073116] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.293840] [INFO ] [main ] FC: Lookback Days: 3, Magnitude: -1.86% | Symbol ETA: 4.9s | Global ETA: 13m 29s [2025-11-22T03:08:35.294772] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:35.294834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:35.296529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:35.297066] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:35.298424] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:35.304253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.322658] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 36.0s | Global ETA: 13m 29s [2025-11-22T03:08:35.323588] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:35.323680] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:35.328557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:35.331093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:35.381276] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 3.3s | Global ETA: 13m 29s [2025-11-22T03:08:35.382183] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:35.382246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:35.387033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:35.387827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:35.388945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.444676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:35.446623] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:35.448745] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:35.449969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.674674] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.25% | Symbol ETA: 40.6s | Global ETA: 13m 29s [2025-11-22T03:08:35.675690] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:35.675754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:35.676524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:35.677508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.900183] [INFO ] [main ] FC: Lookback Days: 4, Magnitude: -1.47% | Symbol ETA: 4.3s | Global ETA: 13m 29s [2025-11-22T03:08:35.901065] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:35.901476] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:35.903212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:35.903717] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:35.905025] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:35.910723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:35.976386] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 35.3s | Global ETA: 13m 29s [2025-11-22T03:08:35.977891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:35.977967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:35.982716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:35.985175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:36.041962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.060678] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.80% | Symbol ETA: 2.5s | Global ETA: 13m 29s [2025-11-22T03:08:36.061584] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:36.061666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:36.066413] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:36.067198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:36.123378] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:36.125170] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:36.127167] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:36.128417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.279458] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 40.0s | Global ETA: 13m 29s [2025-11-22T03:08:36.280380] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:36.280444] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:36.281185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:36.282148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.504603] [INFO ] [main ] FC: Lookback Days: 5, Magnitude: -1.82% | Symbol ETA: 3.6s | Global ETA: 13m 29s [2025-11-22T03:08:36.505477] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:36.505538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:36.507177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:36.507694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:36.508994] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:36.514674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.630492] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.74% | Symbol ETA: 34.6s | Global ETA: 13m 29s [2025-11-22T03:08:36.631382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:36.631443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:36.636321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:36.638759] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:36.697746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.741275] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.42% | Symbol ETA: 1.8s | Global ETA: 13m 29s [2025-11-22T03:08:36.742298] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:36.742370] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:36.747544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:36.748446] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:36.805829] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:36.807755] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:36.809838] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:08:36.811012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:36.881406] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -0.01% | Symbol ETA: 39.4s | Global ETA: 13m 29s [2025-11-22T03:08:36.882619] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:36.882699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:36.883409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:36.884312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:37.103988] [INFO ] [main ] FC: Lookback Days: 6, Magnitude: 2.07% | Symbol ETA: 3.0s | Global ETA: 13m 29s [2025-11-22T03:08:37.104880] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:37.104941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:37.106605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:37.107110] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:37.108465] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:37.114200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:37.285602] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.14% | Symbol ETA: 33.9s | Global ETA: 13m 29s [2025-11-22T03:08:37.286488] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:37.286548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:37.291311] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:37.293723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:37.351602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:37.422400] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.15% | Symbol ETA: 1.1s | Global ETA: 13m 29s [2025-11-22T03:08:37.470234] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 38.8s | Global ETA: 13m 29s [2025-11-22T03:08:37.471135] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:37.471195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:37.471884] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:37.472810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:37.592634] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.31%, Actual: 1.26% [2025-11-22T03:08:37.710307] [INFO ] [main ] FC: Lookback Days: 7, Magnitude: -1.77% | Symbol ETA: 2.4s | Global ETA: 13m 29s [2025-11-22T03:08:37.711224] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:37.711287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:37.713028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:37.713529] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:37.714901] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:37.720702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:37.758837] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.63%, Actual: 3.62% [2025-11-22T03:08:37.925310] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.38%, Actual: 0.56% [2025-11-22T03:08:37.934004] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 33.3s | Global ETA: 13m 29s [2025-11-22T03:08:37.934912] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:37.934973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:37.939870] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:37.943061] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:37.999493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:38.057028] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.50% | Symbol ETA: 38.2s | Global ETA: 13m 29s [2025-11-22T03:08:38.057951] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:38.058012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:38.058698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:38.059614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:38.090220] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 1.63% [2025-11-22T03:08:38.256660] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 1.89% [2025-11-22T03:08:38.326220] [INFO ] [main ] FC: Lookback Days: 8, Magnitude: 4.84% | Symbol ETA: 1.8s | Global ETA: 13m 29s [2025-11-22T03:08:38.327138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:38.327201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:38.328944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:38.329439] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:38.330797] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:38.336414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:38.422715] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 1.98% [2025-11-22T03:08:38.587318] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.80% | Symbol ETA: 32.6s | Global ETA: 13m 29s [2025-11-22T03:08:38.588241] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:38.588303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:38.591132] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 0.31% [2025-11-22T03:08:38.593549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:38.596134] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:38.648603] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.16% | Symbol ETA: 37.6s | Global ETA: 13m 29s [2025-11-22T03:08:38.649535] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:38.649596] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:38.650313] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:38.651221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:38.653877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:38.760637] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.80%, Actual: 0.77% [2025-11-22T03:08:38.930324] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.42%, Actual: 0.83% [2025-11-22T03:08:38.941046] [INFO ] [main ] FC: Lookback Days: 9, Magnitude: 4.53% | Symbol ETA: 1.2s | Global ETA: 13m 29s [2025-11-22T03:08:38.941947] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:38.942008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:38.943630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:38.944143] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:38.945456] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:38.951233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.100290] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.15%, Actual: 0.05% [2025-11-22T03:08:39.100480] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 47.6208% [2025-11-22T03:08:39.100578] [INFO ] [main ] BWA: DISCARDED add_volatility_decay_ratio (score: 47.62%) [2025-11-22T03:08:39.100622] [INFO ] [main ] BWA: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:08:39.100674] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:08:39.100713] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:39.112604] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:39.114007] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:39.114077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:39.118894] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:39.119695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:39.176844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:39.178698] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:39.180666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:39.182426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:39.182943] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:39.183995] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:39.186023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.240776] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 31.9s | Global ETA: 13m 29s [2025-11-22T03:08:39.241769] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:39.241831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:39.246877] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:39.249840] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:39.254949] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.20% | Symbol ETA: 37.0s | Global ETA: 13m 29s [2025-11-22T03:08:39.255863] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:39.255923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:39.256594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:08:39.257510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.306335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.547729] [INFO ] [main ] FC: Lookback Days: 10, Magnitude: -0.45% | Symbol ETA: 0.6s | Global ETA: 13m 29s [2025-11-22T03:08:39.548592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:08:39.548679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:39.550315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:39.550807] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:08:39.552117] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:08:39.557830] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.788547] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 7.0s | Global ETA: 13m 29s [2025-11-22T03:08:39.791424] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:39.791489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:39.797427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:39.798241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:39.843195] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.88% | Symbol ETA: 36.4s | Global ETA: 13m 29s [2025-11-22T03:08:39.854605] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:39.856432] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:39.858423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:39.860231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:39.860746] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:39.861792] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:39.863796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:39.908925] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.67% | Symbol ETA: 31.3s | Global ETA: 13m 30s [2025-11-22T03:08:39.909862] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:39.909924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:39.914839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:39.917371] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:39.973983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:40.011549] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.89% [2025-11-22T03:08:40.145421] [INFO ] [main ] FC: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 0.0s | Global ETA: 13m 30s [2025-11-22T03:08:40.178678] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.00%, Actual: 0.14% [2025-11-22T03:08:40.310611] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 4.20%, Actual: 1.81% [2025-11-22T03:08:40.344675] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.25%, Actual: 1.31% [2025-11-22T03:08:40.461545] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.54% | Symbol ETA: 6.3s | Global ETA: 13m 30s [2025-11-22T03:08:40.462448] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:40.462513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:40.467237] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:40.468062] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:40.474698] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -1.86%, Actual: 2.21% [2025-11-22T03:08:40.510746] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 1.15% [2025-11-22T03:08:40.524387] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:40.526229] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:40.528242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:40.530038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:40.530526] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:40.531564] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:40.533565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:40.560982] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.30% | Symbol ETA: 30.6s | Global ETA: 13m 30s [2025-11-22T03:08:40.561873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:40.561934] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:40.566667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:40.569124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:40.625482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:40.643262] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -1.47%, Actual: 3.98% [2025-11-22T03:08:40.677377] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -0.01%, Actual: 0.91% [2025-11-22T03:08:40.809081] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: -1.82%, Actual: 2.59% [2025-11-22T03:08:40.845213] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.96% [2025-11-22T03:08:40.974916] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 2.07%, Actual: 1.80% [2025-11-22T03:08:41.012786] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.50%, Actual: 0.54% [2025-11-22T03:08:41.132978] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 5.6s | Global ETA: 13m 30s [2025-11-22T03:08:41.133888] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:41.133953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:41.138746] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:41.139583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:41.154151] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: -1.77%, Actual: 3.05% [2025-11-22T03:08:41.180851] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.16%, Actual: 0.81% [2025-11-22T03:08:41.195945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:41.197796] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:41.199733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:41.201495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:41.202006] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:41.203056] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:41.205066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:41.214461] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.12% | Symbol ETA: 30.0s | Global ETA: 13m 30s [2025-11-22T03:08:41.330258] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 4.84%, Actual: 0.55% [2025-11-22T03:08:41.347862] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.20%, Actual: 0.86% [2025-11-22T03:08:41.383292] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.10% [2025-11-22T03:08:41.505322] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 4.53%, Actual: 0.09% [2025-11-22T03:08:41.516401] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.88%, Actual: 1.17% [2025-11-22T03:08:41.516615] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.6689% [2025-11-22T03:08:41.516745] [INFO ] [main ] BIPC: DISCARDED add_gap_morning_composite (score: 44.67%) [2025-11-22T03:08:41.516793] [INFO ] [main ] BIPC: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:08:41.516826] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_gap_resolution_state'] [2025-11-22T03:08:41.516862] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:41.529147] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:41.530518] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:41.530582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:41.531341] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:41.548317] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.21%, Actual: 2.27% [2025-11-22T03:08:41.588476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:41.680775] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.45%, Actual: 0.87% [2025-11-22T03:08:41.713753] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.74%, Actual: 0.15% [2025-11-22T03:08:41.808991] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 5.0s | Global ETA: 13m 30s [2025-11-22T03:08:41.809892] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:41.809958] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:41.814689] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:41.815571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:41.850969] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 3.13% [2025-11-22T03:08:41.851176] [INFO ] [main ] FC: Magnitude Forecast Confidence: 41.8007% [2025-11-22T03:08:41.851255] [INFO ] [main ] FC: DISCARDED add_vwap_deviations (score: 41.80%) [2025-11-22T03:08:41.851295] [INFO ] [main ] FC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:08:41.851326] [INFO ] [main ] FC: Best accuracy: 61.96% [2025-11-22T03:08:41.851356] [INFO ] [main ] FC: Best feature set (3 features): ['add_true_range', 'add_atr_10', 'add_open_reversal_intensity'] [2025-11-22T03:08:41.851386] [INFO ] [main ] FC: Improvement over baseline: 12.28% [2025-11-22T03:08:41.851413] [INFO ] [main ] FC: Total time: 6.9 minutes [2025-11-22T03:08:41.851441] [INFO ] [main ] FC: Average time per feature: 8.0 seconds [2025-11-22T03:08:41.851468] [INFO ] [main ] FC: Average speed: 0.13 features/sec [2025-11-22T03:08:41.871942] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:41.873768] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:41.875725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:41.877499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:41.878004] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:41.879076] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:41.879749] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.14%, Actual: 0.24% [2025-11-22T03:08:41.881064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:42.016003] [DEBUG] [METRICS ] FC: 2025-11-20:2025-11-21: Predicted: 1.01%, Actual: 1.81% [2025-11-22T03:08:42.048123] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.64%, Actual: 0.09% [2025-11-22T03:08:42.185697] [DEBUG] [METRICS ] FC: 2025-11-19:2025-11-20: Predicted: -2.47%, Actual: 2.21% [2025-11-22T03:08:42.224970] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 0.18% [2025-11-22T03:08:42.237472] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.24% | Symbol ETA: 34.9s | Global ETA: 13m 30s [2025-11-22T03:08:42.238402] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:42.238464] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:42.239178] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:42.294531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:42.362248] [DEBUG] [METRICS ] FC: 2025-11-18:2025-11-19: Predicted: -4.19%, Actual: 3.98% [2025-11-22T03:08:42.392543] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 0.35% [2025-11-22T03:08:42.490938] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.41% | Symbol ETA: 4.3s | Global ETA: 13m 30s [2025-11-22T03:08:42.491838] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:42.491902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:42.496537] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:42.497342] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:42.530688] [DEBUG] [METRICS ] FC: 2025-11-17:2025-11-18: Predicted: 4.26%, Actual: 2.59% [2025-11-22T03:08:42.553195] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:42.555111] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:42.557056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:42.558905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:42.559405] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:42.560441] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:42.562442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:42.566176] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.67%, Actual: 1.77% [2025-11-22T03:08:42.696229] [DEBUG] [METRICS ] FC: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 1.80% [2025-11-22T03:08:42.732621] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.30%, Actual: 0.19% [2025-11-22T03:08:42.862546] [DEBUG] [METRICS ] FC: 2025-11-13:2025-11-14: Predicted: 3.04%, Actual: 3.05% [2025-11-22T03:08:42.888510] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 34.0s | Global ETA: 13m 30s [2025-11-22T03:08:42.889748] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:42.889809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:42.890471] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:42.898371] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.12%, Actual: 0.22% [2025-11-22T03:08:42.898515] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 35.9433% [2025-11-22T03:08:42.898593] [INFO ] [main ] IRT: DISCARDED add_gap_resolution_state (score: 35.94%) [2025-11-22T03:08:42.898636] [INFO ] [main ] IRT: Testing feature 13/53: add_gaps [2025-11-22T03:08:42.898690] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_gaps'] [2025-11-22T03:08:42.898725] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:42.910297] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:42.911710] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:42.911770] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:42.916525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:42.918977] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:42.919759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:42.945860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:43.028624] [DEBUG] [METRICS ] FC: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.55% [2025-11-22T03:08:43.163747] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.6s | Global ETA: 13m 30s [2025-11-22T03:08:43.164609] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:43.164691] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:43.172421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:43.173210] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:43.193326] [DEBUG] [METRICS ] FC: 2025-11-11:2025-11-12: Predicted: 2.01%, Actual: 0.09% [2025-11-22T03:08:43.229033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:43.230923] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:43.232902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:43.234710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:43.235189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:43.236263] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:43.238278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:43.358021] [DEBUG] [METRICS ] FC: 2025-11-10:2025-11-11: Predicted: -0.79%, Actual: 0.87% [2025-11-22T03:08:43.498842] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 32.8s | Global ETA: 13m 30s [2025-11-22T03:08:43.499735] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:43.499796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:43.504481] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:43.506869] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:43.507633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:43.525633] [DEBUG] [METRICS ] FC: 2025-11-07:2025-11-10: Predicted: -2.56%, Actual: 3.13% [2025-11-22T03:08:43.526162] [INFO ] [LOCAL ] Saved configuration for FC: 3 features, 61.96% accuracy -> ./output/feature-sets/FC.json [2025-11-22T03:08:43.528035] [INFO ] [main ] Progress: 51/57 symbols completed (89.5%). FC finished in 7m 5s. ETA: 11m 21s. Rate: 0.53 symbols/min [2025-11-22T03:08:43.531139] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:08:43.535572] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.51% | Symbol ETA: 33.2s | Global ETA: 11m 21s [2025-11-22T03:08:43.536473] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:43.536533] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:43.537224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:43.543863] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:43.544409] [INFO ] [main ] ACHR: Testing with 53 available features [2025-11-22T03:08:43.544461] [INFO ] [main ] ACHR: Establishing baseline with no features... [2025-11-22T03:08:43.544498] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:08:43.555952] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:43.557251] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:43.592667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:43.844555] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.17% | Symbol ETA: 3.0s | Global ETA: 11m 21s [2025-11-22T03:08:43.845538] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:43.845604] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:43.850370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:43.851164] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:43.906279] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:43.908302] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:43.910298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:43.912152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:43.912660] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:43.913773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:43.915785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:44.086752] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 32.2s | Global ETA: 11m 21s [2025-11-22T03:08:44.087782] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:44.087845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:44.092743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:44.095338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:44.096222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:44.139507] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -13.92% [2025-11-22T03:08:44.140454] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:44.184806] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 32.5s | Global ETA: 11m 21s [2025-11-22T03:08:44.185693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:44.185755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:44.186456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:44.242658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:44.523460] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 2.3s | Global ETA: 11m 21s [2025-11-22T03:08:44.524370] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:44.524434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:44.529170] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:44.529967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:44.584625] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:44.586458] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:44.588430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:44.590215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:44.590728] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:44.591785] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:44.593789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:44.676218] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.68% | Symbol ETA: 31.6s | Global ETA: 11m 21s [2025-11-22T03:08:44.677111] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:44.677171] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:44.681885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:44.684262] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:44.685039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:44.774243] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.09% [2025-11-22T03:08:44.775179] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:44.835202] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.37% | Symbol ETA: 31.8s | Global ETA: 11m 21s [2025-11-22T03:08:44.836109] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:44.836215] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:44.836916] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:44.892850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:45.192208] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.46% | Symbol ETA: 1.6s | Global ETA: 11m 21s [2025-11-22T03:08:45.194011] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:08:45.194077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:45.198885] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:45.199718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:45.254550] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:45.256522] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:45.258497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:45.260333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:08:45.260853] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:08:45.261951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:08:45.263622] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.54% | Symbol ETA: 31.0s | Global ETA: 11m 21s [2025-11-22T03:08:45.263938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:45.264514] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:45.264575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:45.269333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:45.271704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:45.272454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:45.349712] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 2.93% [2025-11-22T03:08:45.350655] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:45.492305] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.73% | Symbol ETA: 31.2s | Global ETA: 11m 21s [2025-11-22T03:08:45.493304] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:45.493367] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:45.494098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:45.550527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:45.851426] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 30.5s | Global ETA: 11m 21s [2025-11-22T03:08:45.852320] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:45.852380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:45.857148] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:45.859578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:45.860365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:45.882247] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 0.9s | Global ETA: 11m 21s [2025-11-22T03:08:45.929948] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 0.46% [2025-11-22T03:08:45.930856] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:46.052632] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 1.26% [2025-11-22T03:08:46.151540] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.98% | Symbol ETA: 30.5s | Global ETA: 11m 21s [2025-11-22T03:08:46.152429] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:46.152491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:46.153179] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:46.208282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:46.219382] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.54%, Actual: 3.62% [2025-11-22T03:08:46.386487] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.71%, Actual: 0.56% [2025-11-22T03:08:46.442187] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.73% | Symbol ETA: 29.9s | Global ETA: 11m 21s [2025-11-22T03:08:46.443099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:46.443160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:46.447906] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:46.450263] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:46.451033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:46.506606] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.54% [2025-11-22T03:08:46.507527] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:46.551778] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.63% [2025-11-22T03:08:46.718228] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.41%, Actual: 1.89% [2025-11-22T03:08:46.807306] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.10% | Symbol ETA: 29.9s | Global ETA: 11m 21s [2025-11-22T03:08:46.808269] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:46.808332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:46.809038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:46.862877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:46.886758] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 1.98% [2025-11-22T03:08:47.024312] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.52% | Symbol ETA: 29.3s | Global ETA: 11m 21s [2025-11-22T03:08:47.025195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:47.025255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:47.030001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:47.032355] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:47.033127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:47.053862] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.17%, Actual: 0.31% [2025-11-22T03:08:47.079333] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -4.42% [2025-11-22T03:08:47.080238] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:47.219715] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 0.77% [2025-11-22T03:08:47.385005] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.46%, Actual: 0.83% [2025-11-22T03:08:47.475918] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 29.2s | Global ETA: 11m 21s [2025-11-22T03:08:47.476832] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:47.476892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:47.477633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:47.532712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:47.552337] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.05% [2025-11-22T03:08:47.552522] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 40.5606% [2025-11-22T03:08:47.552602] [INFO ] [main ] BWA: DISCARDED add_volatility_state_percentiles (score: 40.56%) [2025-11-22T03:08:47.552683] [INFO ] [main ] BWA: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:08:47.552722] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_volume_dispersion'] [2025-11-22T03:08:47.552758] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:47.565739] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:47.570431] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:47.570494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:47.575306] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:47.576114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:47.608145] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.41% | Symbol ETA: 28.7s | Global ETA: 11m 21s [2025-11-22T03:08:47.609037] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:47.609097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:47.613901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:47.616302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:47.617106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:47.633209] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:47.635051] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:47.637065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:47.638567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:47.656552] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -1.43% [2025-11-22T03:08:47.657496] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:48.142098] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 28.5s | Global ETA: 11m 21s [2025-11-22T03:08:48.199324] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.39% | Symbol ETA: 28.1s | Global ETA: 11m 21s [2025-11-22T03:08:48.200236] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:48.200296] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:48.205764] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:48.208525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:48.209312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:48.233320] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 6.01% [2025-11-22T03:08:48.234244] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:48.240350] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -1.92% | Symbol ETA: 6.8s | Global ETA: 11m 21s [2025-11-22T03:08:48.241240] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:48.241304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:48.246938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:48.247777] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:48.304832] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:48.306728] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:48.308702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:48.310122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:48.313742] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.24%, Actual: 0.89% [2025-11-22T03:08:48.481763] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 0.14% [2025-11-22T03:08:48.651550] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.51%, Actual: 1.31% [2025-11-22T03:08:48.798722] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.71% | Symbol ETA: 27.5s | Global ETA: 11m 21s [2025-11-22T03:08:48.813613] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -19.73% [2025-11-22T03:08:48.814940] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:08:48.820748] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 1.15% [2025-11-22T03:08:48.912662] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 6.1s | Global ETA: 11m 21s [2025-11-22T03:08:48.913529] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:48.913592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:48.918334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:48.919114] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:48.969326] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.10% [2025-11-22T03:08:48.975270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:48.977134] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:48.979096] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:48.980524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:48.987523] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.37%, Actual: 0.91% [2025-11-22T03:08:49.138742] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.52%, Actual: 2.27% [2025-11-22T03:08:49.157671] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.73%, Actual: 0.96% [2025-11-22T03:08:49.311943] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.68%, Actual: 0.15% [2025-11-22T03:08:49.333810] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.98%, Actual: 0.54% [2025-11-22T03:08:49.385153] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 0.78% [2025-11-22T03:08:49.476861] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.54%, Actual: 0.24% [2025-11-22T03:08:49.499487] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.10%, Actual: 0.81% [2025-11-22T03:08:49.549616] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -13.92%, Actual: 9.70% [2025-11-22T03:08:49.579058] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 5.4s | Global ETA: 11m 21s [2025-11-22T03:08:49.579968] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:49.580032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:49.584784] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:49.585545] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:49.641801] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:49.643619] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:49.644313] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.09% [2025-11-22T03:08:49.645581] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:49.647003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:49.668561] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.86% [2025-11-22T03:08:49.714298] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.09%, Actual: 1.08% [2025-11-22T03:08:49.815873] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.73%, Actual: 0.18% [2025-11-22T03:08:49.878533] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 2.93%, Actual: 1.68% [2025-11-22T03:08:49.879127] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.95%, Actual: 1.17% [2025-11-22T03:08:49.879379] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.3455% [2025-11-22T03:08:49.879473] [INFO ] [main ] BIPC: DISCARDED add_gap_resolution_state (score: 44.35%) [2025-11-22T03:08:49.879536] [INFO ] [main ] BIPC: Testing feature 13/53: add_gaps [2025-11-22T03:08:49.879570] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_gaps'] [2025-11-22T03:08:49.879605] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:49.893956] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:49.895284] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:49.895345] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:49.896081] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:49.896814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:49.983566] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.52%, Actual: 0.35% [2025-11-22T03:08:50.041786] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 0.46%, Actual: 2.41% [2025-11-22T03:08:50.161592] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.41%, Actual: 1.77% [2025-11-22T03:08:50.206093] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.54%, Actual: 6.36% [2025-11-22T03:08:50.254830] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 4.7s | Global ETA: 11m 21s [2025-11-22T03:08:50.255759] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:50.255823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:50.260809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:50.261594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:50.316684] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:50.318863] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:50.321044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:50.322722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:50.328625] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.39%, Actual: 0.19% [2025-11-22T03:08:50.369996] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -4.42%, Actual: 0.66% [2025-11-22T03:08:50.487560] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 33.2s | Global ETA: 11m 21s [2025-11-22T03:08:50.488454] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:50.488516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:50.489207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:50.489926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:50.498833] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.71%, Actual: 0.22% [2025-11-22T03:08:50.499032] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 39.2341% [2025-11-22T03:08:50.499114] [INFO ] [main ] IRT: DISCARDED add_gaps (score: 39.23%) [2025-11-22T03:08:50.499159] [INFO ] [main ] IRT: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:08:50.499192] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_intraday_skewness_proxies'] [2025-11-22T03:08:50.499228] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:50.511253] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:50.512661] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:50.512724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:50.517554] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:50.520012] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:50.521196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:50.535313] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -1.43%, Actual: 5.35% [2025-11-22T03:08:50.701767] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 6.01%, Actual: 2.54% [2025-11-22T03:08:50.867024] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -19.73%, Actual: 1.12% [2025-11-22T03:08:50.927899] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 4.1s | Global ETA: 11m 22s [2025-11-22T03:08:50.928871] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:50.928935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:50.933888] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:50.934698] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:50.990192] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:50.992079] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:50.994169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:50.995635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.030412] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 0.78%, Actual: 10.95% [2025-11-22T03:08:51.030603] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 34.2265% [2025-11-22T03:08:51.030668] [INFO ] [main ] ACHR: Baseline score (no features): 34.2265% [2025-11-22T03:08:51.030708] [INFO ] [main ] ACHR: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.030739] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:08:51.030773] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:08:51.042459] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:51.043937] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:51.043996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.048724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.096279] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.32% | Symbol ETA: 32.7s | Global ETA: 11m 22s [2025-11-22T03:08:51.097333] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:51.097422] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:51.098144] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:51.098930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.106676] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 28.2s | Global ETA: 11m 22s [2025-11-22T03:08:51.110987] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:51.111070] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.115938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:51.118406] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:51.119592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.597329] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 3.4s | Global ETA: 11m 22s [2025-11-22T03:08:51.598263] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:51.598326] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.603151] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:51.604316] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:51.627700] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.15% | Symbol ETA: 5m 9s | Global ETA: 11m 22s [2025-11-22T03:08:51.628607] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:51.628689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.633477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.660824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:51.662758] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:51.664805] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:51.666238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.721370] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.79% | Symbol ETA: 27.6s | Global ETA: 11m 22s [2025-11-22T03:08:51.722322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:51.722386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:51.727347] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:51.729864] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:51.731074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:51.739560] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 32.2s | Global ETA: 11m 22s [2025-11-22T03:08:51.740449] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:51.740510] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:51.741204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:51.741948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.216144] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -7.17% | Symbol ETA: 5m 10s | Global ETA: 11m 22s [2025-11-22T03:08:52.217030] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:52.217089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.221818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.274452] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.56% | Symbol ETA: 2.7s | Global ETA: 11m 22s [2025-11-22T03:08:52.275350] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:52.275413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.280173] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:52.280992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:52.322811] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 27.0s | Global ETA: 11m 22s [2025-11-22T03:08:52.323716] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:52.323777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.328522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:52.330904] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:52.332090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.333020] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 31.5s | Global ETA: 11m 22s [2025-11-22T03:08:52.333912] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:52.333972] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:52.334668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:52.335379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.336799] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:52.338717] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:52.340660] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:52.342071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.811940] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 5.65% | Symbol ETA: 5m 11s | Global ETA: 11m 22s [2025-11-22T03:08:52.812835] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:52.812894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.817599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.928727] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 26.4s | Global ETA: 11m 22s [2025-11-22T03:08:52.929592] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:52.929673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.931778] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.56% | Symbol ETA: 30.9s | Global ETA: 11m 22s [2025-11-22T03:08:52.932667] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:52.932738] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:52.933400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:52.934124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.934400] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:52.936806] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:52.938017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:52.963443] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 2.1s | Global ETA: 11m 22s [2025-11-22T03:08:52.964288] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:52.964351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:52.969110] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:52.969896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:53.024075] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:53.026046] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:53.028109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:53.029567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:53.410153] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -2.49% | Symbol ETA: 5m 11s | Global ETA: 11m 22s [2025-11-22T03:08:53.411047] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:53.411107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:53.415836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:53.516125] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 25.8s | Global ETA: 11m 22s [2025-11-22T03:08:53.517051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:53.517113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:53.519162] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.56% | Symbol ETA: 30.3s | Global ETA: 11m 22s [2025-11-22T03:08:53.520091] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:53.520152] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:53.520857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:53.521570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:53.521919] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:53.524303] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:53.525484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:53.628533] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.47% | Symbol ETA: 1.4s | Global ETA: 11m 22s [2025-11-22T03:08:53.629502] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:53.629566] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:53.634568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:53.635399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:53.690965] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:53.692972] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:53.695040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:08:53.696551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.005699] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.21% | Symbol ETA: 5m 11s | Global ETA: 11m 22s [2025-11-22T03:08:54.006568] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:54.006629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:54.011542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.102146] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 25.2s | Global ETA: 11m 22s [2025-11-22T03:08:54.103053] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:54.103115] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:54.107902] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:54.110350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:54.111587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.112835] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.41% | Symbol ETA: 29.7s | Global ETA: 11m 22s [2025-11-22T03:08:54.113734] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:54.113796] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:54.114464] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:54.115187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.324301] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.11% | Symbol ETA: 0.7s | Global ETA: 11m 22s [2025-11-22T03:08:54.496835] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -1.92%, Actual: 1.26% [2025-11-22T03:08:54.606894] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -5.54% | Symbol ETA: 5m 11s | Global ETA: 11m 22s [2025-11-22T03:08:54.607819] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:54.607882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:54.612713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.668850] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -0.30%, Actual: 3.62% [2025-11-22T03:08:54.697249] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.54% | Symbol ETA: 24.6s | Global ETA: 11m 22s [2025-11-22T03:08:54.698178] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:54.698594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:54.703884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:54.704400] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.91% | Symbol ETA: 29.1s | Global ETA: 11m 22s [2025-11-22T03:08:54.705268] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:54.705330] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:54.706028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:54.706413] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:54.706743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.707690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:54.841249] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.56% [2025-11-22T03:08:55.021380] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.64%, Actual: 1.63% [2025-11-22T03:08:55.193363] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 1.89% [2025-11-22T03:08:55.201511] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 1.74% | Symbol ETA: 5m 11s | Global ETA: 11m 22s [2025-11-22T03:08:55.202393] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:55.202453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:55.207552] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:55.302087] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.18% | Symbol ETA: 28.5s | Global ETA: 11m 22s [2025-11-22T03:08:55.302998] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:55.303058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:55.303753] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:08:55.304442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:55.370056] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 1.98% [2025-11-22T03:08:55.378335] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 24.0s | Global ETA: 11m 22s [2025-11-22T03:08:55.379262] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:55.379325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:55.384363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:55.386877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:55.388131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:55.534845] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.56%, Actual: 0.31% [2025-11-22T03:08:55.699058] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 0.77% [2025-11-22T03:08:55.790848] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 9.09% | Symbol ETA: 5m 10s | Global ETA: 11m 22s [2025-11-22T03:08:55.791740] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:55.791800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:55.796481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:55.862772] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.47%, Actual: 0.83% [2025-11-22T03:08:55.890089] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.80% | Symbol ETA: 27.9s | Global ETA: 11m 22s [2025-11-22T03:08:55.971491] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 23.4s | Global ETA: 11m 22s [2025-11-22T03:08:55.972394] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:55.972456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:55.977194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:55.979738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:55.980923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:56.029283] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.11%, Actual: 0.05% [2025-11-22T03:08:56.029493] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 35.0940% [2025-11-22T03:08:56.029587] [INFO ] [main ] BWA: DISCARDED add_volume_dispersion (score: 35.09%) [2025-11-22T03:08:56.029633] [INFO ] [main ] BWA: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:08:56.029687] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_volume_flow_differentials'] [2025-11-22T03:08:56.029726] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:08:56.042945] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:56.044252] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:56.044318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:56.049390] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:56.050321] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:56.057318] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 0.89% [2025-11-22T03:08:56.108703] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:56.110587] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:56.112961] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:56.116025] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:56.222918] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.32%, Actual: 0.14% [2025-11-22T03:08:56.387633] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.31% [2025-11-22T03:08:56.396802] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -23.32% | Symbol ETA: 5m 10s | Global ETA: 11m 22s [2025-11-22T03:08:56.397704] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:08:56.397763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:56.402457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:56.552553] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 1.15% [2025-11-22T03:08:56.559390] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 22.8s | Global ETA: 11m 22s [2025-11-22T03:08:56.716804] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.56%, Actual: 0.91% [2025-11-22T03:08:56.725457] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.10% [2025-11-22T03:08:56.747306] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 6.9s | Global ETA: 11m 22s [2025-11-22T03:08:56.748332] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:56.748399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:56.754104] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:56.754914] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:56.815783] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:56.817736] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:56.819901] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:56.822881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:56.883097] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.56%, Actual: 0.96% [2025-11-22T03:08:56.891281] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 2.27% [2025-11-22T03:08:56.985958] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -1.49% | Symbol ETA: 5m 9s | Global ETA: 11m 22s [2025-11-22T03:08:57.050168] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.41%, Actual: 0.54% [2025-11-22T03:08:57.055480] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 0.15% [2025-11-22T03:08:57.154323] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 9.70% [2025-11-22T03:08:57.218142] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.91%, Actual: 0.81% [2025-11-22T03:08:57.221757] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 0.24% [2025-11-22T03:08:57.322398] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -7.17%, Actual: 1.08% [2025-11-22T03:08:57.385207] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.18%, Actual: 0.86% [2025-11-22T03:08:57.393949] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.09% [2025-11-22T03:08:57.455948] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: 0.51% | Symbol ETA: 6.2s | Global ETA: 11m 22s [2025-11-22T03:08:57.456856] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:57.456919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:57.461718] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:57.462481] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:57.491842] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 5.65%, Actual: 1.68% [2025-11-22T03:08:57.519576] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:57.521560] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:57.523543] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:57.526403] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:57.552613] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.80%, Actual: 1.17% [2025-11-22T03:08:57.552810] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 41.2199% [2025-11-22T03:08:57.552889] [INFO ] [main ] BIPC: DISCARDED add_gaps (score: 41.22%) [2025-11-22T03:08:57.552932] [INFO ] [main ] BIPC: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:08:57.552962] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies'] [2025-11-22T03:08:57.552996] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:08:57.565114] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:57.566529] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:57.566589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:57.567311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:57.568478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:57.570412] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.33%, Actual: 0.18% [2025-11-22T03:08:57.660999] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -2.49%, Actual: 2.41% [2025-11-22T03:08:57.738180] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.54%, Actual: 0.35% [2025-11-22T03:08:57.829294] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.21%, Actual: 6.36% [2025-11-22T03:08:57.903035] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 1.77% [2025-11-22T03:08:57.992251] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -5.54%, Actual: 0.66% [2025-11-22T03:08:58.067767] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.15%, Actual: 0.19% [2025-11-22T03:08:58.136070] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: 1.24% | Symbol ETA: 5.4s | Global ETA: 11m 22s [2025-11-22T03:08:58.136982] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:58.137045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:58.142077] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:58.142959] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:58.160208] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -1.78% | Symbol ETA: 28.4s | Global ETA: 11m 22s [2025-11-22T03:08:58.161101] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:58.161163] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:58.161853] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:58.162994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.198882] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:58.200794] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:58.202752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:58.205494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.209994] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 1.74%, Actual: 5.35% [2025-11-22T03:08:58.245720] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.44%, Actual: 0.22% [2025-11-22T03:08:58.245928] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 38.6060% [2025-11-22T03:08:58.246017] [INFO ] [main ] IRT: DISCARDED add_intraday_skewness_proxies (score: 38.61%) [2025-11-22T03:08:58.246062] [INFO ] [main ] IRT: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:08:58.246095] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_intraday_volatility_percentile'] [2025-11-22T03:08:58.246129] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:08:58.257898] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:58.259284] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:58.259345] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:58.264047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:58.266455] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:08:58.350823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.375780] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 9.09%, Actual: 2.54% [2025-11-22T03:08:58.540554] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -23.32%, Actual: 1.12% [2025-11-22T03:08:58.705162] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -1.49%, Actual: 10.95% [2025-11-22T03:08:58.705331] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 33.0398% [2025-11-22T03:08:58.705381] [INFO ] [main ] ACHR: DISCARDED add_afternoon_v_morning_volatility_mix (score: 33.04%) [2025-11-22T03:08:58.705418] [INFO ] [main ] ACHR: Testing feature 2/53: add_atr [2025-11-22T03:08:58.705448] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T03:08:58.705482] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:08:58.718436] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:08:58.719891] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:58.719950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:58.721618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:08:58.722146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.747545] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 27.7s | Global ETA: 11m 22s [2025-11-22T03:08:58.748441] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:58.748504] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:58.749197] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:58.750338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.810267] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 4.7s | Global ETA: 11m 22s [2025-11-22T03:08:58.811168] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:58.811280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:58.816029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:58.816818] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:58.872006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:58.873899] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:58.875846] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:58.878636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:58.936893] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.76% | Symbol ETA: 27.1s | Global ETA: 11m 22s [2025-11-22T03:08:58.938309] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:58.938373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:58.943396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:58.945868] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:08:59.037325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.307358] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -10.57% | Symbol ETA: 6m 37s | Global ETA: 11m 23s [2025-11-22T03:08:59.308271] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:59.308330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:59.309977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:08:59.310447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.344931] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 27.2s | Global ETA: 11m 23s [2025-11-22T03:08:59.345871] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:59.345933] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:59.346677] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:59.347888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.493295] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 4.0s | Global ETA: 11m 23s [2025-11-22T03:08:59.494219] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:08:59.494282] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:59.499103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:59.499896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:08:59.556876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:08:59.559248] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:08:59.561431] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:08:59.564470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.631955] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.28% | Symbol ETA: 26.5s | Global ETA: 11m 23s [2025-11-22T03:08:59.632886] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:08:59.632949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:08:59.637925] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:08:59.640398] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:08:59.730514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.895537] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 6m 36s | Global ETA: 11m 23s [2025-11-22T03:08:59.896497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:59.896571] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:08:59.898326] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:08:59.898862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:08:59.934091] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.89% | Symbol ETA: 26.6s | Global ETA: 11m 23s [2025-11-22T03:08:59.934981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:08:59.935042] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:08:59.935727] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:08:59.936858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:00.190212] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.35% | Symbol ETA: 3.3s | Global ETA: 11m 23s [2025-11-22T03:09:00.191221] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:00.191284] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:00.196037] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:00.196819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:00.253158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:00.255159] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:00.257339] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:09:00.260168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:00.322758] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 25.8s | Global ETA: 11m 23s [2025-11-22T03:09:00.323622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:00.323706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:00.328522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:00.331360] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:00.422172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:00.484958] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 6m 36s | Global ETA: 11m 23s [2025-11-22T03:09:00.485863] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:00.485922] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:00.487545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:00.488035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:00.537539] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 26.0s | Global ETA: 11m 23s [2025-11-22T03:09:00.538545] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:00.538620] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:00.539364] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:00.540661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:00.885965] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 2.6s | Global ETA: 11m 23s [2025-11-22T03:09:00.886894] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:00.886960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:00.892125] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:00.893375] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:00.950694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:00.952852] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:00.955410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:09:00.960378] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.026437] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.16% | Symbol ETA: 25.2s | Global ETA: 11m 23s [2025-11-22T03:09:01.027331] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:01.027392] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:01.032423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:01.035118] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:01.078282] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 6m 35s | Global ETA: 11m 23s [2025-11-22T03:09:01.079173] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:01.079233] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:01.080867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:01.081336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.125568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.583925] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.08% | Symbol ETA: 25.7s | Global ETA: 11m 23s [2025-11-22T03:09:01.584823] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:01.584884] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:01.585543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:01.586697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.752778] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: 0.21% | Symbol ETA: 1.9s | Global ETA: 11m 23s [2025-11-22T03:09:01.753729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:01.753796] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:01.758813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:01.759631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:01.761010] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 3.81% | Symbol ETA: 6m 34s | Global ETA: 11m 23s [2025-11-22T03:09:01.763509] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:01.763568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:01.766943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:01.767458] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.817955] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:01.820459] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:01.822512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:09:01.825451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:01.868013] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.20% | Symbol ETA: 24.6s | Global ETA: 11m 23s [2025-11-22T03:09:01.868910] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:01.868971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:01.873790] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:01.876186] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:01.960182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.261572] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.57% | Symbol ETA: 25.0s | Global ETA: 11m 23s [2025-11-22T03:09:02.262532] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:02.262595] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:02.263326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:02.264564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.384453] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 6m 34s | Global ETA: 11m 23s [2025-11-22T03:09:02.385406] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:02.385490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:02.387190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:02.387740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.498963] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 1.2s | Global ETA: 11m 23s [2025-11-22T03:09:02.499891] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:02.499954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:02.504710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:02.505476] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:02.561634] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:02.563846] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:02.565827] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:09:02.568587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.595401] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.49% | Symbol ETA: 23.9s | Global ETA: 11m 23s [2025-11-22T03:09:02.596435] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:02.596500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:02.601980] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:02.604743] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:02.709887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.869919] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.15% | Symbol ETA: 24.3s | Global ETA: 11m 23s [2025-11-22T03:09:02.870850] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:02.870913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:02.871609] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:02.872931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:02.976297] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 6m 33s | Global ETA: 11m 23s [2025-11-22T03:09:02.977235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:02.977294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:02.978951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:02.979419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:03.184615] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: 0.38% | Symbol ETA: 0.5s | Global ETA: 11m 23s [2025-11-22T03:09:03.298423] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 23.2s | Global ETA: 11m 23s [2025-11-22T03:09:03.299319] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:03.299380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:03.304141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:03.306535] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:03.351576] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 1.26% [2025-11-22T03:09:03.391019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:03.468703] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.24% | Symbol ETA: 23.7s | Global ETA: 11m 23s [2025-11-22T03:09:03.469693] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:03.469766] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:03.470468] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:03.471681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:03.518869] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: 0.51%, Actual: 3.62% [2025-11-22T03:09:03.555340] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 7.63% | Symbol ETA: 6m 33s | Global ETA: 11m 23s [2025-11-22T03:09:03.556232] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:03.556291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:03.557964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:03.558431] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:03.685323] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: 1.24%, Actual: 0.56% [2025-11-22T03:09:03.850991] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 1.63% [2025-11-22T03:09:03.968364] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.04% | Symbol ETA: 22.5s | Global ETA: 11m 23s [2025-11-22T03:09:03.969298] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:03.969359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:03.974146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:03.976527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:04.016694] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 1.89% [2025-11-22T03:09:04.068898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:04.079310] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.17% | Symbol ETA: 23.0s | Global ETA: 11m 23s [2025-11-22T03:09:04.134099] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.31% | Symbol ETA: 6m 32s | Global ETA: 11m 23s [2025-11-22T03:09:04.134991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:09:04.135050] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:04.136731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:04.137211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:04.184491] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.35%, Actual: 1.98% [2025-11-22T03:09:04.255597] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 0.89% [2025-11-22T03:09:04.350809] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.31% [2025-11-22T03:09:04.426551] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.14% [2025-11-22T03:09:04.517188] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.21%, Actual: 0.77% [2025-11-22T03:09:04.597660] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.81%, Actual: 1.31% [2025-11-22T03:09:04.683914] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 21.7s | Global ETA: 11m 23s [2025-11-22T03:09:04.684007] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.06%, Actual: 0.83% [2025-11-22T03:09:04.684801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:04.684863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:04.689617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:04.692052] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:04.714467] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.88% | Symbol ETA: 6m 31s | Global ETA: 11m 23s [2025-11-22T03:09:04.768118] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.89%, Actual: 1.15% [2025-11-22T03:09:04.778858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:04.849912] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: 0.38%, Actual: 0.05% [2025-11-22T03:09:04.850110] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 31.0360% [2025-11-22T03:09:04.850189] [INFO ] [main ] BWA: DISCARDED add_volume_flow_differentials (score: 31.04%) [2025-11-22T03:09:04.850230] [INFO ] [main ] BWA: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:09:04.850262] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_volume_pressure_into_close'] [2025-11-22T03:09:04.850298] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:09:04.863321] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:04.864546] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:04.864608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:04.869427] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:04.870264] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:04.879934] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -10.57%, Actual: 9.70% [2025-11-22T03:09:04.926676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:04.928490] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:04.930500] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:04.932209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:04.938980] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 0.91% [2025-11-22T03:09:05.043782] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.08% [2025-11-22T03:09:05.110050] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.08%, Actual: 0.96% [2025-11-22T03:09:05.207809] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.68% [2025-11-22T03:09:05.283208] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.57%, Actual: 0.54% [2025-11-22T03:09:05.359249] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 21.0s | Global ETA: 11m 23s [2025-11-22T03:09:05.371980] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.41% [2025-11-22T03:09:05.456879] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.15%, Actual: 0.81% [2025-11-22T03:09:05.525354] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.76%, Actual: 0.10% [2025-11-22T03:09:05.532175] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 6.4s | Global ETA: 11m 23s [2025-11-22T03:09:05.533067] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:05.533130] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:05.536459] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 3.81%, Actual: 6.36% [2025-11-22T03:09:05.537935] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:05.538738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:05.595558] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:05.597358] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:05.599348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:05.601121] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:05.627863] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.24%, Actual: 0.86% [2025-11-22T03:09:05.699995] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 0.66% [2025-11-22T03:09:05.704658] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.28%, Actual: 2.27% [2025-11-22T03:09:05.796179] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.17%, Actual: 1.17% [2025-11-22T03:09:05.796379] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 61.8430% [2025-11-22T03:09:05.796493] [INFO ] [main ] BIPC: KEPT add_intraday_skewness_proxies (score: 61.84%) [2025-11-22T03:09:05.796541] [INFO ] [main ] BIPC: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:09:05.796573] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile'] [2025-11-22T03:09:05.796608] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:05.808343] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:05.809622] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:05.809724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:05.810464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:05.811606] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:05.865317] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 5.35% [2025-11-22T03:09:05.872757] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.15% [2025-11-22T03:09:05.898152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:06.030475] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 7.63%, Actual: 2.54% [2025-11-22T03:09:06.040708] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.16%, Actual: 0.24% [2025-11-22T03:09:06.200889] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 5.7s | Global ETA: 11m 23s [2025-11-22T03:09:06.202091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:06.202154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:06.201414] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.31%, Actual: 1.12% [2025-11-22T03:09:06.206878] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:06.207688] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:06.211716] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.20%, Actual: 0.09% [2025-11-22T03:09:06.263830] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:06.265615] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:06.267576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:06.269263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:06.383360] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.88%, Actual: 10.95% [2025-11-22T03:09:06.383570] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 40.9928% [2025-11-22T03:09:06.383673] [INFO ] [main ] ACHR: KEPT add_atr (score: 40.99%) [2025-11-22T03:09:06.383720] [INFO ] [main ] ACHR: Testing feature 3/53: add_atr_10 [2025-11-22T03:09:06.383752] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T03:09:06.383787] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:06.384602] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.49%, Actual: 0.18% [2025-11-22T03:09:06.397122] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:06.398439] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:06.398500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:06.400187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:06.400701] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:06.401135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:06.489807] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 28.5s | Global ETA: 11m 23s [2025-11-22T03:09:06.490705] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:06.490767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:06.491433] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:06.492572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:06.556491] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 0.35% [2025-11-22T03:09:06.583545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:06.723663] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.04%, Actual: 1.77% [2025-11-22T03:09:06.869335] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.69% | Symbol ETA: 5.0s | Global ETA: 11m 23s [2025-11-22T03:09:06.870223] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:06.870286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:06.875073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:06.875859] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:06.890292] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.19% [2025-11-22T03:09:06.932356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:06.934233] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:06.936200] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:06.937928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:06.984153] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.26% | Symbol ETA: 3m 17s | Global ETA: 11m 23s [2025-11-22T03:09:06.985092] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:06.985169] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:06.986832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:06.987311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:06.987780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.059607] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.48%, Actual: 0.22% [2025-11-22T03:09:07.059834] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.4349% [2025-11-22T03:09:07.059918] [INFO ] [main ] IRT: DISCARDED add_intraday_volatility_percentile (score: 37.43%) [2025-11-22T03:09:07.059961] [INFO ] [main ] IRT: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:09:07.060338] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_last_hour_momentum_mag'] [2025-11-22T03:09:07.060377] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:07.075217] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:07.076752] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:07.076815] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:07.082172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:07.084794] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:07.085457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.187982] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 27.9s | Global ETA: 11m 23s [2025-11-22T03:09:07.188945] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:07.189009] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:07.189742] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:07.191256] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:07.282269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.548111] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.24% | Symbol ETA: 4.4s | Global ETA: 11m 24s [2025-11-22T03:09:07.549035] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:07.549096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:07.553944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:07.554784] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:07.588886] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 3.02% | Symbol ETA: 3m 17s | Global ETA: 11m 24s [2025-11-22T03:09:07.590178] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:07.590242] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:07.592049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:07.592694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:07.593253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.611574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:07.613403] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:07.615362] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:07.617093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.689159] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.10% | Symbol ETA: 27.3s | Global ETA: 11m 24s [2025-11-22T03:09:07.690568] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:07.690629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:07.695375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:07.697850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:07.698467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:07.897155] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.02% | Symbol ETA: 27.2s | Global ETA: 11m 24s [2025-11-22T03:09:07.898133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:07.898222] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:07.898960] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:07.900136] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:07.988700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.210104] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 6.29% | Symbol ETA: 3m 16s | Global ETA: 11m 24s [2025-11-22T03:09:08.211042] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:08.211106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:08.212857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:08.213374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:08.213837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.224371] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.47% | Symbol ETA: 3.7s | Global ETA: 11m 24s [2025-11-22T03:09:08.225310] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:08.225374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:08.230353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:08.231146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:08.273605] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 26.5s | Global ETA: 11m 24s [2025-11-22T03:09:08.274486] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:08.274547] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:08.279348] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:08.281728] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:08.282373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.286396] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:08.288308] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:08.290301] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:08.292045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.590487] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.26% | Symbol ETA: 26.5s | Global ETA: 11m 24s [2025-11-22T03:09:08.591390] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:08.591452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:08.592146] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:08.593350] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:08.679734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.826824] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -5.42% | Symbol ETA: 3m 16s | Global ETA: 11m 24s [2025-11-22T03:09:08.827798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:08.827861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:08.829587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:08.830115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:08.830558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.859149] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 25.9s | Global ETA: 11m 24s [2025-11-22T03:09:08.860045] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:08.860105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:08.864898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:08.867298] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:08.868001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:08.895043] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -2.02% | Symbol ETA: 3.0s | Global ETA: 11m 24s [2025-11-22T03:09:08.895992] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:08.896055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:08.900813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:08.901591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:08.957604] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:08.959507] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:08.961491] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:08.963198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:09.279588] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.17% | Symbol ETA: 25.8s | Global ETA: 11m 24s [2025-11-22T03:09:09.280479] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:09.280541] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:09.281249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:09.282409] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:09.370609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:09.431631] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 2.93% | Symbol ETA: 3m 15s | Global ETA: 11m 24s [2025-11-22T03:09:09.432517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:09.432580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:09.434225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:09.434791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:09.435227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:09.439244] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.45% | Symbol ETA: 25.3s | Global ETA: 11m 24s [2025-11-22T03:09:09.440134] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:09.440195] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:09.444924] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:09.447310] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:09.447985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:09.558589] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 2.4s | Global ETA: 11m 24s [2025-11-22T03:09:09.559476] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:09.559539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:09.564297] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:09.565088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:09.620705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:09.622522] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:09.624551] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:09.626261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:09.975396] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.52% | Symbol ETA: 25.2s | Global ETA: 11m 24s [2025-11-22T03:09:09.976296] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:09.976358] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:09.977177] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:09.978384] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:10.022354] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.95% | Symbol ETA: 24.7s | Global ETA: 11m 24s [2025-11-22T03:09:10.023240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:10.023301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:10.028305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:10.030673] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:10.031301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.035124] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.68% | Symbol ETA: 3m 14s | Global ETA: 11m 24s [2025-11-22T03:09:10.036051] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:10.036114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:10.038159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:10.038714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:10.039194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.064137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.221727] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.94% | Symbol ETA: 1.7s | Global ETA: 11m 24s [2025-11-22T03:09:10.222607] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:10.222688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:10.227926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:10.228718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:10.285169] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:10.287072] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:10.289105] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:10.290883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.612710] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 24.1s | Global ETA: 11m 24s [2025-11-22T03:09:10.613584] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:10.613671] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:10.618442] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:10.620879] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:10.621513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.652836] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 0.26% | Symbol ETA: 3m 14s | Global ETA: 11m 24s [2025-11-22T03:09:10.653787] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:10.653852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:10.655677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:10.656219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:10.656707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.659495] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.14% | Symbol ETA: 24.5s | Global ETA: 11m 24s [2025-11-22T03:09:10.660420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:10.660481] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:10.661164] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:10.662296] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:10.747808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:10.889206] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.04% | Symbol ETA: 1.0s | Global ETA: 11m 24s [2025-11-22T03:09:10.890153] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:10.890216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:10.895016] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:10.895815] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:10.950581] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:10.952515] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:10.954458] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:09:10.956187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.228320] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 23.5s | Global ETA: 11m 24s [2025-11-22T03:09:11.229227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:11.229288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:11.233995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:11.236339] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:11.237031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.271934] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 13.54% | Symbol ETA: 3m 13s | Global ETA: 11m 24s [2025-11-22T03:09:11.272861] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:11.272924] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:11.274595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:11.275099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:11.275569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.363778] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 23.8s | Global ETA: 11m 24s [2025-11-22T03:09:11.364991] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:11.365065] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:11.365877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:11.367131] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:11.460576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.556236] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 0.4s | Global ETA: 11m 24s [2025-11-22T03:09:11.724154] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 1.26% [2025-11-22T03:09:11.815133] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 22.9s | Global ETA: 11m 24s [2025-11-22T03:09:11.816020] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:11.816081] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:11.820838] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:11.823210] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:11.823858] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.879506] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -19.17% | Symbol ETA: 3m 13s | Global ETA: 11m 24s [2025-11-22T03:09:11.880449] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:11.880512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:11.882269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:11.882804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:11.883272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:11.891982] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 3.62% [2025-11-22T03:09:12.060796] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.69%, Actual: 0.56% [2025-11-22T03:09:12.068500] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.77% | Symbol ETA: 23.1s | Global ETA: 11m 24s [2025-11-22T03:09:12.069427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:12.069490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:12.070207] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:12.071398] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:09:12.160145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:12.226606] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.24%, Actual: 1.63% [2025-11-22T03:09:12.393086] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.47%, Actual: 1.89% [2025-11-22T03:09:12.400536] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.94% | Symbol ETA: 22.3s | Global ETA: 11m 24s [2025-11-22T03:09:12.402002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:12.402065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:12.407177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:12.409737] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:12.410404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:12.472068] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -7.40% | Symbol ETA: 3m 12s | Global ETA: 11m 24s [2025-11-22T03:09:12.560583] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -2.02%, Actual: 1.98% [2025-11-22T03:09:12.659919] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.26%, Actual: 9.70% [2025-11-22T03:09:12.729352] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 1.17%, Actual: 0.31% [2025-11-22T03:09:12.775227] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.33% | Symbol ETA: 22.4s | Global ETA: 11m 24s [2025-11-22T03:09:12.827891] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 3.02%, Actual: 1.08% [2025-11-22T03:09:12.897777] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.94%, Actual: 0.77% [2025-11-22T03:09:12.944904] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.49%, Actual: 0.89% [2025-11-22T03:09:12.996425] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 6.29%, Actual: 1.68% [2025-11-22T03:09:12.997395] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 21.7s | Global ETA: 11m 24s [2025-11-22T03:09:13.065202] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.04%, Actual: 0.83% [2025-11-22T03:09:13.114834] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 0.14% [2025-11-22T03:09:13.163585] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -5.42%, Actual: 2.41% [2025-11-22T03:09:13.166789] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.10%, Actual: 0.10% [2025-11-22T03:09:13.236826] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.05% [2025-11-22T03:09:13.237037] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 54.6004% [2025-11-22T03:09:13.237116] [INFO ] [main ] BWA: DISCARDED add_volume_pressure_into_close (score: 54.60%) [2025-11-22T03:09:13.237161] [INFO ] [main ] BWA: Testing feature 52/53: add_volume_zscore [2025-11-22T03:09:13.237195] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_volume_zscore'] [2025-11-22T03:09:13.237230] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:09:13.250278] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:13.251576] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:13.251638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:13.256388] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:13.257208] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:13.280894] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.02%, Actual: 1.31% [2025-11-22T03:09:13.314200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:13.316292] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:13.318409] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:13.320211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:13.328145] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 2.93%, Actual: 6.36% [2025-11-22T03:09:13.338377] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.96%, Actual: 2.27% [2025-11-22T03:09:13.450390] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.26%, Actual: 1.15% [2025-11-22T03:09:13.494860] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.68%, Actual: 0.66% [2025-11-22T03:09:13.516046] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 0.15% [2025-11-22T03:09:13.627935] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.17%, Actual: 0.91% [2025-11-22T03:09:13.663115] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 0.26%, Actual: 5.35% [2025-11-22T03:09:13.691193] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 0.24% [2025-11-22T03:09:13.805980] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.52%, Actual: 0.96% [2025-11-22T03:09:13.832303] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 13.54%, Actual: 2.54% [2025-11-22T03:09:13.869898] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.95%, Actual: 0.09% [2025-11-22T03:09:13.931438] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.96% | Symbol ETA: 6.3s | Global ETA: 11m 24s [2025-11-22T03:09:13.932332] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:13.932393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:13.937192] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:13.937997] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:13.983002] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.14%, Actual: 0.54% [2025-11-22T03:09:13.993520] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:13.995341] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:13.997272] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:13.999013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:14.000916] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -19.17%, Actual: 1.12% [2025-11-22T03:09:14.047277] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.18% [2025-11-22T03:09:14.167341] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -7.40%, Actual: 10.95% [2025-11-22T03:09:14.167541] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 36.8247% [2025-11-22T03:09:14.167594] [INFO ] [main ] ACHR: DISCARDED add_atr_10 (score: 36.82%) [2025-11-22T03:09:14.167631] [INFO ] [main ] ACHR: Testing feature 4/53: add_atr_5 [2025-11-22T03:09:14.167683] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T03:09:14.167718] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:14.168706] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.71%, Actual: 0.81% [2025-11-22T03:09:14.180815] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:14.182171] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:14.182231] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:14.183913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:14.184410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:14.184825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:14.219849] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.35% [2025-11-22T03:09:14.372510] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.77%, Actual: 0.86% [2025-11-22T03:09:14.390876] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.77% [2025-11-22T03:09:14.549429] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.33%, Actual: 1.17% [2025-11-22T03:09:14.549633] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 41.5075% [2025-11-22T03:09:14.549710] [INFO ] [main ] BIPC: DISCARDED add_intraday_volatility_percentile (score: 41.51%) [2025-11-22T03:09:14.549752] [INFO ] [main ] BIPC: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:09:14.549785] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag'] [2025-11-22T03:09:14.549821] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:14.555495] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.94%, Actual: 0.19% [2025-11-22T03:09:14.563793] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:14.565256] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:14.565319] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:14.566069] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:14.567460] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:14.568189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:14.601582] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.65% | Symbol ETA: 5.6s | Global ETA: 11m 24s [2025-11-22T03:09:14.602471] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:14.602533] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:14.607225] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:14.608043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:14.664991] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:14.666959] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:14.668950] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:14.670638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:14.721291] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.22% [2025-11-22T03:09:14.721481] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 44.6034% [2025-11-22T03:09:14.722086] [INFO ] [main ] IRT: DISCARDED add_last_hour_momentum_mag (score: 44.60%) [2025-11-22T03:09:14.722136] [INFO ] [main ] IRT: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:09:14.722169] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_late_day_volatility'] [2025-11-22T03:09:14.722203] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:14.734629] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:14.735975] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:14.736035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:14.740795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:14.743228] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:14.744984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:14.771576] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -10.57% | Symbol ETA: 2m 12s | Global ETA: 11m 24s [2025-11-22T03:09:14.772467] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:14.772528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:14.774179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:14.774684] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:14.775072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.172285] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 27.1s | Global ETA: 11m 24s [2025-11-22T03:09:15.173191] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.173252] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:15.173959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:15.175114] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:15.175795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.268419] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -1.42% | Symbol ETA: 4.9s | Global ETA: 11m 24s [2025-11-22T03:09:15.269682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:15.269744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:15.274516] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:15.275305] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:15.323544] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 22.5s | Global ETA: 11m 24s [2025-11-22T03:09:15.324966] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.325026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:15.329913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:15.331215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:15.332287] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:15.333089] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:15.334083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.335036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:15.336727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.362394] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 2m 12s | Global ETA: 11m 24s [2025-11-22T03:09:15.363281] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.363342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:15.364988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:15.365462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:15.365864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.794035] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 26.5s | Global ETA: 11m 24s [2025-11-22T03:09:15.794992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.795055] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:15.795772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:15.796944] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:15.797709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.915858] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 22.0s | Global ETA: 11m 24s [2025-11-22T03:09:15.916800] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.916865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:15.922152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:15.924792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:15.926637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:15.941557] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.31% | Symbol ETA: 4.2s | Global ETA: 11m 24s [2025-11-22T03:09:15.942501] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:15.942567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:15.947546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:15.948382] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:15.949781] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 2m 11s | Global ETA: 11m 24s [2025-11-22T03:09:15.950658] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:15.950718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:15.952333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:15.952831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:15.953212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:16.005741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:16.007814] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:16.009895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:16.011736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:16.408837] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 25.9s | Global ETA: 11m 25s [2025-11-22T03:09:16.409833] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:16.409919] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:16.410731] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:16.411946] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:16.412634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:16.517697] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.85% | Symbol ETA: 21.4s | Global ETA: 11m 25s [2025-11-22T03:09:16.518604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:16.518688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:16.523471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:16.525895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:16.527701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:16.536749] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.77% | Symbol ETA: 2m 11s | Global ETA: 11m 25s [2025-11-22T03:09:16.537653] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:16.537714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:16.539320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:16.539818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:16.540202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:16.616713] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 1.37% | Symbol ETA: 3.5s | Global ETA: 11m 25s [2025-11-22T03:09:16.617769] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:16.617832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:16.622466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:16.623241] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:16.686694] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:16.688867] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:16.690934] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:16.692732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.041223] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.57% | Symbol ETA: 25.3s | Global ETA: 11m 25s [2025-11-22T03:09:17.042240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.042304] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:17.043066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:17.044252] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:17.044979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.108281] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 20.8s | Global ETA: 11m 25s [2025-11-22T03:09:17.109707] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.112842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:17.117596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:17.119998] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:17.121485] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 3.81% | Symbol ETA: 2m 10s | Global ETA: 11m 25s [2025-11-22T03:09:17.121844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.122360] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.122421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:17.124068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:17.124545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:17.124941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.292471] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 2.9s | Global ETA: 11m 25s [2025-11-22T03:09:17.293372] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:17.293435] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:17.298189] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:17.299029] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:17.355386] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:17.357331] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:17.359333] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:17.361041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.679634] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 24.7s | Global ETA: 11m 25s [2025-11-22T03:09:17.680590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.680675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:17.681377] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:17.682667] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:17.683357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.693441] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.49% | Symbol ETA: 20.2s | Global ETA: 11m 25s [2025-11-22T03:09:17.694329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.694389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:17.699136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:17.701481] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:17.703274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.707104] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.91% | Symbol ETA: 2m 9s | Global ETA: 11m 25s [2025-11-22T03:09:17.708016] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:17.708076] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:17.709703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:17.710171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:17.710548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:17.960961] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 2.2s | Global ETA: 11m 25s [2025-11-22T03:09:17.961848] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:17.961910] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:17.966619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:17.967398] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:18.022838] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:18.024618] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:18.026561] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:18.028212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.276988] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 19.6s | Global ETA: 11m 25s [2025-11-22T03:09:18.277936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.277997] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:18.282758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:18.285140] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:18.286936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.294466] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 2m 9s | Global ETA: 11m 25s [2025-11-22T03:09:18.295346] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.295407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:18.297064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:18.297922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:18.298311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.334542] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.42% | Symbol ETA: 24.1s | Global ETA: 11m 25s [2025-11-22T03:09:18.335545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.335608] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:18.336360] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:18.337761] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:18.338450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.627857] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -0.41% | Symbol ETA: 1.5s | Global ETA: 11m 25s [2025-11-22T03:09:18.628741] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:18.628804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:18.633503] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:18.634292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:18.690109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:18.691882] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:18.693819] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:18.695435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.866244] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 19.0s | Global ETA: 11m 25s [2025-11-22T03:09:18.867132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.867193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:18.872027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:18.874450] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:18.876258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.881483] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 7.63% | Symbol ETA: 2m 8s | Global ETA: 11m 25s [2025-11-22T03:09:18.882372] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.882432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:18.884064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:18.884532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:18.884941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:18.959743] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: -0.82% | Symbol ETA: 23.5s | Global ETA: 11m 25s [2025-11-22T03:09:18.960740] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:18.960820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:18.961539] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:18.962770] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:18.963456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:19.292858] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 0.8s | Global ETA: 11m 25s [2025-11-22T03:09:19.293785] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:19.293849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:19.299012] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:19.299812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:19.357629] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:19.360052] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:19.362499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:09:19.364257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:19.462733] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.83% | Symbol ETA: 18.4s | Global ETA: 11m 25s [2025-11-22T03:09:19.463612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:19.463702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:19.468492] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:19.471289] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:19.473072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:19.479280] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.31% | Symbol ETA: 2m 8s | Global ETA: 11m 25s [2025-11-22T03:09:19.480453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:19.480523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:19.482805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:19.483388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:19.483834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:19.636461] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.94% | Symbol ETA: 22.9s | Global ETA: 11m 25s [2025-11-22T03:09:19.637686] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:19.637758] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:19.638585] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:19.640094] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:19.640913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:20.164440] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.32% | Symbol ETA: 0.2s | Global ETA: 11m 25s [2025-11-22T03:09:20.224401] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.88% | Symbol ETA: 2m 7s | Global ETA: 11m 25s [2025-11-22T03:09:20.241834] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 17.9s | Global ETA: 11m 25s [2025-11-22T03:09:20.242798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:20.242861] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:20.248173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:20.250860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:20.252750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:20.397482] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -10.57%, Actual: 9.70% [2025-11-22T03:09:20.433527] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.61% | Symbol ETA: 22.2s | Global ETA: 11m 25s [2025-11-22T03:09:20.434706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:20.434770] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:20.435680] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:20.436286] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.96%, Actual: 1.26% [2025-11-22T03:09:20.436863] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:09:20.437570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:20.568731] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.08% [2025-11-22T03:09:20.641460] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.65%, Actual: 3.62% [2025-11-22T03:09:20.735105] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.68% [2025-11-22T03:09:20.807978] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -1.42%, Actual: 0.56% [2025-11-22T03:09:20.867250] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.60% | Symbol ETA: 17.2s | Global ETA: 11m 25s [2025-11-22T03:09:20.899422] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.77%, Actual: 2.41% [2025-11-22T03:09:20.974077] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.31%, Actual: 1.63% [2025-11-22T03:09:21.033908] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.10% [2025-11-22T03:09:21.037428] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 0.33% | Symbol ETA: 21.6s | Global ETA: 11m 25s [2025-11-22T03:09:21.063531] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 3.81%, Actual: 6.36% [2025-11-22T03:09:21.139966] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.37%, Actual: 1.89% [2025-11-22T03:09:21.200409] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.02%, Actual: 2.27% [2025-11-22T03:09:21.207483] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 0.89% [2025-11-22T03:09:21.227853] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.91%, Actual: 0.66% [2025-11-22T03:09:21.306026] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.12%, Actual: 1.98% [2025-11-22T03:09:21.367080] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.85%, Actual: 0.15% [2025-11-22T03:09:21.376182] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 0.14% [2025-11-22T03:09:21.391537] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 5.35% [2025-11-22T03:09:21.471480] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 0.31% [2025-11-22T03:09:21.533471] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 0.24% [2025-11-22T03:09:21.543356] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 1.31% [2025-11-22T03:09:21.557247] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 7.63%, Actual: 2.54% [2025-11-22T03:09:21.637263] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -0.41%, Actual: 0.77% [2025-11-22T03:09:21.699885] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.49%, Actual: 0.09% [2025-11-22T03:09:21.722069] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.57%, Actual: 1.15% [2025-11-22T03:09:21.725440] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.31%, Actual: 1.12% [2025-11-22T03:09:21.803064] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 1.01%, Actual: 0.83% [2025-11-22T03:09:21.866505] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.00%, Actual: 0.18% [2025-11-22T03:09:21.887884] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 0.91% [2025-11-22T03:09:21.890088] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.88%, Actual: 10.95% [2025-11-22T03:09:21.890253] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 40.9928% [2025-11-22T03:09:21.890352] [INFO ] [main ] ACHR: KEPT add_atr_5 (score: 40.99%) [2025-11-22T03:09:21.890396] [INFO ] [main ] ACHR: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:09:21.890428] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T03:09:21.890463] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:21.903573] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:21.904995] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:21.905057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:21.906754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:21.907251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:21.907673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:21.908401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:21.967926] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.32%, Actual: 0.05% [2025-11-22T03:09:21.968146] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 47.5328% [2025-11-22T03:09:21.968232] [INFO ] [main ] BWA: DISCARDED add_volume_zscore (score: 47.53%) [2025-11-22T03:09:21.968274] [INFO ] [main ] BWA: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:09:21.968306] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change', 'add_vwap_deviations'] [2025-11-22T03:09:21.968340] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:09:21.981543] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:21.983020] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:21.983086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:21.987851] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:21.988683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:22.033424] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.35% [2025-11-22T03:09:22.044823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:22.046672] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:22.048636] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:22.052203] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.42%, Actual: 0.96% [2025-11-22T03:09:22.054313] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:22.202888] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.83%, Actual: 1.77% [2025-11-22T03:09:22.216574] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: -0.82%, Actual: 0.54% [2025-11-22T03:09:22.368606] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.19% [2025-11-22T03:09:22.383057] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.94%, Actual: 0.81% [2025-11-22T03:09:22.486593] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -6.20% | Symbol ETA: 1m 38s | Global ETA: 11m 25s [2025-11-22T03:09:22.487511] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:22.487573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:22.489218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:22.489725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:22.490126] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:22.490871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:22.534256] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.60%, Actual: 0.22% [2025-11-22T03:09:22.534448] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 34.0230% [2025-11-22T03:09:22.534527] [INFO ] [main ] IRT: DISCARDED add_late_day_volatility (score: 34.02%) [2025-11-22T03:09:22.534569] [INFO ] [main ] IRT: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:09:22.534599] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_late_hour_microstructure'] [2025-11-22T03:09:22.534634] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:22.547197] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:22.547448] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.61%, Actual: 0.86% [2025-11-22T03:09:22.548411] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:22.548473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:22.553244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:22.555692] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:22.561486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:22.649313] [INFO ] [main ] BWA: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 6.0s | Global ETA: 11m 25s [2025-11-22T03:09:22.650211] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:22.650274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:22.655013] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:22.655796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:22.711715] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:22.712586] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 0.33%, Actual: 1.17% [2025-11-22T03:09:22.712797] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 46.2984% [2025-11-22T03:09:22.712882] [INFO ] [main ] BIPC: DISCARDED add_last_hour_momentum_mag (score: 46.30%) [2025-11-22T03:09:22.712924] [INFO ] [main ] BIPC: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:09:22.712955] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_late_day_volatility'] [2025-11-22T03:09:22.712990] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:22.713518] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:22.715471] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:22.721071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:22.726255] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:22.727693] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:22.727754] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:22.728445] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:22.729582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:22.731429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.128629] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -8.36% | Symbol ETA: 1m 38s | Global ETA: 11m 25s [2025-11-22T03:09:23.129539] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:23.129601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:23.131281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:23.131792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:23.132172] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:23.132920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.142934] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.56% | Symbol ETA: 21.4s | Global ETA: 11m 25s [2025-11-22T03:09:23.143828] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:23.143888] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:23.148636] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:23.151059] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:23.153725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.326735] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.90% | Symbol ETA: 23.8s | Global ETA: 11m 25s [2025-11-22T03:09:23.327626] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:23.327720] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:23.328391] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:23.329600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:23.331465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.336761] [INFO ] [main ] BWA: Lookback Days: 3, Magnitude: -1.60% | Symbol ETA: 5.4s | Global ETA: 11m 25s [2025-11-22T03:09:23.337687] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:23.337750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:23.342460] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:23.343253] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:23.398842] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:23.400699] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:23.402665] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:23.408352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.711805] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 4.58% | Symbol ETA: 1m 37s | Global ETA: 11m 25s [2025-11-22T03:09:23.712690] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:23.712752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:23.714360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:23.714868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:23.715253] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:23.715997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.739448] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 20.9s | Global ETA: 11m 25s [2025-11-22T03:09:23.740464] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:23.740534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:23.745449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:23.747991] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:23.750622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:23.918884] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 23.1s | Global ETA: 11m 25s [2025-11-22T03:09:23.919788] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:23.919865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:23.920532] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:23.921704] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:23.923500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.003744] [INFO ] [main ] BWA: Lookback Days: 4, Magnitude: -0.63% | Symbol ETA: 4.7s | Global ETA: 11m 25s [2025-11-22T03:09:24.004619] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:24.004712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:24.009423] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:24.010210] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:24.065312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:24.067171] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:24.069127] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:24.074705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.298457] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -5.36% | Symbol ETA: 1m 36s | Global ETA: 11m 25s [2025-11-22T03:09:24.299348] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:24.299410] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:24.301032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:24.301516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:24.301917] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:24.302666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.343872] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.61% | Symbol ETA: 20.3s | Global ETA: 11m 25s [2025-11-22T03:09:24.344771] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:24.344832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:24.349595] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:24.352057] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:24.354771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.527196] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 22.6s | Global ETA: 11m 26s [2025-11-22T03:09:24.528536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:24.528600] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:24.529351] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:24.530602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:24.532560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.672470] [INFO ] [main ] BWA: Lookback Days: 5, Magnitude: 0.82% | Symbol ETA: 4.0s | Global ETA: 11m 26s [2025-11-22T03:09:24.673715] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:24.673785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:24.678598] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:24.679385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:24.734905] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:24.736773] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:24.738767] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:24.744493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.882199] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 5.84% | Symbol ETA: 1m 36s | Global ETA: 11m 26s [2025-11-22T03:09:24.883098] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:24.883160] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:24.884797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:24.885282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:24.885681] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:24.886404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:24.948395] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 19.7s | Global ETA: 11m 26s [2025-11-22T03:09:24.949303] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:24.949365] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:24.954195] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:24.956718] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:24.959409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:25.134534] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.78% | Symbol ETA: 22.0s | Global ETA: 11m 26s [2025-11-22T03:09:25.135427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:25.135488] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:25.136179] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:25.137326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:25.139217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:25.339712] [INFO ] [main ] BWA: Lookback Days: 6, Magnitude: 0.83% | Symbol ETA: 3.4s | Global ETA: 11m 26s [2025-11-22T03:09:25.340585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:25.340666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:25.345379] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:25.346163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:25.400785] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:25.402614] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:25.404558] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:25.410194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:25.468054] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.48% | Symbol ETA: 1m 35s | Global ETA: 11m 26s [2025-11-22T03:09:25.468956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:25.469018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:25.470662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:25.471151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:25.471532] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:25.472274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:25.540916] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.52% | Symbol ETA: 19.1s | Global ETA: 11m 26s [2025-11-22T03:09:25.541816] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:25.541876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:25.546618] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:25.549057] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:25.551697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:25.727863] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.86% | Symbol ETA: 21.4s | Global ETA: 11m 26s [2025-11-22T03:09:25.728795] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:25.728864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:25.729529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:25.730725] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:25.732542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.004781] [INFO ] [main ] BWA: Lookback Days: 7, Magnitude: -1.89% | Symbol ETA: 2.7s | Global ETA: 11m 26s [2025-11-22T03:09:26.005717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:26.005779] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:26.010514] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.011315] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:26.051769] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.77% | Symbol ETA: 1m 34s | Global ETA: 11m 26s [2025-11-22T03:09:26.052679] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:26.052741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:26.054349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:26.054857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:26.055239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.055991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.066616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:26.068520] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:26.070468] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:26.076036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.136758] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.27% | Symbol ETA: 18.5s | Global ETA: 11m 26s [2025-11-22T03:09:26.137676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:26.137737] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:26.142414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:26.144808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:26.147434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.337536] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 20.8s | Global ETA: 11m 26s [2025-11-22T03:09:26.338524] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:26.338602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.339356] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:26.340533] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:26.342468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.633847] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.40% | Symbol ETA: 1m 34s | Global ETA: 11m 26s [2025-11-22T03:09:26.634760] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:26.634821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:26.636492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:26.636997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:26.637382] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.638143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.685443] [INFO ] [main ] BWA: Lookback Days: 8, Magnitude: 0.40% | Symbol ETA: 2.0s | Global ETA: 11m 26s [2025-11-22T03:09:26.686367] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:26.686431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:26.691295] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.692197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:26.723844] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 17.9s | Global ETA: 11m 26s [2025-11-22T03:09:26.724732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:26.724793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:26.729534] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:26.731935] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:26.734548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.747200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:26.749047] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:26.751052] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:26.756969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:26.944870] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.60% | Symbol ETA: 20.2s | Global ETA: 11m 26s [2025-11-22T03:09:26.945766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:26.945829] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:26.946494] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:26.947686] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:26.949512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.223587] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.83% | Symbol ETA: 1m 33s | Global ETA: 11m 26s [2025-11-22T03:09:27.224536] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:27.224599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:27.226291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:27.226804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:27.227199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:27.227975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.336241] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 17.3s | Global ETA: 11m 26s [2025-11-22T03:09:27.337174] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:27.337236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:27.342180] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:27.344715] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:27.347495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.355902] [INFO ] [main ] BWA: Lookback Days: 9, Magnitude: -1.14% | Symbol ETA: 1.3s | Global ETA: 11m 26s [2025-11-22T03:09:27.356784] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:27.356862] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:27.361759] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:27.362562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:27.418633] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:27.420465] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:27.422382] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:27.428112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.558933] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.54% | Symbol ETA: 19.6s | Global ETA: 11m 26s [2025-11-22T03:09:27.559874] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:27.559938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:27.560685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:27.561898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:27.563850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.810470] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -2.71% | Symbol ETA: 1m 33s | Global ETA: 11m 26s [2025-11-22T03:09:27.938677] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.19% | Symbol ETA: 16.7s | Global ETA: 11m 26s [2025-11-22T03:09:27.939628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:27.939711] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:27.944691] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:27.947247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:27.950124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:27.977972] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -6.20%, Actual: 9.70% [2025-11-22T03:09:28.080526] [INFO ] [main ] BWA: Lookback Days: 10, Magnitude: -0.49% | Symbol ETA: 0.7s | Global ETA: 11m 26s [2025-11-22T03:09:28.081460] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:09:28.081522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:28.086236] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:28.087024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:09:28.142133] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:28.143981] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:09:28.145218] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -8.36%, Actual: 1.08% [2025-11-22T03:09:28.145950] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:09:28.151577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:28.170179] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 1.02% | Symbol ETA: 19.0s | Global ETA: 11m 26s [2025-11-22T03:09:28.171630] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:28.171727] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:28.172416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:28.173592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:09:28.175539] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:28.314770] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 4.58%, Actual: 1.68% [2025-11-22T03:09:28.482043] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -5.36%, Actual: 2.41% [2025-11-22T03:09:28.554299] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.03% | Symbol ETA: 16.1s | Global ETA: 11m 26s [2025-11-22T03:09:28.649594] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 5.84%, Actual: 6.36% [2025-11-22T03:09:28.730485] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.10% [2025-11-22T03:09:28.756445] [INFO ] [main ] BWA: Lookback Days: 11, Magnitude: -1.06% | Symbol ETA: 0.0s | Global ETA: 11m 26s [2025-11-22T03:09:28.784689] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.18% | Symbol ETA: 18.4s | Global ETA: 11m 26s [2025-11-22T03:09:28.817509] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.48%, Actual: 0.66% [2025-11-22T03:09:28.901117] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.60%, Actual: 2.27% [2025-11-22T03:09:28.926495] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 1.26% [2025-11-22T03:09:28.952694] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 0.89% [2025-11-22T03:09:28.985365] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.77%, Actual: 5.35% [2025-11-22T03:09:29.081818] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.61%, Actual: 0.15% [2025-11-22T03:09:29.096403] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.60%, Actual: 3.62% [2025-11-22T03:09:29.120382] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.74%, Actual: 0.14% [2025-11-22T03:09:29.151200] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.40%, Actual: 2.54% [2025-11-22T03:09:29.253131] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 0.24% [2025-11-22T03:09:29.264534] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -0.63%, Actual: 0.56% [2025-11-22T03:09:29.286248] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.31% [2025-11-22T03:09:29.316355] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.83%, Actual: 1.12% [2025-11-22T03:09:29.428335] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.52%, Actual: 0.09% [2025-11-22T03:09:29.435084] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: 0.82%, Actual: 1.63% [2025-11-22T03:09:29.453456] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.78%, Actual: 1.15% [2025-11-22T03:09:29.484939] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -2.71%, Actual: 10.95% [2025-11-22T03:09:29.485137] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 37.0744% [2025-11-22T03:09:29.485197] [INFO ] [main ] ACHR: DISCARDED add_close_to_open_alignment (score: 37.07%) [2025-11-22T03:09:29.485606] [INFO ] [main ] ACHR: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:09:29.485656] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T03:09:29.485696] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:29.500217] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:29.501833] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:29.501896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:29.503606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:29.504146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:29.504575] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:29.505488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:29.600215] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.27%, Actual: 0.18% [2025-11-22T03:09:29.604896] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 0.83%, Actual: 1.89% [2025-11-22T03:09:29.621447] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.86%, Actual: 0.91% [2025-11-22T03:09:29.766877] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.35% [2025-11-22T03:09:29.774097] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.89%, Actual: 1.98% [2025-11-22T03:09:29.789181] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.62%, Actual: 0.96% [2025-11-22T03:09:29.932905] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.77% [2025-11-22T03:09:29.941779] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.40%, Actual: 0.31% [2025-11-22T03:09:29.956101] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.60%, Actual: 0.54% [2025-11-22T03:09:30.091037] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -9.55% | Symbol ETA: 1m 17s | Global ETA: 11m 26s [2025-11-22T03:09:30.091956] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:30.092018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:30.093695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:30.094173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:30.094560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:30.095436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:30.098896] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.19%, Actual: 0.19% [2025-11-22T03:09:30.109237] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: -1.14%, Actual: 0.77% [2025-11-22T03:09:30.123757] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.54%, Actual: 0.81% [2025-11-22T03:09:30.264669] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.03%, Actual: 0.22% [2025-11-22T03:09:30.264845] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.4979% [2025-11-22T03:09:30.264923] [INFO ] [main ] IRT: DISCARDED add_late_hour_microstructure (score: 33.50%) [2025-11-22T03:09:30.264964] [INFO ] [main ] IRT: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:09:30.265002] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_late_session_pressure'] [2025-11-22T03:09:30.265036] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:30.277220] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: -0.49%, Actual: 0.83% [2025-11-22T03:09:30.277951] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:30.279157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:30.279229] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:30.284192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:30.286668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:30.287759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:30.294786] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 1.02%, Actual: 0.86% [2025-11-22T03:09:30.444024] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -1.06%, Actual: 0.05% [2025-11-22T03:09:30.444206] [INFO ] [main ] BWA: Magnitude Forecast Confidence: 54.7465% [2025-11-22T03:09:30.444286] [INFO ] [main ] BWA: DISCARDED add_vwap_deviations (score: 54.75%) [2025-11-22T03:09:30.444327] [INFO ] [main ] BWA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:09:30.444358] [INFO ] [main ] BWA: Best accuracy: 57.86% [2025-11-22T03:09:30.444390] [INFO ] [main ] BWA: Best feature set (5 features): ['add_afternoon_v_morning_volatility_mix', 'add_close_to_open_alignment', 'add_gap_resolution_state', 'add_late_day_volatility', 'add_pct_change'] [2025-11-22T03:09:30.444420] [INFO ] [main ] BWA: Improvement over baseline: 17.98% [2025-11-22T03:09:30.444447] [INFO ] [main ] BWA: Total time: 7.5 minutes [2025-11-22T03:09:30.444497] [INFO ] [main ] BWA: Average time per feature: 8.5 seconds [2025-11-22T03:09:30.444527] [INFO ] [main ] BWA: Average speed: 0.12 features/sec [2025-11-22T03:09:30.466323] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.18%, Actual: 1.17% [2025-11-22T03:09:30.466875] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 48.2482% [2025-11-22T03:09:30.466958] [INFO ] [main ] BIPC: DISCARDED add_late_day_volatility (score: 48.25%) [2025-11-22T03:09:30.467004] [INFO ] [main ] BIPC: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:09:30.467038] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure'] [2025-11-22T03:09:30.467075] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:30.480502] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:30.481786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:30.481848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:30.482542] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:30.483707] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:30.486427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:30.612184] [DEBUG] [METRICS ] BWA: 2025-11-20:2025-11-21: Predicted: -2.44%, Actual: 1.26% [2025-11-22T03:09:30.682130] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.67% | Symbol ETA: 1m 16s | Global ETA: 11m 26s [2025-11-22T03:09:30.683044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:30.683107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:30.684786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:30.685261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:30.685662] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:30.686548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:30.781783] [DEBUG] [METRICS ] BWA: 2025-11-19:2025-11-20: Predicted: -1.69%, Actual: 3.62% [2025-11-22T03:09:30.880860] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 20.0s | Global ETA: 11m 26s [2025-11-22T03:09:30.881798] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:30.881863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:30.886854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:30.889574] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:30.890819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:30.949908] [DEBUG] [METRICS ] BWA: 2025-11-18:2025-11-19: Predicted: -1.22%, Actual: 0.56% [2025-11-22T03:09:31.086266] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.72% | Symbol ETA: 21.4s | Global ETA: 11m 26s [2025-11-22T03:09:31.087156] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:31.087230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:31.087949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:31.089092] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:31.091818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:31.116326] [DEBUG] [METRICS ] BWA: 2025-11-17:2025-11-18: Predicted: -1.11%, Actual: 1.63% [2025-11-22T03:09:31.268189] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.01% | Symbol ETA: 1m 16s | Global ETA: 11m 26s [2025-11-22T03:09:31.269095] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:31.269172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:31.270809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:31.271284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:31.271687] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:31.272533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:31.282612] [DEBUG] [METRICS ] BWA: 2025-11-14:2025-11-17: Predicted: 1.11%, Actual: 1.89% [2025-11-22T03:09:31.448714] [DEBUG] [METRICS ] BWA: 2025-11-13:2025-11-14: Predicted: -1.29%, Actual: 1.98% [2025-11-22T03:09:31.488063] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 2.48% | Symbol ETA: 19.4s | Global ETA: 11m 26s [2025-11-22T03:09:31.489001] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:31.489062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:31.493837] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:31.496242] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:31.497319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:31.617278] [DEBUG] [METRICS ] BWA: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.31% [2025-11-22T03:09:31.713392] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.99% | Symbol ETA: 20.9s | Global ETA: 11m 26s [2025-11-22T03:09:31.714293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:31.714356] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:31.715042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:31.716179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:31.718897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:31.786400] [DEBUG] [METRICS ] BWA: 2025-11-11:2025-11-12: Predicted: 0.85%, Actual: 0.77% [2025-11-22T03:09:31.855900] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.90% | Symbol ETA: 1m 15s | Global ETA: 11m 26s [2025-11-22T03:09:31.856784] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:31.856846] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:31.859529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:31.860193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:31.860609] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:31.861493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:31.955022] [DEBUG] [METRICS ] BWA: 2025-11-10:2025-11-11: Predicted: 0.72%, Actual: 0.83% [2025-11-22T03:09:32.114505] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.36% | Symbol ETA: 18.9s | Global ETA: 11m 26s [2025-11-22T03:09:32.115413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:32.115474] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:32.120237] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:32.122677] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:32.123723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:32.125764] [DEBUG] [METRICS ] BWA: 2025-11-07:2025-11-10: Predicted: -0.91%, Actual: 0.05% [2025-11-22T03:09:32.126240] [INFO ] [LOCAL ] Saved configuration for BWA: 5 features, 57.86% accuracy -> ./output/feature-sets/BWA.json [2025-11-22T03:09:32.128226] [INFO ] [main ] Progress: 52/57 symbols completed (91.2%). BWA finished in 7m 40s. ETA: 9m 21s. Rate: 0.53 symbols/min [2025-11-22T03:09:32.132249] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:09:32.146529] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:32.147020] [INFO ] [main ] KNX: Testing with 53 available features [2025-11-22T03:09:32.147069] [INFO ] [main ] KNX: Establishing baseline with no features... [2025-11-22T03:09:32.147104] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:09:32.159852] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:32.161170] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:32.308836] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 20.2s | Global ETA: 9m 21s [2025-11-22T03:09:32.309754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:32.309816] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:32.310479] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:32.311626] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:32.314357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:32.443377] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -2.32% | Symbol ETA: 1m 14s | Global ETA: 9m 21s [2025-11-22T03:09:32.444263] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:32.444338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:32.446000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:32.446496] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:32.446892] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:32.447826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:32.723451] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 18.3s | Global ETA: 9m 21s [2025-11-22T03:09:32.724348] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:32.724409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:32.729233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:32.731691] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:32.732724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:32.766083] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.71% [2025-11-22T03:09:32.766997] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:32.907447] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.26% | Symbol ETA: 19.6s | Global ETA: 9m 21s [2025-11-22T03:09:32.908336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:32.908398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:32.909086] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:32.910222] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:32.912932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.030484] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -15.04% | Symbol ETA: 1m 14s | Global ETA: 9m 21s [2025-11-22T03:09:33.031372] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:33.031433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:33.033094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:33.033570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:33.033970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:33.034843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.323887] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 17.6s | Global ETA: 9m 21s [2025-11-22T03:09:33.324813] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:33.324874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:33.330051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:33.332531] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:33.333589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.369726] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.89% [2025-11-22T03:09:33.370741] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:33.504562] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.56% | Symbol ETA: 19.0s | Global ETA: 9m 21s [2025-11-22T03:09:33.506097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:33.506158] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:33.506882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:33.508038] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:33.510805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.619150] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 7.05% | Symbol ETA: 1m 13s | Global ETA: 9m 21s [2025-11-22T03:09:33.620061] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:33.623448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:33.625114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:33.625617] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:33.626016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:33.626889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.933889] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 17.0s | Global ETA: 9m 21s [2025-11-22T03:09:33.934977] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:33.935043] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:33.940209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:33.942831] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:33.944120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:33.996691] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.87% [2025-11-22T03:09:33.998166] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:34.110677] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.44% | Symbol ETA: 18.4s | Global ETA: 9m 21s [2025-11-22T03:09:34.111556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:34.111618] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:34.112314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:34.113484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:34.116212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:34.212176] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.81% | Symbol ETA: 1m 13s | Global ETA: 9m 21s [2025-11-22T03:09:34.213082] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:34.213143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:34.214820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:34.215308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:34.215747] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:34.216597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:34.571897] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.97% | Symbol ETA: 16.4s | Global ETA: 9m 21s [2025-11-22T03:09:34.572912] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:34.572986] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:34.578307] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:34.580872] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:34.581996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:34.617586] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.18% [2025-11-22T03:09:34.618580] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:34.707241] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 17.8s | Global ETA: 9m 21s [2025-11-22T03:09:34.708168] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:34.708230] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:34.708930] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:34.710421] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:34.713148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:34.804086] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.59% | Symbol ETA: 1m 12s | Global ETA: 9m 21s [2025-11-22T03:09:34.805003] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:34.805065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:34.806751] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:34.807221] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:34.807638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:09:34.808545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:35.197944] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.06% | Symbol ETA: 15.8s | Global ETA: 9m 21s [2025-11-22T03:09:35.198863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:35.198924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:35.203659] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:35.206073] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:35.207145] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:35.232908] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 1.12% [2025-11-22T03:09:35.233878] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:35.306354] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.86% | Symbol ETA: 17.2s | Global ETA: 9m 21s [2025-11-22T03:09:35.307253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:35.307314] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:35.308011] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:35.309179] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:35.311905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:35.393711] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -7.73% | Symbol ETA: 1m 11s | Global ETA: 9m 21s [2025-11-22T03:09:35.561980] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -9.55%, Actual: 9.70% [2025-11-22T03:09:35.729775] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.67%, Actual: 1.08% [2025-11-22T03:09:35.800473] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 15.2s | Global ETA: 9m 21s [2025-11-22T03:09:35.801399] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:35.801460] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:35.806233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:35.808639] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:35.809682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:35.839164] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 0.31% [2025-11-22T03:09:35.840111] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:35.896023] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 1.68% [2025-11-22T03:09:35.903924] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 16.6s | Global ETA: 9m 21s [2025-11-22T03:09:35.904932] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:35.905002] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:35.905770] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:35.907002] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:09:35.909803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:36.062663] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.90%, Actual: 2.41% [2025-11-22T03:09:36.228711] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -2.32%, Actual: 6.36% [2025-11-22T03:09:36.393054] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.79% | Symbol ETA: 14.6s | Global ETA: 9m 21s [2025-11-22T03:09:36.395297] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -15.04%, Actual: 0.66% [2025-11-22T03:09:36.443083] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.11% [2025-11-22T03:09:36.444020] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:36.502901] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.22% | Symbol ETA: 16.0s | Global ETA: 9m 21s [2025-11-22T03:09:36.560250] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.61%, Actual: 0.10% [2025-11-22T03:09:36.560989] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 7.05%, Actual: 5.35% [2025-11-22T03:09:36.669673] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.72%, Actual: 0.89% [2025-11-22T03:09:36.725604] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.81%, Actual: 2.54% [2025-11-22T03:09:36.728087] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 2.48%, Actual: 2.27% [2025-11-22T03:09:36.835053] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.99%, Actual: 0.14% [2025-11-22T03:09:36.889672] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.59%, Actual: 1.12% [2025-11-22T03:09:36.894756] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.36%, Actual: 0.15% [2025-11-22T03:09:37.000151] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 1.31% [2025-11-22T03:09:37.050294] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 3.85% [2025-11-22T03:09:37.051695] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:37.057733] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -7.73%, Actual: 10.95% [2025-11-22T03:09:37.057890] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.2191% [2025-11-22T03:09:37.057984] [INFO ] [main ] ACHR: DISCARDED add_composite_volatility_context (score: 39.22%) [2025-11-22T03:09:37.058029] [INFO ] [main ] ACHR: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:09:37.058060] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios'] [2025-11-22T03:09:37.058094] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:37.064507] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 0.24% [2025-11-22T03:09:37.071755] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:37.073017] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:37.073078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:37.074761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:37.075255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:37.075694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:37.078041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:37.170580] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.26%, Actual: 1.15% [2025-11-22T03:09:37.233884] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.09% [2025-11-22T03:09:37.337672] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.56%, Actual: 0.91% [2025-11-22T03:09:37.403687] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 0.18% [2025-11-22T03:09:37.502919] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.44%, Actual: 0.96% [2025-11-22T03:09:37.569708] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.97%, Actual: 0.35% [2025-11-22T03:09:37.655914] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 0.05% [2025-11-22T03:09:37.656912] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:09:37.671272] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 1m 3s | Global ETA: 9m 22s [2025-11-22T03:09:37.672193] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:37.672254] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:37.673027] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 0.54% [2025-11-22T03:09:37.673935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:37.674407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:37.674805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:37.677179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:37.739457] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.06%, Actual: 1.77% [2025-11-22T03:09:37.839537] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.86%, Actual: 0.81% [2025-11-22T03:09:37.907501] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.44%, Actual: 0.19% [2025-11-22T03:09:38.007060] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.86% [2025-11-22T03:09:38.073963] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.79%, Actual: 0.22% [2025-11-22T03:09:38.074178] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 32.4204% [2025-11-22T03:09:38.074264] [INFO ] [main ] IRT: DISCARDED add_late_session_pressure (score: 32.42%) [2025-11-22T03:09:38.074306] [INFO ] [main ] IRT: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:09:38.074337] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_micro_gap_fill_velocity'] [2025-11-22T03:09:38.074370] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:38.087134] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:38.088459] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:38.088534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:38.093484] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:38.095953] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:38.097930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.176276] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.22%, Actual: 1.17% [2025-11-22T03:09:38.176524] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 53.8899% [2025-11-22T03:09:38.176612] [INFO ] [main ] BIPC: DISCARDED add_late_hour_microstructure (score: 53.89%) [2025-11-22T03:09:38.176711] [INFO ] [main ] BIPC: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:09:38.176750] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_late_session_pressure'] [2025-11-22T03:09:38.176786] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:38.190462] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:38.191954] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:38.192015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:38.192733] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:38.193939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:38.194999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.270790] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 1m 3s | Global ETA: 9m 22s [2025-11-22T03:09:38.271682] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:38.271743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:38.273357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:38.273883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:38.274264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:38.276626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.285939] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 3.22% [2025-11-22T03:09:38.454597] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 2.74% [2025-11-22T03:09:38.620731] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.89%, Actual: 1.50% [2025-11-22T03:09:38.683969] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -2.35% | Symbol ETA: 18.9s | Global ETA: 9m 22s [2025-11-22T03:09:38.684890] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:38.684956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:38.690235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:38.692618] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:38.694745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.787841] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.09% | Symbol ETA: 19.9s | Global ETA: 9m 22s [2025-11-22T03:09:38.788745] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:38.788807] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:38.789501] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:38.790683] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:38.791717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.796277] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.87%, Actual: 0.31% [2025-11-22T03:09:38.869583] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 1.81% | Symbol ETA: 1m 2s | Global ETA: 9m 22s [2025-11-22T03:09:38.872730] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:38.872791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:38.875312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:38.875819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:38.876201] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:38.878558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:38.972279] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.18%, Actual: 0.15% [2025-11-22T03:09:39.144314] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 1.12%, Actual: 2.90% [2025-11-22T03:09:39.277210] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 18.3s | Global ETA: 9m 22s [2025-11-22T03:09:39.278128] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:39.278190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:39.282989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:39.285361] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:39.287314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:39.313088] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 0.31%, Actual: 2.48% [2025-11-22T03:09:39.382904] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 19.3s | Global ETA: 9m 22s [2025-11-22T03:09:39.383801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:39.383863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:39.384533] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:39.385701] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:39.386715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:39.462579] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.16% | Symbol ETA: 1m 2s | Global ETA: 9m 22s [2025-11-22T03:09:39.463462] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:39.463523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:39.465167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:39.465633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:39.466032] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:39.468371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:39.481668] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.11%, Actual: 2.22% [2025-11-22T03:09:39.650008] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 3.85%, Actual: 2.92% [2025-11-22T03:09:39.818214] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 1.78% [2025-11-22T03:09:39.872111] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.78% | Symbol ETA: 17.7s | Global ETA: 9m 22s [2025-11-22T03:09:39.873026] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:39.873087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:39.877846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:39.880329] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:39.882351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:39.976450] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 18.7s | Global ETA: 9m 22s [2025-11-22T03:09:39.977374] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:39.977610] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:39.978323] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:39.979446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:39.980486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:39.987722] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 3.22%, Actual: 0.30% [2025-11-22T03:09:39.987935] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 30.1450% [2025-11-22T03:09:39.987982] [INFO ] [main ] KNX: Baseline score (no features): 30.1450% [2025-11-22T03:09:39.988020] [INFO ] [main ] KNX: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:39.988050] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:09:39.988083] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:09:40.002627] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:40.003976] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:40.004036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:40.008810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:40.057566] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 7.54% | Symbol ETA: 1m 1s | Global ETA: 9m 22s [2025-11-22T03:09:40.058451] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:40.058512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:40.060151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:40.060625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:40.061029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:40.063368] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:40.490187] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.19% | Symbol ETA: 17.2s | Global ETA: 9m 22s [2025-11-22T03:09:40.491133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:40.491199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:40.496557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:40.499032] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:40.501067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:40.573708] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 18.1s | Global ETA: 9m 22s [2025-11-22T03:09:40.574571] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:40.574633] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:40.575324] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:40.576447] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:40.577498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:40.606489] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.61% | Symbol ETA: 5m 19s | Global ETA: 9m 22s [2025-11-22T03:09:40.607421] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:40.607486] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:40.612658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:40.646495] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 0.81% | Symbol ETA: 1m 0s | Global ETA: 9m 22s [2025-11-22T03:09:40.647388] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:40.647462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:40.649159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:40.649688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:40.650066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:40.652374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.102270] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.35% | Symbol ETA: 16.6s | Global ETA: 9m 22s [2025-11-22T03:09:41.103219] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:41.103281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:41.108133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:41.110673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:41.112685] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.170374] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.93% | Symbol ETA: 17.5s | Global ETA: 9m 22s [2025-11-22T03:09:41.171271] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:41.171332] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:41.172047] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:41.173183] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:41.174198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.219154] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 4.47% | Symbol ETA: 5m 21s | Global ETA: 9m 22s [2025-11-22T03:09:41.220056] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:41.220114] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:41.224850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.239844] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 59.8s | Global ETA: 9m 22s [2025-11-22T03:09:41.240719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:41.240780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:41.242381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:41.242867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:41.243249] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:41.245563] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.706083] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.14% | Symbol ETA: 16.0s | Global ETA: 9m 22s [2025-11-22T03:09:41.707024] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:41.707088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:41.712098] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:41.714630] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:41.716748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.782875] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.46% | Symbol ETA: 17.0s | Global ETA: 9m 22s [2025-11-22T03:09:41.783824] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:41.783886] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:41.784558] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:41.785725] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:41.786821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.837959] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 1.81% | Symbol ETA: 59.2s | Global ETA: 9m 22s [2025-11-22T03:09:41.838892] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:41.838953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:41.840627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:41.841119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:41.841499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:41.843857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:41.885503] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.29% | Symbol ETA: 5m 31s | Global ETA: 9m 22s [2025-11-22T03:09:41.886386] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:41.886447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:41.891325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.303698] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 15.4s | Global ETA: 9m 22s [2025-11-22T03:09:42.304976] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:42.305038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:42.310239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:42.312661] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:42.314593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.376175] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.29% | Symbol ETA: 16.4s | Global ETA: 9m 22s [2025-11-22T03:09:42.377080] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:42.377142] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:42.377864] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:42.378987] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:42.380022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.430213] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.69% | Symbol ETA: 58.7s | Global ETA: 9m 22s [2025-11-22T03:09:42.431150] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:42.431210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:42.432880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:42.433345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:42.433752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:42.436070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.495410] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.98% | Symbol ETA: 5m 28s | Global ETA: 9m 22s [2025-11-22T03:09:42.496294] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:42.496355] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:42.501173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.897544] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 14.8s | Global ETA: 9m 22s [2025-11-22T03:09:42.898470] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:42.898532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:42.903339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:42.905746] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:42.907765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:42.979148] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.44% | Symbol ETA: 15.8s | Global ETA: 9m 22s [2025-11-22T03:09:42.980074] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:42.980135] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:42.980832] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:42.981969] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:42.982993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:43.024049] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -1.68% | Symbol ETA: 58.1s | Global ETA: 9m 22s [2025-11-22T03:09:43.110687] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.02% | Symbol ETA: 5m 26s | Global ETA: 9m 22s [2025-11-22T03:09:43.111758] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:43.111834] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:43.116720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:43.190721] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 9.70% [2025-11-22T03:09:43.354706] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 1.08% [2025-11-22T03:09:43.485408] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 14.2s | Global ETA: 9m 22s [2025-11-22T03:09:43.486325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:43.486386] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:43.491241] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:43.493679] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:43.495991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:43.523780] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 1.81%, Actual: 1.68% [2025-11-22T03:09:43.571738] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 15.2s | Global ETA: 9m 22s [2025-11-22T03:09:43.572611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:43.572709] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:43.573379] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:43.574564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:09:43.575595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:43.691113] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.16%, Actual: 2.41% [2025-11-22T03:09:43.723093] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.12% | Symbol ETA: 5m 25s | Global ETA: 9m 22s [2025-11-22T03:09:43.723978] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:43.724037] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:43.728851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:43.858137] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 7.54%, Actual: 6.36% [2025-11-22T03:09:44.024514] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 0.81%, Actual: 0.66% [2025-11-22T03:09:44.136581] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 13.6s | Global ETA: 9m 22s [2025-11-22T03:09:44.168987] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.51% | Symbol ETA: 14.6s | Global ETA: 9m 22s [2025-11-22T03:09:44.194685] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 5.35% [2025-11-22T03:09:44.302767] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 0.10% [2025-11-22T03:09:44.333624] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 5m 24s | Global ETA: 9m 22s [2025-11-22T03:09:44.334504] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:44.334568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:44.336071] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 0.89% [2025-11-22T03:09:44.339301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:44.365340] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 1.81%, Actual: 2.54% [2025-11-22T03:09:44.467142] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 2.27% [2025-11-22T03:09:44.501665] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 0.14% [2025-11-22T03:09:44.545753] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.69%, Actual: 1.12% [2025-11-22T03:09:44.632460] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.78%, Actual: 0.15% [2025-11-22T03:09:44.667780] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.31% [2025-11-22T03:09:44.712751] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -1.68%, Actual: 10.95% [2025-11-22T03:09:44.712954] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 43.3591% [2025-11-22T03:09:44.713076] [INFO ] [main ] ACHR: KEPT add_day_shape_ratios (score: 43.36%) [2025-11-22T03:09:44.713122] [INFO ] [main ] ACHR: Testing feature 8/53: add_directional_consistency [2025-11-22T03:09:44.713152] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T03:09:44.713186] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:44.727004] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:44.728479] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:44.728541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:44.730246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:44.730761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:44.731146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:44.733479] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:44.796769] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.19%, Actual: 0.24% [2025-11-22T03:09:44.836085] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 1.15% [2025-11-22T03:09:44.861766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:44.938621] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 5m 22s | Global ETA: 9m 22s [2025-11-22T03:09:44.939540] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:44.939601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:44.944387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:44.961357] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.35%, Actual: 0.09% [2025-11-22T03:09:45.002130] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.93%, Actual: 0.91% [2025-11-22T03:09:45.126515] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.14%, Actual: 0.18% [2025-11-22T03:09:45.167183] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.46%, Actual: 0.96% [2025-11-22T03:09:45.293169] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 0.35% [2025-11-22T03:09:45.333534] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.29%, Actual: 0.54% [2025-11-22T03:09:45.450047] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -9.60% | Symbol ETA: 55.7s | Global ETA: 9m 22s [2025-11-22T03:09:45.450942] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:45.451004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:45.452637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:45.453132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:45.453515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:45.455865] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:45.459051] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 1.77% [2025-11-22T03:09:45.497835] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.44%, Actual: 0.81% [2025-11-22T03:09:45.537351] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.80% | Symbol ETA: 5m 20s | Global ETA: 9m 22s [2025-11-22T03:09:45.538277] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:09:45.538338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:45.543072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:45.583575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:45.625235] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.19% [2025-11-22T03:09:45.663217] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 0.86% [2025-11-22T03:09:45.791720] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.22% [2025-11-22T03:09:45.791915] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.9893% [2025-11-22T03:09:45.792001] [INFO ] [main ] IRT: DISCARDED add_micro_gap_fill_velocity (score: 37.99%) [2025-11-22T03:09:45.792044] [INFO ] [main ] IRT: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:09:45.792075] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:09:45.792109] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:45.804932] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:45.806307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:45.806367] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:45.811207] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:45.813659] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:45.814348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:45.829295] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.51%, Actual: 1.17% [2025-11-22T03:09:45.829460] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 43.3632% [2025-11-22T03:09:45.829537] [INFO ] [main ] BIPC: DISCARDED add_late_session_pressure (score: 43.36%) [2025-11-22T03:09:45.829589] [INFO ] [main ] BIPC: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:09:45.829627] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_micro_gap_fill_velocity'] [2025-11-22T03:09:45.829695] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:45.845181] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:45.846511] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:45.846575] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:45.847331] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:45.848542] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:45.850635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:46.141425] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 2.64% | Symbol ETA: 5m 19s | Global ETA: 9m 22s [2025-11-22T03:09:46.179215] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -3.07% | Symbol ETA: 55.0s | Global ETA: 9m 22s [2025-11-22T03:09:46.180158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:46.180220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:46.181870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:46.182338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:46.182736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:46.185097] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:46.309442] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 2.74% [2025-11-22T03:09:46.310886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:46.394751] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.48% | Symbol ETA: 17.6s | Global ETA: 9m 22s [2025-11-22T03:09:46.395633] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:46.395718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:46.400496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:46.402931] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:46.403608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:46.448972] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.84% | Symbol ETA: 18.7s | Global ETA: 9m 22s [2025-11-22T03:09:46.449866] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:46.449929] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:46.450603] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:46.451776] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:46.453795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:46.473336] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.47%, Actual: 1.50% [2025-11-22T03:09:46.638045] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.29%, Actual: 0.31% [2025-11-22T03:09:46.800666] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.98%, Actual: 0.15% [2025-11-22T03:09:46.898923] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 1.99% | Symbol ETA: 54.3s | Global ETA: 9m 22s [2025-11-22T03:09:46.899821] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:46.899882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:46.901501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:46.901999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:46.902381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:46.904765] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:46.963794] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.02%, Actual: 2.90% [2025-11-22T03:09:46.983504] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.28% | Symbol ETA: 17.1s | Global ETA: 9m 22s [2025-11-22T03:09:46.984434] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:46.984495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:46.989255] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:46.991690] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:46.992364] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.029684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.063305] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 18.2s | Global ETA: 9m 22s [2025-11-22T03:09:47.064213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:47.064275] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:47.064971] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:47.066107] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:47.068170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.128625] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.12%, Actual: 2.48% [2025-11-22T03:09:47.296755] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 2.22% [2025-11-22T03:09:47.465353] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 2.92% [2025-11-22T03:09:47.574135] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 16.5s | Global ETA: 9m 22s [2025-11-22T03:09:47.575026] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:47.575086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:47.579867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:47.582217] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:47.582923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.623629] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -4.81% | Symbol ETA: 53.6s | Global ETA: 9m 22s [2025-11-22T03:09:47.624518] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:47.624581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:47.626392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:47.626906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:47.627284] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:47.629680] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:47.636189] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.80%, Actual: 1.78% [2025-11-22T03:09:47.668287] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.02% | Symbol ETA: 17.5s | Global ETA: 9m 22s [2025-11-22T03:09:47.669213] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:47.669275] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:47.669999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:47.671150] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:47.673229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.754389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:47.804942] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 2.64%, Actual: 0.30% [2025-11-22T03:09:47.805149] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 35.0993% [2025-11-22T03:09:47.805203] [INFO ] [main ] KNX: KEPT add_afternoon_v_morning_volatility_mix (score: 35.10%) [2025-11-22T03:09:47.805239] [INFO ] [main ] KNX: Testing feature 2/53: add_atr [2025-11-22T03:09:47.805269] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr'] [2025-11-22T03:09:47.805303] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:09:47.820082] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:47.821377] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:47.821447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:47.826364] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:47.828195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:47.828727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.164473] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 15.9s | Global ETA: 9m 23s [2025-11-22T03:09:48.165347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:48.165407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:48.170190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:48.172562] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:48.173278] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.275666] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 16.9s | Global ETA: 9m 23s [2025-11-22T03:09:48.276530] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:48.276592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:48.277278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:48.278477] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:48.280498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.350080] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 0.94% | Symbol ETA: 52.8s | Global ETA: 9m 23s [2025-11-22T03:09:48.350977] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:48.351038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:48.352709] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:48.353213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:48.353591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:48.355947] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:48.436947] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.37% | Symbol ETA: 6m 44s | Global ETA: 9m 23s [2025-11-22T03:09:48.437895] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:48.437956] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:48.442885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:48.444703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:48.445187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.479260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.755252] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.08% | Symbol ETA: 15.3s | Global ETA: 9m 23s [2025-11-22T03:09:48.756192] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:48.756253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:48.761129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:48.763500] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:48.764200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:48.880947] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.11% | Symbol ETA: 16.3s | Global ETA: 9m 23s [2025-11-22T03:09:48.881843] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:48.881920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:48.882591] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:48.883742] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:48.885768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.052632] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 4.17% | Symbol ETA: 6m 44s | Global ETA: 9m 23s [2025-11-22T03:09:49.053540] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:49.053602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:49.058603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:49.060426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:49.060919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.069157] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -3.28% | Symbol ETA: 52.1s | Global ETA: 9m 23s [2025-11-22T03:09:49.070082] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:49.070143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:49.072140] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:49.072610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:49.073016] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:49.075409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:49.203975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.346501] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.01% | Symbol ETA: 14.7s | Global ETA: 9m 23s [2025-11-22T03:09:49.347420] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:49.347489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:49.352334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:49.354733] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:49.355406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.505408] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 15.7s | Global ETA: 9m 23s [2025-11-22T03:09:49.506364] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:49.506428] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:49.507134] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:49.508348] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:49.510476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.670100] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.24% | Symbol ETA: 6m 43s | Global ETA: 9m 23s [2025-11-22T03:09:49.670990] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:49.671051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:49.675814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:49.677597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:49.678083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.796858] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -8.67% | Symbol ETA: 51.4s | Global ETA: 9m 23s [2025-11-22T03:09:49.798224] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:49.798287] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:49.799957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:49.800467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:49.800877] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:49.803308] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:49.931099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:49.937188] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.76% | Symbol ETA: 14.1s | Global ETA: 9m 23s [2025-11-22T03:09:49.938570] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:49.938629] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:49.943444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:49.945851] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:49.946517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.122897] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.75% | Symbol ETA: 15.1s | Global ETA: 9m 23s [2025-11-22T03:09:50.123825] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:50.123890] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:50.124556] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:50.125718] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:50.127824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.284568] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -6.14% | Symbol ETA: 6m 42s | Global ETA: 9m 23s [2025-11-22T03:09:50.285442] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:50.285502] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:50.290362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:50.292141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:50.292617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.518928] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 5.14% | Symbol ETA: 50.7s | Global ETA: 9m 23s [2025-11-22T03:09:50.519835] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:50.519897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:50.521506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:50.521992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:50.522376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:50.524721] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:50.549865] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.75% | Symbol ETA: 13.5s | Global ETA: 9m 23s [2025-11-22T03:09:50.550781] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:50.550842] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:50.555596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:50.558039] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:50.558744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.645918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.723710] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.74% | Symbol ETA: 14.5s | Global ETA: 9m 23s [2025-11-22T03:09:50.727858] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:50.727920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:50.728598] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:50.729814] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:50.731842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:50.895853] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 6m 42s | Global ETA: 9m 23s [2025-11-22T03:09:50.896742] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:50.896802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:50.901547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:50.903277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:50.903769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:51.153816] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 12.9s | Global ETA: 9m 23s [2025-11-22T03:09:51.154762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:51.154823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:51.159639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:51.162080] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:51.162776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:51.244889] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.24% | Symbol ETA: 49.9s | Global ETA: 9m 23s [2025-11-22T03:09:51.245824] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:51.245889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:51.247613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:51.248121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:51.248520] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:51.250967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:09:51.331854] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.21% | Symbol ETA: 13.9s | Global ETA: 9m 23s [2025-11-22T03:09:51.332793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:51.332855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:51.333518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:51.334673] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:09:51.336681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:51.377317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:51.511735] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.36% | Symbol ETA: 6m 41s | Global ETA: 9m 23s [2025-11-22T03:09:51.512589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:51.512684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:51.517637] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:51.519419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:51.519922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:51.748366] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.05% | Symbol ETA: 12.3s | Global ETA: 9m 23s [2025-11-22T03:09:51.917367] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.48%, Actual: 0.10% [2025-11-22T03:09:51.948143] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 13.3s | Global ETA: 9m 23s [2025-11-22T03:09:51.966739] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.09% | Symbol ETA: 49.2s | Global ETA: 9m 23s [2025-11-22T03:09:52.088959] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.28%, Actual: 2.27% [2025-11-22T03:09:52.120624] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 6m 41s | Global ETA: 9m 23s [2025-11-22T03:09:52.121509] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:52.121570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:52.126387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:52.128150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:52.128613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:52.133781] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -9.60%, Actual: 9.70% [2025-11-22T03:09:52.178583] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.84%, Actual: 0.89% [2025-11-22T03:09:52.260996] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.15% [2025-11-22T03:09:52.298489] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -3.07%, Actual: 1.08% [2025-11-22T03:09:52.349379] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.14% [2025-11-22T03:09:52.429060] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.24% [2025-11-22T03:09:52.464156] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 1.99%, Actual: 1.68% [2025-11-22T03:09:52.517674] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.02%, Actual: 1.31% [2025-11-22T03:09:52.597115] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.08%, Actual: 0.09% [2025-11-22T03:09:52.633998] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -4.81%, Actual: 2.41% [2025-11-22T03:09:52.687070] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 1.15% [2025-11-22T03:09:52.729917] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 6m 40s | Global ETA: 9m 23s [2025-11-22T03:09:52.730863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:52.730943] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:52.735765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:52.737519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:52.738052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:52.762409] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.01%, Actual: 0.18% [2025-11-22T03:09:52.802142] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 0.94%, Actual: 6.36% [2025-11-22T03:09:52.856671] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.11%, Actual: 0.91% [2025-11-22T03:09:52.929100] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.76%, Actual: 0.35% [2025-11-22T03:09:52.967196] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -3.28%, Actual: 0.66% [2025-11-22T03:09:53.036887] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 0.96% [2025-11-22T03:09:53.096337] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.75%, Actual: 1.77% [2025-11-22T03:09:53.134188] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -8.67%, Actual: 5.35% [2025-11-22T03:09:53.222387] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.75%, Actual: 0.54% [2025-11-22T03:09:53.261883] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.19% [2025-11-22T03:09:53.298450] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 5.14%, Actual: 2.54% [2025-11-22T03:09:53.340358] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.82% | Symbol ETA: 6m 39s | Global ETA: 9m 23s [2025-11-22T03:09:53.341297] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:53.341361] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:53.346135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:53.347920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:53.348401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:53.388147] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.74%, Actual: 0.81% [2025-11-22T03:09:53.426853] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.05%, Actual: 0.22% [2025-11-22T03:09:53.427022] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 39.5958% [2025-11-22T03:09:53.427100] [INFO ] [main ] IRT: DISCARDED add_morning_followthrough_mag_T0 (score: 39.60%) [2025-11-22T03:09:53.427142] [INFO ] [main ] IRT: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:09:53.427173] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_morning_range_expansion'] [2025-11-22T03:09:53.427207] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:09:53.439733] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:53.441055] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:53.441116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:53.445853] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:53.448290] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:53.452414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:53.465474] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.24%, Actual: 1.12% [2025-11-22T03:09:53.554173] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.21%, Actual: 0.86% [2025-11-22T03:09:53.632204] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.09%, Actual: 10.95% [2025-11-22T03:09:53.632411] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 43.0787% [2025-11-22T03:09:53.632464] [INFO ] [main ] ACHR: DISCARDED add_directional_consistency (score: 43.08%) [2025-11-22T03:09:53.632502] [INFO ] [main ] ACHR: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:09:53.632535] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_fullday_parkinson_range'] [2025-11-22T03:09:53.632570] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:09:53.646318] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:53.647886] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:53.647951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:53.649694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:53.650244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:53.650666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:53.653070] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:53.654760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:53.719685] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 1.17% [2025-11-22T03:09:53.719915] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 50.3360% [2025-11-22T03:09:53.720004] [INFO ] [main ] BIPC: DISCARDED add_micro_gap_fill_velocity (score: 50.34%) [2025-11-22T03:09:53.720047] [INFO ] [main ] BIPC: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:09:53.720078] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:09:53.720112] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:09:53.733279] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:53.734527] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:53.734589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:53.735309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:53.736453] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:53.737191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:53.950769] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 6m 39s | Global ETA: 9m 23s [2025-11-22T03:09:54.035221] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 16.6s | Global ETA: 9m 23s [2025-11-22T03:09:54.036115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:54.036177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:54.040928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:54.043316] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:54.047455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.117362] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.37%, Actual: 2.74% [2025-11-22T03:09:54.243974] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -14.47% | Symbol ETA: 54.4s | Global ETA: 9m 23s [2025-11-22T03:09:54.244877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:54.244938] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:54.246552] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:54.247056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:54.247465] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:54.249884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:54.251491] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.286304] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.17%, Actual: 1.50% [2025-11-22T03:09:54.327504] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.54% | Symbol ETA: 18.0s | Global ETA: 9m 23s [2025-11-22T03:09:54.328410] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:54.328471] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:54.329158] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:54.330292] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:54.331019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.451828] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.24%, Actual: 0.31% [2025-11-22T03:09:54.617885] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -6.14%, Actual: 0.15% [2025-11-22T03:09:54.625492] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.77% | Symbol ETA: 16.0s | Global ETA: 9m 23s [2025-11-22T03:09:54.626401] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:54.626462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:54.631523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:54.633919] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:54.638058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.785192] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.79%, Actual: 2.90% [2025-11-22T03:09:54.839636] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -4.36% | Symbol ETA: 53.8s | Global ETA: 9m 23s [2025-11-22T03:09:54.840540] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:54.840601] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:54.842240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:54.842735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:54.843116] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:54.845441] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:54.847072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.918592] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 2.21% | Symbol ETA: 17.4s | Global ETA: 9m 23s [2025-11-22T03:09:54.919499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:54.919560] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:54.920254] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:54.921391] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:54.922115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:54.951432] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.36%, Actual: 2.48% [2025-11-22T03:09:55.118021] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 2.22% [2025-11-22T03:09:55.217280] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.10% | Symbol ETA: 15.4s | Global ETA: 9m 23s [2025-11-22T03:09:55.218218] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:55.218279] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:55.222993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:55.225376] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:55.229514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:55.283853] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 2.92% [2025-11-22T03:09:55.431683] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 9.93% | Symbol ETA: 53.2s | Global ETA: 9m 23s [2025-11-22T03:09:55.432557] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:55.432619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:55.434262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:55.434757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:55.435140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:55.437476] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:55.439092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:55.450260] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.82%, Actual: 1.78% [2025-11-22T03:09:55.506894] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 16.8s | Global ETA: 9m 23s [2025-11-22T03:09:55.507835] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:55.507901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:55.508607] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:55.509797] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:55.510518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:55.616014] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 0.30% [2025-11-22T03:09:55.616192] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 39.2801% [2025-11-22T03:09:55.616270] [INFO ] [main ] KNX: KEPT add_atr (score: 39.28%) [2025-11-22T03:09:55.616313] [INFO ] [main ] KNX: Testing feature 3/53: add_atr_10 [2025-11-22T03:09:55.616366] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_10'] [2025-11-22T03:09:55.616402] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:09:55.630948] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:09:55.632355] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:55.635824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:55.640638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:55.642411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:55.642913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:55.643352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:55.805276] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 14.8s | Global ETA: 9m 23s [2025-11-22T03:09:55.806711] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:55.806774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:55.811552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:55.814036] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:55.818342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.028196] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 52.6s | Global ETA: 9m 23s [2025-11-22T03:09:56.029085] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:56.029147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:56.030779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:56.031246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:56.031626] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:56.034048] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:56.035668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.099714] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.36% | Symbol ETA: 16.2s | Global ETA: 9m 23s [2025-11-22T03:09:56.100585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:56.100979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:56.101675] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:56.102812] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:56.103510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.251416] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 3m 21s | Global ETA: 9m 23s [2025-11-22T03:09:56.252338] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:56.252401] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:56.257308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:56.259116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:56.259620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:56.260129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.394407] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.39% | Symbol ETA: 14.2s | Global ETA: 9m 23s [2025-11-22T03:09:56.395317] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:56.395378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:56.400144] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:56.402552] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:56.406687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.620592] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -4.49% | Symbol ETA: 52.0s | Global ETA: 9m 23s [2025-11-22T03:09:56.621475] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:56.621537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:56.623160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:56.623629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:56.624029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:56.626349] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:56.627990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.690188] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.46% | Symbol ETA: 15.6s | Global ETA: 9m 23s [2025-11-22T03:09:56.691089] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:56.691150] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:56.691840] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:56.692975] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:56.693695] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.865964] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 6.01% | Symbol ETA: 3m 20s | Global ETA: 9m 23s [2025-11-22T03:09:56.866861] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:56.866921] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:56.871634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:56.873379] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:56.873863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:56.874389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:56.985359] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 13.6s | Global ETA: 9m 23s [2025-11-22T03:09:56.986259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:56.986321] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:56.991012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:56.993398] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:56.997514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.220407] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -1.33% | Symbol ETA: 51.4s | Global ETA: 9m 23s [2025-11-22T03:09:57.221371] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:57.221443] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:57.223160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:57.223665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:57.224068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:57.226470] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:57.228142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.280300] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.35% | Symbol ETA: 15.0s | Global ETA: 9m 23s [2025-11-22T03:09:57.281200] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:57.281261] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:57.281966] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:57.283089] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:57.283807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.477166] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.19% | Symbol ETA: 3m 20s | Global ETA: 9m 23s [2025-11-22T03:09:57.478165] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:57.478227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:57.482948] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:57.484669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:57.485136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:57.485562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.572603] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.41% | Symbol ETA: 13.0s | Global ETA: 9m 23s [2025-11-22T03:09:57.573996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:57.574059] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:57.578879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:57.581241] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:57.585339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.837201] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.74% | Symbol ETA: 50.9s | Global ETA: 9m 23s [2025-11-22T03:09:57.838179] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:57.838241] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:57.839883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:57.840364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:57.840768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:57.843079] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:57.844702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:57.867741] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 14.4s | Global ETA: 9m 23s [2025-11-22T03:09:57.868615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:57.868695] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:57.869366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:57.870516] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:57.871250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.088323] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.94% | Symbol ETA: 3m 19s | Global ETA: 9m 23s [2025-11-22T03:09:58.089217] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:58.089278] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:58.094032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:58.095761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:58.096219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:58.096663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.161489] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.87% | Symbol ETA: 12.5s | Global ETA: 9m 24s [2025-11-22T03:09:58.162390] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:58.162452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:58.167186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:58.169576] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:58.173702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.446398] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 50.3s | Global ETA: 9m 24s [2025-11-22T03:09:58.447363] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:58.447459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:58.449213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:58.449734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:58.450125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:58.452497] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:58.454202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.458018] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.12% | Symbol ETA: 13.8s | Global ETA: 9m 24s [2025-11-22T03:09:58.458934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:58.458996] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:58.459702] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:58.460866] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:58.461584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.696004] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 3m 18s | Global ETA: 9m 24s [2025-11-22T03:09:58.696888] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:58.696949] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:58.701780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:58.703500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:58.703972] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:58.704394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:58.746709] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.72% | Symbol ETA: 11.9s | Global ETA: 9m 24s [2025-11-22T03:09:58.747604] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:58.747694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:58.752469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:58.754914] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:09:58.759144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:59.047696] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.35% | Symbol ETA: 49.7s | Global ETA: 9m 24s [2025-11-22T03:09:59.048612] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:09:59.048716] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:59.049563] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 13.2s | Global ETA: 9m 24s [2025-11-22T03:09:59.050341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:59.050447] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:09:59.050510] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:09:59.050835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:09:59.051204] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:09:59.051228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:09:59.052338] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:09:59.053059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:59.053597] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:09:59.055231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:59.310868] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.19% | Symbol ETA: 3m 18s | Global ETA: 9m 24s [2025-11-22T03:09:59.311829] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:59.311892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:59.316932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:59.318906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:59.319387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:59.319853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:59.339106] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.03% | Symbol ETA: 11.3s | Global ETA: 9m 24s [2025-11-22T03:09:59.505137] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.91%, Actual: 0.10% [2025-11-22T03:09:59.634740] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.40% | Symbol ETA: 12.6s | Global ETA: 9m 24s [2025-11-22T03:09:59.645273] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -1.61% | Symbol ETA: 49.1s | Global ETA: 9m 24s [2025-11-22T03:09:59.674878] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.77%, Actual: 2.27% [2025-11-22T03:09:59.801679] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.89% [2025-11-22T03:09:59.811259] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -14.47%, Actual: 9.70% [2025-11-22T03:09:59.842973] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.10%, Actual: 0.15% [2025-11-22T03:09:59.922873] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 3m 17s | Global ETA: 9m 24s [2025-11-22T03:09:59.923778] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:09:59.923839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:09:59.928609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:09:59.930331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:09:59.930847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:09:59.931283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:09:59.968172] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 2.21%, Actual: 0.14% [2025-11-22T03:09:59.977393] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -4.36%, Actual: 1.08% [2025-11-22T03:10:00.012661] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 0.24% [2025-11-22T03:10:00.134873] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.31% [2025-11-22T03:10:00.144229] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 9.93%, Actual: 1.68% [2025-11-22T03:10:00.186997] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.39%, Actual: 0.09% [2025-11-22T03:10:00.315240] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.36%, Actual: 1.15% [2025-11-22T03:10:00.358966] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 0.18% [2025-11-22T03:10:00.478816] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 2.41% [2025-11-22T03:10:00.492166] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.46%, Actual: 0.91% [2025-11-22T03:10:00.607518] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.07% | Symbol ETA: 3m 17s | Global ETA: 9m 24s [2025-11-22T03:10:00.608495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:00.608570] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:00.613776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:00.615612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:00.616116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:10:00.616558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:00.696110] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.41%, Actual: 0.35% [2025-11-22T03:10:00.701706] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 6.36% [2025-11-22T03:10:00.798698] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.35%, Actual: 0.96% [2025-11-22T03:10:00.872368] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -1.33%, Actual: 0.66% [2025-11-22T03:10:00.967603] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.54% [2025-11-22T03:10:00.991148] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.87%, Actual: 1.77% [2025-11-22T03:10:01.039900] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.74%, Actual: 5.35% [2025-11-22T03:10:01.132486] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.12%, Actual: 0.81% [2025-11-22T03:10:01.163056] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 0.19% [2025-11-22T03:10:01.211013] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 2.54% [2025-11-22T03:10:01.308346] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.86% [2025-11-22T03:10:01.355048] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.03%, Actual: 0.22% [2025-11-22T03:10:01.355280] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.6189% [2025-11-22T03:10:01.355360] [INFO ] [main ] IRT: DISCARDED add_morning_range_expansion (score: 33.62%) [2025-11-22T03:10:01.355403] [INFO ] [main ] IRT: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:10:01.355434] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_open_11_elasticity'] [2025-11-22T03:10:01.355469] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:01.368153] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:01.369341] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:01.369402] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:01.374192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:01.376616] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:01.377799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:01.409860] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.35%, Actual: 1.12% [2025-11-22T03:10:01.431107] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 5.32% | Symbol ETA: 3m 16s | Global ETA: 9m 24s [2025-11-22T03:10:01.432039] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:01.432102] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:01.437090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:01.438958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:01.439433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:10:01.439954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:01.492495] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.40%, Actual: 1.17% [2025-11-22T03:10:01.492734] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 43.9574% [2025-11-22T03:10:01.492823] [INFO ] [main ] BIPC: DISCARDED add_morning_followthrough_mag_T0 (score: 43.96%) [2025-11-22T03:10:01.492894] [INFO ] [main ] BIPC: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:10:01.492929] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_morning_range_expansion'] [2025-11-22T03:10:01.492965] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:01.507004] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:01.508373] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:01.508437] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:01.509187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:01.510708] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:01.515101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:01.582001] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -1.61%, Actual: 10.95% [2025-11-22T03:10:01.582253] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.1104% [2025-11-22T03:10:01.582350] [INFO ] [main ] ACHR: DISCARDED add_fullday_parkinson_range (score: 39.11%) [2025-11-22T03:10:01.582399] [INFO ] [main ] ACHR: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:10:01.582430] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state'] [2025-11-22T03:10:01.582464] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:01.596929] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:01.598423] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:01.598484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:01.600216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:01.600750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:01.601142] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:01.603518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:01.649519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.017721] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.73% | Symbol ETA: 16.7s | Global ETA: 9m 24s [2025-11-22T03:10:02.018601] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:02.018686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:02.023421] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:02.025834] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:02.026966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.069458] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.78% | Symbol ETA: 3m 15s | Global ETA: 9m 24s [2025-11-22T03:10:02.152119] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 17.3s | Global ETA: 9m 24s [2025-11-22T03:10:02.153038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:02.153101] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:02.153807] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:02.154950] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:02.159149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.237700] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.37%, Actual: 2.74% [2025-11-22T03:10:02.279387] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -10.43% | Symbol ETA: 44.1s | Global ETA: 9m 24s [2025-11-22T03:10:02.280371] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:02.280454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:02.282198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:02.282754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:02.283162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:02.285724] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:02.333486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.404276] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 6.01%, Actual: 1.50% [2025-11-22T03:10:02.569669] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.19%, Actual: 0.31% [2025-11-22T03:10:02.625235] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.38% | Symbol ETA: 15.8s | Global ETA: 9m 24s [2025-11-22T03:10:02.626683] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:02.626745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:02.631472] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:02.633888] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:02.635015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.735538] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.94%, Actual: 0.15% [2025-11-22T03:10:02.785901] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.53% | Symbol ETA: 16.6s | Global ETA: 9m 24s [2025-11-22T03:10:02.786881] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:02.786944] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:02.787738] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:02.788966] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:02.793740] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:02.909575] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 2.90% [2025-11-22T03:10:02.956576] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.70% | Symbol ETA: 43.4s | Global ETA: 9m 24s [2025-11-22T03:10:02.957560] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:02.957625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:02.959330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:02.959848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:02.960247] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:02.962633] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:03.006584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.077389] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.19%, Actual: 2.48% [2025-11-22T03:10:03.211406] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.32% | Symbol ETA: 15.1s | Global ETA: 9m 24s [2025-11-22T03:10:03.212297] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:03.212359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:03.217096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:03.219486] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:03.220588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.246210] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.87%, Actual: 2.22% [2025-11-22T03:10:03.394809] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 15.9s | Global ETA: 9m 24s [2025-11-22T03:10:03.395709] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:03.395786] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:03.396450] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:03.397619] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:03.401778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.414002] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.07%, Actual: 2.92% [2025-11-22T03:10:03.582949] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 5.32%, Actual: 1.78% [2025-11-22T03:10:03.606378] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 3.90% | Symbol ETA: 42.7s | Global ETA: 9m 24s [2025-11-22T03:10:03.607263] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:03.607326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:03.608991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:03.609464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:03.609868] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:03.612199] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:03.655940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.752914] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.78%, Actual: 0.30% [2025-11-22T03:10:03.753151] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 30.6424% [2025-11-22T03:10:03.753204] [INFO ] [main ] KNX: DISCARDED add_atr_10 (score: 30.64%) [2025-11-22T03:10:03.753241] [INFO ] [main ] KNX: Testing feature 4/53: add_atr_5 [2025-11-22T03:10:03.753273] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5'] [2025-11-22T03:10:03.753306] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:03.767916] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:03.769413] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:03.769477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:03.774296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:03.776154] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:03.776635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:03.777039] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.797328] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 14.5s | Global ETA: 9m 24s [2025-11-22T03:10:03.798268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:03.798331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:03.803209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:03.805759] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:03.806897] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:03.992597] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.86% | Symbol ETA: 15.2s | Global ETA: 9m 24s [2025-11-22T03:10:03.993501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:03.993563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:03.994255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:03.995390] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:03.999622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:04.244635] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 6.21% | Symbol ETA: 42.0s | Global ETA: 9m 24s [2025-11-22T03:10:04.245539] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:04.245943] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:04.247622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:04.248119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:04.248498] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:04.250857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:04.295324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:04.395895] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.37% | Symbol ETA: 2m 19s | Global ETA: 9m 24s [2025-11-22T03:10:04.396816] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:04.396879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:04.401710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:04.403532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:04.404040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:04.404422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:04.415181] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 13.9s | Global ETA: 9m 24s [2025-11-22T03:10:04.416083] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:04.416144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:04.421001] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:04.423412] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:04.424535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:04.591152] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 14.6s | Global ETA: 9m 24s [2025-11-22T03:10:04.592032] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:04.592095] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:04.592796] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:04.593942] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:04.598184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:04.886993] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.60% | Symbol ETA: 41.3s | Global ETA: 9m 24s [2025-11-22T03:10:04.887898] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:04.887959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:04.889703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:04.890176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:04.890557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:04.892880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:04.936130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.001362] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.02% | Symbol ETA: 13.2s | Global ETA: 9m 24s [2025-11-22T03:10:05.002263] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:05.002323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:05.007043] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:05.009438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:05.010915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.025532] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 4.17% | Symbol ETA: 2m 18s | Global ETA: 9m 24s [2025-11-22T03:10:05.026412] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:05.026473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:05.031256] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:05.032958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:05.033414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:05.033852] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.190968] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 13.9s | Global ETA: 9m 24s [2025-11-22T03:10:05.191853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:05.191914] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:05.192602] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:05.193768] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:05.198014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.523767] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.13% | Symbol ETA: 40.6s | Global ETA: 9m 24s [2025-11-22T03:10:05.524632] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:05.524714] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:05.526358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:05.526848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:05.527229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:05.529822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:05.575133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.584939] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 12.6s | Global ETA: 9m 24s [2025-11-22T03:10:05.585841] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:05.585902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:05.590770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:05.593157] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:05.594265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.636446] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.24% | Symbol ETA: 2m 17s | Global ETA: 9m 24s [2025-11-22T03:10:05.637343] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:05.637429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:05.642385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:05.644160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:05.644633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:05.645043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:05.786601] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 13.3s | Global ETA: 9m 24s [2025-11-22T03:10:05.787539] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:05.787604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:05.788332] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:05.789484] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:05.793778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.189247] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.76% | Symbol ETA: 12.0s | Global ETA: 9m 24s [2025-11-22T03:10:06.190747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:06.190812] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:06.195775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:06.198328] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:06.199516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.225186] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.96% | Symbol ETA: 40.0s | Global ETA: 9m 24s [2025-11-22T03:10:06.226074] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:06.226139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:06.227809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:06.228280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:06.228679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:06.231118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:06.250698] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -6.14% | Symbol ETA: 2m 17s | Global ETA: 9m 24s [2025-11-22T03:10:06.251659] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:06.251725] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:06.256875] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:06.258897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:06.259396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:06.259813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.273840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.383031] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.97% | Symbol ETA: 12.7s | Global ETA: 9m 24s [2025-11-22T03:10:06.383915] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:06.383979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:06.384665] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:06.385790] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:06.390004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.783211] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.64% | Symbol ETA: 11.4s | Global ETA: 9m 24s [2025-11-22T03:10:06.784132] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:06.784192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:06.789044] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:06.791386] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:06.792482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.876197] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 2.20% | Symbol ETA: 39.3s | Global ETA: 9m 24s [2025-11-22T03:10:06.877094] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:06.877156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:06.878799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:06.879269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:06.879673] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:06.879838] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.79% | Symbol ETA: 2m 16s | Global ETA: 9m 24s [2025-11-22T03:10:06.880734] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:06.880810] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:06.881992] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:06.885509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:06.887238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:06.887752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:06.888134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.926289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:06.984713] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 1.15% | Symbol ETA: 12.1s | Global ETA: 9m 24s [2025-11-22T03:10:06.985579] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:06.985661] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:06.986336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:06.987523] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:10:06.991782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:07.391438] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.93% | Symbol ETA: 10.8s | Global ETA: 9m 24s [2025-11-22T03:10:07.507843] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.36% | Symbol ETA: 2m 15s | Global ETA: 9m 24s [2025-11-22T03:10:07.508801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:07.508865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:07.513902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:07.515774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:07.516261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:07.516675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:07.526888] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -9.78% | Symbol ETA: 38.6s | Global ETA: 9m 24s [2025-11-22T03:10:07.527832] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:07.527896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:07.529591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:07.530094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:07.530489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:07.533009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:07.564729] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.10% [2025-11-22T03:10:07.577800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:07.608129] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 11.5s | Global ETA: 9m 24s [2025-11-22T03:10:07.735726] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.38%, Actual: 2.27% [2025-11-22T03:10:07.781813] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.89% [2025-11-22T03:10:07.904796] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.32%, Actual: 0.15% [2025-11-22T03:10:07.953766] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.53%, Actual: 0.14% [2025-11-22T03:10:08.076191] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.24% [2025-11-22T03:10:08.127362] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 1.31% [2025-11-22T03:10:08.147774] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 2m 15s | Global ETA: 9m 24s [2025-11-22T03:10:08.148740] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:08.148807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:08.153920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:08.155810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:08.156329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:08.156747] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:08.167587] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.22% | Symbol ETA: 38.0s | Global ETA: 9m 24s [2025-11-22T03:10:08.249889] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.09% [2025-11-22T03:10:08.301030] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.86%, Actual: 1.15% [2025-11-22T03:10:08.340283] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -10.43%, Actual: 9.70% [2025-11-22T03:10:08.423488] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.02%, Actual: 0.18% [2025-11-22T03:10:08.472964] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.78%, Actual: 0.91% [2025-11-22T03:10:08.512841] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.70%, Actual: 1.08% [2025-11-22T03:10:08.596755] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 0.35% [2025-11-22T03:10:08.642485] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.96% [2025-11-22T03:10:08.688840] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 3.90%, Actual: 1.68% [2025-11-22T03:10:08.770149] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.76%, Actual: 1.77% [2025-11-22T03:10:08.785854] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.33% | Symbol ETA: 2m 14s | Global ETA: 9m 25s [2025-11-22T03:10:08.786791] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:08.786855] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:08.792073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:08.793971] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:08.794460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:08.794922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:08.813797] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 0.54% [2025-11-22T03:10:08.862018] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 6.21%, Actual: 2.41% [2025-11-22T03:10:08.943915] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.64%, Actual: 0.19% [2025-11-22T03:10:08.985772] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.97%, Actual: 0.81% [2025-11-22T03:10:09.036371] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.60%, Actual: 6.36% [2025-11-22T03:10:09.114584] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.93%, Actual: 0.22% [2025-11-22T03:10:09.114811] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 32.7990% [2025-11-22T03:10:09.114892] [INFO ] [main ] IRT: DISCARDED add_open_11_elasticity (score: 32.80%) [2025-11-22T03:10:09.114936] [INFO ] [main ] IRT: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:10:09.114968] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_open_reversal_intensity'] [2025-11-22T03:10:09.115009] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:09.126995] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:09.128315] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:09.128377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:09.133166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:09.135608] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:09.136933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:09.156458] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 1.15%, Actual: 0.86% [2025-11-22T03:10:09.212659] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.13%, Actual: 0.66% [2025-11-22T03:10:09.326810] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.95%, Actual: 1.17% [2025-11-22T03:10:09.327026] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 49.7753% [2025-11-22T03:10:09.327110] [INFO ] [main ] BIPC: DISCARDED add_morning_range_expansion (score: 49.78%) [2025-11-22T03:10:09.327157] [INFO ] [main ] BIPC: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:10:09.327189] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_open_11_elasticity'] [2025-11-22T03:10:09.327224] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:09.339278] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:09.340777] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:09.340840] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:09.341545] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:09.342703] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:09.343912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:09.390186] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.96%, Actual: 5.35% [2025-11-22T03:10:09.443605] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.82% | Symbol ETA: 2m 14s | Global ETA: 9m 25s [2025-11-22T03:10:09.444592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:10:09.444673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:09.449433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:09.451173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:09.451681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:09.452079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:09.559635] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 2.20%, Actual: 2.54% [2025-11-22T03:10:09.725705] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -9.78%, Actual: 1.12% [2025-11-22T03:10:09.742357] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 15.3s | Global ETA: 9m 25s [2025-11-22T03:10:09.743255] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:09.743316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:09.748132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:09.750572] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:09.751873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:09.892286] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.22%, Actual: 10.95% [2025-11-22T03:10:09.892494] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 47.6586% [2025-11-22T03:10:09.892605] [INFO ] [main ] ACHR: KEPT add_gap_fill_state (score: 47.66%) [2025-11-22T03:10:09.892673] [INFO ] [main ] ACHR: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:10:09.893078] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gap_morning_composite'] [2025-11-22T03:10:09.893116] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:09.906658] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:09.908058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:09.908128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:09.909928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:09.910456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:09.910917] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:09.913423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:09.949775] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 16.2s | Global ETA: 9m 25s [2025-11-22T03:10:09.950709] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:09.950772] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:09.951498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:09.952688] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:09.953900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:09.960273] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:09.961407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:10.082378] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.05% | Symbol ETA: 2m 13s | Global ETA: 9m 25s [2025-11-22T03:10:10.249952] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.37%, Actual: 2.74% [2025-11-22T03:10:10.332831] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.14% | Symbol ETA: 14.6s | Global ETA: 9m 25s [2025-11-22T03:10:10.333715] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:10.333776] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:10.338517] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:10.340914] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:10.342220] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:10.414667] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.17%, Actual: 1.50% [2025-11-22T03:10:10.548428] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 15.5s | Global ETA: 9m 25s [2025-11-22T03:10:10.549315] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:10.549377] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:10.550074] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:10.551243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:10.552401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:10.588625] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.24%, Actual: 0.31% [2025-11-22T03:10:10.592666] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.42% | Symbol ETA: 41.1s | Global ETA: 9m 25s [2025-11-22T03:10:10.593682] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:10.593746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:10.595461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:10.595974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:10.596445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:10.599170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:10.647175] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:10.648288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:10.821993] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -6.14%, Actual: 0.15% [2025-11-22T03:10:10.925161] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 14.0s | Global ETA: 9m 25s [2025-11-22T03:10:10.926071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:10.926132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:10.930953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:10.933403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:10.934716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:10.996504] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.79%, Actual: 2.90% [2025-11-22T03:10:11.141505] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 14.9s | Global ETA: 9m 25s [2025-11-22T03:10:11.142391] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:11.142453] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:11.143135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:11.144266] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:11.145416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:11.171306] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.36%, Actual: 2.48% [2025-11-22T03:10:11.253848] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.40% | Symbol ETA: 40.3s | Global ETA: 9m 25s [2025-11-22T03:10:11.254749] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:11.254812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:11.256445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:11.256962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:11.257346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:11.259822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:11.305820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:11.307070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:11.344497] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 0.67%, Actual: 2.22% [2025-11-22T03:10:11.512960] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.27% | Symbol ETA: 13.4s | Global ETA: 9m 25s [2025-11-22T03:10:11.513869] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:11.513930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:11.516129] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.33%, Actual: 2.92% [2025-11-22T03:10:11.518694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:11.521200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:11.522462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:11.692482] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.82%, Actual: 1.78% [2025-11-22T03:10:11.741348] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.50% | Symbol ETA: 14.3s | Global ETA: 9m 25s [2025-11-22T03:10:11.742289] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:11.742352] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:11.743075] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:11.744210] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:11.745409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:11.926598] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.05%, Actual: 0.30% [2025-11-22T03:10:11.926909] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 39.2801% [2025-11-22T03:10:11.927135] [INFO ] [main ] KNX: KEPT add_atr_5 (score: 39.28%) [2025-11-22T03:10:11.927214] [INFO ] [main ] KNX: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:10:11.927817] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_close_to_open_alignment'] [2025-11-22T03:10:11.927886] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:11.945941] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:11.947744] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:11.947831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:11.954038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:11.956575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:11.957331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:11.957891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:11.958699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:12.026562] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 5.50% | Symbol ETA: 39.8s | Global ETA: 9m 25s [2025-11-22T03:10:12.028009] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:12.028094] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:12.030683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:12.031391] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:12.031999] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:12.035942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:12.094738] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:12.096221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:12.296153] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 13.0s | Global ETA: 9m 25s [2025-11-22T03:10:12.297791] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:12.297880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:12.305152] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:12.308791] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:12.310837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:12.566719] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.27% | Symbol ETA: 13.9s | Global ETA: 9m 25s [2025-11-22T03:10:12.568734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:12.568818] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:12.569900] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:12.571800] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:12.573689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:12.798441] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.51% | Symbol ETA: 1m 46s | Global ETA: 9m 25s [2025-11-22T03:10:12.799569] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:12.799681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:12.805072] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:12.807179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:12.807785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:12.808210] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:12.809063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:12.907936] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -2.91% | Symbol ETA: 39.4s | Global ETA: 9m 25s [2025-11-22T03:10:12.908857] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:12.908920] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:12.910544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:12.911040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:12.911428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:12.913780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:12.958306] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:12.959686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.073074] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.08% | Symbol ETA: 12.4s | Global ETA: 9m 25s [2025-11-22T03:10:13.073981] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:13.074045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:13.078941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:13.081394] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:13.082690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.237459] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 13.3s | Global ETA: 9m 25s [2025-11-22T03:10:13.238570] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:13.238665] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:13.239529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:13.241008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:13.242474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.443618] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 4.46% | Symbol ETA: 1m 44s | Global ETA: 9m 25s [2025-11-22T03:10:13.444523] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:13.444587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:13.449369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:13.451107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:13.451573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:13.451977] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:13.452705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.569579] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 38.6s | Global ETA: 9m 25s [2025-11-22T03:10:13.570547] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:13.570611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:13.572289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:13.572809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:13.573205] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:13.575678] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:13.620524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:13.621709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.664794] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.25% | Symbol ETA: 11.7s | Global ETA: 9m 25s [2025-11-22T03:10:13.665706] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:13.665784] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:13.670519] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:13.672934] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:13.674211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:13.847269] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.86% | Symbol ETA: 12.6s | Global ETA: 9m 25s [2025-11-22T03:10:13.848208] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:13.848271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:13.848991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:13.850161] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:13.851382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.097179] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.13% | Symbol ETA: 1m 43s | Global ETA: 9m 25s [2025-11-22T03:10:14.098113] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:14.098176] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:14.103040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:14.104869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:14.105335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:14.105737] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:14.106456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.243691] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 37.8s | Global ETA: 9m 25s [2025-11-22T03:10:14.244604] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:14.244725] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:14.250149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:14.250760] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:14.251158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:14.253622] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:14.270152] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 11.1s | Global ETA: 9m 25s [2025-11-22T03:10:14.271102] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:14.271166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:14.276109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:14.278622] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:14.279978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.300539] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:14.301869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.467899] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.04% | Symbol ETA: 12.0s | Global ETA: 9m 25s [2025-11-22T03:10:14.468849] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:14.468910] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:14.469585] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:14.470750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:14.471955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.717823] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.56% | Symbol ETA: 1m 42s | Global ETA: 9m 25s [2025-11-22T03:10:14.718816] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:14.718881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:14.723902] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:14.725719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:14.726197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:14.726592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:14.727356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.889762] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.69% | Symbol ETA: 10.4s | Global ETA: 9m 25s [2025-11-22T03:10:14.890759] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:14.890824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:14.895855] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:14.898374] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:14.899691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:14.930504] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.27% | Symbol ETA: 37.1s | Global ETA: 9m 25s [2025-11-22T03:10:14.931414] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:14.931477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:14.933145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:14.933633] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:14.934040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:14.936427] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:14.981662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:14.982976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:15.074291] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.12% | Symbol ETA: 11.3s | Global ETA: 9m 25s [2025-11-22T03:10:15.075181] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:15.075243] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:15.075932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:15.077065] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:10:15.078259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:15.360168] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.41% | Symbol ETA: 1m 41s | Global ETA: 9m 25s [2025-11-22T03:10:15.361070] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:15.361133] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:15.365927] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:15.367691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:15.368151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:15.368533] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:15.369257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:15.488986] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 9.8s | Global ETA: 9m 25s [2025-11-22T03:10:15.629291] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.39% | Symbol ETA: 36.3s | Global ETA: 9m 25s [2025-11-22T03:10:15.630193] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:15.630264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:15.631907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:15.632406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:15.632809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:15.635239] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:15.661215] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 0.10% [2025-11-22T03:10:15.678031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:15.678505] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.28% | Symbol ETA: 10.7s | Global ETA: 9m 25s [2025-11-22T03:10:15.679130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:15.831155] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.14%, Actual: 2.27% [2025-11-22T03:10:15.848061] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 0.89% [2025-11-22T03:10:15.983681] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.17% | Symbol ETA: 1m 41s | Global ETA: 9m 25s [2025-11-22T03:10:15.984549] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:15.984612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:15.989355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:15.991102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:15.991593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:15.991994] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:15.993048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:16.000563] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 0.15% [2025-11-22T03:10:16.037260] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.35%, Actual: 0.14% [2025-11-22T03:10:16.169417] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 0.24% [2025-11-22T03:10:16.208681] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.87%, Actual: 1.31% [2025-11-22T03:10:16.272719] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -20.91% | Symbol ETA: 35.6s | Global ETA: 9m 25s [2025-11-22T03:10:16.273589] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:16.273676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:16.275294] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:16.275786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:16.276166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:16.278541] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:16.321632] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:10:16.322690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:16.338802] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.09% [2025-11-22T03:10:16.380548] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.50%, Actual: 1.15% [2025-11-22T03:10:16.533878] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.08%, Actual: 0.18% [2025-11-22T03:10:16.550510] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.27%, Actual: 0.91% [2025-11-22T03:10:16.594130] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 0.30% | Symbol ETA: 1m 40s | Global ETA: 9m 25s [2025-11-22T03:10:16.595022] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:16.595084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:16.599821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:16.601529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:16.602023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:16.602401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:16.603119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:16.700061] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.25%, Actual: 0.35% [2025-11-22T03:10:16.720353] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 0.96% [2025-11-22T03:10:16.869383] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 1.77% [2025-11-22T03:10:16.888400] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.86%, Actual: 0.54% [2025-11-22T03:10:16.911831] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 34.9s | Global ETA: 9m 25s [2025-11-22T03:10:17.038372] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.69%, Actual: 0.19% [2025-11-22T03:10:17.057046] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.04%, Actual: 0.81% [2025-11-22T03:10:17.080811] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.42%, Actual: 9.70% [2025-11-22T03:10:17.206376] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.22% [2025-11-22T03:10:17.206621] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 42.9474% [2025-11-22T03:10:17.206725] [INFO ] [main ] IRT: DISCARDED add_open_reversal_intensity (score: 42.95%) [2025-11-22T03:10:17.206770] [INFO ] [main ] IRT: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:10:17.206800] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:10:17.206834] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:17.212777] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.92% | Symbol ETA: 1m 39s | Global ETA: 9m 25s [2025-11-22T03:10:17.213692] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:17.213756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:17.218588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:17.218730] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:17.220153] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:17.220214] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:17.220446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:17.220955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:17.221334] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:17.222064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:17.225012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:17.227488] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:17.227446] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.12%, Actual: 0.86% [2025-11-22T03:10:17.229043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:17.248014] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.40%, Actual: 1.08% [2025-11-22T03:10:17.399038] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.28%, Actual: 1.17% [2025-11-22T03:10:17.399284] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 39.9599% [2025-11-22T03:10:17.399369] [INFO ] [main ] BIPC: DISCARDED add_open_11_elasticity (score: 39.96%) [2025-11-22T03:10:17.399414] [INFO ] [main ] BIPC: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:10:17.399445] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_open_reversal_intensity'] [2025-11-22T03:10:17.399500] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:17.411372] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:17.412662] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:17.412724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:17.413456] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:17.414599] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:17.415947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:17.417330] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 5.50%, Actual: 1.68% [2025-11-22T03:10:17.591564] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -2.91%, Actual: 2.41% [2025-11-22T03:10:17.763915] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 6.36% [2025-11-22T03:10:17.808712] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 14.7s | Global ETA: 9m 25s [2025-11-22T03:10:17.809573] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:17.809634] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:17.814419] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:17.816852] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:17.818366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:17.831526] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.17% | Symbol ETA: 1m 39s | Global ETA: 9m 25s [2025-11-22T03:10:17.832420] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:17.832481] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:17.837217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:17.838982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:17.839446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:17.839845] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:17.840544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:17.929200] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 0.66% [2025-11-22T03:10:18.023310] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 15.7s | Global ETA: 9m 25s [2025-11-22T03:10:18.024227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:18.024290] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:18.025305] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:18.026448] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:18.027826] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:18.100320] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.27%, Actual: 5.35% [2025-11-22T03:10:18.270617] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.39%, Actual: 2.54% [2025-11-22T03:10:18.400900] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.94% | Symbol ETA: 14.2s | Global ETA: 9m 25s [2025-11-22T03:10:18.401767] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:18.401828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:18.406551] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:18.409116] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:18.410620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:18.438077] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -20.91%, Actual: 1.12% [2025-11-22T03:10:18.438152] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -2.40% | Symbol ETA: 1m 38s | Global ETA: 9m 25s [2025-11-22T03:10:18.605282] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.51%, Actual: 2.74% [2025-11-22T03:10:18.610423] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -2.58%, Actual: 10.95% [2025-11-22T03:10:18.610629] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.2797% [2025-11-22T03:10:18.610703] [INFO ] [main ] ACHR: DISCARDED add_gap_morning_composite (score: 39.28%) [2025-11-22T03:10:18.610743] [INFO ] [main ] ACHR: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:10:18.610774] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gap_resolution_state'] [2025-11-22T03:10:18.610806] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:18.623511] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:18.625010] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:18.625074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:18.626889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:18.627395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:18.627854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:18.630317] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:18.632459] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.72% | Symbol ETA: 15.1s | Global ETA: 9m 25s [2025-11-22T03:10:18.633402] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:18.633466] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:18.634174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:18.635339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:18.636730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:18.677819] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:18.735753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:18.771252] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.46%, Actual: 1.50% [2025-11-22T03:10:18.937429] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.13%, Actual: 0.31% [2025-11-22T03:10:18.992619] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.97% | Symbol ETA: 13.6s | Global ETA: 9m 26s [2025-11-22T03:10:18.993500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:18.993561] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:18.998315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:19.000751] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:19.002229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:19.102725] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.56%, Actual: 0.15% [2025-11-22T03:10:19.238656] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.40% | Symbol ETA: 14.4s | Global ETA: 9m 26s [2025-11-22T03:10:19.239546] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:19.239608] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:19.240321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:19.241462] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:19.242780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:19.269760] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.41%, Actual: 2.90% [2025-11-22T03:10:19.350162] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -9.16% | Symbol ETA: 39.0s | Global ETA: 9m 26s [2025-11-22T03:10:19.351132] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:19.351206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:19.356281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:19.356822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:19.357223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:19.359794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:19.406921] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:19.439254] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.17%, Actual: 2.48% [2025-11-22T03:10:19.462098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:19.580381] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.08% | Symbol ETA: 13.0s | Global ETA: 9m 26s [2025-11-22T03:10:19.581267] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:19.581329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:19.586166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:19.588626] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:19.590135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:19.606677] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 0.30%, Actual: 2.22% [2025-11-22T03:10:19.774822] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.92%, Actual: 2.92% [2025-11-22T03:10:19.845448] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 13.8s | Global ETA: 9m 26s [2025-11-22T03:10:19.846353] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:19.846433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:19.847182] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:19.848425] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:19.849840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:19.950723] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.17%, Actual: 1.78% [2025-11-22T03:10:20.068148] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 11.72% | Symbol ETA: 38.3s | Global ETA: 9m 26s [2025-11-22T03:10:20.069074] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:20.069136] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:20.071004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:20.071490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:20.072087] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:20.074862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:20.115420] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -2.40%, Actual: 0.30% [2025-11-22T03:10:20.115590] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 34.2715% [2025-11-22T03:10:20.115659] [INFO ] [main ] KNX: DISCARDED add_close_to_open_alignment (score: 34.27%) [2025-11-22T03:10:20.115701] [INFO ] [main ] KNX: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:10:20.115732] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context'] [2025-11-22T03:10:20.115767] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:20.117960] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:20.129714] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:20.131164] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:20.131227] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:20.136155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:20.137997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:20.138480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:20.138890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:20.139790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.173155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.175713] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.46% | Symbol ETA: 12.4s | Global ETA: 9m 26s [2025-11-22T03:10:20.176576] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:20.176668] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:20.181470] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:20.183920] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:20.185416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.468481] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.45% | Symbol ETA: 13.2s | Global ETA: 9m 26s [2025-11-22T03:10:20.469419] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:20.469483] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:20.470216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:20.471403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:20.472844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.761595] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 1m 23s | Global ETA: 9m 26s [2025-11-22T03:10:20.762505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:20.762569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:20.767440] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.10% | Symbol ETA: 11.8s | Global ETA: 9m 26s [2025-11-22T03:10:20.767670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:20.768320] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:20.768383] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:20.769038] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -3.08% | Symbol ETA: 37.5s | Global ETA: 9m 26s [2025-11-22T03:10:20.769777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:20.769961] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:20.770025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:20.770254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:20.770677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:20.771603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.771690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:20.772169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:20.772557] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:20.773211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:20.774955] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:20.775635] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:20.777136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:20.820281] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:20.876174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.083491] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.02% | Symbol ETA: 12.6s | Global ETA: 9m 26s [2025-11-22T03:10:21.084459] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:21.084532] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:21.085289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:21.086484] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:21.087921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.358110] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.17% | Symbol ETA: 11.2s | Global ETA: 9m 26s [2025-11-22T03:10:21.359000] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:21.359061] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:21.364234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:21.366621] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:21.368148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.379767] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -1.04% | Symbol ETA: 1m 22s | Global ETA: 9m 26s [2025-11-22T03:10:21.380725] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:21.380787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:21.385546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:21.387328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:21.387845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:21.388221] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:21.389143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.472705] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 1.71% | Symbol ETA: 36.8s | Global ETA: 9m 26s [2025-11-22T03:10:21.473602] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:21.473685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:21.475320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:21.475819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:21.476198] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:21.478625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:21.522687] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:21.578279] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.703985] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.59% | Symbol ETA: 12.0s | Global ETA: 9m 26s [2025-11-22T03:10:21.705425] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:21.705501] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:21.706258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:21.707471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:21.708902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:21.958273] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.21% | Symbol ETA: 10.6s | Global ETA: 9m 26s [2025-11-22T03:10:21.959195] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:21.959255] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:21.964053] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:21.966438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:21.968047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.012480] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -2.54% | Symbol ETA: 1m 21s | Global ETA: 9m 26s [2025-11-22T03:10:22.013358] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:22.013432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:22.018198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:22.019977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:22.020440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:22.020995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:22.021839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.175058] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.59% | Symbol ETA: 36.0s | Global ETA: 9m 26s [2025-11-22T03:10:22.175947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:22.176010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:22.177666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:22.178138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:22.178516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:22.180904] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:22.223845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:22.278565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.300379] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.77% | Symbol ETA: 11.4s | Global ETA: 9m 26s [2025-11-22T03:10:22.301272] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:22.301333] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:22.302019] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:22.303151] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:22.304443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.549725] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.75% | Symbol ETA: 10.0s | Global ETA: 9m 26s [2025-11-22T03:10:22.550587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:22.550673] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:22.555475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:22.557934] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:22.559456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.628428] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 1m 21s | Global ETA: 9m 26s [2025-11-22T03:10:22.629355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:22.629420] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:22.634184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:22.635980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:22.636467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:22.636870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:22.637793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.881874] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -2.01% | Symbol ETA: 35.3s | Global ETA: 9m 26s [2025-11-22T03:10:22.882780] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:22.882845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:22.884500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:22.884999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:22.885384] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:22.887807] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:22.895157] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 10.8s | Global ETA: 9m 26s [2025-11-22T03:10:22.896066] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:22.896129] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:22.896843] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:22.898336] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:10:22.899683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:22.933308] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:22.989212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:23.136175] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 9.4s | Global ETA: 9m 26s [2025-11-22T03:10:23.252125] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.20% | Symbol ETA: 1m 20s | Global ETA: 9m 26s [2025-11-22T03:10:23.253035] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:23.253099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:23.257989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:23.259735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:23.260193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:23.260579] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:23.261427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:23.302451] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 0.10% [2025-11-22T03:10:23.470183] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.94%, Actual: 2.27% [2025-11-22T03:10:23.514929] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.96% | Symbol ETA: 10.2s | Global ETA: 9m 26s [2025-11-22T03:10:23.586222] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.85% | Symbol ETA: 34.6s | Global ETA: 9m 26s [2025-11-22T03:10:23.587762] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:23.587826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:23.589504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:23.590022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:23.590405] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:23.592795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:23.636845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:23.669977] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.97%, Actual: 0.15% [2025-11-22T03:10:23.683098] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 0.89% [2025-11-22T03:10:23.695307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:23.845613] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.08%, Actual: 0.24% [2025-11-22T03:10:23.855042] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.72%, Actual: 0.14% [2025-11-22T03:10:23.877750] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.40% | Symbol ETA: 1m 19s | Global ETA: 9m 26s [2025-11-22T03:10:23.878611] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:23.878694] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:23.883455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:23.885207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:23.885690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:23.886070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:23.886921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:24.026495] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.46%, Actual: 0.09% [2025-11-22T03:10:24.029015] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.31% [2025-11-22T03:10:24.201684] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 1.15% [2025-11-22T03:10:24.207562] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.10%, Actual: 0.18% [2025-11-22T03:10:24.322536] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 5.72% | Symbol ETA: 33.9s | Global ETA: 9m 26s [2025-11-22T03:10:24.324086] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:24.324151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:24.325898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:24.326510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:24.326952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:24.329484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:24.374581] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:24.375114] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.45%, Actual: 0.91% [2025-11-22T03:10:24.379004] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.17%, Actual: 0.35% [2025-11-22T03:10:24.431290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:24.506262] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 1m 19s | Global ETA: 9m 26s [2025-11-22T03:10:24.507146] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:24.507208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:24.512032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:24.513885] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:24.514357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:24.514770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:24.515748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:24.544539] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.02%, Actual: 0.96% [2025-11-22T03:10:24.547016] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.21%, Actual: 1.77% [2025-11-22T03:10:24.713443] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.59%, Actual: 0.54% [2025-11-22T03:10:24.714064] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.75%, Actual: 0.19% [2025-11-22T03:10:24.880611] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.77%, Actual: 0.81% [2025-11-22T03:10:24.882007] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 0.22% [2025-11-22T03:10:24.882225] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 34.5210% [2025-11-22T03:10:24.882309] [INFO ] [main ] IRT: DISCARDED add_open_vs_close_liquidity_ratio (score: 34.52%) [2025-11-22T03:10:24.882351] [INFO ] [main ] IRT: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:10:24.882383] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_open_vs_prev_range_position'] [2025-11-22T03:10:24.882417] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:24.894286] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:24.895506] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:24.895571] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:24.900514] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:24.903048] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:24.905972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.045663] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -15.81% | Symbol ETA: 33.2s | Global ETA: 9m 26s [2025-11-22T03:10:25.046534] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:25.046598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:25.048265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:25.048796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:25.049177] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:25.049764] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.43%, Actual: 0.86% [2025-11-22T03:10:25.051560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:25.095019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:10:25.120351] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.55% | Symbol ETA: 1m 18s | Global ETA: 9m 26s [2025-11-22T03:10:25.121237] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:25.121300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:25.126046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:25.127808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:25.128267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:25.128706] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:25.129557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.150575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.220089] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.96%, Actual: 1.17% [2025-11-22T03:10:25.220307] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.5222% [2025-11-22T03:10:25.220394] [INFO ] [main ] BIPC: DISCARDED add_open_reversal_intensity (score: 44.52%) [2025-11-22T03:10:25.220438] [INFO ] [main ] BIPC: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:10:25.220471] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:10:25.220507] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:25.232433] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:25.234012] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:25.234074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:25.234853] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:25.236025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:25.237672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.497565] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 13.7s | Global ETA: 9m 26s [2025-11-22T03:10:25.498482] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:25.498559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:25.503724] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:25.506243] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:25.509152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.752134] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 4.00% | Symbol ETA: 32.5s | Global ETA: 9m 26s [2025-11-22T03:10:25.756510] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.54% | Symbol ETA: 1m 18s | Global ETA: 9m 26s [2025-11-22T03:10:25.757505] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:10:25.757568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:25.762352] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:25.764147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:25.764608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:25.765021] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:25.765881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.832536] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.81% | Symbol ETA: 14.5s | Global ETA: 9m 26s [2025-11-22T03:10:25.834087] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:25.834148] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:25.834842] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:25.836028] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:25.837662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:25.926925] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -9.16%, Actual: 9.70% [2025-11-22T03:10:26.099220] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 11.72%, Actual: 1.08% [2025-11-22T03:10:26.104859] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 13.1s | Global ETA: 9m 26s [2025-11-22T03:10:26.105780] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:26.105841] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:26.110676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:26.113101] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:26.115947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:26.273719] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -3.08%, Actual: 1.68% [2025-11-22T03:10:26.370900] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 1m 17s | Global ETA: 9m 26s [2025-11-22T03:10:26.428057] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.80% | Symbol ETA: 13.9s | Global ETA: 9m 26s [2025-11-22T03:10:26.428959] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:26.429020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:26.429707] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:26.430848] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:26.432410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:26.446773] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 1.71%, Actual: 2.41% [2025-11-22T03:10:26.537102] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 2.74% [2025-11-22T03:10:26.618485] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.59%, Actual: 6.36% [2025-11-22T03:10:26.704689] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -1.04%, Actual: 1.50% [2025-11-22T03:10:26.724955] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.32% | Symbol ETA: 12.6s | Global ETA: 9m 26s [2025-11-22T03:10:26.725884] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:26.725950] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:26.731009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:26.733501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:26.736758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:26.791227] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -2.01%, Actual: 0.66% [2025-11-22T03:10:26.871271] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -2.54%, Actual: 0.31% [2025-11-22T03:10:26.961479] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.85%, Actual: 5.35% [2025-11-22T03:10:27.023172] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 13.3s | Global ETA: 9m 26s [2025-11-22T03:10:27.024105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:27.024166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:27.024854] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:27.025987] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:27.027550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:27.036868] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.15% [2025-11-22T03:10:27.132999] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 5.72%, Actual: 2.54% [2025-11-22T03:10:27.205141] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.20%, Actual: 2.90% [2025-11-22T03:10:27.302508] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -15.81%, Actual: 1.12% [2025-11-22T03:10:27.343584] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 12.0s | Global ETA: 9m 26s [2025-11-22T03:10:27.344523] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:27.344594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:27.349522] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:27.352225] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:27.355437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:27.373484] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.40%, Actual: 2.48% [2025-11-22T03:10:27.470140] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 4.00%, Actual: 10.95% [2025-11-22T03:10:27.470387] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 45.8728% [2025-11-22T03:10:27.470481] [INFO ] [main ] ACHR: DISCARDED add_gap_resolution_state (score: 45.87%) [2025-11-22T03:10:27.470523] [INFO ] [main ] ACHR: Testing feature 13/53: add_gaps [2025-11-22T03:10:27.470556] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_gaps'] [2025-11-22T03:10:27.470590] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:27.483440] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:27.484912] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:27.484974] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:27.486679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:27.487172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:27.487598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:27.490031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:27.534441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:27.535410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:27.544332] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 2.22% [2025-11-22T03:10:27.638004] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.52% | Symbol ETA: 12.7s | Global ETA: 9m 26s [2025-11-22T03:10:27.638972] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:27.639035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:27.639765] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:27.640949] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:27.642559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:27.717939] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.55%, Actual: 2.92% [2025-11-22T03:10:27.888111] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.54%, Actual: 1.78% [2025-11-22T03:10:27.965127] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.18% | Symbol ETA: 11.4s | Global ETA: 9m 26s [2025-11-22T03:10:27.966072] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:27.966132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:27.971085] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:27.973553] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:27.976453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.057048] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 0.30% [2025-11-22T03:10:28.057252] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.3694% [2025-11-22T03:10:28.057355] [INFO ] [main ] KNX: KEPT add_composite_volatility_context (score: 41.37%) [2025-11-22T03:10:28.057400] [INFO ] [main ] KNX: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:10:28.057453] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T03:10:28.057488] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:28.070527] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:28.071995] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:28.072058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:28.076931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:28.078808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:28.079271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:28.079675] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:28.080512] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:28.082870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.150971] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.02% | Symbol ETA: 35.5s | Global ETA: 9m 26s [2025-11-22T03:10:28.151915] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:28.151977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:28.153591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:28.154090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:28.154469] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:28.156831] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:28.201124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:28.202213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.253737] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 12.1s | Global ETA: 9m 26s [2025-11-22T03:10:28.254599] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:28.254680] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:28.255352] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:28.256489] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:28.258072] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.610097] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 10.8s | Global ETA: 9m 26s [2025-11-22T03:10:28.611058] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:28.611121] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:28.616484] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:28.619357] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:28.622438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.709877] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.41% | Symbol ETA: 1m 7s | Global ETA: 9m 26s [2025-11-22T03:10:28.710823] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:28.710889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:28.715756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:28.717588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:28.718084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:28.718462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:28.719354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:28.721765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.838362] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -0.40% | Symbol ETA: 34.9s | Global ETA: 9m 26s [2025-11-22T03:10:28.840123] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:28.840192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:28.842359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:28.843003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:28.843438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:28.846149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:28.875689] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.45% | Symbol ETA: 11.6s | Global ETA: 9m 26s [2025-11-22T03:10:28.876560] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:28.876630] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:28.877332] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:28.878539] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:28.880170] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:28.890059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:28.892482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.220722] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.33% | Symbol ETA: 10.1s | Global ETA: 9m 26s [2025-11-22T03:10:29.221673] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:29.221738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:29.226839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:29.229393] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:29.232372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.338373] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.86% | Symbol ETA: 1m 6s | Global ETA: 9m 26s [2025-11-22T03:10:29.339306] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:29.339368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:29.344181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:29.345922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:29.346381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:29.346793] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:29.347692] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:29.350082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.482131] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.10% | Symbol ETA: 10.9s | Global ETA: 9m 27s [2025-11-22T03:10:29.483035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:29.483098] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:29.483789] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:29.484929] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:29.486499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.508097] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 5.79% | Symbol ETA: 34.3s | Global ETA: 9m 27s [2025-11-22T03:10:29.509145] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:29.509212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:29.510966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:29.511521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:29.511993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:29.514559] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:29.559833] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:29.560986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.819920] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 9.5s | Global ETA: 9m 27s [2025-11-22T03:10:29.820819] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:29.820880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:29.825721] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:29.828132] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:29.831034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:29.976138] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.27% | Symbol ETA: 1m 5s | Global ETA: 9m 27s [2025-11-22T03:10:29.977070] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:29.977132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:29.981940] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:29.983716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:29.984180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:29.984552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:29.985411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:29.987755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.080195] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.76% | Symbol ETA: 10.3s | Global ETA: 9m 27s [2025-11-22T03:10:30.081076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:30.081139] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:30.081834] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:30.082970] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:30.084526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.180011] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -3.36% | Symbol ETA: 33.6s | Global ETA: 9m 27s [2025-11-22T03:10:30.180924] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:30.180988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:30.182815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:30.183311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:30.183725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:30.186149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:30.232686] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:30.233597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.422843] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.73% | Symbol ETA: 8.9s | Global ETA: 9m 27s [2025-11-22T03:10:30.423746] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:30.423807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:30.428822] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:30.431293] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:30.434181] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.602068] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.87% | Symbol ETA: 1m 5s | Global ETA: 9m 27s [2025-11-22T03:10:30.602953] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:30.603015] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:30.607819] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:30.609598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:30.610120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:30.610518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:30.611404] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:30.613843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.680603] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 9.7s | Global ETA: 9m 27s [2025-11-22T03:10:30.681485] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:30.681563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:30.682273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:30.683411] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:10:30.684966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:30.836851] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -4.49% | Symbol ETA: 32.9s | Global ETA: 9m 27s [2025-11-22T03:10:30.837745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:30.837808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:30.839500] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:30.839995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:30.840376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:30.842844] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:30.888088] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:30.889054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:31.038524] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.10% | Symbol ETA: 8.3s | Global ETA: 9m 27s [2025-11-22T03:10:31.210943] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 0.10% [2025-11-22T03:10:31.230125] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 1.21% | Symbol ETA: 1m 4s | Global ETA: 9m 27s [2025-11-22T03:10:31.230987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:31.231050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:31.235734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:31.237461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:31.237942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:31.238318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:31.239173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:31.241504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:31.274337] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.87% | Symbol ETA: 9.1s | Global ETA: 9m 27s [2025-11-22T03:10:31.380305] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 2.27% [2025-11-22T03:10:31.443007] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.81%, Actual: 0.89% [2025-11-22T03:10:31.487848] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 4.70% | Symbol ETA: 32.2s | Global ETA: 9m 27s [2025-11-22T03:10:31.488783] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:31.488848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:31.490580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:31.491106] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:31.491504] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:31.494013] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:31.540766] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:31.541722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:31.551745] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.32%, Actual: 0.15% [2025-11-22T03:10:31.614287] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.80%, Actual: 0.14% [2025-11-22T03:10:31.721484] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.50%, Actual: 0.24% [2025-11-22T03:10:31.784727] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.31% [2025-11-22T03:10:31.862214] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.91% | Symbol ETA: 1m 3s | Global ETA: 9m 27s [2025-11-22T03:10:31.863165] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:31.863228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:31.868172] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:31.869982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:31.870446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:31.870847] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:31.871696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:31.874180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:31.891842] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.18%, Actual: 0.09% [2025-11-22T03:10:31.953538] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.52%, Actual: 1.15% [2025-11-22T03:10:32.060732] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.18% [2025-11-22T03:10:32.120385] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 0.91% [2025-11-22T03:10:32.149552] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.64% | Symbol ETA: 31.5s | Global ETA: 9m 27s [2025-11-22T03:10:32.150458] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:32.150521] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:32.152234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:32.152744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:32.153137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:32.155660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:32.201344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:32.202258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:32.230036] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.33%, Actual: 0.35% [2025-11-22T03:10:32.291602] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.45%, Actual: 0.96% [2025-11-22T03:10:32.396718] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.51%, Actual: 1.77% [2025-11-22T03:10:32.464301] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.10%, Actual: 0.54% [2025-11-22T03:10:32.491354] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -3.87% | Symbol ETA: 1m 3s | Global ETA: 9m 27s [2025-11-22T03:10:32.492232] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:32.492295] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:32.497013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:32.498854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:32.499312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:32.499715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:32.500543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:32.502881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:32.566175] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.73%, Actual: 0.19% [2025-11-22T03:10:32.634239] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.76%, Actual: 0.81% [2025-11-22T03:10:32.732526] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.10%, Actual: 0.22% [2025-11-22T03:10:32.732740] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 36.9959% [2025-11-22T03:10:32.732820] [INFO ] [main ] IRT: DISCARDED add_open_vs_prev_range_position (score: 37.00%) [2025-11-22T03:10:32.732862] [INFO ] [main ] IRT: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:10:32.732894] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_overnight_gap_amplitude'] [2025-11-22T03:10:32.733290] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:32.746934] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:32.748393] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:32.748456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:32.753327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:32.755844] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:32.756461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:32.802015] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.86% [2025-11-22T03:10:32.802629] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 2.87% | Symbol ETA: 30.9s | Global ETA: 9m 27s [2025-11-22T03:10:32.803515] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:32.803577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:32.805263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:32.805785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:32.806169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:32.808531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:32.852053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:32.852894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:32.973708] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.87%, Actual: 1.17% [2025-11-22T03:10:32.973964] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 48.1145% [2025-11-22T03:10:32.974063] [INFO ] [main ] BIPC: DISCARDED add_open_vs_close_liquidity_ratio (score: 48.11%) [2025-11-22T03:10:32.974107] [INFO ] [main ] BIPC: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:10:32.974140] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_open_vs_prev_range_position'] [2025-11-22T03:10:32.974175] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:32.986432] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:32.988083] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:32.988147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:32.988914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:32.990122] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:32.993108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.113008] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 2.51% | Symbol ETA: 1m 2s | Global ETA: 9m 27s [2025-11-22T03:10:33.113901] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:33.113964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:33.118737] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:33.120437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:33.120923] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:33.121302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:33.122157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:33.124485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.334310] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 13.1s | Global ETA: 9m 27s [2025-11-22T03:10:33.335238] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:33.335300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:33.340279] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:33.342827] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:33.343490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.447907] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -12.80% | Symbol ETA: 30.2s | Global ETA: 9m 27s [2025-11-22T03:10:33.448822] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:33.449220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:33.450917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:33.451385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:33.451795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:33.454159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:33.497457] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:10:33.498317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.607850] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 14.0s | Global ETA: 9m 27s [2025-11-22T03:10:33.608760] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:33.608825] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:33.609500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:33.610636] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:33.613578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.732114] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.07% | Symbol ETA: 1m 2s | Global ETA: 9m 27s [2025-11-22T03:10:33.733031] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:33.733093] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:33.738071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:33.739861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:33.740320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:33.740735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:33.741583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:33.743994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:33.955947] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 12.7s | Global ETA: 9m 27s [2025-11-22T03:10:33.956857] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:33.956919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:33.962066] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:33.964626] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:33.965319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:34.098085] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -6.64% | Symbol ETA: 29.5s | Global ETA: 9m 27s [2025-11-22T03:10:34.244621] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.76% | Symbol ETA: 13.4s | Global ETA: 9m 27s [2025-11-22T03:10:34.245506] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:34.245568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:34.246284] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:34.247481] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:34.250421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:34.266278] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.02%, Actual: 9.70% [2025-11-22T03:10:34.359273] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 3.44% | Symbol ETA: 1m 1s | Global ETA: 9m 27s [2025-11-22T03:10:34.433678] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -0.40%, Actual: 1.08% [2025-11-22T03:10:34.527110] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.41%, Actual: 2.74% [2025-11-22T03:10:34.604128] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 5.79%, Actual: 1.68% [2025-11-22T03:10:34.618426] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.26% | Symbol ETA: 12.2s | Global ETA: 9m 27s [2025-11-22T03:10:34.619405] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:34.619471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:34.624354] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:34.626848] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:34.627501] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:34.697036] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.86%, Actual: 1.50% [2025-11-22T03:10:34.771893] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -3.36%, Actual: 2.41% [2025-11-22T03:10:34.848775] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.08% | Symbol ETA: 12.7s | Global ETA: 9m 27s [2025-11-22T03:10:34.849746] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:34.849823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:34.850524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:34.851716] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:34.854716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:34.870467] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.27%, Actual: 0.31% [2025-11-22T03:10:34.939675] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -4.49%, Actual: 6.36% [2025-11-22T03:10:35.042162] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.87%, Actual: 0.15% [2025-11-22T03:10:35.107489] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 4.70%, Actual: 0.66% [2025-11-22T03:10:35.213339] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 11.5s | Global ETA: 9m 27s [2025-11-22T03:10:35.214138] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 1.21%, Actual: 2.90% [2025-11-22T03:10:35.214278] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:35.214340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:35.219154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:35.221600] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:35.222233] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:35.277727] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.64%, Actual: 5.35% [2025-11-22T03:10:35.384566] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 2.48% [2025-11-22T03:10:35.444781] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 2.87%, Actual: 2.54% [2025-11-22T03:10:35.458198] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 12.1s | Global ETA: 9m 27s [2025-11-22T03:10:35.459129] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:35.459206] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:35.459927] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:35.461081] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:35.464002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:35.555067] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -3.87%, Actual: 2.22% [2025-11-22T03:10:35.614725] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -12.80%, Actual: 1.12% [2025-11-22T03:10:35.724472] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 2.51%, Actual: 2.92% [2025-11-22T03:10:35.783899] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -6.64%, Actual: 10.95% [2025-11-22T03:10:35.784093] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 47.2781% [2025-11-22T03:10:35.784177] [INFO ] [main ] ACHR: DISCARDED add_gaps (score: 47.28%) [2025-11-22T03:10:35.784220] [INFO ] [main ] ACHR: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:10:35.784252] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies'] [2025-11-22T03:10:35.784287] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:35.796481] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:35.797798] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:35.797874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:35.799543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:35.800097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:35.800482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:35.802886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:35.808756] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 10.9s | Global ETA: 9m 27s [2025-11-22T03:10:35.809615] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:35.809695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:35.814480] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:35.816954] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:35.817584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:35.846620] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:35.847889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:35.896939] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.07%, Actual: 1.78% [2025-11-22T03:10:36.064962] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.52% | Symbol ETA: 11.5s | Global ETA: 9m 27s [2025-11-22T03:10:36.065845] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:36.065907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:36.066571] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:36.067784] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:36.067827] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 3.44%, Actual: 0.30% [2025-11-22T03:10:36.068037] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 45.1927% [2025-11-22T03:10:36.068118] [INFO ] [main ] KNX: KEPT add_day_shape_ratios (score: 45.19%) [2025-11-22T03:10:36.068162] [INFO ] [main ] KNX: Testing feature 8/53: add_directional_consistency [2025-11-22T03:10:36.068194] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency'] [2025-11-22T03:10:36.068251] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:36.070672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.081431] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:36.082745] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:36.082813] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:36.087805] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:36.089817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:36.090292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:36.090702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:36.091572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:36.094055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:36.225198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.397520] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.83% | Symbol ETA: 10.3s | Global ETA: 9m 27s [2025-11-22T03:10:36.398427] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:36.398489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:36.403452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:36.406063] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:36.406701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.444829] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.73% | Symbol ETA: 30.8s | Global ETA: 9m 27s [2025-11-22T03:10:36.445713] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:36.445779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:36.447398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:36.447918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:36.448301] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:36.450636] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:36.494552] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:36.495808] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.669308] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 10.8s | Global ETA: 9m 27s [2025-11-22T03:10:36.670248] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:36.670312] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:36.671051] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:36.672234] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:36.675308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.846183] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.35% | Symbol ETA: 58.4s | Global ETA: 9m 27s [2025-11-22T03:10:36.847072] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:36.847135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:36.852865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:36.855003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:36.855510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:36.855926] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:36.856810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:36.859289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:36.982873] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.32% | Symbol ETA: 9.7s | Global ETA: 9m 27s [2025-11-22T03:10:36.983747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:36.983809] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:36.988617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:36.989447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:36.991011] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:36.991628] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.093427] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.20% | Symbol ETA: 30.1s | Global ETA: 9m 27s [2025-11-22T03:10:37.094355] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:37.094417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:37.096086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:37.096558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:37.096969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:37.099361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:37.143922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:37.145144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.272599] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.53% | Symbol ETA: 10.2s | Global ETA: 9m 27s [2025-11-22T03:10:37.273493] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:37.273554] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:37.274242] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:37.275367] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:37.278372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.571029] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 9.1s | Global ETA: 9m 27s [2025-11-22T03:10:37.572690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:37.572752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:37.580330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:37.582777] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:37.583387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.630717] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.71% | Symbol ETA: 57.7s | Global ETA: 9m 27s [2025-11-22T03:10:37.631626] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:37.631724] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:37.636589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:37.638386] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:37.638887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:37.639271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:37.640145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:37.642555] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:37.746458] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 29.5s | Global ETA: 9m 27s [2025-11-22T03:10:37.747370] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:37.747454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:37.749137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:37.749624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:37.750033] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:37.752381] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:37.772023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.797776] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:37.799192] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:37.875530] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.75% | Symbol ETA: 9.6s | Global ETA: 9m 27s [2025-11-22T03:10:37.876473] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:37.876535] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:37.877228] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:37.878404] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:37.881295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:38.162190] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.51% | Symbol ETA: 8.5s | Global ETA: 9m 27s [2025-11-22T03:10:38.163071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:38.163132] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:38.167984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:38.170389] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:38.171048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:38.400282] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 2.93% | Symbol ETA: 28.8s | Global ETA: 9m 27s [2025-11-22T03:10:38.401256] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:38.401661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:38.402253] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.81% | Symbol ETA: 56.9s | Global ETA: 9m 27s [2025-11-22T03:10:38.403167] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:38.403234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:38.403337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:38.403854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:38.404235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:38.406572] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:38.408103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:38.409860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:38.410329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:38.410739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:38.411596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:38.414046] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:38.451524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:38.453016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:38.481688] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.05% | Symbol ETA: 9.0s | Global ETA: 9m 27s [2025-11-22T03:10:38.482541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:38.482619] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:38.483314] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:38.484446] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:10:38.487312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:38.543351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:38.746463] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 7.9s | Global ETA: 9m 27s [2025-11-22T03:10:38.913315] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 0.10% [2025-11-22T03:10:39.053062] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.43% | Symbol ETA: 28.2s | Global ETA: 9m 27s [2025-11-22T03:10:39.053980] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:39.054043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:39.055782] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:39.056311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:39.056794] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:39.059348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:39.079954] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 2.27% [2025-11-22T03:10:39.090446] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.17% | Symbol ETA: 8.4s | Global ETA: 9m 27s [2025-11-22T03:10:39.105678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:39.107138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:39.166070] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.09% | Symbol ETA: 56.1s | Global ETA: 9m 27s [2025-11-22T03:10:39.166969] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:39.167033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:39.171789] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:39.173486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:39.173964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:39.174346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:39.175202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:39.177997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:39.251756] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.26%, Actual: 0.15% [2025-11-22T03:10:39.257089] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -1.15%, Actual: 0.89% [2025-11-22T03:10:39.302420] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:39.418923] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.40%, Actual: 0.24% [2025-11-22T03:10:39.424255] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.14% [2025-11-22T03:10:39.586559] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.09% [2025-11-22T03:10:39.592552] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.08%, Actual: 1.31% [2025-11-22T03:10:39.707844] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.42% | Symbol ETA: 27.5s | Global ETA: 9m 27s [2025-11-22T03:10:39.708800] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:39.708877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:39.710537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:39.711048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:39.711458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:39.713896] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:39.754447] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.83%, Actual: 0.18% [2025-11-22T03:10:39.758662] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:39.759956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:39.763991] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 1.15% [2025-11-22T03:10:39.921877] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.32%, Actual: 0.35% [2025-11-22T03:10:39.928111] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.14% | Symbol ETA: 55.3s | Global ETA: 9m 28s [2025-11-22T03:10:39.929230] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:39.929300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:39.934384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:39.935273] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.52%, Actual: 0.91% [2025-11-22T03:10:39.936246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:39.936871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:39.937305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:39.938236] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:39.940627] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:40.073759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:40.089865] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -2.12%, Actual: 1.77% [2025-11-22T03:10:40.105156] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 0.96% [2025-11-22T03:10:40.256774] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.51%, Actual: 0.19% [2025-11-22T03:10:40.275943] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.53%, Actual: 0.54% [2025-11-22T03:10:40.362136] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -6.70% | Symbol ETA: 26.9s | Global ETA: 9m 28s [2025-11-22T03:10:40.363066] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:40.363128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:40.364763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:40.365246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:40.365627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:40.368074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:40.413870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:40.415140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:40.425308] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.22% [2025-11-22T03:10:40.425494] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.2824% [2025-11-22T03:10:40.425575] [INFO ] [main ] IRT: DISCARDED add_overnight_gap_amplitude (score: 37.28%) [2025-11-22T03:10:40.425617] [INFO ] [main ] IRT: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:10:40.425667] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_overnight_gap_mag'] [2025-11-22T03:10:40.425705] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:40.437591] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:40.438934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:40.438995] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:40.443779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:40.444392] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.75%, Actual: 0.81% [2025-11-22T03:10:40.446229] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:40.446931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:40.611415] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.05%, Actual: 0.86% [2025-11-22T03:10:40.708902] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.54% | Symbol ETA: 54.6s | Global ETA: 9m 28s [2025-11-22T03:10:40.710024] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:40.710104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:40.715107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:40.716935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:40.717456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:40.717998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:40.718940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:40.721532] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:40.779879] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.17%, Actual: 1.17% [2025-11-22T03:10:40.780099] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 37.1300% [2025-11-22T03:10:40.780191] [INFO ] [main ] BIPC: DISCARDED add_open_vs_prev_range_position (score: 37.13%) [2025-11-22T03:10:40.780237] [INFO ] [main ] BIPC: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:10:40.780269] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_overnight_gap_amplitude'] [2025-11-22T03:10:40.780305] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:40.792371] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:40.793747] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:40.793811] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:40.794617] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:40.795858] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:40.796537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:40.851324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.018593] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 4.68% | Symbol ETA: 26.2s | Global ETA: 9m 28s [2025-11-22T03:10:41.019520] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:41.019591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:41.021338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:41.021877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:41.022280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:41.024748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:41.024876] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.43% | Symbol ETA: 12.4s | Global ETA: 9m 28s [2025-11-22T03:10:41.025818] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:41.025880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:41.030743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:41.033344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:41.034098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.069844] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:41.071289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.398524] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 13.3s | Global ETA: 9m 28s [2025-11-22T03:10:41.399466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:41.399531] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:41.400238] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:41.401386] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:41.402068] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.481907] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.11% | Symbol ETA: 53.8s | Global ETA: 9m 28s [2025-11-22T03:10:41.482839] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:41.482913] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:41.487683] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:41.489437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:41.489922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:41.490303] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:41.491192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:41.493497] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:41.611004] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 11.8s | Global ETA: 9m 28s [2025-11-22T03:10:41.611903] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:41.611964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:41.616493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.616637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:41.619065] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:41.619749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:41.666298] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -22.20% | Symbol ETA: 25.6s | Global ETA: 9m 28s [2025-11-22T03:10:41.667188] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:10:41.667250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:41.668967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:41.669445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:41.669852] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:41.672191] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:41.715920] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:41.717167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.054732] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 12.9s | Global ETA: 9m 28s [2025-11-22T03:10:42.055602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:42.055685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:42.056353] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:42.057493] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:42.058150] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.200572] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 11.2s | Global ETA: 9m 28s [2025-11-22T03:10:42.201503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:42.201564] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:42.206265] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:42.208661] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:42.209335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.254414] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.20% | Symbol ETA: 53.0s | Global ETA: 9m 28s [2025-11-22T03:10:42.255356] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:42.255422] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:42.260632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:42.262499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:42.263025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:42.263457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:42.264551] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:42.267143] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:42.312704] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.83% | Symbol ETA: 24.9s | Global ETA: 9m 28s [2025-11-22T03:10:42.399357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.484087] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.73%, Actual: 9.70% [2025-11-22T03:10:42.654069] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.52% | Symbol ETA: 12.1s | Global ETA: 9m 28s [2025-11-22T03:10:42.654996] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:42.655058] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:42.655758] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:42.656425] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.20%, Actual: 1.08% [2025-11-22T03:10:42.656916] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:42.657571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.787815] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 10.6s | Global ETA: 9m 28s [2025-11-22T03:10:42.788726] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:42.788787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:42.797006] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:42.799419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:42.800125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:42.825117] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 1.68% [2025-11-22T03:10:42.993688] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 2.93%, Actual: 2.41% [2025-11-22T03:10:43.029375] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.90% | Symbol ETA: 52.3s | Global ETA: 9m 28s [2025-11-22T03:10:43.030274] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:43.030337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:43.035081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:43.036808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:43.037276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:43.037748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:43.038632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:43.041032] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:43.160166] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.43%, Actual: 6.36% [2025-11-22T03:10:43.163427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:43.251766] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.03% | Symbol ETA: 11.5s | Global ETA: 9m 28s [2025-11-22T03:10:43.252628] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:43.252713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:43.253380] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:43.254509] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:43.255171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:43.328306] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.42%, Actual: 0.66% [2025-11-22T03:10:43.376988] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 10.1s | Global ETA: 9m 28s [2025-11-22T03:10:43.377894] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:43.377954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:43.382757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:43.385143] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:43.385839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:43.494361] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -6.70%, Actual: 5.35% [2025-11-22T03:10:43.663278] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 4.68%, Actual: 2.54% [2025-11-22T03:10:43.779728] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 51.5s | Global ETA: 9m 28s [2025-11-22T03:10:43.832063] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -22.20%, Actual: 1.12% [2025-11-22T03:10:43.847289] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.44% | Symbol ETA: 10.9s | Global ETA: 9m 28s [2025-11-22T03:10:43.848245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:43.848317] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:43.849124] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:43.850246] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:43.850904] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:43.948491] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 2.74% [2025-11-22T03:10:43.967446] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.05% | Symbol ETA: 9.5s | Global ETA: 9m 28s [2025-11-22T03:10:43.968344] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:43.968404] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:43.973137] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:43.975514] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:43.976211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:43.999119] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.83%, Actual: 10.95% [2025-11-22T03:10:43.999352] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 48.8502% [2025-11-22T03:10:43.999491] [INFO ] [main ] ACHR: KEPT add_intraday_skewness_proxies (score: 48.85%) [2025-11-22T03:10:43.999537] [INFO ] [main ] ACHR: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:10:43.999573] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile'] [2025-11-22T03:10:43.999628] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:44.012076] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:44.013362] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:44.013426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:44.015114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:44.015625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:44.016051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:44.018423] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:44.065401] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:44.066787] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:44.116681] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.71%, Actual: 1.50% [2025-11-22T03:10:44.158906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:44.285013] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.81%, Actual: 0.31% [2025-11-22T03:10:44.445298] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.20% | Symbol ETA: 10.2s | Global ETA: 9m 28s [2025-11-22T03:10:44.446200] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:44.446284] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:44.446978] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:44.448656] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:44.449479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:44.457820] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.09%, Actual: 0.15% [2025-11-22T03:10:44.561121] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 8.9s | Global ETA: 9m 28s [2025-11-22T03:10:44.562021] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:44.562083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:44.566831] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:44.569221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:44.569917] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:44.630127] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.14%, Actual: 2.90% [2025-11-22T03:10:44.767201] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.77% | Symbol ETA: 29.1s | Global ETA: 9m 28s [2025-11-22T03:10:44.768200] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:44.768266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:44.769985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:44.770546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:44.770984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:44.773410] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:44.799765] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.54%, Actual: 2.48% [2025-11-22T03:10:44.819249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:44.820668] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:44.913074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:44.969838] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.11%, Actual: 2.22% [2025-11-22T03:10:45.037176] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.31% | Symbol ETA: 9.6s | Global ETA: 9m 28s [2025-11-22T03:10:45.038100] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:45.038161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:45.038843] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:45.039971] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:45.040604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:45.138871] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.20%, Actual: 2.92% [2025-11-22T03:10:45.157784] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 8.3s | Global ETA: 9m 28s [2025-11-22T03:10:45.158696] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:45.158757] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:45.163802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:45.166196] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:45.166902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:45.309378] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.90%, Actual: 1.78% [2025-11-22T03:10:45.477773] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.30% [2025-11-22T03:10:45.478002] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 45.8041% [2025-11-22T03:10:45.478104] [INFO ] [main ] KNX: KEPT add_directional_consistency (score: 45.80%) [2025-11-22T03:10:45.478149] [INFO ] [main ] KNX: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:10:45.478181] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_fullday_parkinson_range'] [2025-11-22T03:10:45.478217] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:45.491142] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:45.492433] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:45.492499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:45.497296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:45.499195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:45.499685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:45.500073] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:45.500938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:45.503348] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:45.523301] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 28.3s | Global ETA: 9m 28s [2025-11-22T03:10:45.524195] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:45.524259] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:45.525916] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:45.526412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:45.526821] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:45.529231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:45.574723] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:45.576066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:45.626713] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.39% | Symbol ETA: 9.0s | Global ETA: 9m 28s [2025-11-22T03:10:45.627620] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:45.627699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:45.628369] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:45.629532] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:45.630202] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:45.635011] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:45.637044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:45.666186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:45.748078] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 7.7s | Global ETA: 9m 28s [2025-11-22T03:10:45.749004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:45.749069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:45.753928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:45.756375] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:45.757094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:46.217925] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -2.24% | Symbol ETA: 8.4s | Global ETA: 9m 28s [2025-11-22T03:10:46.218818] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:46.218880] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:46.219545] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:46.220707] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:10:46.221341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:46.262829] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 58.7s | Global ETA: 9m 28s [2025-11-22T03:10:46.263764] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:46.263830] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:46.264846] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 27.6s | Global ETA: 9m 28s [2025-11-22T03:10:46.265788] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:46.265852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:46.267522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:46.268059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:46.268485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:46.268638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:46.270449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:46.270941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:46.270967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:46.271322] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:46.272183] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:46.274564] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:46.314942] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:46.316304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:46.345376] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.34% | Symbol ETA: 7.1s | Global ETA: 9m 28s [2025-11-22T03:10:46.399461] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:46.401484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:46.404466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:46.526517] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.43%, Actual: 0.10% [2025-11-22T03:10:46.698790] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.22%, Actual: 2.27% [2025-11-22T03:10:46.809825] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.27% | Symbol ETA: 7.8s | Global ETA: 9m 28s [2025-11-22T03:10:46.872091] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 0.15% [2025-11-22T03:10:46.975957] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 0.89% [2025-11-22T03:10:47.001051] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.54% | Symbol ETA: 26.8s | Global ETA: 9m 28s [2025-11-22T03:10:47.001956] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:47.002029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:47.003662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:47.004156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:47.004542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:47.006876] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:47.018321] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 57.9s | Global ETA: 9m 28s [2025-11-22T03:10:47.019236] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:47.019300] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:47.024033] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:47.025784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:47.026246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:47.026625] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:47.027490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:47.029831] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:47.043461] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 0.24% [2025-11-22T03:10:47.051819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:47.053070] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:47.142692] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:47.143202] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 0.14% [2025-11-22T03:10:47.158156] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:47.159961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:47.224206] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 0.09% [2025-11-22T03:10:47.312552] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.52%, Actual: 1.31% [2025-11-22T03:10:47.396809] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.05%, Actual: 0.18% [2025-11-22T03:10:47.478820] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.03%, Actual: 1.15% [2025-11-22T03:10:47.567866] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 0.35% [2025-11-22T03:10:47.645375] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.44%, Actual: 0.91% [2025-11-22T03:10:47.735992] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.77% [2025-11-22T03:10:47.747392] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -5.65% | Symbol ETA: 26.0s | Global ETA: 9m 28s [2025-11-22T03:10:47.748700] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:47.748785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:47.751081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:47.751613] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:47.752040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:47.754432] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:47.789341] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -7.01% | Symbol ETA: 57.1s | Global ETA: 9m 28s [2025-11-22T03:10:47.790224] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:47.790288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:47.795060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:47.796790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:47.797249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:47.797664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:47.798532] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:47.800239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:47.800906] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:47.801544] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:47.811845] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.20%, Actual: 0.96% [2025-11-22T03:10:47.890372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:47.908662] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.19% [2025-11-22T03:10:47.924841] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:47.926489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:47.977747] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.31%, Actual: 0.54% [2025-11-22T03:10:48.077139] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.34%, Actual: 0.22% [2025-11-22T03:10:48.077357] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 32.9346% [2025-11-22T03:10:48.077448] [INFO ] [main ] IRT: DISCARDED add_overnight_gap_mag (score: 32.93%) [2025-11-22T03:10:48.077493] [INFO ] [main ] IRT: Testing feature 29/53: add_pct_change [2025-11-22T03:10:48.077527] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_pct_change'] [2025-11-22T03:10:48.077561] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:48.089466] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:48.090698] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:48.090768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:48.095505] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:48.097960] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:48.099921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:48.144905] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.39%, Actual: 0.81% [2025-11-22T03:10:48.311934] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -2.24%, Actual: 0.86% [2025-11-22T03:10:48.478572] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.27%, Actual: 1.17% [2025-11-22T03:10:48.478777] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 34.0282% [2025-11-22T03:10:48.478859] [INFO ] [main ] BIPC: DISCARDED add_overnight_gap_amplitude (score: 34.03%) [2025-11-22T03:10:48.478902] [INFO ] [main ] BIPC: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:10:48.478952] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_overnight_gap_mag'] [2025-11-22T03:10:48.478988] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:48.488884] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 25.3s | Global ETA: 9m 28s [2025-11-22T03:10:48.489806] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:48.489869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:48.490572] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:48.491493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:48.491857] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:48.491920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:48.492283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:48.492611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:48.492700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:48.493769] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:48.494497] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:48.495031] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:48.538564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:48.539830] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:48.571809] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.53% | Symbol ETA: 56.4s | Global ETA: 9m 28s [2025-11-22T03:10:48.572710] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:48.572773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:48.577559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:48.579350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:48.579832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:48.580210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:48.581065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:48.583410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:48.624473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:48.689053] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.87% | Symbol ETA: 11.9s | Global ETA: 9m 28s [2025-11-22T03:10:48.689978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:48.690038] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:48.694775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:48.697160] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:48.699127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:48.712990] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:48.715092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.089059] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 12.5s | Global ETA: 9m 28s [2025-11-22T03:10:49.089955] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:49.090016] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:49.090698] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:49.091830] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:49.092550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.223704] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.56% | Symbol ETA: 24.5s | Global ETA: 9m 28s [2025-11-22T03:10:49.224576] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:49.224639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:49.226315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:49.226834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:49.227225] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:49.229669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:49.274974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:49.276495] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:49.292801] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.03% | Symbol ETA: 11.4s | Global ETA: 9m 28s [2025-11-22T03:10:49.293736] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:49.293797] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:49.298632] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:49.301193] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:49.303174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.328589] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.36% | Symbol ETA: 55.6s | Global ETA: 9m 28s [2025-11-22T03:10:49.329475] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:49.329539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:49.334301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:49.336024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:49.336483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:49.336884] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:49.337756] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:49.340059] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:49.368340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.465873] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:49.467682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.682662] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 3.17% | Symbol ETA: 11.9s | Global ETA: 9m 28s [2025-11-22T03:10:49.683533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:49.683594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:49.684298] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:49.685436] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:49.686487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.893564] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.75% | Symbol ETA: 10.8s | Global ETA: 9m 28s [2025-11-22T03:10:49.894475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:49.894535] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:49.899372] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:49.901838] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:49.903822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:49.986892] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 4.99% | Symbol ETA: 23.8s | Global ETA: 9m 28s [2025-11-22T03:10:49.987806] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:49.987873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:49.989662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:49.990168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:49.990581] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:49.993034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:50.038308] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:50.039695] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:50.091593] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.64% | Symbol ETA: 54.8s | Global ETA: 9m 28s [2025-11-22T03:10:50.092527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:50.092600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:50.097546] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:50.099415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:50.099912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:50.100324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:50.101210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:50.103753] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:50.127272] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.235151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:50.237130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.284455] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 11.3s | Global ETA: 9m 29s [2025-11-22T03:10:50.285413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:50.285476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:50.286197] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:50.287374] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:50.288171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.490831] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 10.2s | Global ETA: 9m 29s [2025-11-22T03:10:50.491763] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:50.491824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:50.496537] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:50.498984] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:50.500927] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.721436] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -11.07% | Symbol ETA: 23.0s | Global ETA: 9m 29s [2025-11-22T03:10:50.722348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:50.722411] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:50.724090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:50.724611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:50.725019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:50.727363] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:50.770982] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:50.772342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:10:50.849847] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 54.1s | Global ETA: 9m 29s [2025-11-22T03:10:50.850791] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:50.850856] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:50.855821] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:50.857682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:50.858173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:50.858566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:50.859392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.859439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:50.862017] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:50.879730] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 10.7s | Global ETA: 9m 29s [2025-11-22T03:10:50.880591] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:50.880675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:50.881349] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:50.882480] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:50.883212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:50.991192] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:50.993098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:51.089757] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 9.6s | Global ETA: 9m 29s [2025-11-22T03:10:51.090676] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:51.090738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:51.095599] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:51.098137] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:51.100095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:51.467745] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 4.04% | Symbol ETA: 22.3s | Global ETA: 9m 29s [2025-11-22T03:10:51.492847] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.70% | Symbol ETA: 10.1s | Global ETA: 9m 29s [2025-11-22T03:10:51.494002] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:51.494078] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:51.494861] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:51.496056] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:51.496807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:51.611578] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 53.3s | Global ETA: 9m 29s [2025-11-22T03:10:51.612468] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:51.612531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:51.617282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:51.619078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:51.619548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:51.619949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:51.620806] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:51.623155] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:51.641169] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.77%, Actual: 9.70% [2025-11-22T03:10:51.690088] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.16% | Symbol ETA: 9.0s | Global ETA: 9m 29s [2025-11-22T03:10:51.691015] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:51.691076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:51.695931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:51.698515] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:51.700522] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:51.748210] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:51.750137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:51.813111] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 1.08% [2025-11-22T03:10:51.985506] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.21%, Actual: 1.68% [2025-11-22T03:10:52.105533] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 9.5s | Global ETA: 9m 29s [2025-11-22T03:10:52.106453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:52.106515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:52.107231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:52.108433] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:52.109232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:52.159750] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.54%, Actual: 2.41% [2025-11-22T03:10:52.287198] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.61% | Symbol ETA: 8.4s | Global ETA: 9m 29s [2025-11-22T03:10:52.288243] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:52.288308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:52.293082] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:52.295523] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:52.297545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:52.330295] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -5.65%, Actual: 6.36% [2025-11-22T03:10:52.357821] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 52.5s | Global ETA: 9m 29s [2025-11-22T03:10:52.358730] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:52.358793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:52.363520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:52.365241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:52.365720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:52.366102] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:52.366960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:52.369346] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:52.494036] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:10:52.495840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:52.498582] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 0.03%, Actual: 0.66% [2025-11-22T03:10:52.664802] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.56%, Actual: 5.35% [2025-11-22T03:10:52.710164] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 8.9s | Global ETA: 9m 29s [2025-11-22T03:10:52.711173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:52.711238] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:52.711960] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:52.713149] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:52.713903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:52.831303] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 4.99%, Actual: 2.54% [2025-11-22T03:10:52.885080] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 7.8s | Global ETA: 9m 29s [2025-11-22T03:10:52.886680] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:52.886741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:52.891725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:52.894172] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:52.896215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:53.003807] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -11.07%, Actual: 1.12% [2025-11-22T03:10:53.158833] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 51.8s | Global ETA: 9m 29s [2025-11-22T03:10:53.174782] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 4.04%, Actual: 10.95% [2025-11-22T03:10:53.174981] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 44.7822% [2025-11-22T03:10:53.175032] [INFO ] [main ] ACHR: DISCARDED add_intraday_volatility_percentile (score: 44.78%) [2025-11-22T03:10:53.178304] [INFO ] [main ] ACHR: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:10:53.178345] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag'] [2025-11-22T03:10:53.178381] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:10:53.190576] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:53.191906] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:53.191968] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:53.193660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:53.194168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:53.194558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:53.196942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:53.244056] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:53.245278] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:53.245926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:53.321867] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.16% | Symbol ETA: 8.3s | Global ETA: 9m 29s [2025-11-22T03:10:53.322761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:53.322821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:53.323496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:53.324621] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:53.325353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:53.334181] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 2.74% [2025-11-22T03:10:53.484276] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.25% | Symbol ETA: 7.2s | Global ETA: 9m 29s [2025-11-22T03:10:53.485536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:53.485596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:53.490375] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:53.492793] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:53.494775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:53.502471] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 1.50% [2025-11-22T03:10:53.670098] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -7.01%, Actual: 0.31% [2025-11-22T03:10:53.836386] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.53%, Actual: 0.15% [2025-11-22T03:10:53.856679] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -12.13% | Symbol ETA: 28.6s | Global ETA: 9m 29s [2025-11-22T03:10:53.857578] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:53.857660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:53.859339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:53.859839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:53.860227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:53.862755] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:53.910562] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:53.912209] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:53.913171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:53.926248] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.34% | Symbol ETA: 7.7s | Global ETA: 9m 29s [2025-11-22T03:10:53.927163] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:53.927227] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:53.927973] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:53.929158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:10:53.929931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:54.012271] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.36%, Actual: 2.90% [2025-11-22T03:10:54.082609] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.14% | Symbol ETA: 6.6s | Global ETA: 9m 29s [2025-11-22T03:10:54.177752] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.64%, Actual: 2.48% [2025-11-22T03:10:54.253844] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.10% [2025-11-22T03:10:54.344702] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.39%, Actual: 2.22% [2025-11-22T03:10:54.427381] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.03%, Actual: 2.27% [2025-11-22T03:10:54.514881] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 2.92% [2025-11-22T03:10:54.524661] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.83% | Symbol ETA: 28.0s | Global ETA: 9m 29s [2025-11-22T03:10:54.525532] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:54.525595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:54.527255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:54.527790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:54.528186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:54.530614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:54.533210] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 7.1s | Global ETA: 9m 29s [2025-11-22T03:10:54.576128] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:54.577604] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:54.578273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:54.600791] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.75%, Actual: 0.15% [2025-11-22T03:10:54.682847] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 1.78% [2025-11-22T03:10:54.706252] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 0.89% [2025-11-22T03:10:54.766930] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.24% [2025-11-22T03:10:54.852698] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.51%, Actual: 0.30% [2025-11-22T03:10:54.852904] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 28.0496% [2025-11-22T03:10:54.852958] [INFO ] [main ] KNX: DISCARDED add_fullday_parkinson_range (score: 28.05%) [2025-11-22T03:10:54.852999] [INFO ] [main ] KNX: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:10:54.853032] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_fill_state'] [2025-11-22T03:10:54.853068] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:10:54.866592] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:54.867936] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:54.868002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:54.873095] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:54.874941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:54.875424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:54.875836] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:54.876727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:54.878174] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 3.17%, Actual: 0.14% [2025-11-22T03:10:54.879244] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:54.941569] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.09% [2025-11-22T03:10:55.010148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:55.053356] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.31% [2025-11-22T03:10:55.055594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:55.113769] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.16%, Actual: 0.18% [2025-11-22T03:10:55.175444] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -5.24% | Symbol ETA: 27.3s | Global ETA: 9m 29s [2025-11-22T03:10:55.176327] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:55.176389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:55.178083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:55.178580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:55.178993] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:55.181380] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:55.223310] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.15% [2025-11-22T03:10:55.226822] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:55.228223] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:55.228884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:55.282216] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.61%, Actual: 0.35% [2025-11-22T03:10:55.393439] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.70%, Actual: 0.91% [2025-11-22T03:10:55.450606] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.09%, Actual: 1.77% [2025-11-22T03:10:55.559778] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 0.96% [2025-11-22T03:10:55.614773] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.25%, Actual: 0.19% [2025-11-22T03:10:55.677679] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -4.52% | Symbol ETA: 52.1s | Global ETA: 9m 29s [2025-11-22T03:10:55.678613] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:55.678700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:55.683455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:55.685310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:55.685807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:55.686189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:55.687059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:55.689529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:55.725711] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.54% [2025-11-22T03:10:55.778226] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.14%, Actual: 0.22% [2025-11-22T03:10:55.778385] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 31.9712% [2025-11-22T03:10:55.778472] [INFO ] [main ] IRT: DISCARDED add_pct_change (score: 31.97%) [2025-11-22T03:10:55.778514] [INFO ] [main ] IRT: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:10:55.778544] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_preclose_acceleration_mag'] [2025-11-22T03:10:55.778578] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:10:55.790635] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:55.791852] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:55.791912] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:55.796703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:55.799226] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:55.800251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:55.820526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:55.868860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:55.892000] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.16%, Actual: 0.81% [2025-11-22T03:10:55.908411] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.66% | Symbol ETA: 26.7s | Global ETA: 9m 29s [2025-11-22T03:10:55.909698] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:55.909784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:55.912271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:55.912989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:55.913556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:55.917146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:55.959995] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:55.961260] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:55.961895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.063449] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.34%, Actual: 0.86% [2025-11-22T03:10:56.237120] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.95%, Actual: 1.17% [2025-11-22T03:10:56.237321] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 47.7046% [2025-11-22T03:10:56.237424] [INFO ] [main ] BIPC: DISCARDED add_overnight_gap_mag (score: 47.70%) [2025-11-22T03:10:56.237473] [INFO ] [main ] BIPC: Testing feature 29/53: add_pct_change [2025-11-22T03:10:56.237506] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_pct_change'] [2025-11-22T03:10:56.237542] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:10:56.250310] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:10:56.251820] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:56.251881] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:56.252594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:56.253837] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:56.255953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.378082] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.99% | Symbol ETA: 11.4s | Global ETA: 9m 29s [2025-11-22T03:10:56.379004] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:56.379065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:56.383802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:56.386145] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:56.387165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.522808] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 5.98% | Symbol ETA: 51.4s | Global ETA: 9m 29s [2025-11-22T03:10:56.523752] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:56.523819] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:56.528763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:56.530532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:56.531028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:56.531422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:56.532302] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:56.534738] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:56.565551] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.47% | Symbol ETA: 26.0s | Global ETA: 9m 29s [2025-11-22T03:10:56.566448] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:56.566513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:56.568237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:56.568750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:56.569141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:56.571528] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:56.615754] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:56.619168] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:56.621265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.665864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:56.711339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.871774] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 12.2s | Global ETA: 9m 29s [2025-11-22T03:10:56.872660] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:56.872722] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:56.873390] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:56.874529] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:56.876537] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:56.967673] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 10.8s | Global ETA: 9m 29s [2025-11-22T03:10:56.969068] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:56.969129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:56.973875] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:56.976249] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:56.977269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:57.219220] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -0.76% | Symbol ETA: 25.3s | Global ETA: 9m 29s [2025-11-22T03:10:57.220132] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:57.220197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:57.221915] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:57.222423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:57.222840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:57.225259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:57.270245] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:57.271888] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:57.272547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:57.333337] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.40% | Symbol ETA: 50.5s | Global ETA: 9m 29s [2025-11-22T03:10:57.334259] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:57.334328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:57.339539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:57.341424] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:57.341917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:57.342331] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:57.343231] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:57.345637] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:57.475598] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:57.482050] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.50% | Symbol ETA: 11.6s | Global ETA: 9m 29s [2025-11-22T03:10:57.482942] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:57.483004] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:57.483690] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:57.484834] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:57.486833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:57.522015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:57.556049] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.96% | Symbol ETA: 10.2s | Global ETA: 9m 29s [2025-11-22T03:10:57.556963] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:57.557024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:57.561785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:57.564191] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:57.565242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:57.872312] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.48% | Symbol ETA: 24.6s | Global ETA: 9m 29s [2025-11-22T03:10:57.873201] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:57.873264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:57.874921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:57.875410] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:57.875851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:57.878279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:57.922767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:57.924103] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:57.924777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.095609] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.64% | Symbol ETA: 11.0s | Global ETA: 9m 29s [2025-11-22T03:10:58.096495] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:58.096557] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:58.097245] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:58.098439] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:58.100440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.141381] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 9.6s | Global ETA: 9m 29s [2025-11-22T03:10:58.142270] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:58.142331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:58.143550] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.69% | Symbol ETA: 49.7s | Global ETA: 9m 29s [2025-11-22T03:10:58.144478] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:58.144548] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:58.147097] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:58.149541] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:58.150590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.152118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:58.154636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:58.155283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:58.155757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:58.156668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:58.159342] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:58.290071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:58.337209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.542851] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.45% | Symbol ETA: 24.0s | Global ETA: 9m 29s [2025-11-22T03:10:58.543805] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:58.543868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:58.545732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:58.546234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:58.546725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:58.549310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:58.595490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:58.596874] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:58.597587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.705396] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 10.3s | Global ETA: 9m 29s [2025-11-22T03:10:58.706297] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:58.706360] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:58.707045] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:58.708234] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:58.710664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.725931] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.55% | Symbol ETA: 9.0s | Global ETA: 9m 29s [2025-11-22T03:10:58.727027] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:58.727088] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:58.732819] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:58.735626] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:58.736676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:58.989500] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.88% | Symbol ETA: 48.9s | Global ETA: 9m 29s [2025-11-22T03:10:58.990792] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:10:58.990879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:58.998336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:59.001003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:59.001667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:59.002201] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:10:59.003435] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:59.007119] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:10:59.197371] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:59.257043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:59.333964] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.81% | Symbol ETA: 23.3s | Global ETA: 9m 29s [2025-11-22T03:10:59.335375] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:10:59.335460] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:10:59.338136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:10:59.338938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:10:59.339504] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:59.343276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:10:59.410543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:59.412183] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:10:59.412883] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:59.521602] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 8.6s | Global ETA: 9m 29s [2025-11-22T03:10:59.522995] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:59.523079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:10:59.530835] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:10:59.534761] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:10:59.536478] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:10:59.565953] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.29% | Symbol ETA: 10.0s | Global ETA: 9m 29s [2025-11-22T03:10:59.567239] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:10:59.567320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:10:59.568360] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:10:59.570055] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:10:59.573026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:00.132463] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -8.63% | Symbol ETA: 22.6s | Global ETA: 9m 29s [2025-11-22T03:11:00.134844] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.00% | Symbol ETA: 48.3s | Global ETA: 9m 29s [2025-11-22T03:11:00.135772] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:00.135839] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:00.140719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:00.142466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:00.142961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:00.143361] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:00.144238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:00.146682] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:00.199363] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 8.0s | Global ETA: 9m 29s [2025-11-22T03:11:00.200302] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:00.200366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:00.205143] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:00.207576] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:00.208600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:00.277763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:00.285487] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 9.3s | Global ETA: 9m 29s [2025-11-22T03:11:00.286411] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:00.286474] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:00.287197] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:00.288457] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:11:00.290688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:00.323790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:00.390353] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -12.13%, Actual: 9.70% [2025-11-22T03:11:00.751628] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.08% [2025-11-22T03:11:00.969030] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -2.06% | Symbol ETA: 7.4s | Global ETA: 9m 30s [2025-11-22T03:11:00.969938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:00.970014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:00.974772] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:00.977207] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:00.978282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:01.016282] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -5.24%, Actual: 1.68% [2025-11-22T03:11:01.043240] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 8.7s | Global ETA: 9m 30s [2025-11-22T03:11:01.047510] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:01.047577] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:01.048311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:01.049483] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:11:01.051540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:01.063426] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 47.4s | Global ETA: 9m 30s [2025-11-22T03:11:01.064376] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:01.064443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:01.069360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:01.071208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:01.071726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:01.072128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:01.073016] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:01.075422] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:01.184840] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.66%, Actual: 2.41% [2025-11-22T03:11:01.201617] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:01.249843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:01.359141] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.47%, Actual: 6.36% [2025-11-22T03:11:01.550831] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 0.66% [2025-11-22T03:11:01.658133] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.48% | Symbol ETA: 6.8s | Global ETA: 9m 30s [2025-11-22T03:11:01.659038] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:01.659099] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:01.663928] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:01.666366] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:01.667438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:01.694384] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.06% | Symbol ETA: 8.0s | Global ETA: 9m 30s [2025-11-22T03:11:01.695323] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:01.695389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:01.696104] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:01.697360] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:11:01.699519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:01.739920] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.48%, Actual: 5.35% [2025-11-22T03:11:01.859845] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 46.5s | Global ETA: 9m 30s [2025-11-22T03:11:01.860753] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:01.860817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:01.865598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:01.867325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:01.867852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:01.868236] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:01.869086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:01.871408] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:01.934862] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.45%, Actual: 2.54% [2025-11-22T03:11:01.992176] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:02.035277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:02.129109] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.81%, Actual: 1.12% [2025-11-22T03:11:02.259019] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.00% | Symbol ETA: 6.1s | Global ETA: 9m 30s [2025-11-22T03:11:02.300823] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -8.63%, Actual: 10.95% [2025-11-22T03:11:02.301045] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 54.9220% [2025-11-22T03:11:02.301219] [INFO ] [main ] ACHR: KEPT add_last_hour_momentum_mag (score: 54.92%) [2025-11-22T03:11:02.301267] [INFO ] [main ] ACHR: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:11:02.301299] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_day_volatility'] [2025-11-22T03:11:02.301334] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:02.314301] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:02.316424] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:02.316487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:02.321157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:02.321699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:02.322111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:02.324567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:02.343538] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.21% | Symbol ETA: 7.3s | Global ETA: 9m 30s [2025-11-22T03:11:02.344500] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:02.344566] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:02.345296] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:02.346482] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:11:02.348615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:02.369855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:02.371111] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:02.371781] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:02.373565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:02.430031] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.99%, Actual: 0.10% [2025-11-22T03:11:02.601381] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 2.27% [2025-11-22T03:11:02.652201] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 45.7s | Global ETA: 9m 30s [2025-11-22T03:11:02.653151] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:02.653215] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:02.658074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:02.659815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:02.660287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:02.660690] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:02.661509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:02.663841] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:02.771140] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.96%, Actual: 0.15% [2025-11-22T03:11:02.791257] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:02.842726] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:02.942036] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 0.24% [2025-11-22T03:11:02.953272] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.18% | Symbol ETA: 6.7s | Global ETA: 9m 30s [2025-11-22T03:11:03.012138] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.30% | Symbol ETA: 26.8s | Global ETA: 9m 30s [2025-11-22T03:11:03.013081] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:03.013146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:03.014848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:03.015336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:03.015757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:03.018225] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:03.063206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:03.064621] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:03.065323] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:03.067194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:03.112062] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.55%, Actual: 0.09% [2025-11-22T03:11:03.119846] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 0.89% [2025-11-22T03:11:03.280476] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.17%, Actual: 0.18% [2025-11-22T03:11:03.289879] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.50%, Actual: 0.14% [2025-11-22T03:11:03.450184] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 0.35% [2025-11-22T03:11:03.458109] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.64%, Actual: 1.31% [2025-11-22T03:11:03.476340] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.92% | Symbol ETA: 44.8s | Global ETA: 9m 30s [2025-11-22T03:11:03.621676] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -2.06%, Actual: 1.77% [2025-11-22T03:11:03.628974] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 1.15% [2025-11-22T03:11:03.655806] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -4.52%, Actual: 2.74% [2025-11-22T03:11:03.664717] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -2.33% | Symbol ETA: 25.9s | Global ETA: 9m 30s [2025-11-22T03:11:03.665590] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:03.665673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:03.667312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:03.667842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:03.668224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:03.670579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:03.714772] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:03.716055] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:03.716708] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:03.718504] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:03.790568] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.48%, Actual: 0.19% [2025-11-22T03:11:03.800707] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.29%, Actual: 0.91% [2025-11-22T03:11:03.830292] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 5.98%, Actual: 1.50% [2025-11-22T03:11:03.959413] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.00%, Actual: 0.22% [2025-11-22T03:11:03.959625] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 36.7188% [2025-11-22T03:11:03.959731] [INFO ] [main ] IRT: DISCARDED add_preclose_acceleration_mag (score: 36.72%) [2025-11-22T03:11:03.959776] [INFO ] [main ] IRT: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:11:03.959808] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_1100_to_open'] [2025-11-22T03:11:03.959843] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:03.969721] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 0.96% [2025-11-22T03:11:03.972112] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:03.973431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:03.973495] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:03.978340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:03.980845] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:03.981549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:04.002268] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.40%, Actual: 0.31% [2025-11-22T03:11:04.136539] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.78%, Actual: 0.54% [2025-11-22T03:11:04.177803] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.69%, Actual: 0.15% [2025-11-22T03:11:04.323566] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 1.52% | Symbol ETA: 25.2s | Global ETA: 9m 30s [2025-11-22T03:11:04.324469] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:04.324532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:04.326239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:04.326763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:04.327159] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:04.329580] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:04.330729] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.06%, Actual: 0.81% [2025-11-22T03:11:04.356797] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.88%, Actual: 2.90% [2025-11-22T03:11:04.375995] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:04.377452] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:04.378123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:04.380011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:04.504080] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.21%, Actual: 0.86% [2025-11-22T03:11:04.524495] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.00%, Actual: 2.48% [2025-11-22T03:11:04.571028] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 11.4s | Global ETA: 9m 30s [2025-11-22T03:11:04.571936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:04.571996] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:04.576825] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:04.579275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:04.579994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:04.679683] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.18%, Actual: 1.17% [2025-11-22T03:11:04.679892] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 48.6971% [2025-11-22T03:11:04.679991] [INFO ] [main ] BIPC: DISCARDED add_pct_change (score: 48.70%) [2025-11-22T03:11:04.680036] [INFO ] [main ] BIPC: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:11:04.680069] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_preclose_acceleration_mag'] [2025-11-22T03:11:04.680104] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:04.692230] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:04.693533] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:04.693594] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:04.694310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:04.695443] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:04.696527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:04.698934] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 2.22% [2025-11-22T03:11:04.866285] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.67%, Actual: 2.92% [2025-11-22T03:11:04.987474] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 7.64% | Symbol ETA: 24.5s | Global ETA: 9m 30s [2025-11-22T03:11:04.988383] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:04.988448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:04.990141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:04.990623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:04.991040] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:04.993457] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:05.035824] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 1.78% [2025-11-22T03:11:05.038144] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:05.039415] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:05.040139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:05.042077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.172146] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 10.8s | Global ETA: 9m 30s [2025-11-22T03:11:05.173068] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:05.173129] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:05.177976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:05.180506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:05.181238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.201503] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.92%, Actual: 0.30% [2025-11-22T03:11:05.201719] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 34.5581% [2025-11-22T03:11:05.201841] [INFO ] [main ] KNX: DISCARDED add_gap_fill_state (score: 34.56%) [2025-11-22T03:11:05.201886] [INFO ] [main ] KNX: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:11:05.201919] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_morning_composite'] [2025-11-22T03:11:05.201954] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:05.215966] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:05.217189] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:05.217252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:05.222625] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:05.224579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:05.225076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:05.225479] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:05.226322] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:05.228727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:05.314558] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.04% | Symbol ETA: 12.3s | Global ETA: 9m 30s [2025-11-22T03:11:05.315461] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:05.315522] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:05.316216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:05.317351] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:05.318411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.353720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:05.354871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.646835] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -4.80% | Symbol ETA: 23.9s | Global ETA: 9m 30s [2025-11-22T03:11:05.648223] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:05.648307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:05.650687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:05.651299] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:05.651736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:05.654331] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:05.707152] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:05.708729] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:05.713504] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:05.715314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.773012] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.31% | Symbol ETA: 10.2s | Global ETA: 9m 30s [2025-11-22T03:11:05.773909] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:05.773969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:05.778753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:05.781181] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:05.781891] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.915115] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.25% | Symbol ETA: 11.6s | Global ETA: 9m 30s [2025-11-22T03:11:05.916029] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:05.916090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:05.916784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:05.917940] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:05.918977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:05.969867] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 50.2s | Global ETA: 9m 30s [2025-11-22T03:11:05.970758] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:05.970821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:05.975511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:05.977248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:05.977789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:05.978178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:05.979024] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:05.981322] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:06.107157] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:06.108351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:06.339225] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.36% | Symbol ETA: 23.2s | Global ETA: 9m 30s [2025-11-22T03:11:06.340214] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:06.340280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:06.342362] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:06.343092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:06.343491] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:06.346500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:06.382201] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 9.6s | Global ETA: 9m 30s [2025-11-22T03:11:06.383183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:06.383243] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:06.388075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:06.390525] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:06.391249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:06.397211] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:06.399239] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:06.400176] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:06.402888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:06.535452] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 11.0s | Global ETA: 9m 30s [2025-11-22T03:11:06.536376] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:06.536440] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:06.537155] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:06.538732] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:06.539811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:06.724962] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 49.5s | Global ETA: 9m 30s [2025-11-22T03:11:06.725869] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:06.725932] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:06.730672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:06.732375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:06.732866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:06.733278] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:06.734146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:06.736471] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:06.861227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:06.862360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:06.982606] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 9.0s | Global ETA: 9m 30s [2025-11-22T03:11:06.983498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:06.983560] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:06.988381] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:06.990931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:06.991638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.034403] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.45% | Symbol ETA: 22.5s | Global ETA: 9m 30s [2025-11-22T03:11:07.035328] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:07.035394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:07.037162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:07.037728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:07.038173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:07.040577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:07.089001] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:07.090949] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:07.091897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:07.094595] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.147714] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 10.4s | Global ETA: 9m 30s [2025-11-22T03:11:07.148590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:07.148675] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:07.149349] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:07.150508] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:07.151564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.474945] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.89% | Symbol ETA: 48.7s | Global ETA: 9m 30s [2025-11-22T03:11:07.475926] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:07.475993] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:07.480891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:07.482767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:07.483251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:07.483663] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:07.484515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:07.486957] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:07.582169] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.40% | Symbol ETA: 8.4s | Global ETA: 9m 30s [2025-11-22T03:11:07.583058] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:07.583119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:07.587889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:07.590338] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:07.591037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.612499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:07.613755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.727741] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 9.83% | Symbol ETA: 21.9s | Global ETA: 9m 30s [2025-11-22T03:11:07.728675] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:07.728739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:07.730397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:07.730900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:07.731294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:07.733689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:07.755172] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 9.8s | Global ETA: 9m 30s [2025-11-22T03:11:07.756099] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:07.756162] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:07.756882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:07.758106] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:07.759211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:07.777328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:07.778628] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:07.779288] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:07.781416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.212096] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 7.8s | Global ETA: 9m 30s [2025-11-22T03:11:08.212994] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:08.213055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:08.217816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:08.220234] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:08.220974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.244062] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.96% | Symbol ETA: 48.0s | Global ETA: 9m 30s [2025-11-22T03:11:08.244979] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:08.245046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:08.250036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:08.251890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:08.252381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:08.252803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:08.253687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:08.256138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:08.363937] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.70% | Symbol ETA: 9.1s | Global ETA: 9m 30s [2025-11-22T03:11:08.364817] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:08.364899] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:08.365561] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:08.366714] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:08.367788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.379944] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -15.63% | Symbol ETA: 21.2s | Global ETA: 9m 30s [2025-11-22T03:11:08.380833] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:08.380896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:08.382523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:08.383015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:08.383405] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:08.385770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:08.386846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:08.388008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.428495] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:08.429741] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:08.430359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:11:08.432123] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.838403] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.05% | Symbol ETA: 7.2s | Global ETA: 9m 30s [2025-11-22T03:11:08.839361] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:08.839424] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:08.844493] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:08.847088] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:08.847903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:08.958079] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.03% | Symbol ETA: 8.5s | Global ETA: 9m 30s [2025-11-22T03:11:08.958979] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:08.959041] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:08.959726] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:08.960860] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:08.962299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:09.003436] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.28% | Symbol ETA: 47.3s | Global ETA: 9m 30s [2025-11-22T03:11:09.004495] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:09.004559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:09.009270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:09.011330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:09.011998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:09.012375] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:09.013211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:09.015524] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:09.039045] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 20.5s | Global ETA: 9m 30s [2025-11-22T03:11:09.138097] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:09.139118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:09.227229] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.30%, Actual: 9.70% [2025-11-22T03:11:09.405773] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -2.33%, Actual: 1.08% [2025-11-22T03:11:09.479220] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.80% | Symbol ETA: 6.6s | Global ETA: 9m 30s [2025-11-22T03:11:09.480121] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:09.480182] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:09.484961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:09.487328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:09.488047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:09.574834] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 1.52%, Actual: 1.68% [2025-11-22T03:11:09.584854] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.60% | Symbol ETA: 7.9s | Global ETA: 9m 30s [2025-11-22T03:11:09.585761] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:09.585823] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:09.586503] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:09.587688] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:09.588766] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:09.741229] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 7.64%, Actual: 2.41% [2025-11-22T03:11:09.748226] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.07% | Symbol ETA: 46.5s | Global ETA: 9m 30s [2025-11-22T03:11:09.749122] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:09.749186] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:09.753898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:09.755600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:09.756088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:09.756470] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:09.757312] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:09.759667] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:09.881474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:09.882422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:09.905825] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -4.80%, Actual: 6.36% [2025-11-22T03:11:10.071174] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 6.0s | Global ETA: 9m 30s [2025-11-22T03:11:10.079465] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.36%, Actual: 0.66% [2025-11-22T03:11:10.202638] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.14% | Symbol ETA: 7.3s | Global ETA: 9m 30s [2025-11-22T03:11:10.203556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:10.203625] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:10.204336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:10.205490] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:11:10.206617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:10.239476] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 0.10% [2025-11-22T03:11:10.246854] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.45%, Actual: 5.35% [2025-11-22T03:11:10.408083] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 2.27% [2025-11-22T03:11:10.413017] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 9.83%, Actual: 2.54% [2025-11-22T03:11:10.490603] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.71% | Symbol ETA: 45.7s | Global ETA: 9m 30s [2025-11-22T03:11:10.491600] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:10.491690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:10.496585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:10.498537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:10.499043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:10.499447] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:10.500310] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:10.502722] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:10.577879] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.31%, Actual: 0.15% [2025-11-22T03:11:10.579522] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -15.63%, Actual: 1.12% [2025-11-22T03:11:10.629814] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:10.631090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:10.748833] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.34%, Actual: 0.24% [2025-11-22T03:11:10.752239] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 1.60%, Actual: 10.95% [2025-11-22T03:11:10.752461] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 41.9713% [2025-11-22T03:11:10.752517] [INFO ] [main ] ACHR: DISCARDED add_late_day_volatility (score: 41.97%) [2025-11-22T03:11:10.752559] [INFO ] [main ] ACHR: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:11:10.752596] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure'] [2025-11-22T03:11:10.753954] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:10.769196] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:10.770512] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:10.770589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:10.772307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:10.772830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:10.773211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:10.775613] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:10.807811] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 6.7s | Global ETA: 9m 30s [2025-11-22T03:11:10.821700] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:10.823123] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:10.823793] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:10.826499] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:10.919406] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.09% [2025-11-22T03:11:10.975030] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.04%, Actual: 0.89% [2025-11-22T03:11:11.087140] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.40%, Actual: 0.18% [2025-11-22T03:11:11.139359] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.25%, Actual: 0.14% [2025-11-22T03:11:11.256797] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 0.35% [2025-11-22T03:11:11.270847] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.39% | Symbol ETA: 45.0s | Global ETA: 9m 31s [2025-11-22T03:11:11.271737] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:11.271800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:11.276526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:11.278273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:11.278767] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:11.279153] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:11.279992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:11.282312] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:11.302627] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.13%, Actual: 1.31% [2025-11-22T03:11:11.407098] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:11.408198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:11.426937] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.05%, Actual: 1.77% [2025-11-22T03:11:11.431042] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -11.68% | Symbol ETA: 23.3s | Global ETA: 9m 31s [2025-11-22T03:11:11.432015] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:11.432081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:11.433863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:11.434358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:11.434782] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:11.437268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:11.469094] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.29%, Actual: 1.15% [2025-11-22T03:11:11.483672] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:11.484948] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:11.485604] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:11.488397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:11.598247] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.80%, Actual: 0.19% [2025-11-22T03:11:11.634734] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.90%, Actual: 0.91% [2025-11-22T03:11:11.765164] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.22% [2025-11-22T03:11:11.765382] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 40.6763% [2025-11-22T03:11:11.765461] [INFO ] [main ] IRT: DISCARDED add_prev_1100_to_open (score: 40.68%) [2025-11-22T03:11:11.765502] [INFO ] [main ] IRT: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:11:11.765534] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100'] [2025-11-22T03:11:11.765568] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:11.777249] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:11.778453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:11.778513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:11.783292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:11.785756] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:11.786438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:11.799313] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.70%, Actual: 0.96% [2025-11-22T03:11:11.968522] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.03%, Actual: 0.54% [2025-11-22T03:11:12.022216] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.81% | Symbol ETA: 44.2s | Global ETA: 9m 31s [2025-11-22T03:11:12.023186] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:12.023251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:12.028345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:12.030464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:12.030984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:12.031366] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:12.032209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:12.034566] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:12.127143] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.53% | Symbol ETA: 22.8s | Global ETA: 9m 31s [2025-11-22T03:11:12.128105] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:12.128171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:12.130487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:12.131017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:12.131418] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:12.133840] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.60%, Actual: 0.81% [2025-11-22T03:11:12.133907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:12.158271] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:11:12.159512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.181704] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:12.183101] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:12.183787] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:12.186611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.300568] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.14%, Actual: 0.86% [2025-11-22T03:11:12.358258] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.10% | Symbol ETA: 10.5s | Global ETA: 9m 31s [2025-11-22T03:11:12.359147] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:12.359208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:12.364009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:12.366377] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:12.367074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.466587] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.57%, Actual: 1.17% [2025-11-22T03:11:12.466807] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 43.6964% [2025-11-22T03:11:12.466884] [INFO ] [main ] BIPC: DISCARDED add_preclose_acceleration_mag (score: 43.70%) [2025-11-22T03:11:12.466926] [INFO ] [main ] BIPC: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:11:12.467298] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_prev_1100_to_open'] [2025-11-22T03:11:12.467374] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:12.480483] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:12.481843] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:12.481906] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:12.482630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:12.483807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:12.484531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.775522] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.97% | Symbol ETA: 43.5s | Global ETA: 9m 31s [2025-11-22T03:11:12.788274] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 3.45% | Symbol ETA: 22.1s | Global ETA: 9m 31s [2025-11-22T03:11:12.789161] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:12.789226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:12.790898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:12.791365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:12.791800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:12.794121] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:12.837524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:12.838715] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:12.839326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:12.841864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.941457] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 9.9s | Global ETA: 9m 31s [2025-11-22T03:11:12.942365] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:12.942425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:12.947224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:12.949660] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:12.950333] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:12.952857] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 2.74% [2025-11-22T03:11:13.107775] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.22% | Symbol ETA: 11.3s | Global ETA: 9m 31s [2025-11-22T03:11:13.108681] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:13.108755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:13.109423] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:13.110572] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:13.111375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:13.123584] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.65%, Actual: 1.50% [2025-11-22T03:11:13.297192] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.89%, Actual: 0.31% [2025-11-22T03:11:13.431934] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 3.16% | Symbol ETA: 21.4s | Global ETA: 9m 31s [2025-11-22T03:11:13.432834] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:13.432897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:13.434508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:13.435016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:13.435393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:13.437725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:13.466350] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.96%, Actual: 0.15% [2025-11-22T03:11:13.481495] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:13.482738] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:13.483356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:13.486018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:13.520824] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.70% | Symbol ETA: 9.4s | Global ETA: 9m 31s [2025-11-22T03:11:13.521711] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:13.521772] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:13.526530] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:13.528976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:13.529694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:13.641170] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.28%, Actual: 2.90% [2025-11-22T03:11:13.733979] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.53% | Symbol ETA: 10.7s | Global ETA: 9m 31s [2025-11-22T03:11:13.734915] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:13.734979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:13.735719] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:13.736965] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:13.737755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:13.812485] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.07%, Actual: 2.48% [2025-11-22T03:11:13.985251] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.71%, Actual: 2.22% [2025-11-22T03:11:14.082339] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.98% | Symbol ETA: 20.7s | Global ETA: 9m 31s [2025-11-22T03:11:14.083290] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:14.083353] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:14.085019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:14.085484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:14.085895] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:14.088595] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:14.108589] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 8.8s | Global ETA: 9m 31s [2025-11-22T03:11:14.109489] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:14.109550] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:14.114258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:14.116676] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:14.117355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.131608] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:14.132814] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:14.133443] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:14.136108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.155790] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.39%, Actual: 2.92% [2025-11-22T03:11:14.325054] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.81%, Actual: 1.78% [2025-11-22T03:11:14.358899] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.13% | Symbol ETA: 10.1s | Global ETA: 9m 31s [2025-11-22T03:11:14.359802] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:14.359864] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:14.360526] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:14.361860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:14.362565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.499736] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.97%, Actual: 0.30% [2025-11-22T03:11:14.499979] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 31.7757% [2025-11-22T03:11:14.500078] [INFO ] [main ] KNX: DISCARDED add_gap_morning_composite (score: 31.78%) [2025-11-22T03:11:14.500121] [INFO ] [main ] KNX: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:11:14.500154] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gap_resolution_state'] [2025-11-22T03:11:14.500189] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:14.513513] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:14.514884] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:14.514951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:14.519892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:14.521862] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:14.522382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:14.522811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:14.523682] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:14.526167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:14.659049] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:14.696712] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 1.88% | Symbol ETA: 8.2s | Global ETA: 9m 31s [2025-11-22T03:11:14.697595] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:14.697688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:14.702638] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:14.705003] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:14.705723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.721691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.731548] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 0.26% | Symbol ETA: 20.0s | Global ETA: 9m 31s [2025-11-22T03:11:14.732429] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:14.732492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:14.734171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:14.734637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:14.735039] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:14.737426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:14.782040] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:14.783261] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:14.783897] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:14.786498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:14.963670] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.64% | Symbol ETA: 9.4s | Global ETA: 9m 31s [2025-11-22T03:11:14.964544] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:14.964609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:14.965295] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:14.966450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:14.967184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:15.281206] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.17% | Symbol ETA: 7.6s | Global ETA: 9m 31s [2025-11-22T03:11:15.282097] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:15.282181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:15.287230] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:15.289637] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:15.290366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:15.370154] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 2.44% | Symbol ETA: 42.4s | Global ETA: 9m 31s [2025-11-22T03:11:15.371145] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:15.371213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:15.376251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:15.378210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:15.378730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:15.379151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:15.380062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:15.381395] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.07% | Symbol ETA: 19.4s | Global ETA: 9m 31s [2025-11-22T03:11:15.382274] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:15.382338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:15.382543] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:15.383966] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:15.384441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:15.384842] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:15.387163] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:15.430079] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:15.431262] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:15.431901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:15.434432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:15.512621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:15.563283] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 8.8s | Global ETA: 9m 31s [2025-11-22T03:11:15.564177] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:15.564239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:15.564926] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:15.566070] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:15.566795] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:15.571588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:15.871052] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.90% | Symbol ETA: 7.0s | Global ETA: 9m 31s [2025-11-22T03:11:15.871965] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:15.872219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:15.877328] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:15.879794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:15.880473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.033929] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 6.67% | Symbol ETA: 18.7s | Global ETA: 9m 31s [2025-11-22T03:11:16.034842] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:16.034907] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:16.036565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:16.037057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:16.037462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:16.039894] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:16.082877] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:16.084094] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:16.084737] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:16.087295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.172051] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.19% | Symbol ETA: 8.2s | Global ETA: 9m 31s [2025-11-22T03:11:16.172938] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:16.172999] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:16.173691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:16.174823] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:16.175525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.201289] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 41.4s | Global ETA: 9m 31s [2025-11-22T03:11:16.202182] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:16.202246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:16.207008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:16.208788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:16.209265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:16.209665] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:16.210484] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:16.212900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:16.338010] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:16.394259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.482671] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.30% | Symbol ETA: 6.5s | Global ETA: 9m 31s [2025-11-22T03:11:16.483563] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:16.483623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:16.488358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:16.490748] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:16.491421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.679112] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.63% | Symbol ETA: 18.1s | Global ETA: 9m 31s [2025-11-22T03:11:16.680007] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:16.680071] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:16.681720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:16.682192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:16.682573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:16.685103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:16.728168] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:16.729356] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:16.730001] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:11:16.732526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:16.774594] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 7.6s | Global ETA: 9m 31s [2025-11-22T03:11:16.775501] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:16.775565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:16.776286] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:16.777445] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:16.778180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:17.031282] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.17% | Symbol ETA: 40.5s | Global ETA: 9m 31s [2025-11-22T03:11:17.032202] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:17.032269] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:17.037070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:17.038882] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:17.039361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:17.040116] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:17.040990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:17.043430] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:17.079360] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.57% | Symbol ETA: 5.9s | Global ETA: 9m 31s [2025-11-22T03:11:17.080276] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:17.080339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:17.085100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:17.087510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:17.088213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:17.174737] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:17.232349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:17.323212] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 1.05% | Symbol ETA: 17.4s | Global ETA: 9m 31s [2025-11-22T03:11:17.401498] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.39% | Symbol ETA: 6.9s | Global ETA: 9m 31s [2025-11-22T03:11:17.402428] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:17.402491] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:17.403195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:17.404353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:17.405118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:17.509920] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -11.68%, Actual: 9.70% [2025-11-22T03:11:17.682116] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 5.3s | Global ETA: 9m 31s [2025-11-22T03:11:17.686734] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.53%, Actual: 1.08% [2025-11-22T03:11:17.850998] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 0.10% [2025-11-22T03:11:17.853628] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 3.45%, Actual: 1.68% [2025-11-22T03:11:17.895861] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.92% | Symbol ETA: 39.7s | Global ETA: 9m 31s [2025-11-22T03:11:17.896786] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:17.896865] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:17.901751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:17.903507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:17.904044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:17.904458] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:17.905346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:17.907905] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:18.007914] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.82% | Symbol ETA: 6.3s | Global ETA: 9m 31s [2025-11-22T03:11:18.008860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:18.008976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:18.009696] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:18.010929] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:11:18.011670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:18.019060] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 2.27% [2025-11-22T03:11:18.020011] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 3.16%, Actual: 2.41% [2025-11-22T03:11:18.036623] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:18.094292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:18.186551] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.98%, Actual: 6.36% [2025-11-22T03:11:18.187572] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.70%, Actual: 0.15% [2025-11-22T03:11:18.352976] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 0.26%, Actual: 0.66% [2025-11-22T03:11:18.357508] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.24% [2025-11-22T03:11:18.517639] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.07%, Actual: 5.35% [2025-11-22T03:11:18.525457] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.09% [2025-11-22T03:11:18.612297] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.46% | Symbol ETA: 5.7s | Global ETA: 9m 31s [2025-11-22T03:11:18.681600] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 6.67%, Actual: 2.54% [2025-11-22T03:11:18.695477] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.18% [2025-11-22T03:11:18.722687] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.04% | Symbol ETA: 38.9s | Global ETA: 9m 31s [2025-11-22T03:11:18.723631] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:18.723715] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:18.728785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:18.730621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:18.731149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:18.731555] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:18.732426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:18.735082] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:18.781019] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.22%, Actual: 0.89% [2025-11-22T03:11:18.846562] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.63%, Actual: 1.12% [2025-11-22T03:11:18.866571] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 0.35% [2025-11-22T03:11:18.867820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:18.926414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:18.948026] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.14% [2025-11-22T03:11:19.011144] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 1.05%, Actual: 10.95% [2025-11-22T03:11:19.011338] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 42.0756% [2025-11-22T03:11:19.011451] [INFO ] [main ] ACHR: DISCARDED add_late_hour_microstructure (score: 42.08%) [2025-11-22T03:11:19.011895] [INFO ] [main ] ACHR: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:11:19.011931] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_late_session_pressure'] [2025-11-22T03:11:19.011968] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:19.024025] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:19.025443] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:19.025505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:19.027193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:19.027755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:19.028169] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:19.030505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:19.041273] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 1.77% [2025-11-22T03:11:19.074601] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:19.075809] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:19.076436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:19.077489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:19.121811] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.13%, Actual: 1.31% [2025-11-22T03:11:19.216526] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 0.19% [2025-11-22T03:11:19.289855] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.64%, Actual: 1.15% [2025-11-22T03:11:19.390919] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.22% [2025-11-22T03:11:19.391124] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 47.5703% [2025-11-22T03:11:19.391235] [INFO ] [main ] IRT: KEPT add_prev_close_to_1100 (score: 47.57%) [2025-11-22T03:11:19.391284] [INFO ] [main ] IRT: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:11:19.391318] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_prev_close_to_open'] [2025-11-22T03:11:19.391355] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:19.404361] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:19.405937] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:19.406003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:19.411322] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:19.413899] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:19.414632] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:19.415388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:19.461013] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.91% [2025-11-22T03:11:19.556580] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.64% | Symbol ETA: 38.0s | Global ETA: 9m 31s [2025-11-22T03:11:19.557544] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:19.557611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:19.562617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:19.564480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:19.564992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:19.565385] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:19.566269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:19.568726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:19.629933] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.19%, Actual: 0.96% [2025-11-22T03:11:19.668744] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -10.30% | Symbol ETA: 21.4s | Global ETA: 9m 31s [2025-11-22T03:11:19.669608] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:19.669691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:19.671325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:19.671823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:19.672206] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:19.674525] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:19.699719] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:19.719257] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:19.720560] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:19.721215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:19.722214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:19.756440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:19.803421] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.28%, Actual: 0.54% [2025-11-22T03:11:19.972198] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.39%, Actual: 0.81% [2025-11-22T03:11:20.033210] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 10.4s | Global ETA: 9m 31s [2025-11-22T03:11:20.034125] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:20.034188] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:20.039376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:20.042278] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:20.043119] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:20.043845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.142428] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.82%, Actual: 0.86% [2025-11-22T03:11:20.313938] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.46%, Actual: 1.17% [2025-11-22T03:11:20.314184] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 38.7717% [2025-11-22T03:11:20.314274] [INFO ] [main ] BIPC: DISCARDED add_prev_1100_to_open (score: 38.77%) [2025-11-22T03:11:20.314318] [INFO ] [main ] BIPC: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:11:20.314351] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_prev_close_to_1100'] [2025-11-22T03:11:20.314386] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:20.320190] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 20.8s | Global ETA: 9m 31s [2025-11-22T03:11:20.321078] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:20.321141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:20.322790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:20.323280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:20.323687] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:20.326095] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:20.326451] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:20.327845] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:20.327920] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:20.328632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:20.329867] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:20.330622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.369287] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:20.370509] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:20.371162] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:20.372136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.372486] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 37.2s | Global ETA: 9m 31s [2025-11-22T03:11:20.373371] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:20.373436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:20.378167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:20.379957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:20.380426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:20.380829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:20.381666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:20.384016] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:20.507336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:20.562898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.658801] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 9.8s | Global ETA: 9m 31s [2025-11-22T03:11:20.659714] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:20.659778] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:20.665101] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:20.667584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:20.668297] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:20.668986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.950404] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 10.9s | Global ETA: 9m 31s [2025-11-22T03:11:20.951352] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:20.951417] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:20.952156] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:20.953332] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:20.954130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:20.967865] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.60% | Symbol ETA: 20.1s | Global ETA: 9m 31s [2025-11-22T03:11:20.968769] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:20.968832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:20.970493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:20.971023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:20.971408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:20.973787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:21.017095] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:21.018369] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:21.019017] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:21.019993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.175144] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.98% | Symbol ETA: 36.3s | Global ETA: 9m 31s [2025-11-22T03:11:21.176023] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:21.176087] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:21.180839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:21.182537] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:21.183018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:21.183397] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:21.184238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:21.186542] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:21.256882] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.43% | Symbol ETA: 9.1s | Global ETA: 9m 31s [2025-11-22T03:11:21.257829] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:21.257895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:21.262851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:21.265312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:21.266033] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:21.266711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.308335] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:21.364332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.555219] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 2.47% | Symbol ETA: 10.2s | Global ETA: 9m 32s [2025-11-22T03:11:21.556140] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:21.556201] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:21.556899] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:21.558124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:21.558916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.635471] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 3.44% | Symbol ETA: 19.5s | Global ETA: 9m 32s [2025-11-22T03:11:21.636447] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:21.636512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:21.638525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:21.639094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:21.639485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:21.642268] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:21.685767] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:21.686984] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:21.687616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:21.688602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.873739] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 8.5s | Global ETA: 9m 32s [2025-11-22T03:11:21.874636] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:21.874717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:21.879614] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:21.882161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:21.882898] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:21.883565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:21.978767] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.00% | Symbol ETA: 35.5s | Global ETA: 9m 32s [2025-11-22T03:11:21.979627] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:21.979709] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:21.984402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:21.986190] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:21.986676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:21.987066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:21.987940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:21.990229] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:22.112070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:11:22.167234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:22.178898] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 9.6s | Global ETA: 9m 32s [2025-11-22T03:11:22.179846] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:22.179912] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:22.180618] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:22.181833] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:22.182567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:22.287812] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -8.10% | Symbol ETA: 18.9s | Global ETA: 9m 32s [2025-11-22T03:11:22.288701] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:22.288787] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:22.290420] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:22.291228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:22.291628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:22.294025] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:22.337166] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:22.338405] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:22.339082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:22.340060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:22.528114] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.70% | Symbol ETA: 7.9s | Global ETA: 9m 32s [2025-11-22T03:11:22.529006] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:22.529067] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:22.533839] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:22.536229] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:22.536933] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:22.537604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:22.773665] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 34.7s | Global ETA: 9m 32s [2025-11-22T03:11:22.786597] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -2.34% | Symbol ETA: 9.0s | Global ETA: 9m 32s [2025-11-22T03:11:22.787562] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:22.790969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:22.791746] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:22.792966] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:22.793779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:22.934685] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 6.46% | Symbol ETA: 18.2s | Global ETA: 9m 32s [2025-11-22T03:11:22.935576] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:22.935671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:22.937314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:22.937849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:22.938233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:22.940570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:22.942860] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 2.44%, Actual: 2.74% [2025-11-22T03:11:22.983971] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:22.985412] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:22.986082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:22.987096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:23.114349] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.22%, Actual: 1.50% [2025-11-22T03:11:23.115422] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.41% | Symbol ETA: 7.2s | Global ETA: 9m 32s [2025-11-22T03:11:23.116792] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:23.116854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:23.121538] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:23.123905] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:23.124580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:23.125254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:23.284774] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.17%, Actual: 0.31% [2025-11-22T03:11:23.408124] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.41% | Symbol ETA: 8.4s | Global ETA: 9m 32s [2025-11-22T03:11:23.409083] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:23.409147] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:23.409881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:23.411107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:23.411879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:23.452926] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.92%, Actual: 0.15% [2025-11-22T03:11:23.598147] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -6.17% | Symbol ETA: 17.6s | Global ETA: 9m 32s [2025-11-22T03:11:23.599162] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:23.599246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:23.601111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:23.601674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:23.602130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:23.604799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:23.620372] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.04%, Actual: 2.90% [2025-11-22T03:11:23.651775] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:23.653541] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:23.654314] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:23.655414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:23.722667] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.56% | Symbol ETA: 6.6s | Global ETA: 9m 32s [2025-11-22T03:11:23.723530] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:23.723592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:23.728334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:23.730741] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:23.731470] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:23.732149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:23.788846] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.64%, Actual: 2.48% [2025-11-22T03:11:23.956495] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 2.22% [2025-11-22T03:11:24.019357] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 7.8s | Global ETA: 9m 32s [2025-11-22T03:11:24.020268] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:24.020331] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:24.021029] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:24.022187] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:24.022939] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.129444] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.98%, Actual: 2.92% [2025-11-22T03:11:24.261893] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.58% | Symbol ETA: 16.9s | Global ETA: 9m 32s [2025-11-22T03:11:24.262875] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:24.262942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:24.264687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:24.265186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:24.265569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:24.267982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:24.305132] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 6.0s | Global ETA: 9m 32s [2025-11-22T03:11:24.306036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:24.306106] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:24.308068] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.00%, Actual: 1.78% [2025-11-22T03:11:24.310814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:24.310970] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:24.312404] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:24.313063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:24.313192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:24.313888] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:24.314054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.314541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.485596] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.89%, Actual: 0.30% [2025-11-22T03:11:24.485831] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 33.2124% [2025-11-22T03:11:24.485922] [INFO ] [main ] KNX: DISCARDED add_gap_resolution_state (score: 33.21%) [2025-11-22T03:11:24.485967] [INFO ] [main ] KNX: Testing feature 13/53: add_gaps [2025-11-22T03:11:24.486002] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_gaps'] [2025-11-22T03:11:24.486040] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:24.499578] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:24.501016] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:24.501084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:24.506183] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:24.508178] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:24.508727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:24.509165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:24.510050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:24.512515] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:24.624518] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.34% | Symbol ETA: 7.2s | Global ETA: 9m 32s [2025-11-22T03:11:24.625407] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:24.625469] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:24.626173] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:24.627332] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:24.628075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.644499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:24.645558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.888485] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 5.4s | Global ETA: 9m 32s [2025-11-22T03:11:24.889392] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:24.889453] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:24.894163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:24.896530] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:24.897232] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:24.897920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:24.902713] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -19.53% | Symbol ETA: 16.3s | Global ETA: 9m 32s [2025-11-22T03:11:24.903586] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:24.903674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:24.905305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:24.905797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:24.906178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:24.908543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:24.950693] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:24.951895] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:24.952516] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:11:24.953495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:25.219988] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.93% | Symbol ETA: 6.5s | Global ETA: 9m 32s [2025-11-22T03:11:25.220887] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:25.220953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:25.221616] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:25.222782] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:25.223473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:25.277473] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 40.3s | Global ETA: 9m 32s [2025-11-22T03:11:25.278396] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:25.278463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:25.283479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:25.285284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:25.285792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:25.286197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:25.287071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:25.289507] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:25.419146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:25.420148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:25.472710] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 4.8s | Global ETA: 9m 32s [2025-11-22T03:11:25.561752] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -7.63% | Symbol ETA: 15.6s | Global ETA: 9m 32s [2025-11-22T03:11:25.639893] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.10% [2025-11-22T03:11:25.754745] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -10.30%, Actual: 9.70% [2025-11-22T03:11:25.807683] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.34%, Actual: 2.27% [2025-11-22T03:11:25.819399] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.82% | Symbol ETA: 5.9s | Global ETA: 9m 32s [2025-11-22T03:11:25.820346] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:25.820410] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:25.821249] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:25.822432] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:25.823189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:25.938522] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 1.08% [2025-11-22T03:11:25.973997] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.43%, Actual: 0.15% [2025-11-22T03:11:26.046064] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.89% | Symbol ETA: 39.5s | Global ETA: 9m 32s [2025-11-22T03:11:26.046970] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:26.047035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:26.051851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:26.053608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:26.054095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:26.054474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:26.055322] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:26.057713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:26.107681] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.60%, Actual: 1.68% [2025-11-22T03:11:26.140111] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 0.24% [2025-11-22T03:11:26.187110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:26.188151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:26.285236] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 3.44%, Actual: 2.41% [2025-11-22T03:11:26.306298] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.70%, Actual: 0.09% [2025-11-22T03:11:26.415741] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.89% | Symbol ETA: 5.3s | Global ETA: 9m 32s [2025-11-22T03:11:26.453068] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -8.10%, Actual: 6.36% [2025-11-22T03:11:26.473533] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.41%, Actual: 0.18% [2025-11-22T03:11:26.583040] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 0.89% [2025-11-22T03:11:26.620142] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 6.46%, Actual: 0.66% [2025-11-22T03:11:26.640064] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.56%, Actual: 0.35% [2025-11-22T03:11:26.752310] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 2.47%, Actual: 0.14% [2025-11-22T03:11:26.793157] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -6.17%, Actual: 5.35% [2025-11-22T03:11:26.804880] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.57%, Actual: 1.77% [2025-11-22T03:11:26.826559] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.22% | Symbol ETA: 38.7s | Global ETA: 9m 32s [2025-11-22T03:11:26.827872] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:26.827967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:26.832972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:26.834866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:26.835356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:26.835772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:26.836664] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:26.839398] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:26.923517] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 1.31% [2025-11-22T03:11:26.964857] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.58%, Actual: 2.54% [2025-11-22T03:11:26.970025] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.27%, Actual: 0.19% [2025-11-22T03:11:26.972391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:26.973476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:27.092108] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 1.15% [2025-11-22T03:11:27.137424] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.67%, Actual: 0.22% [2025-11-22T03:11:27.137622] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.6892% [2025-11-22T03:11:27.137692] [INFO ] [main ] IRT: DISCARDED add_prev_close_to_open (score: 33.69%) [2025-11-22T03:11:27.137732] [INFO ] [main ] IRT: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:11:27.137763] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_prior_day_tail_pressure'] [2025-11-22T03:11:27.137797] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:27.143561] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -19.53%, Actual: 1.12% [2025-11-22T03:11:27.149544] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:27.150775] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:27.150836] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:27.155556] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:27.158026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:27.158737] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:27.161398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:27.260980] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.41%, Actual: 0.91% [2025-11-22T03:11:27.313015] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -7.63%, Actual: 10.95% [2025-11-22T03:11:27.313285] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 49.2800% [2025-11-22T03:11:27.313410] [INFO ] [main ] ACHR: DISCARDED add_late_session_pressure (score: 49.28%) [2025-11-22T03:11:27.313469] [INFO ] [main ] ACHR: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:11:27.313517] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_micro_gap_fill_velocity'] [2025-11-22T03:11:27.313570] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:27.326091] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:27.327383] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:27.327472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:27.329229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:27.329752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:27.330154] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:27.332620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:27.378584] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:27.379928] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:27.380586] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:27.382855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:27.430429] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 0.96% [2025-11-22T03:11:27.587897] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -6.36% | Symbol ETA: 37.9s | Global ETA: 9m 32s [2025-11-22T03:11:27.588787] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:27.588850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:27.593588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:27.595312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:27.595792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:27.596172] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:27.597021] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:27.598131] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.34%, Actual: 0.54% [2025-11-22T03:11:27.599344] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:27.721118] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:27.722092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:27.740548] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.71% | Symbol ETA: 9.8s | Global ETA: 9m 32s [2025-11-22T03:11:27.741456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:27.741518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:27.746378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:27.748786] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:27.749467] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:27.752090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:27.767128] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.93%, Actual: 0.81% [2025-11-22T03:11:27.938844] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.82%, Actual: 0.86% [2025-11-22T03:11:27.990774] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -11.86% | Symbol ETA: 20.4s | Global ETA: 9m 32s [2025-11-22T03:11:27.991678] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:27.991743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:27.993413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:27.993958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:27.994348] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:27.996739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:28.040697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:28.041914] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:28.042551] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:28.044670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.110843] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.89%, Actual: 1.17% [2025-11-22T03:11:28.111084] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 43.3487% [2025-11-22T03:11:28.111172] [INFO ] [main ] BIPC: DISCARDED add_prev_close_to_1100 (score: 43.35%) [2025-11-22T03:11:28.111310] [INFO ] [main ] BIPC: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:11:28.111352] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_prev_close_to_open'] [2025-11-22T03:11:28.111390] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:28.123694] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:28.125096] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:28.125161] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:28.125920] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:28.127110] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:28.130432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.329424] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.46% | Symbol ETA: 37.1s | Global ETA: 9m 32s [2025-11-22T03:11:28.330083] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.66% | Symbol ETA: 9.2s | Global ETA: 9m 32s [2025-11-22T03:11:28.330325] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:28.330390] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:28.331593] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:28.331681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:28.335078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:28.336405] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:28.336798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:28.337265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:28.337693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:28.338527] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:28.338827] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:28.339509] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:28.340849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:28.342130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.462309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:28.463296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.655480] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 0.32% | Symbol ETA: 19.7s | Global ETA: 9m 32s [2025-11-22T03:11:28.656409] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:28.656482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:28.658208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:28.658729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:28.659164] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:28.661615] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:28.708007] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:28.709471] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:28.710151] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:28.712173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.746379] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 10.5s | Global ETA: 9m 32s [2025-11-22T03:11:28.747280] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:28.747342] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:28.748072] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:28.749232] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:28.749951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:28.921188] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.61% | Symbol ETA: 8.6s | Global ETA: 9m 32s [2025-11-22T03:11:28.922112] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:28.922174] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:28.926900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:28.929470] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:28.930231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:28.932919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.071932] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.75% | Symbol ETA: 36.3s | Global ETA: 9m 32s [2025-11-22T03:11:29.072821] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:29.072884] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:29.077540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:29.079264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:29.079739] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:29.080114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:29.080959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:29.083254] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:29.203570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:29.204514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.320815] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -5.38% | Symbol ETA: 19.1s | Global ETA: 9m 32s [2025-11-22T03:11:29.321733] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:29.321797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:29.323502] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:29.324018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:29.324440] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:29.326907] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:29.360165] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 3.17% | Symbol ETA: 9.8s | Global ETA: 9m 32s [2025-11-22T03:11:29.361107] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:29.361170] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:29.361990] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:29.363209] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:29.363969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.373273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:29.374609] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:29.375277] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:29.377265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.512086] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 8.0s | Global ETA: 9m 32s [2025-11-22T03:11:29.512976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:29.513036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:29.517974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:29.520398] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:29.521129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:29.523765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.810967] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -3.19% | Symbol ETA: 35.6s | Global ETA: 9m 32s [2025-11-22T03:11:29.811866] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:29.811930] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:29.816591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:29.818340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:29.818821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:29.819202] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:29.820052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:29.822340] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:29.947897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:29.949057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.979248] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 9.2s | Global ETA: 9m 32s [2025-11-22T03:11:29.980249] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:29.980314] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:29.981125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:29.982394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:29.983184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:29.998224] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 18.4s | Global ETA: 9m 32s [2025-11-22T03:11:29.999364] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:29.999451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:30.001304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:30.001897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:30.002312] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:30.005006] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:30.067525] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:30.069270] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:30.070121] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:30.072882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:30.144500] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.27% | Symbol ETA: 7.5s | Global ETA: 9m 32s [2025-11-22T03:11:30.145489] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:30.145559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:30.150612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:30.153275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:30.154356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:30.157466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:30.566176] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 34.8s | Global ETA: 9m 32s [2025-11-22T03:11:30.567062] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:30.567125] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:30.571872] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:30.573600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:30.574076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:30.574452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:30.575304] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:30.578016] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:30.620113] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.79% | Symbol ETA: 8.6s | Global ETA: 9m 32s [2025-11-22T03:11:30.621134] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:30.621199] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:30.621997] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:30.623192] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:30.623975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:30.691340] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 2.05% | Symbol ETA: 17.8s | Global ETA: 9m 32s [2025-11-22T03:11:30.692268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:30.692343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:30.694226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:30.694794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:30.695191] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:30.697717] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:30.700771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:30.701820] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:30.741896] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:30.743317] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:30.743995] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:30.746076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:30.746286] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 6.9s | Global ETA: 9m 32s [2025-11-22T03:11:30.747172] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:30.747236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:30.752296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:30.754852] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:30.755565] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:30.758329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:31.240931] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.70% | Symbol ETA: 8.0s | Global ETA: 9m 32s [2025-11-22T03:11:31.242312] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:31.242396] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:31.243512] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:31.245499] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:31.246638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:31.320393] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 5.08% | Symbol ETA: 34.0s | Global ETA: 9m 32s [2025-11-22T03:11:31.321275] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:31.321362] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:31.326073] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:31.327814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:31.328268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:31.328668] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:31.329501] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:31.331830] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:31.351798] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.62% | Symbol ETA: 17.1s | Global ETA: 9m 32s [2025-11-22T03:11:31.352726] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:31.352791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:31.354462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:31.354998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:31.355414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:31.357877] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:31.408399] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.21% | Symbol ETA: 6.3s | Global ETA: 9m 32s [2025-11-22T03:11:31.409357] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:31.409434] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:31.410480] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:31.411880] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:31.412513] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:31.414463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:31.414798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:31.417398] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:31.418261] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:31.421083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:31.457401] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:11:31.458407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:31.910312] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.51% | Symbol ETA: 7.4s | Global ETA: 9m 33s [2025-11-22T03:11:31.911201] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:31.911263] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:31.911962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:31.913105] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:31.913894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.027620] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.22% | Symbol ETA: 16.4s | Global ETA: 9m 33s [2025-11-22T03:11:32.028546] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:32.028612] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:32.030305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:32.030837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:32.031235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:32.032430] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.15% | Symbol ETA: 5.7s | Global ETA: 9m 33s [2025-11-22T03:11:32.033411] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:32.033480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:32.033725] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:32.038719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:32.041203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:32.041943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:32.044863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.077346] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:32.078634] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:32.079285] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:32.081268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.090579] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.72% | Symbol ETA: 33.3s | Global ETA: 9m 33s [2025-11-22T03:11:32.258671] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 2.74% [2025-11-22T03:11:32.431126] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 1.50% [2025-11-22T03:11:32.499659] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 6.7s | Global ETA: 9m 33s [2025-11-22T03:11:32.500535] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:32.500597] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:32.501280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:32.502421] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:32.503153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.607742] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.22%, Actual: 0.31% [2025-11-22T03:11:32.654017] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.04% | Symbol ETA: 5.1s | Global ETA: 9m 33s [2025-11-22T03:11:32.655010] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:32.655077] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:32.660095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:32.662596] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:32.663364] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:32.666107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.687201] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 7.63% | Symbol ETA: 15.8s | Global ETA: 9m 33s [2025-11-22T03:11:32.688186] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:32.688260] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:32.689956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:32.690442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:32.690854] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:32.693204] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:32.738327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:32.739701] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:32.740361] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:32.742427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:32.786699] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -6.36%, Actual: 0.15% [2025-11-22T03:11:32.958821] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.46%, Actual: 2.90% [2025-11-22T03:11:33.094476] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.16% | Symbol ETA: 6.1s | Global ETA: 9m 33s [2025-11-22T03:11:33.095405] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:33.095467] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:33.096181] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:33.097324] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:33.098069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:33.124315] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.75%, Actual: 2.48% [2025-11-22T03:11:33.273340] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.02% | Symbol ETA: 4.5s | Global ETA: 9m 33s [2025-11-22T03:11:33.289092] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -3.19%, Actual: 2.22% [2025-11-22T03:11:33.351885] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -22.00% | Symbol ETA: 15.1s | Global ETA: 9m 33s [2025-11-22T03:11:33.352829] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:33.352894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:33.354518] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:33.355042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:33.355454] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:33.357827] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:33.401336] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:33.402595] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:33.403270] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:11:33.405208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:33.446218] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.71%, Actual: 0.10% [2025-11-22T03:11:33.457934] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 2.92% [2025-11-22T03:11:33.613880] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.66%, Actual: 2.27% [2025-11-22T03:11:33.628387] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 5.08%, Actual: 1.78% [2025-11-22T03:11:33.696660] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.34% | Symbol ETA: 5.5s | Global ETA: 9m 33s [2025-11-22T03:11:33.697585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:33.697673] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:33.698441] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:33.699609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:11:33.700356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:33.787018] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.61%, Actual: 0.15% [2025-11-22T03:11:33.794230] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.72%, Actual: 0.30% [2025-11-22T03:11:33.794421] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.5327% [2025-11-22T03:11:33.794508] [INFO ] [main ] KNX: DISCARDED add_gaps (score: 41.53%) [2025-11-22T03:11:33.794554] [INFO ] [main ] KNX: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:11:33.794585] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_intraday_skewness_proxies'] [2025-11-22T03:11:33.794620] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:33.807501] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:33.808955] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:33.809035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:33.813762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:33.815565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:33.816045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:33.816430] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:33.817281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:33.819730] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:33.945193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:33.946727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:33.962154] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 0.24% [2025-11-22T03:11:34.019254] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 1.97% | Symbol ETA: 14.4s | Global ETA: 9m 33s [2025-11-22T03:11:34.136105] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.27%, Actual: 0.09% [2025-11-22T03:11:34.188681] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -11.86%, Actual: 9.70% [2025-11-22T03:11:34.303963] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.95% | Symbol ETA: 4.9s | Global ETA: 9m 33s [2025-11-22T03:11:34.314245] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 0.18% [2025-11-22T03:11:34.362109] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 0.32%, Actual: 1.08% [2025-11-22T03:11:34.477721] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 0.89% [2025-11-22T03:11:34.489261] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.21%, Actual: 0.35% [2025-11-22T03:11:34.531702] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -5.38%, Actual: 1.68% [2025-11-22T03:11:34.581638] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.20% | Symbol ETA: 34.9s | Global ETA: 9m 33s [2025-11-22T03:11:34.582598] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:34.582685] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:34.587808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:34.589735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:34.590218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:34.590615] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:34.591580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:34.594080] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:34.650916] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 3.17%, Actual: 0.14% [2025-11-22T03:11:34.662972] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.15%, Actual: 1.77% [2025-11-22T03:11:34.704020] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 2.41% [2025-11-22T03:11:34.730700] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:34.732309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:34.826991] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.31% [2025-11-22T03:11:34.838053] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.04%, Actual: 0.19% [2025-11-22T03:11:34.875535] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 2.05%, Actual: 6.36% [2025-11-22T03:11:34.997744] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.79%, Actual: 1.15% [2025-11-22T03:11:35.011806] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.02%, Actual: 0.22% [2025-11-22T03:11:35.012042] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 31.6080% [2025-11-22T03:11:35.012181] [INFO ] [main ] IRT: DISCARDED add_prior_day_tail_pressure (score: 31.61%) [2025-11-22T03:11:35.012227] [INFO ] [main ] IRT: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:11:35.012261] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_prior_mag_lag'] [2025-11-22T03:11:35.012300] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:35.025661] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:35.027182] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:35.027244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:35.032588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:35.035325] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:35.036112] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:35.037758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:35.046501] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.62%, Actual: 0.66% [2025-11-22T03:11:35.167816] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.70%, Actual: 0.91% [2025-11-22T03:11:35.218121] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.22%, Actual: 5.35% [2025-11-22T03:11:35.340495] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.51%, Actual: 0.96% [2025-11-22T03:11:35.358705] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.39% | Symbol ETA: 34.1s | Global ETA: 9m 33s [2025-11-22T03:11:35.359608] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:35.359706] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:35.364534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:35.366280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:35.366759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:35.367146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:35.368057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:35.370550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:35.392067] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 7.63%, Actual: 2.54% [2025-11-22T03:11:35.500375] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:35.504095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:35.517110] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 0.54% [2025-11-22T03:11:35.564526] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -22.00%, Actual: 1.12% [2025-11-22T03:11:35.640048] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 9.7s | Global ETA: 9m 33s [2025-11-22T03:11:35.641036] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:35.641489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:35.646458] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:35.649011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:35.649800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:35.651406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:35.690144] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.16%, Actual: 0.81% [2025-11-22T03:11:35.737369] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 1.97%, Actual: 10.95% [2025-11-22T03:11:35.737600] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 35.5211% [2025-11-22T03:11:35.737738] [INFO ] [main ] ACHR: DISCARDED add_micro_gap_fill_velocity (score: 35.52%) [2025-11-22T03:11:35.737784] [INFO ] [main ] ACHR: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:11:35.737817] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:11:35.737851] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:35.750467] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:35.751747] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:35.751811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:35.753530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:35.754058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:35.754444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:35.756954] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:35.802267] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:35.803562] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:35.804204] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:35.804901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:35.859801] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.34%, Actual: 0.86% [2025-11-22T03:11:36.028457] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.95%, Actual: 1.17% [2025-11-22T03:11:36.028671] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 47.7046% [2025-11-22T03:11:36.028750] [INFO ] [main ] BIPC: DISCARDED add_prev_close_to_open (score: 47.70%) [2025-11-22T03:11:36.028793] [INFO ] [main ] BIPC: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:11:36.028833] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_prior_day_tail_pressure'] [2025-11-22T03:11:36.028867] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:36.040757] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:36.042197] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:36.042272] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:36.043000] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:36.044185] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:36.046962] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.139769] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.77% | Symbol ETA: 33.4s | Global ETA: 9m 33s [2025-11-22T03:11:36.140676] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:36.140741] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:36.145488] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:36.147241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:36.147736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:36.148120] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:36.149007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:36.151379] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:36.236310] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.25% | Symbol ETA: 9.0s | Global ETA: 9m 33s [2025-11-22T03:11:36.237225] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:36.237285] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:36.242063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:36.244502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:36.245198] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:36.246758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.276143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:36.277471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.453024] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -9.82% | Symbol ETA: 19.8s | Global ETA: 9m 33s [2025-11-22T03:11:36.454022] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:36.454088] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:36.455937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:36.456436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:36.456913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:36.459531] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:36.506427] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:36.507701] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:36.508336] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:36.509045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.647472] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.38% | Symbol ETA: 10.0s | Global ETA: 9m 33s [2025-11-22T03:11:36.648359] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:36.648421] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:36.649115] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:36.650269] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:36.653081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.822373] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.56% | Symbol ETA: 8.4s | Global ETA: 9m 33s [2025-11-22T03:11:36.823253] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:36.823314] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:36.828068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:36.830478] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:36.831168] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:36.832687] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:36.897364] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.20% | Symbol ETA: 32.6s | Global ETA: 9m 33s [2025-11-22T03:11:36.898307] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:36.898371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:36.903127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:36.904894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:36.905360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:36.905767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:36.906605] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:36.909004] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:37.040681] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.042206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.110764] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 6.48% | Symbol ETA: 18.9s | Global ETA: 9m 33s [2025-11-22T03:11:37.111746] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:37.111811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:37.113551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:37.114107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:37.114508] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:37.116953] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:37.162420] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.163690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:37.164374] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:37.165056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.252971] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 9.4s | Global ETA: 9m 33s [2025-11-22T03:11:37.253907] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:37.253970] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:37.254680] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.255821] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:37.258741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.419388] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 7.8s | Global ETA: 9m 33s [2025-11-22T03:11:37.420623] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:37.420717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:37.426017] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:37.428853] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:37.429600] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:37.431199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.677706] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.71% | Symbol ETA: 31.8s | Global ETA: 9m 33s [2025-11-22T03:11:37.678578] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:37.678663] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:37.683304] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:37.685062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:37.685553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:37.685955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:37.686849] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:37.689267] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:37.773231] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.61% | Symbol ETA: 18.2s | Global ETA: 9m 33s [2025-11-22T03:11:37.774130] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:37.774193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:37.775847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:37.776327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:37.776744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:37.779155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:37.815242] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.816729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.825384] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.826812] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:37.827484] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:37.828204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:37.853284] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 8.8s | Global ETA: 9m 33s [2025-11-22T03:11:37.854189] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:37.854255] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:37.854940] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:37.856068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:37.858814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:38.041589] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 7.2s | Global ETA: 9m 33s [2025-11-22T03:11:38.042504] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:38.042565] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:38.047363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:38.049820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:38.050496] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:38.052048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:38.437856] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 6.04% | Symbol ETA: 17.5s | Global ETA: 9m 33s [2025-11-22T03:11:38.438851] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:38.438915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:38.439812] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 31.0s | Global ETA: 9m 33s [2025-11-22T03:11:38.440702] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:38.440766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:38.440800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:38.441345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:38.441810] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:38.444389] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:38.447906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:38.449705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:38.450163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:38.450546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:38.451407] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:38.453719] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:38.461268] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.34% | Symbol ETA: 8.2s | Global ETA: 9m 33s [2025-11-22T03:11:38.462169] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:38.462242] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:38.462948] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:38.464137] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:38.466902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:38.492460] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:38.493884] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:38.494564] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:38.495292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:38.583691] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:38.585031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:38.641868] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 6.6s | Global ETA: 9m 33s [2025-11-22T03:11:38.642768] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:38.642828] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:38.647590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:38.650047] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:38.650747] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:38.652236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.063502] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.01% | Symbol ETA: 7.6s | Global ETA: 9m 33s [2025-11-22T03:11:39.064758] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:39.064821] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:39.065488] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:39.066700] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:39.069449] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.116812] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 16.8s | Global ETA: 9m 33s [2025-11-22T03:11:39.117774] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:39.117838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:39.119453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:39.119996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:39.120382] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.122764] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:39.165205] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:39.166626] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:39.167269] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:39.167991] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.206212] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.26% | Symbol ETA: 30.2s | Global ETA: 9m 33s [2025-11-22T03:11:39.207126] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:39.207190] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:39.211921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:39.213659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:39.214121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:39.214510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:39.215371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.217741] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:39.257771] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -1.34% | Symbol ETA: 6.0s | Global ETA: 9m 33s [2025-11-22T03:11:39.258773] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:39.258838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:39.263846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.266410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:39.267135] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:39.268859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.340339] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:39.341624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.665418] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 7.0s | Global ETA: 9m 33s [2025-11-22T03:11:39.666323] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:39.666384] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:39.667075] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:39.668277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:39.671001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.766458] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 4.20% | Symbol ETA: 16.2s | Global ETA: 9m 33s [2025-11-22T03:11:39.767458] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:39.767528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:39.769285] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:39.769815] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:39.770222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.772683] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:39.817328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:39.818917] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:39.819603] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:39.820312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.868200] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 5.4s | Global ETA: 9m 33s [2025-11-22T03:11:39.869143] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:39.869204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:39.873936] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.876320] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:39.877018] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:39.878575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:39.976461] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 2.15% | Symbol ETA: 29.5s | Global ETA: 9m 33s [2025-11-22T03:11:39.977823] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:39.979527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:39.986606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:39.988510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:39.989018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:39.989420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:39.990376] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:39.992864] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:40.119373] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:40.120840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:40.269681] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.71% | Symbol ETA: 6.4s | Global ETA: 9m 33s [2025-11-22T03:11:40.270550] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:40.270612] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:40.271298] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:40.272447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:40.275171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:40.440468] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -9.97% | Symbol ETA: 15.5s | Global ETA: 9m 33s [2025-11-22T03:11:40.441415] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:40.441479] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:40.443167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:40.443692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:40.444078] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:40.446426] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:40.476580] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.29% | Symbol ETA: 4.8s | Global ETA: 9m 33s [2025-11-22T03:11:40.477506] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:40.477569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:40.482698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:40.485752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:40.486513] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:40.488131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:40.490143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:40.491605] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:40.492290] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:40.492978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:40.758028] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: -0.84% | Symbol ETA: 28.7s | Global ETA: 9m 33s [2025-11-22T03:11:40.758957] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:40.759021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:40.763993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:40.765933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:40.766413] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:40.766828] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:40.767840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:40.770532] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:40.867962] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.33% | Symbol ETA: 5.8s | Global ETA: 9m 33s [2025-11-22T03:11:40.868896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:40.868958] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:40.869662] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:40.870791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:40.873492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:40.901516] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:40.903095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:41.077913] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 4.2s | Global ETA: 9m 33s [2025-11-22T03:11:41.098213] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 4.85% | Symbol ETA: 14.8s | Global ETA: 9m 33s [2025-11-22T03:11:41.099128] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:41.099192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:41.100855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:41.101348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:41.101764] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:41.104115] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:41.147146] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:41.148614] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:41.149278] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:41.149963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:41.248484] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 0.10% [2025-11-22T03:11:41.418036] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.25%, Actual: 2.27% [2025-11-22T03:11:41.466602] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.08% | Symbol ETA: 5.2s | Global ETA: 9m 33s [2025-11-22T03:11:41.467503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:41.467565] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:41.468252] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:41.469401] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:11:41.472138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:41.552259] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.64% | Symbol ETA: 27.9s | Global ETA: 9m 33s [2025-11-22T03:11:41.586573] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.56%, Actual: 0.15% [2025-11-22T03:11:41.720502] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.20%, Actual: 2.74% [2025-11-22T03:11:41.754452] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -14.78% | Symbol ETA: 14.1s | Global ETA: 9m 33s [2025-11-22T03:11:41.755351] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:41.755416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:41.757097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:41.757610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:41.758023] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:41.758052] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.24% [2025-11-22T03:11:41.760409] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:41.803852] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:41.805313] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:41.805986] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:11:41.806678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:41.885963] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.39%, Actual: 1.50% [2025-11-22T03:11:41.928743] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.09% [2025-11-22T03:11:42.050294] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.77%, Actual: 0.31% [2025-11-22T03:11:42.065313] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 0.94% | Symbol ETA: 4.6s | Global ETA: 9m 33s [2025-11-22T03:11:42.096846] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.57%, Actual: 0.18% [2025-11-22T03:11:42.214445] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.20%, Actual: 0.15% [2025-11-22T03:11:42.241994] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 0.89% [2025-11-22T03:11:42.265118] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -1.34%, Actual: 0.35% [2025-11-22T03:11:42.380057] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.71%, Actual: 2.90% [2025-11-22T03:11:42.410126] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.03% | Symbol ETA: 13.5s | Global ETA: 9m 34s [2025-11-22T03:11:42.415815] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 0.14% [2025-11-22T03:11:42.430728] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 1.77% [2025-11-22T03:11:42.547688] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 2.48% [2025-11-22T03:11:42.578788] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -9.82%, Actual: 9.70% [2025-11-22T03:11:42.597605] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.65%, Actual: 1.31% [2025-11-22T03:11:42.606909] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.29%, Actual: 0.19% [2025-11-22T03:11:42.714395] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.26%, Actual: 2.22% [2025-11-22T03:11:42.749259] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 6.48%, Actual: 1.08% [2025-11-22T03:11:42.773521] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.34%, Actual: 1.15% [2025-11-22T03:11:42.774360] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.12%, Actual: 0.22% [2025-11-22T03:11:42.774570] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 34.1981% [2025-11-22T03:11:42.774673] [INFO ] [main ] IRT: DISCARDED add_prior_mag_lag (score: 34.20%) [2025-11-22T03:11:42.774718] [INFO ] [main ] IRT: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:11:42.774750] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_range_overlap_v_prior_day'] [2025-11-22T03:11:42.774785] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:42.787245] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:42.788530] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:42.788592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:42.793303] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:42.795731] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:42.796407] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:42.798741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:42.882750] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 2.15%, Actual: 2.92% [2025-11-22T03:11:42.918715] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.61%, Actual: 1.68% [2025-11-22T03:11:42.948638] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.01%, Actual: 0.91% [2025-11-22T03:11:43.046710] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: -0.84%, Actual: 1.78% [2025-11-22T03:11:43.089659] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 6.04%, Actual: 2.41% [2025-11-22T03:11:43.134601] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 0.96% [2025-11-22T03:11:43.216844] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.64%, Actual: 0.30% [2025-11-22T03:11:43.217074] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 35.3004% [2025-11-22T03:11:43.217177] [INFO ] [main ] KNX: DISCARDED add_intraday_skewness_proxies (score: 35.30%) [2025-11-22T03:11:43.217231] [INFO ] [main ] KNX: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:11:43.217281] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_intraday_volatility_percentile'] [2025-11-22T03:11:43.217323] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:43.230951] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:43.232296] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:43.232360] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:43.237551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:43.239463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:43.239964] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:43.240376] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:43.241297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:43.243837] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:43.257725] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 6.36% [2025-11-22T03:11:43.305950] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.71%, Actual: 0.54% [2025-11-22T03:11:43.372498] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.25% | Symbol ETA: 9.0s | Global ETA: 9m 34s [2025-11-22T03:11:43.373402] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:43.373462] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:43.378156] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:43.378671] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:43.380543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:43.381232] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:43.383521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:43.429762] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 4.20%, Actual: 0.66% [2025-11-22T03:11:43.472131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:43.478013] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.33%, Actual: 0.81% [2025-11-22T03:11:43.603860] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -9.97%, Actual: 5.35% [2025-11-22T03:11:43.644021] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.08%, Actual: 0.86% [2025-11-22T03:11:43.772730] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 4.85%, Actual: 2.54% [2025-11-22T03:11:43.810631] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 0.94%, Actual: 1.17% [2025-11-22T03:11:43.810874] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 54.4014% [2025-11-22T03:11:43.810978] [INFO ] [main ] BIPC: DISCARDED add_prior_day_tail_pressure (score: 54.40%) [2025-11-22T03:11:43.811022] [INFO ] [main ] BIPC: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:11:43.811056] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_prior_mag_lag'] [2025-11-22T03:11:43.811112] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:43.823103] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:43.824609] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:43.824693] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:43.825431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:43.826604] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:43.828349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:43.943311] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -14.78%, Actual: 1.12% [2025-11-22T03:11:43.958493] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 8.5s | Global ETA: 9m 34s [2025-11-22T03:11:43.959406] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:43.959478] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:43.964176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:43.966564] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:43.967257] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:43.969607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.094458] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 33.3s | Global ETA: 9m 34s [2025-11-22T03:11:44.095380] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:44.095447] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:44.100150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:44.101880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:44.102339] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:44.102742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:44.103577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:44.105961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:44.112298] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.03%, Actual: 10.95% [2025-11-22T03:11:44.112505] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.4976% [2025-11-22T03:11:44.112610] [INFO ] [main ] ACHR: DISCARDED add_morning_followthrough_mag_T0 (score: 39.50%) [2025-11-22T03:11:44.112674] [INFO ] [main ] ACHR: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:11:44.112738] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_morning_range_expansion'] [2025-11-22T03:11:44.112775] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:44.125250] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:44.126768] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:44.126834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:44.128547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:44.129082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:44.129505] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:44.131902] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:44.179053] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:44.180505] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:44.181151] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:44.185474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.237961] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:44.327311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.424918] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 9.5s | Global ETA: 9m 34s [2025-11-22T03:11:44.425855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:44.425917] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:44.426985] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:44.428221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:44.430110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.552269] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.12% | Symbol ETA: 7.9s | Global ETA: 9m 34s [2025-11-22T03:11:44.553162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:44.553224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:44.557933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:44.560353] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:44.561057] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:44.563339] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.792801] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -5.60% | Symbol ETA: 18.4s | Global ETA: 9m 34s [2025-11-22T03:11:44.793737] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:44.793802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:44.795505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:44.796046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:44.796448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:44.798882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:44.843031] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:44.844527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:44.845203] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:44.849550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:44.940927] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.72% | Symbol ETA: 32.4s | Global ETA: 9m 34s [2025-11-22T03:11:44.941834] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:44.941898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:44.949834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:44.951560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:44.952056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:44.952435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:44.953289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:44.955631] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:45.019628] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.91% | Symbol ETA: 8.9s | Global ETA: 9m 34s [2025-11-22T03:11:45.020517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:45.020578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:45.021264] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:45.022409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:45.023998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.083280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:45.169530] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 7.3s | Global ETA: 9m 34s [2025-11-22T03:11:45.170555] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:45.170621] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:45.171907] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.175716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:45.178694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:45.179473] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:45.181884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.457793] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 5.42% | Symbol ETA: 17.7s | Global ETA: 9m 34s [2025-11-22T03:11:45.458693] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:45.458758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:45.460385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:45.460891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:45.461277] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:45.463601] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:45.507733] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:45.509210] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:45.509870] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:45.514118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.610185] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.55% | Symbol ETA: 8.3s | Global ETA: 9m 34s [2025-11-22T03:11:45.611102] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:45.611164] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:45.611940] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:45.613090] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:45.614663] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.789577] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.99% | Symbol ETA: 6.8s | Global ETA: 9m 34s [2025-11-22T03:11:45.790560] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:45.790624] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:45.791477] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.14% | Symbol ETA: 31.5s | Global ETA: 9m 34s [2025-11-22T03:11:45.792361] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:45.792431] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:45.795694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:45.797205] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:45.798288] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:45.798962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:45.799059] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:45.799425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:45.799869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:45.800734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:45.801455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:45.803060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:45.930326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:46.018727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.114682] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 17.0s | Global ETA: 9m 34s [2025-11-22T03:11:46.115545] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:46.115609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:46.117234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:46.117748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:46.118130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:46.120456] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:46.163974] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:46.165159] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:46.165792] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:46.169901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.199076] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 7.7s | Global ETA: 9m 34s [2025-11-22T03:11:46.199974] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:46.200035] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:46.200722] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:46.201870] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:46.203461] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.397843] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 6.2s | Global ETA: 9m 34s [2025-11-22T03:11:46.398771] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:46.398832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:46.403567] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:46.406011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:46.406709] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:46.408995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.633066] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.00% | Symbol ETA: 30.7s | Global ETA: 9m 34s [2025-11-22T03:11:46.633953] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:46.634018] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:46.638849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:46.640602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:46.641083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:46.641462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:46.642314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:46.644679] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:46.765401] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 6.46% | Symbol ETA: 16.3s | Global ETA: 9m 34s [2025-11-22T03:11:46.766291] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:46.766688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:46.768330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:46.768838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:46.769223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:46.771558] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:46.776407] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:46.787732] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.19% | Symbol ETA: 7.1s | Global ETA: 9m 34s [2025-11-22T03:11:46.788603] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:46.788685] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:46.789352] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:46.790495] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:46.792100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.815297] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:46.816517] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:46.817174] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:46.821350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.864475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:46.992300] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 5.6s | Global ETA: 9m 34s [2025-11-22T03:11:46.993181] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:46.993242] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:46.997988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:47.000448] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:47.001235] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:47.003617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:47.378329] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.80% | Symbol ETA: 6.5s | Global ETA: 9m 34s [2025-11-22T03:11:47.379240] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:47.379302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:47.380023] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:47.381167] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:47.382755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:47.414165] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 15.7s | Global ETA: 9m 34s [2025-11-22T03:11:47.415069] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:47.415134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:47.416771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:47.417248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:47.417669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:47.420017] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:47.463170] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:47.464362] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:47.464997] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:47.469122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:47.493868] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -3.33% | Symbol ETA: 29.8s | Global ETA: 9m 34s [2025-11-22T03:11:47.494823] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:47.494889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:47.499834] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:47.501686] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:47.502168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:47.502564] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:47.503467] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:47.505918] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:47.591328] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 5.0s | Global ETA: 9m 34s [2025-11-22T03:11:47.592239] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:47.592301] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:47.597063] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:47.599440] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:47.600141] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:47.602448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:47.637166] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:47.730453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:47.967683] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.53% | Symbol ETA: 5.9s | Global ETA: 9m 34s [2025-11-22T03:11:47.968552] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:47.968613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:47.969324] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:47.970442] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:47.972013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.117257] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 15.0s | Global ETA: 9m 34s [2025-11-22T03:11:48.118165] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:48.118228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:48.119863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:48.120348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:48.120756] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:48.123053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:48.166277] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:48.167518] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:48.168162] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:48.172230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.189815] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.24% | Symbol ETA: 4.4s | Global ETA: 9m 34s [2025-11-22T03:11:48.190747] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:48.190807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:48.195578] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:48.198239] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:48.199031] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:48.201439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.358153] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.49% | Symbol ETA: 29.0s | Global ETA: 9m 34s [2025-11-22T03:11:48.359068] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:48.359134] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:48.364009] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:48.365820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:48.366292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:48.366705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:48.367626] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:48.370115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:48.502028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:48.557663] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.01% | Symbol ETA: 5.3s | Global ETA: 9m 34s [2025-11-22T03:11:48.558556] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:48.558617] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:48.559325] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:48.560461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:48.562041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.589102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.770742] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.46% | Symbol ETA: 14.4s | Global ETA: 9m 34s [2025-11-22T03:11:48.771615] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:48.771704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:48.773319] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:48.773836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:48.774215] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:48.776515] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:48.795820] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.38% | Symbol ETA: 3.8s | Global ETA: 9m 34s [2025-11-22T03:11:48.820134] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:48.821353] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:48.821987] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:48.826106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:48.964626] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 0.10% [2025-11-22T03:11:49.132781] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 2.27% [2025-11-22T03:11:49.149457] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.64% | Symbol ETA: 4.7s | Global ETA: 9m 34s [2025-11-22T03:11:49.150347] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:49.150409] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:49.151098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:49.152227] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:11:49.154153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:49.209526] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.01% | Symbol ETA: 28.1s | Global ETA: 9m 34s [2025-11-22T03:11:49.211203] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:49.211271] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:49.216193] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:49.217986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:49.218459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:49.218879] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:49.219761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:49.222212] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:49.299947] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.12%, Actual: 0.15% [2025-11-22T03:11:49.350135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:49.424139] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 2.64% | Symbol ETA: 13.7s | Global ETA: 9m 34s [2025-11-22T03:11:49.425054] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:49.425119] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:49.426761] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:49.427248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:49.427667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:49.429982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:49.434848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:49.466405] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 0.24% [2025-11-22T03:11:49.473225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:49.474615] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:49.475279] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:49.479519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:49.635227] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.99%, Actual: 0.09% [2025-11-22T03:11:49.741466] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.57% | Symbol ETA: 4.1s | Global ETA: 9m 34s [2025-11-22T03:11:49.809409] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.21%, Actual: 0.18% [2025-11-22T03:11:49.908525] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.89% [2025-11-22T03:11:49.985104] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.28%, Actual: 0.35% [2025-11-22T03:11:50.048868] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 27.3s | Global ETA: 9m 34s [2025-11-22T03:11:50.049780] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:50.049844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:50.054520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:50.056239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:50.056716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:50.057092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:50.057972] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:50.060271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:50.073416] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.91%, Actual: 0.14% [2025-11-22T03:11:50.077617] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.29% | Symbol ETA: 13.0s | Global ETA: 9m 34s [2025-11-22T03:11:50.078519] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:50.078585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:50.080219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:50.080707] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:50.081086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:50.083390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:50.126372] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:50.127583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:50.128220] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:11:50.132699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:50.152820] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 1.77% [2025-11-22T03:11:50.191908] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:50.238253] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.55%, Actual: 1.31% [2025-11-22T03:11:50.280915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:50.317826] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.24%, Actual: 0.19% [2025-11-22T03:11:50.402462] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.35%, Actual: 1.15% [2025-11-22T03:11:50.486748] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.38%, Actual: 0.22% [2025-11-22T03:11:50.486964] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.5933% [2025-11-22T03:11:50.487054] [INFO ] [main ] IRT: DISCARDED add_range_overlap_v_prior_day (score: 37.59%) [2025-11-22T03:11:50.487099] [INFO ] [main ] IRT: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:11:50.487132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_range_volume_efficiency'] [2025-11-22T03:11:50.487169] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:50.499590] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:50.501384] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:50.501458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:50.506399] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:50.509015] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:50.509767] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:50.511900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:50.567309] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.19%, Actual: 0.91% [2025-11-22T03:11:50.724920] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -7.36% | Symbol ETA: 12.4s | Global ETA: 9m 34s [2025-11-22T03:11:50.732720] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.80%, Actual: 0.96% [2025-11-22T03:11:50.888194] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.70% | Symbol ETA: 26.4s | Global ETA: 9m 34s [2025-11-22T03:11:50.889120] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:50.889184] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:50.893150] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -5.60%, Actual: 9.70% [2025-11-22T03:11:50.893899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:50.895608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:50.896085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:50.896481] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:50.897334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:50.897383] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.53%, Actual: 0.54% [2025-11-22T03:11:50.899696] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:51.021356] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:11:51.061884] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.01%, Actual: 0.81% [2025-11-22T03:11:51.062896] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 5.42%, Actual: 1.08% [2025-11-22T03:11:51.098005] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 8.8s | Global ETA: 9m 34s [2025-11-22T03:11:51.098905] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:51.098967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:51.103894] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:51.105320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:51.106418] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:51.107141] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:51.109252] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:51.230892] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 1.68% [2025-11-22T03:11:51.244101] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.64%, Actual: 0.86% [2025-11-22T03:11:51.398887] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 6.46%, Actual: 2.41% [2025-11-22T03:11:51.412989] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.57%, Actual: 1.17% [2025-11-22T03:11:51.413214] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 53.8008% [2025-11-22T03:11:51.413298] [INFO ] [main ] BIPC: DISCARDED add_prior_mag_lag (score: 53.80%) [2025-11-22T03:11:51.413350] [INFO ] [main ] BIPC: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:11:51.413386] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_range_overlap_v_prior_day'] [2025-11-22T03:11:51.413422] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:51.425699] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:51.426989] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:51.427052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:51.427848] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:51.429051] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:51.431535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:51.566811] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 6.36% [2025-11-22T03:11:51.705852] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.37% | Symbol ETA: 8.2s | Global ETA: 9m 34s [2025-11-22T03:11:51.706728] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:51.706790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:51.711497] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:51.713885] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:51.714565] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:51.716597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:51.724366] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.31% | Symbol ETA: 25.6s | Global ETA: 9m 34s [2025-11-22T03:11:51.735160] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.66% [2025-11-22T03:11:51.893621] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 2.74% [2025-11-22T03:11:51.904551] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.46%, Actual: 5.35% [2025-11-22T03:11:52.041188] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 9.2s | Global ETA: 9m 34s [2025-11-22T03:11:52.042115] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:52.042176] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:52.042870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:52.043996] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:52.046343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:52.068277] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.72%, Actual: 1.50% [2025-11-22T03:11:52.076256] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 2.64%, Actual: 2.54% [2025-11-22T03:11:52.236366] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.14%, Actual: 0.31% [2025-11-22T03:11:52.242552] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.29%, Actual: 1.12% [2025-11-22T03:11:52.290707] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.35% | Symbol ETA: 7.6s | Global ETA: 9m 34s [2025-11-22T03:11:52.291566] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:52.291627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:52.296323] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:52.298797] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:52.299476] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:52.301578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:52.405054] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.00%, Actual: 0.15% [2025-11-22T03:11:52.410010] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -7.36%, Actual: 10.95% [2025-11-22T03:11:52.410217] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 45.2579% [2025-11-22T03:11:52.410332] [INFO ] [main ] ACHR: DISCARDED add_morning_range_expansion (score: 45.26%) [2025-11-22T03:11:52.410381] [INFO ] [main ] ACHR: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:11:52.410416] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_11_elasticity'] [2025-11-22T03:11:52.410452] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:11:52.453693] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:52.455172] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:52.455251] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:52.457048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:52.457586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:52.457997] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:52.460459] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:52.507185] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:52.508701] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:52.509359] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:52.510604] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:52.571356] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -3.33%, Actual: 2.90% [2025-11-22T03:11:52.640619] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 8.5s | Global ETA: 9m 35s [2025-11-22T03:11:52.641549] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:52.641611] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:52.642315] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:52.643439] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:52.645803] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:52.741162] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.49%, Actual: 2.48% [2025-11-22T03:11:52.893394] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 7.0s | Global ETA: 9m 35s [2025-11-22T03:11:52.894310] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:52.894372] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:52.899338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:52.901857] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:52.902570] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:52.904636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:52.909071] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.01%, Actual: 2.22% [2025-11-22T03:11:53.075015] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.23%, Actual: 2.92% [2025-11-22T03:11:53.125781] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.00% | Symbol ETA: 17.4s | Global ETA: 9m 35s [2025-11-22T03:11:53.126687] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:53.126751] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:53.128390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:53.128880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:53.129263] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:53.131579] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:53.174582] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:53.175838] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:53.176459] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:53.177601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:53.234591] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 7.9s | Global ETA: 9m 35s [2025-11-22T03:11:53.235485] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:53.235547] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:53.236239] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:53.237391] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:53.239792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:53.245004] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.70%, Actual: 1.78% [2025-11-22T03:11:53.412454] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.31%, Actual: 0.30% [2025-11-22T03:11:53.412710] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 44.7361% [2025-11-22T03:11:53.412800] [INFO ] [main ] KNX: DISCARDED add_intraday_volatility_percentile (score: 44.74%) [2025-11-22T03:11:53.412844] [INFO ] [main ] KNX: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:11:53.412918] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag'] [2025-11-22T03:11:53.412956] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:11:53.426339] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:53.427675] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:53.427738] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:53.432512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:53.434317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:53.434846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:53.435227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:53.436094] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:53.438459] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:53.516398] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.69% | Symbol ETA: 6.4s | Global ETA: 9m 35s [2025-11-22T03:11:53.517327] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:53.517389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:53.522269] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:53.524824] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:53.525531] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:53.528216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:53.574029] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:53.574971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:53.780200] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 0.61% | Symbol ETA: 16.6s | Global ETA: 9m 35s [2025-11-22T03:11:53.781110] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:53.781174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:53.782814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:53.783282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:53.783682] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:53.786026] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:53.829473] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:53.830722] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:53.831337] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:53.832463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:53.834121] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.32% | Symbol ETA: 7.3s | Global ETA: 9m 35s [2025-11-22T03:11:53.835014] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:53.835076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:53.835803] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:53.836927] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:53.839324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.113117] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.10% | Symbol ETA: 5.8s | Global ETA: 9m 35s [2025-11-22T03:11:54.114089] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:54.114167] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:54.120984] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:54.123580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:54.124337] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:54.126513] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.201618] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.59% | Symbol ETA: 32.1s | Global ETA: 9m 35s [2025-11-22T03:11:54.202516] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:54.202580] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:54.207369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:54.209168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:54.209695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:54.210083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:54.210953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:54.213299] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:54.344861] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:54.346561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.432411] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.07% | Symbol ETA: 15.9s | Global ETA: 9m 35s [2025-11-22T03:11:54.433342] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:54.433407] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:54.435043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:54.435509] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:54.435948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:54.437632] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 6.7s | Global ETA: 9m 35s [2025-11-22T03:11:54.438344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:54.438585] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:54.438686] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:54.439382] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:54.440556] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:54.443001] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.481758] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:54.483004] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:54.483620] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:54.484764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.712619] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 5.2s | Global ETA: 9m 35s [2025-11-22T03:11:54.713758] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:54.713824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:54.718923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:54.721973] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:54.722728] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:54.724856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:54.981603] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 31.4s | Global ETA: 9m 35s [2025-11-22T03:11:54.982619] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:54.982723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:54.989864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:54.991624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:54.992122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:54.992517] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:54.993398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:54.995920] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:55.045804] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.71% | Symbol ETA: 6.1s | Global ETA: 9m 35s [2025-11-22T03:11:55.046727] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:55.046790] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:55.047487] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:55.048722] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:55.051180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.081230] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.62% | Symbol ETA: 15.3s | Global ETA: 9m 35s [2025-11-22T03:11:55.082215] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:55.082282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:55.084066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:55.084566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:55.084977] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:55.087347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:55.129959] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:55.130872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.133204] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:55.134624] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:55.135287] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:55.136507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.325719] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 4.6s | Global ETA: 9m 35s [2025-11-22T03:11:55.326584] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:55.326681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:55.331694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:55.334076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:55.334777] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:55.336965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.655902] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.61% | Symbol ETA: 5.5s | Global ETA: 9m 35s [2025-11-22T03:11:55.656824] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:55.656908] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:55.657605] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:55.658799] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:55.661158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.748820] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.58% | Symbol ETA: 14.6s | Global ETA: 9m 35s [2025-11-22T03:11:55.749771] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:55.749836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:55.751548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:55.752077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:55.752476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:55.754930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:55.776672] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.55% | Symbol ETA: 30.6s | Global ETA: 9m 35s [2025-11-22T03:11:55.777551] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:55.777615] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:55.782481] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:55.784252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:55.784725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:55.785103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:55.785958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:55.788304] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:55.799378] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:55.800594] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:55.801270] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:55.802443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.914117] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:55.915048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:55.925489] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.03% | Symbol ETA: 4.0s | Global ETA: 9m 35s [2025-11-22T03:11:55.926408] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:55.926468] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:55.931251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:55.933608] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:55.934300] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:55.936356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:56.255902] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.60% | Symbol ETA: 4.9s | Global ETA: 9m 35s [2025-11-22T03:11:56.256794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:56.256855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:56.257538] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:56.258762] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:56.261157] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:56.410389] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 4.91% | Symbol ETA: 14.0s | Global ETA: 9m 35s [2025-11-22T03:11:56.411697] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:56.411779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:56.414195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:56.414886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:56.415412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:56.418911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:56.468214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:56.469714] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:56.470363] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:56.471581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:56.516255] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.41% | Symbol ETA: 3.4s | Global ETA: 9m 35s [2025-11-22T03:11:56.535410] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.21% | Symbol ETA: 29.8s | Global ETA: 9m 35s [2025-11-22T03:11:56.536306] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:56.536371] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:56.541110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:56.542910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:56.543387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:56.543834] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:56.544823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:56.547200] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:56.676547] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:56.677493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:56.682633] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 0.10% [2025-11-22T03:11:56.848078] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.27% [2025-11-22T03:11:56.854596] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.47% | Symbol ETA: 4.3s | Global ETA: 9m 35s [2025-11-22T03:11:56.855483] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:56.855545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:56.856255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:56.857400] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:11:56.859793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:57.017387] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.35%, Actual: 0.15% [2025-11-22T03:11:57.073110] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -10.95% | Symbol ETA: 13.3s | Global ETA: 9m 35s [2025-11-22T03:11:57.074017] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:57.074084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:57.075747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:57.076228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:57.076608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:57.078991] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:57.124600] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:57.126024] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:57.126694] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:57.127908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:57.188048] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.02%, Actual: 0.24% [2025-11-22T03:11:57.304173] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.74% | Symbol ETA: 29.0s | Global ETA: 9m 35s [2025-11-22T03:11:57.305059] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:57.305138] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:57.309914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:57.311666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:57.312129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:57.312508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:57.313365] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:57.315727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:57.357379] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.69%, Actual: 0.09% [2025-11-22T03:11:57.441801] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:57.442895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:57.452904] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.08% | Symbol ETA: 3.7s | Global ETA: 9m 35s [2025-11-22T03:11:57.525947] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.10%, Actual: 0.18% [2025-11-22T03:11:57.621662] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.20%, Actual: 0.89% [2025-11-22T03:11:57.695482] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 0.35% [2025-11-22T03:11:57.736418] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 11.12% | Symbol ETA: 12.6s | Global ETA: 9m 35s [2025-11-22T03:11:57.737346] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:57.737434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:57.739119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:57.739668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:57.740090] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:57.742562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:57.787029] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:57.788048] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.24%, Actual: 0.14% [2025-11-22T03:11:57.788275] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:57.788935] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:57.790067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:57.863038] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 1.77% [2025-11-22T03:11:57.953949] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 1.31% [2025-11-22T03:11:58.030020] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.03%, Actual: 0.19% [2025-11-22T03:11:58.121321] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.32%, Actual: 1.15% [2025-11-22T03:11:58.141457] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.10% | Symbol ETA: 28.3s | Global ETA: 9m 35s [2025-11-22T03:11:58.142399] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:58.142467] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:58.147773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:58.149921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:58.150427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:58.150870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:58.151770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:58.154270] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:58.198265] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.41%, Actual: 0.22% [2025-11-22T03:11:58.198502] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 31.2429% [2025-11-22T03:11:58.198592] [INFO ] [main ] IRT: DISCARDED add_range_volume_efficiency (score: 31.24%) [2025-11-22T03:11:58.198633] [INFO ] [main ] IRT: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:11:58.198687] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:11:58.198723] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:11:58.210914] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:58.212218] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:58.212281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:58.217072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:58.219522] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:58.220273] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:11:58.224114] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:58.285273] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:58.286189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:58.288013] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.00%, Actual: 0.91% [2025-11-22T03:11:58.395859] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.03% | Symbol ETA: 12.0s | Global ETA: 9m 35s [2025-11-22T03:11:58.396794] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:58.396859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:58.398573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:58.399121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:58.399512] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:58.402053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:11:58.447730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:58.449037] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:58.449709] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:11:58.450872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:58.454769] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.71%, Actual: 0.96% [2025-11-22T03:11:58.621880] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.61%, Actual: 0.54% [2025-11-22T03:11:58.788201] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.60%, Actual: 0.81% [2025-11-22T03:11:58.805218] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 8.5s | Global ETA: 9m 35s [2025-11-22T03:11:58.806110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:58.806172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:58.810930] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:58.813313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:58.814016] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:11:58.817838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:58.951267] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.34% | Symbol ETA: 27.5s | Global ETA: 9m 35s [2025-11-22T03:11:58.953464] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.47%, Actual: 0.86% [2025-11-22T03:11:58.952174] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:58.953729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:58.960101] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:58.961834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:58.962296] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:58.962693] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:58.963513] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:58.965862] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:59.066105] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 11.3s | Global ETA: 9m 35s [2025-11-22T03:11:59.087354] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:59.088259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:59.119634] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.08%, Actual: 1.17% [2025-11-22T03:11:59.119863] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 49.5927% [2025-11-22T03:11:59.119940] [INFO ] [main ] BIPC: DISCARDED add_range_overlap_v_prior_day (score: 49.59%) [2025-11-22T03:11:59.119980] [INFO ] [main ] BIPC: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:11:59.120012] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency'] [2025-11-22T03:11:59.120047] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:11:59.131833] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:11:59.133325] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:59.133387] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:59.134103] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:59.135250] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:59.137444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:59.238367] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.00%, Actual: 9.70% [2025-11-22T03:11:59.399896] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.92% | Symbol ETA: 7.9s | Global ETA: 9m 35s [2025-11-22T03:11:59.400790] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:59.400874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:59.405532] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:59.407943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:11:59.408620] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:11:59.411101] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 1.08% [2025-11-22T03:11:59.412406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:59.581984] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.07%, Actual: 1.68% [2025-11-22T03:11:59.691325] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -1.17% | Symbol ETA: 26.7s | Global ETA: 9m 35s [2025-11-22T03:11:59.692218] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:11:59.692281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:11:59.697031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:11:59.698856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:11:59.699328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:11:59.699733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:11:59.700575] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:11:59.702890] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:11:59.726919] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 1.46% | Symbol ETA: 8.8s | Global ETA: 9m 35s [2025-11-22T03:11:59.727964] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:11:59.728027] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:11:59.728718] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:11:59.729859] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:11:59.731989] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:59.753306] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.62%, Actual: 2.41% [2025-11-22T03:11:59.827028] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:11:59.827955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:11:59.922964] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.58%, Actual: 6.36% [2025-11-22T03:11:59.996359] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.73% | Symbol ETA: 7.3s | Global ETA: 9m 35s [2025-11-22T03:11:59.997675] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:11:59.997739] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:00.002526] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:00.004978] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:00.005692] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:00.009523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:00.105521] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 4.91%, Actual: 0.66% [2025-11-22T03:12:00.273835] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -10.95%, Actual: 5.35% [2025-11-22T03:12:00.339103] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.96% | Symbol ETA: 8.3s | Global ETA: 9m 35s [2025-11-22T03:12:00.340296] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:00.340358] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:00.341061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:00.342212] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:00.344341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:00.444090] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 11.12%, Actual: 2.54% [2025-11-22T03:12:00.651080] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 6.8s | Global ETA: 9m 35s [2025-11-22T03:12:00.651989] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:00.652050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:00.656848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:00.658419] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.03%, Actual: 1.12% [2025-11-22T03:12:00.659306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:00.660018] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:00.663880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:00.679706] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.16% | Symbol ETA: 26.0s | Global ETA: 9m 35s [2025-11-22T03:12:00.680576] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:00.680678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:00.687449] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:00.689214] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:00.692713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:00.693113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:00.693969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:00.699347] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:00.824012] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 1.09%, Actual: 10.95% [2025-11-22T03:12:00.824216] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 37.2666% [2025-11-22T03:12:00.824313] [INFO ] [main ] ACHR: DISCARDED add_open_11_elasticity (score: 37.27%) [2025-11-22T03:12:00.824356] [INFO ] [main ] ACHR: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:12:00.824389] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_reversal_intensity'] [2025-11-22T03:12:00.824424] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:00.836762] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:00.838298] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:00.838362] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:00.840045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:00.840539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:00.840985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:00.843354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:00.887874] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:00.889389] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:00.890088] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:00.891435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:00.955819] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:00.956730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:01.088528] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 8.0s | Global ETA: 9m 35s [2025-11-22T03:12:01.089412] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:01.089473] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:01.090207] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:01.091340] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:01.093474] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:01.384943] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.31% | Symbol ETA: 6.3s | Global ETA: 9m 35s [2025-11-22T03:12:01.385834] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:01.385895] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:01.390600] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:01.392966] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:01.393663] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:01.397445] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:01.511175] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.41% | Symbol ETA: 16.7s | Global ETA: 9m 35s [2025-11-22T03:12:01.512147] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:01.512210] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:01.513870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:01.514346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:01.514751] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:01.517494] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:01.570273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:01.571815] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:01.572471] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:01.573812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:01.721142] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.86% | Symbol ETA: 7.3s | Global ETA: 9m 35s [2025-11-22T03:12:01.721450] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.63% | Symbol ETA: 25.1s | Global ETA: 9m 35s [2025-11-22T03:12:01.722053] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:01.722117] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:01.722819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:01.723966] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:01.726113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:01.887841] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.59%, Actual: 2.74% [2025-11-22T03:12:01.982197] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.52% | Symbol ETA: 5.6s | Global ETA: 9m 35s [2025-11-22T03:12:01.983107] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:01.983169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:01.987949] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:01.990299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:01.991000] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:01.994912] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:02.052815] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 1.50% [2025-11-22T03:12:02.198188] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.34% | Symbol ETA: 16.1s | Global ETA: 9m 35s [2025-11-22T03:12:02.199131] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:02.199196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:02.200889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:02.201382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:02.201785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:02.204159] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:02.217519] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.55%, Actual: 0.31% [2025-11-22T03:12:02.249042] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:02.250553] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:02.251272] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:02.252854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:02.350936] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.82% | Symbol ETA: 6.6s | Global ETA: 9m 35s [2025-11-22T03:12:02.351918] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:02.351980] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:02.352707] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:02.353879] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:02.356069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:02.381597] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.21%, Actual: 0.15% [2025-11-22T03:12:02.545243] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.74%, Actual: 2.90% [2025-11-22T03:12:02.583881] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 5.0s | Global ETA: 9m 35s [2025-11-22T03:12:02.584816] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:02.584879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:02.589824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:02.592330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:02.593078] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:02.597045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:02.710226] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.10%, Actual: 2.48% [2025-11-22T03:12:02.873945] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.34%, Actual: 2.22% [2025-11-22T03:12:02.882471] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 1.87% | Symbol ETA: 15.4s | Global ETA: 9m 35s [2025-11-22T03:12:02.883353] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:02.883418] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:02.885135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:02.885608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:02.886104] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:02.889231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:02.934370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:02.935599] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:02.939546] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:02.940868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:02.952784] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 6.0s | Global ETA: 9m 35s [2025-11-22T03:12:02.953692] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:02.953753] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:02.954493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:02.955767] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:02.958088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:03.037304] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -1.17%, Actual: 2.92% [2025-11-22T03:12:03.190750] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 4.4s | Global ETA: 9m 36s [2025-11-22T03:12:03.191619] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:03.191708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:03.196414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:03.198825] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:03.199496] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:03.200587] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.16%, Actual: 1.78% [2025-11-22T03:12:03.203282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:03.364720] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.63%, Actual: 0.30% [2025-11-22T03:12:03.364923] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 46.2906% [2025-11-22T03:12:03.365055] [INFO ] [main ] KNX: KEPT add_last_hour_momentum_mag (score: 46.29%) [2025-11-22T03:12:03.365099] [INFO ] [main ] KNX: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:12:03.365132] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_day_volatility'] [2025-11-22T03:12:03.365168] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:03.377949] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:03.379391] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:03.379455] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:03.384150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:03.385904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:03.386376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:03.386777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:03.387610] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:03.389926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:03.512384] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:03.513246] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:03.514999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:03.541776] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.48% | Symbol ETA: 14.7s | Global ETA: 9m 36s [2025-11-22T03:12:03.542668] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:03.542733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:03.544355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:03.544855] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:03.545234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:03.547390] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.51% | Symbol ETA: 5.3s | Global ETA: 9m 36s [2025-11-22T03:12:03.547582] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:03.548336] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:03.548400] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:03.549114] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:03.550335] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:03.552562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:03.590610] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:03.591815] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:03.592428] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:03.593711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:03.777703] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -1.05% | Symbol ETA: 3.7s | Global ETA: 9m 36s [2025-11-22T03:12:03.778615] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:03.778699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:03.783533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:03.785943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:03.786624] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:03.790418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.122174] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.32% | Symbol ETA: 29.1s | Global ETA: 9m 36s [2025-11-22T03:12:04.123063] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:04.123150] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:04.128122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:04.129875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:04.130346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:04.130751] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:04.131569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:04.133881] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:04.143562] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.13% | Symbol ETA: 4.7s | Global ETA: 9m 36s [2025-11-22T03:12:04.144453] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:04.144515] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:04.145231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:04.146362] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:04.148512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.189258] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -2.88% | Symbol ETA: 14.0s | Global ETA: 9m 36s [2025-11-22T03:12:04.190142] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:04.190206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:04.191846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:04.192323] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:04.192726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:04.195050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:04.237354] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:04.238563] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:04.239197] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:04.240450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.255964] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:04.256631] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:04.258385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.366897] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.73% | Symbol ETA: 3.1s | Global ETA: 9m 36s [2025-11-22T03:12:04.532889] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.04%, Actual: 0.10% [2025-11-22T03:12:04.699390] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 2.27% [2025-11-22T03:12:04.732833] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 4.0s | Global ETA: 9m 36s [2025-11-22T03:12:04.733754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:04.733833] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:04.734529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:04.735733] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:12:04.737988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.836442] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 5.77% | Symbol ETA: 13.3s | Global ETA: 9m 36s [2025-11-22T03:12:04.837334] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:04.837398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:04.839069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:04.839546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:04.839948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:04.842272] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:04.862034] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.16% | Symbol ETA: 28.3s | Global ETA: 9m 36s [2025-11-22T03:12:04.862919] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:04.862984] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:04.864490] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.73%, Actual: 0.15% [2025-11-22T03:12:04.867758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:04.869470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:04.869958] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:04.870337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:04.871173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:04.873456] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:04.887063] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:04.888351] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:04.888995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:04.890257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:04.997849] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:04.998559] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:05.000299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:05.030799] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 0.24% [2025-11-22T03:12:05.197317] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.31%, Actual: 0.09% [2025-11-22T03:12:05.334485] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.01% | Symbol ETA: 3.4s | Global ETA: 9m 36s [2025-11-22T03:12:05.364318] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.52%, Actual: 0.18% [2025-11-22T03:12:05.494766] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.79% | Symbol ETA: 12.6s | Global ETA: 9m 36s [2025-11-22T03:12:05.495689] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:05.495754] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:05.497375] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:05.498027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:05.498409] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:05.502962] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:05.511799] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 1.46%, Actual: 0.89% [2025-11-22T03:12:05.532173] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 0.35% [2025-11-22T03:12:05.550218] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:05.551776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:05.552438] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:05.553827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:05.603021] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.17% | Symbol ETA: 27.6s | Global ETA: 9m 36s [2025-11-22T03:12:05.603908] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:05.603971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:05.608708] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:05.610416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:05.610905] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:05.611287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:05.612130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:05.614454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:05.679098] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.96%, Actual: 0.14% [2025-11-22T03:12:05.699296] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.20%, Actual: 1.77% [2025-11-22T03:12:05.737637] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:05.738347] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:05.740093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:05.847358] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.31% [2025-11-22T03:12:05.864961] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -1.05%, Actual: 0.19% [2025-11-22T03:12:06.011453] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.86%, Actual: 1.15% [2025-11-22T03:12:06.031380] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.73%, Actual: 0.22% [2025-11-22T03:12:06.031593] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.8101% [2025-11-22T03:12:06.031699] [INFO ] [main ] IRT: DISCARDED add_range_volume_efficiency_refinements (score: 33.81%) [2025-11-22T03:12:06.031745] [INFO ] [main ] IRT: Testing feature 39/53: add_regime [2025-11-22T03:12:06.031778] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_regime'] [2025-11-22T03:12:06.031812] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:06.043899] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:06.045359] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:06.045421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:06.050431] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:06.053022] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:06.053764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:06.070728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:06.155271] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 5.71% | Symbol ETA: 11.9s | Global ETA: 9m 36s [2025-11-22T03:12:06.156199] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:06.156263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:06.157956] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:06.158441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:06.158844] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:06.161200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:06.177793] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.82%, Actual: 0.91% [2025-11-22T03:12:06.204080] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:06.205416] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:06.206070] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:06.207352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:06.342811] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.41% | Symbol ETA: 26.8s | Global ETA: 9m 36s [2025-11-22T03:12:06.343742] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:06.343807] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:06.344007] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.54%, Actual: 0.96% [2025-11-22T03:12:06.348529] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:06.350265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:06.350754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:06.351142] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:06.351988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:06.354285] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:06.478784] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:06.479741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:06.481536] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:06.508904] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.51%, Actual: 0.54% [2025-11-22T03:12:06.657027] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 8.4s | Global ETA: 9m 36s [2025-11-22T03:12:06.658012] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:06.658074] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:06.663055] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:06.665482] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:06.666194] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:06.681510] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.13%, Actual: 0.81% [2025-11-22T03:12:06.682021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:06.815383] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.22% | Symbol ETA: 11.3s | Global ETA: 9m 36s [2025-11-22T03:12:06.816269] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:06.816880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:06.818759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:06.819304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:06.823186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:06.825614] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:06.845892] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.40%, Actual: 0.86% [2025-11-22T03:12:06.869261] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:06.870498] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:06.871178] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:12:06.872558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.015024] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.01%, Actual: 1.17% [2025-11-22T03:12:07.015205] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.2346% [2025-11-22T03:12:07.015289] [INFO ] [main ] BIPC: DISCARDED add_range_volume_efficiency (score: 44.23%) [2025-11-22T03:12:07.015331] [INFO ] [main ] BIPC: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:12:07.015362] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:12:07.015396] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:07.027111] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:07.028431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:07.028493] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:07.029255] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:07.030399] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:07.034372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.112627] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.28% | Symbol ETA: 26.1s | Global ETA: 9m 36s [2025-11-22T03:12:07.113603] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:07.113695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:07.118486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:07.120432] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:07.121070] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:07.121569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:07.122722] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:07.125410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:07.255469] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:07.256315] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:07.258354] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.267334] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.58% | Symbol ETA: 7.8s | Global ETA: 9m 36s [2025-11-22T03:12:07.268278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:07.268339] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:07.273069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:07.275450] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:07.276145] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:07.293046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.478380] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.91% | Symbol ETA: 10.6s | Global ETA: 9m 36s [2025-11-22T03:12:07.631468] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.23% | Symbol ETA: 8.6s | Global ETA: 9m 36s [2025-11-22T03:12:07.632409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:07.632476] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:07.633216] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:07.634410] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:07.638554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.656124] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.41%, Actual: 9.70% [2025-11-22T03:12:07.901513] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.34%, Actual: 1.08% [2025-11-22T03:12:07.964825] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.80% | Symbol ETA: 7.4s | Global ETA: 9m 36s [2025-11-22T03:12:07.965969] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:07.966045] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:07.972371] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:07.975388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:07.976225] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:07.987888] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.55% | Symbol ETA: 25.5s | Global ETA: 9m 36s [2025-11-22T03:12:07.989163] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:07.989244] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:07.996941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:07.997290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:07.999463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:08.000107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:08.000570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:08.001676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:08.004800] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:08.182983] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:08.183017] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 1.87%, Actual: 1.68% [2025-11-22T03:12:08.184081] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:08.186405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:08.437478] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.48%, Actual: 2.41% [2025-11-22T03:12:08.478805] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.60% | Symbol ETA: 9.0s | Global ETA: 9m 36s [2025-11-22T03:12:08.479713] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:08.479775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:08.480669] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:08.481988] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:08.486479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:08.652417] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -2.88%, Actual: 6.36% [2025-11-22T03:12:08.681007] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.63% | Symbol ETA: 6.8s | Global ETA: 9m 36s [2025-11-22T03:12:08.681948] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:08.682012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:08.687086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:08.689742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:08.690470] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:08.709030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:08.821097] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 5.77%, Actual: 0.66% [2025-11-22T03:12:08.910979] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.88% | Symbol ETA: 24.8s | Global ETA: 9m 36s [2025-11-22T03:12:08.911917] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:08.911987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:08.917133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:08.919062] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:08.919551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:08.919970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:08.920842] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:08.923234] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:08.988518] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.79%, Actual: 5.35% [2025-11-22T03:12:09.050178] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:09.050989] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:09.052771] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.098339] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.61% | Symbol ETA: 8.0s | Global ETA: 9m 36s [2025-11-22T03:12:09.099259] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:09.099320] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:09.100028] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:09.101176] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:09.105168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.156390] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 5.71%, Actual: 2.54% [2025-11-22T03:12:09.307430] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.17% | Symbol ETA: 6.1s | Global ETA: 9m 36s [2025-11-22T03:12:09.308343] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:09.308407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:09.313468] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:09.315969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:09.316718] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:09.323689] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.22%, Actual: 1.12% [2025-11-22T03:12:09.334512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.490168] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.91%, Actual: 10.95% [2025-11-22T03:12:09.490404] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 44.3817% [2025-11-22T03:12:09.490497] [INFO ] [main ] ACHR: DISCARDED add_open_reversal_intensity (score: 44.38%) [2025-11-22T03:12:09.490538] [INFO ] [main ] ACHR: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:12:09.490570] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:12:09.490606] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:09.503145] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:09.504472] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:09.504536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:09.506233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:09.506758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:09.507184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:09.509620] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:09.554465] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:09.555707] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:09.556371] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:09.557936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.663997] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 3.39% | Symbol ETA: 24.0s | Global ETA: 9m 36s [2025-11-22T03:12:09.665101] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:09.665173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:09.670052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:09.671840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:09.672316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:09.672719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:09.673586] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:09.675951] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:09.711189] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.87% | Symbol ETA: 7.2s | Global ETA: 9m 36s [2025-11-22T03:12:09.712082] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:09.712145] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:09.712837] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:09.713996] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:09.718178] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.798360] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:09.799274] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:09.801101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:09.941236] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.08% | Symbol ETA: 5.5s | Global ETA: 9m 36s [2025-11-22T03:12:09.942495] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:09.942559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:09.947569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:09.950121] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:09.950886] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:09.967831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.163292] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.42% | Symbol ETA: 16.0s | Global ETA: 9m 36s [2025-11-22T03:12:10.164201] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:10.164265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:10.165930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:10.166404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:10.166811] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:10.169187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:10.213206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:10.214446] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:10.215095] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:10.216603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.312432] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.97% | Symbol ETA: 6.5s | Global ETA: 9m 36s [2025-11-22T03:12:10.313328] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:10.313389] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:10.314087] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:10.315227] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:10.319160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.402281] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: -0.71% | Symbol ETA: 23.2s | Global ETA: 9m 36s [2025-11-22T03:12:10.403191] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:10.403256] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:10.407970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:10.409703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:10.410172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:10.410553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:10.411393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:10.413724] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:10.535082] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:10.536018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:12:10.537789] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.559997] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.77% | Symbol ETA: 4.8s | Global ETA: 9m 36s [2025-11-22T03:12:10.560939] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:10.561004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:10.565792] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:10.568221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:10.568930] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:10.584980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.812387] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 6.85% | Symbol ETA: 15.3s | Global ETA: 9m 36s [2025-11-22T03:12:10.813298] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:10.813361] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:10.815013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:10.815484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:10.815892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:10.818282] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:10.862363] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:10.863710] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:10.864339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:10.865880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:10.920605] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.21% | Symbol ETA: 5.8s | Global ETA: 9m 36s [2025-11-22T03:12:10.921485] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:10.921546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:10.922563] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:10.923751] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:10.927679] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:11.142250] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.66% | Symbol ETA: 22.4s | Global ETA: 9m 36s [2025-11-22T03:12:11.239501] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 4.2s | Global ETA: 9m 36s [2025-11-22T03:12:11.240429] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:11.240492] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:11.245411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:11.247911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:11.248615] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:11.266110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:11.307979] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.32%, Actual: 2.74% [2025-11-22T03:12:11.463590] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 4.11% | Symbol ETA: 14.7s | Global ETA: 9m 36s [2025-11-22T03:12:11.464524] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:11.464589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:11.466267] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:11.470315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:11.470737] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:11.473127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:11.474712] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.16%, Actual: 1.50% [2025-11-22T03:12:11.517005] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:11.518225] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:11.518865] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:11.519548] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.14% | Symbol ETA: 5.1s | Global ETA: 9m 36s [2025-11-22T03:12:11.520366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:11.520448] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:11.520511] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:11.521230] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:11.522430] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:11.526406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:11.642458] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.17%, Actual: 0.31% [2025-11-22T03:12:11.813374] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.41%, Actual: 0.15% [2025-11-22T03:12:11.881518] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.66% | Symbol ETA: 3.5s | Global ETA: 9m 36s [2025-11-22T03:12:11.882542] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:11.882607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:11.887752] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:11.890416] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:11.891166] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:11.908675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:11.980762] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.28%, Actual: 2.90% [2025-11-22T03:12:12.124423] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.99% | Symbol ETA: 14.0s | Global ETA: 9m 36s [2025-11-22T03:12:12.125339] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:12.125404] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:12.127063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:12.127571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:12.127973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:12.130295] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:12.132609] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.60% | Symbol ETA: 4.5s | Global ETA: 9m 36s [2025-11-22T03:12:12.133503] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:12.133564] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:12.134251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:12.135396] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:12.139315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:12.145304] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.55%, Actual: 2.48% [2025-11-22T03:12:12.175094] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:12.176324] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:12.176983] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:12.178538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:12.311025] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.88%, Actual: 2.22% [2025-11-22T03:12:12.479466] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 3.39%, Actual: 2.92% [2025-11-22T03:12:12.534231] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.70% | Symbol ETA: 2.9s | Global ETA: 9m 36s [2025-11-22T03:12:12.655024] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: -0.71%, Actual: 1.78% [2025-11-22T03:12:12.712179] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.14%, Actual: 0.10% [2025-11-22T03:12:12.735126] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.78% | Symbol ETA: 3.8s | Global ETA: 9m 36s [2025-11-22T03:12:12.736041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:12.736115] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:12.736802] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:12.738052] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:12:12.741996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:12.800989] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.11% | Symbol ETA: 13.4s | Global ETA: 9m 36s [2025-11-22T03:12:12.802031] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:12.802115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:12.803935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:12.804477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:12.804892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:12.807484] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:12.827920] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.66%, Actual: 0.30% [2025-11-22T03:12:12.828209] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 37.2171% [2025-11-22T03:12:12.828262] [INFO ] [main ] KNX: DISCARDED add_late_day_volatility (score: 37.22%) [2025-11-22T03:12:12.828300] [INFO ] [main ] KNX: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:12:12.828334] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_hour_microstructure'] [2025-11-22T03:12:12.828393] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:12.841695] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:12.843315] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:12.843380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:12.848235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:12.850042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:12.850510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:12.850912] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:12.851753] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:12.854101] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:12.855125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:12.856528] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:12.857199] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:12.858910] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:12.882681] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.58%, Actual: 2.27% [2025-11-22T03:12:12.982103] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:12.982948] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:12.985636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:13.059528] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.80%, Actual: 0.15% [2025-11-22T03:12:13.225137] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.63%, Actual: 0.24% [2025-11-22T03:12:13.343201] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.72% | Symbol ETA: 3.2s | Global ETA: 9m 36s [2025-11-22T03:12:13.392477] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.17%, Actual: 0.09% [2025-11-22T03:12:13.461989] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.60% | Symbol ETA: 12.7s | Global ETA: 9m 37s [2025-11-22T03:12:13.462887] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:13.462951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:13.464605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:13.465109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:13.465486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:13.467886] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:13.511566] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:13.511887] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.23%, Actual: 0.89% [2025-11-22T03:12:13.512876] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:13.513507] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:13.515019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:13.560229] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.08%, Actual: 0.18% [2025-11-22T03:12:13.597135] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.66% | Symbol ETA: 26.3s | Global ETA: 9m 37s [2025-11-22T03:12:13.598116] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:13.598183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:13.603423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:13.605269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:13.605779] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:13.606181] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:13.607072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:13.609478] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:13.683018] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.14% [2025-11-22T03:12:13.727588] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.77%, Actual: 0.35% [2025-11-22T03:12:13.738421] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:13.739353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:13.742197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:13.851414] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.61%, Actual: 1.31% [2025-11-22T03:12:13.895135] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.77% [2025-11-22T03:12:14.024777] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.87%, Actual: 1.15% [2025-11-22T03:12:14.062848] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.66%, Actual: 0.19% [2025-11-22T03:12:14.111258] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.98% | Symbol ETA: 12.1s | Global ETA: 9m 37s [2025-11-22T03:12:14.112139] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:14.112203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:14.114024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:14.114717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:14.115100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:14.117434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:14.160548] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:14.161760] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:14.162381] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:14.163853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:14.194340] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.97%, Actual: 0.91% [2025-11-22T03:12:14.230112] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.70%, Actual: 0.22% [2025-11-22T03:12:14.230325] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 36.1358% [2025-11-22T03:12:14.230410] [INFO ] [main ] IRT: DISCARDED add_regime (score: 36.14%) [2025-11-22T03:12:14.230452] [INFO ] [main ] IRT: Testing feature 40/53: add_regime_flags [2025-11-22T03:12:14.230483] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_regime_flags'] [2025-11-22T03:12:14.230516] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:14.242276] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:14.243702] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:14.243763] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:14.248482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:14.250916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:14.251597] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:14.252615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:14.355947] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 25.5s | Global ETA: 9m 37s [2025-11-22T03:12:14.356826] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:14.356890] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:14.361559] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:14.362152] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.21%, Actual: 0.96% [2025-11-22T03:12:14.363292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:14.363774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:14.364159] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:14.364992] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:14.367280] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:14.489529] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:14.490330] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:14.492961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:14.533014] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.14%, Actual: 0.54% [2025-11-22T03:12:14.707251] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.60%, Actual: 0.81% [2025-11-22T03:12:14.755611] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 6.46% | Symbol ETA: 11.4s | Global ETA: 9m 37s [2025-11-22T03:12:14.756498] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:14.756563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:14.758257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:14.758752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:14.759160] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:14.761505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:14.804193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:14.805452] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:14.806095] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:14.807584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:14.828049] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 8.0s | Global ETA: 9m 37s [2025-11-22T03:12:14.828962] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:14.829023] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:14.833893] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:14.836361] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:14.837096] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:14.838214] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:14.883965] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.78%, Actual: 0.86% [2025-11-22T03:12:15.059379] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.72%, Actual: 1.17% [2025-11-22T03:12:15.059577] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 50.9511% [2025-11-22T03:12:15.059680] [INFO ] [main ] BIPC: DISCARDED add_range_volume_efficiency_refinements (score: 50.95%) [2025-11-22T03:12:15.059729] [INFO ] [main ] BIPC: Testing feature 39/53: add_regime [2025-11-22T03:12:15.059763] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_regime'] [2025-11-22T03:12:15.059801] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:15.071802] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:15.073326] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:15.073392] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:15.074139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:15.075344] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:15.092407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:15.104327] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.55% | Symbol ETA: 24.8s | Global ETA: 9m 37s [2025-11-22T03:12:15.105216] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:15.105329] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:15.110147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:15.111924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:15.112403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:15.112815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:15.113681] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:15.116058] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:15.243910] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:15.244853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:15.247631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:15.402959] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -11.86% | Symbol ETA: 10.8s | Global ETA: 9m 37s [2025-11-22T03:12:15.403842] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:15.403905] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:15.405522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:15.406019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:15.406398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:15.408763] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:15.427623] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 7.5s | Global ETA: 9m 37s [2025-11-22T03:12:15.428575] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:15.428640] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:15.433590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:15.436178] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:15.436899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:15.437999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:15.451912] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:15.453109] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:15.453750] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:12:15.455211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:15.699717] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 8.6s | Global ETA: 9m 37s [2025-11-22T03:12:15.700590] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:15.700670] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:15.701349] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:15.702491] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:15.719082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:15.858434] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.20% | Symbol ETA: 24.0s | Global ETA: 9m 37s [2025-11-22T03:12:15.859316] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:15.859380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:15.864126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:15.865860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:15.866324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:15.866720] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:15.867608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:15.870010] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:15.997781] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:15.998719] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:16.001482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:16.029538] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.29% | Symbol ETA: 6.9s | Global ETA: 9m 37s [2025-11-22T03:12:16.030466] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:16.030529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:16.035521] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:16.038125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:16.038865] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:16.039931] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:16.047280] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 0.71% | Symbol ETA: 10.1s | Global ETA: 9m 37s [2025-11-22T03:12:16.214940] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.42%, Actual: 9.70% [2025-11-22T03:12:16.312091] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.14% | Symbol ETA: 7.9s | Global ETA: 9m 37s [2025-11-22T03:12:16.313602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:16.313713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:16.314387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:16.315524] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:16.331992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:16.381454] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 6.85%, Actual: 1.08% [2025-11-22T03:12:16.546358] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 4.11%, Actual: 1.68% [2025-11-22T03:12:16.606767] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.78% | Symbol ETA: 23.2s | Global ETA: 9m 37s [2025-11-22T03:12:16.608019] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:16.608084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:16.612825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:16.614561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:16.615050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:16.615433] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:16.616274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:16.618593] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:16.626743] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 6.3s | Global ETA: 9m 37s [2025-11-22T03:12:16.627673] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:16.627735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:16.632433] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:16.634871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:16.635555] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:16.636579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:16.713359] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.99%, Actual: 2.41% [2025-11-22T03:12:16.743340] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:16.744115] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:16.746850] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:16.878093] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.11%, Actual: 6.36% [2025-11-22T03:12:16.930282] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.06% | Symbol ETA: 7.3s | Global ETA: 9m 37s [2025-11-22T03:12:16.931183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:16.931245] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:16.931936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:16.933081] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:16.949395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:17.042851] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.60%, Actual: 0.66% [2025-11-22T03:12:17.208764] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.98%, Actual: 5.35% [2025-11-22T03:12:17.234039] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 5.7s | Global ETA: 9m 37s [2025-11-22T03:12:17.234970] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:17.235032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:17.239891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:17.242386] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:17.243103] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:17.244165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:17.356530] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.39% | Symbol ETA: 22.5s | Global ETA: 9m 37s [2025-11-22T03:12:17.357445] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:17.357513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:17.362424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:17.364218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:17.364718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:17.365108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:17.365964] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:17.368325] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:17.373306] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 6.46%, Actual: 2.54% [2025-11-22T03:12:17.494122] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:17.494977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:17.497767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:17.538038] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -11.86%, Actual: 1.12% [2025-11-22T03:12:17.546301] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.67% | Symbol ETA: 6.7s | Global ETA: 9m 37s [2025-11-22T03:12:17.547863] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:17.547926] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:17.548602] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:17.549761] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:17.566124] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:17.702817] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 0.71%, Actual: 10.95% [2025-11-22T03:12:17.702979] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.6735% [2025-11-22T03:12:17.703069] [INFO ] [main ] ACHR: DISCARDED add_open_vs_close_liquidity_ratio (score: 39.67%) [2025-11-22T03:12:17.703110] [INFO ] [main ] ACHR: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:12:17.703142] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_open_vs_prev_range_position'] [2025-11-22T03:12:17.703176] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:17.715370] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:17.716824] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:17.716886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:17.718586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:17.719119] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:17.719506] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:17.721870] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:17.765932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:17.767117] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:17.767779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:17.770518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:17.839441] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.66% | Symbol ETA: 5.1s | Global ETA: 9m 37s [2025-11-22T03:12:17.840373] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:17.840436] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:17.845378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:17.847928] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:17.848669] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:17.849742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.111000] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.04% | Symbol ETA: 21.7s | Global ETA: 9m 37s [2025-11-22T03:12:18.111903] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:18.111967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:18.116609] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:18.118361] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:18.118848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:18.119234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:18.120072] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:18.122361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:18.160861] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 2.19% | Symbol ETA: 6.1s | Global ETA: 9m 37s [2025-11-22T03:12:18.161786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:18.161848] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:18.162542] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:18.163753] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:18.179966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.248285] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:18.249180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:18.251990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.368744] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -9.28% | Symbol ETA: 14.7s | Global ETA: 9m 37s [2025-11-22T03:12:18.369635] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:18.369728] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:18.371397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:18.371889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:18.372268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:18.374660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:18.418051] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:18.419355] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:18.420008] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:18.422853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.455485] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.13% | Symbol ETA: 4.5s | Global ETA: 9m 37s [2025-11-22T03:12:18.456438] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:18.456501] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:18.461742] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:18.464447] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:18.465259] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:18.466391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.777680] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.35% | Symbol ETA: 5.4s | Global ETA: 9m 37s [2025-11-22T03:12:18.778550] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:18.778613] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:18.779310] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:18.780447] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:18.796435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:18.864552] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 21.0s | Global ETA: 9m 37s [2025-11-22T03:12:18.865448] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:18.865519] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:18.870343] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:18.872130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:18.872623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:18.873027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:18.873867] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:18.876289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:19.002997] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:19.003936] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:19.006758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.024894] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -0.68% | Symbol ETA: 14.1s | Global ETA: 9m 37s [2025-11-22T03:12:19.025826] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:19.025890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:19.027591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:19.028139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:19.028520] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:19.030891] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:19.052474] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.56% | Symbol ETA: 3.9s | Global ETA: 9m 37s [2025-11-22T03:12:19.053391] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:19.053454] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:19.058340] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:19.060791] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:19.061476] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:19.062535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.075529] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:19.076756] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:19.077369] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:19.080230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.389955] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.43% | Symbol ETA: 4.8s | Global ETA: 9m 37s [2025-11-22T03:12:19.390845] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:19.390907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:19.391570] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:19.392717] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:19.409422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.623696] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.25% | Symbol ETA: 20.2s | Global ETA: 9m 37s [2025-11-22T03:12:19.624598] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:19.624689] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:19.629348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:19.631074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:19.631544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:19.631947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:19.632793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:19.635090] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:19.642733] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 3.3s | Global ETA: 9m 37s [2025-11-22T03:12:19.643601] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:19.643686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:19.648444] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:19.651250] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:19.651963] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:19.652990] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.681255] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.23% | Symbol ETA: 13.5s | Global ETA: 9m 37s [2025-11-22T03:12:19.682131] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:19.682222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:19.683887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:19.684355] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:19.684754] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:19.687071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:19.730922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:19.732345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:19.732995] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:19.735915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:19.755170] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:19.756066] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:12:19.758834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:20.064845] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.22% | Symbol ETA: 4.2s | Global ETA: 9m 37s [2025-11-22T03:12:20.065739] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:20.065801] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:20.066498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:20.067675] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:20.083565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:20.234625] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.11% | Symbol ETA: 2.7s | Global ETA: 9m 37s [2025-11-22T03:12:20.332736] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 1.15% | Symbol ETA: 12.8s | Global ETA: 9m 37s [2025-11-22T03:12:20.333635] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:20.333719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:20.335343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:20.335838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:20.336221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:20.338578] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:20.384274] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:20.385475] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:20.386112] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:20.388948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:20.391918] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -2.25% | Symbol ETA: 19.5s | Global ETA: 9m 37s [2025-11-22T03:12:20.403280] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.97%, Actual: 0.10% [2025-11-22T03:12:20.563310] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.66%, Actual: 2.74% [2025-11-22T03:12:20.572879] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 2.27% [2025-11-22T03:12:20.680575] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 3.6s | Global ETA: 9m 37s [2025-11-22T03:12:20.681467] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:20.681530] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:20.682221] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:20.683568] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:12:20.700048] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:20.730198] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 1.50% [2025-11-22T03:12:20.741054] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.29%, Actual: 0.15% [2025-11-22T03:12:20.896510] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.55%, Actual: 0.31% [2025-11-22T03:12:20.908259] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 0.24% [2025-11-22T03:12:20.990246] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 5.76% | Symbol ETA: 12.1s | Global ETA: 9m 37s [2025-11-22T03:12:20.991135] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:20.991199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:20.992874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:20.993351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:20.993758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:20.996102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:21.039335] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:21.040586] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:21.041230] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:21.044041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:21.063154] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.20%, Actual: 0.15% [2025-11-22T03:12:21.088844] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.09% [2025-11-22T03:12:21.228220] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.78%, Actual: 2.90% [2025-11-22T03:12:21.267852] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.66%, Actual: 0.18% [2025-11-22T03:12:21.289475] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.28% | Symbol ETA: 3.0s | Global ETA: 9m 37s [2025-11-22T03:12:21.393237] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.39%, Actual: 2.48% [2025-11-22T03:12:21.436747] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.13%, Actual: 0.35% [2025-11-22T03:12:21.469685] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.55%, Actual: 0.89% [2025-11-22T03:12:21.564621] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.04%, Actual: 2.22% [2025-11-22T03:12:21.606829] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.56%, Actual: 1.77% [2025-11-22T03:12:21.637746] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 11.5s | Global ETA: 9m 37s [2025-11-22T03:12:21.638668] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:21.638732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:21.640350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:21.640848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:21.641227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:21.643567] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:21.648938] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.14%, Actual: 0.14% [2025-11-22T03:12:21.686742] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:21.688047] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:21.688685] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:21.691475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:21.737113] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 2.92% [2025-11-22T03:12:21.776977] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.19% [2025-11-22T03:12:21.826221] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.06%, Actual: 1.31% [2025-11-22T03:12:21.907637] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.25%, Actual: 1.78% [2025-11-22T03:12:21.949122] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.11%, Actual: 0.22% [2025-11-22T03:12:21.949353] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 29.5955% [2025-11-22T03:12:21.949460] [INFO ] [main ] IRT: DISCARDED add_regime_flags (score: 29.60%) [2025-11-22T03:12:21.949504] [INFO ] [main ] IRT: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:12:21.949538] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:12:21.949574] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:21.961590] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:21.962903] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:21.962969] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:21.967786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:21.970290] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:21.971032] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:21.972732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:21.973224] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:21.974252] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:21.975884] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:21.976931] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:21.977607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:22.002694] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.67%, Actual: 1.15% [2025-11-22T03:12:22.078861] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -2.25%, Actual: 0.30% [2025-11-22T03:12:22.079090] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 45.1566% [2025-11-22T03:12:22.079178] [INFO ] [main ] KNX: DISCARDED add_late_hour_microstructure (score: 45.16%) [2025-11-22T03:12:22.079224] [INFO ] [main ] KNX: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:12:22.079258] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure'] [2025-11-22T03:12:22.079297] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:22.092322] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:22.093810] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:22.093874] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:22.099007] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:22.100892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:22.101377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:22.101792] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:22.102680] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:22.105096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:22.167605] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 2.19%, Actual: 0.91% [2025-11-22T03:12:22.232193] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:22.233033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:22.234050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:22.292004] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -8.59% | Symbol ETA: 10.8s | Global ETA: 9m 37s [2025-11-22T03:12:22.292931] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:22.292995] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:22.294639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:22.295156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:22.295541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:22.297911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:22.333012] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.35%, Actual: 0.96% [2025-11-22T03:12:22.341541] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:22.342773] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:22.343387] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:22.346128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:22.497533] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.43%, Actual: 0.54% [2025-11-22T03:12:22.592780] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 8.0s | Global ETA: 9m 37s [2025-11-22T03:12:22.593804] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:22.593898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:22.598767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:22.601280] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:22.602043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:22.603791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:22.604272] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:22.605302] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:22.606912] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:22.607978] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:22.608674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:22.664672] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.22%, Actual: 0.81% [2025-11-22T03:12:22.838760] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.86% [2025-11-22T03:12:22.847048] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.65% | Symbol ETA: 24.3s | Global ETA: 9m 37s [2025-11-22T03:12:22.848448] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:22.848513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:22.853201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:22.854933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:22.855417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:22.855822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:22.856666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:22.859017] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:22.945214] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 10.2s | Global ETA: 9m 37s [2025-11-22T03:12:22.946175] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:22.946239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:22.947928] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:22.948439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:22.948866] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:22.952302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:22.989520] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:22.990442] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:22.991438] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:22.996035] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:22.997547] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:22.998219] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:23.001201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.011386] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.28%, Actual: 1.17% [2025-11-22T03:12:23.011625] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.6701% [2025-11-22T03:12:23.011735] [INFO ] [main ] BIPC: DISCARDED add_regime (score: 52.67%) [2025-11-22T03:12:23.011782] [INFO ] [main ] BIPC: Testing feature 40/53: add_regime_flags [2025-11-22T03:12:23.011814] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_regime_flags'] [2025-11-22T03:12:23.011848] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:23.024239] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:23.025611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:23.025698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:23.026535] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:23.027800] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:23.028923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.231026] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.24% | Symbol ETA: 7.4s | Global ETA: 9m 37s [2025-11-22T03:12:23.231984] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:23.232052] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:23.237038] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:23.239516] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:23.240243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:23.241947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:23.242430] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:23.243469] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:23.246018] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:23.247185] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:23.252099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.597867] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -11.81% | Symbol ETA: 9.5s | Global ETA: 9m 37s [2025-11-22T03:12:23.597970] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.55% | Symbol ETA: 23.5s | Global ETA: 9m 37s [2025-11-22T03:12:23.598772] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:23.598836] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:23.598873] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:23.598940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:23.600441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:23.600943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:23.601325] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:23.603635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:23.603752] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:23.605531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:23.606053] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:23.606439] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:23.607289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:23.609632] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:23.646012] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:23.647208] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:23.647856] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:12:23.650562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.668844] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 8.4s | Global ETA: 9m 37s [2025-11-22T03:12:23.669801] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:23.669865] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:23.670579] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:23.671794] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:23.672889] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.738048] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:23.738979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:23.739992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:23.840847] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.91% | Symbol ETA: 6.7s | Global ETA: 9m 38s [2025-11-22T03:12:23.841750] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:23.841814] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:23.846475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:23.848881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:23.849591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:23.851574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:23.852058] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:23.853053] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:23.854606] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:23.855636] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:23.856323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:24.245862] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.06% | Symbol ETA: 8.9s | Global ETA: 9m 38s [2025-11-22T03:12:24.271933] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.09% | Symbol ETA: 7.6s | Global ETA: 9m 38s [2025-11-22T03:12:24.272839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:24.272900] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:24.273568] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:24.274707] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:24.275773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:24.359129] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.72% | Symbol ETA: 22.8s | Global ETA: 9m 38s [2025-11-22T03:12:24.360015] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:24.360079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:24.364762] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:24.366452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:24.366931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:24.367315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:24.368373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:24.370793] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:24.411803] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -9.28%, Actual: 9.70% [2025-11-22T03:12:24.453611] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 6.1s | Global ETA: 9m 38s [2025-11-22T03:12:24.454523] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:24.454587] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:24.459463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:24.461856] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:24.462539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:24.464219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:24.464708] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:24.465845] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:24.467435] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:24.468451] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:24.469112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:24.498102] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:24.499036] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:24.500057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:24.577080] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -0.68%, Actual: 1.08% [2025-11-22T03:12:24.742623] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.23%, Actual: 1.68% [2025-11-22T03:12:24.860295] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.52% | Symbol ETA: 6.9s | Global ETA: 9m 38s [2025-11-22T03:12:24.861847] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:24.861909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:24.862590] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:24.863758] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:24.864840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:24.909962] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 1.15%, Actual: 2.41% [2025-11-22T03:12:25.075746] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 5.76%, Actual: 6.36% [2025-11-22T03:12:25.116604] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -4.83% | Symbol ETA: 22.0s | Global ETA: 9m 38s [2025-11-22T03:12:25.120816] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:25.120881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:25.121993] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.05% | Symbol ETA: 5.5s | Global ETA: 9m 38s [2025-11-22T03:12:25.122934] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:25.123012] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:25.125572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:25.127304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:25.127798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:25.127940] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:25.128178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:25.129036] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:25.130526] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:25.131253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:25.131331] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:25.133172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:25.133795] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:25.134936] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:25.136614] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:25.137881] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:25.138617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:25.241776] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 0.66% [2025-11-22T03:12:25.257287] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:25.258156] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:25.259164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:25.407976] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -8.59%, Actual: 5.35% [2025-11-22T03:12:25.456078] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.62% | Symbol ETA: 6.3s | Global ETA: 9m 38s [2025-11-22T03:12:25.456970] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:25.457032] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:25.457785] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:25.458956] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:25.460019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:25.577080] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 2.54% [2025-11-22T03:12:25.742991] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -11.81%, Actual: 1.12% [2025-11-22T03:12:25.745512] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 4.8s | Global ETA: 9m 38s [2025-11-22T03:12:25.746460] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:25.746544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:25.751393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:25.753909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:25.754632] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:25.756369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:25.756870] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:25.757918] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:25.759532] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:25.760568] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:25.761242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:25.867343] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 2.36% | Symbol ETA: 21.2s | Global ETA: 9m 38s [2025-11-22T03:12:25.868264] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:25.868337] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:25.873158] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:25.874884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:25.875344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:25.875743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:25.876583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:25.878926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:25.908730] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.06%, Actual: 10.95% [2025-11-22T03:12:25.908948] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 46.7371% [2025-11-22T03:12:25.909044] [INFO ] [main ] ACHR: DISCARDED add_open_vs_prev_range_position (score: 46.74%) [2025-11-22T03:12:25.909087] [INFO ] [main ] ACHR: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:12:25.909120] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_overnight_gap_amplitude'] [2025-11-22T03:12:25.909154] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:25.922571] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:25.924088] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:25.924153] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:25.925943] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:25.926543] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:25.926960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:25.929566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:25.976752] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:25.978374] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:25.979058] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:25.979735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.001499] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:26.002292] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:26.003295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.064894] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 5.7s | Global ETA: 9m 38s [2025-11-22T03:12:26.065840] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:26.065901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:26.066572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:26.067752] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:26.068829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.368421] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -1.52% | Symbol ETA: 4.2s | Global ETA: 9m 38s [2025-11-22T03:12:26.369407] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:26.369473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:26.374540] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:26.377081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:26.377853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:26.379539] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:26.380032] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:26.381040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:26.382664] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:26.383696] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:26.384338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.608294] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.54% | Symbol ETA: 14.4s | Global ETA: 9m 38s [2025-11-22T03:12:26.609269] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:26.609338] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:26.611079] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.09% | Symbol ETA: 20.5s | Global ETA: 9m 38s [2025-11-22T03:12:26.611137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:26.611748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:26.611975] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:26.612041] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:26.612153] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:26.614747] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:26.616703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:26.618439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:26.618919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:26.619298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:26.620149] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:26.622462] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:26.656083] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 1.10% | Symbol ETA: 5.1s | Global ETA: 9m 38s [2025-11-22T03:12:26.657086] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:26.657154] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:26.657902] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:26.659074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:26.660172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.663625] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:26.665583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:26.666488] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:26.667346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.743513] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:26.744260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:26.745249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:26.990330] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 3.6s | Global ETA: 9m 38s [2025-11-22T03:12:26.991248] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:26.991312] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:26.996019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:26.998467] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:26.999176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:27.000829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:27.001715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:27.002716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:27.004271] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:27.005289] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:27.005967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.258766] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.63% | Symbol ETA: 4.5s | Global ETA: 9m 38s [2025-11-22T03:12:27.259629] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:27.259712] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:27.259700] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.76% | Symbol ETA: 13.6s | Global ETA: 9m 38s [2025-11-22T03:12:27.260405] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:27.260560] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:27.260624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:27.261532] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:27.262315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:27.262633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.262825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:27.263210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:27.265551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:27.309494] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:27.311195] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:27.311849] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:27.312466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.366263] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.25% | Symbol ETA: 19.7s | Global ETA: 9m 38s [2025-11-22T03:12:27.367149] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:27.367213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:27.371906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:27.373611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:27.374089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:27.374483] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:27.375332] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:27.377941] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:27.503088] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:27.503956] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:27.504960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.591379] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 2.9s | Global ETA: 9m 38s [2025-11-22T03:12:27.592266] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:27.592330] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:27.597141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:27.599520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:27.600214] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:27.601843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:27.602329] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:27.603369] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:27.604928] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:27.605943] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:27.606593] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.861714] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -3.15% | Symbol ETA: 3.9s | Global ETA: 9m 38s [2025-11-22T03:12:27.862612] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:27.862706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:27.863540] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:27.864734] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:27.865849] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:27.911570] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 0.24% | Symbol ETA: 12.8s | Global ETA: 9m 38s [2025-11-22T03:12:27.912480] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:27.912545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:27.914311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:27.914821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:27.915214] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:27.917627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:27.962059] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:27.963473] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:27.964152] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:27.964814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:28.122502] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -1.28% | Symbol ETA: 19.0s | Global ETA: 9m 38s [2025-11-22T03:12:28.123415] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:28.123480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:28.128394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:28.130171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:28.130762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:28.131286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:28.132365] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:28.135264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:28.205099] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.31% | Symbol ETA: 2.3s | Global ETA: 9m 38s [2025-11-22T03:12:28.262478] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:28.263430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:28.264423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:28.377437] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.10% [2025-11-22T03:12:28.456299] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 3.3s | Global ETA: 9m 38s [2025-11-22T03:12:28.457212] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:12:28.457273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:28.457994] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:28.459174] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:28.460274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:28.554890] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.24%, Actual: 2.27% [2025-11-22T03:12:28.558889] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 3.48% | Symbol ETA: 12.2s | Global ETA: 9m 38s [2025-11-22T03:12:28.559830] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:28.559894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:28.561535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:28.562034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:28.562418] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:28.564780] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:28.607942] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:28.609233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:28.609889] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:28.610518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:28.725461] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.91%, Actual: 0.15% [2025-11-22T03:12:28.882978] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.96% | Symbol ETA: 18.2s | Global ETA: 9m 38s [2025-11-22T03:12:28.886861] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:12:28.886927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:28.890887] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 0.24% [2025-11-22T03:12:28.892116] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:28.893857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:28.894311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:28.894714] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:28.895543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:28.897891] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:29.019375] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:29.020262] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:29.021265] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:29.047906] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.86% | Symbol ETA: 2.7s | Global ETA: 9m 38s [2025-11-22T03:12:29.057406] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.05%, Actual: 0.09% [2025-11-22T03:12:29.202776] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.49% | Symbol ETA: 11.5s | Global ETA: 9m 38s [2025-11-22T03:12:29.203679] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:29.203742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:29.205376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:29.205886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:29.206268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:29.208664] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:29.214789] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.53%, Actual: 0.89% [2025-11-22T03:12:29.225601] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.50%, Actual: 0.18% [2025-11-22T03:12:29.253882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:29.255126] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:29.255768] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:29.256365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:29.382230] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.09%, Actual: 0.14% [2025-11-22T03:12:29.390947] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -1.52%, Actual: 0.35% [2025-11-22T03:12:29.548985] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.52%, Actual: 1.31% [2025-11-22T03:12:29.558247] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.48%, Actual: 1.77% [2025-11-22T03:12:29.631488] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.32% | Symbol ETA: 17.5s | Global ETA: 9m 38s [2025-11-22T03:12:29.715710] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.15% [2025-11-22T03:12:29.725238] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.19% [2025-11-22T03:12:29.803373] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.65%, Actual: 2.74% [2025-11-22T03:12:29.850588] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.72% | Symbol ETA: 10.8s | Global ETA: 9m 38s [2025-11-22T03:12:29.851491] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:29.851555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:29.853196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:29.853704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:29.854090] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:29.856425] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:29.881969] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.91% [2025-11-22T03:12:29.891587] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.31%, Actual: 0.22% [2025-11-22T03:12:29.891798] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 35.5847% [2025-11-22T03:12:29.891873] [INFO ] [main ] IRT: DISCARDED add_return_volume_nonlinearity_proxies (score: 35.58%) [2025-11-22T03:12:29.891935] [INFO ] [main ] IRT: Testing feature 42/53: add_shelf_lag [2025-11-22T03:12:29.891969] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_shelf_lag'] [2025-11-22T03:12:29.892003] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:29.899992] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:29.901212] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:29.901873] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:29.902470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:29.904033] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:29.905295] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:29.905357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:29.910132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:29.912556] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:29.913257] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:29.914353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:29.974755] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.55%, Actual: 1.50% [2025-11-22T03:12:30.049092] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 1.10%, Actual: 0.96% [2025-11-22T03:12:30.157539] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.72%, Actual: 0.31% [2025-11-22T03:12:30.217178] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.63%, Actual: 0.54% [2025-11-22T03:12:30.326012] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -4.83%, Actual: 0.15% [2025-11-22T03:12:30.383465] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -3.15%, Actual: 0.81% [2025-11-22T03:12:30.498107] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.15% | Symbol ETA: 10.2s | Global ETA: 9m 38s [2025-11-22T03:12:30.498917] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 2.36%, Actual: 2.90% [2025-11-22T03:12:30.499016] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:30.499082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:30.500725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:30.501237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:30.501624] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:30.503979] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:30.548122] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:30.549332] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:30.549979] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:30.550575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:30.551666] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 0.86% [2025-11-22T03:12:30.579813] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.09% | Symbol ETA: 8.2s | Global ETA: 9m 38s [2025-11-22T03:12:30.580705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:30.580766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:30.585428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:30.587832] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:30.588507] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:30.589579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:30.671243] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.09%, Actual: 2.48% [2025-11-22T03:12:30.718161] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.86%, Actual: 1.17% [2025-11-22T03:12:30.718409] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.7132% [2025-11-22T03:12:30.718502] [INFO ] [main ] BIPC: DISCARDED add_regime_flags (score: 52.71%) [2025-11-22T03:12:30.718545] [INFO ] [main ] BIPC: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:12:30.718621] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:12:30.718682] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:30.731314] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:30.732607] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:30.732690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:30.733395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:30.734606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:30.736507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:30.737052] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:30.738169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:30.739925] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:30.741024] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:30.741749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:30.846659] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.25%, Actual: 2.22% [2025-11-22T03:12:31.018380] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -1.28%, Actual: 2.92% [2025-11-22T03:12:31.156797] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.58% | Symbol ETA: 9.5s | Global ETA: 9m 38s [2025-11-22T03:12:31.158122] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:31.158186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:31.159807] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:31.160289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:31.160696] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:31.163028] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:31.187535] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.96%, Actual: 1.78% [2025-11-22T03:12:31.205324] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:31.206516] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:31.207152] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:31.207777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.290166] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 7.7s | Global ETA: 9m 38s [2025-11-22T03:12:31.291154] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:31.291219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:31.296485] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:31.299134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:31.299883] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:31.301043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.345751] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 7.8s | Global ETA: 9m 38s [2025-11-22T03:12:31.346618] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:31.346702] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:31.347365] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:31.348509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:31.350266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:31.350780] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:31.351811] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:31.353391] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:31.353474] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.32%, Actual: 0.30% [2025-11-22T03:12:31.353695] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 46.3705% [2025-11-22T03:12:31.353800] [INFO ] [main ] KNX: KEPT add_late_session_pressure (score: 46.37%) [2025-11-22T03:12:31.353844] [INFO ] [main ] KNX: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:12:31.353880] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_micro_gap_fill_velocity'] [2025-11-22T03:12:31.353916] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:31.354428] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:31.355120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.366986] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:31.368274] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:31.368340] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:31.373141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:31.374911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:31.375373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:31.375782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:31.376622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:31.379040] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:31.505001] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:31.505880] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:31.506888] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:31.508916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.799286] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -14.32% | Symbol ETA: 8.9s | Global ETA: 9m 38s [2025-11-22T03:12:31.800185] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:31.800249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:31.802085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:31.802573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:31.803163] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:31.806107] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:31.851071] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:31.852305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:31.852949] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:12:31.853543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.956246] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 7.2s | Global ETA: 9m 38s [2025-11-22T03:12:31.957155] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:31.957219] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:31.957949] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:31.959440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:31.961202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:31.961710] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:31.962742] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:31.964346] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:31.965398] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:31.965819] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.53% | Symbol ETA: 6.9s | Global ETA: 9m 38s [2025-11-22T03:12:31.966159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:31.966706] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:31.966769] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:31.971459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:31.974277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:31.974975] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:31.976053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:32.136664] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.97% | Symbol ETA: 23.0s | Global ETA: 9m 38s [2025-11-22T03:12:32.137550] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:32.137616] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:32.142413] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:32.144182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:32.144638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:32.145041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:32.145904] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:32.148273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:32.273014] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:32.273843] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:32.274851] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:32.276831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:32.446908] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.55% | Symbol ETA: 8.2s | Global ETA: 9m 38s [2025-11-22T03:12:32.564689] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 6.6s | Global ETA: 9m 38s [2025-11-22T03:12:32.565559] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:32.565623] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:32.566308] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:32.567446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:32.569170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:32.569669] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:32.570693] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:32.572286] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:32.573335] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:32.574028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:32.615041] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.54%, Actual: 9.70% [2025-11-22T03:12:32.633534] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 6.2s | Global ETA: 9m 38s [2025-11-22T03:12:32.634467] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:32.634531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:32.639326] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:32.641723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:32.642395] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:32.643484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:32.783068] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.76%, Actual: 1.08% [2025-11-22T03:12:32.910103] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 22.3s | Global ETA: 9m 38s [2025-11-22T03:12:32.910992] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:32.911058] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:32.916206] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:32.918510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:32.919027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:32.919466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:32.920420] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:32.922897] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:32.951628] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.68% [2025-11-22T03:12:33.054552] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:33.055474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:33.059898] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:33.061977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:33.118155] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 3.48%, Actual: 2.41% [2025-11-22T03:12:33.173371] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 6.0s | Global ETA: 9m 38s [2025-11-22T03:12:33.174257] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:33.174322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:33.175007] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:33.176147] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:33.177911] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:33.178394] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:33.179420] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:33.181033] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:33.182066] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:33.182751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:33.283975] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.49%, Actual: 6.36% [2025-11-22T03:12:33.318590] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.36% | Symbol ETA: 5.5s | Global ETA: 9m 38s [2025-11-22T03:12:33.319533] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:33.319597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:33.324569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:33.327195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:33.327987] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:33.329147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:33.449815] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.72%, Actual: 0.66% [2025-11-22T03:12:33.616491] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.15%, Actual: 5.35% [2025-11-22T03:12:33.695600] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.09% | Symbol ETA: 21.5s | Global ETA: 9m 38s [2025-11-22T03:12:33.696504] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:33.696572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:33.701580] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:33.703452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:33.703961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:33.704357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:33.705244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:33.707755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:33.780218] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 5.4s | Global ETA: 9m 38s [2025-11-22T03:12:33.781116] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:33.781182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:33.781882] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:33.783024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:33.784769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:33.785055] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.58%, Actual: 2.54% [2025-11-22T03:12:33.785260] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:33.786311] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:33.787990] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:33.789037] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:33.789722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:33.839875] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:33.840775] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:33.841815] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:33.843887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:33.956758] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -14.32%, Actual: 1.12% [2025-11-22T03:12:33.987660] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: -0.53% | Symbol ETA: 4.9s | Global ETA: 9m 38s [2025-11-22T03:12:33.988534] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:33.988600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:33.993296] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:33.995794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:33.996480] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:33.997586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.130687] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.55%, Actual: 10.95% [2025-11-22T03:12:34.130897] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 42.3427% [2025-11-22T03:12:34.131020] [INFO ] [main ] ACHR: DISCARDED add_overnight_gap_amplitude (score: 42.34%) [2025-11-22T03:12:34.131066] [INFO ] [main ] ACHR: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:12:34.131102] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_overnight_gap_mag'] [2025-11-22T03:12:34.131138] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:34.144494] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:34.145866] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:34.145933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:34.147732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:34.148268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:34.148706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:34.151186] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:34.195753] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:34.197001] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:34.197689] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:34.198382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.389376] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 4.8s | Global ETA: 9m 39s [2025-11-22T03:12:34.390286] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:34.390353] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:34.391043] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:34.392192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:34.393948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:34.394433] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:34.395466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:34.397084] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:34.398153] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:34.398836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.477480] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.46% | Symbol ETA: 20.8s | Global ETA: 9m 39s [2025-11-22T03:12:34.478368] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:34.478433] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:34.483221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:34.484960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:34.485419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:34.485820] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:34.486679] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:34.489007] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:34.619631] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:34.620566] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:34.621602] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:34.623711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.662714] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.01% | Symbol ETA: 4.2s | Global ETA: 9m 39s [2025-11-22T03:12:34.663689] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:34.663752] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:34.668698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:34.671204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:34.671928] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:34.673062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.797583] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -12.35% | Symbol ETA: 13.5s | Global ETA: 9m 39s [2025-11-22T03:12:34.798471] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:34.798536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:34.800193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:34.800688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:34.801076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:34.803417] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:34.849114] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:34.850392] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:34.851061] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:34.851775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:34.996837] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 4.1s | Global ETA: 9m 39s [2025-11-22T03:12:34.997786] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:34.997851] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:34.998518] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:34.999676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:35.001437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:35.001947] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:35.002969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:35.004572] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:35.005611] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:35.006742] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:35.264267] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.25% | Symbol ETA: 20.0s | Global ETA: 9m 39s [2025-11-22T03:12:35.265191] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:35.265260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:35.270236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:35.272019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:35.272495] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:35.272915] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:35.273817] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:35.276264] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:35.355143] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.76% | Symbol ETA: 3.5s | Global ETA: 9m 39s [2025-11-22T03:12:35.356040] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:35.356103] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:35.360933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:35.363394] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:35.364105] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:35.365186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:35.410602] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:35.411592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:35.412682] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:35.414794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:35.453117] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 12.8s | Global ETA: 9m 39s [2025-11-22T03:12:35.454031] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:35.454098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:35.455792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:35.456660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:35.457085] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:35.459548] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:35.505183] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:35.506472] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:35.507137] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:35.507876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:35.602028] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.05% | Symbol ETA: 3.5s | Global ETA: 9m 39s [2025-11-22T03:12:35.602920] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:35.602984] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:35.603664] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:35.604792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:35.606519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:35.607024] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:35.608091] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:35.609695] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:35.610722] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:35.611510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.041748] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 2.8s | Global ETA: 9m 39s [2025-11-22T03:12:36.042630] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:36.042710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:36.047393] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:36.049815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:36.050498] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:36.051590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.066867] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.46% | Symbol ETA: 19.2s | Global ETA: 9m 39s [2025-11-22T03:12:36.067780] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:36.067846] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:36.072860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:36.074720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:36.075201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:36.075600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:36.076476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:36.078972] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:36.103295] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 12.2s | Global ETA: 9m 39s [2025-11-22T03:12:36.104204] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:36.104268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:36.105907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:36.106383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:36.106789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:36.109148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:36.153157] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:36.154343] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:36.154988] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:36.155664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.209631] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.50% | Symbol ETA: 2.9s | Global ETA: 9m 39s [2025-11-22T03:12:36.210267] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:36.210538] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:12:36.210602] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:36.211104] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:36.211286] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:36.212145] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:36.212421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:36.214211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.214225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:36.214724] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:36.215748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:36.217340] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:36.218398] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:36.219110] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.709162] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 2.1s | Global ETA: 9m 39s [2025-11-22T03:12:36.751510] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 9.42% | Symbol ETA: 11.5s | Global ETA: 9m 39s [2025-11-22T03:12:36.752438] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:36.752503] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:36.754197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:36.754711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:36.755109] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:36.757552] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:36.801212] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:36.802423] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:36.803072] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:36.803784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:36.812951] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.68% | Symbol ETA: 2.3s | Global ETA: 9m 39s [2025-11-22T03:12:36.841544] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 18.5s | Global ETA: 9m 39s [2025-11-22T03:12:36.842463] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:36.842540] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:36.847539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:36.849317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:36.849816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:36.850203] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:36.851660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:36.857121] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:36.875184] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.09%, Actual: 0.10% [2025-11-22T03:12:36.978840] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.89% [2025-11-22T03:12:36.986432] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:36.987334] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:36.988374] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:36.990463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:37.041094] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.21%, Actual: 2.27% [2025-11-22T03:12:37.143924] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.14% [2025-11-22T03:12:37.210358] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.53%, Actual: 0.15% [2025-11-22T03:12:37.308609] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.31% [2025-11-22T03:12:37.376243] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 0.24% [2025-11-22T03:12:37.402830] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 10.9s | Global ETA: 9m 39s [2025-11-22T03:12:37.403788] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:37.403853] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:37.405591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:37.406118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:37.406515] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:37.409022] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:37.453950] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:37.455218] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:37.455891] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:37.456565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:37.473257] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 1.15% [2025-11-22T03:12:37.543163] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.36%, Actual: 0.09% [2025-11-22T03:12:37.638866] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.91% [2025-11-22T03:12:37.641449] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 17.7s | Global ETA: 9m 39s [2025-11-22T03:12:37.642416] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:37.642485] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:37.647617] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:37.649549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:37.650110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:37.650504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:37.651414] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:37.653906] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:37.710130] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.53%, Actual: 0.18% [2025-11-22T03:12:37.782486] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:37.783433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:37.784427] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:37.786391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:37.805704] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 0.96% [2025-11-22T03:12:37.879736] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.01%, Actual: 0.35% [2025-11-22T03:12:37.979283] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.54% [2025-11-22T03:12:38.044958] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.76%, Actual: 1.77% [2025-11-22T03:12:38.060790] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.08% | Symbol ETA: 10.2s | Global ETA: 9m 39s [2025-11-22T03:12:38.061689] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:38.061753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:38.063373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:38.063883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:38.064268] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:38.066591] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:38.110225] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:38.111494] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:38.112137] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:38.112807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:38.145984] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 0.81% [2025-11-22T03:12:38.217017] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.19% [2025-11-22T03:12:38.311792] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 0.86% [2025-11-22T03:12:38.384116] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 0.22% [2025-11-22T03:12:38.384297] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 28.4820% [2025-11-22T03:12:38.384375] [INFO ] [main ] IRT: DISCARDED add_shelf_lag (score: 28.48%) [2025-11-22T03:12:38.384419] [INFO ] [main ] IRT: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:12:38.384453] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_signed_carry_history_11'] [2025-11-22T03:12:38.384489] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:38.396974] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:38.398418] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:38.398479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:38.403260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:38.403957] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.44% | Symbol ETA: 16.9s | Global ETA: 9m 39s [2025-11-22T03:12:38.404875] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:38.404941] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:38.405704] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:38.406388] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:38.407781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:38.409706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:38.411422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:38.411910] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:38.412284] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:38.413141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:38.415468] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:38.481125] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.68%, Actual: 1.17% [2025-11-22T03:12:38.481336] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 67.4946% [2025-11-22T03:12:38.481469] [INFO ] [main ] BIPC: KEPT add_return_volume_nonlinearity_proxies (score: 67.49%) [2025-11-22T03:12:38.481514] [INFO ] [main ] BIPC: Testing feature 42/53: add_shelf_lag [2025-11-22T03:12:38.481547] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_shelf_lag'] [2025-11-22T03:12:38.481584] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:38.493758] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:38.495089] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:38.495156] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:38.495892] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:38.497038] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:38.498859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:38.499371] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:38.500412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:38.502046] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:38.503069] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:38.503760] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:38.505198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:38.537723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:38.538410] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:38.541334] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:12:38.543270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:38.706976] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -6.61% | Symbol ETA: 9.6s | Global ETA: 9m 39s [2025-11-22T03:12:38.707888] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:38.707953] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:38.709569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:38.710075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:38.710461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:38.712794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:38.756167] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:38.757366] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:38.758054] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:38.758722] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:38.992244] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.04% | Symbol ETA: 7.4s | Global ETA: 9m 39s [2025-11-22T03:12:38.993148] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:38.993209] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:38.997950] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:39.000319] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:39.001025] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:39.002370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:39.156216] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.32% | Symbol ETA: 16.1s | Global ETA: 9m 39s [2025-11-22T03:12:39.210417] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 8.5s | Global ETA: 9m 39s [2025-11-22T03:12:39.211383] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:39.211452] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:39.212200] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:39.213480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:39.215370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:39.215967] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:39.217042] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:39.218812] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:39.219926] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:39.221004] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:39.222548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:39.324233] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.97%, Actual: 2.74% [2025-11-22T03:12:39.350493] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.60% | Symbol ETA: 8.9s | Global ETA: 9m 39s [2025-11-22T03:12:39.351413] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:39.351477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:39.353141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:39.353631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:39.354042] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:39.356390] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:39.400063] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:39.401282] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:39.401929] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:39.402614] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:39.491291] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 1.50% [2025-11-22T03:12:39.591173] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 6.8s | Global ETA: 9m 39s [2025-11-22T03:12:39.592079] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:39.592140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:39.596891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:39.599277] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:39.599972] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:39.601284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:39.657822] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.09%, Actual: 0.31% [2025-11-22T03:12:39.824199] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.46%, Actual: 0.15% [2025-11-22T03:12:39.955197] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.06% | Symbol ETA: 7.9s | Global ETA: 9m 39s [2025-11-22T03:12:39.956142] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:39.956211] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:39.956997] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:39.958236] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:39.960177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:39.960739] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:39.961881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:39.963541] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:39.964630] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:39.965345] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:39.966870] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:39.991146] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.25%, Actual: 2.90% [2025-11-22T03:12:40.001605] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.16% | Symbol ETA: 8.3s | Global ETA: 9m 39s [2025-11-22T03:12:40.002561] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:40.002624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:40.004421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:40.004932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:40.005316] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:40.007704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:40.051516] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:40.052743] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:40.053366] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:12:40.054050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:40.158041] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.46%, Actual: 2.48% [2025-11-22T03:12:40.180944] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.36% | Symbol ETA: 6.2s | Global ETA: 9m 39s [2025-11-22T03:12:40.181835] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:40.181896] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:40.186584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:40.189007] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:40.189729] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:40.191070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:40.323389] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 2.22% [2025-11-22T03:12:40.492341] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 2.92% [2025-11-22T03:12:40.662065] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.44%, Actual: 1.78% [2025-11-22T03:12:40.693399] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.44% | Symbol ETA: 7.2s | Global ETA: 9m 39s [2025-11-22T03:12:40.694308] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:40.694374] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:40.695073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:40.696211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:40.697984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:40.698465] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:40.699485] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:40.701095] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:40.701543] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 7.6s | Global ETA: 9m 39s [2025-11-22T03:12:40.702136] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:40.702831] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:40.704228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:40.771967] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 5.6s | Global ETA: 9m 39s [2025-11-22T03:12:40.772864] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:40.772938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:40.777851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:40.780251] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:40.780957] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:40.782294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:40.840706] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.32%, Actual: 0.30% [2025-11-22T03:12:40.840916] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 31.8409% [2025-11-22T03:12:40.840969] [INFO ] [main ] KNX: DISCARDED add_micro_gap_fill_velocity (score: 31.84%) [2025-11-22T03:12:40.841009] [INFO ] [main ] KNX: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:12:40.841045] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:12:40.841081] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:40.854513] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:40.856017] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:40.856082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:40.861002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:40.862849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:40.863315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:40.863719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:40.864562] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:40.867000] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:40.873361] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -12.35%, Actual: 9.70% [2025-11-22T03:12:40.996703] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:40.997618] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:40.998625] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:40.999347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:41.039081] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 1.08% [2025-11-22T03:12:41.204552] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.68% [2025-11-22T03:12:41.361489] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 5.0s | Global ETA: 9m 39s [2025-11-22T03:12:41.362409] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:41.362472] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:41.367343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:41.369180] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 9.42%, Actual: 2.41% [2025-11-22T03:12:41.370012] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:41.370724] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:41.372076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:41.436895] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.79% | Symbol ETA: 6.5s | Global ETA: 9m 39s [2025-11-22T03:12:41.438007] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:41.438073] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:41.438799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:41.439989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:41.441747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:41.442309] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:41.443405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:41.445089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:41.446165] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:41.446851] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:41.448295] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:41.536198] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 6.36% [2025-11-22T03:12:41.635036] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -4.59% | Symbol ETA: 22.2s | Global ETA: 9m 39s [2025-11-22T03:12:41.637261] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:41.637325] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:41.644724] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:41.646520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:41.647055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:41.647465] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:41.648356] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:41.650922] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:41.703463] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 0.66% [2025-11-22T03:12:41.780845] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:41.781596] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:41.782625] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:41.783344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:41.870109] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -6.61%, Actual: 5.35% [2025-11-22T03:12:41.967326] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.56% | Symbol ETA: 4.4s | Global ETA: 9m 39s [2025-11-22T03:12:41.968336] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:41.968397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:41.973251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:41.975676] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:41.976370] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:41.978099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:42.036169] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.60%, Actual: 2.54% [2025-11-22T03:12:42.164554] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 5.8s | Global ETA: 9m 39s [2025-11-22T03:12:42.165479] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:42.165544] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:42.166258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:42.167434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:42.169224] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:42.169753] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:42.170837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:42.172522] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:42.173597] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:42.174291] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:42.175777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:42.201844] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.16%, Actual: 1.12% [2025-11-22T03:12:42.367616] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 10.95% [2025-11-22T03:12:42.367848] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 36.7035% [2025-11-22T03:12:42.367963] [INFO ] [main ] ACHR: DISCARDED add_overnight_gap_mag (score: 36.70%) [2025-11-22T03:12:42.368005] [INFO ] [main ] ACHR: Testing feature 29/53: add_pct_change [2025-11-22T03:12:42.368038] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_pct_change'] [2025-11-22T03:12:42.368073] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:42.380488] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:42.381995] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:42.382057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:42.383810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:42.384318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:42.384736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:42.387147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:42.401202] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.87% | Symbol ETA: 21.4s | Global ETA: 9m 39s [2025-11-22T03:12:42.402094] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:42.402158] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:42.406934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:42.408713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:42.409176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:42.409557] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:42.410447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:42.412917] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:42.431500] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:42.432809] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:42.433434] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:42.435432] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:42.542994] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:42.543925] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:42.544998] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:42.545765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:42.579976] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.20% | Symbol ETA: 3.8s | Global ETA: 9m 39s [2025-11-22T03:12:42.581699] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:42.581774] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:42.586858] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:42.589663] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:42.590490] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:42.591877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:42.884449] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.11% | Symbol ETA: 5.0s | Global ETA: 9m 39s [2025-11-22T03:12:42.885363] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:42.885428] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:42.886135] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:42.887277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:42.889104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:42.889589] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:42.890625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:42.892238] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:42.893280] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:42.893970] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:42.895754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.038826] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -4.57% | Symbol ETA: 13.0s | Global ETA: 9m 39s [2025-11-22T03:12:43.039719] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:43.039783] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:43.041417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:43.041924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:43.042309] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.044681] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:43.088273] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:43.089506] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:43.090185] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:43.092160] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.180310] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.61% | Symbol ETA: 20.6s | Global ETA: 9m 39s [2025-11-22T03:12:43.181202] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:43.181267] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:43.185969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:43.187771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:43.188244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:43.188634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:43.189526] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.192067] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:43.227212] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.44% | Symbol ETA: 3.2s | Global ETA: 9m 39s [2025-11-22T03:12:43.228148] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:43.228211] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:43.233252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.235881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:43.236611] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:43.238099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.323799] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:43.324676] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:43.325694] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:43.326382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.594352] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: -0.79% | Symbol ETA: 4.3s | Global ETA: 9m 39s [2025-11-22T03:12:43.595247] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:43.595312] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:43.596003] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:43.597145] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:43.600985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:43.601530] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:43.602575] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:43.604263] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:43.605323] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:43.606021] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:43.607440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.698093] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.78% | Symbol ETA: 12.3s | Global ETA: 9m 39s [2025-11-22T03:12:43.699322] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:43.699384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:43.701059] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:43.701538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:43.701943] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.704309] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:43.748622] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:43.749829] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:43.750448] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:43.752460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.862098] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 2.6s | Global ETA: 9m 39s [2025-11-22T03:12:43.863044] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:43.863108] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:43.868065] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.870538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:43.871279] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:43.872697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:43.975820] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.72% | Symbol ETA: 19.9s | Global ETA: 9m 39s [2025-11-22T03:12:43.976716] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:43.976794] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:43.981673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:43.983395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:43.983871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:43.984249] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:43.985107] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:43.987476] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:44.113893] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:44.114732] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:44.115737] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:44.116439] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:44.323890] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.14% | Symbol ETA: 3.5s | Global ETA: 9m 39s [2025-11-22T03:12:44.324823] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:44.324891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:44.325661] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:44.326964] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:44.328804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:44.329316] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:44.330427] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:44.332149] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:44.333260] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:44.333973] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:44.335517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:44.360658] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -10.25% | Symbol ETA: 11.7s | Global ETA: 9m 39s [2025-11-22T03:12:44.361556] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:44.361620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:44.363261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:44.363791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:44.364190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:44.366562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:44.409740] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:44.410931] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:44.411540] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:44.413503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:44.475564] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.67% | Symbol ETA: 2.0s | Global ETA: 9m 39s [2025-11-22T03:12:44.645832] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 0.10% [2025-11-22T03:12:44.740708] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 19.1s | Global ETA: 9m 40s [2025-11-22T03:12:44.741632] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:44.741717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:44.746685] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:44.748562] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:44.749055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:44.749438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:44.750308] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:44.752713] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:44.812490] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.18%, Actual: 2.27% [2025-11-22T03:12:44.882777] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:44.883680] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:44.884702] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:44.885423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:44.981229] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.36%, Actual: 0.15% [2025-11-22T03:12:45.013719] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 8.67% | Symbol ETA: 11.0s | Global ETA: 9m 40s [2025-11-22T03:12:45.014584] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:45.014671] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:45.016298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:45.016798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:45.017174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:45.019533] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:45.037937] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.43% | Symbol ETA: 2.8s | Global ETA: 9m 40s [2025-11-22T03:12:45.040829] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:45.040917] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:45.041723] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:45.042883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:45.044755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:45.045290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:45.046432] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:45.048150] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:45.049220] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:45.049969] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:12:45.051468] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:45.064187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:45.065607] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:45.066284] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:45.068350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:45.153835] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.92%, Actual: 0.24% [2025-11-22T03:12:45.321956] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.09% [2025-11-22T03:12:45.487615] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.56%, Actual: 0.18% [2025-11-22T03:12:45.499841] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.22% | Symbol ETA: 18.3s | Global ETA: 9m 40s [2025-11-22T03:12:45.500743] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:45.500808] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:45.505697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:45.507442] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:45.507963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:45.508340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:45.509192] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:45.511550] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:45.640028] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:45.640896] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:45.641921] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:45.642607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:45.654389] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.20%, Actual: 0.35% [2025-11-22T03:12:45.670441] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.99% | Symbol ETA: 10.3s | Global ETA: 9m 40s [2025-11-22T03:12:45.671360] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:45.671424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:45.673057] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:45.673527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:45.673937] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:45.676298] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:45.719921] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:45.721146] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:45.721784] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:45.723719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:45.765212] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.13% | Symbol ETA: 2.1s | Global ETA: 9m 40s [2025-11-22T03:12:45.824049] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.44%, Actual: 1.77% [2025-11-22T03:12:45.940918] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 0.89% [2025-11-22T03:12:45.989916] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.74%, Actual: 0.19% [2025-11-22T03:12:46.116437] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 0.14% [2025-11-22T03:12:46.155681] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.67%, Actual: 0.22% [2025-11-22T03:12:46.155858] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 30.9131% [2025-11-22T03:12:46.155956] [INFO ] [main ] IRT: DISCARDED add_signed_carry_history_11 (score: 30.91%) [2025-11-22T03:12:46.155997] [INFO ] [main ] IRT: Testing feature 44/53: add_sma_ratio [2025-11-22T03:12:46.156029] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_sma_ratio'] [2025-11-22T03:12:46.156063] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:46.167868] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:46.169230] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:46.169291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:46.174132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:46.176542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:46.177245] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:46.178017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:46.263747] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 17.5s | Global ETA: 9m 40s [2025-11-22T03:12:46.264608] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:46.264699] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:46.269485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:46.271251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:46.271728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:46.272128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:46.273008] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:46.275351] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:46.290173] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.44%, Actual: 1.31% [2025-11-22T03:12:46.331117] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 0.67% | Symbol ETA: 9.7s | Global ETA: 9m 40s [2025-11-22T03:12:46.331999] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:46.332061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:46.333703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:46.334173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:46.334549] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:46.336868] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:46.379264] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:46.380437] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:46.381069] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:46.382982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:46.402493] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:46.403401] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:46.404410] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:46.405117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:46.460322] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.79%, Actual: 1.15% [2025-11-22T03:12:46.628949] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.91% [2025-11-22T03:12:46.764338] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.75% | Symbol ETA: 7.0s | Global ETA: 9m 40s [2025-11-22T03:12:46.765232] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:46.765319] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:46.770286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:46.772787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:46.773506] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:46.774269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:46.794922] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.11%, Actual: 0.96% [2025-11-22T03:12:46.964980] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: -0.79%, Actual: 0.54% [2025-11-22T03:12:46.978035] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -4.29% | Symbol ETA: 9.0s | Global ETA: 9m 40s [2025-11-22T03:12:46.978938] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:46.979001] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:46.980674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:46.981185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:46.981567] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:46.983922] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:47.026784] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:47.028008] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:47.029005] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:47.030945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.040970] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 16.7s | Global ETA: 9m 40s [2025-11-22T03:12:47.041905] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:47.041978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:47.046761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:47.048558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:47.049038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:47.049423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:47.050286] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:47.052636] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:47.135257] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.14%, Actual: 0.81% [2025-11-22T03:12:47.185784] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:47.186964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:47.188364] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:47.189316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.308578] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.43%, Actual: 0.86% [2025-11-22T03:12:47.370206] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 6.4s | Global ETA: 9m 40s [2025-11-22T03:12:47.371090] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:47.371151] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:47.376228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:47.378606] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:47.379310] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:47.380050] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.477154] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.13%, Actual: 1.17% [2025-11-22T03:12:47.477443] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 50.3959% [2025-11-22T03:12:47.477500] [INFO ] [main ] BIPC: DISCARDED add_shelf_lag (score: 50.40%) [2025-11-22T03:12:47.477539] [INFO ] [main ] BIPC: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:12:47.477573] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_signed_carry_history_11'] [2025-11-22T03:12:47.477610] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:47.489465] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:47.490905] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:47.490969] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:47.491687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:47.492813] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:47.494569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:47.495078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:47.496114] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:47.498093] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:47.499143] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:47.499843] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:47.501199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.627208] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 7.28% | Symbol ETA: 8.4s | Global ETA: 9m 40s [2025-11-22T03:12:47.628196] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:47.628261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:47.630007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:47.630506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:47.630914] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:47.633327] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:47.678851] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:47.680369] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:47.681111] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:47.683164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.828099] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.44% | Symbol ETA: 16.0s | Global ETA: 9m 40s [2025-11-22T03:12:47.829036] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:47.829103] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:47.834027] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:47.835819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:47.836313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:47.836727] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:47.837612] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:47.840082] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:47.963393] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.98% | Symbol ETA: 5.8s | Global ETA: 9m 40s [2025-11-22T03:12:47.964277] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:47.964353] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:47.969196] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:47.969185] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:47.969982] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:47.971013] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:12:47.971597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:47.971705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:47.972300] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:47.973034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:48.124246] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 1.07% | Symbol ETA: 7.8s | Global ETA: 9m 40s [2025-11-22T03:12:48.125147] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:48.125213] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:48.125903] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:48.127037] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:48.128812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:48.129297] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:48.130355] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:48.131957] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:48.132985] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:48.133664] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:48.135028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:48.293911] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -21.73% | Symbol ETA: 7.7s | Global ETA: 9m 40s [2025-11-22T03:12:48.294832] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:48.294899] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:48.296568] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:48.297089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:48.297502] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:48.299882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:48.344228] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:48.345553] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:48.346214] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:12:48.348253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:48.551103] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.17% | Symbol ETA: 5.2s | Global ETA: 9m 40s [2025-11-22T03:12:48.552039] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:48.552101] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:48.556805] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:48.559189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:48.559881] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:48.560589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:48.620054] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.30% | Symbol ETA: 15.2s | Global ETA: 9m 40s [2025-11-22T03:12:48.749884] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.05% | Symbol ETA: 7.2s | Global ETA: 9m 40s [2025-11-22T03:12:48.750852] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:48.750918] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:48.751594] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:48.752784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:48.754593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:48.755116] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:48.756186] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:48.757815] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:48.758888] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:48.759565] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:48.760935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:48.791090] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -4.59%, Actual: 2.74% [2025-11-22T03:12:48.947625] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 1.54% | Symbol ETA: 7.1s | Global ETA: 9m 40s [2025-11-22T03:12:48.959172] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.87%, Actual: 1.50% [2025-11-22T03:12:49.115248] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -4.57%, Actual: 9.70% [2025-11-22T03:12:49.129527] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.61%, Actual: 0.31% [2025-11-22T03:12:49.141252] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.61% | Symbol ETA: 4.6s | Global ETA: 9m 40s [2025-11-22T03:12:49.142138] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:49.142199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:49.146948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:49.149356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:49.150055] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:49.150780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:49.280312] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.78%, Actual: 1.08% [2025-11-22T03:12:49.303867] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.72%, Actual: 0.15% [2025-11-22T03:12:49.374296] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.49% | Symbol ETA: 6.5s | Global ETA: 9m 40s [2025-11-22T03:12:49.375237] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:49.375302] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:49.375996] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:49.377133] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:49.378993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:49.379505] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:49.380571] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:49.382248] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:49.383333] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:49.384059] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:49.385487] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:49.448098] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -10.25%, Actual: 1.68% [2025-11-22T03:12:49.494062] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 2.90% [2025-11-22T03:12:49.613916] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 8.67%, Actual: 2.41% [2025-11-22T03:12:49.659339] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.22%, Actual: 2.48% [2025-11-22T03:12:49.726713] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.03% | Symbol ETA: 4.0s | Global ETA: 9m 40s [2025-11-22T03:12:49.727629] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:49.727710] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:49.732463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:49.734912] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:49.735583] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:49.736320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:49.780247] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.99%, Actual: 6.36% [2025-11-22T03:12:49.826837] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 2.22% [2025-11-22T03:12:49.947205] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 0.67%, Actual: 0.66% [2025-11-22T03:12:49.997848] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 2.92% [2025-11-22T03:12:50.015616] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 5.9s | Global ETA: 9m 40s [2025-11-22T03:12:50.016508] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:50.016572] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:50.017260] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:50.018451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:50.020243] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:50.020746] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:50.021775] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:50.023355] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:50.024380] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:50.025163] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:50.026616] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:50.115186] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -4.29%, Actual: 5.35% [2025-11-22T03:12:50.165431] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.44%, Actual: 1.78% [2025-11-22T03:12:50.289425] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 7.28%, Actual: 2.54% [2025-11-22T03:12:50.317752] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 3.4s | Global ETA: 9m 40s [2025-11-22T03:12:50.318626] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:50.318708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:50.323445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:50.325834] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:50.326514] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:50.327240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:50.333944] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.30%, Actual: 0.30% [2025-11-22T03:12:50.334142] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 34.9503% [2025-11-22T03:12:50.334226] [INFO ] [main ] KNX: DISCARDED add_morning_followthrough_mag_T0 (score: 34.95%) [2025-11-22T03:12:50.334269] [INFO ] [main ] KNX: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:12:50.334327] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_morning_range_expansion'] [2025-11-22T03:12:50.334364] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:12:50.347398] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:50.348978] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:50.349044] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:50.353835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:50.355664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:50.356141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:50.356521] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:50.357438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:50.359812] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:50.464995] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -21.73%, Actual: 1.12% [2025-11-22T03:12:50.485616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:50.486489] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:50.487506] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:50.491845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:50.640867] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 1.54%, Actual: 10.95% [2025-11-22T03:12:50.641102] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 41.7216% [2025-11-22T03:12:50.641219] [INFO ] [main ] ACHR: DISCARDED add_pct_change (score: 41.72%) [2025-11-22T03:12:50.641266] [INFO ] [main ] ACHR: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:12:50.641303] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_preclose_acceleration_mag'] [2025-11-22T03:12:50.641341] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:50.643598] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 5.3s | Global ETA: 9m 40s [2025-11-22T03:12:50.644498] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:50.644563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:50.645253] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:50.646386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:50.648258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:50.648794] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:50.649868] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:50.651947] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:50.653037] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:50.653768] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:50.654699] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:50.655260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:50.656492] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:50.656576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:50.658524] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:50.659129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:50.659565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:50.662206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:50.709093] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:50.710606] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:50.711301] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:50.712326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:50.919004] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.14% | Symbol ETA: 2.8s | Global ETA: 9m 40s [2025-11-22T03:12:50.919968] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:50.920029] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:50.924842] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:50.927406] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:50.928183] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:50.928952] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.111059] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.54% | Symbol ETA: 20.9s | Global ETA: 9m 40s [2025-11-22T03:12:51.112038] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:51.112104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:51.116832] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.118602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:51.119085] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:51.119465] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:51.120320] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:51.122633] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:51.247195] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:51.247970] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:51.248955] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:51.253105] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.270930] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.23% | Symbol ETA: 4.7s | Global ETA: 9m 40s [2025-11-22T03:12:51.272042] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:51.272107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:51.272797] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:51.273921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.275687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:51.276171] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:51.277199] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:51.278836] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:51.279867] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:51.280529] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:51.281906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.324057] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.29% | Symbol ETA: 12.6s | Global ETA: 9m 40s [2025-11-22T03:12:51.325025] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:51.325092] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.326769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:51.327262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:51.327688] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:51.330124] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:51.374826] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:51.376302] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:51.376965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:51.378043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.514848] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 2.2s | Global ETA: 9m 40s [2025-11-22T03:12:51.515745] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:51.515805] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:51.520625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:51.523077] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:51.523777] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:51.524490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.874769] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.04% | Symbol ETA: 20.1s | Global ETA: 9m 40s [2025-11-22T03:12:51.875617] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:51.875702] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:51.880524] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.882311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:51.882790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:51.883170] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:51.884059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:51.886408] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:51.908118] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 4.0s | Global ETA: 9m 40s [2025-11-22T03:12:51.909009] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:51.909074] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:51.909756] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:51.910919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.912637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:51.913176] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:51.914232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:51.915838] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:51.916911] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:51.917607] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:51.919071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:51.984363] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.05% | Symbol ETA: 11.9s | Global ETA: 9m 40s [2025-11-22T03:12:51.985286] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:51.985351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:51.987115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:51.987668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:51.988101] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:51.990553] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:52.011433] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:52.012123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:52.013325] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:52.017467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:52.035855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:52.037132] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:52.037813] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:52.038839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:52.114540] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.39% | Symbol ETA: 1.6s | Global ETA: 9m 40s [2025-11-22T03:12:52.286465] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.75%, Actual: 0.10% [2025-11-22T03:12:52.455113] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 2.27% [2025-11-22T03:12:52.543796] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.00% | Symbol ETA: 3.4s | Global ETA: 9m 40s [2025-11-22T03:12:52.545800] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:52.545868] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:52.546608] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:52.547969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:52.549913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:52.550457] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:52.551727] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:52.553503] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:52.554632] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:52.555422] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:52.556955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:52.621953] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.98%, Actual: 0.15% [2025-11-22T03:12:52.638771] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.45% | Symbol ETA: 19.4s | Global ETA: 9m 40s [2025-11-22T03:12:52.639685] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:52.639753] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:52.640143] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.62% | Symbol ETA: 11.2s | Global ETA: 9m 40s [2025-11-22T03:12:52.641067] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:52.641135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:52.642790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:52.643260] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:52.643635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:52.644680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:52.646018] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:52.646431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:52.646930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:52.647343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:52.648305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:52.650751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:52.690334] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:52.691531] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:52.692162] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:52.693140] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:52.782141] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:52.783074] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:52.784158] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:52.788566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:52.791217] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.17%, Actual: 0.24% [2025-11-22T03:12:52.957747] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.61%, Actual: 0.09% [2025-11-22T03:12:53.125912] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.03%, Actual: 0.18% [2025-11-22T03:12:53.188901] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.81% | Symbol ETA: 2.8s | Global ETA: 9m 40s [2025-11-22T03:12:53.189789] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:53.189855] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:53.190524] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:53.191697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:53.193427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:53.193939] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:53.194974] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:53.196573] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:53.197630] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:53.198323] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:12:53.199712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:53.289752] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 3.81% | Symbol ETA: 10.5s | Global ETA: 9m 40s [2025-11-22T03:12:53.290599] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:53.291143] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:53.292035] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.31%, Actual: 0.35% [2025-11-22T03:12:53.292889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:53.293364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:53.293767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:53.296102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:53.342924] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:53.344217] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:53.344864] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:53.345861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:53.438569] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.56% | Symbol ETA: 18.6s | Global ETA: 9m 40s [2025-11-22T03:12:53.439873] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:53.439957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:53.444880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:53.446659] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:53.447139] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:53.447546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:53.448459] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:53.450911] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:53.464508] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.14%, Actual: 1.77% [2025-11-22T03:12:53.579523] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:53.580295] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:53.581337] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:53.585724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:53.633139] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.19% [2025-11-22T03:12:53.800075] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.39%, Actual: 0.22% [2025-11-22T03:12:53.800293] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 33.4002% [2025-11-22T03:12:53.800372] [INFO ] [main ] IRT: DISCARDED add_sma_ratio (score: 33.40%) [2025-11-22T03:12:53.800412] [INFO ] [main ] IRT: Testing feature 45/53: add_true_range [2025-11-22T03:12:53.800443] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_true_range'] [2025-11-22T03:12:53.800476] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:12:53.812594] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:53.813854] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:53.813915] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:53.814764] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 2.1s | Global ETA: 9m 40s [2025-11-22T03:12:53.818746] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:53.821330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:53.822043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:53.823909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:53.946679] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 2.54% | Symbol ETA: 9.9s | Global ETA: 9m 40s [2025-11-22T03:12:53.947576] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:53.947660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:53.949359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:53.949869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:53.950282] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:53.952673] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:53.989035] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 1.07%, Actual: 0.89% [2025-11-22T03:12:53.996962] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:53.998230] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:53.998873] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:53.999839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:54.163412] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.05%, Actual: 0.14% [2025-11-22T03:12:54.219885] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 17.9s | Global ETA: 9m 40s [2025-11-22T03:12:54.220814] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:54.220882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:54.225848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:54.227692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:54.228217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:54.228606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:54.229489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:54.231908] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:54.338534] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.49%, Actual: 1.31% [2025-11-22T03:12:54.362749] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:54.363518] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:54.364936] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:54.371765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:54.448892] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 7.1s | Global ETA: 9m 40s [2025-11-22T03:12:54.449836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:54.449898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:54.454738] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:54.457452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:54.458534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:54.460862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:54.512816] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.17%, Actual: 1.15% [2025-11-22T03:12:54.614747] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 7.92% | Symbol ETA: 9.2s | Global ETA: 9m 40s [2025-11-22T03:12:54.615935] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:54.616010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:54.618021] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:54.618589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:54.619029] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:54.621630] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:54.667278] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:54.668932] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:54.669614] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:54.670632] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:54.683540] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -0.48%, Actual: 0.91% [2025-11-22T03:12:54.881435] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.23%, Actual: 0.96% [2025-11-22T03:12:55.146772] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 0.54% [2025-11-22T03:12:55.189909] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.43% | Symbol ETA: 17.2s | Global ETA: 9m 41s [2025-11-22T03:12:55.190722] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.50% | Symbol ETA: 6.9s | Global ETA: 9m 41s [2025-11-22T03:12:55.191431] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:55.191527] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:55.192100] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:55.192187] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:55.199602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:55.200080] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:55.202630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:55.203480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:55.204126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:55.204221] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:55.205482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:55.205495] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:55.208355] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:55.209260] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:55.355678] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:55.357014] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:55.358477] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:55.365093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:55.393608] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.00%, Actual: 0.81% [2025-11-22T03:12:55.489367] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -1.84% | Symbol ETA: 8.6s | Global ETA: 9m 41s [2025-11-22T03:12:55.490741] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:55.490827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:55.493315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:55.494038] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:55.495076] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:55.498402] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:55.544367] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:55.545929] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:55.546603] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:55.547670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:55.593889] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.81%, Actual: 0.86% [2025-11-22T03:12:55.787977] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 1.17% [2025-11-22T03:12:55.788240] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 44.2290% [2025-11-22T03:12:55.788335] [INFO ] [main ] BIPC: DISCARDED add_signed_carry_history_11 (score: 44.23%) [2025-11-22T03:12:55.788379] [INFO ] [main ] BIPC: Testing feature 44/53: add_sma_ratio [2025-11-22T03:12:55.788414] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_sma_ratio'] [2025-11-22T03:12:55.788449] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:12:55.801264] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:55.802826] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:55.802892] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:55.803613] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:55.804830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:55.806697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:55.807203] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:55.808306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:55.809987] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:55.811072] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:55.811800] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:55.812530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:55.910407] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.32% | Symbol ETA: 6.3s | Global ETA: 9m 41s [2025-11-22T03:12:55.911346] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:55.911410] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:55.916671] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:55.919262] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:55.920002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:55.921768] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.080171] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.15% | Symbol ETA: 16.5s | Global ETA: 9m 41s [2025-11-22T03:12:56.081037] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:56.081160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:56.085891] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.087637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:56.088141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:56.088546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:56.089410] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:56.091767] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:56.171930] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 0.24% | Symbol ETA: 7.9s | Global ETA: 9m 41s [2025-11-22T03:12:56.172880] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:56.172945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.174665] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:56.175166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:56.175553] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:56.177957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:56.212268] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:56.213007] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:56.214003] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:56.219058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.222484] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:56.224027] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:56.224702] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:56.225713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.426999] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.60% | Symbol ETA: 7.4s | Global ETA: 9m 41s [2025-11-22T03:12:56.427920] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:56.427985] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:56.428685] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:56.429806] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.431527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:56.432034] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:56.433071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:56.434712] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:56.435744] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:56.436408] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:56.437138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.500765] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.23% | Symbol ETA: 5.4s | Global ETA: 9m 41s [2025-11-22T03:12:56.501633] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:56.501712] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:56.506403] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:56.508815] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:56.509494] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.511163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.821323] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.14% | Symbol ETA: 7.2s | Global ETA: 9m 41s [2025-11-22T03:12:56.822245] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:56.822309] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.823989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:56.824386] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 15.6s | Global ETA: 9m 41s [2025-11-22T03:12:56.824498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:56.824899] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:56.825282] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:56.825349] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:56.827325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:56.830156] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:56.831954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:56.832594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:56.833018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:56.833880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:56.836259] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:56.870341] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:56.871907] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:56.872554] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:56.873518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:56.959608] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:56.960472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:56.961470] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:56.965782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.048274] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 6.7s | Global ETA: 9m 41s [2025-11-22T03:12:57.049237] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:57.049301] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:57.050029] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:57.051245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:57.053129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:57.053634] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:57.054720] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:57.056444] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:57.057629] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:57.058376] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:57.059131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.103201] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.86% | Symbol ETA: 4.7s | Global ETA: 9m 41s [2025-11-22T03:12:57.104143] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:57.104207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:57.109383] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:57.111911] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:57.112639] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:57.117780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.474327] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.75% | Symbol ETA: 6.6s | Global ETA: 9m 41s [2025-11-22T03:12:57.580131] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.28% | Symbol ETA: 14.8s | Global ETA: 9m 41s [2025-11-22T03:12:57.581016] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:12:57.581084] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:57.585799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:57.587520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:57.588010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:57.588390] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:12:57.589233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:57.591534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:12:57.641079] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.29%, Actual: 9.70% [2025-11-22T03:12:57.674058] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 6.1s | Global ETA: 9m 41s [2025-11-22T03:12:57.674955] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:57.675020] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:57.675710] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:57.676852] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:57.678634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:57.679149] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:57.680181] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:57.681793] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:57.682830] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:57.683494] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:57.684251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.702901] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.95% | Symbol ETA: 4.0s | Global ETA: 9m 41s [2025-11-22T03:12:57.703802] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:57.703863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:57.708606] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:57.711006] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:57.711706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:57.712612] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:57.713346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.713455] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:12:57.714442] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:12:57.718729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:57.807481] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.05%, Actual: 1.08% [2025-11-22T03:12:57.974385] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.62%, Actual: 1.68% [2025-11-22T03:12:58.141314] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 3.81%, Actual: 2.41% [2025-11-22T03:12:58.291964] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.52% | Symbol ETA: 5.5s | Global ETA: 9m 41s [2025-11-22T03:12:58.292873] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:58.292937] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:58.293611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:58.294772] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:58.296866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:58.297356] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:58.298449] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:58.300121] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:58.301184] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:58.301878] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:58.302592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:58.304457] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.58% | Symbol ETA: 3.3s | Global ETA: 9m 41s [2025-11-22T03:12:58.305435] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:58.305499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:58.310463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:58.311465] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 2.54%, Actual: 6.36% [2025-11-22T03:12:58.313011] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:58.313742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:58.315512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:58.326207] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.15% | Symbol ETA: 14.0s | Global ETA: 9m 41s [2025-11-22T03:12:58.480193] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 7.92%, Actual: 0.66% [2025-11-22T03:12:58.549160] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.54%, Actual: 2.74% [2025-11-22T03:12:58.654137] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -1.84%, Actual: 5.35% [2025-11-22T03:12:58.715380] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.04%, Actual: 1.50% [2025-11-22T03:12:58.822805] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 0.24%, Actual: 2.54% [2025-11-22T03:12:58.882483] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.45%, Actual: 0.31% [2025-11-22T03:12:58.901532] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 1.04% | Symbol ETA: 4.8s | Global ETA: 9m 41s [2025-11-22T03:12:58.902433] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:58.902497] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:58.903190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:58.904333] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:58.906086] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:58.906571] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:58.907616] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:58.909237] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:58.910270] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:58.910959] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:58.911690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:58.920169] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.00% | Symbol ETA: 2.7s | Global ETA: 9m 41s [2025-11-22T03:12:58.921118] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:58.921183] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:58.926171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:58.928775] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:58.929506] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:58.931267] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:58.986222] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.14%, Actual: 1.12% [2025-11-22T03:12:59.046922] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.56%, Actual: 0.15% [2025-11-22T03:12:59.150749] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.75%, Actual: 10.95% [2025-11-22T03:12:59.150952] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 43.3416% [2025-11-22T03:12:59.151046] [INFO ] [main ] ACHR: DISCARDED add_preclose_acceleration_mag (score: 43.34%) [2025-11-22T03:12:59.151089] [INFO ] [main ] ACHR: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:12:59.151120] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_prev_1100_to_open'] [2025-11-22T03:12:59.151155] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:12:59.163270] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:12:59.164514] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:59.164576] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:59.166264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:59.166785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:59.167171] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:59.169543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:59.213349] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:59.213287] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 2.90% [2025-11-22T03:12:59.214550] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:59.215210] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:12:59.215901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:59.378905] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.43%, Actual: 2.48% [2025-11-22T03:12:59.517303] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 2.0s | Global ETA: 9m 41s [2025-11-22T03:12:59.518219] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:12:59.518280] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:12:59.519174] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.74% | Symbol ETA: 4.2s | Global ETA: 9m 41s [2025-11-22T03:12:59.520096] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:59.520166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:12:59.520900] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:59.522091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:59.523012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:59.523933] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:12:59.524436] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:12:59.525378] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:12:59.525499] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:12:59.526081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:59.527174] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:12:59.527775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:59.528318] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:12:59.529039] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:12:59.529801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:59.545728] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.15%, Actual: 2.22% [2025-11-22T03:12:59.714768] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.25%, Actual: 2.92% [2025-11-22T03:12:59.808670] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.76% | Symbol ETA: 12.0s | Global ETA: 9m 41s [2025-11-22T03:12:59.809543] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:12:59.809606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:12:59.811256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:12:59.811742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:12:59.812127] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:12:59.814465] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:12:59.858573] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:12:59.860115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:12:59.860756] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:12:59.861419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:12:59.883637] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.28%, Actual: 1.78% [2025-11-22T03:13:00.053672] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.15%, Actual: 0.30% [2025-11-22T03:13:00.053891] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 34.4239% [2025-11-22T03:13:00.054008] [INFO ] [main ] KNX: DISCARDED add_morning_range_expansion (score: 34.42%) [2025-11-22T03:13:00.054059] [INFO ] [main ] KNX: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:13:00.054114] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_open_11_elasticity'] [2025-11-22T03:13:00.054153] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:00.066818] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:00.068396] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:00.068463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:00.073393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:00.075213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:00.075741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:00.076158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:00.077026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:00.079414] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:00.110554] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.32% | Symbol ETA: 1.4s | Global ETA: 9m 41s [2025-11-22T03:13:00.127863] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 2.24% | Symbol ETA: 3.6s | Global ETA: 9m 41s [2025-11-22T03:13:00.128755] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:00.128820] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:00.129499] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:00.130638] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:00.132387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:00.132897] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:00.134275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:00.136191] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:00.137220] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:00.137924] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:13:00.138664] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:00.222013] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:00.222909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:00.223908] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:00.225232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:00.284218] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.42%, Actual: 0.10% [2025-11-22T03:13:00.461690] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 2.27% [2025-11-22T03:13:00.468654] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.01% | Symbol ETA: 11.5s | Global ETA: 9m 41s [2025-11-22T03:13:00.469529] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:00.469593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:00.471366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:00.471856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:00.472298] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:00.474711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:00.520813] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:00.522143] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:00.522884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:00.523579] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:00.639079] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.32%, Actual: 0.15% [2025-11-22T03:13:00.845298] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.23%, Actual: 0.24% [2025-11-22T03:13:00.949023] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 3.0s | Global ETA: 9m 41s [2025-11-22T03:13:00.949915] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:00.949979] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:00.950664] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:00.951826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:00.953570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:00.954071] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:00.955120] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:00.956758] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:00.957858] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:00.958525] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:13:00.959242] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:01.035155] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.86%, Actual: 0.09% [2025-11-22T03:13:01.050308] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -3.55% | Symbol ETA: 22.1s | Global ETA: 9m 41s [2025-11-22T03:13:01.051254] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:01.051324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:01.062504] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:01.064508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:01.068233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:01.068723] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:01.069607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:01.075382] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:01.206548] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.95%, Actual: 0.18% [2025-11-22T03:13:01.287255] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:01.288260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:01.289268] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:01.290455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:01.378128] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.58%, Actual: 0.35% [2025-11-22T03:13:01.490696] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.51% | Symbol ETA: 11.7s | Global ETA: 9m 41s [2025-11-22T03:13:01.491621] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:01.491703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:01.493385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:01.493892] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:01.494273] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:01.500674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:01.553560] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:01.555041] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:01.555726] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:01.556414] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:01.575866] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.00%, Actual: 1.77% [2025-11-22T03:13:01.582851] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -2.41% | Symbol ETA: 2.4s | Global ETA: 9m 41s [2025-11-22T03:13:01.583746] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:01.583810] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:01.584476] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:01.585620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:01.587390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:01.589104] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:01.592384] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:01.594092] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:01.595188] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:01.595890] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:13:01.596609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:01.763807] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.19% [2025-11-22T03:13:01.943016] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.32%, Actual: 0.22% [2025-11-22T03:13:01.943249] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 31.6773% [2025-11-22T03:13:01.943342] [INFO ] [main ] IRT: DISCARDED add_true_range (score: 31.68%) [2025-11-22T03:13:01.943384] [INFO ] [main ] IRT: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:13:01.943417] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_vol_of_vol'] [2025-11-22T03:13:01.943453] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:01.955888] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:01.957199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:01.957262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:01.957932] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 5.19% | Symbol ETA: 20.8s | Global ETA: 9m 41s [2025-11-22T03:13:01.958838] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:01.958905] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:01.962158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:01.963706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:01.964610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:01.965321] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:01.965484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:01.965995] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:01.966755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:01.967617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:01.966475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:01.969995] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:02.096690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:02.097823] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:02.098899] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:02.100163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:02.166250] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 1.57% | Symbol ETA: 10.7s | Global ETA: 9m 41s [2025-11-22T03:13:02.167135] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:02.167203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:02.168872] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:02.169338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:02.169741] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:02.172070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:02.206117] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.29% | Symbol ETA: 1.7s | Global ETA: 9m 41s [2025-11-22T03:13:02.215302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:02.216525] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:02.217169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:02.217887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:02.386975] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.60%, Actual: 0.89% [2025-11-22T03:13:02.550255] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.06% | Symbol ETA: 6.6s | Global ETA: 9m 41s [2025-11-22T03:13:02.551185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:02.551251] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:02.556057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:02.564029] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:02.564680] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 0.14% [2025-11-22T03:13:02.565079] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:02.566721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:02.728022] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.35% | Symbol ETA: 19.5s | Global ETA: 9m 41s [2025-11-22T03:13:02.728959] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:02.729027] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:02.733977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:02.735821] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:02.736387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:02.736841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:02.737788] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:02.740214] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:02.742272] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 1.31% [2025-11-22T03:13:02.834055] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 3.38% | Symbol ETA: 9.9s | Global ETA: 9m 41s [2025-11-22T03:13:02.835020] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:02.835085] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:02.836834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:02.837340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:02.837800] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:02.840190] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:02.869173] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:02.870100] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:02.871156] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:02.872407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:02.884230] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:02.885750] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:02.886410] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:02.887131] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:02.915944] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.52%, Actual: 1.15% [2025-11-22T03:13:03.096564] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 1.04%, Actual: 0.91% [2025-11-22T03:13:03.152773] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 6.1s | Global ETA: 9m 41s [2025-11-22T03:13:03.153672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:03.153734] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:03.158702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:03.161061] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:03.161759] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:03.162871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:03.271140] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.74%, Actual: 0.96% [2025-11-22T03:13:03.444942] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 2.24%, Actual: 0.54% [2025-11-22T03:13:03.481619] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -2.38% | Symbol ETA: 9.1s | Global ETA: 9m 41s [2025-11-22T03:13:03.482521] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:03.482585] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:03.484229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:03.484734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:03.485116] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:03.487490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:03.499635] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.29% | Symbol ETA: 18.4s | Global ETA: 9m 41s [2025-11-22T03:13:03.500573] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:03.500638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:03.505491] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:03.507306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:03.507864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:03.508260] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:03.509133] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:03.511509] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:03.530551] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:03.531977] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:03.532597] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:03.533288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:03.617052] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.69%, Actual: 0.81% [2025-11-22T03:13:03.636706] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:03.637607] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:03.638676] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:03.639893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:03.741926] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.48% | Symbol ETA: 5.4s | Global ETA: 9m 41s [2025-11-22T03:13:03.742821] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:03.742882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:03.747596] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:03.749976] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:03.750670] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:03.751761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:03.786796] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -2.41%, Actual: 0.86% [2025-11-22T03:13:03.983308] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.29%, Actual: 1.17% [2025-11-22T03:13:03.983565] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 50.6136% [2025-11-22T03:13:03.983720] [INFO ] [main ] BIPC: DISCARDED add_sma_ratio (score: 50.61%) [2025-11-22T03:13:03.983785] [INFO ] [main ] BIPC: Testing feature 45/53: add_true_range [2025-11-22T03:13:03.983837] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range'] [2025-11-22T03:13:03.983888] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:03.997706] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:03.999247] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:03.999322] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:04.000139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:04.001500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:04.003516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:04.004074] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:04.005277] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:04.007979] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:04.009639] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:04.010376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.122511] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 0.44% | Symbol ETA: 8.4s | Global ETA: 9m 41s [2025-11-22T03:13:04.123772] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:04.123835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:04.125465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:04.125963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:04.126341] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:04.128713] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:04.172564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:04.173840] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:04.174463] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:04.175138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.272933] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 17.5s | Global ETA: 9m 41s [2025-11-22T03:13:04.273877] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:04.273942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:04.278676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:04.280389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:04.280888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:04.281270] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:04.282105] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:04.284442] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:04.336920] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.45% | Symbol ETA: 4.8s | Global ETA: 9m 41s [2025-11-22T03:13:04.337850] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:04.337919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:04.342719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:04.345136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:04.345874] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:04.346986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.407343] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:04.408153] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:04.409167] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:04.410319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.635831] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.40% | Symbol ETA: 7.2s | Global ETA: 9m 41s [2025-11-22T03:13:04.636806] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:04.636872] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:04.637631] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:04.638823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:04.640735] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:04.641239] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:04.642385] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:04.644104] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:04.645199] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:04.645930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.772715] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 9.57% | Symbol ETA: 7.6s | Global ETA: 9m 41s [2025-11-22T03:13:04.773620] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:04.773703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:04.775358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:04.775893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:04.776287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:04.778778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:04.823881] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:04.825139] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:04.825829] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:04.826503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:04.991390] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.23% | Symbol ETA: 4.3s | Global ETA: 9m 41s [2025-11-22T03:13:04.992282] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:04.992343] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:04.997081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:04.999506] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:05.000201] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:05.001287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.023667] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.89% | Symbol ETA: 16.6s | Global ETA: 9m 41s [2025-11-22T03:13:05.024534] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:05.024599] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:05.029446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:05.031184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:05.031673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:05.032060] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:05.032907] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:05.035270] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:05.159162] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:05.159977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:05.161047] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:05.162235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.257141] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 6.5s | Global ETA: 9m 41s [2025-11-22T03:13:05.258102] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:05.258168] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:05.258900] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:05.260060] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:05.261860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:05.262343] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:05.263425] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:05.265041] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:05.266074] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:05.266769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.424478] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.99% | Symbol ETA: 6.9s | Global ETA: 9m 42s [2025-11-22T03:13:05.425359] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:05.425422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:05.427090] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:05.427581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:05.427982] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:05.430347] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:05.473934] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:05.475129] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:05.475801] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:13:05.476466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.589410] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.61% | Symbol ETA: 3.7s | Global ETA: 9m 42s [2025-11-22T03:13:05.590325] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:05.590399] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:05.595197] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:05.597664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:05.598378] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:05.599516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.788101] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.11% | Symbol ETA: 15.7s | Global ETA: 9m 42s [2025-11-22T03:13:05.789021] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:05.789412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:05.794290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:05.796004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:05.796478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:05.796876] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:05.797767] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:05.800151] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:05.874999] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 5.9s | Global ETA: 9m 42s [2025-11-22T03:13:05.875927] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:05.876006] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:05.876745] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:05.878023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:05.879880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:05.880739] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:05.881817] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:05.883502] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:05.884930] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:05.885636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:05.926546] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:05.927463] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:05.928488] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:05.929712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:06.075938] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.40% | Symbol ETA: 6.2s | Global ETA: 9m 42s [2025-11-22T03:13:06.203424] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 3.1s | Global ETA: 9m 42s [2025-11-22T03:13:06.204801] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:06.204863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:06.209979] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:06.212498] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:06.213216] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:06.214376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:06.243637] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.76%, Actual: 9.70% [2025-11-22T03:13:06.410950] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.01%, Actual: 1.08% [2025-11-22T03:13:06.493425] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.88% | Symbol ETA: 5.2s | Global ETA: 9m 42s [2025-11-22T03:13:06.494333] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:06.494398] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:06.495085] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:06.496222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:06.497957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:06.498462] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:06.499496] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:06.501111] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:06.502153] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:06.502845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:06.539366] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.01% | Symbol ETA: 14.9s | Global ETA: 9m 42s [2025-11-22T03:13:06.540256] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:06.540322] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:06.545013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:06.546721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:06.547199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:06.547603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:06.548447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:06.550740] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:06.577633] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.51%, Actual: 1.68% [2025-11-22T03:13:06.670878] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:06.671743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:06.672734] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:06.673902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:06.743851] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 1.57%, Actual: 2.41% [2025-11-22T03:13:06.811289] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.93% | Symbol ETA: 2.5s | Global ETA: 9m 42s [2025-11-22T03:13:06.812185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:06.812248] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:06.817048] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:06.819542] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:06.820299] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:06.821398] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:06.910173] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 3.38%, Actual: 6.36% [2025-11-22T03:13:07.077621] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -2.38%, Actual: 0.66% [2025-11-22T03:13:07.107378] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.00% | Symbol ETA: 4.6s | Global ETA: 9m 42s [2025-11-22T03:13:07.108354] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:07.108439] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:07.109187] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:07.110376] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:07.112199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:07.112709] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:07.113825] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:07.115510] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:07.116581] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:07.117302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:07.245035] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 0.44%, Actual: 5.35% [2025-11-22T03:13:07.284829] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.17% | Symbol ETA: 14.1s | Global ETA: 9m 42s [2025-11-22T03:13:07.285768] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:07.285833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:07.290668] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:07.292367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:07.292865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:07.293263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:07.294129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:07.296454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:07.412579] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 9.57%, Actual: 2.54% [2025-11-22T03:13:07.415054] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.17% | Symbol ETA: 1.9s | Global ETA: 9m 42s [2025-11-22T03:13:07.415958] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:07.416021] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:07.417709] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:07.418543] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:07.419532] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:13:07.420713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:07.420881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:07.423275] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:07.423994] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:07.425119] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:07.579122] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.99%, Actual: 1.12% [2025-11-22T03:13:07.731590] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.99% | Symbol ETA: 4.0s | Global ETA: 9m 42s [2025-11-22T03:13:07.732486] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:07.732551] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:07.733244] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:07.734378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:07.736112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:07.736592] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:07.737687] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:07.739412] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:07.740526] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:07.741221] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:07.747337] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.40%, Actual: 10.95% [2025-11-22T03:13:07.747544] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.6845% [2025-11-22T03:13:07.747635] [INFO ] [main ] ACHR: DISCARDED add_prev_1100_to_open (score: 38.68%) [2025-11-22T03:13:07.747699] [INFO ] [main ] ACHR: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:13:07.747733] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_prev_close_to_1100'] [2025-11-22T03:13:07.747767] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:07.760212] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:07.761671] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:07.761734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:07.763403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:07.763932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:07.764330] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:07.766754] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:07.810589] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:07.811832] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:07.812491] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:07.813191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:08.027602] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.40% | Symbol ETA: 1.3s | Global ETA: 9m 42s [2025-11-22T03:13:08.032223] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.69% | Symbol ETA: 13.3s | Global ETA: 9m 42s [2025-11-22T03:13:08.200570] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.06%, Actual: 0.10% [2025-11-22T03:13:08.201126] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -3.55%, Actual: 2.74% [2025-11-22T03:13:08.346476] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 3.4s | Global ETA: 9m 42s [2025-11-22T03:13:08.347521] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:08.347585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:08.348267] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:08.349417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:08.351176] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:08.351665] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:08.352738] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:08.354362] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:08.355428] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:08.356122] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:08.368798] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 5.19%, Actual: 1.50% [2025-11-22T03:13:08.372687] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 2.27% [2025-11-22T03:13:08.417302] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -4.87% | Symbol ETA: 11.7s | Global ETA: 9m 42s [2025-11-22T03:13:08.418225] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:08.418298] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:08.420047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:08.420871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:08.421252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:08.423583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:08.468476] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:08.469781] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:08.470412] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:08.471103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:08.539854] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.35%, Actual: 0.31% [2025-11-22T03:13:08.550195] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.48%, Actual: 0.15% [2025-11-22T03:13:08.707795] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.29%, Actual: 0.15% [2025-11-22T03:13:08.721776] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 0.24% [2025-11-22T03:13:08.874520] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 2.90% [2025-11-22T03:13:08.898003] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.23%, Actual: 0.09% [2025-11-22T03:13:08.964855] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.05% | Symbol ETA: 2.7s | Global ETA: 9m 42s [2025-11-22T03:13:08.965777] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:08.965841] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:08.966508] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:08.967689] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:08.969467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:08.969962] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:08.971040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:08.972661] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:08.973705] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:08.974367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:09.042413] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.89%, Actual: 2.48% [2025-11-22T03:13:09.071090] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.61%, Actual: 0.18% [2025-11-22T03:13:09.077499] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 3.16% | Symbol ETA: 11.1s | Global ETA: 9m 42s [2025-11-22T03:13:09.078409] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:09.078473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:09.080167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:09.080638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:09.081042] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:09.083449] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:09.128061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:09.129309] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:09.129964] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:09.130683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:09.215477] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.11%, Actual: 2.22% [2025-11-22T03:13:09.243918] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.39%, Actual: 0.35% [2025-11-22T03:13:09.380850] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.01%, Actual: 2.92% [2025-11-22T03:13:09.413231] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.93%, Actual: 1.77% [2025-11-22T03:13:09.548380] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.17%, Actual: 1.78% [2025-11-22T03:13:09.572587] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.50% | Symbol ETA: 2.1s | Global ETA: 9m 42s [2025-11-22T03:13:09.573525] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:09.573589] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:09.574285] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:09.575453] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:09.577256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:09.577786] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:09.578831] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:09.580522] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:09.581570] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:09.582268] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:09.584342] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.17%, Actual: 0.19% [2025-11-22T03:13:09.715431] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.69%, Actual: 0.30% [2025-11-22T03:13:09.715625] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 31.3625% [2025-11-22T03:13:09.715727] [INFO ] [main ] KNX: DISCARDED add_open_11_elasticity (score: 31.36%) [2025-11-22T03:13:09.715772] [INFO ] [main ] KNX: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:13:09.715804] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_open_reversal_intensity'] [2025-11-22T03:13:09.715840] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:09.729537] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:09.730130] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.06% | Symbol ETA: 10.4s | Global ETA: 9m 42s [2025-11-22T03:13:09.731006] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:09.731047] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:09.731072] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:09.731113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:09.732758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:09.733234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:09.733672] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:09.735897] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:09.736053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:09.737717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:09.738198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:09.738577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:09.739422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:09.741755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:09.754016] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.40%, Actual: 0.22% [2025-11-22T03:13:09.754216] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 45.0356% [2025-11-22T03:13:09.754794] [INFO ] [main ] IRT: DISCARDED add_vol_of_vol (score: 45.04%) [2025-11-22T03:13:09.754847] [INFO ] [main ] IRT: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:13:09.754880] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_volatility_decay_ratio'] [2025-11-22T03:13:09.754914] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:09.767022] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:09.768290] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:09.768351] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:09.773184] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:09.775596] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:09.776297] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:09.777481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:09.782302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:09.783634] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:09.784304] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:09.785016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:09.867187] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:09.867993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:09.869407] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:09.870717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:10.183521] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.68% | Symbol ETA: 1.5s | Global ETA: 9m 42s [2025-11-22T03:13:10.355789] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.89% [2025-11-22T03:13:10.368478] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.96% | Symbol ETA: 6.4s | Global ETA: 9m 42s [2025-11-22T03:13:10.369367] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:10.369428] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:10.374197] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:10.376665] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:10.377344] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:10.378488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:10.390485] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.83% | Symbol ETA: 9.8s | Global ETA: 9m 42s [2025-11-22T03:13:10.391376] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:10.391440] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:10.393116] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:10.393589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:10.393990] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:10.396373] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:10.441532] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:10.442860] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:10.443490] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:10.444225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:10.495242] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.17% | Symbol ETA: 19.1s | Global ETA: 9m 42s [2025-11-22T03:13:10.496171] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:10.496237] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:10.501022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:10.502846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:10.503335] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:10.503766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:10.504602] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:10.507008] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:10.522713] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.14% [2025-11-22T03:13:10.632065] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:10.632947] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:10.633941] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:10.635227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:10.688766] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.31% [2025-11-22T03:13:10.856321] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 1.15% [2025-11-22T03:13:10.971973] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 5.8s | Global ETA: 9m 42s [2025-11-22T03:13:10.972867] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:10.972927] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:10.977672] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:10.980041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:10.980755] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:10.981881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.021135] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.91% [2025-11-22T03:13:11.046681] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.45% | Symbol ETA: 9.1s | Global ETA: 9m 42s [2025-11-22T03:13:11.047583] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:11.047667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:11.049278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:11.049780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:11.050160] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:11.052499] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:11.097910] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:11.099233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:11.099916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:11.100602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.188584] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 0.96% [2025-11-22T03:13:11.242522] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.78% | Symbol ETA: 18.2s | Global ETA: 9m 42s [2025-11-22T03:13:11.243421] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:11.243484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:11.248211] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:11.249929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:11.250421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:11.250824] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:11.251666] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:11.253992] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:11.378601] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:11.379507] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:11.380487] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:11.381779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.411709] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.54% [2025-11-22T03:13:11.567583] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.64% | Symbol ETA: 5.2s | Global ETA: 9m 42s [2025-11-22T03:13:11.568537] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:11.568610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:11.573611] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:11.576134] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:11.576869] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:11.578075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.580216] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 0.81% [2025-11-22T03:13:11.703107] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.55% | Symbol ETA: 8.5s | Global ETA: 9m 42s [2025-11-22T03:13:11.704066] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:11.704131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:11.705825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:11.706381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:11.706791] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:11.709152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:11.748406] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 0.86% [2025-11-22T03:13:11.754379] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:11.755714] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:11.756361] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:11.757069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.917714] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.68%, Actual: 1.17% [2025-11-22T03:13:11.917937] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 67.4946% [2025-11-22T03:13:11.918056] [INFO ] [main ] BIPC: KEPT add_true_range (score: 67.49%) [2025-11-22T03:13:11.918098] [INFO ] [main ] BIPC: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:13:11.918132] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vol_of_vol'] [2025-11-22T03:13:11.918167] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:11.930131] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:11.931560] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:11.931626] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:11.932360] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:11.933563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:11.935370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:11.935866] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:11.936924] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:11.938594] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:11.939677] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:11.940345] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:11.941427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:11.993136] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.93% | Symbol ETA: 17.5s | Global ETA: 9m 42s [2025-11-22T03:13:11.994020] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:11.994085] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:11.998816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:12.000533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:12.001027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:12.001411] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:12.002251] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:12.004632] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:12.128213] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:12.128990] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:12.130002] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:12.131253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:12.169279] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.25% | Symbol ETA: 4.6s | Global ETA: 9m 42s [2025-11-22T03:13:12.170174] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:12.170236] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:12.174970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:12.177341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:12.178071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:12.181774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:12.363601] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.59% | Symbol ETA: 7.8s | Global ETA: 9m 42s [2025-11-22T03:13:12.364527] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:12.364591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:12.366348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:12.366868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:12.367257] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:12.369799] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:12.415624] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:12.416943] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:12.417620] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:12.418321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:12.538558] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.01% | Symbol ETA: 6.7s | Global ETA: 9m 42s [2025-11-22T03:13:12.539495] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:12.539569] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:12.540257] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:12.541398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:12.543199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:12.543715] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:12.544756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:12.546372] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:12.547447] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:12.548141] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:12.549255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:12.758767] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.33% | Symbol ETA: 16.7s | Global ETA: 9m 42s [2025-11-22T03:13:12.759705] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:12.759771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:12.764482] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:12.766253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:12.766755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:12.767139] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:12.768144] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:12.770618] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:12.789141] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 4.0s | Global ETA: 9m 42s [2025-11-22T03:13:12.790075] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:12.790136] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:12.794879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:12.797333] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:12.798061] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:12.799216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:12.902044] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:12.902870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:12.903896] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:12.905288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.021575] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 7.42% | Symbol ETA: 7.1s | Global ETA: 9m 42s [2025-11-22T03:13:13.022468] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:13.022532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:13.024165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:13.024631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:13.025059] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:13.027393] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:13.070431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:13.071672] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:13.072299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:13.072979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.158049] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.79% | Symbol ETA: 6.1s | Global ETA: 9m 42s [2025-11-22T03:13:13.158956] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:13.159022] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:13.159711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:13.160833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:13.162553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:13.163056] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:13.164090] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:13.165699] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:13.166741] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:13.167817] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:13.168888] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.381897] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 3.4s | Global ETA: 9m 42s [2025-11-22T03:13:13.383269] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:13.383333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:13.389046] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:13.391750] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:13.392512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:13.393756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.532462] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.20% | Symbol ETA: 16.0s | Global ETA: 9m 42s [2025-11-22T03:13:13.533391] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:13.533458] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:13.538620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:13.540441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:13.540949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:13.541352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:13.542591] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:13.545117] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:13.669602] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.63% | Symbol ETA: 6.5s | Global ETA: 9m 42s [2025-11-22T03:13:13.669996] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:13.670493] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:13.670557] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:13.670967] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:13.671994] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:13.672203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:13.672708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:13.673086] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:13.673343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.675416] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:13.718777] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:13.720019] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:13.720684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:13.721353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.775361] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 5.5s | Global ETA: 9m 42s [2025-11-22T03:13:13.776264] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:13.776338] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:13.777026] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:13.778175] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:13.779924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:13.780415] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:13.781439] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:13.783066] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:13.784136] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:13.784842] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:13.785911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:13.986995] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.85% | Symbol ETA: 2.8s | Global ETA: 9m 42s [2025-11-22T03:13:13.987909] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:13.987971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:13.993424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:13.996130] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:13.996900] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:13.998263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:14.291520] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.26% | Symbol ETA: 15.2s | Global ETA: 9m 42s [2025-11-22T03:13:14.292425] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:14.292491] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:14.297194] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:14.298977] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:14.299457] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:14.299868] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:14.300714] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:14.303025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:14.321159] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.55% | Symbol ETA: 5.8s | Global ETA: 9m 42s [2025-11-22T03:13:14.388871] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.92% | Symbol ETA: 4.9s | Global ETA: 9m 42s [2025-11-22T03:13:14.389774] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:14.389839] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:14.390503] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:14.391653] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:14.393382] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:14.393890] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:14.394933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:14.396610] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:14.397758] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:14.398431] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:14.399541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:14.425229] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:14.426126] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:14.427127] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:14.428451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:14.488449] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -4.87%, Actual: 9.70% [2025-11-22T03:13:14.595959] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.82% | Symbol ETA: 2.2s | Global ETA: 9m 42s [2025-11-22T03:13:14.596840] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:14.596901] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:14.601630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:14.604035] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:14.604747] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:14.605879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:14.655804] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 3.16%, Actual: 1.08% [2025-11-22T03:13:14.824132] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.06%, Actual: 1.68% [2025-11-22T03:13:14.990349] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.83%, Actual: 2.41% [2025-11-22T03:13:15.001040] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 4.3s | Global ETA: 9m 42s [2025-11-22T03:13:15.001950] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:15.002018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:15.002730] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:15.003919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:15.005771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:15.006288] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:15.007363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:15.009098] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:15.010212] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:15.010936] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:15.012029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:15.043992] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 0.88% | Symbol ETA: 14.5s | Global ETA: 9m 42s [2025-11-22T03:13:15.044939] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:15.045014] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:15.049874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:15.051730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:15.052207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:15.052592] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:15.053445] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:15.055758] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:15.158306] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.45%, Actual: 6.36% [2025-11-22T03:13:15.178535] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:15.179368] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:15.180412] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:15.181723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:15.190991] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.60% | Symbol ETA: 1.6s | Global ETA: 9m 42s [2025-11-22T03:13:15.191910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:15.191975] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:15.196957] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:15.199527] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:15.200253] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:15.201466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:15.327350] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.55%, Actual: 0.66% [2025-11-22T03:13:15.497896] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.59%, Actual: 5.35% [2025-11-22T03:13:15.620925] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: 0.45% | Symbol ETA: 3.7s | Global ETA: 9m 42s [2025-11-22T03:13:15.622609] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:15.622710] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:15.623377] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:15.624560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:15.626376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:15.626882] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:15.627934] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:15.629539] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:15.630580] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:15.631257] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:15.632318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:15.666231] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 7.42%, Actual: 2.54% [2025-11-22T03:13:15.794730] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 13.7s | Global ETA: 9m 43s [2025-11-22T03:13:15.795582] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:15.795667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:15.800405] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:15.802177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:15.802692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:15.803080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:15.803922] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:15.806247] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:15.816747] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.22% | Symbol ETA: 1.0s | Global ETA: 9m 43s [2025-11-22T03:13:15.834492] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.63%, Actual: 1.12% [2025-11-22T03:13:15.928978] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:15.929977] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:15.930980] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:15.932321] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:15.983817] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.96%, Actual: 0.10% [2025-11-22T03:13:16.003539] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.55%, Actual: 10.95% [2025-11-22T03:13:16.003960] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.6247% [2025-11-22T03:13:16.004055] [INFO ] [main ] ACHR: DISCARDED add_prev_close_to_1100 (score: 38.62%) [2025-11-22T03:13:16.004097] [INFO ] [main ] ACHR: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:13:16.004130] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_prev_close_to_open'] [2025-11-22T03:13:16.004165] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:16.018000] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:16.019360] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:16.019423] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:16.021315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:16.021839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:16.022218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:16.024612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:16.069098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:16.070570] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:16.071230] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:16.071933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:16.149876] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.05%, Actual: 2.27% [2025-11-22T03:13:16.237453] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 3.1s | Global ETA: 9m 43s [2025-11-22T03:13:16.238339] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:16.238405] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:16.239098] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:16.240273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:16.242034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:16.242570] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:16.243593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:16.245198] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:16.246236] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:16.246923] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:16.248393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:16.318185] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.64%, Actual: 0.15% [2025-11-22T03:13:16.484737] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.25%, Actual: 0.24% [2025-11-22T03:13:16.536884] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 12.9s | Global ETA: 9m 43s [2025-11-22T03:13:16.537849] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:16.537917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:16.542823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:16.544794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:16.545332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:16.545739] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:16.546584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:16.549006] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:16.656219] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.09% [2025-11-22T03:13:16.669057] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -12.35% | Symbol ETA: 11.0s | Global ETA: 9m 43s [2025-11-22T03:13:16.670268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:16.670226] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:16.670331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:16.671063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:16.671984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:16.672061] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:13:16.672449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:16.672874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:16.673351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:16.675240] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:16.719011] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:16.720258] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:16.720913] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:16.721582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:16.834157] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 0.18% [2025-11-22T03:13:16.847984] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 2.5s | Global ETA: 9m 43s [2025-11-22T03:13:16.848885] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:16.848950] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:16.849668] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:16.850833] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:16.852590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:16.853097] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:16.854125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:16.855748] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:16.856781] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:16.857458] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:16.858529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:17.002427] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.85%, Actual: 0.35% [2025-11-22T03:13:17.170138] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.82%, Actual: 1.77% [2025-11-22T03:13:17.284073] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 2.73% | Symbol ETA: 12.2s | Global ETA: 9m 43s [2025-11-22T03:13:17.328574] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 10.4s | Global ETA: 9m 43s [2025-11-22T03:13:17.329528] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:17.329593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:17.331242] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:17.331781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:17.332179] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:17.334575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:17.337293] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.60%, Actual: 0.19% [2025-11-22T03:13:17.379958] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:17.381244] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:17.381900] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:17.382576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:17.450635] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.17%, Actual: 2.74% [2025-11-22T03:13:17.456998] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.60% | Symbol ETA: 1.8s | Global ETA: 9m 43s [2025-11-22T03:13:17.457921] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:17.457986] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:17.458706] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:17.459871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:17.461574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:17.462078] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:17.463109] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:17.464712] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:17.465774] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:17.466439] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:17.467560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:17.505430] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.22%, Actual: 0.22% [2025-11-22T03:13:17.505662] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 44.5641% [2025-11-22T03:13:17.505750] [INFO ] [main ] IRT: DISCARDED add_volatility_decay_ratio (score: 44.56%) [2025-11-22T03:13:17.505793] [INFO ] [main ] IRT: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:13:17.505826] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:13:17.505861] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:17.517832] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:17.519281] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:17.520033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:17.527639] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:17.531982] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:17.532696] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:17.534377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:17.534880] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:17.535990] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:17.538043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:17.622307] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.78%, Actual: 1.50% [2025-11-22T03:13:17.797802] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.93%, Actual: 0.31% [2025-11-22T03:13:17.973097] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.33%, Actual: 0.15% [2025-11-22T03:13:18.012875] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.73% | Symbol ETA: 9.8s | Global ETA: 9m 43s [2025-11-22T03:13:18.013908] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:18.014018] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:18.015838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:18.016337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:18.016856] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:18.019536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:18.069692] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:18.071305] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:18.072045] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:18.072810] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:18.074980] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 3.94% | Symbol ETA: 1.2s | Global ETA: 9m 43s [2025-11-22T03:13:18.132814] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 6.4s | Global ETA: 9m 43s [2025-11-22T03:13:18.133712] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:18.133775] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:18.138583] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:18.141046] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:18.141779] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:18.143426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:18.143937] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:18.144997] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:18.147008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:18.150748] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.20%, Actual: 2.90% [2025-11-22T03:13:18.247442] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.01%, Actual: 0.89% [2025-11-22T03:13:18.328751] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.26%, Actual: 2.48% [2025-11-22T03:13:18.415018] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 0.14% [2025-11-22T03:13:18.504384] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 0.88%, Actual: 2.22% [2025-11-22T03:13:18.582138] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.36%, Actual: 1.31% [2025-11-22T03:13:18.688027] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 9.42% | Symbol ETA: 9.2s | Global ETA: 9m 43s [2025-11-22T03:13:18.688963] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:18.689026] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:18.690413] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.61%, Actual: 2.92% [2025-11-22T03:13:18.690671] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:18.691141] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:18.691518] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:18.693888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:18.736924] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 5.7s | Global ETA: 9m 43s [2025-11-22T03:13:18.737268] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:18.737871] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:18.737935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:18.738539] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:18.739204] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:18.739926] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:18.742827] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:18.745310] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:18.746055] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:18.747754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:18.748218] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:18.749309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:18.749288] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.92%, Actual: 1.15% [2025-11-22T03:13:18.751374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:18.867068] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 1.78% [2025-11-22T03:13:18.916884] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.91% [2025-11-22T03:13:19.043031] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 2.73%, Actual: 0.30% [2025-11-22T03:13:19.043268] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 35.9942% [2025-11-22T03:13:19.043371] [INFO ] [main ] KNX: DISCARDED add_open_reversal_intensity (score: 35.99%) [2025-11-22T03:13:19.043416] [INFO ] [main ] KNX: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:13:19.043451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:13:19.043488] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:19.058224] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:19.059883] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:19.059951] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:19.064934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.066889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:19.067423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:19.067853] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:19.068824] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:19.071324] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:19.087943] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: 0.45%, Actual: 0.96% [2025-11-22T03:13:19.204139] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:19.205131] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:19.206215] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:19.208049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:19.257226] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.82%, Actual: 0.54% [2025-11-22T03:13:19.338371] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.58% | Symbol ETA: 5.1s | Global ETA: 9m 43s [2025-11-22T03:13:19.339262] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:19.339324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:19.344009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:19.346371] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:19.347087] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.348795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:19.349261] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:19.350353] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:19.352342] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:19.370574] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.91% | Symbol ETA: 8.5s | Global ETA: 9m 43s [2025-11-22T03:13:19.371554] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:19.371622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.373458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:19.374041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:19.374466] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:19.377101] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:19.425701] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:19.426069] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.96%, Actual: 0.81% [2025-11-22T03:13:19.427106] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:19.427866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:19.428621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:19.599817] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.60%, Actual: 0.86% [2025-11-22T03:13:19.777053] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 3.94%, Actual: 1.17% [2025-11-22T03:13:19.777275] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 38.3614% [2025-11-22T03:13:19.777347] [INFO ] [main ] BIPC: DISCARDED add_vol_of_vol (score: 38.36%) [2025-11-22T03:13:19.777389] [INFO ] [main ] BIPC: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:13:19.777446] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volatility_decay_ratio'] [2025-11-22T03:13:19.777486] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:19.790002] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:19.791576] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:19.791659] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:19.792399] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:19.793583] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.795403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:19.795971] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:19.797005] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:19.798636] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:19.799700] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:19.800374] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:19.801476] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:19.836461] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.09% | Symbol ETA: 17.9s | Global ETA: 9m 43s [2025-11-22T03:13:19.837343] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:19.837452] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:19.842386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.844159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:19.844635] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:19.845041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:19.845938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:19.848300] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:19.943410] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: 0.22% | Symbol ETA: 4.5s | Global ETA: 9m 43s [2025-11-22T03:13:19.944449] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:19.944513] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:19.949334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:19.951762] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:19.952435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:19.954131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:19.954596] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:19.955700] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:19.957738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:19.976132] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:19.977063] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:19.978083] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:19.979725] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:20.044983] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.08% | Symbol ETA: 7.8s | Global ETA: 9m 43s [2025-11-22T03:13:20.045919] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:20.045983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:20.047631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:20.048136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:20.048516] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:20.050941] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:20.094613] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:20.096420] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:20.097076] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:20.097779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:20.430057] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.68% | Symbol ETA: 6.8s | Global ETA: 9m 43s [2025-11-22T03:13:20.431008] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:20.431076] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:20.431814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:20.433089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:20.434837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:20.435325] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:20.436383] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:20.438423] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:20.439489] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:20.440216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:20.441356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:20.551088] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.57% | Symbol ETA: 3.9s | Global ETA: 9m 43s [2025-11-22T03:13:20.551986] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:20.552050] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:20.556898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:20.559348] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:20.560077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:20.561831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:20.562294] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:20.563359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:20.565357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:20.591693] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 2.39% | Symbol ETA: 17.0s | Global ETA: 9m 43s [2025-11-22T03:13:20.592547] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:20.592611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:20.597326] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:20.599122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:20.599589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:20.600014] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:20.600868] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:20.603208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:20.695096] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -6.61% | Symbol ETA: 7.2s | Global ETA: 9m 43s [2025-11-22T03:13:20.695983] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:20.696045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:20.697689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:20.698164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:20.698558] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:20.700911] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:20.727502] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:20.728270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:20.729284] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:20.730908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:20.744081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:20.745276] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:20.745923] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:20.746571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.056924] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.10% | Symbol ETA: 6.1s | Global ETA: 9m 43s [2025-11-22T03:13:21.061260] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:21.061329] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:21.062096] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:21.063294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.065095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:21.065611] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:21.066688] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:21.068406] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:21.069507] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:21.070226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:21.071376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.153734] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 3.2s | Global ETA: 9m 43s [2025-11-22T03:13:21.157687] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:21.157750] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:21.162461] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:21.164854] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:21.165534] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.167209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:21.167710] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:21.168762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:21.170728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.342986] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.60% | Symbol ETA: 6.5s | Global ETA: 9m 43s [2025-11-22T03:13:21.343910] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:21.343972] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.344171] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.30% | Symbol ETA: 16.2s | Global ETA: 9m 43s [2025-11-22T03:13:21.345082] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:21.345148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:21.345670] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:21.346153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:21.346541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:21.349005] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:21.349874] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.351554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:21.352046] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:21.352425] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:21.353275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:21.355603] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:21.392778] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:21.393984] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:21.394610] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:21.395289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.478846] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:21.479503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:21.480510] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:21.482387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.684734] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.09% | Symbol ETA: 5.4s | Global ETA: 9m 43s [2025-11-22T03:13:21.685671] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:21.685752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:21.686450] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:21.687677] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.689594] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:21.690141] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:21.691201] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:21.692860] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:21.693908] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:21.694635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:21.695835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:21.761780] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.27% | Symbol ETA: 2.6s | Global ETA: 9m 43s [2025-11-22T03:13:21.762727] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:21.762790] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:21.767576] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:21.770018] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:21.770740] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:21.772394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:21.772893] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:21.773967] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:21.775987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.007765] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.16% | Symbol ETA: 5.8s | Global ETA: 9m 43s [2025-11-22T03:13:22.008679] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:22.008756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.010414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:22.010942] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:22.011322] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:22.013796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:22.056400] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:22.057609] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:22.058257] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:13:22.058932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.109857] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.88% | Symbol ETA: 15.5s | Global ETA: 9m 43s [2025-11-22T03:13:22.110761] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:22.110825] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:22.115560] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.117325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:22.117839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:22.118217] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:22.119068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:22.121454] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:22.245319] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:22.246221] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:22.247227] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:22.248846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.310141] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 4.8s | Global ETA: 9m 43s [2025-11-22T03:13:22.311067] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:22.311133] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:22.311871] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:22.313005] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.314771] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:22.315261] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:22.316319] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:22.317939] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:22.319009] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:22.319715] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:22.320847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.364435] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.96% | Symbol ETA: 2.0s | Global ETA: 9m 43s [2025-11-22T03:13:22.365372] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:22.365437] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:22.370339] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:22.372748] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:22.373438] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.375117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:22.375584] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:22.376684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:22.378704] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.660423] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 0.57% | Symbol ETA: 5.2s | Global ETA: 9m 43s [2025-11-22T03:13:22.828936] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -12.35%, Actual: 9.70% [2025-11-22T03:13:22.880733] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.46% | Symbol ETA: 14.7s | Global ETA: 9m 43s [2025-11-22T03:13:22.881597] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:22.881684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:22.886468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.888230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:22.888714] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:22.889092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:22.889985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:22.892289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:22.928883] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 4.2s | Global ETA: 9m 43s [2025-11-22T03:13:22.929785] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:22.929867] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:22.930527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:22.931666] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.933371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:22.933899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:22.934918] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:22.936510] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:22.937561] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:22.938241] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:22.939346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.965115] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.46% | Symbol ETA: 1.4s | Global ETA: 9m 43s [2025-11-22T03:13:22.966036] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:13:22.966100] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:22.970916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:22.973282] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:22.974013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:22.975667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:22.976138] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:22.977206] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:22.979216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:22.996789] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.06%, Actual: 1.08% [2025-11-22T03:13:23.015362] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:23.016084] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:23.017063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:23.018598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:23.174403] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 1.68% [2025-11-22T03:13:23.352136] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 9.42%, Actual: 2.41% [2025-11-22T03:13:23.524160] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.91%, Actual: 6.36% [2025-11-22T03:13:23.571110] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.80% | Symbol ETA: 0.8s | Global ETA: 9m 43s [2025-11-22T03:13:23.599162] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -2.44% | Symbol ETA: 3.6s | Global ETA: 9m 43s [2025-11-22T03:13:23.600099] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:23.600166] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:23.600893] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:23.602084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:23.603925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:23.604425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:23.605501] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:23.607593] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:23.608785] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:23.609507] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:23.610765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:23.634054] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 13.9s | Global ETA: 9m 43s [2025-11-22T03:13:23.634938] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:23.635003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:23.639817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:23.641528] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:23.642035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:23.642408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:23.643262] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:23.645587] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:23.694202] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.08%, Actual: 0.66% [2025-11-22T03:13:23.742417] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: 0.21%, Actual: 0.10% [2025-11-22T03:13:23.767964] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:23.768690] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:23.769712] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:23.771216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:23.863108] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -6.61%, Actual: 5.35% [2025-11-22T03:13:23.914108] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 2.27% [2025-11-22T03:13:24.037120] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.60%, Actual: 2.54% [2025-11-22T03:13:24.084208] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.58%, Actual: 0.15% [2025-11-22T03:13:24.207198] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.16%, Actual: 1.12% [2025-11-22T03:13:24.225312] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.07% | Symbol ETA: 2.9s | Global ETA: 9m 43s [2025-11-22T03:13:24.226501] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:24.226568] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:24.227289] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:24.228739] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:24.230820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:24.231322] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:24.232602] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:24.234679] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:24.235934] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:24.236630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:24.237828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:24.257599] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: 0.22%, Actual: 0.24% [2025-11-22T03:13:24.377296] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 0.57%, Actual: 10.95% [2025-11-22T03:13:24.377529] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 36.7035% [2025-11-22T03:13:24.377627] [INFO ] [main ] ACHR: DISCARDED add_prev_close_to_open (score: 36.70%) [2025-11-22T03:13:24.377698] [INFO ] [main ] ACHR: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:13:24.377731] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_prior_day_tail_pressure'] [2025-11-22T03:13:24.377809] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:24.390428] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:24.391902] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:24.391965] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:24.393728] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:24.394229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:24.394611] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:24.396975] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:24.416173] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 13.2s | Global ETA: 9m 43s [2025-11-22T03:13:24.417148] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:24.417217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:24.422286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:24.424183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:24.424702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:24.425110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:24.426003] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:24.429407] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:24.430704] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.57%, Actual: 0.09% [2025-11-22T03:13:24.448508] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:24.450412] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:24.451344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:24.455388] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:24.570615] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:24.571501] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:24.572517] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:24.574206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:24.604863] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 0.18% [2025-11-22T03:13:24.771444] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.27%, Actual: 0.35% [2025-11-22T03:13:24.851727] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -2.13% | Symbol ETA: 2.3s | Global ETA: 9m 43s [2025-11-22T03:13:24.852612] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:24.852699] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:24.853370] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:24.854501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:24.856247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:24.856764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:24.857810] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:24.859398] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:24.860433] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:24.861125] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:24.862274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:24.940364] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.96%, Actual: 1.77% [2025-11-22T03:13:25.067703] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -1.34% | Symbol ETA: 10.9s | Global ETA: 9m 43s [2025-11-22T03:13:25.068571] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:25.068654] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:25.070298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:25.070793] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:25.071174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.073517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:25.109123] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.46%, Actual: 0.19% [2025-11-22T03:13:25.119292] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:25.120770] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:25.121396] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:25.124206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.188090] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.41% | Symbol ETA: 12.4s | Global ETA: 9m 43s [2025-11-22T03:13:25.189011] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:25.189076] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:25.193886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:25.195598] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:25.196120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:25.196506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:25.197362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.200091] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:25.282427] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.80%, Actual: 0.22% [2025-11-22T03:13:25.282668] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 41.1402% [2025-11-22T03:13:25.282755] [INFO ] [main ] IRT: DISCARDED add_volatility_state_percentiles (score: 41.14%) [2025-11-22T03:13:25.282802] [INFO ] [main ] IRT: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:13:25.282835] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_volume_dispersion'] [2025-11-22T03:13:25.282870] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:25.297259] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:25.298680] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:25.298754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:25.303555] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.306097] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:25.306866] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:25.311543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.325776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:25.326582] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:25.327598] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:25.329187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.468149] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -2.59% | Symbol ETA: 1.7s | Global ETA: 9m 43s [2025-11-22T03:13:25.469124] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:25.469189] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:25.469928] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:25.471068] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:25.472819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:25.473320] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:25.474349] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:25.475940] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:25.476967] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:25.477658] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:13:25.478804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.743663] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 8.96% | Symbol ETA: 10.2s | Global ETA: 9m 43s [2025-11-22T03:13:25.744537] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:25.744602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:25.746269] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:25.746768] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:25.747155] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.749542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:25.793499] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:25.794845] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:25.795473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:25.798169] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.894950] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 6.0s | Global ETA: 9m 43s [2025-11-22T03:13:25.895919] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:25.895980] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:25.900931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.903388] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:25.904083] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:25.905395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:25.945421] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.80% | Symbol ETA: 11.6s | Global ETA: 9m 43s [2025-11-22T03:13:25.946360] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:25.946427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:25.951336] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:25.953153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:25.953631] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:25.954083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:25.954951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:25.957310] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:26.083280] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:26.084180] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:26.085168] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:13:26.086778] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:26.089203] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.30% | Symbol ETA: 1.0s | Global ETA: 9m 43s [2025-11-22T03:13:26.260000] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.68%, Actual: 0.89% [2025-11-22T03:13:26.405855] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 9.5s | Global ETA: 9m 44s [2025-11-22T03:13:26.406758] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:26.406823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:26.408480] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:26.408990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:26.409370] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:26.411735] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:26.427965] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.10%, Actual: 0.14% [2025-11-22T03:13:26.455396] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:26.456630] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:26.457271] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:26.459942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:26.489671] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.16% | Symbol ETA: 5.4s | Global ETA: 9m 44s [2025-11-22T03:13:26.490697] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:26.490773] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:26.495683] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:26.498231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:26.498971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:26.500340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:26.596150] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 1.31% [2025-11-22T03:13:26.697524] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.21% | Symbol ETA: 10.9s | Global ETA: 9m 44s [2025-11-22T03:13:26.769046] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.15% [2025-11-22T03:13:26.863871] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.09%, Actual: 2.74% [2025-11-22T03:13:26.937705] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.37%, Actual: 0.91% [2025-11-22T03:13:27.030617] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 2.39%, Actual: 1.50% [2025-11-22T03:13:27.069684] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 3.49% | Symbol ETA: 8.8s | Global ETA: 9m 44s [2025-11-22T03:13:27.070577] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:27.070661] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:27.072273] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:27.072795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:27.073210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:27.075586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:27.106185] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -2.44%, Actual: 0.96% [2025-11-22T03:13:27.108301] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 0.72% | Symbol ETA: 4.9s | Global ETA: 9m 44s [2025-11-22T03:13:27.109204] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:27.109266] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:27.114083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:27.116535] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:27.117241] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:27.118547] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:27.118581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:27.119755] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:27.120386] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:27.123017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:27.196850] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.30%, Actual: 0.31% [2025-11-22T03:13:27.274816] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.07%, Actual: 0.54% [2025-11-22T03:13:27.364030] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.88%, Actual: 0.15% [2025-11-22T03:13:27.449322] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.13%, Actual: 0.81% [2025-11-22T03:13:27.532135] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.46%, Actual: 2.90% [2025-11-22T03:13:27.614940] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -2.59%, Actual: 0.86% [2025-11-22T03:13:27.700848] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 2.48% [2025-11-22T03:13:27.715799] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.86% | Symbol ETA: 8.1s | Global ETA: 9m 44s [2025-11-22T03:13:27.716689] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:27.716753] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:27.717197] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.40% | Symbol ETA: 4.3s | Global ETA: 9m 44s [2025-11-22T03:13:27.718168] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:27.718231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:27.718395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:27.718899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:27.719285] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:27.721585] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:27.723200] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:27.725723] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:27.726438] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:27.727851] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:27.764435] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:27.765703] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:27.766330] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:27.769032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:27.780549] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.30%, Actual: 1.17% [2025-11-22T03:13:27.780779] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 40.1851% [2025-11-22T03:13:27.780863] [INFO ] [main ] BIPC: DISCARDED add_volatility_decay_ratio (score: 40.19%) [2025-11-22T03:13:27.780907] [INFO ] [main ] BIPC: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:13:27.780941] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:13:27.780996] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:27.792799] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:27.794083] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:27.794149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:27.794869] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:27.796357] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:27.798191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:27.798705] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:27.799751] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:27.801378] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:27.802453] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:27.803147] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:27.804211] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:27.806223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:27.869965] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 2.22% [2025-11-22T03:13:28.044580] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.41%, Actual: 2.92% [2025-11-22T03:13:28.216594] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.80%, Actual: 1.78% [2025-11-22T03:13:28.312209] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.24% | Symbol ETA: 3.7s | Global ETA: 9m 44s [2025-11-22T03:13:28.313231] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:28.313294] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:28.318056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:28.320448] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:28.321148] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:28.322498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:28.366061] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -2.86% | Symbol ETA: 7.5s | Global ETA: 9m 44s [2025-11-22T03:13:28.366954] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:28.367017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:28.368628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:28.369182] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:28.369564] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:28.372274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:28.380793] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.21%, Actual: 0.30% [2025-11-22T03:13:28.380976] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 42.4494% [2025-11-22T03:13:28.381070] [INFO ] [main ] KNX: DISCARDED add_open_vs_close_liquidity_ratio (score: 42.45%) [2025-11-22T03:13:28.381114] [INFO ] [main ] KNX: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:13:28.381146] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_open_vs_prev_range_position'] [2025-11-22T03:13:28.381182] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:28.394136] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:28.395388] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:28.395490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:28.400320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:28.402099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:28.402569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:28.402970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:28.403832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:28.406166] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:28.414739] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.70% | Symbol ETA: 6.4s | Global ETA: 9m 44s [2025-11-22T03:13:28.415030] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:28.415709] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:28.415775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:28.416239] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:28.416442] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:28.416893] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:28.417615] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:28.419357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:28.419498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:28.419892] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:28.420937] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:28.422527] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:28.423565] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:28.424258] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:28.425325] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:28.427370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:28.531140] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:28.531877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:28.532875] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:28.535715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:28.902277] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.57% | Symbol ETA: 3.1s | Global ETA: 9m 44s [2025-11-22T03:13:28.903179] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:28.903240] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:28.907975] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:28.910321] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:28.911024] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:28.912421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.013718] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.98% | Symbol ETA: 6.8s | Global ETA: 9m 44s [2025-11-22T03:13:29.014588] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:29.014672] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.016289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:29.016786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:29.017170] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:29.019573] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:29.028361] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 0.39% | Symbol ETA: 5.8s | Global ETA: 9m 44s [2025-11-22T03:13:29.029249] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:29.029315] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:29.029999] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:29.031138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.032921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:29.033403] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:29.034453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:29.036075] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:29.037120] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:29.037840] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:29.038897] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:29.040905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.062066] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:29.063349] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:29.063999] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:29.066639] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.146148] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 16.8s | Global ETA: 9m 44s [2025-11-22T03:13:29.147032] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:29.147098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:29.151931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.153718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:29.154239] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:29.154632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:29.155488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:29.157865] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:29.284638] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:29.285421] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:29.286458] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:29.289399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.508243] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 2.5s | Global ETA: 9m 44s [2025-11-22T03:13:29.509182] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:29.509245] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:29.514165] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:29.516589] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:29.517306] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:29.518751] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.641207] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.12% | Symbol ETA: 5.2s | Global ETA: 9m 44s [2025-11-22T03:13:29.642108] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:29.642189] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:29.642876] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:29.644010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.645747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:29.646241] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:29.647276] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:29.648906] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:29.649947] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:29.650621] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:29.651716] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:29.653710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.658800] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 15.69% | Symbol ETA: 6.1s | Global ETA: 9m 44s [2025-11-22T03:13:29.659699] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:29.659764] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.661468] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:29.661969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:29.662356] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:29.664701] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:29.708049] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:29.709486] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:29.710133] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:29.712878] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:29.897384] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.44% | Symbol ETA: 16.1s | Global ETA: 9m 44s [2025-11-22T03:13:29.898596] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:29.898690] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:29.903358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:29.905244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:29.905730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:29.906115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:29.906967] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:29.909308] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:30.031519] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:30.032186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:30.033164] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:30.035928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.102044] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 1.8s | Global ETA: 9m 44s [2025-11-22T03:13:30.105910] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:30.105972] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:30.111100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:30.113472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:30.114174] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:30.115550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.261581] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 4.6s | Global ETA: 9m 44s [2025-11-22T03:13:30.263364] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:30.263431] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:30.264139] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:30.265317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:30.267209] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:30.267764] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:30.268794] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:30.270382] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:30.271415] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:30.272129] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:30.273199] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:30.275187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.303744] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -13.47% | Symbol ETA: 5.5s | Global ETA: 9m 44s [2025-11-22T03:13:30.304602] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:30.304686] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:30.306301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:30.306804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:30.307186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:30.309551] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:30.352321] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:30.353922] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:30.354584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:13:30.357435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.641255] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.29% | Symbol ETA: 15.3s | Global ETA: 9m 44s [2025-11-22T03:13:30.642147] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:30.642212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:30.646934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:30.648713] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:30.649216] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:30.649603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:30.650448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:30.652776] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:30.697770] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.15% | Symbol ETA: 1.2s | Global ETA: 9m 44s [2025-11-22T03:13:30.699132] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:30.699194] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:30.703967] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:30.706311] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:30.707009] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:30.708377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.774797] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:30.775551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:30.776551] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:30.779452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.878998] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 3.9s | Global ETA: 9m 44s [2025-11-22T03:13:30.881116] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:30.881182] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:30.881960] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:30.883104] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:30.884866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:30.885345] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:30.886380] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:30.888037] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:30.889097] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:30.889804] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:30.890969] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:30.893027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:30.965728] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 3.58% | Symbol ETA: 4.8s | Global ETA: 9m 44s [2025-11-22T03:13:31.136370] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -1.34%, Actual: 9.70% [2025-11-22T03:13:31.289013] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: -0.28% | Symbol ETA: 0.6s | Global ETA: 9m 44s [2025-11-22T03:13:31.304785] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 8.96%, Actual: 1.08% [2025-11-22T03:13:31.388437] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.97% | Symbol ETA: 14.6s | Global ETA: 9m 44s [2025-11-22T03:13:31.389315] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:31.389379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:31.394220] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:31.395965] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:31.396441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:31.396841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:31.397723] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:31.400087] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:31.455965] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.16%, Actual: 0.10% [2025-11-22T03:13:31.476945] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.85%, Actual: 1.68% [2025-11-22T03:13:31.499122] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 3.3s | Global ETA: 9m 44s [2025-11-22T03:13:31.500054] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:31.500122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:31.500836] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:31.502062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:31.503898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:31.504408] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:31.505469] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:31.507141] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:31.508260] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:31.509013] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:31.510155] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:31.512190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:31.524738] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:31.525586] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:31.526618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:31.529673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:31.621898] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.27% [2025-11-22T03:13:31.651391] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 3.49%, Actual: 2.41% [2025-11-22T03:13:31.788116] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 0.72%, Actual: 0.15% [2025-11-22T03:13:31.820294] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.86%, Actual: 6.36% [2025-11-22T03:13:31.955333] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.40%, Actual: 0.24% [2025-11-22T03:13:31.987163] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -2.86%, Actual: 0.66% [2025-11-22T03:13:32.120850] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.24%, Actual: 0.09% [2025-11-22T03:13:32.123134] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.24% | Symbol ETA: 2.7s | Global ETA: 9m 44s [2025-11-22T03:13:32.124062] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:32.124130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:32.124841] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:32.126013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:32.127823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:32.128327] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:32.129399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:32.131099] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:32.132176] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:32.132890] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:32.133991] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:32.136026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:32.149493] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.52% | Symbol ETA: 13.8s | Global ETA: 9m 44s [2025-11-22T03:13:32.150456] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:32.150524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:32.155477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:32.157303] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:32.157837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:32.158224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:32.159099] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:32.161539] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:32.216684] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.98%, Actual: 5.35% [2025-11-22T03:13:32.284267] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:32.285185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:32.286187] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:32.286664] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.57%, Actual: 0.18% [2025-11-22T03:13:32.289134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:32.389595] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 15.69%, Actual: 2.54% [2025-11-22T03:13:32.454871] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.73%, Actual: 0.35% [2025-11-22T03:13:32.564211] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -13.47%, Actual: 1.12% [2025-11-22T03:13:32.623230] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 1.77% [2025-11-22T03:13:32.736718] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 3.58%, Actual: 10.95% [2025-11-22T03:13:32.736923] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 35.3800% [2025-11-22T03:13:32.737048] [INFO ] [main ] ACHR: DISCARDED add_prior_day_tail_pressure (score: 35.38%) [2025-11-22T03:13:32.737096] [INFO ] [main ] ACHR: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:13:32.737130] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_prior_mag_lag'] [2025-11-22T03:13:32.737166] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:32.741309] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 2.1s | Global ETA: 9m 44s [2025-11-22T03:13:32.742253] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:32.742318] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:32.743022] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:32.744150] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:32.745939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:32.746431] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:32.747489] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:32.749163] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:32.750213] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:32.750383] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:32.750922] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:32.751892] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:32.751958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:32.752023] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:32.753720] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:32.754034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:32.754249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:32.754676] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:32.757116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:32.794822] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.15%, Actual: 0.19% [2025-11-22T03:13:32.803072] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:32.804397] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:32.805058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:32.806678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:32.901919] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.14% | Symbol ETA: 13.1s | Global ETA: 9m 44s [2025-11-22T03:13:32.902811] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:32.902877] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:32.907553] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:32.909263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:32.909749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:32.910128] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:32.910976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:32.913289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:32.964314] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: -0.28%, Actual: 0.22% [2025-11-22T03:13:32.964528] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.2604% [2025-11-22T03:13:32.964619] [INFO ] [main ] IRT: DISCARDED add_volume_dispersion (score: 37.26%) [2025-11-22T03:13:32.964682] [INFO ] [main ] IRT: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:13:32.964716] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_volume_flow_differentials'] [2025-11-22T03:13:32.964750] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:32.976712] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:32.978225] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:32.978287] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:32.983012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:32.985409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:32.986112] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:32.988800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.037107] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:33.037987] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:33.038991] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:33.042235] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.359196] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -2.57% | Symbol ETA: 1.5s | Global ETA: 9m 44s [2025-11-22T03:13:33.360991] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:33.361057] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:33.361751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:33.362893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:33.364699] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:33.365190] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:33.366261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:33.367893] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:33.368975] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:33.369661] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:13:33.370715] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:13:33.373041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.428614] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -5.46% | Symbol ETA: 10.5s | Global ETA: 9m 44s [2025-11-22T03:13:33.429809] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:33.429886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:33.432036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:33.432692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:33.433186] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:33.436147] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:33.484799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:33.486196] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:33.486860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:33.488419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.570776] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.55% | Symbol ETA: 5.8s | Global ETA: 9m 44s [2025-11-22T03:13:33.571672] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:33.571732] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:33.576512] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:33.579024] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:33.579726] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:33.582394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.655581] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.76% | Symbol ETA: 12.3s | Global ETA: 9m 44s [2025-11-22T03:13:33.656513] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:33.656578] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:33.661355] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:33.663083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:33.663546] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:33.663960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:33.664826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:33.667175] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:33.788908] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:33.789580] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:33.790559] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:33.793363] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:33.983473] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.57% | Symbol ETA: 0.9s | Global ETA: 9m 44s [2025-11-22T03:13:34.102555] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -4.68% | Symbol ETA: 9.8s | Global ETA: 9m 44s [2025-11-22T03:13:34.103453] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:34.103517] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:34.105202] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:34.105710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:34.106131] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:34.108462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:34.152192] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:34.153575] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:34.154244] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:34.155776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:34.155845] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.89% [2025-11-22T03:13:34.166418] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 5.2s | Global ETA: 9m 44s [2025-11-22T03:13:34.167344] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:34.167405] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:34.172222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:34.174621] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:34.175354] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:34.178051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:34.327630] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 0.14% [2025-11-22T03:13:34.409138] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.90% | Symbol ETA: 11.6s | Global ETA: 9m 44s [2025-11-22T03:13:34.410062] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:34.410127] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:34.414792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:34.416525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:34.417009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:34.417387] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:34.418289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:34.420691] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:34.496809] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.12%, Actual: 1.31% [2025-11-22T03:13:34.543105] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:34.543840] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:34.544856] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:34.547755] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:34.664229] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.78%, Actual: 1.15% [2025-11-22T03:13:34.756447] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 1.94% | Symbol ETA: 9.1s | Global ETA: 9m 44s [2025-11-22T03:13:34.757373] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:34.757457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:34.759129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:34.759605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:34.760009] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:34.762319] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:34.763113] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.20% | Symbol ETA: 4.6s | Global ETA: 9m 44s [2025-11-22T03:13:34.764007] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:34.764069] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:34.768891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:34.771356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:34.772055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:34.774744] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:34.805162] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:34.806501] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:34.807151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:34.808693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:34.834863] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.91% [2025-11-22T03:13:35.013909] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.62%, Actual: 0.96% [2025-11-22T03:13:35.179411] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 10.8s | Global ETA: 9m 44s [2025-11-22T03:13:35.180363] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:35.180429] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:35.185377] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:35.187197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:35.187744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:35.188152] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:35.189052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:35.191480] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:35.194123] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.24%, Actual: 0.54% [2025-11-22T03:13:35.318968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:35.319853] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:35.320841] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:13:35.323798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:35.369072] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.39% | Symbol ETA: 4.1s | Global ETA: 9m 44s [2025-11-22T03:13:35.369962] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:35.370024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:35.372224] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 0.81% [2025-11-22T03:13:35.374768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:35.377180] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:35.377914] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:35.380622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:35.408205] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 9.17% | Symbol ETA: 8.4s | Global ETA: 9m 44s [2025-11-22T03:13:35.409104] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:35.409167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:35.410830] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:35.411315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:35.411719] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:35.414071] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:35.457873] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:35.459203] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:35.459864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:35.461457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:35.537777] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -2.57%, Actual: 0.86% [2025-11-22T03:13:35.703091] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.57%, Actual: 1.17% [2025-11-22T03:13:35.703249] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.8951% [2025-11-22T03:13:35.703341] [INFO ] [main ] BIPC: DISCARDED add_volatility_state_percentiles (score: 52.90%) [2025-11-22T03:13:35.703385] [INFO ] [main ] BIPC: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:13:35.703418] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_dispersion'] [2025-11-22T03:13:35.703454] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:35.715280] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:35.716714] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:35.716779] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:35.717509] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:35.718667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:35.720463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:35.720990] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:35.722047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:35.723674] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:35.724717] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:35.725386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:35.726834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:35.954270] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.23% | Symbol ETA: 10.1s | Global ETA: 9m 44s [2025-11-22T03:13:35.969787] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 3.5s | Global ETA: 9m 44s [2025-11-22T03:13:35.970696] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:35.970758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:35.975565] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:35.978034] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:35.978764] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:35.981557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:36.065524] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 4.98% | Symbol ETA: 7.7s | Global ETA: 9m 44s [2025-11-22T03:13:36.066436] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:36.066499] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:36.068233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:36.068746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:36.069135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:36.071443] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:36.114184] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:36.115490] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:36.116142] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:36.117734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:36.121080] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 2.74% [2025-11-22T03:13:36.288200] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 1.50% [2025-11-22T03:13:36.323819] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.92% | Symbol ETA: 6.1s | Global ETA: 9m 44s [2025-11-22T03:13:36.325533] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:36.325599] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:36.326327] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:36.327628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:36.329508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:36.330135] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:36.331226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:36.332913] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:36.333990] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:36.334717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:36.336097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:36.458637] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.29%, Actual: 0.31% [2025-11-22T03:13:36.566754] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 2.9s | Global ETA: 9m 45s [2025-11-22T03:13:36.567656] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:36.567717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:36.572408] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:36.574854] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:36.575572] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:36.578277] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:36.622515] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.97%, Actual: 0.15% [2025-11-22T03:13:36.730510] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -3.71% | Symbol ETA: 7.1s | Global ETA: 9m 45s [2025-11-22T03:13:36.731791] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:36.731855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:36.733477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:36.734003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:36.734387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:36.736728] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:36.779018] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:36.780227] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:36.780871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:36.782377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:36.785783] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.52%, Actual: 2.90% [2025-11-22T03:13:36.948942] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.14%, Actual: 2.48% [2025-11-22T03:13:36.961952] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.21% | Symbol ETA: 5.6s | Global ETA: 9m 45s [2025-11-22T03:13:36.963072] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:36.963143] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:36.963911] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:36.965121] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:36.967039] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:36.967594] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:36.968731] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:36.970379] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:36.971461] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:36.972213] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:36.973683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:37.113767] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.76%, Actual: 2.22% [2025-11-22T03:13:37.170773] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 1.11% | Symbol ETA: 2.3s | Global ETA: 9m 45s [2025-11-22T03:13:37.171684] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:37.171746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:37.176477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:37.178958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:37.179684] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:37.182293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:37.278869] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.90%, Actual: 2.92% [2025-11-22T03:13:37.384830] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -0.31% | Symbol ETA: 6.4s | Global ETA: 9m 45s [2025-11-22T03:13:37.385736] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:37.385799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:37.387462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:37.387970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:37.388389] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:37.390743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:37.435550] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:37.436825] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:37.437479] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:37.439060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:37.441763] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 1.78% [2025-11-22T03:13:37.600364] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: 0.33% | Symbol ETA: 5.1s | Global ETA: 9m 45s [2025-11-22T03:13:37.601459] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:37.601527] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:37.602339] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:37.603537] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:37.605063] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.23%, Actual: 0.30% [2025-11-22T03:13:37.605218] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 38.2770% [2025-11-22T03:13:37.605307] [INFO ] [main ] KNX: DISCARDED add_open_vs_prev_range_position (score: 38.28%) [2025-11-22T03:13:37.605352] [INFO ] [main ] KNX: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:13:37.605385] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude'] [2025-11-22T03:13:37.605422] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:37.605458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:37.606049] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:37.607122] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:37.609201] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:37.610270] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:37.611031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:37.612424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:37.618580] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:37.620033] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:37.620097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:37.624860] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:37.626655] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:37.627531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:37.627930] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:37.628793] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:37.631171] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:37.754937] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:37.755602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:37.756577] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:37.757232] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:37.769853] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.58% | Symbol ETA: 1.7s | Global ETA: 9m 45s [2025-11-22T03:13:37.770808] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:37.770869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:37.775726] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:37.778248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:37.778955] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:37.781638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.047745] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 3.01% | Symbol ETA: 5.7s | Global ETA: 9m 45s [2025-11-22T03:13:38.048725] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:38.048790] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:38.050485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:38.051013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:38.051429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:38.053851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:38.098739] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:38.100029] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:38.100680] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:38.102222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.240613] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.06% | Symbol ETA: 4.4s | Global ETA: 9m 45s [2025-11-22T03:13:38.241739] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:38.241809] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:38.242732] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:38.243951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:38.245858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:38.246419] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:38.247762] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:38.249600] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:38.250889] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:38.251704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:38.253299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.368159] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.02% | Symbol ETA: 1.1s | Global ETA: 9m 45s [2025-11-22T03:13:38.369108] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:38.369178] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:38.373985] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:38.376341] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:38.377057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:38.379759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.390268] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.87% | Symbol ETA: 16.2s | Global ETA: 9m 45s [2025-11-22T03:13:38.391165] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:38.391233] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:38.395959] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:38.397715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:38.398183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:38.398560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:38.399426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:38.401844] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:38.542580] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:38.543544] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:38.544565] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:38.545208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.711254] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.95% | Symbol ETA: 5.1s | Global ETA: 9m 45s [2025-11-22T03:13:38.712203] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:38.712266] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:38.713898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:38.714378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:38.714780] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:38.717116] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:38.759715] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:38.760926] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:38.761538] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:13:38.763055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.889534] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: 0.12% | Symbol ETA: 3.8s | Global ETA: 9m 45s [2025-11-22T03:13:38.890610] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:38.890755] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:38.891497] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:38.892697] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:38.894572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:38.895123] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:38.896234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:38.897950] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:38.899009] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:38.899784] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:38.901243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:38.979389] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.95% | Symbol ETA: 0.5s | Global ETA: 9m 45s [2025-11-22T03:13:39.149291] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.10% [2025-11-22T03:13:39.157192] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.01% | Symbol ETA: 15.4s | Global ETA: 9m 45s [2025-11-22T03:13:39.158106] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:39.158172] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:39.162868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:39.164574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:39.165064] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:39.165441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:39.166289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:39.168600] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:39.290608] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:39.291371] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:39.292365] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:39.292996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:39.318278] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.06%, Actual: 2.27% [2025-11-22T03:13:39.362826] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.82% | Symbol ETA: 4.4s | Global ETA: 9m 45s [2025-11-22T03:13:39.488074] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.20%, Actual: 0.15% [2025-11-22T03:13:39.532117] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.70% | Symbol ETA: 3.2s | Global ETA: 9m 45s [2025-11-22T03:13:39.533330] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:39.533401] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:39.534137] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:39.535285] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:39.537126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:39.537813] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:39.539036] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:39.540110] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -5.46%, Actual: 9.70% [2025-11-22T03:13:39.540828] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:39.541905] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:39.542630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:39.544101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:39.654597] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.39%, Actual: 0.24% [2025-11-22T03:13:39.706504] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -4.68%, Actual: 1.08% [2025-11-22T03:13:39.824490] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.09% [2025-11-22T03:13:39.875142] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 1.94%, Actual: 1.68% [2025-11-22T03:13:39.899119] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.10% | Symbol ETA: 14.5s | Global ETA: 9m 45s [2025-11-22T03:13:39.900087] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:39.900154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:39.904985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:39.906788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:39.907254] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:39.907677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:39.908545] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:39.910898] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:39.994767] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.34%, Actual: 0.18% [2025-11-22T03:13:40.034014] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:40.034930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:40.035920] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:40.036531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:40.042639] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 9.17%, Actual: 2.41% [2025-11-22T03:13:40.166504] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 1.11%, Actual: 0.35% [2025-11-22T03:13:40.201230] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 2.6s | Global ETA: 9m 45s [2025-11-22T03:13:40.202674] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:40.202763] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:40.203839] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:40.205512] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:40.208385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:40.209113] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:40.210593] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:40.211726] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.98%, Actual: 6.36% [2025-11-22T03:13:40.212959] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:40.214484] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:40.215479] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:40.217485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:40.334100] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.58%, Actual: 1.77% [2025-11-22T03:13:40.387028] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -3.71%, Actual: 0.66% [2025-11-22T03:13:40.502323] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.02%, Actual: 0.19% [2025-11-22T03:13:40.553934] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -0.31%, Actual: 5.35% [2025-11-22T03:13:40.652312] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: 1.37% | Symbol ETA: 13.8s | Global ETA: 9m 45s [2025-11-22T03:13:40.653238] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:40.653305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:40.658082] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:40.659848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:40.660312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:40.660712] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:40.661544] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:40.663867] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:40.671976] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.95%, Actual: 0.22% [2025-11-22T03:13:40.675884] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 29.0334% [2025-11-22T03:13:40.675981] [INFO ] [main ] IRT: DISCARDED add_volume_flow_differentials (score: 29.03%) [2025-11-22T03:13:40.676029] [INFO ] [main ] IRT: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:13:40.676061] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_volume_pressure_into_close'] [2025-11-22T03:13:40.676099] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:40.688521] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:40.690046] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:40.690107] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:40.694991] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:40.697430] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:40.698131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:40.699818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:40.720788] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 3.01%, Actual: 2.54% [2025-11-22T03:13:40.785953] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:40.786761] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:40.787777] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:40.788399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:40.861040] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.83% | Symbol ETA: 1.9s | Global ETA: 9m 45s [2025-11-22T03:13:40.862166] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:40.862236] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:40.863019] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:40.864265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:40.866187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:40.866744] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:40.867940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:40.869695] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:40.871197] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:40.871944] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:40.873447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:40.885669] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.95%, Actual: 1.12% [2025-11-22T03:13:41.054609] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.82%, Actual: 10.95% [2025-11-22T03:13:41.054893] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.9107% [2025-11-22T03:13:41.055000] [INFO ] [main ] ACHR: DISCARDED add_prior_mag_lag (score: 38.91%) [2025-11-22T03:13:41.055045] [INFO ] [main ] ACHR: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:13:41.055078] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_range_overlap_v_prior_day'] [2025-11-22T03:13:41.055113] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:41.067663] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:41.069180] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:41.069245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:41.071291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:41.071836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:41.072223] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:41.074587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:41.118824] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:41.120318] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:41.121020] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:41.123494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:41.289186] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.66% | Symbol ETA: 5.7s | Global ETA: 9m 45s [2025-11-22T03:13:41.290088] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:41.290149] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:41.294881] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:41.297302] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:41.298073] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:41.299686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:41.397910] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 13.0s | Global ETA: 9m 45s [2025-11-22T03:13:41.399156] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:41.399222] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:41.403961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:41.405710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:41.406172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:41.406549] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:41.407405] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:41.409784] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:41.514888] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -3.23% | Symbol ETA: 1.3s | Global ETA: 9m 45s [2025-11-22T03:13:41.515949] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:41.516018] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:41.516760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:41.517975] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:41.519844] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:41.520366] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:41.521530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:41.523215] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:41.524302] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:41.525029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:13:41.526465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:41.532171] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:41.533033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:41.534053] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:41.534677] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:41.727967] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.43% | Symbol ETA: 10.0s | Global ETA: 9m 45s [2025-11-22T03:13:41.728950] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:41.729017] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:41.730763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:41.731309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:41.731748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:41.734201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:41.780604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:41.781942] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:41.782616] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:41.785065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:41.898792] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -1.35% | Symbol ETA: 5.1s | Global ETA: 9m 45s [2025-11-22T03:13:41.899830] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:41.899894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:41.905056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:41.907668] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:41.908412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:41.910098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:42.144802] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.50% | Symbol ETA: 12.2s | Global ETA: 9m 45s [2025-11-22T03:13:42.145701] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:42.145766] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:42.150475] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:42.152210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:42.152704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:42.152900] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.79% | Symbol ETA: 0.7s | Global ETA: 9m 45s [2025-11-22T03:13:42.153084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:42.153941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:42.156246] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:42.277805] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:42.278668] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:42.279667] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:42.280293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:42.330700] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.89% [2025-11-22T03:13:42.396062] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 9.3s | Global ETA: 9m 45s [2025-11-22T03:13:42.396996] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:42.397061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:42.398778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:42.399317] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:42.399727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:42.402074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:42.447460] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:42.449081] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:42.449783] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:42.452373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:42.508628] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.21%, Actual: 0.14% [2025-11-22T03:13:42.537024] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.25% | Symbol ETA: 4.6s | Global ETA: 9m 45s [2025-11-22T03:13:42.538019] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:42.538082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:42.542960] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:42.545477] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:42.546228] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:42.547944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:42.687175] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.31% [2025-11-22T03:13:42.866278] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.06%, Actual: 1.15% [2025-11-22T03:13:42.891851] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.44% | Symbol ETA: 11.5s | Global ETA: 9m 45s [2025-11-22T03:13:42.892810] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:42.892875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:42.897673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:42.899374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:42.899852] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:42.900267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:42.901129] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:42.903425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:43.031257] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:43.032120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:43.033181] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:43.033869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.043396] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -6.67% | Symbol ETA: 8.6s | Global ETA: 9m 45s [2025-11-22T03:13:43.044317] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:43.044380] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:43.046014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:43.046168] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: 0.12%, Actual: 0.91% [2025-11-22T03:13:43.046506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:43.046916] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:43.049256] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:43.092326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:43.093573] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:43.094209] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:43.096525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.135784] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.18% | Symbol ETA: 4.0s | Global ETA: 9m 45s [2025-11-22T03:13:43.136705] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:43.136765] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:43.141493] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:43.143969] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:43.144659] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:43.146253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.227378] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.70%, Actual: 0.96% [2025-11-22T03:13:43.412562] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.43%, Actual: 0.54% [2025-11-22T03:13:43.595985] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.83%, Actual: 0.81% [2025-11-22T03:13:43.666333] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 2.32% | Symbol ETA: 10.7s | Global ETA: 9m 45s [2025-11-22T03:13:43.667311] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:43.667380] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:43.672416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:43.674332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:43.674854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:43.675276] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:43.676229] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:43.678796] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:43.702243] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 9.34% | Symbol ETA: 8.0s | Global ETA: 9m 45s [2025-11-22T03:13:43.703148] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:43.703226] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:43.704883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:43.705369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:43.705775] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:43.708152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:43.730865] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.72% | Symbol ETA: 3.3s | Global ETA: 9m 45s [2025-11-22T03:13:43.731787] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:43.731848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:43.736665] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:43.739118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:43.739822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:43.741428] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.751713] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:43.752925] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:43.753583] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:43.755919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.771426] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -3.23%, Actual: 0.86% [2025-11-22T03:13:43.808823] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:43.809712] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:43.810738] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:43.811448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:43.948881] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.79%, Actual: 1.17% [2025-11-22T03:13:43.949162] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 40.8900% [2025-11-22T03:13:43.949271] [INFO ] [main ] BIPC: DISCARDED add_volume_dispersion (score: 40.89%) [2025-11-22T03:13:43.949319] [INFO ] [main ] BIPC: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:13:43.949355] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_flow_differentials'] [2025-11-22T03:13:43.949396] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:43.964394] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:43.966156] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:43.966228] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:43.967060] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:43.968442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:43.970364] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:43.970941] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:43.972045] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:43.973713] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:43.974770] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:43.975472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:43.978322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:44.328939] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 2.7s | Global ETA: 9m 45s [2025-11-22T03:13:44.329836] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:44.329897] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:44.334757] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:44.337144] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:44.337886] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:44.339473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:44.369235] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -5.25% | Symbol ETA: 7.3s | Global ETA: 9m 45s [2025-11-22T03:13:44.370161] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:44.370225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:44.371863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:44.372336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:44.372769] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:44.375138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:44.419572] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:44.420800] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:44.421428] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:44.423815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:44.437134] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.72% | Symbol ETA: 10.0s | Global ETA: 9m 45s [2025-11-22T03:13:44.438082] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:13:44.438148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:44.442844] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:44.444579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:44.445058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:44.445442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:44.446332] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:44.448809] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:44.569545] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:44.570257] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:44.571255] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:44.571881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:44.634957] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 6.5s | Global ETA: 9m 45s [2025-11-22T03:13:44.635996] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:44.636069] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:44.636814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:44.638043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:44.639903] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:44.640547] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:44.641756] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:44.643377] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:44.644500] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:44.645235] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:44.648135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:44.927439] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 2.1s | Global ETA: 9m 45s [2025-11-22T03:13:44.928352] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:44.928412] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:44.933108] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:44.935485] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:44.936185] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:44.937821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:45.049203] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.51% | Symbol ETA: 6.7s | Global ETA: 9m 45s [2025-11-22T03:13:45.050111] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:45.050191] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:45.051837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:45.052316] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:45.052716] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:45.055040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:45.097464] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:45.098689] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:45.099301] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:45.101605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:45.176900] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 9.2s | Global ETA: 9m 45s [2025-11-22T03:13:45.301304] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: 1.54% | Symbol ETA: 5.8s | Global ETA: 9m 45s [2025-11-22T03:13:45.303034] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:45.303106] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:45.303910] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:45.305179] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:45.307634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:45.308223] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:45.309359] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:45.311127] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:45.312248] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:45.312978] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:45.315893] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:45.341847] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.87%, Actual: 2.74% [2025-11-22T03:13:45.506789] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.01%, Actual: 1.50% [2025-11-22T03:13:45.518524] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.57% | Symbol ETA: 1.5s | Global ETA: 9m 45s [2025-11-22T03:13:45.519473] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:45.519534] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:45.524411] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:45.526949] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:45.527714] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:45.529469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:45.672000] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.10%, Actual: 0.31% [2025-11-22T03:13:45.693592] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.00% | Symbol ETA: 6.0s | Global ETA: 9m 45s [2025-11-22T03:13:45.694504] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:45.694567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:45.696204] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:45.696712] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:45.697096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:45.699439] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:45.742280] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:45.743545] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:45.744207] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:45.746525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:45.836883] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: 1.37%, Actual: 0.15% [2025-11-22T03:13:45.963675] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.27% | Symbol ETA: 5.2s | Global ETA: 9m 45s [2025-11-22T03:13:45.964802] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:45.964872] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:45.965634] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:45.966870] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:45.968859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:45.969412] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:45.970523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:45.972276] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:45.973438] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:45.974175] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:45.977049] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:46.001449] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 2.90% [2025-11-22T03:13:46.114128] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 0.9s | Global ETA: 9m 45s [2025-11-22T03:13:46.115029] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:46.115090] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:46.119855] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:46.122268] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:46.122983] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:46.124606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:46.166765] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.50%, Actual: 2.48% [2025-11-22T03:13:46.334636] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.44%, Actual: 2.22% [2025-11-22T03:13:46.344364] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 9.58% | Symbol ETA: 5.4s | Global ETA: 9m 45s [2025-11-22T03:13:46.345305] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:46.345370] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:46.347095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:46.347624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:46.348052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:46.350702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:46.395407] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:46.396811] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:46.397499] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:46.399979] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:46.501177] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 2.32%, Actual: 2.92% [2025-11-22T03:13:46.581580] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 4.4s | Global ETA: 9m 45s [2025-11-22T03:13:46.582478] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:46.582561] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:46.583248] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:46.584372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:46.586105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:46.586596] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:46.587659] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:46.589244] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:46.590286] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:46.590973] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:46.593637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:46.667307] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.72%, Actual: 1.78% [2025-11-22T03:13:46.700577] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.20% | Symbol ETA: 0.3s | Global ETA: 9m 45s [2025-11-22T03:13:46.875624] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.60%, Actual: 0.30% [2025-11-22T03:13:46.875757] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.66%, Actual: 0.10% [2025-11-22T03:13:46.875922] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 48.0302% [2025-11-22T03:13:46.876127] [INFO ] [main ] KNX: KEPT add_overnight_gap_amplitude (score: 48.03%) [2025-11-22T03:13:46.876202] [INFO ] [main ] KNX: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:13:46.876261] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_overnight_gap_mag'] [2025-11-22T03:13:46.876322] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:46.894357] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:46.896443] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:46.896532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:46.903634] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:46.905741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:46.906320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:46.906795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:46.907872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:46.910725] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:47.072380] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -1.35%, Actual: 2.27% [2025-11-22T03:13:47.093186] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:47.094359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:47.095693] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:47.096523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:47.097382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:47.106722] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -14.58% | Symbol ETA: 4.7s | Global ETA: 9m 46s [2025-11-22T03:13:47.107798] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:47.107865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:47.109623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:47.110223] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:47.110634] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:47.113110] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:47.174839] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:47.176958] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:47.178050] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:13:47.181769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:47.298094] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 3.8s | Global ETA: 9m 46s [2025-11-22T03:13:47.299848] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:47.299964] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:47.301162] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:47.302880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:47.305841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:47.306770] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:47.308466] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:47.311363] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:47.313197] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:47.314298] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:47.317853] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.25%, Actual: 0.15% [2025-11-22T03:13:47.318735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:47.553720] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.18%, Actual: 0.24% [2025-11-22T03:13:47.758733] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.72%, Actual: 0.09% [2025-11-22T03:13:47.890323] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 17.5s | Global ETA: 9m 46s [2025-11-22T03:13:47.891586] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:47.891677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:47.896631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:47.898717] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:47.899240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:47.899898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:47.901064] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:47.903786] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:47.946945] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 0.18% [2025-11-22T03:13:47.986104] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -0.34% | Symbol ETA: 4.0s | Global ETA: 9m 46s [2025-11-22T03:13:48.027585] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -0.95% | Symbol ETA: 3.2s | Global ETA: 9m 46s [2025-11-22T03:13:48.028519] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:48.028586] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:48.029302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:48.030656] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:48.032517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:48.033058] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:48.034183] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:48.036441] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:48.037391] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:48.037693] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:48.038708] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:48.039091] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:48.039390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:48.039881] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:48.040142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:48.043176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:48.115145] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.54%, Actual: 0.35% [2025-11-22T03:13:48.165003] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.43%, Actual: 9.70% [2025-11-22T03:13:48.282135] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.57%, Actual: 1.77% [2025-11-22T03:13:48.332057] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 0.92%, Actual: 1.08% [2025-11-22T03:13:48.446898] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 0.31%, Actual: 0.19% [2025-11-22T03:13:48.498227] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -6.67%, Actual: 1.68% [2025-11-22T03:13:48.613055] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.20%, Actual: 0.22% [2025-11-22T03:13:48.613293] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 38.1991% [2025-11-22T03:13:48.613376] [INFO ] [main ] IRT: DISCARDED add_volume_pressure_into_close (score: 38.20%) [2025-11-22T03:13:48.613417] [INFO ] [main ] IRT: Testing feature 52/53: add_volume_zscore [2025-11-22T03:13:48.613449] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_volume_zscore'] [2025-11-22T03:13:48.613483] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:48.625411] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:48.626704] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:48.626764] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:48.631577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:48.633998] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:48.634705] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:48.636314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:48.664133] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 9.34%, Actual: 2.41% [2025-11-22T03:13:48.672509] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.49% | Symbol ETA: 15.7s | Global ETA: 9m 46s [2025-11-22T03:13:48.673434] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:48.673499] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:48.676901] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.72% | Symbol ETA: 2.5s | Global ETA: 9m 46s [2025-11-22T03:13:48.677962] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:48.678029] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:48.678249] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:48.678762] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:48.679991] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:48.679934] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:48.680450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:48.680859] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:48.681713] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:48.682163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:48.682712] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:48.683773] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:48.684038] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:48.685394] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:48.686469] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:48.687173] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:48.689928] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:48.806528] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:48.807376] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:48.808426] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:48.809083] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:48.809773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:48.830437] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -5.25%, Actual: 6.36% [2025-11-22T03:13:48.996911] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.51%, Actual: 0.66% [2025-11-22T03:13:49.164246] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.00%, Actual: 5.35% [2025-11-22T03:13:49.228125] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -0.86% | Symbol ETA: 5.6s | Global ETA: 9m 46s [2025-11-22T03:13:49.229090] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:49.229156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:49.234281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:49.236880] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:49.237628] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:49.239393] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:49.330396] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 9.58%, Actual: 2.54% [2025-11-22T03:13:49.340422] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -1.59% | Symbol ETA: 1.8s | Global ETA: 9m 46s [2025-11-22T03:13:49.341562] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:49.341633] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:49.342451] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:49.343727] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:49.345608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:49.346188] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:49.347288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:49.349222] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:49.350335] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:49.351071] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:49.354043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:49.435867] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.02% | Symbol ETA: 14.5s | Global ETA: 9m 46s [2025-11-22T03:13:49.436815] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:49.436889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:49.442936] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:49.444762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:49.445231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:49.445631] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:49.446542] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:49.449123] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:49.498108] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -14.58%, Actual: 1.12% [2025-11-22T03:13:49.572803] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:49.573572] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:49.574557] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:49.575184] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:49.575868] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:49.665547] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -0.34%, Actual: 10.95% [2025-11-22T03:13:49.665801] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.8937% [2025-11-22T03:13:49.665906] [INFO ] [main ] ACHR: DISCARDED add_range_overlap_v_prior_day (score: 38.89%) [2025-11-22T03:13:49.665948] [INFO ] [main ] ACHR: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:13:49.665979] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency'] [2025-11-22T03:13:49.666014] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:49.680341] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:49.681788] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:49.681855] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:49.683554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:49.684088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:49.684475] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:49.686843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:49.731971] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:49.733516] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:49.734194] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:49.736426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:49.829916] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 5.0s | Global ETA: 9m 46s [2025-11-22T03:13:49.830807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:49.830868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:49.835627] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:49.838367] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:49.839070] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:49.840705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:49.984836] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -0.97% | Symbol ETA: 1.2s | Global ETA: 9m 46s [2025-11-22T03:13:49.985945] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:49.986015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:49.986766] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:49.988004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:49.989926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:49.990483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:49.991722] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:49.993435] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:49.994508] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:49.995221] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:13:49.998087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:50.217589] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.93% | Symbol ETA: 13.6s | Global ETA: 9m 46s [2025-11-22T03:13:50.218528] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:50.218596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:50.223485] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:50.225372] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:50.225949] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:50.226357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:50.227224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:50.229612] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:50.338146] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -8.96% | Symbol ETA: 9.7s | Global ETA: 9m 46s [2025-11-22T03:13:50.339052] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:50.339114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:50.340773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:50.341244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:50.341619] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:50.343957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:50.356289] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:50.357207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:50.358320] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:50.359016] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:50.359698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:50.387568] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:50.388866] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:50.389497] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:50.391544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:50.415718] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 2.03% | Symbol ETA: 4.3s | Global ETA: 9m 46s [2025-11-22T03:13:50.416595] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:50.416677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:50.421398] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:50.423787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:50.424477] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:50.426064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:50.624161] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 1.78% | Symbol ETA: 0.5s | Global ETA: 9m 46s [2025-11-22T03:13:50.795890] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.89% [2025-11-22T03:13:50.966955] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 1.54%, Actual: 0.14% [2025-11-22T03:13:50.974627] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 12.7s | Global ETA: 9m 46s [2025-11-22T03:13:50.975596] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:50.975686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:50.980800] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:50.982627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:50.983135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:50.983565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:50.984427] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:50.986859] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:50.988679] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.78% | Symbol ETA: 9.1s | Global ETA: 9m 46s [2025-11-22T03:13:50.989579] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:50.989662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:50.991315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:50.991837] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:50.992220] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:50.994575] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:50.999579] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -1.36% | Symbol ETA: 3.7s | Global ETA: 9m 46s [2025-11-22T03:13:51.000497] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:51.000558] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:51.005255] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:51.007631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:51.008322] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:51.009909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:51.038667] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:51.040103] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:51.040883] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:51.043040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:51.117325] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:51.118260] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:51.119382] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:51.120034] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:51.120743] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:51.140753] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 1.31% [2025-11-22T03:13:51.312281] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 1.15% [2025-11-22T03:13:51.490850] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.91% [2025-11-22T03:13:51.644486] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -5.87% | Symbol ETA: 8.4s | Global ETA: 9m 46s [2025-11-22T03:13:51.645433] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:51.645422] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 3.2s | Global ETA: 9m 46s [2025-11-22T03:13:51.645500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:51.646306] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:51.646368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:51.647257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:51.647843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:51.648245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:51.650627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:51.651178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:51.653553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:51.654251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:51.655855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:51.665353] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.95%, Actual: 0.96% [2025-11-22T03:13:51.695884] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:51.697117] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:51.697800] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:51.699934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:51.762328] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.25% | Symbol ETA: 11.8s | Global ETA: 9m 46s [2025-11-22T03:13:51.763395] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:51.763464] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:51.768573] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:51.770366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:51.770929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:51.771328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:51.772191] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:51.774726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:51.836999] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.72%, Actual: 0.54% [2025-11-22T03:13:51.904196] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:51.905120] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:51.906183] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:51.906842] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:51.907564] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.009068] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -1.59%, Actual: 0.81% [2025-11-22T03:13:52.187381] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -0.97%, Actual: 0.86% [2025-11-22T03:13:52.237612] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 1.05% | Symbol ETA: 2.6s | Global ETA: 9m 46s [2025-11-22T03:13:52.238506] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:52.238568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:52.243235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:52.245609] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:52.246317] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:52.247978] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.305730] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 5.72% | Symbol ETA: 7.8s | Global ETA: 9m 46s [2025-11-22T03:13:52.306628] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:52.306710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:52.308360] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:52.308863] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:52.309241] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:52.311549] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:52.354629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:52.355869] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:52.356482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:52.358514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.364231] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.78%, Actual: 1.17% [2025-11-22T03:13:52.364522] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.5310% [2025-11-22T03:13:52.364633] [INFO ] [main ] BIPC: DISCARDED add_volume_flow_differentials (score: 52.53%) [2025-11-22T03:13:52.364706] [INFO ] [main ] BIPC: Testing feature 52/53: add_volume_zscore [2025-11-22T03:13:52.364742] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_volume_zscore'] [2025-11-22T03:13:52.364791] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:13:52.379505] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:52.381212] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:52.381280] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:52.382076] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:52.383238] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:52.385100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:52.385624] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:52.386696] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:52.388334] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:52.389373] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:52.390062] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:52.391716] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.545256] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 11.0s | Global ETA: 9m 46s [2025-11-22T03:13:52.546188] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:52.546253] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:52.551081] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:52.552849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:52.553341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:52.553774] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:52.554633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:52.557002] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:52.678627] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:52.679548] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:52.680559] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:52.681565] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:52.682246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.826733] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 2.0s | Global ETA: 9m 46s [2025-11-22T03:13:52.827636] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:52.827723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:52.832580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:52.834953] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:52.835627] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:52.837271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:52.959448] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.79% | Symbol ETA: 7.1s | Global ETA: 9m 46s [2025-11-22T03:13:52.960381] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:52.960448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:52.962081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:52.962570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:52.962970] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:52.965325] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:53.012628] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:53.014163] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:53.014893] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:53.017133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:53.020837] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.64% | Symbol ETA: 5.9s | Global ETA: 9m 46s [2025-11-22T03:13:53.022359] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:53.022429] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:53.023342] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:53.024563] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:53.026585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:53.027139] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:53.028361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:53.030213] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:53.031323] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:53.032040] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:53.033875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:53.323021] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 10.2s | Global ETA: 9m 46s [2025-11-22T03:13:53.323979] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:53.324048] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:53.329021] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:53.330887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:53.331469] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:53.331923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:53.332817] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:53.335369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:53.414074] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -1.03% | Symbol ETA: 1.4s | Global ETA: 9m 46s [2025-11-22T03:13:53.414976] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:53.415036] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:53.419776] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:53.422122] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:53.422829] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:53.424421] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:53.471844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:53.472735] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:53.473774] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:53.474390] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:53.475063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:53.621238] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -2.91% | Symbol ETA: 6.5s | Global ETA: 9m 46s [2025-11-22T03:13:53.622173] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:53.622237] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:53.624089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:53.624585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:53.624987] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:53.627311] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:53.669988] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:53.671414] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:53.672063] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:53.674203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:53.694397] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -1.28% | Symbol ETA: 5.4s | Global ETA: 9m 46s [2025-11-22T03:13:53.695572] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:53.695658] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:53.696385] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:53.697596] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:53.699444] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:53.700016] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:53.701079] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:53.702731] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:53.703781] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:53.704463] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:53.706096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.028945] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 0.8s | Global ETA: 9m 46s [2025-11-22T03:13:54.029886] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:54.029981] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:54.035026] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:54.037578] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:54.038305] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:54.040003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.081188] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 9.4s | Global ETA: 9m 46s [2025-11-22T03:13:54.082097] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:54.082164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:54.086867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:54.088639] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:54.089129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:54.089511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:54.090353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:54.092657] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:54.214236] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:54.215270] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:54.216262] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:54.217077] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:13:54.217811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.279398] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -5.16% | Symbol ETA: 5.8s | Global ETA: 9m 46s [2025-11-22T03:13:54.280323] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:54.280389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:54.282048] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:54.282532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:54.282941] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:54.285304] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:54.322714] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.60% | Symbol ETA: 4.7s | Global ETA: 9m 46s [2025-11-22T03:13:54.323627] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:54.323711] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:54.324383] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:54.325577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:54.327455] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:54.327972] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:54.329043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:54.329143] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:54.330566] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:54.330730] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:54.331218] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:54.331819] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:54.332518] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:54.333344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.334225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.625354] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 1.21% | Symbol ETA: 0.2s | Global ETA: 9m 46s [2025-11-22T03:13:54.793539] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.86%, Actual: 0.10% [2025-11-22T03:13:54.839443] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 8.6s | Global ETA: 9m 46s [2025-11-22T03:13:54.923131] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 5.82% | Symbol ETA: 5.1s | Global ETA: 9m 46s [2025-11-22T03:13:54.924048] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:54.924112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:54.925733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:54.926207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:54.926586] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:54.928923] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:54.945476] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: -0.74% | Symbol ETA: 4.0s | Global ETA: 9m 46s [2025-11-22T03:13:54.946393] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:54.946490] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:54.947231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:54.948424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:54.950233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:54.950744] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:54.951836] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:54.953506] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:54.954560] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:54.955259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:54.957047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:54.962758] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.61%, Actual: 2.27% [2025-11-22T03:13:54.971129] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:54.972358] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:54.973006] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:54.975057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:55.005043] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.74% [2025-11-22T03:13:55.130105] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 2.03%, Actual: 0.15% [2025-11-22T03:13:55.170402] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.49%, Actual: 1.50% [2025-11-22T03:13:55.296914] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -1.36%, Actual: 0.24% [2025-11-22T03:13:55.334994] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.02%, Actual: 0.31% [2025-11-22T03:13:55.480410] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 0.09% [2025-11-22T03:13:55.499169] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.93%, Actual: 0.15% [2025-11-22T03:13:55.555315] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.64% | Symbol ETA: 3.3s | Global ETA: 9m 46s [2025-11-22T03:13:55.556221] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:55.556286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:55.556982] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:55.558244] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:55.560003] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:55.560142] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.09% | Symbol ETA: 4.5s | Global ETA: 9m 46s [2025-11-22T03:13:55.560483] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:55.561155] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:55.561221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:55.562348] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:55.562850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:55.563325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:55.563725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:55.563993] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:55.565040] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:55.565732] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:55.566040] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:55.567338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:55.609361] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:55.610943] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:55.611591] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:13:55.613783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:55.649816] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 1.05%, Actual: 0.18% [2025-11-22T03:13:55.664825] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 2.90% [2025-11-22T03:13:55.820195] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.32%, Actual: 0.35% [2025-11-22T03:13:55.829533] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.25%, Actual: 2.48% [2025-11-22T03:13:55.987402] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.03%, Actual: 1.77% [2025-11-22T03:13:55.995209] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 2.22% [2025-11-22T03:13:56.155378] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 0.19% [2025-11-22T03:13:56.160349] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 2.92% [2025-11-22T03:13:56.169705] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -2.06% | Symbol ETA: 2.7s | Global ETA: 9m 46s [2025-11-22T03:13:56.170682] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:56.171114] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:56.171837] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:56.173002] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:56.174847] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:56.175333] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:56.176414] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:56.178101] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:56.179157] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:56.179895] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:56.181524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:56.220892] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -1.24% | Symbol ETA: 3.8s | Global ETA: 9m 46s [2025-11-22T03:13:56.323099] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 1.21%, Actual: 0.22% [2025-11-22T03:13:56.323342] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 30.6519% [2025-11-22T03:13:56.323436] [INFO ] [main ] IRT: DISCARDED add_volume_zscore (score: 30.65%) [2025-11-22T03:13:56.323478] [INFO ] [main ] IRT: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:13:56.323509] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100', 'add_vwap_deviations'] [2025-11-22T03:13:56.323543] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:13:56.325696] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.62%, Actual: 1.78% [2025-11-22T03:13:56.336089] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:56.337476] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:56.337537] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:56.342262] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:56.344710] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:56.345399] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:56.352229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:56.392460] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -8.96%, Actual: 9.70% [2025-11-22T03:13:56.490927] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.52%, Actual: 0.30% [2025-11-22T03:13:56.491120] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.5033% [2025-11-22T03:13:56.491171] [INFO ] [main ] KNX: DISCARDED add_overnight_gap_mag (score: 41.50%) [2025-11-22T03:13:56.491227] [INFO ] [main ] KNX: Testing feature 29/53: add_pct_change [2025-11-22T03:13:56.491262] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_pct_change'] [2025-11-22T03:13:56.491296] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:13:56.504291] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:56.505797] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:56.505863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:56.510554] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:56.512315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:56.512814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:56.513198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:56.514047] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:56.516370] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:56.564423] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.78%, Actual: 1.08% [2025-11-22T03:13:56.641821] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:56.642551] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:56.643552] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:56.644176] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:13:56.646141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:56.735477] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -5.87%, Actual: 1.68% [2025-11-22T03:13:56.784544] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 2.1s | Global ETA: 9m 46s [2025-11-22T03:13:56.785467] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:56.785546] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:56.786395] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:56.787584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:56.789744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:56.790252] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:56.791340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:56.793079] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:56.794227] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:56.794937] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:56.796613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:56.905807] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 5.72%, Actual: 2.41% [2025-11-22T03:13:56.933273] [INFO ] [main ] IRT: Lookback Days: 2, Magnitude: -1.41% | Symbol ETA: 5.4s | Global ETA: 9m 46s [2025-11-22T03:13:56.934199] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:56.934261] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:56.939067] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:56.941473] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:56.942178] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:56.947698] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:57.075955] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.79%, Actual: 6.36% [2025-11-22T03:13:57.242621] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -2.91%, Actual: 0.66% [2025-11-22T03:13:57.265517] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -3.14% | Symbol ETA: 15.1s | Global ETA: 9m 46s [2025-11-22T03:13:57.266772] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:57.266838] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:57.272268] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:57.274295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:57.274875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:57.275318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:57.276240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:57.278634] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:57.398655] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 1.4s | Global ETA: 9m 47s [2025-11-22T03:13:57.399570] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:57.399635] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:57.400347] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:57.401490] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:57.403248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:57.403755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:57.404804] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:57.406414] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:57.406757] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:57.407466] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:57.407592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:57.408180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:57.408583] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:57.409222] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:13:57.409823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:57.411077] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.16%, Actual: 5.35% [2025-11-22T03:13:57.411159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:57.530820] [INFO ] [main ] IRT: Lookback Days: 3, Magnitude: -0.95% | Symbol ETA: 4.8s | Global ETA: 9m 47s [2025-11-22T03:13:57.531770] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:57.531833] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:57.536802] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:57.539328] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:57.540059] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:57.546021] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:57.576584] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 5.82%, Actual: 2.54% [2025-11-22T03:13:57.747156] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.09%, Actual: 1.12% [2025-11-22T03:13:57.913546] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -1.24%, Actual: 10.95% [2025-11-22T03:13:57.913767] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 39.8539% [2025-11-22T03:13:57.913867] [INFO ] [main ] ACHR: DISCARDED add_range_volume_efficiency (score: 39.85%) [2025-11-22T03:13:57.914013] [INFO ] [main ] ACHR: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:13:57.914049] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:13:57.914086] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:13:57.930871] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:13:57.932435] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:57.932500] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:57.934233] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:57.934766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:57.935158] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:57.937627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:57.982160] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:57.983408] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:57.984068] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:13:57.988083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.010546] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -2.22% | Symbol ETA: 0.8s | Global ETA: 9m 47s [2025-11-22T03:13:58.011449] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:13:58.011519] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:13:58.012399] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:58.013536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:58.015447] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:13:58.015967] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:13:58.017013] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:13:58.018669] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:13:58.019699] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:13:58.020370] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:13:58.021984] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.091496] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 14.6s | Global ETA: 9m 47s [2025-11-22T03:13:58.092395] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:58.092461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:58.097203] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:58.098987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:58.099479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:58.099918] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:58.100786] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:58.103116] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:58.133193] [INFO ] [main ] IRT: Lookback Days: 4, Magnitude: 1.69% | Symbol ETA: 4.2s | Global ETA: 9m 47s [2025-11-22T03:13:58.134155] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:58.134219] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:58.139327] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:58.141895] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:58.142595] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:58.148559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.226821] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:58.227602] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:58.228594] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:58.229224] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:13:58.231153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.596168] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -11.67% | Symbol ETA: 9.3s | Global ETA: 9m 47s [2025-11-22T03:13:58.597112] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:58.597177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:58.598887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:58.599370] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:58.599785] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:58.602184] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:58.630324] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.19% | Symbol ETA: 0.2s | Global ETA: 9m 47s [2025-11-22T03:13:58.646073] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:58.647301] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:58.647976] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:13:58.651887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.765263] [INFO ] [main ] IRT: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 3.6s | Global ETA: 9m 47s [2025-11-22T03:13:58.766175] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:58.766234] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:58.771062] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:58.773409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:58.774112] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:58.779756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:58.796960] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.64%, Actual: 0.89% [2025-11-22T03:13:58.855685] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.61% | Symbol ETA: 13.7s | Global ETA: 9m 47s [2025-11-22T03:13:58.856553] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:58.856618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:58.861369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:58.863110] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:58.863581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:58.863980] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:58.864826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:58.867136] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:58.963807] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -1.28%, Actual: 0.14% [2025-11-22T03:13:58.991020] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:58.991848] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:58.992854] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:58.993474] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:13:58.995411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:59.134416] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.60%, Actual: 1.31% [2025-11-22T03:13:59.247488] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -2.96% | Symbol ETA: 8.6s | Global ETA: 9m 47s [2025-11-22T03:13:59.248475] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:59.248566] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:59.250683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:59.251215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:59.251617] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:59.254044] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:59.297328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:59.298664] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:59.299291] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:13:59.299861] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.74%, Actual: 1.15% [2025-11-22T03:13:59.303146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:59.365279] [INFO ] [main ] IRT: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 3.0s | Global ETA: 9m 47s [2025-11-22T03:13:59.366185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:59.366247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:59.371019] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:59.373452] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:59.374191] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:59.380104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:59.466216] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.64%, Actual: 0.91% [2025-11-22T03:13:59.633039] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.25% | Symbol ETA: 12.9s | Global ETA: 9m 47s [2025-11-22T03:13:59.633090] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -2.06%, Actual: 0.96% [2025-11-22T03:13:59.633935] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:13:59.634002] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:59.638765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:59.640476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:59.640968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:59.641352] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:13:59.642194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:59.644505] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:13:59.769557] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:59.770426] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:13:59.771435] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:13:59.772076] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:13:59.774100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:59.802418] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 0.48%, Actual: 0.54% [2025-11-22T03:13:59.917745] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 4.95% | Symbol ETA: 8.0s | Global ETA: 9m 47s [2025-11-22T03:13:59.918623] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:13:59.918706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:13:59.920338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:13:59.920827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:13:59.921208] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:59.923508] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:13:59.961019] [INFO ] [main ] IRT: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 2.4s | Global ETA: 9m 47s [2025-11-22T03:13:59.961906] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:13:59.961966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:13:59.966322] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:13:59.966669] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:13:59.967523] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:13:59.968023] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 0.81% [2025-11-22T03:13:59.968157] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:13:59.969100] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:13:59.969805] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:13:59.971894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:13:59.975463] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:00.135291] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -2.22%, Actual: 0.86% [2025-11-22T03:14:00.302223] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.19%, Actual: 1.17% [2025-11-22T03:14:00.302413] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 52.5828% [2025-11-22T03:14:00.302532] [INFO ] [main ] BIPC: DISCARDED add_volume_zscore (score: 52.58%) [2025-11-22T03:14:00.302575] [INFO ] [main ] BIPC: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:14:00.302608] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range', 'add_vwap_deviations'] [2025-11-22T03:14:00.302676] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:14:00.316819] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:00.318411] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:00.318478] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:00.319276] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:00.320442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:00.322271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:00.322813] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:00.323929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:00.325715] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:00.326780] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:00.327492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:00.333324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:00.400908] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.41% | Symbol ETA: 12.1s | Global ETA: 9m 47s [2025-11-22T03:14:00.402809] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:00.402876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:00.407802] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:00.409523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:00.410036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:00.410417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:00.411278] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:00.413574] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:00.540949] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:00.544022] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:00.547094] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:00.549151] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:14:00.553545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:00.577703] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 2.47% | Symbol ETA: 7.3s | Global ETA: 9m 47s [2025-11-22T03:14:00.578575] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:00.578662] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:00.580283] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:00.580789] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:00.581181] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:00.583522] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:00.589990] [INFO ] [main ] IRT: Lookback Days: 8, Magnitude: -0.92% | Symbol ETA: 1.8s | Global ETA: 9m 47s [2025-11-22T03:14:00.590981] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:14:00.591057] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:00.595935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:00.598434] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:00.599176] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:00.614775] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:00.627693] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:00.628994] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:00.629778] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:00.633711] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.070785] [INFO ] [main ] BIPC: Lookback Days: 2, Magnitude: 0.54% | Symbol ETA: 6.7s | Global ETA: 9m 47s [2025-11-22T03:14:01.071710] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:01.071775] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:01.072455] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:01.073599] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:01.075784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:01.076304] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:01.080422] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:01.082202] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:01.086390] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:01.087120] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:01.103970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.189579] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.00% | Symbol ETA: 11.4s | Global ETA: 9m 47s [2025-11-22T03:14:01.190474] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:01.190539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:01.195224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:01.196941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:01.197405] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:01.197829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:01.198658] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:01.200967] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:01.323663] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:01.324527] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:01.325516] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:01.326147] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:14:01.328117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.405249] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.76% | Symbol ETA: 6.8s | Global ETA: 9m 47s [2025-11-22T03:14:01.410127] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:01.410192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:01.411904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:01.412385] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:01.412804] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:01.415160] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:01.461212] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:01.462664] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:01.463343] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:01.467323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.521861] [INFO ] [main ] IRT: Lookback Days: 9, Magnitude: -0.53% | Symbol ETA: 1.3s | Global ETA: 9m 47s [2025-11-22T03:14:01.522970] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:14:01.523040] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:01.534353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:01.538433] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:01.539231] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:01.551360] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.978050] [INFO ] [main ] BIPC: Lookback Days: 3, Magnitude: -0.72% | Symbol ETA: 6.6s | Global ETA: 9m 47s [2025-11-22T03:14:01.978950] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:01.979015] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:01.979704] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:01.980843] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:01.982565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:01.983065] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:01.984121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:01.985737] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:01.986778] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:01.987036] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 10.6s | Global ETA: 9m 47s [2025-11-22T03:14:01.987455] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:01.988043] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:01.988111] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:01.993016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:01.993398] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:01.995503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:01.996074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:01.996485] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:01.997525] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:02.000062] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:02.107356] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.41% | Symbol ETA: 6.1s | Global ETA: 9m 47s [2025-11-22T03:14:02.108348] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:02.108414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:02.110173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:02.110829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:02.111249] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:02.114075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:02.137511] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:02.138542] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:02.139596] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:02.140258] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:14:02.142253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.159925] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:02.161470] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:02.162234] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:02.166485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.181908] [INFO ] [main ] IRT: Lookback Days: 10, Magnitude: -0.70% | Symbol ETA: 0.6s | Global ETA: 9m 47s [2025-11-22T03:14:02.182845] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:14:02.182907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:02.187784] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:02.190393] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:02.191195] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:02.197014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.589746] [INFO ] [main ] BIPC: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 5.3s | Global ETA: 9m 47s [2025-11-22T03:14:02.590676] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:02.590741] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:02.591416] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:02.592574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:02.594336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:02.594852] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:02.595882] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:02.597494] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:02.598518] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:02.599215] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:02.604767] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.759927] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -2.78% | Symbol ETA: 9.8s | Global ETA: 9m 47s [2025-11-22T03:14:02.760843] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:02.760907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:02.765574] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:02.767307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:02.767819] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:02.768215] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:02.769069] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:02.771380] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:02.797525] [INFO ] [main ] IRT: Lookback Days: 11, Magnitude: 0.34% | Symbol ETA: 0.0s | Global ETA: 9m 47s [2025-11-22T03:14:02.797976] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -4.95% | Symbol ETA: 5.4s | Global ETA: 9m 47s [2025-11-22T03:14:02.799154] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:02.799221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:02.800957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:02.801479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:02.801892] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:02.804294] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:02.851054] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:02.852862] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:02.853715] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:02.858162] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.892513] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:02.893430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:02.894419] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:02.895052] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:14:02.896975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:02.964327] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -1.41%, Actual: 0.10% [2025-11-22T03:14:03.130904] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: -0.95%, Actual: 2.27% [2025-11-22T03:14:03.203588] [INFO ] [main ] BIPC: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 4.3s | Global ETA: 9m 47s [2025-11-22T03:14:03.204533] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:03.204609] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:03.205299] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:03.206434] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:03.208210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:03.208725] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:03.209760] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:03.211377] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:03.212443] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:03.213140] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:03.219387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:03.306923] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.69%, Actual: 0.15% [2025-11-22T03:14:03.481251] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 1.40% | Symbol ETA: 4.7s | Global ETA: 9m 47s [2025-11-22T03:14:03.482106] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 0.24% [2025-11-22T03:14:03.482328] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:03.482399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:03.484271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:03.484833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:03.485232] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:03.487682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:03.522857] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.95% | Symbol ETA: 9.0s | Global ETA: 9m 47s [2025-11-22T03:14:03.523827] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:03.523892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:03.528733] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:03.530488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:03.531005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:03.531396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:03.532239] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:03.532749] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:03.534214] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:03.534586] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:03.534924] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:03.539102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:03.656946] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 0.15%, Actual: 0.09% [2025-11-22T03:14:03.657599] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:03.658484] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:03.659471] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:03.660105] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:14:03.662035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:03.821723] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 0.18% [2025-11-22T03:14:03.834723] [INFO ] [main ] BIPC: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 3.5s | Global ETA: 9m 47s [2025-11-22T03:14:03.838541] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:03.838605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:03.839304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:03.840433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:03.843109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:03.843592] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:03.844621] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:03.846298] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:03.847329] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:03.848059] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:03.853600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:03.990164] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: -0.92%, Actual: 0.35% [2025-11-22T03:14:04.154966] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -0.53%, Actual: 1.77% [2025-11-22T03:14:04.156302] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.56% | Symbol ETA: 4.0s | Global ETA: 9m 47s [2025-11-22T03:14:04.157360] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:04.157455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:04.159160] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:04.159708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:04.160111] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:04.162517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:04.208210] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:04.209765] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:04.210458] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:14:04.214611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:04.277128] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.61% | Symbol ETA: 8.2s | Global ETA: 9m 47s [2025-11-22T03:14:04.320550] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.70%, Actual: 0.19% [2025-11-22T03:14:04.446867] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -3.14%, Actual: 2.74% [2025-11-22T03:14:04.456238] [INFO ] [main ] BIPC: Lookback Days: 7, Magnitude: -1.13% | Symbol ETA: 2.8s | Global ETA: 9m 47s [2025-11-22T03:14:04.457142] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:04.457207] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:04.457914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:04.459046] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:04.460813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:04.461310] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:04.462343] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:04.463956] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:04.464996] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:04.465685] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:04.471397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:04.486898] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.22% [2025-11-22T03:14:04.487113] [INFO ] [main ] IRT: Magnitude Forecast Confidence: 37.6027% [2025-11-22T03:14:04.487198] [INFO ] [main ] IRT: DISCARDED add_vwap_deviations (score: 37.60%) [2025-11-22T03:14:04.487238] [INFO ] [main ] IRT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:14:04.487269] [INFO ] [main ] IRT: Best accuracy: 47.57% [2025-11-22T03:14:04.487302] [INFO ] [main ] IRT: Best feature set (3 features): ['add_afternoon_v_morning_volatility_mix', 'add_day_shape_ratios', 'add_prev_close_to_1100'] [2025-11-22T03:14:04.487332] [INFO ] [main ] IRT: Improvement over baseline: 14.36% [2025-11-22T03:14:04.487358] [INFO ] [main ] IRT: Total time: 6.9 minutes [2025-11-22T03:14:04.487384] [INFO ] [main ] IRT: Average time per feature: 7.9 seconds [2025-11-22T03:14:04.487439] [INFO ] [main ] IRT: Average speed: 0.13 features/sec [2025-11-22T03:14:04.617665] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.50% [2025-11-22T03:14:04.657400] [DEBUG] [METRICS ] IRT: 2025-11-20:2025-11-21: Predicted: -0.10%, Actual: 0.10% [2025-11-22T03:14:04.782690] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.61%, Actual: 0.31% [2025-11-22T03:14:04.826668] [DEBUG] [METRICS ] IRT: 2025-11-19:2025-11-20: Predicted: 0.65%, Actual: 2.27% [2025-11-22T03:14:04.834798] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.24% | Symbol ETA: 3.3s | Global ETA: 9m 47s [2025-11-22T03:14:04.947817] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.25%, Actual: 0.15% [2025-11-22T03:14:04.994936] [DEBUG] [METRICS ] IRT: 2025-11-18:2025-11-19: Predicted: 1.70%, Actual: 0.15% [2025-11-22T03:14:05.010495] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -11.67%, Actual: 9.70% [2025-11-22T03:14:05.069616] [INFO ] [main ] BIPC: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 2.0s | Global ETA: 9m 47s [2025-11-22T03:14:05.070550] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:05.070616] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:05.071590] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:05.072786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:05.074553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:05.075067] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:05.076132] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:05.077772] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:05.078814] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:05.079474] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:05.085069] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:05.111734] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.41%, Actual: 2.90% [2025-11-22T03:14:05.160724] [DEBUG] [METRICS ] IRT: 2025-11-17:2025-11-18: Predicted: -0.27%, Actual: 0.24% [2025-11-22T03:14:05.191341] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -2.96%, Actual: 1.08% [2025-11-22T03:14:05.277503] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.00%, Actual: 2.48% [2025-11-22T03:14:05.330022] [DEBUG] [METRICS ] IRT: 2025-11-14:2025-11-17: Predicted: 1.88%, Actual: 0.09% [2025-11-22T03:14:05.374239] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 4.95%, Actual: 1.68% [2025-11-22T03:14:05.445727] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 2.22% [2025-11-22T03:14:05.495726] [DEBUG] [METRICS ] IRT: 2025-11-13:2025-11-14: Predicted: -0.17%, Actual: 0.18% [2025-11-22T03:14:05.551744] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 2.47%, Actual: 2.41% [2025-11-22T03:14:05.610052] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -2.78%, Actual: 2.92% [2025-11-22T03:14:05.661479] [DEBUG] [METRICS ] IRT: 2025-11-12:2025-11-13: Predicted: 0.90%, Actual: 0.35% [2025-11-22T03:14:05.686003] [INFO ] [main ] BIPC: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 1.3s | Global ETA: 9m 47s [2025-11-22T03:14:05.686904] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:05.686968] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:05.687678] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:05.688807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:05.690522] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:05.691033] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:05.692077] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:05.693678] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:05.694709] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:05.695372] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:05.700976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:05.727161] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.76%, Actual: 6.36% [2025-11-22T03:14:05.772977] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.95%, Actual: 1.78% [2025-11-22T03:14:05.826693] [DEBUG] [METRICS ] IRT: 2025-11-11:2025-11-12: Predicted: -1.30%, Actual: 1.77% [2025-11-22T03:14:05.926976] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.41%, Actual: 0.66% [2025-11-22T03:14:05.938937] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.61%, Actual: 0.30% [2025-11-22T03:14:05.939161] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 39.1000% [2025-11-22T03:14:05.939260] [INFO ] [main ] KNX: DISCARDED add_pct_change (score: 39.10%) [2025-11-22T03:14:05.939303] [INFO ] [main ] KNX: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:14:05.939337] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_preclose_acceleration_mag'] [2025-11-22T03:14:05.939421] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:05.952604] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:05.954135] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:05.954200] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:05.959025] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:05.960781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:05.961259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:05.961638] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:05.962476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:05.964802] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:05.991834] [DEBUG] [METRICS ] IRT: 2025-11-10:2025-11-11: Predicted: -0.57%, Actual: 0.19% [2025-11-22T03:14:06.090231] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:06.090969] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:06.091968] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:06.092572] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:06.093561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:06.118781] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -4.95%, Actual: 5.35% [2025-11-22T03:14:06.160983] [DEBUG] [METRICS ] IRT: 2025-11-07:2025-11-10: Predicted: 0.34%, Actual: 0.22% [2025-11-22T03:14:06.161988] [INFO ] [LOCAL ] Saved configuration for IRT: 3 features, 47.57% accuracy -> ./output/feature-sets/IRT.json [2025-11-22T03:14:06.163846] [INFO ] [main ] Progress: 53/57 symbols completed (93.0%). IRT finished in 7m 6s. ETA: 7m 41s. Rate: 0.52 symbols/min [2025-11-22T03:14:06.170262] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:06.182181] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:06.182800] [INFO ] [main ] KREF: Testing with 53 available features [2025-11-22T03:14:06.182852] [INFO ] [main ] KREF: Establishing baseline with no features... [2025-11-22T03:14:06.182886] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:06.194402] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:06.195830] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:06.300403] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 1.40%, Actual: 2.54% [2025-11-22T03:14:06.302258] [INFO ] [main ] BIPC: Lookback Days: 10, Magnitude: -1.28% | Symbol ETA: 0.7s | Global ETA: 7m 41s [2025-11-22T03:14:06.303174] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:14:06.303239] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:06.303938] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:06.305061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:06.306805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:06.307290] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:06.308335] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:06.309941] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:06.310966] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:06.311623] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:14:06.317200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:06.482948] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.56%, Actual: 1.12% [2025-11-22T03:14:06.667193] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.24%, Actual: 10.95% [2025-11-22T03:14:06.667500] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 45.4294% [2025-11-22T03:14:06.667633] [INFO ] [main ] ACHR: DISCARDED add_range_volume_efficiency_refinements (score: 45.43%) [2025-11-22T03:14:06.667731] [INFO ] [main ] ACHR: Testing feature 39/53: add_regime [2025-11-22T03:14:06.667781] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_regime'] [2025-11-22T03:14:06.667821] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:06.682817] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:06.684488] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:06.684555] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:06.686438] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:06.687028] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:06.687452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:06.690056] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:06.708694] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.35% | Symbol ETA: 14.3s | Global ETA: 7m 41s [2025-11-22T03:14:06.709621] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:06.709736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:06.714613] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:06.716406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:06.716930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:06.717337] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:06.718241] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:06.720679] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:06.741041] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:06.742758] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:06.743451] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:06.755398] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.90% [2025-11-22T03:14:06.756346] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:06.767251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:06.852202] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:06.853155] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:06.854254] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:06.854934] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:06.855980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:06.916759] [INFO ] [main ] BIPC: Lookback Days: 11, Magnitude: 2.59% | Symbol ETA: 0.0s | Global ETA: 7m 41s [2025-11-22T03:14:07.082686] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: 0.54%, Actual: 0.89% [2025-11-22T03:14:07.249929] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: -0.72%, Actual: 0.14% [2025-11-22T03:14:07.326284] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.15% [2025-11-22T03:14:07.327246] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:07.419306] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -0.47%, Actual: 1.31% [2025-11-22T03:14:07.422053] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -11.27% | Symbol ETA: 9.9s | Global ETA: 7m 41s [2025-11-22T03:14:07.423234] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:07.423302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:07.425077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:07.425609] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:07.426037] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:07.428764] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:07.464426] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.48% | Symbol ETA: 13.5s | Global ETA: 7m 41s [2025-11-22T03:14:07.465374] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:07.465442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:07.470280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:07.472349] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:07.472866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:07.473252] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:07.474289] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:07.476214] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:07.476847] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:07.477979] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:07.478701] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:07.501854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:07.584255] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: 0.36%, Actual: 1.15% [2025-11-22T03:14:07.599304] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:07.600188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:07.601187] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:07.601820] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:07.602818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:07.750513] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.91% [2025-11-22T03:14:07.899778] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.27% [2025-11-22T03:14:07.900739] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:07.916700] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -1.13%, Actual: 0.96% [2025-11-22T03:14:08.084112] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 0.54% [2025-11-22T03:14:08.184629] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -1.64% | Symbol ETA: 9.2s | Global ETA: 7m 41s [2025-11-22T03:14:08.185812] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:08.185881] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:08.187797] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:08.188373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:08.188814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:08.191851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:08.218847] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.29% | Symbol ETA: 12.8s | Global ETA: 7m 41s [2025-11-22T03:14:08.219803] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:08.219882] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:08.224526] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:08.226238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:08.226729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:08.227114] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:08.228295] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:08.230624] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:08.241481] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:08.243275] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:08.243984] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:08.254765] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 0.81% [2025-11-22T03:14:08.266317] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:08.352313] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:08.352965] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:08.353937] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:08.354528] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:08.355508] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:08.425176] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.28%, Actual: 0.86% [2025-11-22T03:14:08.485287] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.35% [2025-11-22T03:14:08.486278] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:08.597094] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 2.59%, Actual: 1.17% [2025-11-22T03:14:08.597313] [INFO ] [main ] BIPC: Magnitude Forecast Confidence: 53.4324% [2025-11-22T03:14:08.597400] [INFO ] [main ] BIPC: DISCARDED add_vwap_deviations (score: 53.43%) [2025-11-22T03:14:08.597461] [INFO ] [main ] BIPC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:14:08.597496] [INFO ] [main ] BIPC: Best accuracy: 67.49% [2025-11-22T03:14:08.597527] [INFO ] [main ] BIPC: Best feature set (8 features): ['add_close_to_open_alignment', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies', 'add_true_range'] [2025-11-22T03:14:08.597558] [INFO ] [main ] BIPC: Improvement over baseline: 14.26% [2025-11-22T03:14:08.597585] [INFO ] [main ] BIPC: Total time: 6.9 minutes [2025-11-22T03:14:08.597611] [INFO ] [main ] BIPC: Average time per feature: 8.0 seconds [2025-11-22T03:14:08.597638] [INFO ] [main ] BIPC: Average speed: 0.13 features/sec [2025-11-22T03:14:08.766334] [DEBUG] [METRICS ] BIPC: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.89% [2025-11-22T03:14:08.938105] [DEBUG] [METRICS ] BIPC: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 0.14% [2025-11-22T03:14:08.939611] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 8.5s | Global ETA: 7m 41s [2025-11-22T03:14:08.941746] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:08.941814] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:08.943730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:08.944276] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:08.944700] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:08.947105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:08.958836] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.99% | Symbol ETA: 12.0s | Global ETA: 7m 41s [2025-11-22T03:14:08.959746] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:08.959811] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:08.964473] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:08.966183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:08.966677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:08.967063] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:08.967931] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:08.970217] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:08.992813] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:08.994530] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:08.995330] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:09.015975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:09.051088] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.75% [2025-11-22T03:14:09.052043] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:09.092006] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:09.092663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:09.093624] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:09.094245] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:09.095231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:09.116249] [DEBUG] [METRICS ] BIPC: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.31% [2025-11-22T03:14:09.294827] [DEBUG] [METRICS ] BIPC: 2025-11-17:2025-11-18: Predicted: -0.88%, Actual: 1.15% [2025-11-22T03:14:09.462448] [DEBUG] [METRICS ] BIPC: 2025-11-14:2025-11-17: Predicted: -1.00%, Actual: 0.91% [2025-11-22T03:14:09.632400] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -1.01% | Symbol ETA: 7.6s | Global ETA: 7m 41s [2025-11-22T03:14:09.633306] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:09.633369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:09.634597] [DEBUG] [METRICS ] BIPC: 2025-11-13:2025-11-14: Predicted: -0.99%, Actual: 0.96% [2025-11-22T03:14:09.635023] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:09.635503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:09.635911] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:09.638265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:09.640445] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.80% [2025-11-22T03:14:09.641435] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:09.681117] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:09.682415] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:09.683060] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:09.697173] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.01% | Symbol ETA: 11.2s | Global ETA: 7m 41s [2025-11-22T03:14:09.698167] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:09.698235] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:09.702581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:09.703096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:09.704891] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:09.705376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:09.705800] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:09.706667] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:09.709124] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:09.805695] [DEBUG] [METRICS ] BIPC: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 0.54% [2025-11-22T03:14:09.834427] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:09.835107] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:09.836086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:09.836700] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:09.837713] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:09.972979] [DEBUG] [METRICS ] BIPC: 2025-11-11:2025-11-12: Predicted: -2.05%, Actual: 0.81% [2025-11-22T03:14:10.162357] [DEBUG] [METRICS ] BIPC: 2025-11-10:2025-11-11: Predicted: -1.50%, Actual: 0.86% [2025-11-22T03:14:10.237078] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.19% [2025-11-22T03:14:10.238070] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:10.299153] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.32% | Symbol ETA: 6.8s | Global ETA: 7m 41s [2025-11-22T03:14:10.300049] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:10.300113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:10.301748] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:10.302222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:10.302673] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:10.304981] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:10.333927] [DEBUG] [METRICS ] BIPC: 2025-11-07:2025-11-10: Predicted: 1.68%, Actual: 1.17% [2025-11-22T03:14:10.334446] [INFO ] [LOCAL ] Saved configuration for BIPC: 8 features, 67.49% accuracy -> ./output/feature-sets/BIPC.json [2025-11-22T03:14:10.335191] [INFO ] [main ] Progress: 54/57 symbols completed (94.7%). BIPC finished in 7m 5s. ETA: 5m 40s. Rate: 0.53 symbols/min [2025-11-22T03:14:10.348387] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:10.349614] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:10.350268] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:10.369980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:10.443572] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.21% | Symbol ETA: 10.5s | Global ETA: 5m 40s [2025-11-22T03:14:10.444464] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:10.444530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:10.449284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:10.451036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:10.451508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:10.451920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:10.452761] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:10.455068] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:10.576611] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:10.577326] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:10.578341] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:10.578963] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:10.579976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:10.833046] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.97% [2025-11-22T03:14:10.834117] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:10.966209] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -1.25% | Symbol ETA: 6.1s | Global ETA: 5m 40s [2025-11-22T03:14:10.967114] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:10.967177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:10.968839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:10.969321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:10.969744] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:10.972103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:11.015125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:11.016332] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:11.016979] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:11.036514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:11.191081] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 9.7s | Global ETA: 5m 40s [2025-11-22T03:14:11.191980] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:11.192046] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:11.196761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:11.198475] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:11.198967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:11.199348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:11.200209] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:11.202490] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:11.323783] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:11.324459] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:11.325434] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:11.326051] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:11.327042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:11.436299] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.07% [2025-11-22T03:14:11.437488] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:14:11.632916] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -0.84% | Symbol ETA: 5.3s | Global ETA: 5m 40s [2025-11-22T03:14:11.633836] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:11.633900] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:11.635503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:11.636007] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:11.636389] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:11.638748] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:11.681354] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:11.682560] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:11.683203] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:11.702215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:11.934352] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.24% | Symbol ETA: 9.0s | Global ETA: 5m 40s [2025-11-22T03:14:11.935244] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:11.935310] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:11.940040] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:11.941745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:11.942222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:11.942606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:11.943446] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:11.945745] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:12.062531] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.70% [2025-11-22T03:14:12.066555] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:12.067275] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:12.068310] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:12.068940] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:12.069955] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:12.233925] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.90%, Actual: 1.62% [2025-11-22T03:14:12.293761] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 5.98% | Symbol ETA: 4.6s | Global ETA: 5m 40s [2025-11-22T03:14:12.294635] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:12.294720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:12.296341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:12.296843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:12.297222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:12.299773] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:12.342175] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:12.343395] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:12.344031] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:12.363070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:12.401922] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.15%, Actual: 1.04% [2025-11-22T03:14:12.568897] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.27%, Actual: 0.20% [2025-11-22T03:14:12.673388] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 5.10% | Symbol ETA: 8.2s | Global ETA: 5m 40s [2025-11-22T03:14:12.674277] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:12.674342] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:12.679022] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:12.680787] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:12.681257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:12.681635] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:12.682486] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:12.684860] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:12.738249] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 2.29% [2025-11-22T03:14:12.807476] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:12.808186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:12.809179] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:12.809805] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:12.810812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:12.908887] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.75%, Actual: 0.32% [2025-11-22T03:14:12.956367] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -20.30% | Symbol ETA: 3.9s | Global ETA: 5m 40s [2025-11-22T03:14:12.957244] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:12.957308] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:12.959010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:12.959487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:12.959887] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:12.962265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:13.004711] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:13.005905] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:13.006529] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:14:13.025832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:13.080837] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.80%, Actual: 1.55% [2025-11-22T03:14:13.248299] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.19%, Actual: 1.56% [2025-11-22T03:14:13.418145] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.97%, Actual: 1.79% [2025-11-22T03:14:13.418451] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.44% | Symbol ETA: 7.5s | Global ETA: 5m 40s [2025-11-22T03:14:13.587020] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.35%, Actual: 2.74% [2025-11-22T03:14:13.591291] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.07%, Actual: 0.06% [2025-11-22T03:14:13.619866] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.40% | Symbol ETA: 3.2s | Global ETA: 5m 40s [2025-11-22T03:14:13.755590] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.48%, Actual: 1.50% [2025-11-22T03:14:13.761296] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.70%, Actual: 3.13% [2025-11-22T03:14:13.761493] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 46.4100% [2025-11-22T03:14:13.761542] [INFO ] [main ] KREF: Baseline score (no features): 46.4100% [2025-11-22T03:14:13.761578] [INFO ] [main ] KREF: Testing feature 1/53: add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:13.761608] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix'] [2025-11-22T03:14:13.761659] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:13.773135] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:13.776321] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:13.776382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:13.781369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:13.788858] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -11.27%, Actual: 9.70% [2025-11-22T03:14:13.924286] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.29%, Actual: 0.31% [2025-11-22T03:14:13.957065] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -1.64%, Actual: 1.08% [2025-11-22T03:14:14.092797] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.99%, Actual: 0.15% [2025-11-22T03:14:14.123190] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 1.68% [2025-11-22T03:14:14.259395] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.01%, Actual: 2.90% [2025-11-22T03:14:14.291109] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -1.01%, Actual: 2.41% [2025-11-22T03:14:14.353008] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 5m 5s | Global ETA: 5m 40s [2025-11-22T03:14:14.353909] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:14.353968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:14.358690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:14.426074] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.21%, Actual: 2.48% [2025-11-22T03:14:14.457980] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.32%, Actual: 6.36% [2025-11-22T03:14:14.595375] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 2.22% [2025-11-22T03:14:14.623632] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -1.25%, Actual: 0.66% [2025-11-22T03:14:14.765687] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.24%, Actual: 2.92% [2025-11-22T03:14:14.791788] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -0.84%, Actual: 5.35% [2025-11-22T03:14:14.928127] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.57% | Symbol ETA: 5m 4s | Global ETA: 5m 40s [2025-11-22T03:14:14.929064] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:14.929124] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:14.933901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:14.938270] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 5.10%, Actual: 1.78% [2025-11-22T03:14:14.957129] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 5.98%, Actual: 2.54% [2025-11-22T03:14:15.107946] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.44%, Actual: 0.30% [2025-11-22T03:14:15.108160] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 40.7001% [2025-11-22T03:14:15.108249] [INFO ] [main ] KNX: DISCARDED add_preclose_acceleration_mag (score: 40.70%) [2025-11-22T03:14:15.108292] [INFO ] [main ] KNX: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:14:15.108326] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_prev_1100_to_open'] [2025-11-22T03:14:15.108361] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:15.120701] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:15.122051] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:15.122118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:15.122577] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -20.30%, Actual: 1.12% [2025-11-22T03:14:15.127159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:15.129067] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:15.129564] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:15.130010] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:15.130889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:15.133357] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:15.265161] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:15.266138] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:15.267136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:15.267814] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:15.268526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:15.289422] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.40%, Actual: 10.95% [2025-11-22T03:14:15.289596] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 35.0434% [2025-11-22T03:14:15.289710] [INFO ] [main ] ACHR: DISCARDED add_regime (score: 35.04%) [2025-11-22T03:14:15.289757] [INFO ] [main ] ACHR: Testing feature 40/53: add_regime_flags [2025-11-22T03:14:15.289790] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_regime_flags'] [2025-11-22T03:14:15.289825] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:15.301855] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:15.303063] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:15.303126] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:15.304809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:15.305302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:15.305703] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:15.308067] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:15.352604] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:15.353890] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:15.354507] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:15.355540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:15.500115] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.06% | Symbol ETA: 5m 3s | Global ETA: 5m 40s [2025-11-22T03:14:15.501051] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:15.501120] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:15.505836] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:15.900989] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 13.7s | Global ETA: 5m 40s [2025-11-22T03:14:15.901911] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:15.901978] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:15.906985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:15.908877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:15.909367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:15.909777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:15.910688] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:15.913076] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:15.947593] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -2.75% | Symbol ETA: 8.7s | Global ETA: 5m 40s [2025-11-22T03:14:15.948524] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:15.948587] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:15.950263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:15.950755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:15.951136] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:15.953526] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:15.996632] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:15.997939] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:15.998564] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:15.999569] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:16.038007] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:16.038999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:16.040032] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:16.040826] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:16.041672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:16.106404] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 5m 7s | Global ETA: 5m 40s [2025-11-22T03:14:16.107453] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:16.107516] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:16.112746] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:16.597230] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.69% | Symbol ETA: 8.1s | Global ETA: 5m 40s [2025-11-22T03:14:16.598161] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:16.598225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:16.599884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:16.600366] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:16.600768] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:16.603105] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:16.646862] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:16.648160] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:16.648807] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:16.649839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:16.654230] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.34% | Symbol ETA: 12.9s | Global ETA: 5m 40s [2025-11-22T03:14:16.655078] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:16.655144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:16.659896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:16.661605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:16.662107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:16.662490] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:16.663347] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:16.665674] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:16.677781] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 1.28% | Symbol ETA: 5m 5s | Global ETA: 5m 40s [2025-11-22T03:14:16.678686] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:16.678746] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:16.683467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:16.789345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:16.790188] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:16.791190] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:16.791843] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:16.792495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:17.240712] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.74% | Symbol ETA: 7.4s | Global ETA: 5m 40s [2025-11-22T03:14:17.241574] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:17.241656] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:17.243278] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:17.243766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:17.244145] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:17.245997] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.85% | Symbol ETA: 5m 3s | Global ETA: 5m 40s [2025-11-22T03:14:17.246429] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:17.246893] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:17.246954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:17.251667] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:17.290629] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:17.291850] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:17.292477] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:17.293472] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:17.412236] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.80% | Symbol ETA: 12.1s | Global ETA: 5m 40s [2025-11-22T03:14:17.413127] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:17.413193] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:17.417944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:17.419637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:17.420132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:17.420516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:17.421362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:17.423720] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:17.549876] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:17.550759] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:17.551799] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:17.552439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:17.553135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:17.849091] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 5m 4s | Global ETA: 5m 40s [2025-11-22T03:14:17.850041] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:17.850104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:17.855228] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:17.880858] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 6.7s | Global ETA: 5m 40s [2025-11-22T03:14:17.881745] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:17.881810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:17.883431] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:17.883937] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:17.884342] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:17.886702] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:17.929733] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:17.931042] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:17.931722] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:17.932762] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:18.174277] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.19% | Symbol ETA: 11.3s | Global ETA: 5m 40s [2025-11-22T03:14:18.175221] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:18.175290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:18.180374] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:18.182158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:18.182687] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:18.183090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:18.183974] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:18.186473] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:18.315128] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:18.316013] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:18.317046] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:18.317729] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:18.318397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:18.446000] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.95% | Symbol ETA: 5m 5s | Global ETA: 5m 40s [2025-11-22T03:14:18.446947] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:18.447013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:18.451916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:18.521337] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.98% | Symbol ETA: 6.1s | Global ETA: 5m 40s [2025-11-22T03:14:18.522219] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:18.522284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:18.523919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:18.524407] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:18.524816] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:18.527151] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:18.570079] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:18.571313] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:18.571951] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:18.572940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:18.931200] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.65% | Symbol ETA: 10.5s | Global ETA: 5m 40s [2025-11-22T03:14:18.932087] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:18.932153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:18.936861] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:18.938610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:18.939098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:18.939473] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:18.940334] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:18.942620] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:19.064123] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 5m 6s | Global ETA: 5m 40s [2025-11-22T03:14:19.064199] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:19.064865] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:19.065034] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:19.065096] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:19.065858] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:19.066486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:19.067151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:19.069877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:19.160362] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.12% | Symbol ETA: 5.4s | Global ETA: 5m 40s [2025-11-22T03:14:19.161262] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:19.161327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:19.162970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:19.163452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:19.163857] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:19.166170] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:19.209855] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:19.211144] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:19.211791] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:19.212802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:19.637750] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.98% | Symbol ETA: 5m 5s | Global ETA: 5m 40s [2025-11-22T03:14:19.674746] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 9.8s | Global ETA: 5m 40s [2025-11-22T03:14:19.675619] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:19.675704] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:19.680409] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:19.682127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:19.682591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:19.683044] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:19.683901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:19.686214] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:19.801089] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -3.92% | Symbol ETA: 4.8s | Global ETA: 5m 40s [2025-11-22T03:14:19.801991] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:19.802056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:19.803694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:19.804180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:19.804566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:19.806918] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:19.807862] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:19.808749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:19.808833] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.62% [2025-11-22T03:14:19.809804] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:19.810422] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:19.811096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:19.850292] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:19.851490] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:19.852133] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:19.853117] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:19.977700] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 1.04% [2025-11-22T03:14:20.159272] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.06%, Actual: 0.20% [2025-11-22T03:14:20.326406] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 2.29% [2025-11-22T03:14:20.415207] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.57% | Symbol ETA: 9.0s | Global ETA: 5m 40s [2025-11-22T03:14:20.416097] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:20.416162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:20.420914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:20.422618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:20.423107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:20.423480] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:20.424322] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:20.426701] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:20.441903] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 9.35% | Symbol ETA: 4.2s | Global ETA: 5m 40s [2025-11-22T03:14:20.442797] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:20.442866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:20.444490] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:20.444986] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:20.445374] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:20.447752] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:20.491120] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:20.492314] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:20.492955] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:20.493942] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:20.499152] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 1.28%, Actual: 0.32% [2025-11-22T03:14:20.547312] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:20.548018] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:20.548997] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:20.549598] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:20.550269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:20.675696] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.85%, Actual: 1.55% [2025-11-22T03:14:20.844982] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 1.56% [2025-11-22T03:14:21.015210] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.95%, Actual: 1.79% [2025-11-22T03:14:21.076578] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -14.58% | Symbol ETA: 3.5s | Global ETA: 5m 40s [2025-11-22T03:14:21.077475] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:21.077539] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:21.079171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:21.079667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:21.080056] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:21.082352] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:21.125229] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:21.126423] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:21.127061] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:21.128081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:21.151001] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.02% | Symbol ETA: 8.2s | Global ETA: 5m 40s [2025-11-22T03:14:21.151880] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:21.151945] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:21.156680] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:21.158425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:21.158909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:21.159293] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:21.160146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:21.162460] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:21.184389] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.16%, Actual: 0.06% [2025-11-22T03:14:21.289934] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:21.290870] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:21.291911] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:21.292540] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:21.293238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:21.354487] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.98%, Actual: 3.13% [2025-11-22T03:14:21.354711] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 38.7006% [2025-11-22T03:14:21.354765] [INFO ] [main ] KREF: DISCARDED add_afternoon_v_morning_volatility_mix (score: 38.70%) [2025-11-22T03:14:21.354803] [INFO ] [main ] KREF: Testing feature 2/53: add_atr [2025-11-22T03:14:21.354834] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr'] [2025-11-22T03:14:21.354868] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:21.365713] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:21.366886] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:21.366945] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:21.368674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:21.369186] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:21.716298] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.31% | Symbol ETA: 2.9s | Global ETA: 5m 40s [2025-11-22T03:14:21.882622] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -2.75%, Actual: 9.70% [2025-11-22T03:14:21.919024] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.88% | Symbol ETA: 7.5s | Global ETA: 5m 40s [2025-11-22T03:14:21.919980] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:21.920064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:21.925023] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:21.926875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:21.927359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:21.927815] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:21.928709] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:21.931140] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:21.945053] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 6m 32s | Global ETA: 5m 40s [2025-11-22T03:14:21.945947] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:21.946008] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:21.947685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:21.948185] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:22.048268] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.69%, Actual: 1.08% [2025-11-22T03:14:22.055351] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:22.056206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:22.057200] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:22.057865] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:14:22.058510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:22.213804] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.74%, Actual: 1.68% [2025-11-22T03:14:22.378871] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.41% [2025-11-22T03:14:22.517986] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 6m 32s | Global ETA: 5m 40s [2025-11-22T03:14:22.518887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:22.518946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:22.520583] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:22.521089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:22.544991] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.98%, Actual: 6.36% [2025-11-22T03:14:22.665054] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.50% | Symbol ETA: 6.7s | Global ETA: 5m 40s [2025-11-22T03:14:22.709875] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.12%, Actual: 0.66% [2025-11-22T03:14:22.831137] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.38%, Actual: 2.74% [2025-11-22T03:14:22.875129] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -3.92%, Actual: 5.35% [2025-11-22T03:14:22.996469] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.34%, Actual: 1.50% [2025-11-22T03:14:23.040305] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 9.35%, Actual: 2.54% [2025-11-22T03:14:23.103835] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 6m 31s | Global ETA: 5m 40s [2025-11-22T03:14:23.104751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:23.104811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:23.106541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:23.107056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:23.162126] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.80%, Actual: 0.31% [2025-11-22T03:14:23.205370] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -14.58%, Actual: 1.12% [2025-11-22T03:14:23.327522] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.19%, Actual: 0.15% [2025-11-22T03:14:23.371051] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.31%, Actual: 10.95% [2025-11-22T03:14:23.371236] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 35.4519% [2025-11-22T03:14:23.371323] [INFO ] [main ] ACHR: DISCARDED add_regime_flags (score: 35.45%) [2025-11-22T03:14:23.371365] [INFO ] [main ] ACHR: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:14:23.371397] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:14:23.371433] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:23.384887] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:23.386096] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:23.386161] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:23.387867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:23.388376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:23.388796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:23.391126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:23.435281] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:23.436490] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:23.437134] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:23.437792] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:23.438814] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:23.440388] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:23.441385] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:23.442096] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:23.494484] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.65%, Actual: 2.90% [2025-11-22T03:14:23.663302] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.33%, Actual: 2.48% [2025-11-22T03:14:23.680781] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 6m 31s | Global ETA: 5m 40s [2025-11-22T03:14:23.681748] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:23.681811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:23.683558] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:23.684108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:23.829301] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.57%, Actual: 2.22% [2025-11-22T03:14:23.995292] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.02%, Actual: 2.92% [2025-11-22T03:14:24.039264] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.98% | Symbol ETA: 8.3s | Global ETA: 5m 40s [2025-11-22T03:14:24.040158] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:24.040224] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:24.041871] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:24.042356] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:24.042763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:24.045102] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:24.088722] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:24.089929] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:24.090548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:24.091009] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:24.091987] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:24.093570] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:24.094568] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:24.095251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:24.162043] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.88%, Actual: 1.78% [2025-11-22T03:14:24.256589] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 6m 30s | Global ETA: 5m 40s [2025-11-22T03:14:24.257531] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:24.257593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:24.259272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:24.259785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:24.329558] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.50%, Actual: 0.30% [2025-11-22T03:14:24.329787] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 38.0340% [2025-11-22T03:14:24.329876] [INFO ] [main ] KNX: DISCARDED add_prev_1100_to_open (score: 38.03%) [2025-11-22T03:14:24.329923] [INFO ] [main ] KNX: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:14:24.329957] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_prev_close_to_1100'] [2025-11-22T03:14:24.329992] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:24.342940] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:24.344163] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:24.344228] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:24.349054] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:24.350835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:24.351307] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:24.351706] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:24.352546] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:24.354900] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:24.483554] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:24.484356] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:24.485417] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:24.486088] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:24.486796] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:24.690034] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 7.6s | Global ETA: 5m 40s [2025-11-22T03:14:24.690921] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:24.690987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:24.692596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:24.693117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:24.693509] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:24.695885] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:24.739903] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:24.741097] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:24.741742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:24.742182] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:24.743160] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:24.744752] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:24.745755] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:24.746417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:24.846634] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 6m 30s | Global ETA: 5m 40s [2025-11-22T03:14:24.847736] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:24.847797] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:24.849467] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:24.849996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:25.107404] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 13.1s | Global ETA: 5m 40s [2025-11-22T03:14:25.108327] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:25.108393] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:25.113154] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:25.114889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:25.115354] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:25.115760] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:25.116589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:25.118942] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:25.243398] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:25.244319] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:25.245361] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:25.246030] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:25.246736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:25.343856] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.30% | Symbol ETA: 7.0s | Global ETA: 5m 40s [2025-11-22T03:14:25.344816] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:25.344885] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:25.346577] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:25.347083] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:25.347493] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:25.349880] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:25.393697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:25.394905] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:25.395525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:25.395987] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:25.396976] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:25.398742] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:25.399747] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:25.400424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:25.441057] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 6m 29s | Global ETA: 5m 40s [2025-11-22T03:14:25.442024] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:25.442086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:25.443895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:25.444464] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:25.871085] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.20% | Symbol ETA: 12.4s | Global ETA: 5m 40s [2025-11-22T03:14:25.871989] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:25.872055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:25.876851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:25.878637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:25.879127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:25.879514] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:25.880379] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:25.882726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:26.010740] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:26.011829] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:26.013132] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:26.013809] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:26.014492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:26.029925] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 6m 28s | Global ETA: 5m 40s [2025-11-22T03:14:26.030846] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:26.030906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:26.032567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:26.033093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:26.052009] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 7.50% | Symbol ETA: 6.4s | Global ETA: 5m 40s [2025-11-22T03:14:26.052960] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:26.053028] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:26.054785] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:26.055301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:26.055715] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:26.058148] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:26.103431] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:26.104749] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:26.105404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:26.105904] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:26.106971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:26.108712] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:26.109735] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:26.110535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:26.622318] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 6m 28s | Global ETA: 5m 40s [2025-11-22T03:14:26.623241] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:26.623300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:26.625025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:26.625523] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:26.642841] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -1.45% | Symbol ETA: 11.6s | Global ETA: 5m 40s [2025-11-22T03:14:26.643818] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:26.643886] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:26.648786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:26.650538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:26.651072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:26.651471] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:26.652367] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:26.654884] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:26.715091] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -5.80% | Symbol ETA: 5.8s | Global ETA: 5m 40s [2025-11-22T03:14:26.716066] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:26.716135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:26.717877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:26.718415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:26.718912] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:26.721344] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:26.765507] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:26.767014] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:26.767738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:26.768219] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:26.769251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:26.770996] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:26.772057] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:26.772801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:26.785690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:26.786618] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:26.787716] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:26.788362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:26.789063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:27.206292] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 6m 27s | Global ETA: 5m 41s [2025-11-22T03:14:27.371103] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -4.21% | Symbol ETA: 5.1s | Global ETA: 5m 41s [2025-11-22T03:14:27.371987] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:27.372052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:27.373677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:27.374158] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:27.374541] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:27.376908] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:27.382978] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.62% [2025-11-22T03:14:27.414486] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.80% | Symbol ETA: 10.9s | Global ETA: 5m 41s [2025-11-22T03:14:27.415379] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:27.415444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:27.420235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:27.420564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:27.421788] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:27.422019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:27.422409] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:27.422493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:27.422877] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:27.422890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:27.423741] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:27.423873] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:27.425445] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:27.426102] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:27.426449] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:27.427127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:27.552283] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:27.553092] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:27.554081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:27.554712] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:27.555395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:27.561957] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 1.04% [2025-11-22T03:14:27.740909] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:14:27.917721] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 2.29% [2025-11-22T03:14:28.028119] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -4.02% | Symbol ETA: 4.4s | Global ETA: 5m 41s [2025-11-22T03:14:28.028999] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:28.029064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:28.030840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:28.031350] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:28.031778] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:28.034277] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:28.080486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:28.081707] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:28.082345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:28.082965] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:28.084011] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:28.085657] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:28.086696] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:28.087361] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:28.097406] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.32% [2025-11-22T03:14:28.178546] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.76% | Symbol ETA: 10.1s | Global ETA: 5m 41s [2025-11-22T03:14:28.179439] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:28.179505] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:28.184174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:28.185927] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:28.186395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:28.186795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:28.187664] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:28.190172] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:28.276990] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.55% [2025-11-22T03:14:28.318493] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:28.319340] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:28.320396] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:28.321060] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:28.321772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:28.449233] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 1.56% [2025-11-22T03:14:28.624363] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -2.54%, Actual: 1.79% [2025-11-22T03:14:28.686558] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 15.25% | Symbol ETA: 3.7s | Global ETA: 5m 41s [2025-11-22T03:14:28.687471] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:28.687538] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:28.689169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:28.689669] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:28.690057] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:28.692414] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:28.735543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:28.736760] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:28.737408] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:28.737897] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:28.738905] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:28.740482] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:28.741488] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:28.742164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:28.798068] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 0.06% [2025-11-22T03:14:28.931695] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.36% | Symbol ETA: 9.3s | Global ETA: 5m 41s [2025-11-22T03:14:28.932580] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:28.932666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:28.937348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:28.939107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:28.939584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:28.939998] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:28.940884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:28.943236] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:28.972896] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 3.13% [2025-11-22T03:14:28.973116] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 43.7086% [2025-11-22T03:14:28.973214] [INFO ] [main ] KREF: DISCARDED add_atr (score: 43.71%) [2025-11-22T03:14:28.973262] [INFO ] [main ] KREF: Testing feature 3/53: add_atr_10 [2025-11-22T03:14:28.973297] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_10'] [2025-11-22T03:14:28.973333] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:28.984416] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:28.985777] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:28.985851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:28.987809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:28.988373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:29.064639] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:29.065517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:29.066523] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:29.067157] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:29.067865] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:29.336768] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -19.38% | Symbol ETA: 3.1s | Global ETA: 5m 41s [2025-11-22T03:14:29.337712] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:14:29.337782] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:29.339392] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:29.339897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:29.340287] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:29.342631] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:29.385470] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:29.386698] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:29.387312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:29.387792] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:14:29.388790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:14:29.390339] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:14:29.391331] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:14:29.391995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:29.563680] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 1.48% | Symbol ETA: 3m 16s | Global ETA: 5m 41s [2025-11-22T03:14:29.564885] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:29.564951] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:29.566676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:29.567225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:29.677335] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -3.94% | Symbol ETA: 8.5s | Global ETA: 5m 41s [2025-11-22T03:14:29.678258] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:29.678324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:29.683110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:29.684870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:29.685336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:29.685742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:29.686580] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:29.688921] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:29.809330] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:29.810166] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:29.811165] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:29.811799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:29.812443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:29.987374] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -2.29% | Symbol ETA: 2.4s | Global ETA: 5m 41s [2025-11-22T03:14:30.131775] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 3m 15s | Global ETA: 5m 41s [2025-11-22T03:14:30.132674] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:30.132736] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:30.134400] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:30.134918] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:30.154666] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.98%, Actual: 9.70% [2025-11-22T03:14:30.320667] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.08%, Actual: 1.08% [2025-11-22T03:14:30.415210] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -2.44% | Symbol ETA: 7.8s | Global ETA: 5m 41s [2025-11-22T03:14:30.416133] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:30.416198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:30.421250] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:30.422981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:30.423445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:30.423859] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:30.424714] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:30.427045] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:30.493887] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.30%, Actual: 1.68% [2025-11-22T03:14:30.550405] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:30.551318] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:30.552345] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:30.552985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:30.553661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:30.669098] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 7.50%, Actual: 2.41% [2025-11-22T03:14:30.702910] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.11% | Symbol ETA: 3m 14s | Global ETA: 5m 41s [2025-11-22T03:14:30.703829] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:30.703888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:30.705508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:30.705994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:30.840563] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -5.80%, Actual: 6.36% [2025-11-22T03:14:31.015567] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -4.21%, Actual: 0.66% [2025-11-22T03:14:31.160381] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.94% | Symbol ETA: 7.0s | Global ETA: 5m 41s [2025-11-22T03:14:31.161267] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:31.161333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:31.166045] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:31.167786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:31.168251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:31.168636] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:31.169489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:31.171835] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:31.190433] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -4.02%, Actual: 5.35% [2025-11-22T03:14:31.266868] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 3m 14s | Global ETA: 5m 41s [2025-11-22T03:14:31.267822] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:31.267883] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:31.269498] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:31.269993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:31.295858] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:31.296755] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:31.297792] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:31.298417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:14:31.299097] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:31.369358] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 15.25%, Actual: 2.54% [2025-11-22T03:14:31.542274] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -19.38%, Actual: 1.12% [2025-11-22T03:14:31.716882] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -2.29%, Actual: 10.95% [2025-11-22T03:14:31.717121] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 37.8197% [2025-11-22T03:14:31.717243] [INFO ] [main ] ACHR: DISCARDED add_return_volume_nonlinearity_proxies (score: 37.82%) [2025-11-22T03:14:31.717291] [INFO ] [main ] ACHR: Testing feature 42/53: add_shelf_lag [2025-11-22T03:14:31.717326] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_shelf_lag'] [2025-11-22T03:14:31.717362] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:31.731192] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:31.732496] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:31.732561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:31.734300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:31.734888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:31.735358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:31.738011] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:31.785287] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:31.786731] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:31.787444] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:31.788710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:31.840571] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -1.26% | Symbol ETA: 3m 13s | Global ETA: 5m 41s [2025-11-22T03:14:31.843836] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:31.843949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:31.846131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:31.847594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:31.912861] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.23% | Symbol ETA: 6.2s | Global ETA: 5m 41s [2025-11-22T03:14:32.080386] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 2.74% [2025-11-22T03:14:32.257678] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.20%, Actual: 1.50% [2025-11-22T03:14:32.419586] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 3m 13s | Global ETA: 5m 41s [2025-11-22T03:14:32.420501] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:32.420561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:32.422197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:32.422690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:32.423722] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -1.45%, Actual: 0.31% [2025-11-22T03:14:32.500311] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.56% | Symbol ETA: 9.2s | Global ETA: 5m 41s [2025-11-22T03:14:32.501508] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:32.501591] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:32.504010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:32.504527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:32.504958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:32.507310] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:32.551729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:32.553204] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:32.553881] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:32.555093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:32.588980] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.80%, Actual: 0.15% [2025-11-22T03:14:32.754547] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.76%, Actual: 2.90% [2025-11-22T03:14:32.919737] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.36%, Actual: 2.48% [2025-11-22T03:14:32.983946] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.05% | Symbol ETA: 3m 12s | Global ETA: 5m 41s [2025-11-22T03:14:32.984855] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:32.984916] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:32.986541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:32.987036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:33.085397] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -3.94%, Actual: 2.22% [2025-11-22T03:14:33.251908] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -2.44%, Actual: 2.92% [2025-11-22T03:14:33.255010] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 8.3s | Global ETA: 5m 41s [2025-11-22T03:14:33.255913] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:33.255977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:33.257623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:33.258173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:33.258559] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:33.260930] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:33.303925] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:33.305130] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:33.305763] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:33.306895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:33.421672] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.94%, Actual: 1.78% [2025-11-22T03:14:33.547185] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.09% | Symbol ETA: 3m 12s | Global ETA: 5m 41s [2025-11-22T03:14:33.548127] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:33.548187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:33.549840] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:33.550309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:33.591065] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.23%, Actual: 0.30% [2025-11-22T03:14:33.591266] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 39.9967% [2025-11-22T03:14:33.591358] [INFO ] [main ] KNX: DISCARDED add_prev_close_to_1100 (score: 40.00%) [2025-11-22T03:14:33.591403] [INFO ] [main ] KNX: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:14:33.591437] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_prev_close_to_open'] [2025-11-22T03:14:33.591473] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:33.604260] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:33.605555] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:33.605622] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:33.610673] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:33.612483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:33.613017] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:33.613414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:33.614324] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:33.616764] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:33.746894] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:33.747799] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:33.748841] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:33.749472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:33.750175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:34.022760] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: 3.19% | Symbol ETA: 7.6s | Global ETA: 5m 41s [2025-11-22T03:14:34.023690] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:34.023756] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:34.025437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:34.025970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:34.026373] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:34.028873] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:34.075863] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:34.077371] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:34.078223] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:34.079591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:34.139861] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.75% | Symbol ETA: 3m 11s | Global ETA: 5m 41s [2025-11-22T03:14:34.141151] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:34.141235] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:34.143824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:14:34.144565] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:34.542147] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.45% | Symbol ETA: 14.2s | Global ETA: 5m 41s [2025-11-22T03:14:34.543599] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:34.543736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:34.551817] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:34.554889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:34.555675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:34.556241] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:34.557623] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:34.561625] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:34.749119] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:34.750353] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:34.751840] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:34.752824] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:34.753835] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:34.893936] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.69% | Symbol ETA: 3m 10s | Global ETA: 5m 41s [2025-11-22T03:14:35.030329] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: -6.55% | Symbol ETA: 7.2s | Global ETA: 5m 41s [2025-11-22T03:14:35.031236] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:35.031301] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:35.033186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:35.033893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:35.034292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:35.036711] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:35.074925] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 1.48%, Actual: 1.62% [2025-11-22T03:14:35.083125] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:35.084923] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:35.085561] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:35.086963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:35.251663] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.04% [2025-11-22T03:14:35.411216] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.49% | Symbol ETA: 13.0s | Global ETA: 5m 41s [2025-11-22T03:14:35.412100] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:35.412166] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:35.416939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:35.418737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:35.419207] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:35.419586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:35.420438] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:35.422458] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 0.20% [2025-11-22T03:14:35.422786] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:35.545527] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:35.546386] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:35.547387] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:35.548065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:35.548736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:35.592254] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.76%, Actual: 2.29% [2025-11-22T03:14:35.759096] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -1.26%, Actual: 0.32% [2025-11-22T03:14:35.788561] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.41% | Symbol ETA: 6.3s | Global ETA: 5m 41s [2025-11-22T03:14:35.789448] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:35.789511] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:35.791170] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:35.791677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:35.792058] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:35.794385] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:35.837708] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:35.839146] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:35.839826] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:35.841016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:35.924602] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 1.55% [2025-11-22T03:14:36.091418] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.05%, Actual: 1.56% [2025-11-22T03:14:36.161286] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.02% | Symbol ETA: 11.8s | Global ETA: 5m 41s [2025-11-22T03:14:36.162175] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:36.162241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:36.167056] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:36.168874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:36.169340] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:36.169740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:36.170613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:36.172952] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:36.260272] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.09%, Actual: 1.79% [2025-11-22T03:14:36.298049] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:36.298965] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:36.299991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:36.300629] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:36.301318] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:36.426378] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.75%, Actual: 0.06% [2025-11-22T03:14:36.535939] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -2.63% | Symbol ETA: 5.4s | Global ETA: 5m 41s [2025-11-22T03:14:36.536961] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:36.537024] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:36.538675] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:36.539152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:36.539531] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:36.541944] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:36.584885] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:36.586189] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:36.586835] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:36.590520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:36.594890] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.69%, Actual: 3.13% [2025-11-22T03:14:36.595103] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.9232% [2025-11-22T03:14:36.595187] [INFO ] [main ] KREF: DISCARDED add_atr_10 (score: 35.92%) [2025-11-22T03:14:36.595245] [INFO ] [main ] KREF: Testing feature 4/53: add_atr_5 [2025-11-22T03:14:36.595280] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr_5'] [2025-11-22T03:14:36.595315] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:36.605879] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:36.607085] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:36.607144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:36.608899] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:36.609395] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:36.939506] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.93% | Symbol ETA: 10.8s | Global ETA: 5m 41s [2025-11-22T03:14:36.940499] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:36.940582] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:36.945720] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:36.947870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:36.948367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:36.948791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:36.949759] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:36.952700] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:37.087538] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:37.088503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:37.089673] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:37.090355] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:37.091102] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:37.182181] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.53% | Symbol ETA: 2m 10s | Global ETA: 5m 41s [2025-11-22T03:14:37.183115] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:37.183176] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:37.184822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:37.185316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:37.297980] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 1.79% | Symbol ETA: 4.6s | Global ETA: 5m 41s [2025-11-22T03:14:37.298929] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:37.298993] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:37.300777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:37.301255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:37.301663] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:37.304323] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:37.349611] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:37.350912] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:37.351587] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:37.352812] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:37.712396] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.84% | Symbol ETA: 9.9s | Global ETA: 5m 41s [2025-11-22T03:14:37.713298] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:37.713369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:37.718286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:37.720142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:37.720662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:37.721042] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:37.721935] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:37.724271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:37.765249] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 2m 9s | Global ETA: 5m 41s [2025-11-22T03:14:37.766197] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:37.766261] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:37.768031] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:37.768578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:37.851115] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:37.851996] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:37.853052] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:37.853720] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:37.854407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:38.076320] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 3.60% | Symbol ETA: 3.8s | Global ETA: 5m 41s [2025-11-22T03:14:38.077321] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:38.077387] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:38.079130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:38.079689] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:38.080081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:38.082787] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:38.129308] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:38.130767] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:38.131416] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:38.132682] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:38.358271] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 2m 9s | Global ETA: 5m 41s [2025-11-22T03:14:38.359213] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:38.359275] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:38.360998] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:38.361505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:38.473722] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.25% | Symbol ETA: 9.0s | Global ETA: 5m 41s [2025-11-22T03:14:38.474591] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:38.474676] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:38.479389] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:38.481122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:38.481584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:38.481983] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:38.482833] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:38.485142] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:38.606397] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:38.607247] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:38.608256] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:38.608892] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:38.609548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:38.861237] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.44% | Symbol ETA: 3.0s | Global ETA: 5m 41s [2025-11-22T03:14:38.862144] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:38.862208] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:38.863902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:38.864401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:38.864846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:38.867197] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:38.909794] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:38.911222] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:38.911881] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:14:38.913161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:38.944583] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.31% | Symbol ETA: 2m 8s | Global ETA: 5m 41s [2025-11-22T03:14:38.945560] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:38.945623] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:38.947453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:38.947994] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:39.221091] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.62% | Symbol ETA: 8.2s | Global ETA: 5m 41s [2025-11-22T03:14:39.222000] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:39.222065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:39.226780] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:39.228483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:39.228976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:39.229371] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:39.230216] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:39.232529] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:39.353434] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:39.354193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:39.355173] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:39.355794] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:39.356448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:39.543385] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.43% | Symbol ETA: 2m 7s | Global ETA: 5m 41s [2025-11-22T03:14:39.544321] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:39.544385] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:39.546145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:39.546631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:39.598963] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 3.60% | Symbol ETA: 2.2s | Global ETA: 5m 41s [2025-11-22T03:14:39.765454] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.56%, Actual: 9.70% [2025-11-22T03:14:39.933767] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -0.59%, Actual: 1.08% [2025-11-22T03:14:39.962924] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -1.19% | Symbol ETA: 7.4s | Global ETA: 5m 41s [2025-11-22T03:14:39.963810] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:39.963876] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:39.968674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:39.970412] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:39.970901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:39.971283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:39.972134] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:39.974477] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:40.095342] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:40.096220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:40.097216] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:40.097871] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:40.098514] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:40.102357] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: 3.19%, Actual: 1.68% [2025-11-22T03:14:40.138373] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.34% | Symbol ETA: 2m 7s | Global ETA: 5m 41s [2025-11-22T03:14:40.139328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:40.139399] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:40.141302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:40.141892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:40.267298] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: -6.55%, Actual: 2.41% [2025-11-22T03:14:40.432440] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.41%, Actual: 6.36% [2025-11-22T03:14:40.601257] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -2.63%, Actual: 0.66% [2025-11-22T03:14:40.702857] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.62% | Symbol ETA: 6.6s | Global ETA: 5m 41s [2025-11-22T03:14:40.703765] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:40.703831] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:40.708598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:40.710342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:40.710831] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:40.711210] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:40.712061] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:40.714365] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:40.719498] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.00% | Symbol ETA: 2m 6s | Global ETA: 5m 41s [2025-11-22T03:14:40.720484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:40.720547] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:40.722257] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:40.722817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:40.767145] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 1.79%, Actual: 5.35% [2025-11-22T03:14:40.833582] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:40.834308] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:40.835286] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:40.835908] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:14:40.836548] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:40.933363] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 3.60%, Actual: 2.54% [2025-11-22T03:14:41.100994] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.44%, Actual: 1.12% [2025-11-22T03:14:41.268291] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 3.60%, Actual: 10.95% [2025-11-22T03:14:41.268505] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.1309% [2025-11-22T03:14:41.268606] [INFO ] [main ] ACHR: DISCARDED add_shelf_lag (score: 38.13%) [2025-11-22T03:14:41.268668] [INFO ] [main ] ACHR: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:14:41.268705] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_signed_carry_history_11'] [2025-11-22T03:14:41.268740] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:41.282129] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:41.283369] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:41.283433] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:41.285127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:41.285618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:41.286027] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:41.288391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:41.306974] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -2.54% | Symbol ETA: 2m 6s | Global ETA: 5m 41s [2025-11-22T03:14:41.307897] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:41.307957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:41.309592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:41.310082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:41.332328] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:41.333609] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:41.334256] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:41.335625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:41.450604] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.52% | Symbol ETA: 5.8s | Global ETA: 5m 41s [2025-11-22T03:14:41.618481] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.45%, Actual: 2.74% [2025-11-22T03:14:41.785282] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.49%, Actual: 1.50% [2025-11-22T03:14:41.898759] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.74% | Symbol ETA: 2m 5s | Global ETA: 5m 41s [2025-11-22T03:14:41.899697] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:41.899761] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:41.901504] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:41.902026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:41.932120] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -5.97% | Symbol ETA: 8.1s | Global ETA: 5m 41s [2025-11-22T03:14:41.933897] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:41.933961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:41.935597] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:41.936089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:41.936470] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:41.938871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:41.952825] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.02%, Actual: 0.31% [2025-11-22T03:14:41.982174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:41.983366] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:41.984024] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:41.985349] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:42.120092] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.93%, Actual: 0.15% [2025-11-22T03:14:42.285496] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.84%, Actual: 2.90% [2025-11-22T03:14:42.455236] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.25%, Actual: 2.48% [2025-11-22T03:14:42.506191] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.45% | Symbol ETA: 2m 4s | Global ETA: 5m 41s [2025-11-22T03:14:42.586217] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.60% | Symbol ETA: 7.5s | Global ETA: 5m 41s [2025-11-22T03:14:42.587126] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:42.587188] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:42.588856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:42.589342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:42.589748] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:42.592074] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:42.621577] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.62%, Actual: 2.22% [2025-11-22T03:14:42.635021] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:42.636228] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:42.636890] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:42.638250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:42.689248] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.53%, Actual: 1.62% [2025-11-22T03:14:42.787256] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -1.19%, Actual: 2.92% [2025-11-22T03:14:42.866799] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.63%, Actual: 1.04% [2025-11-22T03:14:42.952123] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.62%, Actual: 1.78% [2025-11-22T03:14:43.043779] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:14:43.117317] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.52%, Actual: 0.30% [2025-11-22T03:14:43.117584] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.5033% [2025-11-22T03:14:43.117703] [INFO ] [main ] KNX: DISCARDED add_prev_close_to_open (score: 41.50%) [2025-11-22T03:14:43.117751] [INFO ] [main ] KNX: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:14:43.117785] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_prior_day_tail_pressure'] [2025-11-22T03:14:43.117821] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:43.131028] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:43.132303] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:43.132368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:43.137139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:43.138990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:43.139462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:43.139865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:43.140728] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:43.143090] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:43.219235] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.31%, Actual: 2.29% [2025-11-22T03:14:43.232841] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.14% | Symbol ETA: 6.8s | Global ETA: 5m 41s [2025-11-22T03:14:43.233735] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:43.233798] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:43.235414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:43.235907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:43.236288] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:43.238616] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:43.268104] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:43.268997] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:43.270012] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:43.270630] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:43.273410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:43.281498] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:43.282693] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:43.283309] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:43.284636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:43.394397] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.43%, Actual: 0.32% [2025-11-22T03:14:43.568120] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.34%, Actual: 1.55% [2025-11-22T03:14:43.748423] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.00%, Actual: 1.56% [2025-11-22T03:14:43.882825] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 9.39% | Symbol ETA: 6.2s | Global ETA: 5m 41s [2025-11-22T03:14:43.883723] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:43.883786] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:43.885396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:43.885893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:43.886274] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:43.888635] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:43.889934] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.05% | Symbol ETA: 12.3s | Global ETA: 5m 41s [2025-11-22T03:14:43.890817] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:43.890883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:43.895631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:43.897388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:43.897902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:43.898279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:43.899141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:43.901510] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:43.926040] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -2.54%, Actual: 1.79% [2025-11-22T03:14:43.931919] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:43.933165] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:43.933802] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:43.935165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:44.025983] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:44.026770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:44.027805] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:44.028409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:44.031199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:44.143800] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.74%, Actual: 0.06% [2025-11-22T03:14:44.362233] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.45%, Actual: 3.13% [2025-11-22T03:14:44.362473] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 43.7086% [2025-11-22T03:14:44.362560] [INFO ] [main ] KREF: DISCARDED add_atr_5 (score: 43.71%) [2025-11-22T03:14:44.362606] [INFO ] [main ] KREF: Testing feature 5/53: add_close_to_open_alignment [2025-11-22T03:14:44.362639] [DEBUG] [main ] Testing with features: ['add_close_to_open_alignment'] [2025-11-22T03:14:44.362699] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:44.374634] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:44.376035] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:44.376097] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:44.376847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:44.529765] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 0.53% | Symbol ETA: 5.5s | Global ETA: 5m 41s [2025-11-22T03:14:44.530659] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:44.530769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:44.532390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:44.532900] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:44.533281] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:44.535597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:44.578958] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:44.580180] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:44.580811] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:44.582133] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:44.674459] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 11.7s | Global ETA: 5m 41s [2025-11-22T03:14:44.675341] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:44.675407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:44.680201] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:44.681935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:44.682398] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:44.682799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:44.683628] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:44.685980] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:44.809691] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:44.810457] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:44.811460] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:44.812138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:44.814882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:44.977575] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.47% | Symbol ETA: 1m 39s | Global ETA: 5m 42s [2025-11-22T03:14:44.978564] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:44.978637] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:44.979384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:45.181704] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 4.96% | Symbol ETA: 4.9s | Global ETA: 5m 42s [2025-11-22T03:14:45.182571] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:45.182635] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:45.184310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:45.184812] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:45.185188] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:45.187583] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:45.231506] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:45.232720] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:45.233333] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:45.234709] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:45.440089] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -2.40% | Symbol ETA: 10.9s | Global ETA: 5m 42s [2025-11-22T03:14:45.440989] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:45.441055] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:45.445941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:45.447758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:45.448228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:45.448622] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:45.449488] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:45.451838] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:45.577871] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:45.578562] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:45.579545] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:45.580205] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:45.583281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:45.585103] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.83% | Symbol ETA: 1m 38s | Global ETA: 5m 42s [2025-11-22T03:14:45.586006] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:45.586068] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:45.586759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:45.833752] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.86% | Symbol ETA: 4.2s | Global ETA: 5m 42s [2025-11-22T03:14:45.834613] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:45.834698] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:45.836324] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:45.836842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:45.837221] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:45.839612] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:45.882830] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:45.884048] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:45.884683] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:45.886030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:46.153622] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.17% | Symbol ETA: 1m 37s | Global ETA: 5m 42s [2025-11-22T03:14:46.154523] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:46.154585] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:46.155269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:46.207516] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.79% | Symbol ETA: 10.1s | Global ETA: 5m 42s [2025-11-22T03:14:46.208407] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:46.208473] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:46.213323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:46.215074] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:46.215538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:46.215978] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:46.216885] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:46.219339] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:46.344861] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:46.345541] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:46.346560] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:46.347215] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:46.349961] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:46.486417] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.93% | Symbol ETA: 3.6s | Global ETA: 5m 42s [2025-11-22T03:14:46.487309] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:46.487372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:46.489018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:46.489487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:46.489889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:46.492200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:46.535607] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:46.536883] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:46.537533] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:46.538929] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:46.722758] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 1m 37s | Global ETA: 5m 42s [2025-11-22T03:14:46.723704] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:46.723768] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:46.724456] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:46.967058] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 9.3s | Global ETA: 5m 42s [2025-11-22T03:14:46.967980] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:46.968047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:46.972785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:46.974482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:46.974970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:46.975350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:46.976211] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:46.978549] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:47.103932] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:47.104628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:47.105684] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:47.106309] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:47.109077] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:47.139497] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.78% | Symbol ETA: 2.9s | Global ETA: 5m 42s [2025-11-22T03:14:47.140394] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:47.140457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:47.142136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:47.142604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:47.143003] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:47.145490] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:47.188425] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:47.189616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:47.190310] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:14:47.191624] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:47.294141] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 1.48% | Symbol ETA: 1m 36s | Global ETA: 5m 42s [2025-11-22T03:14:47.295041] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:47.295103] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:47.295790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:47.730934] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.19% | Symbol ETA: 8.6s | Global ETA: 5m 42s [2025-11-22T03:14:47.731825] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:47.731892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:47.736611] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:47.738414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:47.738901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:47.739288] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:47.740143] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:47.742516] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:47.787710] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.18% | Symbol ETA: 2.3s | Global ETA: 5m 42s [2025-11-22T03:14:47.870345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:47.871212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:47.872219] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:47.872874] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:47.875633] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:47.883119] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 1m 36s | Global ETA: 5m 42s [2025-11-22T03:14:47.884066] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:47.884131] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:47.884824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:47.956079] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -5.97%, Actual: 9.70% [2025-11-22T03:14:48.130847] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.60%, Actual: 1.08% [2025-11-22T03:14:48.306592] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.14%, Actual: 1.68% [2025-11-22T03:14:48.454504] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.12% | Symbol ETA: 1m 35s | Global ETA: 5m 42s [2025-11-22T03:14:48.455408] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:48.455468] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:48.456163] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:48.481816] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 9.39%, Actual: 2.41% [2025-11-22T03:14:48.495532] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 1.52% | Symbol ETA: 7.8s | Global ETA: 5m 42s [2025-11-22T03:14:48.496435] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:48.496500] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:48.501341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:48.503094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:48.503556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:48.504002] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:48.504893] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:48.507243] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:48.631069] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:48.631806] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:48.632801] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:48.633409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:48.636112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:48.655957] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 0.53%, Actual: 6.36% [2025-11-22T03:14:48.822522] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 4.96%, Actual: 0.66% [2025-11-22T03:14:48.988377] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.86%, Actual: 5.35% [2025-11-22T03:14:49.028495] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.19% | Symbol ETA: 1m 34s | Global ETA: 5m 42s [2025-11-22T03:14:49.029500] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:49.029563] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:49.030319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:49.154734] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.93%, Actual: 2.54% [2025-11-22T03:14:49.254288] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.90% | Symbol ETA: 7.0s | Global ETA: 5m 42s [2025-11-22T03:14:49.255181] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:49.255247] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:49.260006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:49.262098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:49.262574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:49.262994] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:49.263848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:49.266197] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:49.319340] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.78%, Actual: 1.12% [2025-11-22T03:14:49.390400] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:49.391171] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:49.392170] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:49.392811] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:49.395502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:49.485102] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.18%, Actual: 10.95% [2025-11-22T03:14:49.485313] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 34.5258% [2025-11-22T03:14:49.485417] [INFO ] [main ] ACHR: DISCARDED add_signed_carry_history_11 (score: 34.53%) [2025-11-22T03:14:49.485459] [INFO ] [main ] ACHR: Testing feature 44/53: add_sma_ratio [2025-11-22T03:14:49.485492] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_sma_ratio'] [2025-11-22T03:14:49.485527] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:49.498624] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:49.500024] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:49.500106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:49.501817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:49.502310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:49.502720] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:49.505046] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:49.549217] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:49.550506] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:49.551161] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:49.552225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:49.599450] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.38% | Symbol ETA: 1m 34s | Global ETA: 5m 42s [2025-11-22T03:14:49.600428] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:49.600489] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:14:49.601399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:50.020744] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.19% | Symbol ETA: 6.3s | Global ETA: 5m 42s [2025-11-22T03:14:50.021631] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:50.021718] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:50.026550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:50.028357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:50.028866] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:50.029258] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:50.030113] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:50.032471] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:50.156977] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:50.157803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:50.158174] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.54% | Symbol ETA: 7.6s | Global ETA: 5m 42s [2025-11-22T03:14:50.158844] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:50.159083] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:50.159148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:50.159461] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:14:50.160811] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:50.161277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:50.161694] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:50.162241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:50.164075] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:50.168502] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.59% | Symbol ETA: 1m 33s | Global ETA: 5m 42s [2025-11-22T03:14:50.208781] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:50.210054] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:50.210691] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:50.211369] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:50.336706] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.47%, Actual: 1.62% [2025-11-22T03:14:50.505773] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.83%, Actual: 1.04% [2025-11-22T03:14:50.674234] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.17%, Actual: 0.20% [2025-11-22T03:14:50.780908] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.48% | Symbol ETA: 5.5s | Global ETA: 5m 42s [2025-11-22T03:14:50.814886] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 1.41% | Symbol ETA: 7.0s | Global ETA: 5m 42s [2025-11-22T03:14:50.815772] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:50.815835] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:50.817488] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:50.817982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:50.818361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:50.820693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:50.840363] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.12%, Actual: 2.29% [2025-11-22T03:14:50.863892] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:50.865098] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:50.865731] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:50.866397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:50.947190] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.05%, Actual: 2.74% [2025-11-22T03:14:51.007400] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 1.48%, Actual: 0.32% [2025-11-22T03:14:51.115566] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 1.50% [2025-11-22T03:14:51.173967] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 1.55% [2025-11-22T03:14:51.280769] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -2.40%, Actual: 0.31% [2025-11-22T03:14:51.338718] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.12%, Actual: 1.56% [2025-11-22T03:14:51.447081] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.79%, Actual: 0.15% [2025-11-22T03:14:51.463393] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -4.01% | Symbol ETA: 6.3s | Global ETA: 5m 42s [2025-11-22T03:14:51.464325] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:51.464388] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:51.466073] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:51.466551] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:51.466953] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:51.469334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:51.504065] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.19%, Actual: 1.79% [2025-11-22T03:14:51.514456] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:51.515690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:51.516318] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:51.517015] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:51.614361] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 2.90% [2025-11-22T03:14:51.672912] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.38%, Actual: 0.06% [2025-11-22T03:14:51.782310] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.19%, Actual: 2.48% [2025-11-22T03:14:51.841077] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.59%, Actual: 3.13% [2025-11-22T03:14:51.841265] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.4281% [2025-11-22T03:14:51.841340] [INFO ] [main ] KREF: DISCARDED add_close_to_open_alignment (score: 37.43%) [2025-11-22T03:14:51.841382] [INFO ] [main ] KREF: Testing feature 6/53: add_composite_volatility_context [2025-11-22T03:14:51.841432] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context'] [2025-11-22T03:14:51.841467] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:51.852390] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:51.853536] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:51.853597] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:51.854500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:51.950448] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 1.52%, Actual: 2.22% [2025-11-22T03:14:52.114904] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.23% | Symbol ETA: 5.6s | Global ETA: 5m 42s [2025-11-22T03:14:52.115793] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:52.115856] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:52.117486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:52.117976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:52.118350] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:52.119056] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.90%, Actual: 2.92% [2025-11-22T03:14:52.120668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:52.164000] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:52.165314] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:52.165978] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:52.166707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:52.284811] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.19%, Actual: 1.78% [2025-11-22T03:14:52.452914] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.48%, Actual: 0.30% [2025-11-22T03:14:52.453103] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 37.1514% [2025-11-22T03:14:52.453179] [INFO ] [main ] KNX: DISCARDED add_prior_day_tail_pressure (score: 37.15%) [2025-11-22T03:14:52.453220] [INFO ] [main ] KNX: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:14:52.453253] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_prior_mag_lag'] [2025-11-22T03:14:52.453287] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:14:52.466282] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:52.467545] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:52.467610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:52.472369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:52.474135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:52.474551] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.56% | Symbol ETA: 1m 16s | Global ETA: 5m 42s [2025-11-22T03:14:52.474612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:52.475037] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:52.475443] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:52.475504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:52.475879] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:52.476356] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:52.478226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:52.603860] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:52.604714] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:52.605704] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:52.606313] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:52.608014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:52.759206] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 1.85% | Symbol ETA: 5.0s | Global ETA: 5m 42s [2025-11-22T03:14:52.760096] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:52.760159] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:52.761932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:52.762406] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:52.762814] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:52.765137] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:52.808374] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:52.809581] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:52.810262] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:52.810959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:53.036356] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 1m 15s | Global ETA: 5m 42s [2025-11-22T03:14:53.037253] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:53.037314] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:53.038199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:53.228663] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.27% | Symbol ETA: 11.8s | Global ETA: 5m 42s [2025-11-22T03:14:53.229544] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:53.229611] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:53.234492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:53.236367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:53.236874] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:53.237259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:53.238141] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:53.240488] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:53.365110] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:53.366234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:53.367267] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:53.367920] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:53.369442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:53.400816] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.49% | Symbol ETA: 4.3s | Global ETA: 5m 42s [2025-11-22T03:14:53.401700] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:53.401766] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:53.403388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:53.404249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:53.404625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:53.406994] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:53.450081] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:53.451341] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:53.451990] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:53.452686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:53.600382] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.20% | Symbol ETA: 1m 14s | Global ETA: 5m 42s [2025-11-22T03:14:53.601309] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:53.601369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:53.602215] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:53.985958] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.82% | Symbol ETA: 11.0s | Global ETA: 5m 42s [2025-11-22T03:14:53.986839] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:53.986904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:53.991622] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:53.993359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:53.993867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:53.994248] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:53.995088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:53.997411] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:54.044020] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -4.44% | Symbol ETA: 3.7s | Global ETA: 5m 42s [2025-11-22T03:14:54.044913] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:54.044976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:54.046573] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:54.047068] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:54.047482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:54.049812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:54.092374] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:54.093684] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:54.094313] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:54.095018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:54.122753] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:54.123564] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:54.124569] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:54.125196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:54.126728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:54.166370] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 1m 14s | Global ETA: 5m 42s [2025-11-22T03:14:54.167259] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:54.167318] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:54.168175] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:54.687843] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 13.18% | Symbol ETA: 3.0s | Global ETA: 5m 42s [2025-11-22T03:14:54.688730] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:54.688793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:54.690394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:54.690909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:54.691292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:54.693619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:54.732789] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 1.10% | Symbol ETA: 1m 13s | Global ETA: 5m 42s [2025-11-22T03:14:54.733675] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:54.733736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:54.734558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:54.735863] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:54.737183] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:54.737878] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:54.738567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:54.742322] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.53% | Symbol ETA: 10.3s | Global ETA: 5m 42s [2025-11-22T03:14:54.743209] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:54.743275] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:54.748006] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:54.749733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:54.750210] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:54.750590] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:54.751429] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:54.753770] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:54.878335] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:54.879056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:54.880078] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:54.880697] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:54.882184] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:55.302786] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.50% | Symbol ETA: 1m 13s | Global ETA: 5m 42s [2025-11-22T03:14:55.303688] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:55.303750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:55.304599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:55.342473] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -7.28% | Symbol ETA: 2.4s | Global ETA: 5m 42s [2025-11-22T03:14:55.343390] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:55.343455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:55.345164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:55.345674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:55.346095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:55.348566] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:55.391802] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:55.393161] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:55.393830] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:14:55.394606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:55.504362] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.18% | Symbol ETA: 9.5s | Global ETA: 5m 42s [2025-11-22T03:14:55.505258] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:55.505324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:55.510074] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:55.511826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:55.512315] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:55.512719] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:55.513538] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:55.515884] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:55.639773] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:55.640430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:55.641410] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:55.642034] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:55.643568] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:55.875035] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 1m 12s | Global ETA: 5m 42s [2025-11-22T03:14:55.875949] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:55.876014] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:55.876853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:55.998000] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -2.98% | Symbol ETA: 1.7s | Global ETA: 5m 42s [2025-11-22T03:14:56.167394] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.54%, Actual: 9.70% [2025-11-22T03:14:56.264359] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.68% | Symbol ETA: 8.7s | Global ETA: 5m 42s [2025-11-22T03:14:56.265273] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:56.265341] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:56.270446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:56.272238] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:56.272754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:56.273183] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:56.274050] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:56.276439] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:56.335529] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.41%, Actual: 1.08% [2025-11-22T03:14:56.402442] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:56.403312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:56.404345] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:56.404999] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:56.406532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:56.443348] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.98% | Symbol ETA: 1m 11s | Global ETA: 5m 42s [2025-11-22T03:14:56.444236] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:56.444297] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:56.445471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:56.501966] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -4.01%, Actual: 1.68% [2025-11-22T03:14:56.669691] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.23%, Actual: 2.41% [2025-11-22T03:14:56.836218] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 1.85%, Actual: 6.36% [2025-11-22T03:14:57.004319] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.49%, Actual: 0.66% [2025-11-22T03:14:57.017456] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 1m 11s | Global ETA: 5m 42s [2025-11-22T03:14:57.018390] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:14:57.018450] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:57.019315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:57.074340] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 5.23% | Symbol ETA: 8.0s | Global ETA: 5m 42s [2025-11-22T03:14:57.075252] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:57.075318] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:57.080141] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:57.081918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:57.082397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:57.082803] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:57.083630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:57.086025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:57.173711] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -4.44%, Actual: 5.35% [2025-11-22T03:14:57.212000] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:57.212889] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:57.213880] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:57.214493] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:57.216030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:57.340409] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 13.18%, Actual: 2.54% [2025-11-22T03:14:57.508786] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -7.28%, Actual: 1.12% [2025-11-22T03:14:57.586159] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.83% | Symbol ETA: 1m 10s | Global ETA: 5m 42s [2025-11-22T03:14:57.678234] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -2.98%, Actual: 10.95% [2025-11-22T03:14:57.678447] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 45.3764% [2025-11-22T03:14:57.679234] [INFO ] [main ] ACHR: DISCARDED add_sma_ratio (score: 45.38%) [2025-11-22T03:14:57.679287] [INFO ] [main ] ACHR: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:14:57.679321] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_vol_of_vol'] [2025-11-22T03:14:57.679357] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:14:57.692635] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:57.693909] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:57.693986] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:57.695683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:57.696226] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:57.696605] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:57.699103] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:57.744228] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:57.745583] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:57.746350] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:14:57.747538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:57.755478] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.56%, Actual: 1.62% [2025-11-22T03:14:57.839281] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 1.44% | Symbol ETA: 7.2s | Global ETA: 5m 42s [2025-11-22T03:14:57.840180] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:57.840246] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:57.844971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:57.846677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:57.847191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:57.847591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:57.848476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:57.850820] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:57.923394] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 1.04% [2025-11-22T03:14:57.972704] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:57.973532] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:57.974533] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:57.975169] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:57.976672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:58.091952] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.20%, Actual: 0.20% [2025-11-22T03:14:58.260609] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 2.29% [2025-11-22T03:14:58.351507] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -3.85% | Symbol ETA: 7.2s | Global ETA: 5m 42s [2025-11-22T03:14:58.352402] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:58.352466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:58.354118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:58.354589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:58.354989] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:58.357349] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:58.401109] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:58.402332] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:58.402976] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:14:58.404037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:58.426087] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 1.10%, Actual: 0.32% [2025-11-22T03:14:58.587083] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.71% | Symbol ETA: 6.5s | Global ETA: 5m 42s [2025-11-22T03:14:58.588006] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:58.588083] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:58.592866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:58.594519] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.50%, Actual: 1.55% [2025-11-22T03:14:58.594600] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:58.595102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:58.595479] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:58.596317] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:58.598677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:58.721313] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:58.722006] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:58.723020] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:58.723621] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:58.725141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:58.766679] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 1.56% [2025-11-22T03:14:58.935034] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.98%, Actual: 1.79% [2025-11-22T03:14:59.002922] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 6.5s | Global ETA: 5m 42s [2025-11-22T03:14:59.003802] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:59.003865] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:59.005487] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:59.005981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:59.006361] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:59.008723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:59.054659] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:59.056095] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:59.056767] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:14:59.057951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:59.103314] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.06% [2025-11-22T03:14:59.273237] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.83%, Actual: 3.13% [2025-11-22T03:14:59.273445] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 48.6671% [2025-11-22T03:14:59.273523] [INFO ] [main ] KREF: KEPT add_composite_volatility_context (score: 48.67%) [2025-11-22T03:14:59.273565] [INFO ] [main ] KREF: Testing feature 7/53: add_day_shape_ratios [2025-11-22T03:14:59.273596] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios'] [2025-11-22T03:14:59.273632] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:14:59.284548] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:14:59.285679] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:59.285740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:59.286582] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:59.289028] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:59.334258] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.05% | Symbol ETA: 5.7s | Global ETA: 5m 42s [2025-11-22T03:14:59.335149] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:14:59.335217] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:14:59.340070] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:59.341805] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:59.342279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:59.342687] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:59.343550] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:59.345914] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:14:59.467318] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:59.468045] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:14:59.469038] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:14:59.469664] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:14:59.471176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:59.677104] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.15% | Symbol ETA: 5.9s | Global ETA: 5m 42s [2025-11-22T03:14:59.678049] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:14:59.678115] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:14:59.679861] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:14:59.680347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:14:59.680758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:59.683146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:14:59.728751] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:14:59.730025] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:14:59.730694] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:14:59.731814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:14:59.875563] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.80% | Symbol ETA: 1m 2s | Global ETA: 5m 42s [2025-11-22T03:14:59.876493] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:14:59.876554] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:14:59.877449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:14:59.879880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:00.082903] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 4.9s | Global ETA: 5m 42s [2025-11-22T03:15:00.256797] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.27%, Actual: 2.74% [2025-11-22T03:15:00.335739] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 8.14% | Symbol ETA: 5.3s | Global ETA: 5m 42s [2025-11-22T03:15:00.336632] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:00.336715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:00.338390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:00.338881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:00.339292] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:00.341693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:00.385392] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:00.386743] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:00.387386] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:00.388543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:00.423878] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.82%, Actual: 1.50% [2025-11-22T03:15:00.462195] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -1.37% | Symbol ETA: 1m 2s | Global ETA: 5m 42s [2025-11-22T03:15:00.463114] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:00.463176] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:00.464060] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:00.466600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:00.593403] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.53%, Actual: 0.31% [2025-11-22T03:15:00.760599] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.18%, Actual: 0.15% [2025-11-22T03:15:00.970961] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.68%, Actual: 2.90% [2025-11-22T03:15:01.030168] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -1.09% | Symbol ETA: 4.6s | Global ETA: 5m 42s [2025-11-22T03:15:01.031069] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:01.031132] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:01.032790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:01.033255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:01.033633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:01.035982] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:01.078927] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:01.080300] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:01.081096] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:01.082209] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:01.097725] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.44% | Symbol ETA: 1m 1s | Global ETA: 5m 42s [2025-11-22T03:15:01.098620] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:01.098710] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:01.099552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:01.102065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:01.138832] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 5.23%, Actual: 2.48% [2025-11-22T03:15:01.312621] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 1.44%, Actual: 2.22% [2025-11-22T03:15:01.490851] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.71%, Actual: 2.92% [2025-11-22T03:15:01.663416] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.05%, Actual: 1.78% [2025-11-22T03:15:01.758266] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 1.64% | Symbol ETA: 4.0s | Global ETA: 5m 42s [2025-11-22T03:15:01.759208] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:01.759620] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:01.761547] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:01.762081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:01.762472] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:01.764905] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:01.767544] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 1m 1s | Global ETA: 5m 42s [2025-11-22T03:15:01.768559] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:01.768632] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:01.769595] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:01.772285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:01.810063] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:01.811571] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:01.812286] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:01.813489] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:01.849512] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.41%, Actual: 0.30% [2025-11-22T03:15:01.849765] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 40.6226% [2025-11-22T03:15:01.849892] [INFO ] [main ] KNX: DISCARDED add_prior_mag_lag (score: 40.62%) [2025-11-22T03:15:01.849940] [INFO ] [main ] KNX: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:15:01.849974] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_range_overlap_v_prior_day'] [2025-11-22T03:15:01.850012] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:01.862004] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:01.863331] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:01.863407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:01.868480] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:01.870304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:01.870833] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:01.871238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:01.872120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:01.874603] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:02.004684] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:02.005620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:02.006852] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:02.007786] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:02.010373] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:02.351835] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.33% | Symbol ETA: 1m 0s | Global ETA: 5m 42s [2025-11-22T03:15:02.352726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:02.352787] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:02.353619] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:02.356083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:02.440129] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -2.04% | Symbol ETA: 3.3s | Global ETA: 5m 42s [2025-11-22T03:15:02.441121] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:02.441213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:02.442953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:02.443489] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:02.443901] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:02.446312] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:02.491297] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:02.492913] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:02.493790] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:02.495262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:02.658366] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 11.7s | Global ETA: 5m 42s [2025-11-22T03:15:02.659387] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:02.659456] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:02.664369] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:02.666175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:02.666733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:02.667138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:02.668088] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:02.670667] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:02.803034] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:02.803976] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:02.805093] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:02.805758] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:02.808311] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:02.934332] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 59.4s | Global ETA: 5m 43s [2025-11-22T03:15:02.935225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:02.935286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:02.936125] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:02.938599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:03.116215] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 11.98% | Symbol ETA: 2.7s | Global ETA: 5m 43s [2025-11-22T03:15:03.117959] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:03.118029] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:03.119791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:03.120341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:03.120779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:03.123353] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:03.170667] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:03.172140] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:03.172864] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:03.173992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:03.442442] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -1.01% | Symbol ETA: 10.9s | Global ETA: 5m 43s [2025-11-22T03:15:03.443399] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:03.443469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:03.448849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:03.450630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:03.451151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:03.451553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:03.452451] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:03.454982] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:03.508668] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 58.8s | Global ETA: 5m 43s [2025-11-22T03:15:03.509535] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:03.509595] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:03.510435] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:03.512848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:03.587990] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:03.588898] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:03.590003] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:03.590631] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:03.593152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:03.769002] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.35% | Symbol ETA: 2.0s | Global ETA: 5m 43s [2025-11-22T03:15:03.769883] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:03.769946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:03.771566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:03.772058] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:03.772439] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:03.774797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:03.817543] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:03.818890] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:03.819531] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:03.820637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:04.087441] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.18% | Symbol ETA: 58.2s | Global ETA: 5m 43s [2025-11-22T03:15:04.088326] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:04.088386] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:04.089224] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:04.091615] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:04.231141] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -6.62% | Symbol ETA: 10.1s | Global ETA: 5m 43s [2025-11-22T03:15:04.232361] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:04.232451] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:04.238840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:04.241002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:04.241634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:04.242103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:04.243068] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:04.245961] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:04.375300] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:04.376194] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:04.377236] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:04.377909] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:04.380386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:04.416346] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.13% | Symbol ETA: 1.3s | Global ETA: 5m 43s [2025-11-22T03:15:04.588688] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -3.85%, Actual: 9.70% [2025-11-22T03:15:04.656738] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 57.6s | Global ETA: 5m 43s [2025-11-22T03:15:04.657694] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:04.657755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:04.658568] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:04.660954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:04.756549] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 1.08% [2025-11-22T03:15:04.924530] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.15%, Actual: 1.68% [2025-11-22T03:15:05.015212] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.20% | Symbol ETA: 9.3s | Global ETA: 5m 43s [2025-11-22T03:15:05.016098] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:05.016164] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:05.020879] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:05.022595] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:05.023093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:05.023478] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:05.024332] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:05.026662] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:05.090343] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 8.14%, Actual: 2.41% [2025-11-22T03:15:05.149067] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:05.149939] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:05.150939] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:05.151550] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:05.153938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:05.225189] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.39% | Symbol ETA: 57.0s | Global ETA: 5m 43s [2025-11-22T03:15:05.261481] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -1.09%, Actual: 6.36% [2025-11-22T03:15:05.392957] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.80%, Actual: 1.62% [2025-11-22T03:15:05.432002] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 1.64%, Actual: 0.66% [2025-11-22T03:15:05.561000] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -1.37%, Actual: 1.04% [2025-11-22T03:15:05.598197] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -2.04%, Actual: 5.35% [2025-11-22T03:15:05.728276] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.44%, Actual: 0.20% [2025-11-22T03:15:05.764985] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 11.98%, Actual: 2.54% [2025-11-22T03:15:05.765513] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.46% | Symbol ETA: 8.5s | Global ETA: 5m 43s [2025-11-22T03:15:05.766434] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:05.766506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:05.771417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:05.773193] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:05.773698] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:05.774092] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:05.774959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:05.777409] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:05.893030] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 2.29% [2025-11-22T03:15:05.904369] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:05.905282] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:05.906358] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:05.907015] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:05.909544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:05.933328] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.35%, Actual: 1.12% [2025-11-22T03:15:06.099892] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.13%, Actual: 10.95% [2025-11-22T03:15:06.100109] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 36.8192% [2025-11-22T03:15:06.100214] [INFO ] [main ] ACHR: DISCARDED add_vol_of_vol (score: 36.82%) [2025-11-22T03:15:06.100257] [INFO ] [main ] ACHR: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:15:06.100291] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_volatility_decay_ratio'] [2025-11-22T03:15:06.100327] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:06.113196] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:06.114447] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:06.114510] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:06.116197] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:06.116725] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:06.117352] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.33%, Actual: 0.32% [2025-11-22T03:15:06.117490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:06.119956] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:06.164593] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:06.166065] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:06.166750] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:06.167930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:06.286588] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.55% [2025-11-22T03:15:06.453429] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 1.56% [2025-11-22T03:15:06.538978] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 7.7s | Global ETA: 5m 43s [2025-11-22T03:15:06.539966] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:06.540035] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:06.545137] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:06.547102] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:06.547660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:06.548062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:06.548948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:06.551424] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:06.620975] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.18%, Actual: 1.79% [2025-11-22T03:15:06.677675] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:06.678557] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:06.679589] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:06.680245] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:06.682776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:06.771134] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -6.81% | Symbol ETA: 7.0s | Global ETA: 5m 43s [2025-11-22T03:15:06.772115] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:06.772198] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:06.773914] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:06.774428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:06.774898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:06.777279] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:06.787226] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.41%, Actual: 0.06% [2025-11-22T03:15:06.822870] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:06.824307] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:06.824978] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:06.826205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:06.957329] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.39%, Actual: 3.13% [2025-11-22T03:15:06.957559] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 38.3605% [2025-11-22T03:15:06.957611] [INFO ] [main ] KREF: DISCARDED add_day_shape_ratios (score: 38.36%) [2025-11-22T03:15:06.957677] [INFO ] [main ] KREF: Testing feature 8/53: add_directional_consistency [2025-11-22T03:15:06.957713] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_directional_consistency'] [2025-11-22T03:15:06.957747] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:06.968819] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:06.970046] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:06.970107] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:06.970999] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:07.098335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:07.312879] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 0.99% | Symbol ETA: 6.9s | Global ETA: 5m 43s [2025-11-22T03:15:07.313800] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:07.313870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:07.319296] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:07.321153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:07.321666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:07.322065] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:07.322968] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:07.325469] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:07.448458] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -3.09% | Symbol ETA: 6.4s | Global ETA: 5m 43s [2025-11-22T03:15:07.449353] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:07.449417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:07.451069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:07.451548] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:07.451956] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:07.454290] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:07.454857] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:07.455782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:07.456831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:07.457489] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:07.460071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:07.498290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:07.499519] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:07.500164] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:07.501263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:07.665349] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 55.7s | Global ETA: 5m 43s [2025-11-22T03:15:07.666255] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:07.666317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:07.667163] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:07.797260] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:08.089575] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.47% | Symbol ETA: 5.7s | Global ETA: 5m 43s [2025-11-22T03:15:08.090462] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:08.090525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:08.092166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:08.092666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:08.093052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:08.095384] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:08.107900] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.53% | Symbol ETA: 6.1s | Global ETA: 5m 43s [2025-11-22T03:15:08.108872] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:08.108940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:08.114118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:08.115992] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:08.116540] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:08.116990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:08.118304] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:08.120858] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:08.139185] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:08.140374] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:08.141017] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:08.142098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:08.248216] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:08.249075] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:08.250080] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:08.250894] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:08.253269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:08.377891] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 55.0s | Global ETA: 5m 43s [2025-11-22T03:15:08.378809] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:08.378870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:08.379793] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:08.505055] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:08.732378] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 4.76% | Symbol ETA: 5.0s | Global ETA: 5m 43s [2025-11-22T03:15:08.733281] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:08.733344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:08.734993] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:08.735472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:08.735878] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:08.738220] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:08.781799] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:08.783009] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:08.783630] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:08.784759] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:08.878094] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 5.77% | Symbol ETA: 5.3s | Global ETA: 5m 43s [2025-11-22T03:15:08.878985] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:08.879051] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:08.883788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:08.885503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:08.885996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:08.886378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:08.887235] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:08.889597] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:09.018468] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:09.019345] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:09.020391] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:09.021041] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:15:09.023494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:09.071959] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.61% | Symbol ETA: 54.3s | Global ETA: 5m 43s [2025-11-22T03:15:09.072869] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:09.072929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:09.073782] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:09.196572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:09.377254] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 3.76% | Symbol ETA: 4.4s | Global ETA: 5m 43s [2025-11-22T03:15:09.378195] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:09.378265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:09.379906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:09.380387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:09.380795] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:09.383128] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:09.426490] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:09.427731] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:09.428363] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:09.429450] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:09.637252] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 3.35% | Symbol ETA: 4.6s | Global ETA: 5m 43s [2025-11-22T03:15:09.762370] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 53.6s | Global ETA: 5m 43s [2025-11-22T03:15:09.763283] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:09.763346] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:09.764208] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:09.806821] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 1.77%, Actual: 2.74% [2025-11-22T03:15:09.889898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:09.980117] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -1.01%, Actual: 1.50% [2025-11-22T03:15:10.020550] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.06% | Symbol ETA: 3.7s | Global ETA: 5m 43s [2025-11-22T03:15:10.021436] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:10.021501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:10.023147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:10.023628] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:10.024034] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:10.026517] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:10.069430] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:10.070691] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:10.071321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:10.072434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:10.151178] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -6.62%, Actual: 0.31% [2025-11-22T03:15:10.315987] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.20%, Actual: 0.15% [2025-11-22T03:15:10.461826] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 52.9s | Global ETA: 5m 43s [2025-11-22T03:15:10.462717] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:10.462778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:10.463592] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:10.482057] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.46%, Actual: 2.90% [2025-11-22T03:15:10.589148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:10.647183] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 2.48% [2025-11-22T03:15:10.663937] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -8.29% | Symbol ETA: 3.0s | Global ETA: 5m 43s [2025-11-22T03:15:10.664828] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:10.664892] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:10.666508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:10.667006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:10.667392] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:10.669809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:10.712914] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:10.714114] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:10.714765] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:10.715861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:10.811913] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 0.99%, Actual: 2.22% [2025-11-22T03:15:10.984197] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.53%, Actual: 2.92% [2025-11-22T03:15:11.152157] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.48% | Symbol ETA: 52.2s | Global ETA: 5m 43s [2025-11-22T03:15:11.153065] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:11.153126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:11.153970] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:11.155475] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 5.77%, Actual: 1.78% [2025-11-22T03:15:11.280728] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:11.299992] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 10.22% | Symbol ETA: 2.4s | Global ETA: 5m 43s [2025-11-22T03:15:11.300887] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:11.300950] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:11.302555] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:11.303045] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:11.303428] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:11.305774] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:11.325585] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 3.35%, Actual: 0.30% [2025-11-22T03:15:11.325807] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 40.4073% [2025-11-22T03:15:11.325898] [INFO ] [main ] KNX: DISCARDED add_range_overlap_v_prior_day (score: 40.41%) [2025-11-22T03:15:11.325943] [INFO ] [main ] KNX: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:15:11.325977] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency'] [2025-11-22T03:15:11.326012] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:11.339144] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:11.340406] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:11.340471] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:11.345212] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:11.346961] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:11.347449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:11.347864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:11.348487] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:11.348707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:11.349691] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:11.350305] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:11.351002] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:11.351383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:11.475235] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:11.476157] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:11.477158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:11.477810] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:11.479960] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:11.852292] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 51.5s | Global ETA: 5m 43s [2025-11-22T03:15:11.853217] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:11.853282] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:11.854115] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:11.935315] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -11.77% | Symbol ETA: 1.7s | Global ETA: 5m 43s [2025-11-22T03:15:11.936205] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:11.936270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:11.937948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:11.938425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:11.938833] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:11.941168] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:11.982073] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:11.984064] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:11.985249] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:11.985889] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:15:11.986982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:12.118815] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.59% | Symbol ETA: 11.2s | Global ETA: 5m 43s [2025-11-22T03:15:12.119800] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:12.119879] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:12.124935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:12.126745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:12.127241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:12.127686] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:12.128544] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:12.130980] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:12.263226] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:12.264062] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:12.265095] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:12.265750] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:12.268399] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:12.554223] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.15% | Symbol ETA: 50.8s | Global ETA: 5m 43s [2025-11-22T03:15:12.555115] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:12.555175] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:12.556025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:12.572479] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: 2.29% | Symbol ETA: 1.1s | Global ETA: 5m 43s [2025-11-22T03:15:12.685782] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:12.738898] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -6.81%, Actual: 9.70% [2025-11-22T03:15:12.902446] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -3.09%, Actual: 1.08% [2025-11-22T03:15:12.918969] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.26% | Symbol ETA: 10.5s | Global ETA: 5m 43s [2025-11-22T03:15:12.919858] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:12.919923] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:12.924660] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:12.926388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:12.926883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:12.927267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:12.928130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:12.930426] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:13.053233] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:13.054097] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:13.055168] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:13.055811] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:13.058040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:13.066255] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.47%, Actual: 1.68% [2025-11-22T03:15:13.230803] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.76%, Actual: 2.41% [2025-11-22T03:15:13.249014] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.14% | Symbol ETA: 50.1s | Global ETA: 5m 43s [2025-11-22T03:15:13.249934] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:13.249995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:13.250829] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:13.372866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:13.394105] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 3.76%, Actual: 6.36% [2025-11-22T03:15:13.558956] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.06%, Actual: 0.66% [2025-11-22T03:15:13.670725] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.87% | Symbol ETA: 9.7s | Global ETA: 5m 43s [2025-11-22T03:15:13.671611] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:13.671700] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:13.676551] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:13.678529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:13.679080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:13.679482] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:13.680389] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:13.682966] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:13.721664] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -8.29%, Actual: 5.35% [2025-11-22T03:15:13.815129] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:13.816047] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:13.817081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:13.817764] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:13.819988] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:13.886753] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 10.22%, Actual: 2.54% [2025-11-22T03:15:13.941361] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.74% | Symbol ETA: 49.4s | Global ETA: 5m 43s [2025-11-22T03:15:14.051979] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -11.77%, Actual: 1.12% [2025-11-22T03:15:14.108533] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.25%, Actual: 1.62% [2025-11-22T03:15:14.217391] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: 2.29%, Actual: 10.95% [2025-11-22T03:15:14.217613] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 42.7926% [2025-11-22T03:15:14.217725] [INFO ] [main ] ACHR: DISCARDED add_volatility_decay_ratio (score: 42.79%) [2025-11-22T03:15:14.217770] [INFO ] [main ] ACHR: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:15:14.217802] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:15:14.217837] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:14.230960] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:14.232207] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:14.232271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:14.233954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:14.234458] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:14.234872] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:14.237198] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:14.275049] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.04% [2025-11-22T03:15:14.280536] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:14.281732] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:14.282348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:14.282807] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:14.283847] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:14.285838] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:14.442685] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.61%, Actual: 0.20% [2025-11-22T03:15:14.452705] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -0.70% | Symbol ETA: 8.9s | Global ETA: 5m 43s [2025-11-22T03:15:14.453687] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:14.453755] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:14.458949] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:14.460814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:14.461403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:14.461875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:14.462843] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:14.465277] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:14.597981] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:14.598951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:14.600043] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:14.600703] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:14.603020] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:14.610251] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 2.29% [2025-11-22T03:15:14.779695] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.32% [2025-11-22T03:15:14.877809] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -4.74% | Symbol ETA: 6.7s | Global ETA: 5m 43s [2025-11-22T03:15:14.878736] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:14.878816] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:14.880484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:14.881000] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:14.881387] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:14.883739] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:14.928005] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:14.929264] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:14.929909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:14.930349] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:14.931388] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:14.933391] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:14.947531] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.48%, Actual: 1.55% [2025-11-22T03:15:15.116637] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.40%, Actual: 1.56% [2025-11-22T03:15:15.275168] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.52% | Symbol ETA: 8.1s | Global ETA: 5m 43s [2025-11-22T03:15:15.276133] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:15.276202] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:15.281419] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:15.283230] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:15.283781] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:15.284209] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:15.285096] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:15.285141] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.15%, Actual: 1.79% [2025-11-22T03:15:15.287522] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:15.419119] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:15.420037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:15.421081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:15.421738] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:15.423974] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:15.453129] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.14%, Actual: 0.06% [2025-11-22T03:15:15.534094] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 0.69% | Symbol ETA: 6.1s | Global ETA: 5m 43s [2025-11-22T03:15:15.535015] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:15.535079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:15.536744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:15.537228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:15.537633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:15.539976] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:15.584202] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:15.585415] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:15.586050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:15.586492] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:15.587545] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:15.589570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:15.621268] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.74%, Actual: 3.13% [2025-11-22T03:15:15.621465] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.6533% [2025-11-22T03:15:15.621545] [INFO ] [main ] KREF: DISCARDED add_directional_consistency (score: 37.65%) [2025-11-22T03:15:15.621586] [INFO ] [main ] KREF: Testing feature 9/53: add_fullday_parkinson_range [2025-11-22T03:15:15.621616] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range'] [2025-11-22T03:15:15.621672] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:15.632128] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:15.633287] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:15.633348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:15.634209] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:15.635940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.062636] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.83% | Symbol ETA: 7.4s | Global ETA: 5m 43s [2025-11-22T03:15:16.063703] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:16.063777] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:16.069067] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:16.070963] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:16.071491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:16.071955] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:16.072890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:16.075537] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:16.187831] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -10.35% | Symbol ETA: 5.4s | Global ETA: 5m 43s [2025-11-22T03:15:16.188747] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:16.188812] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:16.190470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:16.190970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:16.191352] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:16.193694] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:16.204471] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 52.8s | Global ETA: 5m 43s [2025-11-22T03:15:16.205357] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:16.205422] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:16.206267] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:16.207482] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:16.207966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.208467] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:16.209587] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:16.210233] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:16.212459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.238078] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:16.239271] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:16.239941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:16.240423] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:16.241464] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:16.243509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.773357] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.30% | Symbol ETA: 52.2s | Global ETA: 5m 43s [2025-11-22T03:15:16.774248] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:16.774309] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:16.775153] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:16.776831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.836028] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 0.88% | Symbol ETA: 4.8s | Global ETA: 5m 43s [2025-11-22T03:15:16.836912] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:16.836976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:16.838610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:16.839114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:16.839499] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:16.841838] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:16.844236] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.38% | Symbol ETA: 6.6s | Global ETA: 5m 43s [2025-11-22T03:15:16.845143] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:16.845208] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:16.849970] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:16.851703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:16.852172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:16.852553] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:16.853436] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:16.855768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:16.884822] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:16.886006] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:16.886624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:16.887080] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:16.888137] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:16.890257] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:16.981077] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:16.982044] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:16.983061] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:16.983719] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:16.985997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:17.346414] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.13% | Symbol ETA: 51.6s | Global ETA: 5m 43s [2025-11-22T03:15:17.347328] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:17.347402] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:17.348271] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:17.349980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:17.485905] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -5.10% | Symbol ETA: 4.1s | Global ETA: 5m 43s [2025-11-22T03:15:17.486812] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:17.486877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:17.488706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:17.489195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:17.489608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:17.491949] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:17.535966] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:17.537178] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:17.537839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:17.538278] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:17.539316] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:17.541293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:17.619328] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.27% | Symbol ETA: 5.8s | Global ETA: 5m 43s [2025-11-22T03:15:17.620374] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:17.620443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:17.625472] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:17.627401] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:17.627930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:17.628315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:17.629214] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:17.631594] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:17.759987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:17.760907] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:17.761953] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:17.762605] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:17.764787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:17.919077] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 51.1s | Global ETA: 5m 43s [2025-11-22T03:15:17.919974] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:17.920035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:17.921075] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:17.922948] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:18.199987] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -10.42% | Symbol ETA: 3.5s | Global ETA: 5m 43s [2025-11-22T03:15:18.200871] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:18.200935] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:18.202610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:18.203114] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:18.203533] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:18.205882] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:18.249557] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:18.250923] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:18.251549] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:18.252003] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:18.253234] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:18.255296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:18.396872] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 5.0s | Global ETA: 5m 43s [2025-11-22T03:15:18.397797] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:18.397863] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:18.402633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:18.404371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:18.404859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:18.405246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:18.406132] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:18.408463] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:18.503800] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 50.5s | Global ETA: 5m 43s [2025-11-22T03:15:18.504736] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:18.504799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:18.505687] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:18.507451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:18.533109] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:18.534005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:18.535034] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:18.535690] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:15:18.537913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:18.850144] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -0.74% | Symbol ETA: 2.8s | Global ETA: 5m 43s [2025-11-22T03:15:18.851031] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:18.851097] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:18.852730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:18.853215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:18.853630] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:18.855965] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:18.898819] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:18.900001] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:18.900616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:18.901072] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:18.902106] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:18.904065] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:19.128416] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.12% | Symbol ETA: 50.0s | Global ETA: 5m 43s [2025-11-22T03:15:19.129346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:19.129412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:19.130284] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:19.132045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:19.176218] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.60% | Symbol ETA: 4.2s | Global ETA: 5m 43s [2025-11-22T03:15:19.345748] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.59%, Actual: 2.74% [2025-11-22T03:15:19.496963] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 16.37% | Symbol ETA: 2.2s | Global ETA: 5m 43s [2025-11-22T03:15:19.497893] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:19.497958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:19.499565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:19.500066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:19.500452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:19.502778] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:19.514902] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 1.50% [2025-11-22T03:15:19.546086] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:19.547265] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:19.547955] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:19.548391] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:19.549440] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:19.551385] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:19.685365] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.87%, Actual: 0.31% [2025-11-22T03:15:19.699135] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 49.4s | Global ETA: 5m 43s [2025-11-22T03:15:19.700061] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:19.700121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:19.700965] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:19.702596] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:19.857077] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -0.70%, Actual: 0.15% [2025-11-22T03:15:20.028855] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.52%, Actual: 2.90% [2025-11-22T03:15:20.145076] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -10.62% | Symbol ETA: 1.5s | Global ETA: 5m 43s [2025-11-22T03:15:20.145965] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:15:20.146030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:20.147681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:20.148165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:20.148584] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:20.150952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:20.193959] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:20.195136] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:20.195809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:20.196242] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:15:20.197262] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:15:20.199234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:20.211034] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.83%, Actual: 2.48% [2025-11-22T03:15:20.265339] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.31% | Symbol ETA: 48.8s | Global ETA: 5m 43s [2025-11-22T03:15:20.266226] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:20.266287] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:20.267173] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:20.268923] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:20.379129] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.38%, Actual: 2.22% [2025-11-22T03:15:20.560068] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.27%, Actual: 2.92% [2025-11-22T03:15:20.730244] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 0.42%, Actual: 1.78% [2025-11-22T03:15:20.792715] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -3.81% | Symbol ETA: 0.9s | Global ETA: 5m 44s [2025-11-22T03:15:20.833465] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.39% | Symbol ETA: 48.2s | Global ETA: 5m 44s [2025-11-22T03:15:20.834382] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:20.834446] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:20.835278] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:15:20.836930] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:20.901086] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.60%, Actual: 0.30% [2025-11-22T03:15:20.901289] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 40.1049% [2025-11-22T03:15:20.901414] [INFO ] [main ] KNX: DISCARDED add_range_volume_efficiency (score: 40.10%) [2025-11-22T03:15:20.901460] [INFO ] [main ] KNX: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:15:20.901494] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:15:20.901531] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:20.913829] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:20.915097] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:20.915162] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:20.920118] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:20.921939] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:20.922434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:20.922864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:20.923758] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:20.926183] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:20.958987] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -4.74%, Actual: 9.70% [2025-11-22T03:15:21.059329] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:21.060220] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:21.061279] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:21.061939] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:21.066024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:21.123952] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 1.08% [2025-11-22T03:15:21.289407] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -10.35%, Actual: 1.68% [2025-11-22T03:15:21.400586] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.95% | Symbol ETA: 47.7s | Global ETA: 5m 44s [2025-11-22T03:15:21.453777] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 0.88%, Actual: 2.41% [2025-11-22T03:15:21.567996] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.18%, Actual: 1.62% [2025-11-22T03:15:21.619963] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -5.10%, Actual: 6.36% [2025-11-22T03:15:21.696950] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 10.9s | Global ETA: 5m 44s [2025-11-22T03:15:21.697909] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:21.697976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:21.702971] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:21.704867] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:21.705368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:21.705829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:21.706725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:21.709172] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:21.734438] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.30%, Actual: 1.04% [2025-11-22T03:15:21.786439] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -10.42%, Actual: 0.66% [2025-11-22T03:15:21.839735] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:21.840673] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:21.841685] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:21.842327] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:21.846366] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:21.902937] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.13%, Actual: 0.20% [2025-11-22T03:15:21.951047] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -0.74%, Actual: 5.35% [2025-11-22T03:15:22.068998] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 2.29% [2025-11-22T03:15:22.114577] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 16.37%, Actual: 2.54% [2025-11-22T03:15:22.235029] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.58%, Actual: 0.32% [2025-11-22T03:15:22.278116] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -10.62%, Actual: 1.12% [2025-11-22T03:15:22.403565] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.12%, Actual: 1.55% [2025-11-22T03:15:22.442268] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -3.81%, Actual: 10.95% [2025-11-22T03:15:22.442405] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 33.1438% [2025-11-22T03:15:22.442509] [INFO ] [main ] ACHR: DISCARDED add_volatility_state_percentiles (score: 33.14%) [2025-11-22T03:15:22.442550] [INFO ] [main ] ACHR: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:15:22.442582] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_volume_dispersion'] [2025-11-22T03:15:22.442617] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:22.455701] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:22.456999] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:22.457062] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:22.458806] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:22.459309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:22.459760] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:22.462085] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:22.486056] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -0.33% | Symbol ETA: 10.2s | Global ETA: 5m 44s [2025-11-22T03:15:22.487050] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:22.487118] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:22.492064] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:22.493857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:22.494343] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:22.494754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:22.495613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:22.498161] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:22.505990] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:22.507173] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:22.507822] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:22.509180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:22.570593] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.93%, Actual: 1.56% [2025-11-22T03:15:22.629164] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:22.630128] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:22.631152] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:22.631816] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:22.635921] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:22.736900] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.31%, Actual: 1.79% [2025-11-22T03:15:22.904205] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.39%, Actual: 0.06% [2025-11-22T03:15:23.070125] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.95%, Actual: 3.13% [2025-11-22T03:15:23.070329] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 33.6002% [2025-11-22T03:15:23.070409] [INFO ] [main ] KREF: DISCARDED add_fullday_parkinson_range (score: 33.60%) [2025-11-22T03:15:23.070452] [INFO ] [main ] KREF: Testing feature 10/53: add_gap_fill_state [2025-11-22T03:15:23.070483] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_fill_state'] [2025-11-22T03:15:23.070517] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:23.081564] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:23.082715] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:23.082777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:23.083618] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:23.101143] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.50% | Symbol ETA: 6.5s | Global ETA: 5m 44s [2025-11-22T03:15:23.102025] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:23.102089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:23.103732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:23.104208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:23.104589] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:23.106931] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:23.127293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:23.151009] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:23.152190] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:23.152830] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:23.154166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:23.273049] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -9.50% | Symbol ETA: 9.4s | Global ETA: 5m 44s [2025-11-22T03:15:23.273932] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:23.273998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:23.278769] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:23.280482] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:23.280979] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:23.281358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:23.282227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:23.284534] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:23.407504] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:23.408313] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:23.409313] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:23.409947] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:23.413805] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:23.693795] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 1.80% | Symbol ETA: 41.1s | Global ETA: 5m 44s [2025-11-22T03:15:23.694692] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:23.694753] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:23.695607] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:23.739176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:23.745157] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 4.35% | Symbol ETA: 5.8s | Global ETA: 5m 44s [2025-11-22T03:15:23.746082] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:23.746146] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:23.747843] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:23.748314] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:23.748712] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:23.751078] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:23.795504] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:23.796770] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:23.797389] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:23.798784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:24.040212] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -0.49% | Symbol ETA: 8.6s | Global ETA: 5m 44s [2025-11-22T03:15:24.041220] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:24.041290] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:24.046270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:24.048120] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:24.048636] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:24.049057] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:24.049938] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:24.052431] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:24.185988] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:24.186945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:24.188021] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:24.188683] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:24.192935] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:24.310767] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 40.5s | Global ETA: 5m 44s [2025-11-22T03:15:24.311669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:24.311730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:24.312544] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:24.355977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:24.391219] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.32% | Symbol ETA: 5.2s | Global ETA: 5m 44s [2025-11-22T03:15:24.392108] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:24.392171] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:24.393804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:24.394272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:24.394668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:24.396999] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:24.441140] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:24.442327] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:24.442962] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:24.444266] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:24.818746] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.31% | Symbol ETA: 7.8s | Global ETA: 5m 44s [2025-11-22T03:15:24.819678] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:24.819744] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:24.824448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:24.826220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:24.826710] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:24.827096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:24.827995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:24.830384] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:24.926358] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.48% | Symbol ETA: 39.9s | Global ETA: 5m 44s [2025-11-22T03:15:24.927268] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:24.927329] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:24.928245] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:24.960616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:24.961519] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:24.962594] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:24.963268] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:24.967435] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:24.972066] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:25.036824] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 11.99% | Symbol ETA: 4.6s | Global ETA: 5m 44s [2025-11-22T03:15:25.037754] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:25.037818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:25.039479] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:25.039980] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:25.040357] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:25.042695] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:25.086860] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:25.088063] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:25.088735] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:25.090104] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:25.549987] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 39.3s | Global ETA: 5m 44s [2025-11-22T03:15:25.550914] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:25.550974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:25.551824] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:25.595575] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:25.609985] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.30% | Symbol ETA: 7.0s | Global ETA: 5m 44s [2025-11-22T03:15:25.610897] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:25.610962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:25.615810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:25.617627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:25.618151] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:25.618574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:25.619487] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:25.622011] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:25.682260] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -2.26% | Symbol ETA: 3.9s | Global ETA: 5m 44s [2025-11-22T03:15:25.683154] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:25.683218] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:25.684879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:25.685346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:25.685747] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:25.688093] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:25.732092] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:25.733294] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:25.733957] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:25.735262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:25.750689] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:25.751621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:25.752625] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:25.753255] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:25.757152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:26.174952] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.74% | Symbol ETA: 38.7s | Global ETA: 5m 44s [2025-11-22T03:15:26.175928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:26.175989] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:26.176849] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:26.220884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:26.360305] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 4.80% | Symbol ETA: 3.3s | Global ETA: 5m 44s [2025-11-22T03:15:26.361215] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:26.361302] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:26.363329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:26.363854] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:26.364234] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:26.366820] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:26.396232] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 6.2s | Global ETA: 5m 44s [2025-11-22T03:15:26.398415] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:26.398484] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:26.403400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:26.405345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:26.405859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:26.406263] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:26.407175] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:26.409565] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:26.409670] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:26.410778] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:26.411395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:26.412729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:26.540088] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:26.541136] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:26.542359] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:26.543021] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:26.547488] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:26.801099] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.54% | Symbol ETA: 38.1s | Global ETA: 5m 44s [2025-11-22T03:15:26.802086] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:26.802148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:26.803038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:26.849026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:26.999838] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -9.26% | Symbol ETA: 2.6s | Global ETA: 5m 44s [2025-11-22T03:15:27.000754] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:27.000818] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:27.002439] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:27.002936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:27.003317] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:27.005704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:27.049493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:27.050718] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:27.051331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:27.052703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:27.167716] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.80% | Symbol ETA: 5.4s | Global ETA: 5m 44s [2025-11-22T03:15:27.169517] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:27.169597] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:27.174381] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:27.176149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:27.176615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:27.177013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:27.177874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:27.180282] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:27.304105] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:27.304979] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:27.305982] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:27.306593] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:27.310576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:27.433147] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.08% | Symbol ETA: 37.5s | Global ETA: 5m 44s [2025-11-22T03:15:27.434089] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:27.434151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:27.435009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:27.481586] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:27.647226] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.18% | Symbol ETA: 2.0s | Global ETA: 5m 44s [2025-11-22T03:15:27.648133] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:27.648196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:27.649884] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:27.650351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:27.650762] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:27.653112] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:27.697584] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:27.698971] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:27.699605] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:27.701148] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:27.932055] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.98% | Symbol ETA: 4.7s | Global ETA: 5m 44s [2025-11-22T03:15:27.933154] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:27.933218] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:27.938131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:27.939849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:27.940313] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:27.940715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:27.941569] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:27.943905] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:28.064179] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.81% | Symbol ETA: 36.8s | Global ETA: 5m 44s [2025-11-22T03:15:28.064893] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:28.065084] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:28.065147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:28.065728] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:28.065986] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:28.066725] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:28.067337] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:15:28.071236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:28.109304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:28.291629] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.66% | Symbol ETA: 1.3s | Global ETA: 5m 44s [2025-11-22T03:15:28.292515] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:28.292578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:28.294206] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:28.294697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:28.295080] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:28.297399] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:28.340497] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:28.341754] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:28.342370] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:15:28.343710] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:28.679813] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.05% | Symbol ETA: 3.9s | Global ETA: 5m 44s [2025-11-22T03:15:28.700134] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.72% | Symbol ETA: 36.2s | Global ETA: 5m 44s [2025-11-22T03:15:28.701040] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:28.701100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:28.701928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:28.745100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:28.848040] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.36%, Actual: 2.74% [2025-11-22T03:15:28.975197] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.13% | Symbol ETA: 0.7s | Global ETA: 5m 44s [2025-11-22T03:15:29.015813] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -0.33%, Actual: 1.50% [2025-11-22T03:15:29.166706] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.50%, Actual: 9.70% [2025-11-22T03:15:29.193974] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -9.50%, Actual: 0.31% [2025-11-22T03:15:29.309264] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.29% | Symbol ETA: 35.6s | Global ETA: 5m 44s [2025-11-22T03:15:29.336218] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 4.35%, Actual: 1.08% [2025-11-22T03:15:29.366228] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -0.49%, Actual: 0.15% [2025-11-22T03:15:29.477571] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 1.80%, Actual: 1.62% [2025-11-22T03:15:29.510107] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.32%, Actual: 1.68% [2025-11-22T03:15:29.542078] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.31%, Actual: 2.90% [2025-11-22T03:15:29.643325] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 1.04% [2025-11-22T03:15:29.681915] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 11.99%, Actual: 2.41% [2025-11-22T03:15:29.714160] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.30%, Actual: 2.48% [2025-11-22T03:15:29.811529] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 0.20% [2025-11-22T03:15:29.860578] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -2.26%, Actual: 6.36% [2025-11-22T03:15:29.883068] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 2.22% [2025-11-22T03:15:29.982531] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 2.29% [2025-11-22T03:15:30.038195] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 4.80%, Actual: 0.66% [2025-11-22T03:15:30.049946] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.80%, Actual: 2.92% [2025-11-22T03:15:30.152604] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.74%, Actual: 0.32% [2025-11-22T03:15:30.209886] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -9.26%, Actual: 5.35% [2025-11-22T03:15:30.216857] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.98%, Actual: 1.78% [2025-11-22T03:15:30.322264] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.54%, Actual: 1.55% [2025-11-22T03:15:30.378098] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.18%, Actual: 2.54% [2025-11-22T03:15:30.384781] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.05%, Actual: 0.30% [2025-11-22T03:15:30.384978] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 36.6840% [2025-11-22T03:15:30.385063] [INFO ] [main ] KNX: DISCARDED add_range_volume_efficiency_refinements (score: 36.68%) [2025-11-22T03:15:30.385107] [INFO ] [main ] KNX: Testing feature 39/53: add_regime [2025-11-22T03:15:30.385142] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_regime'] [2025-11-22T03:15:30.385179] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:30.397183] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:30.398451] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:30.398523] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:30.403294] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:30.405063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:30.405542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:30.405982] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:30.406840] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:30.409226] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:30.493761] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.08%, Actual: 1.56% [2025-11-22T03:15:30.536897] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:30.537689] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:30.538675] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:30.539286] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:30.546509] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.66%, Actual: 1.12% [2025-11-22T03:15:30.559341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:30.664238] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.81%, Actual: 1.79% [2025-11-22T03:15:30.716727] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.13%, Actual: 10.95% [2025-11-22T03:15:30.716944] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.4577% [2025-11-22T03:15:30.717049] [INFO ] [main ] ACHR: DISCARDED add_volume_dispersion (score: 38.46%) [2025-11-22T03:15:30.717093] [INFO ] [main ] ACHR: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:15:30.717126] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_volume_flow_differentials'] [2025-11-22T03:15:30.717162] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:30.730323] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:30.731894] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:30.731960] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:30.733741] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:30.734256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:30.734674] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:30.737146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:30.784311] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:30.785793] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:30.786443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:30.789534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:30.835427] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.72%, Actual: 0.06% [2025-11-22T03:15:31.004567] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.29%, Actual: 3.13% [2025-11-22T03:15:31.004794] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 31.6826% [2025-11-22T03:15:31.004875] [INFO ] [main ] KREF: DISCARDED add_gap_fill_state (score: 31.68%) [2025-11-22T03:15:31.004917] [INFO ] [main ] KREF: Testing feature 11/53: add_gap_morning_composite [2025-11-22T03:15:31.004949] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_morning_composite'] [2025-11-22T03:15:31.004983] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:31.016294] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:31.017566] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:31.017629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:31.018512] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:31.019524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:31.178758] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.19% | Symbol ETA: 10.5s | Global ETA: 5m 44s [2025-11-22T03:15:31.179628] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:31.179719] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:31.184442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:31.186185] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:31.186676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:31.187059] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:31.187963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:31.190302] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:31.315579] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:31.316361] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:31.317373] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:31.318028] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:31.338134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:31.398914] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -7.15% | Symbol ETA: 6.5s | Global ETA: 5m 44s [2025-11-22T03:15:31.399919] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:31.399987] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:31.401697] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:31.402191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:31.402588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:31.405038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:31.451032] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:31.452443] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:31.453208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:31.456107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:31.594063] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.94% | Symbol ETA: 38.5s | Global ETA: 5m 44s [2025-11-22T03:15:31.594963] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:31.595024] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:31.595888] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:31.596919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:31.960615] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -1.53% | Symbol ETA: 9.7s | Global ETA: 5m 44s [2025-11-22T03:15:31.961513] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:31.961579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:31.966289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:31.968049] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:31.968510] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:31.968920] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:31.969774] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:31.972090] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:32.075733] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 2.32% | Symbol ETA: 5.9s | Global ETA: 5m 44s [2025-11-22T03:15:32.076602] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:32.076695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:32.078373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:32.078907] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:32.079306] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:32.081770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:32.096022] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:32.096719] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:32.097729] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:32.098336] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:32.117887] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:32.128398] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:32.129842] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:32.130495] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:32.133308] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:32.167218] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.32% | Symbol ETA: 37.9s | Global ETA: 5m 44s [2025-11-22T03:15:32.168129] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:32.168190] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:32.169016] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:32.169982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:32.734695] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.40% | Symbol ETA: 8.9s | Global ETA: 5m 44s [2025-11-22T03:15:32.735571] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:32.735666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:32.740446] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:32.742255] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:32.742737] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:32.743115] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:32.743533] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.29% | Symbol ETA: 5.2s | Global ETA: 5m 44s [2025-11-22T03:15:32.744007] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:32.744448] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:32.744513] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:32.746200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:32.746371] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:32.746696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:32.747077] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:32.749462] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:32.786391] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 37.5s | Global ETA: 5m 44s [2025-11-22T03:15:32.787315] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:32.787405] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:32.788251] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:32.789247] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:32.795934] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:32.797472] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:32.798156] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:32.801112] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:32.872294] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:32.873110] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:32.874112] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:32.874738] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:32.894556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:33.349696] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.21% | Symbol ETA: 36.8s | Global ETA: 5m 44s [2025-11-22T03:15:33.350599] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:33.350678] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:33.351483] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:33.352443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:33.424739] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 5.31% | Symbol ETA: 4.5s | Global ETA: 5m 44s [2025-11-22T03:15:33.425605] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:33.425694] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:33.427311] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:33.427823] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:33.428199] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:33.430513] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:33.474232] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:33.475479] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:33.476124] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:33.478832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:33.510234] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -3.04% | Symbol ETA: 8.2s | Global ETA: 5m 44s [2025-11-22T03:15:33.511136] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:33.511203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:33.515947] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:33.517724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:33.518191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:33.518574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:33.519424] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:33.521813] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:33.647201] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:33.648034] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:33.649023] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:33.649635] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:33.669581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:33.914321] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 1.20% | Symbol ETA: 36.2s | Global ETA: 5m 44s [2025-11-22T03:15:33.915205] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:33.915266] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:33.916091] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:33.917085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:34.093863] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 3.9s | Global ETA: 5m 44s [2025-11-22T03:15:34.094849] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:34.094915] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:34.096621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:34.097148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:34.097577] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:34.100047] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:34.145867] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:34.147344] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:34.148047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:34.150924] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:34.290804] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 7.4s | Global ETA: 5m 44s [2025-11-22T03:15:34.291691] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:34.291756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:34.296501] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:34.298304] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:34.298813] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:34.299187] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:34.300083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:34.302418] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:34.429119] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:34.429958] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:34.431018] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:34.431625] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:34.451325] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:34.494631] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.86% | Symbol ETA: 35.6s | Global ETA: 5m 44s [2025-11-22T03:15:34.495523] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:34.495584] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:34.496447] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:34.497410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:34.758928] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.96% | Symbol ETA: 3.2s | Global ETA: 5m 44s [2025-11-22T03:15:34.760029] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:34.760096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:34.761898] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:34.762369] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:34.762798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:34.765149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:34.808206] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:34.809440] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:34.810128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:34.812783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:35.071040] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 35.1s | Global ETA: 5m 44s [2025-11-22T03:15:35.071946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:35.072008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:35.072881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:35.073864] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:35.075227] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.27% | Symbol ETA: 6.6s | Global ETA: 5m 44s [2025-11-22T03:15:35.076201] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:35.076270] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:35.081272] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:35.083142] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:35.083630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:35.084077] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:35.085162] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:35.087861] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:35.219685] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:35.220503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:35.221556] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:35.222250] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:35.243299] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:35.411861] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.66% | Symbol ETA: 2.5s | Global ETA: 5m 44s [2025-11-22T03:15:35.412757] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:35.412823] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:35.414446] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:35.414940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:35.415321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:35.417743] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:35.460760] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:35.461968] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:35.462580] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:35.465212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:35.653862] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.12% | Symbol ETA: 34.5s | Global ETA: 5m 44s [2025-11-22T03:15:35.654772] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:35.654833] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:35.655676] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:35.656696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:35.876390] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.76% | Symbol ETA: 5.8s | Global ETA: 5m 44s [2025-11-22T03:15:35.877321] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:35.877389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:35.882507] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:35.884358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:35.884877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:35.885277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:35.886178] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:35.888705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:36.019139] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:36.020005] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:36.021034] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:36.021686] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:36.042276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:36.062334] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 2.45% | Symbol ETA: 1.8s | Global ETA: 5m 44s [2025-11-22T03:15:36.063233] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:36.063297] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:36.064944] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:36.065416] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:36.065819] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:36.068227] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:36.111398] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:36.112617] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:36.113260] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:36.116016] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:36.233745] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.33% | Symbol ETA: 33.9s | Global ETA: 5m 44s [2025-11-22T03:15:36.234619] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:36.234702] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:36.235514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:15:36.236520] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:36.663907] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.81% | Symbol ETA: 5.1s | Global ETA: 5m 44s [2025-11-22T03:15:36.664808] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:36.664881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:36.669603] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:36.671325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:36.671814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:36.672196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:36.673052] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:36.675377] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:36.715496] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -14.94% | Symbol ETA: 1.2s | Global ETA: 5m 44s [2025-11-22T03:15:36.716388] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:36.716452] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:36.718146] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:36.718619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:36.719025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:36.721378] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:36.765294] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:36.766758] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:36.767390] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:15:36.770174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:36.798822] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:36.799699] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:36.800706] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:36.801324] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:36.810095] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.87% | Symbol ETA: 33.3s | Global ETA: 5m 44s [2025-11-22T03:15:36.820867] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:36.978925] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.94%, Actual: 1.62% [2025-11-22T03:15:37.149965] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.32%, Actual: 1.04% [2025-11-22T03:15:37.321293] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:15:37.380905] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -4.76% | Symbol ETA: 0.5s | Global ETA: 5m 44s [2025-11-22T03:15:37.447317] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.56% | Symbol ETA: 4.3s | Global ETA: 5m 44s [2025-11-22T03:15:37.448291] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:37.448357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:37.453168] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:37.455018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:37.455505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:37.455914] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:37.456783] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:37.459194] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:37.492929] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.21%, Actual: 2.29% [2025-11-22T03:15:37.549976] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -7.15%, Actual: 9.70% [2025-11-22T03:15:37.581602] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:37.582500] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:37.583500] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:37.584137] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:15:37.604067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:37.662809] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 1.20%, Actual: 0.32% [2025-11-22T03:15:37.716285] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 2.32%, Actual: 1.08% [2025-11-22T03:15:37.829457] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.86%, Actual: 1.55% [2025-11-22T03:15:37.882529] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.29%, Actual: 1.68% [2025-11-22T03:15:37.995434] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.56% [2025-11-22T03:15:38.051202] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 5.31%, Actual: 2.41% [2025-11-22T03:15:38.163453] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.12%, Actual: 1.79% [2025-11-22T03:15:38.217686] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 6.36% [2025-11-22T03:15:38.218742] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.76% | Symbol ETA: 3.5s | Global ETA: 5m 44s [2025-11-22T03:15:38.330003] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.33%, Actual: 0.06% [2025-11-22T03:15:38.383813] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.96%, Actual: 0.66% [2025-11-22T03:15:38.442088] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.19%, Actual: 2.74% [2025-11-22T03:15:38.494516] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.87%, Actual: 3.13% [2025-11-22T03:15:38.494679] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.7299% [2025-11-22T03:15:38.494764] [INFO ] [main ] KREF: DISCARDED add_gap_morning_composite (score: 37.73%) [2025-11-22T03:15:38.494804] [INFO ] [main ] KREF: Testing feature 12/53: add_gap_resolution_state [2025-11-22T03:15:38.494853] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gap_resolution_state'] [2025-11-22T03:15:38.494889] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:38.506527] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:38.507877] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:38.507977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:38.508826] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:38.550215] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.66%, Actual: 5.35% [2025-11-22T03:15:38.567258] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:38.609532] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -1.53%, Actual: 1.50% [2025-11-22T03:15:38.716367] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 2.45%, Actual: 2.54% [2025-11-22T03:15:38.776632] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.40%, Actual: 0.31% [2025-11-22T03:15:38.884960] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -14.94%, Actual: 1.12% [2025-11-22T03:15:38.943590] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -3.04%, Actual: 0.15% [2025-11-22T03:15:39.053977] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -4.76%, Actual: 10.95% [2025-11-22T03:15:39.054212] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 43.8674% [2025-11-22T03:15:39.054311] [INFO ] [main ] ACHR: DISCARDED add_volume_flow_differentials (score: 43.87%) [2025-11-22T03:15:39.054354] [INFO ] [main ] ACHR: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:15:39.054386] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_volume_pressure_into_close'] [2025-11-22T03:15:39.054421] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:39.066337] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:39.067632] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:39.067715] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:39.069426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:39.069981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:39.070365] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:39.072797] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:39.111522] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 2.90% [2025-11-22T03:15:39.117085] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:39.118584] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:39.119275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:39.121009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:39.132264] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.01% | Symbol ETA: 33.5s | Global ETA: 5m 45s [2025-11-22T03:15:39.133156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:39.133216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:39.134043] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:39.191700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:39.277411] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.27%, Actual: 2.48% [2025-11-22T03:15:39.444039] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.76%, Actual: 2.22% [2025-11-22T03:15:39.611945] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.81%, Actual: 2.92% [2025-11-22T03:15:39.720117] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -5.16% | Symbol ETA: 6.2s | Global ETA: 5m 45s [2025-11-22T03:15:39.721020] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:39.721083] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:39.722780] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:39.723287] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:39.723689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:39.726051] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:39.753488] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.26% | Symbol ETA: 32.9s | Global ETA: 5m 45s [2025-11-22T03:15:39.754384] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:39.754444] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:39.755267] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:39.769275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:39.770635] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:39.771285] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:39.772905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:39.779538] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.56%, Actual: 1.78% [2025-11-22T03:15:39.812453] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:39.947471] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.76%, Actual: 0.30% [2025-11-22T03:15:39.947693] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.5283% [2025-11-22T03:15:39.947786] [INFO ] [main ] KNX: DISCARDED add_regime (score: 41.53%) [2025-11-22T03:15:39.947830] [INFO ] [main ] KNX: Testing feature 40/53: add_regime_flags [2025-11-22T03:15:39.947863] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_regime_flags'] [2025-11-22T03:15:39.947935] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:39.960365] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:39.961562] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:39.961627] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:39.966448] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:39.968264] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:39.968759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:39.969144] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:39.970041] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:39.972372] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:40.100996] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:40.101803] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:40.102859] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:40.103515] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:40.104598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:40.372353] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: 3.60% | Symbol ETA: 5.6s | Global ETA: 5m 45s [2025-11-22T03:15:40.373253] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:40.373317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:40.374967] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:40.375078] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 32.3s | Global ETA: 5m 45s [2025-11-22T03:15:40.375441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:40.375846] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:40.375987] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:40.376049] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:40.376881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:40.378200] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:40.422366] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:40.423590] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:40.424226] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:40.425822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:40.434269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:40.724688] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 10.1s | Global ETA: 5m 45s [2025-11-22T03:15:40.725552] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:40.725618] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:40.730454] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:40.732231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:40.732723] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:40.733109] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:40.733961] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:40.736426] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:40.863138] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:40.863983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:40.864991] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:40.865606] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:40.866638] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:41.002134] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 31.7s | Global ETA: 5m 45s [2025-11-22T03:15:41.003198] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:41.003271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:41.004172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:41.030804] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -2.66% | Symbol ETA: 4.9s | Global ETA: 5m 45s [2025-11-22T03:15:41.031778] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:41.031848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:41.033566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:41.034092] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:41.034482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:41.036889] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:41.065417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:41.085511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:41.087381] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:41.088151] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:41.089982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:41.604329] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -3.94% | Symbol ETA: 9.8s | Global ETA: 5m 45s [2025-11-22T03:15:41.605798] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:41.605889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:41.613880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:41.616796] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:41.617553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:41.618155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:41.619496] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:41.623286] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:41.766306] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.38% | Symbol ETA: 31.2s | Global ETA: 5m 45s [2025-11-22T03:15:41.767791] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:41.767879] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:41.769166] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:41.796325] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:41.797305] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:41.798566] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:41.799359] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:41.800691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:41.851867] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 5.24% | Symbol ETA: 4.5s | Global ETA: 5m 45s [2025-11-22T03:15:41.853061] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:41.853139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:41.855097] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:41.855638] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:41.856081] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:41.858942] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:41.860557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:41.914105] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:41.915683] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:41.916470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:41.918688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:42.547581] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -0.77% | Symbol ETA: 3.8s | Global ETA: 5m 45s [2025-11-22T03:15:42.548506] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:42.548572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:42.550345] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:42.550857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:42.551253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:42.553706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:42.559233] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.08% | Symbol ETA: 9.2s | Global ETA: 5m 45s [2025-11-22T03:15:42.560205] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:42.560273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:42.565291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:42.566527] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 30.6s | Global ETA: 5m 45s [2025-11-22T03:15:42.567175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:42.567471] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:42.567534] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:42.567776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:42.568214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:42.568421] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:42.569100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:42.571546] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:42.597587] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:42.599015] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:42.599682] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:42.601442] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:42.623609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:42.700365] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:42.701259] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:42.702262] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:42.702899] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:42.704008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:43.201042] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.62% | Symbol ETA: 29.9s | Global ETA: 5m 45s [2025-11-22T03:15:43.201962] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:43.202022] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:43.202874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:43.205825] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: -1.51% | Symbol ETA: 3.1s | Global ETA: 5m 45s [2025-11-22T03:15:43.206728] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:43.206791] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:43.208461] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:43.208957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:43.209343] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:43.211704] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:43.256317] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:43.257723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:43.258386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:43.258966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:43.260144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:43.321863] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.89% | Symbol ETA: 8.2s | Global ETA: 5m 45s [2025-11-22T03:15:43.322786] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:43.322853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:43.327670] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:43.329491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:43.330005] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:43.330423] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:43.331388] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:43.333849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:43.465706] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:43.466609] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:43.467702] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:43.468366] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:43.469493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:43.829766] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 29.2s | Global ETA: 5m 45s [2025-11-22T03:15:43.830681] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:43.830742] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:43.831597] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:43.881614] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 1.55% | Symbol ETA: 2.4s | Global ETA: 5m 45s [2025-11-22T03:15:43.882530] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:43.882595] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:43.884301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:43.884832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:43.885233] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:43.886862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:43.887682] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:43.932785] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:43.934148] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:43.934823] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:43.936543] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:44.122428] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.50% | Symbol ETA: 7.3s | Global ETA: 5m 45s [2025-11-22T03:15:44.123507] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:44.123575] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:44.129311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:44.131187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:44.131696] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:44.132097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:44.132981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:44.135552] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:44.279512] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:44.280433] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:44.281483] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:44.282144] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:44.283448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:44.456032] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.51% | Symbol ETA: 28.6s | Global ETA: 5m 45s [2025-11-22T03:15:44.456991] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:44.457054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:44.457971] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:15:44.513881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:44.547226] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 2.10% | Symbol ETA: 1.7s | Global ETA: 5m 45s [2025-11-22T03:15:44.548158] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:44.548222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:44.549880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:44.550359] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:44.550763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:44.553224] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:44.597954] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:44.599283] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:44.599933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:44.601572] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:44.926600] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.52% | Symbol ETA: 6.5s | Global ETA: 5m 45s [2025-11-22T03:15:44.927527] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:44.927592] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:44.932344] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:44.934144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:44.934622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:44.935028] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:44.935873] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:44.938231] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:45.064016] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:45.064916] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:45.065906] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:45.066551] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:45.067591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:45.079740] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.74% | Symbol ETA: 27.9s | Global ETA: 5m 45s [2025-11-22T03:15:45.209005] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -17.92% | Symbol ETA: 1.0s | Global ETA: 5m 45s [2025-11-22T03:15:45.209933] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:45.209997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:45.211637] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:45.212155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:45.212535] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:45.214912] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:45.252261] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.01%, Actual: 1.62% [2025-11-22T03:15:45.258785] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:45.260262] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:45.260929] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:45.262680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:45.420738] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.26%, Actual: 1.04% [2025-11-22T03:15:45.588797] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 0.20% [2025-11-22T03:15:45.700388] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.28% | Symbol ETA: 5.6s | Global ETA: 5m 45s [2025-11-22T03:15:45.701312] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:45.701378] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:45.706378] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:45.708365] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:45.708879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:45.709271] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:45.710130] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:45.712505] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:45.758708] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.59%, Actual: 2.29% [2025-11-22T03:15:45.841320] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:45.842259] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:45.843313] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:45.843976] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:45.845042] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:45.863588] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -2.14% | Symbol ETA: 0.3s | Global ETA: 5m 45s [2025-11-22T03:15:45.925607] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.38%, Actual: 0.32% [2025-11-22T03:15:46.033835] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -5.16%, Actual: 9.70% [2025-11-22T03:15:46.093239] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.55% [2025-11-22T03:15:46.204328] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 3.60%, Actual: 1.08% [2025-11-22T03:15:46.264370] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.62%, Actual: 1.56% [2025-11-22T03:15:46.377079] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -2.66%, Actual: 1.68% [2025-11-22T03:15:46.443160] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.79% [2025-11-22T03:15:46.483996] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.15% | Symbol ETA: 4.8s | Global ETA: 5m 45s [2025-11-22T03:15:46.484887] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:46.484953] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:46.489718] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:46.491434] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:46.491935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:46.492328] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:46.493174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:46.495522] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:46.545596] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 5.24%, Actual: 2.41% [2025-11-22T03:15:46.610910] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.51%, Actual: 0.06% [2025-11-22T03:15:46.618887] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:46.619736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:46.620737] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:46.621354] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:46.622365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:46.715955] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -0.77%, Actual: 6.36% [2025-11-22T03:15:46.774066] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.74%, Actual: 3.13% [2025-11-22T03:15:46.774215] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.1733% [2025-11-22T03:15:46.774297] [INFO ] [main ] KREF: DISCARDED add_gap_resolution_state (score: 37.17%) [2025-11-22T03:15:46.774338] [INFO ] [main ] KREF: Testing feature 13/53: add_gaps [2025-11-22T03:15:46.774369] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_gaps'] [2025-11-22T03:15:46.774404] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:46.785490] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:46.786852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:46.786913] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:46.787793] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:46.788585] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:46.883657] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -1.51%, Actual: 0.66% [2025-11-22T03:15:47.052381] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 1.55%, Actual: 5.35% [2025-11-22T03:15:47.220030] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 2.10%, Actual: 2.54% [2025-11-22T03:15:47.239265] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 6.01% | Symbol ETA: 4.0s | Global ETA: 5m 45s [2025-11-22T03:15:47.240162] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:47.240230] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:47.244989] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:47.246743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:47.247213] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:47.247608] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:47.248452] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:47.250763] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:47.356338] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.85% | Symbol ETA: 32.7s | Global ETA: 5m 45s [2025-11-22T03:15:47.357373] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:47.357468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:47.358354] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:47.359158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:47.373597] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:47.374496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:47.375491] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:47.376128] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:47.377154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:47.395489] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.92%, Actual: 1.12% [2025-11-22T03:15:47.575271] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -2.14%, Actual: 10.95% [2025-11-22T03:15:47.575524] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 38.1629% [2025-11-22T03:15:47.575667] [INFO ] [main ] ACHR: DISCARDED add_volume_pressure_into_close (score: 38.16%) [2025-11-22T03:15:47.575719] [INFO ] [main ] ACHR: Testing feature 52/53: add_volume_zscore [2025-11-22T03:15:47.575754] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_volume_zscore'] [2025-11-22T03:15:47.575791] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:47.588713] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:47.590237] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:47.590299] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:47.591982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:47.592477] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:47.592880] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:47.595231] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:47.640814] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:47.642311] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:47.643035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:47.645241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:47.921779] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 32.1s | Global ETA: 5m 45s [2025-11-22T03:15:47.922706] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:47.922766] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:47.923625] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:47.924416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:47.988481] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.31% | Symbol ETA: 3.2s | Global ETA: 5m 45s [2025-11-22T03:15:48.161200] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.33%, Actual: 2.74% [2025-11-22T03:15:48.262124] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -6.86% | Symbol ETA: 6.2s | Global ETA: 5m 45s [2025-11-22T03:15:48.263030] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:48.263107] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:48.264773] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:48.265259] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:48.265660] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:48.268057] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:48.314687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:48.316246] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:48.317069] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:48.318872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:48.329888] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -3.94%, Actual: 1.50% [2025-11-22T03:15:48.499541] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.08%, Actual: 0.31% [2025-11-22T03:15:48.533345] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.27% | Symbol ETA: 31.7s | Global ETA: 5m 45s [2025-11-22T03:15:48.534270] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:48.534331] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:48.535237] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:48.536017] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:48.669825] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.89%, Actual: 0.15% [2025-11-22T03:15:48.843730] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.50%, Actual: 2.90% [2025-11-22T03:15:48.925452] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 5.5s | Global ETA: 5m 45s [2025-11-22T03:15:48.926339] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:48.926402] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:48.928066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:48.928588] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:48.929002] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:48.931362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:48.975037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:48.976441] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:48.977092] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:48.978777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:49.011533] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.52%, Actual: 2.48% [2025-11-22T03:15:49.104337] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 31.1s | Global ETA: 5m 45s [2025-11-22T03:15:49.105230] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:49.105291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:49.106126] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:49.106934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:49.191960] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.28%, Actual: 2.22% [2025-11-22T03:15:49.381086] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.15%, Actual: 2.92% [2025-11-22T03:15:49.571987] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 6.01%, Actual: 1.78% [2025-11-22T03:15:49.582716] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.35% | Symbol ETA: 4.8s | Global ETA: 5m 45s [2025-11-22T03:15:49.583601] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:49.583713] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:49.585341] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:49.585868] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:49.586254] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:49.588596] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:49.632802] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:49.634281] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:49.634956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:49.636631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:49.680471] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.11% | Symbol ETA: 30.5s | Global ETA: 5m 45s [2025-11-22T03:15:49.681381] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:49.681443] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:49.682274] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:49.683138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:49.743272] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.31%, Actual: 0.30% [2025-11-22T03:15:49.743478] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 29.6805% [2025-11-22T03:15:49.743568] [INFO ] [main ] KNX: DISCARDED add_regime_flags (score: 29.68%) [2025-11-22T03:15:49.743622] [INFO ] [main ] KNX: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:15:49.743690] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:15:49.743739] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:49.755902] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:49.757123] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:49.757191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:49.761990] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:49.763878] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:49.764357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:49.764763] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:49.765590] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:49.767936] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:49.897228] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:49.898161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:49.899150] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:49.899783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:49.900266] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:49.901288] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:49.902961] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:49.903994] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:49.904670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:50.242854] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 5.34% | Symbol ETA: 4.1s | Global ETA: 5m 45s [2025-11-22T03:15:50.243748] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:50.243811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:50.245460] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:50.245974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:50.246359] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:50.248736] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:50.255499] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 29.9s | Global ETA: 5m 45s [2025-11-22T03:15:50.256391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:50.256451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:50.257276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:50.258107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:50.292493] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:50.293773] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:50.294412] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:50.296053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:50.550698] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -2.02% | Symbol ETA: 10.1s | Global ETA: 5m 45s [2025-11-22T03:15:50.551621] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:50.551717] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:50.556826] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:50.559759] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:50.560422] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:50.560869] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:50.561864] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:50.564425] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:50.695236] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:50.696139] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:50.697168] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:50.697879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:50.698397] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:50.699472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:50.701240] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:50.702339] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:50.703098] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:50.835739] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 29.3s | Global ETA: 5m 45s [2025-11-22T03:15:50.836622] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:50.836721] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:50.837557] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:50.838383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:50.894940] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: -3.89% | Symbol ETA: 3.5s | Global ETA: 5m 45s [2025-11-22T03:15:50.895854] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:50.895917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:50.897554] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:50.898078] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:50.898466] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:50.900782] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:50.943569] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:50.944779] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:50.945395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:50.947060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:51.354171] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 9.3s | Global ETA: 5m 45s [2025-11-22T03:15:51.355332] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:51.355421] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:51.361086] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:51.363132] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:51.363733] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:51.364129] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:51.365051] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:51.367479] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:51.411838] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 28.8s | Global ETA: 5m 45s [2025-11-22T03:15:51.412732] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:51.412793] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:51.413619] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:51.414426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:51.499953] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:51.500964] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:51.502011] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:51.502719] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:51.503216] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:51.504326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:51.506231] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:51.507329] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:51.508059] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:51.539834] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 3.45% | Symbol ETA: 2.8s | Global ETA: 5m 45s [2025-11-22T03:15:51.540736] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:51.540799] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:51.542427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:51.542930] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:51.543321] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:51.545674] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:51.589144] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:51.590442] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:51.591094] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:51.592707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:51.990290] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.84% | Symbol ETA: 28.2s | Global ETA: 5m 45s [2025-11-22T03:15:51.991180] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:51.991242] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:51.992064] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:15:51.992862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:52.157535] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.21% | Symbol ETA: 8.5s | Global ETA: 5m 45s [2025-11-22T03:15:52.158460] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:52.158531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:52.163463] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:52.165231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:52.165753] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:52.166146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:52.167031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:52.169447] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:52.193100] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: -7.01% | Symbol ETA: 2.1s | Global ETA: 5m 45s [2025-11-22T03:15:52.194044] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:52.194110] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:52.195799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:52.196306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:52.196714] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:52.199143] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:52.242326] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:52.243775] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:52.244410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:52.246095] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:52.297015] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:52.297930] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:52.298982] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:52.299610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:52.300114] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:52.301169] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:52.302883] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:52.303964] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:52.304636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:52.579537] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.71% | Symbol ETA: 27.6s | Global ETA: 5m 45s [2025-11-22T03:15:52.758308] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.85%, Actual: 1.62% [2025-11-22T03:15:52.866225] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 12.44% | Symbol ETA: 1.5s | Global ETA: 5m 45s [2025-11-22T03:15:52.867293] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:52.867371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:52.869198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:52.869783] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:52.870196] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:52.872872] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:52.916928] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:52.918391] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:52.919131] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:52.920913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:52.939689] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.05%, Actual: 1.04% [2025-11-22T03:15:52.942951] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.87% | Symbol ETA: 7.7s | Global ETA: 5m 45s [2025-11-22T03:15:52.943854] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:52.943922] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:52.948750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:52.950529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:52.951054] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:52.951448] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:52.952305] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:52.954696] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:53.080025] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:53.080914] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:53.081913] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:53.082525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:53.083017] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:53.084057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:53.085754] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:53.086763] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:53.087413] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:53.117955] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 0.20% [2025-11-22T03:15:53.290833] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.72%, Actual: 2.29% [2025-11-22T03:15:53.471588] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.11%, Actual: 0.32% [2025-11-22T03:15:53.525692] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -16.90% | Symbol ETA: 0.8s | Global ETA: 5m 45s [2025-11-22T03:15:53.526566] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:53.526628] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:53.528351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:53.528853] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:53.529238] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:53.531542] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:53.575082] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:53.576269] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:53.576907] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:15:53.578457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:53.670537] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.13%, Actual: 1.55% [2025-11-22T03:15:53.756285] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.10% | Symbol ETA: 6.9s | Global ETA: 5m 45s [2025-11-22T03:15:53.757188] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:53.757257] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:53.762078] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:53.763856] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:53.764368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:53.764770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:53.765594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:53.767997] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:53.840869] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 1.56% [2025-11-22T03:15:53.894454] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:53.895285] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:53.896323] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:53.896985] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:53.897509] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:53.898552] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:53.900301] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:53.901403] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:53.902087] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:54.010312] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 1.79% [2025-11-22T03:15:54.183128] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.84%, Actual: 0.06% [2025-11-22T03:15:54.185501] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -0.18% | Symbol ETA: 0.2s | Global ETA: 5m 45s [2025-11-22T03:15:54.354064] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -6.86%, Actual: 9.70% [2025-11-22T03:15:54.359324] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.71%, Actual: 3.13% [2025-11-22T03:15:54.359535] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 32.8881% [2025-11-22T03:15:54.359616] [INFO ] [main ] KREF: DISCARDED add_gaps (score: 32.89%) [2025-11-22T03:15:54.359682] [INFO ] [main ] KREF: Testing feature 14/53: add_intraday_skewness_proxies [2025-11-22T03:15:54.359717] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies'] [2025-11-22T03:15:54.359753] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:15:54.371360] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:54.372568] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:54.372630] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:54.373486] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:54.374781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:54.522530] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -0.80%, Actual: 1.08% [2025-11-22T03:15:54.537435] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 1.84% | Symbol ETA: 6.1s | Global ETA: 5m 45s [2025-11-22T03:15:54.538316] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:54.538384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:54.543263] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:54.545080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:54.545590] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:54.545991] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:54.546835] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:54.549252] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:54.676281] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:54.677150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:54.678198] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:54.678857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:54.679356] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:54.680364] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:54.682032] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:54.683070] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:54.683761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:54.689958] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.35%, Actual: 1.68% [2025-11-22T03:15:54.856171] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 5.34%, Actual: 2.41% [2025-11-22T03:15:54.966786] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.23% | Symbol ETA: 28.1s | Global ETA: 5m 45s [2025-11-22T03:15:54.967691] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:54.967753] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:54.968564] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:54.969818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:55.024227] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: -3.89%, Actual: 6.36% [2025-11-22T03:15:55.190869] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 3.45%, Actual: 0.66% [2025-11-22T03:15:55.317000] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: 1.45% | Symbol ETA: 5.3s | Global ETA: 5m 45s [2025-11-22T03:15:55.317892] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:55.317962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:55.322845] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:55.324607] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:55.325122] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:55.325521] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:55.326396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:55.328858] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:55.358570] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -7.01%, Actual: 5.35% [2025-11-22T03:15:55.455902] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:55.456814] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:55.457931] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:55.458556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:55.459057] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:55.460128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:55.461855] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:55.462943] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:55.463609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:55.525542] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 12.44%, Actual: 2.54% [2025-11-22T03:15:55.553470] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 1.08% | Symbol ETA: 27.5s | Global ETA: 5m 45s [2025-11-22T03:15:55.554364] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:55.554426] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:55.555247] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:55.556486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:55.694061] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -16.90%, Actual: 1.12% [2025-11-22T03:15:55.861838] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -0.18%, Actual: 10.95% [2025-11-22T03:15:55.862036] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 41.7541% [2025-11-22T03:15:55.862125] [INFO ] [main ] ACHR: DISCARDED add_volume_zscore (score: 41.75%) [2025-11-22T03:15:55.862166] [INFO ] [main ] ACHR: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:15:55.862219] [DEBUG] [main ] Testing with features: ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag', 'add_vwap_deviations'] [2025-11-22T03:15:55.862259] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:15:55.873995] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:55.875243] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:55.875320] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:55.877014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:55.877544] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:55.877952] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:55.880348] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:55.925195] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:55.926484] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:55.927124] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:55.932735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:56.093578] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.83% | Symbol ETA: 4.5s | Global ETA: 5m 45s [2025-11-22T03:15:56.094527] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:56.094596] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:56.099348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:56.101091] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:56.101561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:56.101969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:56.102851] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:56.105169] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:56.126866] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.33% | Symbol ETA: 26.8s | Global ETA: 5m 45s [2025-11-22T03:15:56.127792] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:56.127855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:56.128722] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:56.129973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:56.230807] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:56.231611] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:56.232658] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:56.233288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:56.233779] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:56.234841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:56.236543] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:56.237669] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:56.238343] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:56.534176] [INFO ] [main ] ACHR: Lookback Days: 2, Magnitude: -4.49% | Symbol ETA: 5.9s | Global ETA: 5m 45s [2025-11-22T03:15:56.535071] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:56.535134] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:56.536792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:56.537305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:56.537765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:56.540092] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:56.583375] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:56.584616] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:56.585270] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:56.590933] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:56.703361] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.58% | Symbol ETA: 26.3s | Global ETA: 5m 45s [2025-11-22T03:15:56.704294] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:56.704359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:56.705231] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:56.706500] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:56.865686] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.93% | Symbol ETA: 3.7s | Global ETA: 5m 46s [2025-11-22T03:15:56.866592] [DEBUG] [FEATURES ] DataBuilder: Executing 15 feature methods. [2025-11-22T03:15:56.866683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:56.871451] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:56.873229] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:56.873746] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:56.874127] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:56.874969] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:56.877366] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:57.003822] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:57.004685] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:57.005712] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:57.006337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:15:57.006842] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:15:57.007930] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:15:57.009610] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:15:57.010668] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:15:57.011345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:57.186972] [INFO ] [main ] ACHR: Lookback Days: 3, Magnitude: -6.46% | Symbol ETA: 5.2s | Global ETA: 5m 46s [2025-11-22T03:15:57.187894] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:57.187958] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:57.189591] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:57.190112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:57.190505] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:57.192855] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:57.237907] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:57.239165] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:57.239843] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:57.245874] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:57.311111] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.65% | Symbol ETA: 25.7s | Global ETA: 5m 46s [2025-11-22T03:15:57.312049] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:57.312110] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:57.312953] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:57.314165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:57.642606] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.58% | Symbol ETA: 2.9s | Global ETA: 5m 46s [2025-11-22T03:15:57.814696] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -2.02%, Actual: 2.74% [2025-11-22T03:15:57.840967] [INFO ] [main ] ACHR: Lookback Days: 4, Magnitude: -1.56% | Symbol ETA: 4.6s | Global ETA: 5m 46s [2025-11-22T03:15:57.841879] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:57.841942] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:57.843574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:57.844105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:57.844490] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:57.846846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:57.892099] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:57.893348] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:57.894002] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:57.899785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:57.900401] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.36% | Symbol ETA: 25.1s | Global ETA: 5m 46s [2025-11-22T03:15:57.901299] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:57.901361] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:57.902193] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:57.903407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:57.989065] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 1.50% [2025-11-22T03:15:58.169806] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.21%, Actual: 0.31% [2025-11-22T03:15:58.344783] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.87%, Actual: 0.15% [2025-11-22T03:15:58.472273] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 24.5s | Global ETA: 5m 46s [2025-11-22T03:15:58.473193] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:58.473256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:58.474120] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:58.475377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:58.497458] [INFO ] [main ] ACHR: Lookback Days: 5, Magnitude: 5.24% | Symbol ETA: 3.9s | Global ETA: 5m 46s [2025-11-22T03:15:58.498390] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:58.498459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:58.500164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:58.500677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:58.501075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:58.503489] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:58.515614] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.10%, Actual: 2.90% [2025-11-22T03:15:58.548991] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:58.550276] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:58.550934] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:58.556787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:58.690575] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 1.84%, Actual: 2.48% [2025-11-22T03:15:58.856620] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: 1.45%, Actual: 2.22% [2025-11-22T03:15:59.023776] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.83%, Actual: 2.92% [2025-11-22T03:15:59.049204] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.90% | Symbol ETA: 23.9s | Global ETA: 5m 46s [2025-11-22T03:15:59.050090] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:59.050151] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:59.050981] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:59.052274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:59.149927] [INFO ] [main ] ACHR: Lookback Days: 6, Magnitude: 1.78% | Symbol ETA: 3.3s | Global ETA: 5m 46s [2025-11-22T03:15:59.150847] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:59.150912] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:59.152559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:59.153081] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:59.153483] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:59.155957] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:59.188743] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 1.78% [2025-11-22T03:15:59.199388] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:59.200785] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:59.201413] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:59.207078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:59.353257] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.58%, Actual: 0.30% [2025-11-22T03:15:59.353486] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 44.0732% [2025-11-22T03:15:59.354738] [INFO ] [main ] KNX: DISCARDED add_return_volume_nonlinearity_proxies (score: 44.07%) [2025-11-22T03:15:59.354790] [INFO ] [main ] KNX: Testing feature 42/53: add_shelf_lag [2025-11-22T03:15:59.354824] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_shelf_lag'] [2025-11-22T03:15:59.354860] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:15:59.367707] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:15:59.368946] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:15:59.369013] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:15:59.373794] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:59.375533] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:59.376040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:59.376428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:59.377275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:59.379615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:15:59.502920] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:59.503811] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:15:59.504798] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:15:59.505407] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:15:59.506587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:59.622189] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 23.3s | Global ETA: 5m 46s [2025-11-22T03:15:59.623100] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:15:59.623162] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:15:59.623993] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:59.625200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:15:59.803296] [INFO ] [main ] ACHR: Lookback Days: 7, Magnitude: 2.27% | Symbol ETA: 2.6s | Global ETA: 5m 46s [2025-11-22T03:15:59.804199] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:15:59.804262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:15:59.805912] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:15:59.806394] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:15:59.806809] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:15:59.809187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:15:59.852936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:15:59.854187] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:15:59.854828] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:15:59.860529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:00.190084] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.37% | Symbol ETA: 22.8s | Global ETA: 5m 46s [2025-11-22T03:16:00.244036] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.29% | Symbol ETA: 10.5s | Global ETA: 5m 46s [2025-11-22T03:16:00.244991] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:00.245060] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:00.250091] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:00.251975] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:00.252476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:00.252913] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:00.253796] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:00.256323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:00.357544] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.23%, Actual: 1.62% [2025-11-22T03:16:00.382280] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:00.383189] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:00.384202] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:00.384843] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:00.386026] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:00.455574] [INFO ] [main ] ACHR: Lookback Days: 8, Magnitude: 0.93% | Symbol ETA: 2.0s | Global ETA: 5m 46s [2025-11-22T03:16:00.456487] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:16:00.456552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:00.458268] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:00.458820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:00.459222] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:00.461689] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:16:00.506979] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:16:00.508259] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:00.508919] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:16:00.514802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:00.524674] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.08%, Actual: 1.04% [2025-11-22T03:16:00.692626] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.33%, Actual: 0.20% [2025-11-22T03:16:00.860781] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 2.29% [2025-11-22T03:16:01.038339] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.65%, Actual: 0.32% [2025-11-22T03:16:01.154488] [INFO ] [main ] ACHR: Lookback Days: 9, Magnitude: 8.04% | Symbol ETA: 1.3s | Global ETA: 5m 46s [2025-11-22T03:16:01.155363] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:16:01.155428] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:01.157164] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:01.157715] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:01.158100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:01.160463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:16:01.176349] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -1.03% | Symbol ETA: 9.8s | Global ETA: 5m 46s [2025-11-22T03:16:01.177266] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:01.177335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:01.182868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:01.184685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:01.185172] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:01.185577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:01.186457] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:01.188933] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:01.205944] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:16:01.207487] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:01.208181] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:16:01.214237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:01.234520] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.36%, Actual: 1.55% [2025-11-22T03:16:01.317230] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:01.318150] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:01.319177] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:01.319818] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:01.321032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:01.401425] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.56% [2025-11-22T03:16:01.568130] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.90%, Actual: 1.79% [2025-11-22T03:16:01.741220] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.06% [2025-11-22T03:16:01.817842] [INFO ] [main ] ACHR: Lookback Days: 10, Magnitude: -18.14% | Symbol ETA: 0.7s | Global ETA: 5m 46s [2025-11-22T03:16:01.818807] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:16:01.818871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:01.820503] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:01.821012] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:01.821400] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:01.823769] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:16:01.866634] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:16:01.867889] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:01.868510] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:16:01.874023] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:01.909059] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.37%, Actual: 3.13% [2025-11-22T03:16:01.909271] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 44.6276% [2025-11-22T03:16:01.909356] [INFO ] [main ] KREF: DISCARDED add_intraday_skewness_proxies (score: 44.63%) [2025-11-22T03:16:01.909401] [INFO ] [main ] KREF: Testing feature 15/53: add_intraday_volatility_percentile [2025-11-22T03:16:01.909433] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_intraday_volatility_percentile'] [2025-11-22T03:16:01.909468] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:01.920415] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:01.921708] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:01.921770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:01.922630] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:02.008486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:02.077302] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.19% | Symbol ETA: 8.9s | Global ETA: 5m 46s [2025-11-22T03:16:02.078456] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:02.078522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:02.083497] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:02.085309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:02.085827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:02.086216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:02.087084] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:02.089485] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:02.232459] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:02.233422] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:02.234451] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:02.235102] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:02.236352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:02.487999] [INFO ] [main ] ACHR: Lookback Days: 11, Magnitude: -5.15% | Symbol ETA: 0.0s | Global ETA: 5m 46s [2025-11-22T03:16:02.595147] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.20% | Symbol ETA: 26.6s | Global ETA: 5m 46s [2025-11-22T03:16:02.596113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:02.596178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:02.597061] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:02.656806] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -4.49%, Actual: 9.70% [2025-11-22T03:16:02.685779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:02.823810] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: -6.46%, Actual: 1.08% [2025-11-22T03:16:02.987203] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -5.48% | Symbol ETA: 8.0s | Global ETA: 5m 46s [2025-11-22T03:16:02.988165] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:02.988231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:02.991788] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -1.56%, Actual: 1.68% [2025-11-22T03:16:02.993015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:02.994758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:02.995228] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:02.995617] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:02.996472] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:02.998926] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:03.126477] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:03.127362] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:03.128410] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:03.129100] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:03.130344] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:03.158956] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 5.24%, Actual: 2.41% [2025-11-22T03:16:03.248280] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.48% | Symbol ETA: 25.8s | Global ETA: 5m 46s [2025-11-22T03:16:03.249181] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:03.249243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:03.250076] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:03.324970] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 1.78%, Actual: 6.36% [2025-11-22T03:16:03.335498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:03.491867] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: 2.27%, Actual: 0.66% [2025-11-22T03:16:03.659910] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: 0.93%, Actual: 5.35% [2025-11-22T03:16:03.826370] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.04%, Actual: 2.54% [2025-11-22T03:16:03.876376] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: 0.98% | Symbol ETA: 7.1s | Global ETA: 5m 46s [2025-11-22T03:16:03.877361] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:03.877457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:03.882669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:03.884486] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:03.884999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:03.885404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:03.886362] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:03.889755] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:03.897691] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.34% | Symbol ETA: 25.1s | Global ETA: 5m 46s [2025-11-22T03:16:03.898565] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:03.898627] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:03.899485] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:03.985913] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:03.994979] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -18.14%, Actual: 1.12% [2025-11-22T03:16:04.018276] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:04.019234] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:04.020284] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:04.020928] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:04.022151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:04.163234] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -5.15%, Actual: 10.95% [2025-11-22T03:16:04.163443] [INFO ] [main ] ACHR: Magnitude Forecast Confidence: 36.3016% [2025-11-22T03:16:04.163546] [INFO ] [main ] ACHR: DISCARDED add_vwap_deviations (score: 36.30%) [2025-11-22T03:16:04.163587] [INFO ] [main ] ACHR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:16:04.163618] [INFO ] [main ] ACHR: Best accuracy: 54.92% [2025-11-22T03:16:04.163669] [INFO ] [main ] ACHR: Best feature set (7 features): ['add_true_range', 'add_atr', 'add_atr_5', 'add_day_shape_ratios', 'add_gap_fill_state', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag'] [2025-11-22T03:16:04.163703] [INFO ] [main ] ACHR: Improvement over baseline: 20.70% [2025-11-22T03:16:04.163730] [INFO ] [main ] ACHR: Total time: 7.2 minutes [2025-11-22T03:16:04.163758] [INFO ] [main ] ACHR: Average time per feature: 8.3 seconds [2025-11-22T03:16:04.163785] [INFO ] [main ] ACHR: Average speed: 0.12 features/sec [2025-11-22T03:16:04.331230] [DEBUG] [METRICS ] ACHR: 2025-11-20:2025-11-21: Predicted: -12.13%, Actual: 9.70% [2025-11-22T03:16:04.499907] [DEBUG] [METRICS ] ACHR: 2025-11-19:2025-11-20: Predicted: 1.83%, Actual: 1.08% [2025-11-22T03:16:04.567456] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 24.5s | Global ETA: 5m 46s [2025-11-22T03:16:04.568365] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:04.568441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:04.569302] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:04.660045] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:04.668409] [DEBUG] [METRICS ] ACHR: 2025-11-18:2025-11-19: Predicted: -5.24%, Actual: 1.68% [2025-11-22T03:16:04.755295] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 6.2s | Global ETA: 5m 46s [2025-11-22T03:16:04.756198] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:04.756264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:04.761084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:04.763153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:04.763679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:04.764062] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:04.764910] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:04.767231] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:04.835795] [DEBUG] [METRICS ] ACHR: 2025-11-17:2025-11-18: Predicted: 4.66%, Actual: 2.41% [2025-11-22T03:16:04.896706] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:04.897626] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:04.898679] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:04.899395] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:04.900684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:05.003539] [DEBUG] [METRICS ] ACHR: 2025-11-14:2025-11-17: Predicted: 4.47%, Actual: 6.36% [2025-11-22T03:16:05.172091] [DEBUG] [METRICS ] ACHR: 2025-11-13:2025-11-14: Predicted: -0.76%, Actual: 0.66% [2025-11-22T03:16:05.252994] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.32% | Symbol ETA: 23.8s | Global ETA: 5m 46s [2025-11-22T03:16:05.253953] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:05.254015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:05.254876] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:05.338466] [DEBUG] [METRICS ] ACHR: 2025-11-12:2025-11-13: Predicted: -5.48%, Actual: 5.35% [2025-11-22T03:16:05.339774] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:05.504696] [DEBUG] [METRICS ] ACHR: 2025-11-11:2025-11-12: Predicted: 8.45%, Actual: 2.54% [2025-11-22T03:16:05.671150] [DEBUG] [METRICS ] ACHR: 2025-11-10:2025-11-11: Predicted: -17.81%, Actual: 1.12% [2025-11-22T03:16:05.706323] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.37% | Symbol ETA: 5.3s | Global ETA: 5m 46s [2025-11-22T03:16:05.707293] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:05.707363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:05.712394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:05.714256] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:05.714775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:05.715166] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:05.716071] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:05.718564] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:05.837674] [DEBUG] [METRICS ] ACHR: 2025-11-07:2025-11-10: Predicted: -8.63%, Actual: 10.95% [2025-11-22T03:16:05.838290] [INFO ] [LOCAL ] Saved configuration for ACHR: 7 features, 54.92% accuracy -> ./output/feature-sets/ACHR.json [2025-11-22T03:16:05.839389] [INFO ] [main ] Progress: 55/57 symbols completed (96.5%). ACHR finished in 7m 22s. ETA: 3m 46s. Rate: 0.53 symbols/min [2025-11-22T03:16:05.850304] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:05.851208] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:05.852256] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:05.852944] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:05.854236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:05.911759] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 23.2s | Global ETA: 3m 46s [2025-11-22T03:16:05.912629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:05.912716] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:05.913527] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:05.998701] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:06.567829] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.42% | Symbol ETA: 22.5s | Global ETA: 3m 47s [2025-11-22T03:16:06.568718] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:06.568780] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:06.569582] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:06.597184] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.22% | Symbol ETA: 4.4s | Global ETA: 3m 47s [2025-11-22T03:16:06.598138] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:06.598207] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:06.603217] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:06.605115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:06.605611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:06.606018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:06.606890] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:06.609313] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:06.654681] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:06.731782] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:06.732661] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:06.733639] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:06.734281] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:06.735451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:07.227501] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.64% | Symbol ETA: 21.8s | Global ETA: 3m 47s [2025-11-22T03:16:07.228453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:07.228529] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:07.229399] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:07.317389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:07.490923] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 0.98% | Symbol ETA: 3.5s | Global ETA: 3m 47s [2025-11-22T03:16:07.491817] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:07.491883] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:07.496633] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:07.498373] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:07.498848] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:07.499227] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:07.500075] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:07.502395] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:07.625270] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:07.626109] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:07.627124] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:07.627815] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:16:07.629018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:07.892263] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 21.2s | Global ETA: 3m 47s [2025-11-22T03:16:07.893188] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:07.893251] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:07.894126] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:16:07.979251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:08.372719] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.47% | Symbol ETA: 2.6s | Global ETA: 3m 47s [2025-11-22T03:16:08.549549] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.29%, Actual: 2.74% [2025-11-22T03:16:08.555950] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.63% | Symbol ETA: 20.5s | Global ETA: 3m 47s [2025-11-22T03:16:08.725395] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -1.03%, Actual: 1.50% [2025-11-22T03:16:08.726868] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.20%, Actual: 1.62% [2025-11-22T03:16:08.891720] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.19%, Actual: 0.31% [2025-11-22T03:16:08.897986] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.48%, Actual: 1.04% [2025-11-22T03:16:09.058054] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -5.48%, Actual: 0.15% [2025-11-22T03:16:09.066464] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.34%, Actual: 0.20% [2025-11-22T03:16:09.223494] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: 0.98%, Actual: 2.90% [2025-11-22T03:16:09.234463] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.29% [2025-11-22T03:16:09.388848] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: -0.19%, Actual: 2.48% [2025-11-22T03:16:09.402293] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.32%, Actual: 0.32% [2025-11-22T03:16:09.555610] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.37%, Actual: 2.22% [2025-11-22T03:16:09.575085] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 1.55% [2025-11-22T03:16:09.721538] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.22%, Actual: 2.92% [2025-11-22T03:16:09.744695] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.42%, Actual: 1.56% [2025-11-22T03:16:09.886977] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 0.98%, Actual: 1.78% [2025-11-22T03:16:09.914767] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.64%, Actual: 1.79% [2025-11-22T03:16:10.053424] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.47%, Actual: 0.30% [2025-11-22T03:16:10.053672] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 36.2813% [2025-11-22T03:16:10.053772] [INFO ] [main ] KNX: DISCARDED add_shelf_lag (score: 36.28%) [2025-11-22T03:16:10.053814] [INFO ] [main ] KNX: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:16:10.053847] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_signed_carry_history_11'] [2025-11-22T03:16:10.053882] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:10.066329] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:10.067612] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:10.067708] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:10.072457] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:10.074237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:10.074724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:10.075106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:10.075976] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:10.078350] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:10.085399] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.24%, Actual: 0.06% [2025-11-22T03:16:10.205396] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:10.206126] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:10.207168] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:10.207827] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:10.209187] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:10.256001] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.63%, Actual: 3.13% [2025-11-22T03:16:10.256237] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.5695% [2025-11-22T03:16:10.256323] [INFO ] [main ] KREF: DISCARDED add_intraday_volatility_percentile (score: 37.57%) [2025-11-22T03:16:10.256365] [INFO ] [main ] KREF: Testing feature 16/53: add_last_hour_momentum_mag [2025-11-22T03:16:10.256400] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_last_hour_momentum_mag'] [2025-11-22T03:16:10.256435] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:10.267029] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:10.268334] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:10.268395] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:10.269293] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:10.270024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:10.830679] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 9.4s | Global ETA: 3m 47s [2025-11-22T03:16:10.831541] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:10.831612] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:10.836384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:10.838222] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:10.838716] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:10.839096] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:10.839958] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:10.839963] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.67% | Symbol ETA: 25.7s | Global ETA: 3m 47s [2025-11-22T03:16:10.840852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:10.840911] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:10.841736] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:10.842292] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:10.842374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:10.968047] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:10.969082] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:10.970092] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:10.970727] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:10.972054] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:11.403176] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 25.1s | Global ETA: 3m 47s [2025-11-22T03:16:11.404146] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:11.404208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:11.405068] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:11.405764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:11.607021] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 2.23% | Symbol ETA: 8.7s | Global ETA: 3m 47s [2025-11-22T03:16:11.608314] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:11.608381] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:11.613246] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:11.615013] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:11.615472] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:11.615871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:11.616712] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:11.619003] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:11.742468] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:11.743243] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:11.744227] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:11.744844] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:11.746142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:11.969004] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.25% | Symbol ETA: 24.6s | Global ETA: 3m 47s [2025-11-22T03:16:11.969887] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:11.969948] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:11.970806] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:11.971447] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:12.361794] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.89% | Symbol ETA: 7.9s | Global ETA: 3m 47s [2025-11-22T03:16:12.362678] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:12.362745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:12.367462] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:12.369247] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:12.369763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:12.370136] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:12.370986] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:12.373299] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:12.498180] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:12.499108] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:12.500158] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:12.500973] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:12.502275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:12.538663] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 24.0s | Global ETA: 3m 47s [2025-11-22T03:16:12.539563] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:12.539666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:12.540522] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:12.541225] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:13.129613] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.34% | Symbol ETA: 7.1s | Global ETA: 3m 47s [2025-11-22T03:16:13.130545] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:13.130614] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:13.132872] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -1.21% | Symbol ETA: 23.5s | Global ETA: 3m 47s [2025-11-22T03:16:13.133746] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:13.133809] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:13.134639] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:13.135332] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:13.135606] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:13.137464] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:13.137968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:13.138357] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:13.139228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:13.141621] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:13.270123] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:13.271053] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:13.272090] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:13.272753] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:13.274179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:13.706025] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 22.9s | Global ETA: 3m 47s [2025-11-22T03:16:13.706957] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:13.707019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:13.707871] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:13.708512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:13.905923] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.96% | Symbol ETA: 6.4s | Global ETA: 3m 47s [2025-11-22T03:16:13.906826] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:13.906892] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:13.911868] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:13.913632] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:13.914145] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:13.914541] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:13.915426] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:13.917876] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:14.046771] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:14.047736] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:14.048783] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:14.049419] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:14.050854] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:14.297868] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 22.3s | Global ETA: 3m 47s [2025-11-22T03:16:14.298789] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:14.298850] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:14.299681] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:14.300319] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:14.670480] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 5.22% | Symbol ETA: 5.6s | Global ETA: 3m 47s [2025-11-22T03:16:14.671411] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:14.671477] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:14.676282] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:14.678077] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:14.678529] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:14.678937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:14.679826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:14.682152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:14.809867] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:14.810749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:14.811746] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:14.812357] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:14.813714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:14.864260] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 21.7s | Global ETA: 3m 47s [2025-11-22T03:16:14.865170] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:14.865231] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:14.866062] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:14.866730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:15.431308] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 4.8s | Global ETA: 3m 47s [2025-11-22T03:16:15.432194] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:15.432260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:15.437112] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:15.438946] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:15.439404] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:15.439843] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:15.440692] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:15.443055] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:15.490052] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.05% | Symbol ETA: 21.2s | Global ETA: 3m 47s [2025-11-22T03:16:15.490946] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:15.491007] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:15.491844] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:15.492485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:15.567257] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:15.567992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:15.569018] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:15.569622] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:15.570997] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:16.058570] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.24% | Symbol ETA: 20.6s | Global ETA: 3m 47s [2025-11-22T03:16:16.195653] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 4.1s | Global ETA: 3m 47s [2025-11-22T03:16:16.196558] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:16.196625] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:16.201394] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:16.203161] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:16.203620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:16.204027] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:16.204891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:16.207217] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:16.225453] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.67%, Actual: 1.62% [2025-11-22T03:16:16.328043] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:16.328817] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:16.329825] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:16.330440] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:16.331802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:16.390722] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.14%, Actual: 1.04% [2025-11-22T03:16:16.556777] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.25%, Actual: 0.20% [2025-11-22T03:16:16.724822] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.29% [2025-11-22T03:16:16.901299] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -1.21%, Actual: 0.32% [2025-11-22T03:16:16.952782] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.01% | Symbol ETA: 3.3s | Global ETA: 3m 47s [2025-11-22T03:16:16.953696] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:16.953762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:16.959013] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:16.960902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:16.961374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:16.961788] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:16.962707] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:16.965155] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:17.074537] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 1.55% [2025-11-22T03:16:17.090932] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:17.091728] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:17.092778] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:17.093423] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:16:17.094873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:17.245915] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 1.56% [2025-11-22T03:16:17.413375] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.84%, Actual: 1.79% [2025-11-22T03:16:17.580639] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.05%, Actual: 0.06% [2025-11-22T03:16:17.743611] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.41% | Symbol ETA: 2.5s | Global ETA: 3m 47s [2025-11-22T03:16:17.748557] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.24%, Actual: 3.13% [2025-11-22T03:16:17.748789] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 43.2358% [2025-11-22T03:16:17.748880] [INFO ] [main ] KREF: DISCARDED add_last_hour_momentum_mag (score: 43.24%) [2025-11-22T03:16:17.748942] [INFO ] [main ] KREF: Testing feature 17/53: add_late_day_volatility [2025-11-22T03:16:17.748976] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_day_volatility'] [2025-11-22T03:16:17.749012] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:17.759722] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:17.760948] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:17.761008] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:17.761887] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:17.763756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:17.919988] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 2.74% [2025-11-22T03:16:18.095978] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 2.23%, Actual: 1.50% [2025-11-22T03:16:18.265261] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.89%, Actual: 0.31% [2025-11-22T03:16:18.330704] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.59% | Symbol ETA: 22.0s | Global ETA: 3m 47s [2025-11-22T03:16:18.331568] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:18.331628] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:18.332472] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:18.334294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:18.451265] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.34%, Actual: 0.15% [2025-11-22T03:16:18.644604] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.96%, Actual: 2.90% [2025-11-22T03:16:18.814393] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 5.22%, Actual: 2.48% [2025-11-22T03:16:18.898918] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 21.4s | Global ETA: 3m 47s [2025-11-22T03:16:18.899825] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:18.899886] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:18.900729] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:18.902532] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:18.981049] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.51%, Actual: 2.22% [2025-11-22T03:16:19.148733] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 2.92% [2025-11-22T03:16:19.314850] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.01%, Actual: 1.78% [2025-11-22T03:16:19.464954] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.69% | Symbol ETA: 20.8s | Global ETA: 3m 47s [2025-11-22T03:16:19.465898] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:19.465960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:19.466787] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:19.468608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:19.485085] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.41%, Actual: 0.30% [2025-11-22T03:16:19.485290] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 33.5416% [2025-11-22T03:16:19.485375] [INFO ] [main ] KNX: DISCARDED add_signed_carry_history_11 (score: 33.54%) [2025-11-22T03:16:19.485417] [INFO ] [main ] KNX: Testing feature 44/53: add_sma_ratio [2025-11-22T03:16:19.485451] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_sma_ratio'] [2025-11-22T03:16:19.485525] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:19.498136] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:19.499341] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:19.499407] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:19.504124] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:19.505876] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:19.506332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:19.506738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:19.507594] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:19.509954] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:19.635837] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:19.636722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:19.637741] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:19.638352] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:19.639074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:20.058281] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 20.3s | Global ETA: 3m 47s [2025-11-22T03:16:20.059279] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:20.059345] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:20.060359] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:20.062486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:20.263112] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.22% | Symbol ETA: 8.9s | Global ETA: 3m 47s [2025-11-22T03:16:20.264052] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:20.264119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:20.269267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:20.271284] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:20.271877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:20.272264] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:20.273190] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:20.275732] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:20.413776] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:20.414719] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:20.415738] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:20.416378] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:20.417130] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:20.650878] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.85% | Symbol ETA: 19.7s | Global ETA: 3m 47s [2025-11-22T03:16:20.651802] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:20.651866] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:20.652805] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:20.654739] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:21.060057] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 3.36% | Symbol ETA: 8.2s | Global ETA: 3m 47s [2025-11-22T03:16:21.061046] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:21.061113] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:21.065988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:21.067936] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:21.068402] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:21.068825] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:21.069763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:21.072167] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:21.201467] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:21.202418] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:21.203511] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:21.204189] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:21.204976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:21.259275] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.62% | Symbol ETA: 19.2s | Global ETA: 3m 47s [2025-11-22T03:16:21.260216] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:21.260279] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:21.261146] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:21.263090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:21.830284] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.72% | Symbol ETA: 18.6s | Global ETA: 3m 47s [2025-11-22T03:16:21.831182] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:21.831243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:21.832070] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:21.833861] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:21.836562] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 7.4s | Global ETA: 3m 47s [2025-11-22T03:16:21.837472] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:21.837539] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:21.842267] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:21.844018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:21.844476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:21.844874] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:21.845727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:21.848103] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:21.974056] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:21.974868] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:21.975910] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:21.976546] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:21.977281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:22.394577] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.26% | Symbol ETA: 18.0s | Global ETA: 3m 47s [2025-11-22T03:16:22.395484] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:22.395546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:22.396441] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:22.398275] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:22.607041] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -2.63% | Symbol ETA: 6.6s | Global ETA: 3m 47s [2025-11-22T03:16:22.608017] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:22.608086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:22.612932] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:22.614711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:22.615177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:22.615552] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:22.616412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:22.618944] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:22.749150] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:22.749945] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:22.751012] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:22.751707] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:22.752423] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:22.956793] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.96% | Symbol ETA: 17.4s | Global ETA: 3m 47s [2025-11-22T03:16:22.957730] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:22.957791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:22.958610] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:16:22.960426] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:23.377821] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 5.9s | Global ETA: 3m 47s [2025-11-22T03:16:23.378721] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:23.378787] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:23.383477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:23.385217] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:23.385693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:23.386070] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:23.386926] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:23.389273] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:23.516396] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:23.517263] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:23.518332] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:23.518989] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:23.519732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:23.525432] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.14% | Symbol ETA: 16.9s | Global ETA: 3m 47s [2025-11-22T03:16:23.699054] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.59%, Actual: 1.62% [2025-11-22T03:16:23.864412] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 1.04% [2025-11-22T03:16:24.031197] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.69%, Actual: 0.20% [2025-11-22T03:16:24.154931] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.70% | Symbol ETA: 5.1s | Global ETA: 3m 47s [2025-11-22T03:16:24.155893] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:24.155968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:24.160896] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:24.162784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:24.163261] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:24.163659] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:24.164503] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:24.166919] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:24.207334] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.25%, Actual: 2.29% [2025-11-22T03:16:24.299211] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:24.300193] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:24.301219] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:24.301868] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:24.302592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:24.386713] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.85%, Actual: 0.32% [2025-11-22T03:16:24.559529] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.62%, Actual: 1.55% [2025-11-22T03:16:24.727221] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.72%, Actual: 1.56% [2025-11-22T03:16:24.898870] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.26%, Actual: 1.79% [2025-11-22T03:16:24.931110] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.24% | Symbol ETA: 4.3s | Global ETA: 3m 47s [2025-11-22T03:16:24.932032] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:24.932098] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:24.936838] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:24.938605] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:24.939117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:24.939494] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:24.940338] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:24.942686] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:25.066638] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:25.067575] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:25.068609] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:25.069251] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:25.069976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:25.078586] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.96%, Actual: 0.06% [2025-11-22T03:16:25.259161] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.14%, Actual: 3.13% [2025-11-22T03:16:25.259438] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.3585% [2025-11-22T03:16:25.259541] [INFO ] [main ] KREF: DISCARDED add_late_day_volatility (score: 37.36%) [2025-11-22T03:16:25.259587] [INFO ] [main ] KREF: Testing feature 18/53: add_late_hour_microstructure [2025-11-22T03:16:25.259617] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_hour_microstructure'] [2025-11-22T03:16:25.259676] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:25.271168] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:25.272480] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:25.272577] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:25.273560] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:25.276672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:25.692333] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.00% | Symbol ETA: 3.5s | Global ETA: 3m 47s [2025-11-22T03:16:25.693237] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:25.693303] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:25.698098] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:25.699921] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:25.700397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:25.700809] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:25.701717] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:25.704157] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:25.834289] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:25.835212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:25.836238] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:25.836898] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:25.837672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:25.858571] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.94% | Symbol ETA: 20.7s | Global ETA: 3m 47s [2025-11-22T03:16:25.859510] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:25.859571] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:25.860436] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:25.863090] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:26.423847] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.74% | Symbol ETA: 20.1s | Global ETA: 3m 47s [2025-11-22T03:16:26.424740] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:26.424801] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:26.425608] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:26.428241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:26.452864] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.11% | Symbol ETA: 2.7s | Global ETA: 3m 47s [2025-11-22T03:16:26.453751] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:26.453817] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:26.458549] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:26.460272] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:26.460750] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:26.461126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:26.461978] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:26.464297] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:26.589836] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:26.590749] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:26.591776] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:26.592407] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:16:26.593166] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:26.993764] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 19.5s | Global ETA: 3m 47s [2025-11-22T03:16:26.994625] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:26.994707] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:26.995511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:26.998179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:27.204913] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 2.11% | Symbol ETA: 2.0s | Global ETA: 3m 47s [2025-11-22T03:16:27.372720] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.22%, Actual: 2.74% [2025-11-22T03:16:27.540371] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 3.36%, Actual: 1.50% [2025-11-22T03:16:27.593464] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 18.9s | Global ETA: 3m 47s [2025-11-22T03:16:27.594488] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:27.594562] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:27.595546] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:27.598485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:27.708327] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.74%, Actual: 0.31% [2025-11-22T03:16:27.875385] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -2.63%, Actual: 0.15% [2025-11-22T03:16:28.042724] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.10%, Actual: 2.90% [2025-11-22T03:16:28.210699] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.70%, Actual: 2.48% [2025-11-22T03:16:28.216488] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 18.4s | Global ETA: 3m 47s [2025-11-22T03:16:28.217482] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:28.217546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:28.218480] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:28.221347] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:28.382106] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.24%, Actual: 2.22% [2025-11-22T03:16:28.551838] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.00%, Actual: 2.92% [2025-11-22T03:16:28.730101] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.11%, Actual: 1.78% [2025-11-22T03:16:28.827445] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 17.8s | Global ETA: 3m 47s [2025-11-22T03:16:28.828420] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:28.828484] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:28.829463] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:28.832506] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:28.915709] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 2.11%, Actual: 0.30% [2025-11-22T03:16:28.916040] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 34.5913% [2025-11-22T03:16:28.916184] [INFO ] [main ] KNX: DISCARDED add_sma_ratio (score: 34.59%) [2025-11-22T03:16:28.916262] [INFO ] [main ] KNX: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:16:28.916323] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_vol_of_vol'] [2025-11-22T03:16:28.916425] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:28.934626] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:28.936416] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:28.936512] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:28.944061] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:28.947181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:28.948108] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:28.948789] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:28.950228] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:28.954429] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:29.110359] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:29.111770] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:29.113339] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:29.114345] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:29.116115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:29.653111] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.21% | Symbol ETA: 17.3s | Global ETA: 3m 47s [2025-11-22T03:16:29.654477] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:29.654565] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:29.655877] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:29.659954] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:29.900663] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 2.57% | Symbol ETA: 10.2s | Global ETA: 3m 47s [2025-11-22T03:16:29.901567] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:29.901636] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:29.906909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:29.908738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:29.909215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:29.909698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:29.910605] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:29.913139] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:30.044247] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:30.045151] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:30.046221] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:30.046885] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:30.048085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:30.285869] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.23% | Symbol ETA: 16.7s | Global ETA: 3m 47s [2025-11-22T03:16:30.286793] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:30.286854] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:30.287747] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:30.290451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:30.702313] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -2.18% | Symbol ETA: 8.6s | Global ETA: 3m 47s [2025-11-22T03:16:30.703329] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:30.703397] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:30.708693] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:30.710557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:30.711093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:30.711530] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:30.712447] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:30.715023] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:30.847163] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:30.848168] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:30.849252] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:30.849946] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:30.851086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:30.860442] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.86% | Symbol ETA: 16.1s | Global ETA: 3m 47s [2025-11-22T03:16:30.861372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:30.861435] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:30.862276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:16:30.864908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:31.432149] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.42% | Symbol ETA: 15.5s | Global ETA: 3m 47s [2025-11-22T03:16:31.482902] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.93% | Symbol ETA: 7.4s | Global ETA: 3m 47s [2025-11-22T03:16:31.483831] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:31.483899] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:31.488777] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:31.490586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:31.491069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:31.491447] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:31.492333] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:31.494705] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:31.603220] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.94%, Actual: 1.62% [2025-11-22T03:16:31.618481] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:31.619344] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:31.620344] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:31.620995] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:31.622135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:31.771676] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 1.04% [2025-11-22T03:16:31.941836] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.25%, Actual: 0.20% [2025-11-22T03:16:32.112936] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 2.29% [2025-11-22T03:16:32.251002] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -0.60% | Symbol ETA: 6.5s | Global ETA: 3m 47s [2025-11-22T03:16:32.251933] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:32.252003] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:32.256977] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:32.258897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:32.259381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:32.259817] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:32.260689] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:32.263073] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:32.282613] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.33%, Actual: 0.32% [2025-11-22T03:16:32.391664] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:32.392556] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:32.393571] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:32.394272] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:32.395397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:32.456620] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.97%, Actual: 1.55% [2025-11-22T03:16:32.628009] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.21%, Actual: 1.56% [2025-11-22T03:16:32.795183] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.23%, Actual: 1.79% [2025-11-22T03:16:32.962999] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.86%, Actual: 0.06% [2025-11-22T03:16:33.038000] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.72% | Symbol ETA: 5.6s | Global ETA: 3m 47s [2025-11-22T03:16:33.038932] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:33.038998] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:33.043785] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:33.045530] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:33.046025] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:33.046401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:33.047257] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:33.049578] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:33.132137] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.42%, Actual: 3.13% [2025-11-22T03:16:33.132352] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 41.5707% [2025-11-22T03:16:33.132437] [INFO ] [main ] KREF: DISCARDED add_late_hour_microstructure (score: 41.57%) [2025-11-22T03:16:33.132479] [INFO ] [main ] KREF: Testing feature 19/53: add_late_session_pressure [2025-11-22T03:16:33.132510] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_late_session_pressure'] [2025-11-22T03:16:33.132544] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:33.144403] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:33.145666] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:33.145729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:33.146628] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:33.147736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:33.176781] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:33.177713] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:33.178759] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:33.179430] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:33.180558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:33.733395] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 20.2s | Global ETA: 3m 47s [2025-11-22T03:16:33.734290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:33.734373] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:33.735225] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:33.736234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:33.802410] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.64% | Symbol ETA: 4.7s | Global ETA: 3m 47s [2025-11-22T03:16:33.803311] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:33.803377] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:33.808174] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:33.809935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:33.810397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:33.810799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:33.811635] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:33.814035] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:33.936175] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:33.937033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:33.938048] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:33.938675] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:33.939819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:34.312555] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.37% | Symbol ETA: 19.5s | Global ETA: 3m 48s [2025-11-22T03:16:34.313705] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:34.313769] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:34.314620] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:34.315833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:34.553114] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 3.9s | Global ETA: 3m 48s [2025-11-22T03:16:34.554014] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:34.554079] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:34.558886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:34.560603] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:34.561121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:34.561498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:34.562353] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:34.564671] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:34.686372] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:34.687199] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:34.688249] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:34.688884] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:34.690024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:34.893150] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 18.9s | Global ETA: 3m 48s [2025-11-22T03:16:34.894042] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:34.894121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:34.894980] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:34.895999] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:35.317105] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.61% | Symbol ETA: 3.1s | Global ETA: 3m 48s [2025-11-22T03:16:35.318080] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:35.318148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:35.323111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:35.324940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:35.325448] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:35.325886] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:35.326798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:35.329289] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:35.456694] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.14% | Symbol ETA: 18.3s | Global ETA: 3m 48s [2025-11-22T03:16:35.457590] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:35.457677] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:35.458345] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:35.458496] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:35.459287] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:35.459541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:35.460307] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:35.460954] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:35.462082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:36.020445] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.19% | Symbol ETA: 17.7s | Global ETA: 3m 48s [2025-11-22T03:16:36.021335] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:36.021396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:36.022256] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:36.023329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:36.103506] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.36% | Symbol ETA: 2.3s | Global ETA: 3m 48s [2025-11-22T03:16:36.104618] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:36.104723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:36.109961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:36.111947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:36.112478] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:36.112966] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:36.113913] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:36.116361] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:36.248880] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:36.249851] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:36.250877] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:36.251497] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:36.252675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:36.595291] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.01% | Symbol ETA: 17.2s | Global ETA: 3m 48s [2025-11-22T03:16:36.596225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:36.596286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:36.597135] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:36.598196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:36.892367] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1.5s | Global ETA: 3m 48s [2025-11-22T03:16:37.068983] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 2.57%, Actual: 2.74% [2025-11-22T03:16:37.168655] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 16.6s | Global ETA: 3m 48s [2025-11-22T03:16:37.169685] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:37.169753] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:37.170599] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:37.171666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:37.242288] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 1.50% [2025-11-22T03:16:37.420044] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.93%, Actual: 0.31% [2025-11-22T03:16:37.597713] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -0.60%, Actual: 0.15% [2025-11-22T03:16:37.745448] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.87% | Symbol ETA: 16.0s | Global ETA: 3m 48s [2025-11-22T03:16:37.746331] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:37.746392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:37.747215] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:37.748262] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:37.773173] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.72%, Actual: 2.90% [2025-11-22T03:16:37.945998] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.64%, Actual: 2.48% [2025-11-22T03:16:38.123850] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 2.22% [2025-11-22T03:16:38.296850] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.61%, Actual: 2.92% [2025-11-22T03:16:38.318375] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.17% | Symbol ETA: 15.4s | Global ETA: 3m 48s [2025-11-22T03:16:38.319303] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:38.319370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:38.320210] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:38.321259] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:38.463535] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.36%, Actual: 1.78% [2025-11-22T03:16:38.635157] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 0.30% [2025-11-22T03:16:38.635389] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 42.0672% [2025-11-22T03:16:38.635493] [INFO ] [main ] KNX: DISCARDED add_vol_of_vol (score: 42.07%) [2025-11-22T03:16:38.635538] [INFO ] [main ] KNX: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:16:38.635572] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio'] [2025-11-22T03:16:38.635669] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:38.653553] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:38.654954] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:38.655033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:38.660514] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:38.662454] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:38.662962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:38.663359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:38.664258] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:38.666860] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:38.802690] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:38.803561] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:38.804606] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:38.805259] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:38.806582] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:38.897367] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.39% | Symbol ETA: 14.9s | Global ETA: 3m 48s [2025-11-22T03:16:39.069471] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.18%, Actual: 1.62% [2025-11-22T03:16:39.237142] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.37%, Actual: 1.04% [2025-11-22T03:16:39.406521] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.63%, Actual: 0.20% [2025-11-22T03:16:39.448979] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 8.4s | Global ETA: 3m 48s [2025-11-22T03:16:39.449961] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:39.450030] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:39.454994] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:39.456818] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:39.457306] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:39.457772] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:39.458615] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:39.461096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:39.577858] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.14%, Actual: 2.29% [2025-11-22T03:16:39.595455] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:39.596452] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:39.597500] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:39.598217] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:39.599754] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:39.747707] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.19%, Actual: 0.32% [2025-11-22T03:16:39.919758] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.01%, Actual: 1.55% [2025-11-22T03:16:40.099677] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.56% [2025-11-22T03:16:40.232019] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 4.02% | Symbol ETA: 7.6s | Global ETA: 3m 48s [2025-11-22T03:16:40.232902] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:40.232968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:40.237820] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:40.239569] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:40.240063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:40.240457] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:40.241303] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:40.243638] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:40.269734] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.87%, Actual: 1.79% [2025-11-22T03:16:40.365926] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:40.366705] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:40.367742] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:40.368405] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:40.369516] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:40.439064] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.17%, Actual: 0.06% [2025-11-22T03:16:40.607790] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.39%, Actual: 3.13% [2025-11-22T03:16:40.608001] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 38.5808% [2025-11-22T03:16:40.608086] [INFO ] [main ] KREF: DISCARDED add_late_session_pressure (score: 38.58%) [2025-11-22T03:16:40.608131] [INFO ] [main ] KREF: Testing feature 20/53: add_micro_gap_fill_velocity [2025-11-22T03:16:40.608161] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_micro_gap_fill_velocity'] [2025-11-22T03:16:40.608198] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:40.619620] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:40.620907] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:40.620969] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:40.621887] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:40.624012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:40.983314] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.25% | Symbol ETA: 6.7s | Global ETA: 3m 48s [2025-11-22T03:16:40.984217] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:40.984291] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:40.989052] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:40.990814] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:40.991286] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:40.991696] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:40.992523] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:40.994874] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:41.120873] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:41.121742] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:41.122819] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:41.123454] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:41.124613] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:41.209536] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 1.54% | Symbol ETA: 18.3s | Global ETA: 3m 48s [2025-11-22T03:16:41.210465] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:41.210546] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:41.211423] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:41.213529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:41.742301] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 5.9s | Global ETA: 3m 48s [2025-11-22T03:16:41.743208] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:41.743273] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:41.748004] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:41.749738] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:41.750208] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:41.750595] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:41.751450] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:41.753761] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:41.808533] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.25% | Symbol ETA: 17.7s | Global ETA: 3m 48s [2025-11-22T03:16:41.809449] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:41.809510] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:41.810331] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:41.812287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:41.876134] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:41.876893] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:41.877912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:41.878524] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:41.879637] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:42.385011] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.37% | Symbol ETA: 17.1s | Global ETA: 3m 48s [2025-11-22T03:16:42.385914] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:42.385975] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:42.386797] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:42.388772] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:42.491205] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.71% | Symbol ETA: 5.1s | Global ETA: 3m 48s [2025-11-22T03:16:42.492103] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:42.492169] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:42.496946] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:42.498718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:42.499186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:42.499574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:42.500423] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:42.502768] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:42.624578] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:42.625276] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:42.626263] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:42.626887] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:42.628070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:42.970780] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.44% | Symbol ETA: 16.5s | Global ETA: 3m 48s [2025-11-22T03:16:42.971727] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:42.971791] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:42.972633] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:42.974600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:43.236484] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.46% | Symbol ETA: 4.3s | Global ETA: 3m 48s [2025-11-22T03:16:43.237364] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:43.237443] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:43.242213] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:43.243959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:43.244425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:43.244829] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:43.245668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:43.248036] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:43.370479] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:43.371182] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:43.372169] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:43.372790] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:43.373902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:43.550467] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.18% | Symbol ETA: 15.9s | Global ETA: 3m 48s [2025-11-22T03:16:43.551372] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:43.551434] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:43.552324] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:43.554375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:43.984453] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.38% | Symbol ETA: 3.6s | Global ETA: 3m 48s [2025-11-22T03:16:43.985344] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:43.985409] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:43.990202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:43.991952] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:43.992418] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:43.992818] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:43.993637] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:43.996018] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:44.119681] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:44.120407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:44.121413] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:44.122039] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:44.123174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:44.142990] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.96% | Symbol ETA: 15.3s | Global ETA: 3m 48s [2025-11-22T03:16:44.143933] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:44.143995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:44.144845] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:44.146793] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:44.720548] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.04% | Symbol ETA: 14.7s | Global ETA: 3m 48s [2025-11-22T03:16:44.721443] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:44.721504] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:44.722327] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:44.724292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:44.732729] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 0.87% | Symbol ETA: 2.8s | Global ETA: 3m 48s [2025-11-22T03:16:44.733591] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:44.733678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:44.738542] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:44.740274] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:44.740763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:44.741146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:44.742006] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:44.744337] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:44.867824] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:44.868478] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:44.869468] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:44.870105] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:44.871203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:45.298326] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.26% | Symbol ETA: 14.2s | Global ETA: 3m 48s [2025-11-22T03:16:45.299222] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:45.299283] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:45.300132] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:45.302108] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:45.483366] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.84% | Symbol ETA: 2.0s | Global ETA: 3m 48s [2025-11-22T03:16:45.484266] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:16:45.484332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:45.489130] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:45.490873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:45.491338] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:45.491740] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:45.492560] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:45.494917] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:45.616615] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:45.617300] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:45.618334] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:45.619002] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:45.620128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:45.885114] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.91% | Symbol ETA: 13.6s | Global ETA: 3m 48s [2025-11-22T03:16:45.886060] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:45.886122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:45.886997] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:16:45.889004] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:46.232118] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.43% | Symbol ETA: 1.3s | Global ETA: 3m 48s [2025-11-22T03:16:46.399809] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 2.74% [2025-11-22T03:16:46.474319] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: 1.42% | Symbol ETA: 13.0s | Global ETA: 3m 48s [2025-11-22T03:16:46.564560] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.02%, Actual: 1.50% [2025-11-22T03:16:46.647072] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 1.54%, Actual: 1.62% [2025-11-22T03:16:46.730076] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.25%, Actual: 0.31% [2025-11-22T03:16:46.814081] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.25%, Actual: 1.04% [2025-11-22T03:16:46.895885] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 0.15% [2025-11-22T03:16:46.983062] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.37%, Actual: 0.20% [2025-11-22T03:16:47.061956] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.71%, Actual: 2.90% [2025-11-22T03:16:47.152175] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.44%, Actual: 2.29% [2025-11-22T03:16:47.227802] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.46%, Actual: 2.48% [2025-11-22T03:16:47.340987] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.18%, Actual: 0.32% [2025-11-22T03:16:47.393218] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.38%, Actual: 2.22% [2025-11-22T03:16:47.512568] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.96%, Actual: 1.55% [2025-11-22T03:16:47.561407] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 2.92% [2025-11-22T03:16:47.683119] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.04%, Actual: 1.56% [2025-11-22T03:16:47.729331] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.84%, Actual: 1.78% [2025-11-22T03:16:47.852476] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.26%, Actual: 1.79% [2025-11-22T03:16:47.896188] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.43%, Actual: 0.30% [2025-11-22T03:16:47.896360] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 52.9472% [2025-11-22T03:16:47.896480] [INFO ] [main ] KNX: KEPT add_volatility_decay_ratio (score: 52.95%) [2025-11-22T03:16:47.896531] [INFO ] [main ] KNX: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:16:47.896572] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:16:47.896614] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:47.909857] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:47.911091] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:47.911161] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:47.916020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:47.917798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:47.918265] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:47.918669] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:47.919507] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:47.921912] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:48.035906] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.91%, Actual: 0.06% [2025-11-22T03:16:48.047929] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:48.048658] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:48.049674] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:48.050278] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:48.051397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:48.051862] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:48.052913] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:48.054919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:48.210700] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: 1.42%, Actual: 3.13% [2025-11-22T03:16:48.210925] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 40.6679% [2025-11-22T03:16:48.211011] [INFO ] [main ] KREF: DISCARDED add_micro_gap_fill_velocity (score: 40.67%) [2025-11-22T03:16:48.211055] [INFO ] [main ] KREF: Testing feature 21/53: add_morning_followthrough_mag_T0 [2025-11-22T03:16:48.211087] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_morning_followthrough_mag_T0'] [2025-11-22T03:16:48.211121] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:48.222674] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:48.224027] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:48.224090] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:48.225021] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:48.225799] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:48.672745] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.17% | Symbol ETA: 7.8s | Global ETA: 3m 48s [2025-11-22T03:16:48.673617] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:48.673720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:48.678522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:48.680288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:48.680795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:48.681178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:48.682025] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:48.684413] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:48.808746] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:48.809408] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:48.810417] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:48.811049] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:48.812156] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:48.812599] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:48.813370] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 17.5s | Global ETA: 3m 48s [2025-11-22T03:16:48.813687] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:48.814293] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:48.814355] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:48.815209] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:48.815684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:48.815947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:49.400745] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.34% | Symbol ETA: 16.9s | Global ETA: 3m 48s [2025-11-22T03:16:49.401759] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:49.401822] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:49.402682] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:49.403407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:49.438316] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.76% | Symbol ETA: 7.1s | Global ETA: 3m 48s [2025-11-22T03:16:49.439230] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:49.439299] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:49.444139] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:49.445865] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:49.446330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:49.446748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:49.447622] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:49.450025] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:49.575042] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:49.575750] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:49.576732] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:49.577333] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:49.578453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:49.578922] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:49.579960] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:49.581937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:49.993470] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 16.3s | Global ETA: 3m 48s [2025-11-22T03:16:49.994382] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:49.994445] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:49.995285] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:49.996018] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:50.204963] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.93% | Symbol ETA: 6.3s | Global ETA: 3m 48s [2025-11-22T03:16:50.205852] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:50.205920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:50.210735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:50.212505] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:50.213014] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:50.213414] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:50.214260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:50.216608] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:50.341383] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:50.342207] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:50.343215] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:50.343862] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:50.344990] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:50.345441] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:50.346488] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:50.348521] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:50.590597] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.07% | Symbol ETA: 15.7s | Global ETA: 3m 48s [2025-11-22T03:16:50.591497] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:50.591558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:50.592390] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:50.593137] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:50.972517] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -0.09% | Symbol ETA: 5.6s | Global ETA: 3m 48s [2025-11-22T03:16:50.973389] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:50.973457] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:50.978277] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:50.980075] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:50.980571] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:50.980974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:50.981832] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:50.984176] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:51.107371] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:51.108158] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:51.109149] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:51.109794] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:51.110918] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:51.111369] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:51.112429] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:51.114419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:51.159212] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.00% | Symbol ETA: 15.1s | Global ETA: 3m 48s [2025-11-22T03:16:51.160145] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:51.160206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:51.161033] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:51.161758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:51.732954] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.70% | Symbol ETA: 4.8s | Global ETA: 3m 48s [2025-11-22T03:16:51.733852] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:51.733957] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:51.737939] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.38% | Symbol ETA: 14.5s | Global ETA: 3m 48s [2025-11-22T03:16:51.738811] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:51.738866] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:51.738928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:51.739786] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:51.740477] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:51.740550] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:51.741047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:51.741429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:51.742275] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:51.744592] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:51.873035] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:51.873924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:51.874941] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:51.875550] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:51.876718] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:51.877173] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:51.878232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:51.880298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:52.323550] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.94% | Symbol ETA: 13.9s | Global ETA: 3m 48s [2025-11-22T03:16:52.324504] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:52.324573] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:52.325454] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:52.326244] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:52.512957] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 2.81% | Symbol ETA: 4.1s | Global ETA: 3m 48s [2025-11-22T03:16:52.513892] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:52.513960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:52.518807] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:52.520580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:52.521084] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:52.521468] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:52.522314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:52.524699] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:52.648129] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:52.649037] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:52.650080] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:52.650717] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:52.651845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:52.652294] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:52.653332] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:52.655382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:52.919168] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 13.3s | Global ETA: 3m 48s [2025-11-22T03:16:52.920072] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:52.920138] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:52.921091] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:52.921846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:53.284375] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 3.3s | Global ETA: 3m 48s [2025-11-22T03:16:53.285312] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:53.285382] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:53.290279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:53.292099] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:53.292604] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:53.293050] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:53.293951] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:53.296349] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:53.420827] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:53.421774] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:53.422831] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:53.423456] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:53.424676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:53.425144] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:53.426284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:53.428425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:53.511049] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.92% | Symbol ETA: 12.8s | Global ETA: 3m 48s [2025-11-22T03:16:53.511943] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:53.512004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:53.512848] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:16:53.513531] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:54.064082] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.76% | Symbol ETA: 2.5s | Global ETA: 3m 48s [2025-11-22T03:16:54.064972] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:54.065065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:54.069919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:54.071679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:54.072148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:54.072531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:54.073378] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:54.075836] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:54.115355] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.84% | Symbol ETA: 12.2s | Global ETA: 3m 48s [2025-11-22T03:16:54.200771] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:54.201664] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:54.202683] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:54.203301] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:54.204441] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:54.204914] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:54.206004] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:54.208030] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:54.292138] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.29%, Actual: 1.62% [2025-11-22T03:16:54.469580] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.34%, Actual: 1.04% [2025-11-22T03:16:54.640823] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.20% [2025-11-22T03:16:54.819395] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.07%, Actual: 2.29% [2025-11-22T03:16:54.832586] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.51% | Symbol ETA: 1.8s | Global ETA: 3m 48s [2025-11-22T03:16:54.833476] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:16:54.833544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:54.838306] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:54.840050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:54.840516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:54.840925] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:54.841779] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:54.844152] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:54.966007] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:54.966901] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:54.967946] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:54.968581] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:54.969799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:16:54.970265] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:16:54.971365] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:16:54.973416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:54.993775] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.00%, Actual: 0.32% [2025-11-22T03:16:55.169245] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.38%, Actual: 1.55% [2025-11-22T03:16:55.343340] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.94%, Actual: 1.56% [2025-11-22T03:16:55.520427] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.18%, Actual: 1.79% [2025-11-22T03:16:55.596103] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.25% | Symbol ETA: 1.0s | Global ETA: 3m 48s [2025-11-22T03:16:55.695934] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.92%, Actual: 0.06% [2025-11-22T03:16:55.764506] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.17%, Actual: 2.74% [2025-11-22T03:16:55.876327] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.84%, Actual: 3.13% [2025-11-22T03:16:55.876558] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 26.7446% [2025-11-22T03:16:55.876663] [INFO ] [main ] KREF: DISCARDED add_morning_followthrough_mag_T0 (score: 26.74%) [2025-11-22T03:16:55.876710] [INFO ] [main ] KREF: Testing feature 22/53: add_morning_range_expansion [2025-11-22T03:16:55.876743] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_morning_range_expansion'] [2025-11-22T03:16:55.876823] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:16:55.888001] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:55.889302] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:55.889365] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:55.890316] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:55.894813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:55.938198] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.76%, Actual: 1.50% [2025-11-22T03:16:56.107762] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.93%, Actual: 0.31% [2025-11-22T03:16:56.278819] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -0.09%, Actual: 0.15% [2025-11-22T03:16:56.447746] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.70%, Actual: 2.90% [2025-11-22T03:16:56.491600] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.88% | Symbol ETA: 16.7s | Global ETA: 3m 48s [2025-11-22T03:16:56.492569] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:56.492635] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:56.493501] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:56.497965] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:56.614501] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.81%, Actual: 2.48% [2025-11-22T03:16:56.781810] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 2.22% [2025-11-22T03:16:56.950092] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.76%, Actual: 2.92% [2025-11-22T03:16:57.067733] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.47% | Symbol ETA: 16.0s | Global ETA: 3m 48s [2025-11-22T03:16:57.068618] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:57.068704] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:57.069513] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:57.073818] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:57.127980] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.51%, Actual: 1.78% [2025-11-22T03:16:57.303306] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.25%, Actual: 0.30% [2025-11-22T03:16:57.303543] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 50.0753% [2025-11-22T03:16:57.303605] [INFO ] [main ] KNX: DISCARDED add_volatility_state_percentiles (score: 50.08%) [2025-11-22T03:16:57.303664] [INFO ] [main ] KNX: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:16:57.303703] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_volume_dispersion'] [2025-11-22T03:16:57.303749] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:16:57.316998] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:16:57.318306] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:16:57.318375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:57.323535] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:57.325433] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:57.325954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:57.326355] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:57.327280] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:57.329902] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:57.464887] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:57.465772] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:57.466830] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:57.467485] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:57.468704] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:16:57.470231] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:57.649457] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.65% | Symbol ETA: 15.4s | Global ETA: 3m 48s [2025-11-22T03:16:57.650383] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:57.650445] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:57.651267] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:57.655498] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:58.142681] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.13% | Symbol ETA: 8.2s | Global ETA: 3m 48s [2025-11-22T03:16:58.143566] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:16:58.143633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:58.148359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:58.150683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:58.151384] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:58.151947] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:58.153210] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:58.156105] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:58.225050] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 14.8s | Global ETA: 3m 48s [2025-11-22T03:16:58.225980] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:58.226041] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:58.226861] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:58.231173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:58.288669] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:58.289503] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:58.290536] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:58.291201] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:58.292399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:16:58.293881] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:58.831240] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.35% | Symbol ETA: 14.3s | Global ETA: 3m 48s [2025-11-22T03:16:58.832203] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:58.832267] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:58.833170] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:58.837876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:58.928401] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: -2.75% | Symbol ETA: 7.2s | Global ETA: 3m 48s [2025-11-22T03:16:58.929281] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:16:58.929389] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:58.934135] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:58.935879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:58.936342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:58.936755] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:58.937668] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:58.939986] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:59.064613] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:59.065474] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:59.066466] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:59.067102] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:59.068293] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:16:59.069757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:59.437952] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.97% | Symbol ETA: 13.7s | Global ETA: 3m 48s [2025-11-22T03:16:59.438954] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:16:59.439018] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:59.439934] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:16:59.444790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:16:59.685969] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -5.47% | Symbol ETA: 6.3s | Global ETA: 3m 48s [2025-11-22T03:16:59.686850] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:16:59.686917] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:16:59.691730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:16:59.693428] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:16:59.693938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:16:59.694315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:16:59.695166] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:16:59.697511] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:16:59.825562] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:16:59.826446] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:16:59.827450] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:16:59.828100] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:16:59.829275] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:16:59.830689] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:00.031445] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.16% | Symbol ETA: 13.1s | Global ETA: 3m 48s [2025-11-22T03:17:00.032378] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:00.032440] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:00.033283] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:17:00.037562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:00.470732] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.84% | Symbol ETA: 5.5s | Global ETA: 3m 48s [2025-11-22T03:17:00.471594] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:00.471720] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:00.476425] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:00.478241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:00.478730] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:00.479133] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:00.480022] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:00.482324] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:00.608856] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:00.609738] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:00.610761] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:00.611403] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:00.612563] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:00.614029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:00.636055] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 12.5s | Global ETA: 3m 48s [2025-11-22T03:17:00.636951] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:00.637013] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:00.637875] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:17:00.642125] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:01.219934] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.18% | Symbol ETA: 11.9s | Global ETA: 3m 48s [2025-11-22T03:17:01.220852] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:01.220917] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:01.221757] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:17:01.226101] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:01.236807] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 4.7s | Global ETA: 3m 48s [2025-11-22T03:17:01.237774] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:01.237849] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:01.242840] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:01.244620] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:01.245136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:01.245918] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:01.246801] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:01.249251] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:01.375920] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:01.376824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:01.377866] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:01.378494] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:01.379680] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:01.381127] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:01.803544] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.63% | Symbol ETA: 11.3s | Global ETA: 3m 49s [2025-11-22T03:17:01.975711] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 1.62% [2025-11-22T03:17:02.033610] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.34% | Symbol ETA: 3.9s | Global ETA: 3m 49s [2025-11-22T03:17:02.034505] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:02.034573] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:02.039415] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:02.041171] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:02.041634] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:02.042036] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:02.042893] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:02.045199] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:02.149361] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.47%, Actual: 1.04% [2025-11-22T03:17:02.169303] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:02.170249] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:02.171253] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:02.171902] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:02.173057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:02.174503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:02.323082] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.65%, Actual: 0.20% [2025-11-22T03:17:02.501046] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.10%, Actual: 2.29% [2025-11-22T03:17:02.679614] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.35%, Actual: 0.32% [2025-11-22T03:17:02.820346] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.96% | Symbol ETA: 3.1s | Global ETA: 3m 49s [2025-11-22T03:17:02.821261] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:02.821332] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:02.826113] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:02.828006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:02.828474] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:02.828880] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:02.829749] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:02.832124] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:02.848036] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.97%, Actual: 1.55% [2025-11-22T03:17:02.955508] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:02.956635] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:02.957696] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:02.958331] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:02.959504] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:02.960995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:03.011830] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.16%, Actual: 1.56% [2025-11-22T03:17:03.230516] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.71%, Actual: 1.79% [2025-11-22T03:17:03.395005] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.18%, Actual: 0.06% [2025-11-22T03:17:03.560819] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.63%, Actual: 3.13% [2025-11-22T03:17:03.561043] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 43.1599% [2025-11-22T03:17:03.561183] [INFO ] [main ] KREF: DISCARDED add_morning_range_expansion (score: 43.16%) [2025-11-22T03:17:03.561229] [INFO ] [main ] KREF: Testing feature 23/53: add_open_11_elasticity [2025-11-22T03:17:03.561262] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_open_11_elasticity'] [2025-11-22T03:17:03.561297] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:03.574793] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:03.576342] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:03.576416] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:03.577347] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:03.578622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:03.586945] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: -0.33% | Symbol ETA: 2.4s | Global ETA: 3m 49s [2025-11-22T03:17:03.587875] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:03.587944] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:03.592788] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:03.594494] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:03.594974] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:03.595354] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:03.596203] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:03.598526] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:03.718419] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:03.719101] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:03.720086] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:03.720707] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:03.721798] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:03.723118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:04.168437] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.05% | Symbol ETA: 15.8s | Global ETA: 3m 49s [2025-11-22T03:17:04.169379] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:04.169442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:04.170309] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:04.171507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:04.325824] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 4.31% | Symbol ETA: 1.6s | Global ETA: 3m 49s [2025-11-22T03:17:04.326716] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:04.326782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:04.331523] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:04.333252] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:04.333727] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:04.334105] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:04.334954] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:04.337256] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:04.457040] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:04.457741] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:04.458738] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:04.459358] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:04.460460] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:17:04.461816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:04.748155] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.44% | Symbol ETA: 15.2s | Global ETA: 3m 49s [2025-11-22T03:17:04.749125] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:04.749189] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:04.750070] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:04.751346] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:05.075013] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 1.23% | Symbol ETA: 0.8s | Global ETA: 3m 49s [2025-11-22T03:17:05.240555] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 2.74% [2025-11-22T03:17:05.335096] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.37% | Symbol ETA: 14.6s | Global ETA: 3m 49s [2025-11-22T03:17:05.336007] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:05.336068] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:05.336910] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:05.338085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:05.408850] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: -2.75%, Actual: 1.50% [2025-11-22T03:17:05.574020] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -5.47%, Actual: 0.31% [2025-11-22T03:17:05.737599] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.84%, Actual: 0.15% [2025-11-22T03:17:05.901133] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 2.90% [2025-11-22T03:17:05.907670] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 14.0s | Global ETA: 3m 49s [2025-11-22T03:17:05.908607] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:05.908688] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:05.909501] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:05.910669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:06.068494] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.34%, Actual: 2.48% [2025-11-22T03:17:06.234068] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.96%, Actual: 2.22% [2025-11-22T03:17:06.401219] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: -0.33%, Actual: 2.92% [2025-11-22T03:17:06.478536] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.81% | Symbol ETA: 13.4s | Global ETA: 3m 49s [2025-11-22T03:17:06.479434] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:06.479495] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:06.480324] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:06.481467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:06.565696] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 4.31%, Actual: 1.78% [2025-11-22T03:17:06.730569] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.23%, Actual: 0.30% [2025-11-22T03:17:06.730834] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 36.5369% [2025-11-22T03:17:06.730936] [INFO ] [main ] KNX: DISCARDED add_volume_dispersion (score: 36.54%) [2025-11-22T03:17:06.730981] [INFO ] [main ] KNX: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:17:06.731014] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_volume_flow_differentials'] [2025-11-22T03:17:06.731098] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:17:06.744138] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:06.745337] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:06.745406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:06.750123] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:06.751883] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:06.752344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:06.752758] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:06.753608] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:06.755938] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:06.879519] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:06.880214] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:06.881200] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:06.881821] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:06.882940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:06.885622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:07.050934] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.02% | Symbol ETA: 12.8s | Global ETA: 3m 49s [2025-11-22T03:17:07.051834] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:07.051898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:07.052729] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:07.053880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:07.503263] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -0.98% | Symbol ETA: 7.4s | Global ETA: 3m 49s [2025-11-22T03:17:07.504148] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:07.504216] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:07.508980] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:07.510721] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:07.511194] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:07.511574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:07.512474] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:07.514849] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:07.616324] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.35% | Symbol ETA: 12.2s | Global ETA: 3m 49s [2025-11-22T03:17:07.617224] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:07.617285] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:07.618181] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:07.619379] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:07.638612] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:07.639379] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:07.640377] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:07.641055] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:07.642190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:07.644958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:08.194235] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 11.6s | Global ETA: 3m 49s [2025-11-22T03:17:08.195154] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:08.195219] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:08.196087] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:08.197288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:08.259367] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 1.67% | Symbol ETA: 6.6s | Global ETA: 3m 49s [2025-11-22T03:17:08.260256] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:08.260323] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:08.265044] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:08.266822] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:08.267288] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:08.267714] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:08.268581] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:08.270985] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:08.394747] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:08.395569] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:08.396577] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:08.397249] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:08.398433] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:08.401168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:08.774144] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.24% | Symbol ETA: 11.1s | Global ETA: 3m 49s [2025-11-22T03:17:08.775064] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:08.775126] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:08.775970] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:17:08.777190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:09.019791] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.43% | Symbol ETA: 5.9s | Global ETA: 3m 49s [2025-11-22T03:17:09.020677] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:09.020748] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:09.025487] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:09.027225] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:09.027736] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:09.028155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:09.029006] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:09.031323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:09.155162] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:09.155904] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:09.156900] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:09.157552] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:09.158699] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:09.161362] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:09.384784] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.60% | Symbol ETA: 10.5s | Global ETA: 3m 49s [2025-11-22T03:17:09.555840] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.05%, Actual: 1.62% [2025-11-22T03:17:09.722558] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.44%, Actual: 1.04% [2025-11-22T03:17:09.817914] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: 0.87% | Symbol ETA: 5.2s | Global ETA: 3m 49s [2025-11-22T03:17:09.818838] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:09.818916] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:09.823944] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:09.825763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:09.826253] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:09.826666] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:09.827570] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:09.830053] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:09.894493] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.37%, Actual: 0.20% [2025-11-22T03:17:09.960253] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:09.961230] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:09.962293] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:09.962963] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:09.964180] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:09.967088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:10.069334] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 2.29% [2025-11-22T03:17:10.237516] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.81%, Actual: 0.32% [2025-11-22T03:17:10.406190] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.02%, Actual: 1.55% [2025-11-22T03:17:10.575091] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.35%, Actual: 1.56% [2025-11-22T03:17:10.633270] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -2.10% | Symbol ETA: 4.5s | Global ETA: 3m 49s [2025-11-22T03:17:10.634193] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:10.634264] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:10.639291] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:10.641117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:10.641599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:10.642015] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:10.642900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:10.645323] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:10.743626] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.35%, Actual: 1.79% [2025-11-22T03:17:10.776709] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:10.777671] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:10.778759] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:10.779453] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:10.780757] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:10.783749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:10.909451] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.24%, Actual: 0.06% [2025-11-22T03:17:11.073127] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.60%, Actual: 3.13% [2025-11-22T03:17:11.073287] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.1401% [2025-11-22T03:17:11.073366] [INFO ] [main ] KREF: DISCARDED add_open_11_elasticity (score: 35.14%) [2025-11-22T03:17:11.073407] [INFO ] [main ] KREF: Testing feature 24/53: add_open_reversal_intensity [2025-11-22T03:17:11.073438] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_open_reversal_intensity'] [2025-11-22T03:17:11.073472] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:11.084105] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:11.085236] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:11.085296] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:11.086145] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:11.087482] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:11.408141] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 3.83% | Symbol ETA: 3.7s | Global ETA: 3m 49s [2025-11-22T03:17:11.409029] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:11.409146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:11.413893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:11.415606] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:11.416089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:11.416462] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:11.417315] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:11.419635] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:11.544596] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:11.545332] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:11.546342] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:11.546971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:11.548121] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:11.550817] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:11.651382] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 14.6s | Global ETA: 3m 49s [2025-11-22T03:17:11.652277] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:11.652367] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:11.653193] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:11.654479] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:12.165305] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.14% | Symbol ETA: 2.9s | Global ETA: 3m 49s [2025-11-22T03:17:12.166188] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:12.166263] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:12.171043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:12.172776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:12.173258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:12.173660] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:12.174494] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:12.176856] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:12.216848] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 14.0s | Global ETA: 3m 49s [2025-11-22T03:17:12.217773] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:12.217835] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:12.218634] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:12.219953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:12.299619] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:12.300343] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:12.301361] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:12.301984] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:12.303114] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:12.305794] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:12.785598] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.18% | Symbol ETA: 13.4s | Global ETA: 3m 49s [2025-11-22T03:17:12.786489] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:12.786550] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:12.787379] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:12.788875] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:12.922425] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 1.01% | Symbol ETA: 2.1s | Global ETA: 3m 49s [2025-11-22T03:17:12.923340] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:12.923406] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:12.928342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:12.930147] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:12.930616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:12.931032] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:12.931900] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:12.934271] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:13.057023] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:13.057903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:13.058899] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:13.059512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:13.060666] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:13.063389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:13.353761] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 12.9s | Global ETA: 3m 49s [2025-11-22T03:17:13.354665] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:13.354729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:13.355548] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:13.356877] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:13.679161] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 1.93% | Symbol ETA: 1.3s | Global ETA: 3m 49s [2025-11-22T03:17:13.680072] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:13.680154] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:13.684961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:13.686691] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:13.687169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:13.687581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:13.688437] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:13.690826] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:13.811433] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:13.812173] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:13.813174] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:13.813807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:13.814915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:17:13.817661] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:13.933268] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.96% | Symbol ETA: 12.3s | Global ETA: 3m 49s [2025-11-22T03:17:13.934167] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:13.934228] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:13.935063] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:13.936351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:14.431322] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: 0.07% | Symbol ETA: 0.6s | Global ETA: 3m 49s [2025-11-22T03:17:14.516313] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 11.8s | Global ETA: 3m 49s [2025-11-22T03:17:14.517193] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:14.517254] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:14.518084] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:14.519396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:14.602313] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -0.98%, Actual: 2.74% [2025-11-22T03:17:14.773071] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 1.67%, Actual: 1.50% [2025-11-22T03:17:14.937605] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.43%, Actual: 0.31% [2025-11-22T03:17:15.089305] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.67% | Symbol ETA: 11.2s | Global ETA: 3m 49s [2025-11-22T03:17:15.090259] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:15.090324] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:15.091200] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:15.092587] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:15.102331] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: 0.87%, Actual: 0.15% [2025-11-22T03:17:15.268333] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -2.10%, Actual: 2.90% [2025-11-22T03:17:15.433065] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 3.83%, Actual: 2.48% [2025-11-22T03:17:15.598041] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.14%, Actual: 2.22% [2025-11-22T03:17:15.669302] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.86% | Symbol ETA: 10.6s | Global ETA: 3m 49s [2025-11-22T03:17:15.670290] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:15.670353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:15.671186] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:15.672471] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:15.764472] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 1.01%, Actual: 2.92% [2025-11-22T03:17:15.931704] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.93%, Actual: 1.78% [2025-11-22T03:17:16.099320] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 0.07%, Actual: 0.30% [2025-11-22T03:17:16.099566] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 48.1783% [2025-11-22T03:17:16.099667] [INFO ] [main ] KNX: DISCARDED add_volume_flow_differentials (score: 48.18%) [2025-11-22T03:17:16.099713] [INFO ] [main ] KNX: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:17:16.099747] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_volume_pressure_into_close'] [2025-11-22T03:17:16.099783] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:17:16.112111] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:16.113375] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:16.113442] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:16.118323] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:16.120115] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:16.120592] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:16.121004] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:16.121848] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:16.124168] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:16.242635] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 10.0s | Global ETA: 3m 49s [2025-11-22T03:17:16.243539] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:16.243610] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:16.244475] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:17:16.245800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:16.249127] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:16.249999] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:16.251013] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:16.251623] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:16.252779] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:16.254401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:16.804897] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.20% | Symbol ETA: 9.5s | Global ETA: 3m 49s [2025-11-22T03:17:16.869395] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 7.2s | Global ETA: 3m 49s [2025-11-22T03:17:16.870290] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:16.870358] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:16.875128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:16.876870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:16.877348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:16.877782] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:16.878613] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:16.880975] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:16.970506] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.62% [2025-11-22T03:17:17.006833] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:17.007722] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:17.008747] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:17.009397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:17.010531] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:17.012191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:17.138109] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.16%, Actual: 1.04% [2025-11-22T03:17:17.304385] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.18%, Actual: 0.20% [2025-11-22T03:17:17.473609] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 2.29% [2025-11-22T03:17:17.628900] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.49% | Symbol ETA: 6.4s | Global ETA: 3m 49s [2025-11-22T03:17:17.629793] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:17.629859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:17.634581] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:17.636321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:17.636816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:17.637206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:17.638083] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:17.639578] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.96%, Actual: 0.32% [2025-11-22T03:17:17.640399] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:17.765363] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:17.766170] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:17.767217] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:17.767878] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:17.769044] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:17.770730] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:17.810515] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.29%, Actual: 1.55% [2025-11-22T03:17:17.991081] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.67%, Actual: 1.56% [2025-11-22T03:17:18.171055] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.86%, Actual: 1.79% [2025-11-22T03:17:18.346238] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.30%, Actual: 0.06% [2025-11-22T03:17:18.383424] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -3.83% | Symbol ETA: 5.7s | Global ETA: 3m 49s [2025-11-22T03:17:18.384318] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:18.384384] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:18.389152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:18.390887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:18.391358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:18.391768] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:18.392588] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:18.394931] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:18.518989] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:18.519920] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:18.520920] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:18.521530] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:18.522664] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:18.524285] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:18.526208] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.20%, Actual: 3.13% [2025-11-22T03:17:18.526433] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 33.7934% [2025-11-22T03:17:18.526534] [INFO ] [main ] KREF: DISCARDED add_open_reversal_intensity (score: 33.79%) [2025-11-22T03:17:18.526598] [INFO ] [main ] KREF: Testing feature 25/53: add_open_vs_close_liquidity_ratio [2025-11-22T03:17:18.526635] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_open_vs_close_liquidity_ratio'] [2025-11-22T03:17:18.526692] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:18.538328] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:18.539701] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:18.539764] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:18.540726] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:18.542357] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:19.120865] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.22% | Symbol ETA: 13.9s | Global ETA: 3m 49s [2025-11-22T03:17:19.121803] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:19.121871] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:19.122785] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:19.124415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:19.137566] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.24% | Symbol ETA: 4.9s | Global ETA: 3m 49s [2025-11-22T03:17:19.138466] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:19.138532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:19.143290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:19.145080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:19.145560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:19.145975] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:19.146826] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:19.149185] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:19.272682] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:19.273380] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:19.274376] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:19.275006] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:19.276138] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:19.277792] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:19.695130] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.67% | Symbol ETA: 13.3s | Global ETA: 3m 49s [2025-11-22T03:17:19.696042] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:19.696104] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:19.696994] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:19.698566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:19.894292] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -0.30% | Symbol ETA: 4.2s | Global ETA: 3m 49s [2025-11-22T03:17:19.895198] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:19.895265] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:19.900015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:19.901732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:19.902212] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:19.902599] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:19.903462] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:19.905796] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:20.028174] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:20.028860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:20.029853] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:20.030463] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:20.031568] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:20.033172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:20.270796] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.19% | Symbol ETA: 12.7s | Global ETA: 3m 49s [2025-11-22T03:17:20.271695] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:20.271756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:20.272566] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:20.274115] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:20.647624] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 5.96% | Symbol ETA: 3.4s | Global ETA: 3m 49s [2025-11-22T03:17:20.648538] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:20.648605] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:20.653520] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:20.655328] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:20.655842] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:20.656243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:20.657095] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:20.659615] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:20.788914] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:20.789821] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:20.790866] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:20.791515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:20.792755] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:20.794455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:20.856714] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.29% | Symbol ETA: 12.2s | Global ETA: 3m 49s [2025-11-22T03:17:20.857708] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:20.857771] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:20.858628] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:20.860230] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:21.593115] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.19% | Symbol ETA: 11.7s | Global ETA: 3m 49s [2025-11-22T03:17:21.594406] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:21.594487] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:21.595722] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:21.597967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:21.629260] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -2.02% | Symbol ETA: 2.7s | Global ETA: 3m 49s [2025-11-22T03:17:21.630340] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:21.630411] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:21.636465] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:21.638802] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:21.639333] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:21.639781] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:21.640704] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:21.643491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:21.781987] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:21.782993] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:21.784169] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:21.784923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:21.786156] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:21.788022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:22.300888] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.00% | Symbol ETA: 11.2s | Global ETA: 3m 49s [2025-11-22T03:17:22.301798] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:22.301863] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:22.302725] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:22.304314] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:22.438611] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 2.18% | Symbol ETA: 2.0s | Global ETA: 3m 49s [2025-11-22T03:17:22.439526] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:22.439593] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:22.444331] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:22.446076] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:22.446553] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:22.446964] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:22.447847] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:22.450320] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:22.578026] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:22.578935] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:22.580050] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:22.580723] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:22.581915] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:22.583618] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:22.876829] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.68% | Symbol ETA: 10.6s | Global ETA: 3m 49s [2025-11-22T03:17:22.877811] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:22.877875] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:22.878837] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:22.880381] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:23.196260] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.20% | Symbol ETA: 1.2s | Global ETA: 3m 49s [2025-11-22T03:17:23.197156] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:23.197224] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:23.202010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:23.203764] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:23.204240] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:23.204629] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:23.205476] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:23.207853] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:23.328961] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:23.329717] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:23.330710] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:23.331320] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:23.332442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:17:23.334071] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:23.459829] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.48% | Symbol ETA: 9.9s | Global ETA: 3m 49s [2025-11-22T03:17:23.460735] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:23.460797] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:23.461663] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:23.463274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:23.945126] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -2.01% | Symbol ETA: 0.4s | Global ETA: 3m 49s [2025-11-22T03:17:24.033696] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.31% | Symbol ETA: 9.3s | Global ETA: 3m 49s [2025-11-22T03:17:24.034577] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:24.034660] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:24.035472] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:17:24.036985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:24.111377] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.19%, Actual: 2.74% [2025-11-22T03:17:24.282079] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.49%, Actual: 1.50% [2025-11-22T03:17:24.450294] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.83%, Actual: 0.31% [2025-11-22T03:17:24.608071] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.55% | Symbol ETA: 8.7s | Global ETA: 3m 49s [2025-11-22T03:17:24.621246] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.24%, Actual: 0.15% [2025-11-22T03:17:24.785561] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.22%, Actual: 1.62% [2025-11-22T03:17:24.791765] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -0.30%, Actual: 2.90% [2025-11-22T03:17:24.960248] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 5.96%, Actual: 2.48% [2025-11-22T03:17:24.964394] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 1.04% [2025-11-22T03:17:25.129498] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.02%, Actual: 2.22% [2025-11-22T03:17:25.138498] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.19%, Actual: 0.20% [2025-11-22T03:17:25.303212] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 2.18%, Actual: 2.92% [2025-11-22T03:17:25.312063] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.29%, Actual: 2.29% [2025-11-22T03:17:25.471370] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.20%, Actual: 1.78% [2025-11-22T03:17:25.480483] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.19%, Actual: 0.32% [2025-11-22T03:17:25.639216] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -2.01%, Actual: 0.30% [2025-11-22T03:17:25.639427] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 33.5615% [2025-11-22T03:17:25.639512] [INFO ] [main ] KNX: DISCARDED add_volume_pressure_into_close (score: 33.56%) [2025-11-22T03:17:25.639556] [INFO ] [main ] KNX: Testing feature 52/53: add_volume_zscore [2025-11-22T03:17:25.639591] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_volume_zscore'] [2025-11-22T03:17:25.639626] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:17:25.648369] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.00%, Actual: 1.55% [2025-11-22T03:17:25.654483] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:25.655784] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:25.655851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:25.660593] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:25.662411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:25.662908] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:25.663298] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:25.664146] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:25.666487] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:25.793723] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:25.794601] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:25.795601] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:25.796232] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:25.797370] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:25.799085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:25.820283] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.68%, Actual: 1.56% [2025-11-22T03:17:25.993212] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.48%, Actual: 1.79% [2025-11-22T03:17:26.161855] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.31%, Actual: 0.06% [2025-11-22T03:17:26.331491] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.55%, Actual: 3.13% [2025-11-22T03:17:26.331708] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 41.4544% [2025-11-22T03:17:26.331787] [INFO ] [main ] KREF: DISCARDED add_open_vs_close_liquidity_ratio (score: 41.45%) [2025-11-22T03:17:26.331828] [INFO ] [main ] KREF: Testing feature 26/53: add_open_vs_prev_range_position [2025-11-22T03:17:26.331861] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_open_vs_prev_range_position'] [2025-11-22T03:17:26.331895] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:26.343001] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:26.344166] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:26.344226] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:26.345080] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:26.348051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:26.420094] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: -1.59% | Symbol ETA: 7.1s | Global ETA: 3m 49s [2025-11-22T03:17:26.421000] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:26.421068] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:26.425839] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:26.427627] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:26.428129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:26.428518] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:26.429366] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:26.431727] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:26.557013] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:26.557884] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:26.558942] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:26.559558] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:26.560703] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:26.562307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:26.924689] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.77% | Symbol ETA: 13.7s | Global ETA: 3m 49s [2025-11-22T03:17:26.925585] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:26.925671] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:26.926490] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:26.929367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:27.202264] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 6.4s | Global ETA: 3m 49s [2025-11-22T03:17:27.203184] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:27.203252] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:27.208019] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:27.209870] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:27.210352] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:27.210811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:27.211636] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:27.214011] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:27.338880] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:27.339895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:27.340901] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:27.341517] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:27.342680] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:27.344326] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:27.503768] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.82% | Symbol ETA: 13.1s | Global ETA: 3m 49s [2025-11-22T03:17:27.504692] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:27.504754] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:27.505583] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:27.508658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:27.988342] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -4.07% | Symbol ETA: 5.6s | Global ETA: 3m 49s [2025-11-22T03:17:27.989246] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:27.989313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:27.994102] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:27.995832] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:27.996310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:27.996765] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:27.997607] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:27.999979] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:28.086177] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.14% | Symbol ETA: 12.5s | Global ETA: 3m 49s [2025-11-22T03:17:28.087197] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:28.087262] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:28.088136] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:28.091103] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:28.125763] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:28.126428] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:28.127411] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:28.128059] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:28.129157] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:28.130757] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:28.675526] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.04% | Symbol ETA: 11.9s | Global ETA: 3m 49s [2025-11-22T03:17:28.676408] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:28.676469] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:28.677321] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:28.680382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:28.756538] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 4.8s | Global ETA: 3m 49s [2025-11-22T03:17:28.757462] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:28.757531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:28.762424] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:28.764177] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:28.764680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:28.765074] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:28.765923] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:28.768310] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:28.895814] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:28.896731] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:28.897756] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:28.898372] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:28.899586] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:28.901248] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:29.277940] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.07% | Symbol ETA: 11.4s | Global ETA: 3m 50s [2025-11-22T03:17:29.278847] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:29.278908] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:29.279741] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:29.282553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:29.517556] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.86% | Symbol ETA: 4.0s | Global ETA: 3m 50s [2025-11-22T03:17:29.518461] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:29.518543] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:29.523270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:29.525011] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:29.525484] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:29.525896] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:29.526734] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:29.529120] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:29.662764] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:29.663616] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:29.664683] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:29.665329] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:29.666516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:29.668255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:29.869233] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.41% | Symbol ETA: 10.8s | Global ETA: 3m 50s [2025-11-22T03:17:29.870194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:29.870256] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:29.871104] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:29.874037] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:30.295459] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 5.43% | Symbol ETA: 3.3s | Global ETA: 3m 50s [2025-11-22T03:17:30.296406] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:30.296487] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:30.304430] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:30.306318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:30.306841] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:30.307238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:30.308139] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:30.310627] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:30.439995] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:30.440841] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:30.441912] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:30.442585] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:30.443803] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:30.445454] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:30.453764] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.75% | Symbol ETA: 10.2s | Global ETA: 3m 50s [2025-11-22T03:17:30.454672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:30.454734] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:30.455549] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:30.458401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:31.031881] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.61% | Symbol ETA: 9.6s | Global ETA: 3m 50s [2025-11-22T03:17:31.032835] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:31.032897] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:31.033756] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:31.036672] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:31.085174] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -0.30% | Symbol ETA: 2.5s | Global ETA: 3m 50s [2025-11-22T03:17:31.086622] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:31.086714] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:31.091755] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:31.093575] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:31.094098] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:31.094478] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:31.095346] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:31.097897] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:31.228860] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:31.229796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:31.230904] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:31.231620] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:31.232807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:31.234519] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:31.606678] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 9.0s | Global ETA: 3m 50s [2025-11-22T03:17:31.607683] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:31.607748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:31.608605] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:17:31.611809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:31.883313] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 3.38% | Symbol ETA: 1.7s | Global ETA: 3m 50s [2025-11-22T03:17:31.884238] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:31.884304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:31.889225] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:31.890983] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:31.891462] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:31.891864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:31.892699] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:31.894998] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:32.019915] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:32.020844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:32.021878] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:32.022506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:32.023702] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:32.025375] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:32.184366] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.78% | Symbol ETA: 8.4s | Global ETA: 3m 50s [2025-11-22T03:17:32.353236] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.77%, Actual: 1.62% [2025-11-22T03:17:32.523022] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.82%, Actual: 1.04% [2025-11-22T03:17:32.641965] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 2.83% | Symbol ETA: 1.0s | Global ETA: 3m 50s [2025-11-22T03:17:32.642869] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:32.642935] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:32.647745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:32.649514] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:32.650047] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:32.650437] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:32.651294] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:32.653670] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:32.689454] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.14%, Actual: 0.20% [2025-11-22T03:17:32.775253] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:32.776050] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:32.777047] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:32.777709] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:32.778830] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:17:32.780440] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:32.855502] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 2.29% [2025-11-22T03:17:33.021710] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.07%, Actual: 0.32% [2025-11-22T03:17:33.187243] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.41%, Actual: 1.55% [2025-11-22T03:17:33.356637] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.75%, Actual: 1.56% [2025-11-22T03:17:33.404471] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -1.07% | Symbol ETA: 0.2s | Global ETA: 3m 50s [2025-11-22T03:17:33.521020] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.61%, Actual: 1.79% [2025-11-22T03:17:33.575573] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.59%, Actual: 2.74% [2025-11-22T03:17:33.685707] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.06% [2025-11-22T03:17:33.747246] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 0.97%, Actual: 1.50% [2025-11-22T03:17:33.850385] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.78%, Actual: 3.13% [2025-11-22T03:17:33.850590] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 41.6496% [2025-11-22T03:17:33.850684] [INFO ] [main ] KREF: DISCARDED add_open_vs_prev_range_position (score: 41.65%) [2025-11-22T03:17:33.850730] [INFO ] [main ] KREF: Testing feature 27/53: add_overnight_gap_amplitude [2025-11-22T03:17:33.850761] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_overnight_gap_amplitude'] [2025-11-22T03:17:33.850793] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:33.861855] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:33.863018] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:33.863080] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:33.863938] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:33.864591] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:33.922584] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -4.07%, Actual: 0.31% [2025-11-22T03:17:34.092841] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 0.15% [2025-11-22T03:17:34.271843] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.86%, Actual: 2.90% [2025-11-22T03:17:34.429378] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.58% | Symbol ETA: 12.6s | Global ETA: 3m 50s [2025-11-22T03:17:34.430279] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:34.430340] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:34.431211] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:34.431866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:34.439610] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 5.43%, Actual: 2.48% [2025-11-22T03:17:34.606498] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -0.30%, Actual: 2.22% [2025-11-22T03:17:34.773841] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 3.38%, Actual: 2.92% [2025-11-22T03:17:34.941333] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 2.83%, Actual: 1.78% [2025-11-22T03:17:34.993556] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -1.11% | Symbol ETA: 12.0s | Global ETA: 3m 50s [2025-11-22T03:17:34.994445] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:34.994507] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:34.995363] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:34.996011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:35.109161] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -1.07%, Actual: 0.30% [2025-11-22T03:17:35.109395] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 41.7521% [2025-11-22T03:17:35.109486] [INFO ] [main ] KNX: DISCARDED add_volume_zscore (score: 41.75%) [2025-11-22T03:17:35.109566] [INFO ] [main ] KNX: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:17:35.109605] [DEBUG] [main ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio', 'add_vwap_deviations'] [2025-11-22T03:17:35.109661] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:17:35.122452] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:35.123703] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:35.123771] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:35.128561] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:35.130411] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:35.130920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:35.131300] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:35.132157] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:35.134563] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:35.262957] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:35.263854] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:35.264898] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:35.265525] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:35.266708] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:35.272634] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:35.560357] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.35% | Symbol ETA: 11.5s | Global ETA: 3m 50s [2025-11-22T03:17:35.561254] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:35.561316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:35.562152] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:35.562806] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:35.887635] [INFO ] [main ] KNX: Lookback Days: 2, Magnitude: 0.95% | Symbol ETA: 6.9s | Global ETA: 3m 50s [2025-11-22T03:17:35.888538] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:35.888610] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:35.893360] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:35.895187] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:35.895726] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:35.896124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:35.896994] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:35.899388] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:36.024590] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:36.025515] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:36.026554] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:36.027208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:36.028450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:36.034238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:36.125380] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.37% | Symbol ETA: 10.9s | Global ETA: 3m 50s [2025-11-22T03:17:36.126310] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:36.126370] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:36.127197] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:36.127906] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:36.661412] [INFO ] [main ] KNX: Lookback Days: 3, Magnitude: 2.02% | Symbol ETA: 6.2s | Global ETA: 3m 50s [2025-11-22T03:17:36.662298] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:36.662364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:36.667084] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:36.668845] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:36.669320] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:36.669738] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:36.670616] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:36.672969] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:36.686336] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.59% | Symbol ETA: 10.3s | Global ETA: 3m 50s [2025-11-22T03:17:36.687225] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:36.687286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:36.688136] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:36.688781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:36.800454] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:36.801352] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:36.802398] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:36.803065] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:36.804250] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:36.810255] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:37.248547] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 9.8s | Global ETA: 3m 50s [2025-11-22T03:17:37.249447] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:37.249508] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:37.250365] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:37.251014] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:37.425050] [INFO ] [main ] KNX: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 5.4s | Global ETA: 3m 50s [2025-11-22T03:17:37.425937] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:37.426004] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:37.430757] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:37.432465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:37.432987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:37.433372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:37.434218] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:37.436556] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:37.563105] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:37.563860] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:37.564864] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:37.565472] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:37.566594] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:37.572293] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:37.816746] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.13% | Symbol ETA: 9.2s | Global ETA: 3m 50s [2025-11-22T03:17:37.817715] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:37.817777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:37.818576] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:37.819208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:38.188037] [INFO ] [main ] KNX: Lookback Days: 5, Magnitude: -0.51% | Symbol ETA: 4.6s | Global ETA: 3m 50s [2025-11-22T03:17:38.189004] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:38.189078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:38.194317] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:38.196126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:38.196623] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:38.197051] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:38.197964] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:38.200433] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:38.330324] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:38.331056] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:38.332076] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:38.332701] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:38.333789] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:38.339389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:38.386768] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.45% | Symbol ETA: 8.6s | Global ETA: 3m 50s [2025-11-22T03:17:38.387711] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:38.387778] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:38.388588] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:38.389234] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:38.950763] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.45% | Symbol ETA: 8.1s | Global ETA: 3m 50s [2025-11-22T03:17:38.951663] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:38.951725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:38.952532] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:38.953307] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:38.962816] [INFO ] [main ] KNX: Lookback Days: 6, Magnitude: -1.74% | Symbol ETA: 3.8s | Global ETA: 3m 50s [2025-11-22T03:17:38.964893] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:38.964985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:38.972468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:38.975282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:38.976016] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:38.976633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:38.977891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:38.981268] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:39.140548] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:39.141464] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:39.142469] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:39.143117] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:39.144308] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:39.150060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:39.526989] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.70% | Symbol ETA: 7.5s | Global ETA: 3m 50s [2025-11-22T03:17:39.700395] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.58%, Actual: 1.62% [2025-11-22T03:17:39.784866] [INFO ] [main ] KNX: Lookback Days: 7, Magnitude: 4.35% | Symbol ETA: 3.1s | Global ETA: 3m 50s [2025-11-22T03:17:39.785778] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:39.785845] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:39.790735] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:39.792567] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:39.793080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:39.793473] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:39.794363] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:39.796893] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:39.868152] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -1.11%, Actual: 1.04% [2025-11-22T03:17:39.929201] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:39.930208] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:39.931234] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:39.931887] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:39.933096] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:39.938945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:40.035032] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.35%, Actual: 0.20% [2025-11-22T03:17:40.213477] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 2.29% [2025-11-22T03:17:40.380567] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.59%, Actual: 0.32% [2025-11-22T03:17:40.548196] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.55% [2025-11-22T03:17:40.570711] [INFO ] [main ] KNX: Lookback Days: 8, Magnitude: -1.06% | Symbol ETA: 2.3s | Global ETA: 3m 50s [2025-11-22T03:17:40.571590] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:40.571683] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:40.576467] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:40.578245] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:40.578732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:40.579121] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:40.579983] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:40.582339] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:40.702487] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:40.703245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:40.704246] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:40.704882] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:40.706025] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:40.711605] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:40.713600] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.13%, Actual: 1.56% [2025-11-22T03:17:40.879030] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.45%, Actual: 1.79% [2025-11-22T03:17:41.043699] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.45%, Actual: 0.06% [2025-11-22T03:17:41.209189] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.70%, Actual: 3.13% [2025-11-22T03:17:41.209392] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 34.7985% [2025-11-22T03:17:41.209465] [INFO ] [main ] KREF: DISCARDED add_overnight_gap_amplitude (score: 34.80%) [2025-11-22T03:17:41.209506] [INFO ] [main ] KREF: Testing feature 28/53: add_overnight_gap_mag [2025-11-22T03:17:41.209537] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_overnight_gap_mag'] [2025-11-22T03:17:41.209570] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:41.220053] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:41.221194] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:41.221255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:41.222104] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:41.222842] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:41.322116] [INFO ] [main ] KNX: Lookback Days: 9, Magnitude: 2.36% | Symbol ETA: 1.5s | Global ETA: 3m 50s [2025-11-22T03:17:41.323045] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:41.323112] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:41.327851] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:41.329557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:41.330052] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:41.330442] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:41.331297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:41.333610] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:41.453771] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:41.454508] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:41.455487] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:41.456119] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:41.457253] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:41.462853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:41.782773] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 11.9s | Global ETA: 3m 50s [2025-11-22T03:17:41.783669] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:41.783730] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:41.784537] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:41.785245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:42.068798] [INFO ] [main ] KNX: Lookback Days: 10, Magnitude: 3.92% | Symbol ETA: 0.8s | Global ETA: 3m 50s [2025-11-22T03:17:42.069678] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:17:42.069745] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:17:42.074421] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:17:42.076153] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:17:42.076618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:17:42.077017] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:42.077918] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:17:42.080243] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:17:42.199504] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:17:42.200200] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:17:42.201184] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:17:42.201807] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:17:42.202934] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:17:42.208434] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:42.347824] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 11.3s | Global ETA: 3m 50s [2025-11-22T03:17:42.348738] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:42.348799] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:42.349603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:42.350323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:42.852837] [INFO ] [main ] KNX: Lookback Days: 11, Magnitude: -3.11% | Symbol ETA: 0.0s | Global ETA: 3m 50s [2025-11-22T03:17:42.913982] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 10.8s | Global ETA: 3m 50s [2025-11-22T03:17:42.914927] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:42.914990] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:42.915838] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:42.916547] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:43.023237] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: 0.95%, Actual: 2.74% [2025-11-22T03:17:43.187977] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 2.02%, Actual: 1.50% [2025-11-22T03:17:43.353759] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -2.62%, Actual: 0.31% [2025-11-22T03:17:43.478225] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 10.2s | Global ETA: 3m 50s [2025-11-22T03:17:43.479156] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:43.479218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:43.480054] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:43.480763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:43.523063] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 0.15% [2025-11-22T03:17:43.691287] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.74%, Actual: 2.90% [2025-11-22T03:17:43.859861] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 4.35%, Actual: 2.48% [2025-11-22T03:17:44.027729] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -1.06%, Actual: 2.22% [2025-11-22T03:17:44.040903] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 9.6s | Global ETA: 3m 50s [2025-11-22T03:17:44.041840] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:44.041902] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:44.042742] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:44.043448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:44.197098] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 2.36%, Actual: 2.92% [2025-11-22T03:17:44.365109] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 3.92%, Actual: 1.78% [2025-11-22T03:17:44.530719] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: -3.11%, Actual: 0.30% [2025-11-22T03:17:44.530901] [INFO ] [main ] KNX: Magnitude Forecast Confidence: 43.5611% [2025-11-22T03:17:44.530982] [INFO ] [main ] KNX: DISCARDED add_vwap_deviations (score: 43.56%) [2025-11-22T03:17:44.531021] [INFO ] [main ] KNX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:17:44.531052] [INFO ] [main ] KNX: Best accuracy: 52.95% [2025-11-22T03:17:44.531084] [INFO ] [main ] KNX: Best feature set (11 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr', 'add_atr_5', 'add_composite_volatility_context', 'add_day_shape_ratios', 'add_directional_consistency', 'add_last_hour_momentum_mag', 'add_late_session_pressure', 'add_overnight_gap_amplitude', 'add_volatility_decay_ratio'] [2025-11-22T03:17:44.531115] [INFO ] [main ] KNX: Improvement over baseline: 22.80% [2025-11-22T03:17:44.531143] [INFO ] [main ] KNX: Total time: 8.1 minutes [2025-11-22T03:17:44.531170] [INFO ] [main ] KNX: Average time per feature: 9.3 seconds [2025-11-22T03:17:44.531196] [INFO ] [main ] KNX: Average speed: 0.11 features/sec [2025-11-22T03:17:44.603412] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 9.1s | Global ETA: 3m 50s [2025-11-22T03:17:44.604332] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:44.604392] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:44.605223] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:44.605937] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:44.700104] [DEBUG] [METRICS ] KNX: 2025-11-20:2025-11-21: Predicted: -1.40%, Actual: 2.74% [2025-11-22T03:17:44.875865] [DEBUG] [METRICS ] KNX: 2025-11-19:2025-11-20: Predicted: 4.02%, Actual: 1.50% [2025-11-22T03:17:45.049796] [DEBUG] [METRICS ] KNX: 2025-11-18:2025-11-19: Predicted: -3.25%, Actual: 0.31% [2025-11-22T03:17:45.167762] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 8.5s | Global ETA: 3m 50s [2025-11-22T03:17:45.168629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:45.168710] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:45.169527] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:45.170229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:45.219401] [DEBUG] [METRICS ] KNX: 2025-11-17:2025-11-18: Predicted: 0.13%, Actual: 0.15% [2025-11-22T03:17:45.388329] [DEBUG] [METRICS ] KNX: 2025-11-14:2025-11-17: Predicted: -1.71%, Actual: 2.90% [2025-11-22T03:17:45.555530] [DEBUG] [METRICS ] KNX: 2025-11-13:2025-11-14: Predicted: 2.46%, Actual: 2.48% [2025-11-22T03:17:45.723570] [DEBUG] [METRICS ] KNX: 2025-11-12:2025-11-13: Predicted: -2.38%, Actual: 2.22% [2025-11-22T03:17:45.732025] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 7.9s | Global ETA: 3m 50s [2025-11-22T03:17:45.732947] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:45.733009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:45.733886] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:45.734584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:45.890608] [DEBUG] [METRICS ] KNX: 2025-11-11:2025-11-12: Predicted: 0.87%, Actual: 2.92% [2025-11-22T03:17:46.059621] [DEBUG] [METRICS ] KNX: 2025-11-10:2025-11-11: Predicted: 1.84%, Actual: 1.78% [2025-11-22T03:17:46.229268] [DEBUG] [METRICS ] KNX: 2025-11-07:2025-11-10: Predicted: 1.43%, Actual: 0.30% [2025-11-22T03:17:46.229992] [INFO ] [LOCAL ] Saved configuration for KNX: 11 features, 52.95% accuracy -> ./output/feature-sets/KNX.json [2025-11-22T03:17:46.231624] [INFO ] [main ] Progress: 56/57 symbols completed (98.2%). KNX finished in 8m 14s. ETA: 1m 53s. Rate: 0.53 symbols/min [2025-11-22T03:17:46.296212] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 7.4s | Global ETA: 1m 53s [2025-11-22T03:17:46.297140] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:46.297201] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:46.298055] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:17:46.298761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:46.859150] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 6.8s | Global ETA: 1m 53s [2025-11-22T03:17:47.026806] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.62% [2025-11-22T03:17:47.194610] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 1.04% [2025-11-22T03:17:47.364268] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:17:47.529682] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 2.29% [2025-11-22T03:17:47.694556] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.32% [2025-11-22T03:17:47.860833] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.55% [2025-11-22T03:17:48.031811] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 1.56% [2025-11-22T03:17:48.206089] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 1.79% [2025-11-22T03:17:48.377283] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.06% [2025-11-22T03:17:48.544193] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 3.13% [2025-11-22T03:17:48.544405] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.4374% [2025-11-22T03:17:48.544488] [INFO ] [main ] KREF: DISCARDED add_overnight_gap_mag (score: 35.44%) [2025-11-22T03:17:48.544530] [INFO ] [main ] KREF: Testing feature 29/53: add_pct_change [2025-11-22T03:17:48.544561] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_pct_change'] [2025-11-22T03:17:48.544594] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:48.555694] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:48.556908] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:48.556970] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:48.557870] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:48.559934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:49.130266] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.87% | Symbol ETA: 11.5s | Global ETA: 1m 53s [2025-11-22T03:17:49.131185] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:49.131246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:49.132077] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:49.134063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:49.709526] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 2.15% | Symbol ETA: 10.9s | Global ETA: 1m 53s [2025-11-22T03:17:49.710453] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:49.710516] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:49.711371] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:49.713465] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:50.298047] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.81% | Symbol ETA: 10.4s | Global ETA: 1m 53s [2025-11-22T03:17:50.298981] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:50.299043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:50.299870] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:50.301863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:50.872507] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.20% | Symbol ETA: 9.8s | Global ETA: 1m 53s [2025-11-22T03:17:50.873391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:50.873452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:50.874289] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:50.876284] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:51.447561] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 9.2s | Global ETA: 1m 53s [2025-11-22T03:17:51.448486] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:51.448547] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:51.449374] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:51.451407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:52.022057] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.73% | Symbol ETA: 8.6s | Global ETA: 1m 53s [2025-11-22T03:17:52.022963] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:52.023024] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:52.024009] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:52.026036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:52.603847] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.29% | Symbol ETA: 8.0s | Global ETA: 1m 53s [2025-11-22T03:17:52.604751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:52.604812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:52.605664] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:52.607668] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:53.182224] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.11% | Symbol ETA: 7.4s | Global ETA: 1m 53s [2025-11-22T03:17:53.183147] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:53.183208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:53.184038] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:53.186033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:53.756836] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.95% | Symbol ETA: 6.9s | Global ETA: 1m 53s [2025-11-22T03:17:53.757768] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:53.757830] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:53.758713] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:17:53.760825] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:54.339160] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.38% | Symbol ETA: 6.3s | Global ETA: 1m 53s [2025-11-22T03:17:54.505680] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.87%, Actual: 1.62% [2025-11-22T03:17:54.672197] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 2.15%, Actual: 1.04% [2025-11-22T03:17:54.842340] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.81%, Actual: 0.20% [2025-11-22T03:17:55.011733] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.20%, Actual: 2.29% [2025-11-22T03:17:55.180047] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.32% [2025-11-22T03:17:55.350915] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.73%, Actual: 1.55% [2025-11-22T03:17:55.521126] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.29%, Actual: 1.56% [2025-11-22T03:17:55.696025] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.11%, Actual: 1.79% [2025-11-22T03:17:55.865540] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.95%, Actual: 0.06% [2025-11-22T03:17:56.037112] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.38%, Actual: 3.13% [2025-11-22T03:17:56.037342] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.9453% [2025-11-22T03:17:56.037444] [INFO ] [main ] KREF: DISCARDED add_pct_change (score: 35.95%) [2025-11-22T03:17:56.037512] [INFO ] [main ] KREF: Testing feature 30/53: add_preclose_acceleration_mag [2025-11-22T03:17:56.037548] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_preclose_acceleration_mag'] [2025-11-22T03:17:56.037586] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:17:56.049021] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:17:56.050308] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:56.050372] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:56.051280] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:56.052416] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:56.635615] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.65% | Symbol ETA: 11.2s | Global ETA: 1m 53s [2025-11-22T03:17:56.636549] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:56.636618] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:56.637516] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:56.638620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:57.220848] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 10.6s | Global ETA: 1m 53s [2025-11-22T03:17:57.221751] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:57.221812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:57.222665] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:57.223714] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:57.793378] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.94% | Symbol ETA: 10.0s | Global ETA: 1m 53s [2025-11-22T03:17:57.794279] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:57.794339] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:57.795168] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:57.796219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:58.400254] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.71% | Symbol ETA: 9.5s | Global ETA: 1m 53s [2025-11-22T03:17:58.401280] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:58.401351] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:58.402260] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:58.403372] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:58.974612] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 8.9s | Global ETA: 1m 53s [2025-11-22T03:17:58.975528] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:58.975591] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:58.976445] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:58.977540] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:17:59.542350] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.32% | Symbol ETA: 8.3s | Global ETA: 1m 53s [2025-11-22T03:17:59.543346] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:17:59.543407] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:17:59.544253] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:17:59.545658] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:00.122096] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.44% | Symbol ETA: 7.7s | Global ETA: 1m 53s [2025-11-22T03:18:00.123026] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:00.123087] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:00.123908] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:18:00.125009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:00.689135] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.70% | Symbol ETA: 7.1s | Global ETA: 1m 53s [2025-11-22T03:18:00.690041] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:00.690101] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:00.690938] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:18:00.691992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:01.263695] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 6.5s | Global ETA: 1m 53s [2025-11-22T03:18:01.265049] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:01.265124] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:01.266038] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:18:01.267129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:01.841191] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.35% | Symbol ETA: 5.9s | Global ETA: 1m 53s [2025-11-22T03:18:02.014540] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 1.62% [2025-11-22T03:18:02.184008] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.45%, Actual: 1.04% [2025-11-22T03:18:02.357962] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.94%, Actual: 0.20% [2025-11-22T03:18:02.522573] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.71%, Actual: 2.29% [2025-11-22T03:18:02.687762] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.32% [2025-11-22T03:18:02.854480] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.32%, Actual: 1.55% [2025-11-22T03:18:03.022406] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.44%, Actual: 1.56% [2025-11-22T03:18:03.192861] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.70%, Actual: 1.79% [2025-11-22T03:18:03.356975] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.22%, Actual: 0.06% [2025-11-22T03:18:03.522028] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.35%, Actual: 3.13% [2025-11-22T03:18:03.522244] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 44.2774% [2025-11-22T03:18:03.522329] [INFO ] [main ] KREF: DISCARDED add_preclose_acceleration_mag (score: 44.28%) [2025-11-22T03:18:03.522373] [INFO ] [main ] KREF: Testing feature 31/53: add_prev_1100_to_open [2025-11-22T03:18:03.522406] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prev_1100_to_open'] [2025-11-22T03:18:03.522441] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:03.534160] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:03.535311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:03.535374] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:03.536240] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:03.536987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:04.102196] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.30% | Symbol ETA: 10.6s | Global ETA: 1m 53s [2025-11-22T03:18:04.103121] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:04.103184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:04.104026] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:04.104741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:04.666062] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 10.0s | Global ETA: 1m 53s [2025-11-22T03:18:04.666968] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:04.667029] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:04.667885] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:04.668576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:05.298183] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.63% | Symbol ETA: 9.6s | Global ETA: 1m 53s [2025-11-22T03:18:05.299092] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:05.299156] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:05.300025] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:05.300750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:05.869257] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.02% | Symbol ETA: 9.0s | Global ETA: 1m 53s [2025-11-22T03:18:05.870176] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:05.870240] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:05.871062] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:05.871764] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:06.437113] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 8.4s | Global ETA: 1m 53s [2025-11-22T03:18:06.438036] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:06.438097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:06.438931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:06.439625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:07.004802] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 7.8s | Global ETA: 1m 53s [2025-11-22T03:18:07.005770] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:07.005831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:07.006631] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:07.007338] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:07.576178] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.02% | Symbol ETA: 7.2s | Global ETA: 1m 53s [2025-11-22T03:18:07.577113] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:07.577184] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:07.578055] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:07.578776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:08.194094] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.47% | Symbol ETA: 6.7s | Global ETA: 1m 53s [2025-11-22T03:18:08.195723] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:08.195833] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:08.197158] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:08.198292] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:08.992228] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.12% | Symbol ETA: 6.1s | Global ETA: 1m 53s [2025-11-22T03:18:08.993177] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:08.993239] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:08.994125] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:18:08.994919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:09.568111] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.43% | Symbol ETA: 5.5s | Global ETA: 1m 53s [2025-11-22T03:18:09.734112] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.30%, Actual: 1.62% [2025-11-22T03:18:09.900272] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.27%, Actual: 1.04% [2025-11-22T03:18:10.069302] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.63%, Actual: 0.20% [2025-11-22T03:18:10.236028] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.02%, Actual: 2.29% [2025-11-22T03:18:10.403090] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.44%, Actual: 0.32% [2025-11-22T03:18:10.572783] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 1.55% [2025-11-22T03:18:10.741185] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.02%, Actual: 1.56% [2025-11-22T03:18:10.907881] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.47%, Actual: 1.79% [2025-11-22T03:18:11.073785] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.12%, Actual: 0.06% [2025-11-22T03:18:11.240014] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.43%, Actual: 3.13% [2025-11-22T03:18:11.240211] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 34.0168% [2025-11-22T03:18:11.240290] [INFO ] [main ] KREF: DISCARDED add_prev_1100_to_open (score: 34.02%) [2025-11-22T03:18:11.240332] [INFO ] [main ] KREF: Testing feature 32/53: add_prev_close_to_1100 [2025-11-22T03:18:11.240366] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prev_close_to_1100'] [2025-11-22T03:18:11.240402] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:11.252234] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:11.253427] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:11.253488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:11.254354] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:11.255107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:11.822534] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.27% | Symbol ETA: 10.4s | Global ETA: 1m 53s [2025-11-22T03:18:11.823629] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:11.823715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:11.824520] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:11.825227] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:12.391760] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.29% | Symbol ETA: 9.8s | Global ETA: 1m 53s [2025-11-22T03:18:12.392622] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:12.392709] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:12.393543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:12.394253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:12.961798] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 9.2s | Global ETA: 1m 53s [2025-11-22T03:18:12.962704] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:12.962770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:12.963568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:12.964274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:13.531448] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 8.6s | Global ETA: 1m 53s [2025-11-22T03:18:13.532341] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:13.532401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:13.533227] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:13.533945] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:14.101973] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.80% | Symbol ETA: 8.1s | Global ETA: 1m 54s [2025-11-22T03:18:14.102913] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:14.102974] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:14.103800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:14.104492] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:14.670003] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.47% | Symbol ETA: 7.5s | Global ETA: 1m 54s [2025-11-22T03:18:14.670899] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:14.670960] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:14.671802] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:14.672495] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:15.235058] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 6.9s | Global ETA: 1m 54s [2025-11-22T03:18:15.235958] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:15.236019] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:15.236841] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:15.237545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:15.805669] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.07% | Symbol ETA: 6.4s | Global ETA: 1m 54s [2025-11-22T03:18:15.806571] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:15.806633] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:15.807472] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:15.808189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:16.375469] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 5.8s | Global ETA: 1m 54s [2025-11-22T03:18:16.376359] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:16.376420] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:16.377248] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:18:16.377983] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:16.943803] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.55% | Symbol ETA: 5.2s | Global ETA: 1m 54s [2025-11-22T03:18:17.112790] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.27%, Actual: 1.62% [2025-11-22T03:18:17.282915] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 1.04% [2025-11-22T03:18:17.454922] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:18:17.620381] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.73%, Actual: 2.29% [2025-11-22T03:18:17.787460] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.80%, Actual: 0.32% [2025-11-22T03:18:17.953241] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.47%, Actual: 1.55% [2025-11-22T03:18:18.119529] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.24%, Actual: 1.56% [2025-11-22T03:18:18.291374] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.07%, Actual: 1.79% [2025-11-22T03:18:18.459431] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.87%, Actual: 0.06% [2025-11-22T03:18:18.626563] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.55%, Actual: 3.13% [2025-11-22T03:18:18.626792] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.4086% [2025-11-22T03:18:18.626871] [INFO ] [main ] KREF: DISCARDED add_prev_close_to_1100 (score: 35.41%) [2025-11-22T03:18:18.626915] [INFO ] [main ] KREF: Testing feature 33/53: add_prev_close_to_open [2025-11-22T03:18:18.626946] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prev_close_to_open'] [2025-11-22T03:18:18.626980] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:18.639040] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:18.640350] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:18.640412] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:18.641301] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:18.642070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:19.268773] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 10.3s | Global ETA: 1m 54s [2025-11-22T03:18:19.269671] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:19.269732] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:19.270533] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:19.271246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:19.847021] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.73% | Symbol ETA: 9.4s | Global ETA: 1m 54s [2025-11-22T03:18:19.848131] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:19.848234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:19.849319] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:19.850210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:20.451556] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.59% | Symbol ETA: 8.8s | Global ETA: 1m 54s [2025-11-22T03:18:20.452500] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:20.452563] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:20.453417] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:20.454149] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:21.046795] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 8.2s | Global ETA: 1m 54s [2025-11-22T03:18:21.047764] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:21.047826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:21.048695] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:21.049400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:21.616850] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.16% | Symbol ETA: 7.6s | Global ETA: 1m 54s [2025-11-22T03:18:21.617776] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:21.617837] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:21.618658] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:21.619353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:22.205510] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 7.0s | Global ETA: 1m 54s [2025-11-22T03:18:22.206399] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:22.206459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:22.207287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:22.208052] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:22.791354] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.52% | Symbol ETA: 6.4s | Global ETA: 1m 54s [2025-11-22T03:18:22.792337] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:22.792401] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:22.793246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:22.793985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:23.373971] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.10% | Symbol ETA: 5.8s | Global ETA: 1m 54s [2025-11-22T03:18:23.374862] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:23.374923] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:23.375751] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:23.376448] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:23.962041] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.62% | Symbol ETA: 5.2s | Global ETA: 1m 54s [2025-11-22T03:18:23.962948] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:23.963009] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:23.963836] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:18:23.964527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:24.546345] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.22% | Symbol ETA: 4.6s | Global ETA: 1m 54s [2025-11-22T03:18:24.719728] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 1.62% [2025-11-22T03:18:24.890110] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.73%, Actual: 1.04% [2025-11-22T03:18:25.061356] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.59%, Actual: 0.20% [2025-11-22T03:18:25.236627] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.38%, Actual: 2.29% [2025-11-22T03:18:25.407473] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.16%, Actual: 0.32% [2025-11-22T03:18:25.579917] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.15%, Actual: 1.55% [2025-11-22T03:18:25.753091] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.52%, Actual: 1.56% [2025-11-22T03:18:25.923882] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.10%, Actual: 1.79% [2025-11-22T03:18:26.091710] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.62%, Actual: 0.06% [2025-11-22T03:18:26.260297] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.22%, Actual: 3.13% [2025-11-22T03:18:26.260491] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.4374% [2025-11-22T03:18:26.260607] [INFO ] [main ] KREF: DISCARDED add_prev_close_to_open (score: 35.44%) [2025-11-22T03:18:26.260671] [INFO ] [main ] KREF: Testing feature 34/53: add_prior_day_tail_pressure [2025-11-22T03:18:26.260710] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_day_tail_pressure'] [2025-11-22T03:18:26.260747] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:26.271334] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:26.272473] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:26.272533] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:26.273369] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:26.276171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:26.856322] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.50% | Symbol ETA: 9.7s | Global ETA: 1m 54s [2025-11-22T03:18:26.857224] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:26.857286] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:26.858165] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:26.860977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:27.440139] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 9.1s | Global ETA: 1m 54s [2025-11-22T03:18:27.441160] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:27.441225] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:27.442078] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:27.445046] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:28.026657] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.79% | Symbol ETA: 8.5s | Global ETA: 1m 54s [2025-11-22T03:18:28.027562] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:28.027626] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:28.028481] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:28.031298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:28.611217] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 7.9s | Global ETA: 1m 54s [2025-11-22T03:18:28.612136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:28.612198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:28.613058] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:28.615785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:29.198075] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.46% | Symbol ETA: 7.3s | Global ETA: 1m 54s [2025-11-22T03:18:29.199001] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:29.199064] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:29.199924] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:29.202594] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:29.772382] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 1.06% | Symbol ETA: 6.7s | Global ETA: 1m 54s [2025-11-22T03:18:29.773282] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:29.773343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:29.774168] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:29.776869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:30.339369] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.31% | Symbol ETA: 6.1s | Global ETA: 1m 54s [2025-11-22T03:18:30.340260] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:30.340321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:30.341150] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:30.343819] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:30.912489] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.05% | Symbol ETA: 5.6s | Global ETA: 1m 54s [2025-11-22T03:18:30.913377] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:30.913438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:30.914255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:30.916951] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:31.493082] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.65% | Symbol ETA: 5.0s | Global ETA: 1m 54s [2025-11-22T03:18:31.493977] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:31.494038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:31.494860] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:18:31.497559] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:32.107493] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.89% | Symbol ETA: 4.4s | Global ETA: 1m 54s [2025-11-22T03:18:32.275497] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.50%, Actual: 1.62% [2025-11-22T03:18:32.443468] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.46%, Actual: 1.04% [2025-11-22T03:18:32.614968] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.79%, Actual: 0.20% [2025-11-22T03:18:32.784474] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 2.29% [2025-11-22T03:18:32.951026] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.46%, Actual: 0.32% [2025-11-22T03:18:33.117842] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 1.06%, Actual: 1.55% [2025-11-22T03:18:33.285091] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.31%, Actual: 1.56% [2025-11-22T03:18:33.455991] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.05%, Actual: 1.79% [2025-11-22T03:18:33.625591] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.65%, Actual: 0.06% [2025-11-22T03:18:33.795989] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.89%, Actual: 3.13% [2025-11-22T03:18:33.796235] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.7094% [2025-11-22T03:18:33.796315] [INFO ] [main ] KREF: DISCARDED add_prior_day_tail_pressure (score: 37.71%) [2025-11-22T03:18:33.796359] [INFO ] [main ] KREF: Testing feature 35/53: add_prior_mag_lag [2025-11-22T03:18:33.796390] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag'] [2025-11-22T03:18:33.796424] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:33.806973] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:33.808235] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:33.808295] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:33.809181] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:33.810800] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:34.392611] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.60% | Symbol ETA: 9.3s | Global ETA: 1m 54s [2025-11-22T03:18:34.393511] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:34.393574] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:34.394446] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:34.396031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:34.975133] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 8.7s | Global ETA: 1m 54s [2025-11-22T03:18:34.976136] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:34.976198] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:34.977039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:34.978729] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:35.550975] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.95% | Symbol ETA: 8.1s | Global ETA: 1m 54s [2025-11-22T03:18:35.551871] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:35.551938] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:35.552765] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:35.554376] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:36.131376] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.53% | Symbol ETA: 7.5s | Global ETA: 1m 54s [2025-11-22T03:18:36.132276] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:36.132338] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:36.133196] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:36.134776] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:36.708921] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.66% | Symbol ETA: 6.9s | Global ETA: 1m 54s [2025-11-22T03:18:36.710124] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:36.710206] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:36.711138] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:36.712777] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:37.299439] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 6.3s | Global ETA: 1m 54s [2025-11-22T03:18:37.300364] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:37.300428] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:37.301287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:37.302998] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:37.903244] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.14% | Symbol ETA: 5.7s | Global ETA: 1m 54s [2025-11-22T03:18:37.904218] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:37.904281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:37.905198] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:37.906900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:38.496380] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.55% | Symbol ETA: 5.2s | Global ETA: 1m 54s [2025-11-22T03:18:38.497281] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:38.497342] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:38.498203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:38.499779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:39.064221] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 4.6s | Global ETA: 1m 54s [2025-11-22T03:18:39.065243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:18:39.065304] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:39.066129] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:39.067735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:39.633515] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 4.0s | Global ETA: 1m 54s [2025-11-22T03:18:39.802902] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 1.62% [2025-11-22T03:18:39.971498] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 1.04% [2025-11-22T03:18:40.154437] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.20% [2025-11-22T03:18:40.328860] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 2.29% [2025-11-22T03:18:40.500890] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.32% [2025-11-22T03:18:40.673830] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.55% [2025-11-22T03:18:40.851200] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 1.56% [2025-11-22T03:18:41.022375] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.79% [2025-11-22T03:18:41.194797] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.06% [2025-11-22T03:18:41.365027] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 3.13% [2025-11-22T03:18:41.365234] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 53.3516% [2025-11-22T03:18:41.365370] [INFO ] [main ] KREF: KEPT add_prior_mag_lag (score: 53.35%) [2025-11-22T03:18:41.365418] [INFO ] [main ] KREF: Testing feature 36/53: add_range_overlap_v_prior_day [2025-11-22T03:18:41.365453] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_range_overlap_v_prior_day'] [2025-11-22T03:18:41.365488] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:41.377550] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:41.378860] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:41.378924] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:41.379869] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:41.381570] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:41.384089] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:41.982616] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.57% | Symbol ETA: 9.1s | Global ETA: 1m 54s [2025-11-22T03:18:41.983540] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:41.983601] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:41.984419] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:41.986100] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:41.988576] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:42.581588] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.11% | Symbol ETA: 8.5s | Global ETA: 1m 54s [2025-11-22T03:18:42.582497] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:42.582561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:42.583409] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:42.585110] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:42.587612] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:43.232788] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.93% | Symbol ETA: 8.0s | Global ETA: 1m 54s [2025-11-22T03:18:43.233675] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:43.233736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:43.234543] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:43.236127] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:43.238503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:43.841577] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 7.4s | Global ETA: 1m 54s [2025-11-22T03:18:43.842471] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:43.842532] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:43.843385] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:43.844976] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:43.847419] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:44.437550] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.15% | Symbol ETA: 6.7s | Global ETA: 1m 54s [2025-11-22T03:18:44.438541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:44.438607] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:44.439480] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:44.441118] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:44.443703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:45.042978] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.05% | Symbol ETA: 6.1s | Global ETA: 1m 54s [2025-11-22T03:18:45.043875] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:45.043937] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:45.044760] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:45.046323] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:45.048675] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:45.632879] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.63% | Symbol ETA: 5.5s | Global ETA: 1m 54s [2025-11-22T03:18:45.633855] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:45.633916] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:45.634771] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:45.636351] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:45.638733] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:46.204394] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.68% | Symbol ETA: 4.9s | Global ETA: 1m 54s [2025-11-22T03:18:46.205292] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:46.205353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:46.206170] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:46.207788] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:46.210158] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:46.782729] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.18% | Symbol ETA: 4.3s | Global ETA: 1m 54s [2025-11-22T03:18:46.783623] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:46.783708] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:46.784530] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:46.786099] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:18:46.788467] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:47.359589] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.04% | Symbol ETA: 3.7s | Global ETA: 1m 54s [2025-11-22T03:18:47.527800] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 1.62% [2025-11-22T03:18:47.697778] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.11%, Actual: 1.04% [2025-11-22T03:18:47.871421] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 0.20% [2025-11-22T03:18:48.044349] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 2.29% [2025-11-22T03:18:48.213940] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.15%, Actual: 0.32% [2025-11-22T03:18:48.384066] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.05%, Actual: 1.55% [2025-11-22T03:18:48.557082] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.63%, Actual: 1.56% [2025-11-22T03:18:48.728577] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.68%, Actual: 1.79% [2025-11-22T03:18:48.900800] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.18%, Actual: 0.06% [2025-11-22T03:18:49.074317] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.04%, Actual: 3.13% [2025-11-22T03:18:49.074533] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 29.9292% [2025-11-22T03:18:49.074585] [INFO ] [main ] KREF: DISCARDED add_range_overlap_v_prior_day (score: 29.93%) [2025-11-22T03:18:49.074623] [INFO ] [main ] KREF: Testing feature 37/53: add_range_volume_efficiency [2025-11-22T03:18:49.074674] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_range_volume_efficiency'] [2025-11-22T03:18:49.074710] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:49.086499] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:49.087733] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:49.087795] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:49.088715] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:49.090378] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:49.093088] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:49.676101] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.69% | Symbol ETA: 8.7s | Global ETA: 1m 54s [2025-11-22T03:18:49.677104] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:49.677168] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:49.678056] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:49.679709] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:49.682070] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:50.261373] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 8.1s | Global ETA: 1m 54s [2025-11-22T03:18:50.262260] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:50.262321] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:50.263155] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:50.264739] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:50.266855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:50.835375] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 2.09% | Symbol ETA: 7.5s | Global ETA: 1m 54s [2025-11-22T03:18:50.836264] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:50.836325] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:50.837147] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:50.838819] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:50.840977] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:51.419682] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.97% | Symbol ETA: 6.9s | Global ETA: 1m 54s [2025-11-22T03:18:51.420539] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:51.420600] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:51.421454] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:51.423095] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:51.425241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:52.009923] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.06% | Symbol ETA: 6.3s | Global ETA: 1m 54s [2025-11-22T03:18:52.010864] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:52.010926] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:52.011807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:52.013519] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:52.015760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:52.595677] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 5.8s | Global ETA: 1m 54s [2025-11-22T03:18:52.596545] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:52.596606] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:52.597449] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:52.599080] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:52.601171] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:53.167211] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.04% | Symbol ETA: 5.2s | Global ETA: 1m 54s [2025-11-22T03:18:53.168184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:53.168246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:53.169114] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:53.170870] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:53.172975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:53.743997] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.20% | Symbol ETA: 4.6s | Global ETA: 1m 54s [2025-11-22T03:18:53.744978] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:53.745066] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:53.745941] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:53.747740] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:53.749950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:54.332758] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.16% | Symbol ETA: 4.0s | Global ETA: 1m 54s [2025-11-22T03:18:54.333682] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:54.333743] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:54.334560] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:54.336169] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:18:54.338336] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:54.913933] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.86% | Symbol ETA: 3.4s | Global ETA: 1m 54s [2025-11-22T03:18:55.087578] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 1.62% [2025-11-22T03:18:55.274787] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.35%, Actual: 1.04% [2025-11-22T03:18:55.446239] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 2.09%, Actual: 0.20% [2025-11-22T03:18:55.617177] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.97%, Actual: 2.29% [2025-11-22T03:18:55.788491] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.06%, Actual: 0.32% [2025-11-22T03:18:55.964525] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 1.55% [2025-11-22T03:18:56.134135] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.04%, Actual: 1.56% [2025-11-22T03:18:56.305817] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.20%, Actual: 1.79% [2025-11-22T03:18:56.486218] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.16%, Actual: 0.06% [2025-11-22T03:18:56.659465] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.86%, Actual: 3.13% [2025-11-22T03:18:56.659690] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 30.3417% [2025-11-22T03:18:56.659780] [INFO ] [main ] KREF: DISCARDED add_range_volume_efficiency (score: 30.34%) [2025-11-22T03:18:56.659824] [INFO ] [main ] KREF: Testing feature 38/53: add_range_volume_efficiency_refinements [2025-11-22T03:18:56.659857] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_range_volume_efficiency_refinements'] [2025-11-22T03:18:56.659892] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:18:56.671137] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:18:56.672313] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:56.672378] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:56.673246] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:56.674942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:56.678947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:57.262118] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.88% | Symbol ETA: 8.4s | Global ETA: 1m 54s [2025-11-22T03:18:57.263536] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:57.263608] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:57.264446] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:57.266042] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:57.270053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:57.854286] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 7.8s | Global ETA: 1m 54s [2025-11-22T03:18:57.855185] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:57.855246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:57.856068] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:57.857685] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:57.861509] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:58.440347] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.31% | Symbol ETA: 7.2s | Global ETA: 1m 54s [2025-11-22T03:18:58.441271] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:58.441358] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:58.442211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:58.443862] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:58.448019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:59.023326] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.22% | Symbol ETA: 6.6s | Global ETA: 1m 54s [2025-11-22T03:18:59.024221] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:59.024282] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:59.025110] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:59.026692] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:59.030626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:18:59.600357] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.56% | Symbol ETA: 6.0s | Global ETA: 1m 54s [2025-11-22T03:18:59.601254] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:18:59.601315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:18:59.602146] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:18:59.603737] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:18:59.607684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:00.193293] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.14% | Symbol ETA: 5.4s | Global ETA: 1m 54s [2025-11-22T03:19:00.194245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:00.194309] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:00.195195] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:00.196913] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:19:00.201094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:00.780161] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 4.8s | Global ETA: 1m 54s [2025-11-22T03:19:00.782245] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:00.782317] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:00.783466] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:00.785483] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:19:00.790029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:01.392216] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -1.01% | Symbol ETA: 4.3s | Global ETA: 1m 54s [2025-11-22T03:19:01.393293] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:01.393359] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:01.394304] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:01.396044] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:19:01.400573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:02.042265] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.83% | Symbol ETA: 3.7s | Global ETA: 1m 54s [2025-11-22T03:19:02.043369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:02.043438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:02.044356] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:02.046135] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:19:02.050392] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:02.660856] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.90% | Symbol ETA: 3.1s | Global ETA: 1m 54s [2025-11-22T03:19:02.840081] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.88%, Actual: 1.62% [2025-11-22T03:19:03.016324] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.26%, Actual: 1.04% [2025-11-22T03:19:03.191854] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.31%, Actual: 0.20% [2025-11-22T03:19:03.365529] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.22%, Actual: 2.29% [2025-11-22T03:19:03.542091] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.56%, Actual: 0.32% [2025-11-22T03:19:03.717032] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.14%, Actual: 1.55% [2025-11-22T03:19:03.902598] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.69%, Actual: 1.56% [2025-11-22T03:19:04.077613] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -1.01%, Actual: 1.79% [2025-11-22T03:19:04.265659] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.83%, Actual: 0.06% [2025-11-22T03:19:04.442035] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.90%, Actual: 3.13% [2025-11-22T03:19:04.442388] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 36.0175% [2025-11-22T03:19:04.442558] [INFO ] [main ] KREF: DISCARDED add_range_volume_efficiency_refinements (score: 36.02%) [2025-11-22T03:19:04.442614] [INFO ] [main ] KREF: Testing feature 39/53: add_regime [2025-11-22T03:19:04.442667] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_regime'] [2025-11-22T03:19:04.442712] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:04.457311] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:04.458948] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:04.459012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:04.459996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:04.461656] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:04.478475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:05.094071] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.89% | Symbol ETA: 8.6s | Global ETA: 1m 54s [2025-11-22T03:19:05.095235] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:05.095320] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:05.096255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:05.097943] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:05.115905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:05.724662] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.91% | Symbol ETA: 7.9s | Global ETA: 1m 54s [2025-11-22T03:19:05.725731] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:05.725796] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:05.726694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:05.728394] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:05.745860] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:06.368008] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.19% | Symbol ETA: 7.3s | Global ETA: 1m 54s [2025-11-22T03:19:06.368933] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:06.368995] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:06.369838] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:06.371419] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:06.387199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:06.995807] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.04% | Symbol ETA: 6.7s | Global ETA: 1m 54s [2025-11-22T03:19:06.996892] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:06.996958] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:06.997919] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:06.999611] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:07.017707] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:07.624046] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -1.22% | Symbol ETA: 6.0s | Global ETA: 1m 54s [2025-11-22T03:19:07.625112] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:07.625178] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:07.626110] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:07.627838] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:07.645058] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:08.246193] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.82% | Symbol ETA: 5.4s | Global ETA: 1m 54s [2025-11-22T03:19:08.247329] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:08.247396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:08.248391] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:08.250098] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:08.268024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:08.879249] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 1.23% | Symbol ETA: 4.8s | Global ETA: 1m 54s [2025-11-22T03:19:08.880171] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:08.880233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:08.881065] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:08.882604] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:08.898721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:09.471519] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.10% | Symbol ETA: 4.1s | Global ETA: 1m 54s [2025-11-22T03:19:09.472426] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:09.472488] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:09.473316] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:09.474908] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:09.490853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:10.070089] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.02% | Symbol ETA: 3.5s | Global ETA: 1m 55s [2025-11-22T03:19:10.071007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:10.071069] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:10.071909] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:10.073510] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:19:10.090320] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:10.673754] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.87% | Symbol ETA: 2.9s | Global ETA: 1m 55s [2025-11-22T03:19:10.845623] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.89%, Actual: 1.62% [2025-11-22T03:19:11.012660] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.91%, Actual: 1.04% [2025-11-22T03:19:11.179392] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.19%, Actual: 0.20% [2025-11-22T03:19:11.346717] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.04%, Actual: 2.29% [2025-11-22T03:19:11.515500] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -1.22%, Actual: 0.32% [2025-11-22T03:19:11.684024] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.82%, Actual: 1.55% [2025-11-22T03:19:11.851701] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 1.23%, Actual: 1.56% [2025-11-22T03:19:12.020130] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.10%, Actual: 1.79% [2025-11-22T03:19:12.186337] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.02%, Actual: 0.06% [2025-11-22T03:19:12.352639] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.87%, Actual: 3.13% [2025-11-22T03:19:12.352859] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 40.7148% [2025-11-22T03:19:12.352943] [INFO ] [main ] KREF: DISCARDED add_regime (score: 40.71%) [2025-11-22T03:19:12.352986] [INFO ] [main ] KREF: Testing feature 40/53: add_regime_flags [2025-11-22T03:19:12.353017] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_regime_flags'] [2025-11-22T03:19:12.353050] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:12.365381] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:12.366581] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:12.366664] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:12.367611] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:12.369254] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:12.370263] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:12.945473] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.11% | Symbol ETA: 7.8s | Global ETA: 1m 55s [2025-11-22T03:19:12.946368] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:12.946429] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:12.947259] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:12.948865] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:12.949911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:13.523820] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 7.3s | Global ETA: 1m 55s [2025-11-22T03:19:13.524744] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:13.524811] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:13.525693] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:13.527332] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:13.528417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:14.112575] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 6.7s | Global ETA: 1m 55s [2025-11-22T03:19:14.113541] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:14.113603] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:14.114475] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:14.116126] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:14.117337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:14.714777] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.92% | Symbol ETA: 6.2s | Global ETA: 1m 55s [2025-11-22T03:19:14.715734] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:14.715825] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:14.716711] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:14.718406] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:14.719466] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:15.345332] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.53% | Symbol ETA: 5.6s | Global ETA: 1m 55s [2025-11-22T03:19:15.346730] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:15.346840] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:15.348020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:15.349888] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:15.351204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:16.125077] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 1.91% | Symbol ETA: 5.1s | Global ETA: 1m 55s [2025-11-22T03:19:16.126167] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:16.126243] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:16.127172] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:16.128988] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:16.130177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:16.728053] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.65% | Symbol ETA: 4.5s | Global ETA: 1m 55s [2025-11-22T03:19:16.728969] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:16.729084] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:16.729916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:16.731481] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:16.732485] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:17.308760] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.88% | Symbol ETA: 3.9s | Global ETA: 1m 55s [2025-11-22T03:19:17.309691] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:17.309752] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:17.310568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:17.312162] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:17.313217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:17.890141] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 3.3s | Global ETA: 1m 55s [2025-11-22T03:19:17.891044] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:17.891106] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:17.891939] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:17.893501] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:17.894502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:18.464073] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: 0.06% | Symbol ETA: 2.6s | Global ETA: 1m 55s [2025-11-22T03:19:18.632781] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.11%, Actual: 1.62% [2025-11-22T03:19:18.800975] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 1.04% [2025-11-22T03:19:18.971038] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.53%, Actual: 0.20% [2025-11-22T03:19:19.138250] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.92%, Actual: 2.29% [2025-11-22T03:19:19.304250] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.53%, Actual: 0.32% [2025-11-22T03:19:19.471266] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 1.91%, Actual: 1.55% [2025-11-22T03:19:19.638699] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.65%, Actual: 1.56% [2025-11-22T03:19:19.808436] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.88%, Actual: 1.79% [2025-11-22T03:19:19.975982] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.06% [2025-11-22T03:19:20.143942] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: 0.06%, Actual: 3.13% [2025-11-22T03:19:20.144142] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 50.9696% [2025-11-22T03:19:20.144260] [INFO ] [main ] KREF: DISCARDED add_regime_flags (score: 50.97%) [2025-11-22T03:19:20.144310] [INFO ] [main ] KREF: Testing feature 41/53: add_return_volume_nonlinearity_proxies [2025-11-22T03:19:20.144343] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies'] [2025-11-22T03:19:20.144378] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:20.156702] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:20.157950] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:20.158035] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:20.158902] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:20.160548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:20.162371] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:20.162852] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:20.163866] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:20.165467] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:20.166508] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:20.167191] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:20.757065] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.26% | Symbol ETA: 7.7s | Global ETA: 1m 55s [2025-11-22T03:19:20.758029] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:20.758108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:20.758954] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:20.760550] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:20.762318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:20.762796] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:20.763784] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:20.765397] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:20.766457] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:20.767135] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:21.345413] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.84% | Symbol ETA: 7.1s | Global ETA: 1m 55s [2025-11-22T03:19:21.346350] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:21.346415] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:21.347249] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:21.348894] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:21.350690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:21.351143] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:21.352128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:21.353753] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:21.354777] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:21.355437] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:21.942114] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.29% | Symbol ETA: 6.5s | Global ETA: 1m 55s [2025-11-22T03:19:21.943014] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:21.943078] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:21.943938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:21.945536] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:21.947292] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:21.947785] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:21.948818] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:21.950424] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:21.951505] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:21.952179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:22.531080] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.75% | Symbol ETA: 5.9s | Global ETA: 1m 55s [2025-11-22T03:19:22.531973] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:22.532039] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:22.532876] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:22.534441] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:22.536201] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:22.536786] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:22.537797] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:22.539419] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:22.540497] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:22.541174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:23.118143] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.62% | Symbol ETA: 5.3s | Global ETA: 1m 55s [2025-11-22T03:19:23.119044] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:23.119108] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:23.119938] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:23.121544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:23.123312] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:23.123789] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:23.124798] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:23.126387] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:23.127436] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:23.128152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:23.710347] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 4.7s | Global ETA: 1m 55s [2025-11-22T03:19:23.711246] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:23.711310] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:23.712179] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:23.713767] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:23.715525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:23.716002] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:23.717000] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:23.718604] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:23.719705] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:23.720374] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:24.303094] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 4.1s | Global ETA: 1m 55s [2025-11-22T03:19:24.304001] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:24.304076] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:24.304942] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:24.306522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:24.308332] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:24.308827] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:24.309860] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:24.311446] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:24.312489] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:24.313174] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:24.901966] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 2.10% | Symbol ETA: 3.5s | Global ETA: 1m 55s [2025-11-22T03:19:24.902897] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:24.902985] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:24.903884] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:24.905525] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:24.907363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:24.907906] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:24.908992] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:24.910684] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:24.911753] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:24.912444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:25.555595] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.61% | Symbol ETA: 2.9s | Global ETA: 1m 55s [2025-11-22T03:19:25.556496] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:19:25.556561] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:25.557380] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:25.558991] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:25.560777] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:19:25.561229] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:19:25.562216] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:19:25.563863] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:19:25.564889] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:19:25.565542] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:26.141106] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.47% | Symbol ETA: 2.3s | Global ETA: 1m 55s [2025-11-22T03:19:26.312136] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.26%, Actual: 1.62% [2025-11-22T03:19:26.477755] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 1.04% [2025-11-22T03:19:26.644608] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.29%, Actual: 0.20% [2025-11-22T03:19:26.812993] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.75%, Actual: 2.29% [2025-11-22T03:19:26.978583] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.62%, Actual: 0.32% [2025-11-22T03:19:27.147006] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.55% [2025-11-22T03:19:27.311465] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.38%, Actual: 1.56% [2025-11-22T03:19:27.477224] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 2.10%, Actual: 1.79% [2025-11-22T03:19:27.646478] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.61%, Actual: 0.06% [2025-11-22T03:19:27.814540] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.47%, Actual: 3.13% [2025-11-22T03:19:27.814816] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 42.5144% [2025-11-22T03:19:27.814936] [INFO ] [main ] KREF: DISCARDED add_return_volume_nonlinearity_proxies (score: 42.51%) [2025-11-22T03:19:27.815008] [INFO ] [main ] KREF: Testing feature 42/53: add_shelf_lag [2025-11-22T03:19:27.815067] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_shelf_lag'] [2025-11-22T03:19:27.815167] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:27.831077] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:27.832839] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:27.832929] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:27.834272] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:27.836639] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:27.838199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:28.517007] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: 0.87% | Symbol ETA: 8.2s | Global ETA: 1m 55s [2025-11-22T03:19:28.518594] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:28.518793] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:28.519799] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:28.521442] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:28.522822] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:29.174712] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -1.27% | Symbol ETA: 7.4s | Global ETA: 1m 55s [2025-11-22T03:19:29.175716] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:29.175777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:29.176601] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:29.178281] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:29.179415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:29.826393] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.79% | Symbol ETA: 6.7s | Global ETA: 1m 55s [2025-11-22T03:19:29.827287] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:29.827348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:29.828211] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:29.829862] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:29.831044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:30.483596] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 1.87% | Symbol ETA: 6.0s | Global ETA: 1m 55s [2025-11-22T03:19:30.484557] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:30.484619] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:30.485486] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:30.487129] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:30.488365] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:31.130245] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -2.80% | Symbol ETA: 5.4s | Global ETA: 1m 55s [2025-11-22T03:19:31.131146] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:31.131208] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:31.132041] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:31.133630] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:31.134784] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:31.775342] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.47% | Symbol ETA: 4.7s | Global ETA: 1m 55s [2025-11-22T03:19:31.776227] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:31.776289] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:31.777118] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:31.778773] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:31.779899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:32.425247] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 4.0s | Global ETA: 1m 55s [2025-11-22T03:19:32.426143] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:32.426205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:32.427067] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:32.428705] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:32.429908] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:33.074267] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.82% | Symbol ETA: 3.4s | Global ETA: 1m 55s [2025-11-22T03:19:33.075215] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:33.075277] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:33.076115] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:33.077728] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:33.078873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:33.726471] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 2.7s | Global ETA: 1m 55s [2025-11-22T03:19:33.727369] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:33.727446] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:33.728273] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:33.729876] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:19:33.730996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:34.372378] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: 0.28% | Symbol ETA: 2.1s | Global ETA: 1m 55s [2025-11-22T03:19:34.539590] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: 0.87%, Actual: 1.62% [2025-11-22T03:19:34.705457] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -1.27%, Actual: 1.04% [2025-11-22T03:19:34.875106] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.79%, Actual: 0.20% [2025-11-22T03:19:35.041296] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 1.87%, Actual: 2.29% [2025-11-22T03:19:35.206399] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -2.80%, Actual: 0.32% [2025-11-22T03:19:35.374385] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.47%, Actual: 1.55% [2025-11-22T03:19:35.545952] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.46%, Actual: 1.56% [2025-11-22T03:19:35.723773] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.82%, Actual: 1.79% [2025-11-22T03:19:35.892916] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.06% [2025-11-22T03:19:36.062516] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: 0.28%, Actual: 3.13% [2025-11-22T03:19:36.062764] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.0079% [2025-11-22T03:19:36.062871] [INFO ] [main ] KREF: DISCARDED add_shelf_lag (score: 37.01%) [2025-11-22T03:19:36.062926] [INFO ] [main ] KREF: Testing feature 43/53: add_signed_carry_history_11 [2025-11-22T03:19:36.062960] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_signed_carry_history_11'] [2025-11-22T03:19:36.062995] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:36.076484] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:36.077815] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:36.077879] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:36.078764] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:36.080427] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:36.081886] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:36.695601] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.36% | Symbol ETA: 7.5s | Global ETA: 1m 55s [2025-11-22T03:19:36.696743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:36.696841] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:36.697864] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:36.699587] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:36.701084] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:37.311782] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.00% | Symbol ETA: 6.9s | Global ETA: 1m 55s [2025-11-22T03:19:37.312680] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:37.312741] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:37.313546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:37.315139] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:37.316483] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:37.899957] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.54% | Symbol ETA: 6.2s | Global ETA: 1m 55s [2025-11-22T03:19:37.900873] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:37.900933] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:37.901783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:37.903325] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:37.904693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:38.486270] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.24% | Symbol ETA: 5.6s | Global ETA: 1m 55s [2025-11-22T03:19:38.487173] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:38.487234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:38.488072] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:38.489685] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:38.491031] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:39.079941] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 5.0s | Global ETA: 1m 55s [2025-11-22T03:19:39.080865] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:39.080928] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:39.081810] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:39.083505] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:39.084956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:39.687547] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.78% | Symbol ETA: 4.4s | Global ETA: 1m 55s [2025-11-22T03:19:39.689086] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:39.689154] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:39.690092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:39.691789] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:39.693462] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:40.311331] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.62% | Symbol ETA: 3.8s | Global ETA: 1m 55s [2025-11-22T03:19:40.312279] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:40.312343] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:40.313231] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:40.314903] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:40.316377] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:40.901475] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 3.2s | Global ETA: 1m 55s [2025-11-22T03:19:40.902357] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:40.902418] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:40.903255] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:40.904848] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:40.906198] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:41.471512] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.58% | Symbol ETA: 2.6s | Global ETA: 1m 55s [2025-11-22T03:19:41.472391] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:41.472451] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:41.473287] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:41.474886] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:19:41.476238] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:42.061176] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -2.34% | Symbol ETA: 2.0s | Global ETA: 1m 55s [2025-11-22T03:19:42.235121] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.36%, Actual: 1.62% [2025-11-22T03:19:42.403337] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.00%, Actual: 1.04% [2025-11-22T03:19:42.577765] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.54%, Actual: 0.20% [2025-11-22T03:19:42.749409] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.24%, Actual: 2.29% [2025-11-22T03:19:42.919842] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.54%, Actual: 0.32% [2025-11-22T03:19:43.086449] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.78%, Actual: 1.55% [2025-11-22T03:19:43.251065] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.62%, Actual: 1.56% [2025-11-22T03:19:43.416740] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.39%, Actual: 1.79% [2025-11-22T03:19:43.585788] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.58%, Actual: 0.06% [2025-11-22T03:19:43.752593] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 3.13% [2025-11-22T03:19:43.752958] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 34.8887% [2025-11-22T03:19:43.753041] [INFO ] [main ] KREF: DISCARDED add_signed_carry_history_11 (score: 34.89%) [2025-11-22T03:19:43.753086] [INFO ] [main ] KREF: Testing feature 44/53: add_sma_ratio [2025-11-22T03:19:43.753118] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_sma_ratio'] [2025-11-22T03:19:43.753153] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:43.765398] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:43.766617] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:43.766698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:43.767568] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:43.769177] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:43.769975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:44.343557] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 6.8s | Global ETA: 1m 55s [2025-11-22T03:19:44.344637] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:44.344729] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:44.345787] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:44.347673] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:44.348621] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:44.939268] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.23% | Symbol ETA: 6.3s | Global ETA: 1m 55s [2025-11-22T03:19:44.940625] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:44.940715] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:44.941523] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:44.943124] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:44.943872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:45.516825] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.67% | Symbol ETA: 5.7s | Global ETA: 1m 55s [2025-11-22T03:19:45.517786] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:45.517849] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:45.518738] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:45.520431] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:45.521196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:46.093740] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.37% | Symbol ETA: 5.1s | Global ETA: 1m 55s [2025-11-22T03:19:46.094669] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:46.094733] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:46.095561] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:46.097222] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:46.098036] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:46.672561] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 4.5s | Global ETA: 1m 55s [2025-11-22T03:19:46.673437] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:46.673499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:46.674337] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:46.675935] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:46.676670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:47.247204] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.40% | Symbol ETA: 3.9s | Global ETA: 1m 55s [2025-11-22T03:19:47.248113] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:47.248174] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:47.249037] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:47.250602] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:47.251340] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:47.816207] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 1.05% | Symbol ETA: 3.3s | Global ETA: 1m 55s [2025-11-22T03:19:47.817111] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:47.817173] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:47.818021] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:47.819593] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:47.820337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:48.390543] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 2.8s | Global ETA: 1m 55s [2025-11-22T03:19:48.391444] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:48.391505] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:48.392363] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:48.393954] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:48.394690] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:48.992734] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 1.52% | Symbol ETA: 2.2s | Global ETA: 1m 55s [2025-11-22T03:19:48.993700] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:48.993768] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:48.994605] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:48.996388] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:19:48.997168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:49.605634] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.54% | Symbol ETA: 1.6s | Global ETA: 1m 55s [2025-11-22T03:19:49.802157] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 1.62% [2025-11-22T03:19:49.997887] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 1.04% [2025-11-22T03:19:50.181679] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.67%, Actual: 0.20% [2025-11-22T03:19:50.350661] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.37%, Actual: 2.29% [2025-11-22T03:19:50.516677] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.62%, Actual: 0.32% [2025-11-22T03:19:50.683636] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.40%, Actual: 1.55% [2025-11-22T03:19:50.856630] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 1.05%, Actual: 1.56% [2025-11-22T03:19:51.024099] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.44%, Actual: 1.79% [2025-11-22T03:19:51.195862] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 1.52%, Actual: 0.06% [2025-11-22T03:19:51.362347] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.54%, Actual: 3.13% [2025-11-22T03:19:51.362587] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 35.2431% [2025-11-22T03:19:51.362704] [INFO ] [main ] KREF: DISCARDED add_sma_ratio (score: 35.24%) [2025-11-22T03:19:51.362754] [INFO ] [main ] KREF: Testing feature 45/53: add_true_range [2025-11-22T03:19:51.362789] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_true_range'] [2025-11-22T03:19:51.362846] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:51.374260] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:51.375443] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:51.375506] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:51.376405] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:51.378100] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:51.379940] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:51.959133] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.46% | Symbol ETA: 6.6s | Global ETA: 1m 55s [2025-11-22T03:19:51.960092] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:51.960155] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:51.961107] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:51.962763] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:51.964551] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:52.567675] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 6.2s | Global ETA: 1m 55s [2025-11-22T03:19:52.568611] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:52.568698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:52.569536] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:52.571230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:52.573062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:53.153311] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 2.36% | Symbol ETA: 5.5s | Global ETA: 1m 55s [2025-11-22T03:19:53.154243] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:53.154305] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:53.155203] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:53.156890] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:53.158758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:53.744299] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 4.9s | Global ETA: 1m 55s [2025-11-22T03:19:53.745212] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:53.745272] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:53.746151] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:53.747774] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:53.749541] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:54.343899] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.29% | Symbol ETA: 4.4s | Global ETA: 1m 55s [2025-11-22T03:19:54.344809] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:54.344870] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:54.345732] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:54.347307] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:54.349128] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:54.915123] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.90% | Symbol ETA: 3.7s | Global ETA: 1m 55s [2025-11-22T03:19:54.916025] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:54.916086] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:54.916916] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:54.918544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:54.920309] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:55.506317] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 3.2s | Global ETA: 1m 55s [2025-11-22T03:19:55.507228] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:55.507291] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:55.508201] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:55.509825] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:55.511601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:56.085873] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 2.6s | Global ETA: 1m 55s [2025-11-22T03:19:56.086803] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:56.086865] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:56.087784] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:56.089400] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:56.091206] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:56.667387] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.56% | Symbol ETA: 2.0s | Global ETA: 1m 55s [2025-11-22T03:19:56.668376] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:56.668440] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:56.669347] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:56.671003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:19:56.672824] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:57.238392] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.32% | Symbol ETA: 1.4s | Global ETA: 1m 55s [2025-11-22T03:19:57.409484] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.46%, Actual: 1.62% [2025-11-22T03:19:57.577546] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 1.04% [2025-11-22T03:19:57.744385] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 2.36%, Actual: 0.20% [2025-11-22T03:19:57.912134] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.32%, Actual: 2.29% [2025-11-22T03:19:58.084069] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.29%, Actual: 0.32% [2025-11-22T03:19:58.258510] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.90%, Actual: 1.55% [2025-11-22T03:19:58.428678] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 1.01%, Actual: 1.56% [2025-11-22T03:19:58.599442] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 1.06%, Actual: 1.79% [2025-11-22T03:19:58.774379] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.56%, Actual: 0.06% [2025-11-22T03:19:58.948927] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.32%, Actual: 3.13% [2025-11-22T03:19:58.949137] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 40.1047% [2025-11-22T03:19:58.949246] [INFO ] [main ] KREF: DISCARDED add_true_range (score: 40.10%) [2025-11-22T03:19:58.949292] [INFO ] [main ] KREF: Testing feature 46/53: add_vol_of_vol [2025-11-22T03:19:58.949325] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_vol_of_vol'] [2025-11-22T03:19:58.949362] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:19:58.960937] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:19:58.962246] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:58.962309] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:58.963183] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:58.964877] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:19:58.966067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:19:59.556218] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.30% | Symbol ETA: 6.5s | Global ETA: 1m 55s [2025-11-22T03:19:59.557251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:19:59.557315] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:19:59.558220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:19:59.559941] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:19:59.561208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:00.150271] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 5.9s | Global ETA: 1m 55s [2025-11-22T03:20:00.151396] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:00.151459] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:00.152476] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:00.154318] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:00.155405] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:00.725727] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.16% | Symbol ETA: 5.3s | Global ETA: 1m 55s [2025-11-22T03:20:00.726587] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:00.726669] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:00.727501] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:00.729180] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:00.730253] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:01.312712] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 4.7s | Global ETA: 1m 55s [2025-11-22T03:20:01.313589] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:01.313680] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:01.314505] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:01.316107] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:01.317182] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:01.939892] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -1.55% | Symbol ETA: 4.2s | Global ETA: 1m 55s [2025-11-22T03:20:01.940885] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:01.940949] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:01.941873] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:01.943532] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:01.944834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:02.733451] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 3.7s | Global ETA: 1m 55s [2025-11-22T03:20:02.735253] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:02.735332] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:02.736552] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:02.738814] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:02.740315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:03.438720] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 3.1s | Global ETA: 1m 55s [2025-11-22T03:20:03.439621] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:03.439717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:03.440550] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:03.442166] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:03.443264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:04.082631] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: -0.28% | Symbol ETA: 2.5s | Global ETA: 1m 55s [2025-11-22T03:20:04.083822] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:04.083907] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:04.085194] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:04.087608] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:04.088816] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:04.664033] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.34% | Symbol ETA: 1.8s | Global ETA: 1m 55s [2025-11-22T03:20:04.664992] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:04.665078] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:04.665994] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:04.667730] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:04.668884] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:05.266116] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.52% | Symbol ETA: 1.2s | Global ETA: 1m 55s [2025-11-22T03:20:05.436889] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.30%, Actual: 1.62% [2025-11-22T03:20:05.604697] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.34%, Actual: 1.04% [2025-11-22T03:20:05.776490] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.16%, Actual: 0.20% [2025-11-22T03:20:05.945949] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.05%, Actual: 2.29% [2025-11-22T03:20:06.116315] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -1.55%, Actual: 0.32% [2025-11-22T03:20:06.289616] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.20%, Actual: 1.55% [2025-11-22T03:20:06.458714] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.44%, Actual: 1.56% [2025-11-22T03:20:06.637464] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.28%, Actual: 1.79% [2025-11-22T03:20:06.807891] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.34%, Actual: 0.06% [2025-11-22T03:20:06.985098] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.52%, Actual: 3.13% [2025-11-22T03:20:06.985367] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 32.3411% [2025-11-22T03:20:06.985457] [INFO ] [main ] KREF: DISCARDED add_vol_of_vol (score: 32.34%) [2025-11-22T03:20:06.985505] [INFO ] [main ] KREF: Testing feature 47/53: add_volatility_decay_ratio [2025-11-22T03:20:06.985541] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_volatility_decay_ratio'] [2025-11-22T03:20:06.985579] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:06.998311] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:06.999704] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:06.999770] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:07.000666] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:07.002361] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:07.003544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:07.595614] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.97% | Symbol ETA: 6.4s | Global ETA: 1m 56s [2025-11-22T03:20:07.596691] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:07.596756] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:07.597688] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:07.599346] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:07.600515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:08.228843] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 6.0s | Global ETA: 1m 56s [2025-11-22T03:20:08.229967] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:08.230038] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:08.230958] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:08.232582] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:08.233760] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:08.859414] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.08% | Symbol ETA: 5.4s | Global ETA: 1m 56s [2025-11-22T03:20:08.860526] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:08.860620] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:08.861580] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:08.863340] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:08.864670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:09.492134] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.02% | Symbol ETA: 4.8s | Global ETA: 1m 56s [2025-11-22T03:20:09.493281] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:09.493348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:09.494312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:09.496035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:09.497219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:10.114943] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: 0.23% | Symbol ETA: 4.2s | Global ETA: 1m 56s [2025-11-22T03:20:10.116251] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:10.116319] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:10.117713] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:10.119560] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:10.120783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:10.735009] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: 0.92% | Symbol ETA: 3.5s | Global ETA: 1m 56s [2025-11-22T03:20:10.736196] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:10.736266] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:10.737256] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:10.739031] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:10.740274] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:11.447295] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -0.37% | Symbol ETA: 3.0s | Global ETA: 1m 56s [2025-11-22T03:20:11.448934] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:11.449012] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:11.450220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:11.452414] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:11.453914] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:12.116075] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 2.3s | Global ETA: 1m 56s [2025-11-22T03:20:12.117172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:12.117238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:12.118238] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:12.119956] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:12.121211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:12.714453] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 1.7s | Global ETA: 1m 56s [2025-11-22T03:20:12.715385] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:12.715466] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:12.716355] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:12.718043] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:20:12.719205] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:13.297631] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 1.0s | Global ETA: 1m 56s [2025-11-22T03:20:13.466602] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.97%, Actual: 1.62% [2025-11-22T03:20:13.634201] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.11%, Actual: 1.04% [2025-11-22T03:20:13.802944] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.08%, Actual: 0.20% [2025-11-22T03:20:13.972333] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.02%, Actual: 2.29% [2025-11-22T03:20:14.141442] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: 0.23%, Actual: 0.32% [2025-11-22T03:20:14.307960] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.92%, Actual: 1.55% [2025-11-22T03:20:14.473503] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -0.37%, Actual: 1.56% [2025-11-22T03:20:14.692540] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.50%, Actual: 1.79% [2025-11-22T03:20:14.862436] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.06% [2025-11-22T03:20:15.026923] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.58%, Actual: 3.13% [2025-11-22T03:20:15.027128] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 31.3117% [2025-11-22T03:20:15.027241] [INFO ] [main ] KREF: DISCARDED add_volatility_decay_ratio (score: 31.31%) [2025-11-22T03:20:15.027290] [INFO ] [main ] KREF: Testing feature 48/53: add_volatility_state_percentiles [2025-11-22T03:20:15.027323] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles'] [2025-11-22T03:20:15.027357] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:15.039634] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:15.040846] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:15.040909] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:15.041767] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:15.043351] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:15.045124] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:15.045593] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:15.046693] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:15.048712] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:15.621571] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.08% | Symbol ETA: 6.1s | Global ETA: 1m 56s [2025-11-22T03:20:15.622521] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:15.622586] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:15.623439] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:15.625035] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:15.626864] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:15.627328] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:15.628399] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:15.630383] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:16.211498] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.41% | Symbol ETA: 5.5s | Global ETA: 1m 56s [2025-11-22T03:20:16.212403] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:16.212497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:16.213379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:16.214983] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:16.216778] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:16.217261] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:16.218367] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:16.220367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:16.816445] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 5.0s | Global ETA: 1m 56s [2025-11-22T03:20:16.817369] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:16.817452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:16.818306] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:16.819886] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:16.821622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:16.822102] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:16.823149] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:16.825243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:17.403559] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.90% | Symbol ETA: 4.4s | Global ETA: 1m 56s [2025-11-22T03:20:17.404448] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:17.404511] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:17.405379] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:17.406976] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:17.408765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:17.409214] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:17.410302] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:17.412270] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:17.996169] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.80% | Symbol ETA: 3.8s | Global ETA: 1m 56s [2025-11-22T03:20:17.997054] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:17.997118] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:17.998189] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:18.000164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:18.002088] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:18.002544] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:18.003837] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:18.005833] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:18.585138] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -1.64% | Symbol ETA: 3.2s | Global ETA: 1m 56s [2025-11-22T03:20:18.586040] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:18.586103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:18.586966] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:18.588552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:18.590309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:18.590794] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:18.591841] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:18.593831] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:19.171820] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 1.08% | Symbol ETA: 2.6s | Global ETA: 1m 56s [2025-11-22T03:20:19.172712] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:19.172775] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:19.173579] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:19.175186] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:19.176917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:19.177367] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:19.178448] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:19.180433] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:19.756589] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.04% | Symbol ETA: 2.0s | Global ETA: 1m 56s [2025-11-22T03:20:19.757506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:19.757570] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:19.758425] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:19.760063] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:19.761824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:19.762274] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:19.763329] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:19.765384] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:20.381515] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.08% | Symbol ETA: 1.4s | Global ETA: 1m 56s [2025-11-22T03:20:20.382987] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:20:20.383054] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:20.383993] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:20.385704] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:20:20.387706] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:20:20.388199] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:20:20.389379] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:20:20.391683] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:20.993083] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.34% | Symbol ETA: 0.9s | Global ETA: 1m 56s [2025-11-22T03:20:21.158507] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.08%, Actual: 1.62% [2025-11-22T03:20:21.324268] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.41%, Actual: 1.04% [2025-11-22T03:20:21.491243] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: -0.23%, Actual: 0.20% [2025-11-22T03:20:21.664835] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.90%, Actual: 2.29% [2025-11-22T03:20:21.837595] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.80%, Actual: 0.32% [2025-11-22T03:20:22.017610] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -1.64%, Actual: 1.55% [2025-11-22T03:20:22.184391] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 1.08%, Actual: 1.56% [2025-11-22T03:20:22.351875] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.04%, Actual: 1.79% [2025-11-22T03:20:22.525278] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.06% [2025-11-22T03:20:22.693395] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.34%, Actual: 3.13% [2025-11-22T03:20:22.693744] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 45.4308% [2025-11-22T03:20:22.693838] [INFO ] [main ] KREF: DISCARDED add_volatility_state_percentiles (score: 45.43%) [2025-11-22T03:20:22.693880] [INFO ] [main ] KREF: Testing feature 49/53: add_volume_dispersion [2025-11-22T03:20:22.693911] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_volume_dispersion'] [2025-11-22T03:20:22.693944] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:22.708039] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:22.709563] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:22.709631] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:22.710546] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:22.712245] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:22.713845] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:23.315193] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.08% | Symbol ETA: 6.1s | Global ETA: 1m 56s [2025-11-22T03:20:23.316163] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:23.316238] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:23.317153] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:23.318824] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:23.320352] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:23.928233] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.95% | Symbol ETA: 5.5s | Global ETA: 1m 56s [2025-11-22T03:20:23.929156] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:23.929218] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:23.930119] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:23.931767] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:23.933194] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:24.526108] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.87% | Symbol ETA: 4.9s | Global ETA: 1m 56s [2025-11-22T03:20:24.526997] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:24.527058] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:24.527948] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:24.529698] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:24.531132] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:25.117248] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -1.43% | Symbol ETA: 4.3s | Global ETA: 1m 56s [2025-11-22T03:20:25.118184] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:25.118246] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:25.119104] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:25.120745] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:25.122111] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:25.697713] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.63% | Symbol ETA: 3.6s | Global ETA: 1m 56s [2025-11-22T03:20:25.698603] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:25.698705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:25.699528] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:25.701128] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:25.702525] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:26.277166] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.83% | Symbol ETA: 3.0s | Global ETA: 1m 56s [2025-11-22T03:20:26.278105] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:26.278167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:26.279031] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:26.280625] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:26.282041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:26.849177] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 1.14% | Symbol ETA: 2.4s | Global ETA: 1m 56s [2025-11-22T03:20:26.850101] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:26.850165] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:26.851013] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:26.852606] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:26.854043] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:27.427485] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 1.8s | Global ETA: 1m 56s [2025-11-22T03:20:27.428413] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:27.428475] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:27.429298] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:27.430923] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:27.432324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:28.007593] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.35% | Symbol ETA: 1.2s | Global ETA: 1m 56s [2025-11-22T03:20:28.008490] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:28.008581] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:28.009451] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:28.011069] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:20:28.012486] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:28.588064] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -1.92% | Symbol ETA: 0.6s | Global ETA: 1m 56s [2025-11-22T03:20:28.758281] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.08%, Actual: 1.62% [2025-11-22T03:20:28.924511] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.95%, Actual: 1.04% [2025-11-22T03:20:29.093079] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 0.20% [2025-11-22T03:20:29.262670] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -1.43%, Actual: 2.29% [2025-11-22T03:20:29.431203] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.63%, Actual: 0.32% [2025-11-22T03:20:29.602330] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.83%, Actual: 1.55% [2025-11-22T03:20:29.806610] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 1.14%, Actual: 1.56% [2025-11-22T03:20:29.981156] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.41%, Actual: 1.79% [2025-11-22T03:20:30.151763] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.35%, Actual: 0.06% [2025-11-22T03:20:30.316022] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -1.92%, Actual: 3.13% [2025-11-22T03:20:30.316230] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 50.3093% [2025-11-22T03:20:30.316308] [INFO ] [main ] KREF: DISCARDED add_volume_dispersion (score: 50.31%) [2025-11-22T03:20:30.316400] [INFO ] [main ] KREF: Testing feature 50/53: add_volume_flow_differentials [2025-11-22T03:20:30.316435] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_volume_flow_differentials'] [2025-11-22T03:20:30.316468] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:30.327622] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:30.328794] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:30.328855] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:30.329694] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:30.331284] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:30.334040] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:30.913576] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -1.38% | Symbol ETA: 5.7s | Global ETA: 1m 56s [2025-11-22T03:20:30.914499] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:30.914560] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:30.915390] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:30.916993] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:30.919837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:31.492745] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 1.03% | Symbol ETA: 5.1s | Global ETA: 1m 56s [2025-11-22T03:20:31.493608] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:31.493695] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:31.494502] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:31.496108] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:31.498969] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:32.080191] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.40% | Symbol ETA: 4.6s | Global ETA: 1m 56s [2025-11-22T03:20:32.081091] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:32.081152] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:32.081985] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:32.083577] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:32.086328] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:32.673810] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.05% | Symbol ETA: 4.0s | Global ETA: 1m 56s [2025-11-22T03:20:32.674692] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:32.674753] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:32.675577] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:32.677190] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:32.680008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:33.257008] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.60% | Symbol ETA: 3.4s | Global ETA: 1m 56s [2025-11-22T03:20:33.258017] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:33.258093] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:33.258996] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:33.260728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:33.263588] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:33.847135] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 2.8s | Global ETA: 1m 56s [2025-11-22T03:20:33.848084] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:33.848146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:33.849020] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:33.850615] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:33.853334] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:34.438561] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.94% | Symbol ETA: 2.2s | Global ETA: 1m 56s [2025-11-22T03:20:34.439458] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:34.439523] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:34.440364] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:34.442007] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:34.444801] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:35.018744] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.19% | Symbol ETA: 1.6s | Global ETA: 1m 56s [2025-11-22T03:20:35.019627] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:35.019717] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:35.020553] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:35.022163] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:35.024902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:35.622505] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.53% | Symbol ETA: 1.1s | Global ETA: 1m 56s [2025-11-22T03:20:35.623466] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:35.623569] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:35.624427] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:35.626195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:20:35.629078] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:36.247316] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -3.26% | Symbol ETA: 0.5s | Global ETA: 1m 56s [2025-11-22T03:20:36.422454] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 1.62% [2025-11-22T03:20:36.589479] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.03%, Actual: 1.04% [2025-11-22T03:20:36.756296] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.40%, Actual: 0.20% [2025-11-22T03:20:36.939143] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.05%, Actual: 2.29% [2025-11-22T03:20:37.111604] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.60%, Actual: 0.32% [2025-11-22T03:20:37.277561] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.21%, Actual: 1.55% [2025-11-22T03:20:37.445268] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.94%, Actual: 1.56% [2025-11-22T03:20:37.612861] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.19%, Actual: 1.79% [2025-11-22T03:20:37.779481] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.53%, Actual: 0.06% [2025-11-22T03:20:37.950351] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -3.26%, Actual: 3.13% [2025-11-22T03:20:37.950613] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 42.4097% [2025-11-22T03:20:37.951219] [INFO ] [main ] KREF: DISCARDED add_volume_flow_differentials (score: 42.41%) [2025-11-22T03:20:37.951268] [INFO ] [main ] KREF: Testing feature 51/53: add_volume_pressure_into_close [2025-11-22T03:20:37.951326] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_volume_pressure_into_close'] [2025-11-22T03:20:37.951364] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:37.963481] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:37.964717] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:37.964777] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:37.965595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:37.967195] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:37.968890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:38.540232] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 5.5s | Global ETA: 1m 56s [2025-11-22T03:20:38.541135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:38.541196] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:38.542052] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:38.543633] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:38.545298] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:39.119959] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: -0.98% | Symbol ETA: 4.9s | Global ETA: 1m 56s [2025-11-22T03:20:39.120853] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:39.120919] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:39.121764] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:39.123352] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:39.124995] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:39.697149] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 1.86% | Symbol ETA: 4.3s | Global ETA: 1m 56s [2025-11-22T03:20:39.698076] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:39.698137] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:39.698972] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:39.700536] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:39.702177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:40.273556] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: 0.11% | Symbol ETA: 3.8s | Global ETA: 1m 56s [2025-11-22T03:20:40.274436] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:40.274497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:40.275339] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:40.276940] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:40.278554] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:40.858512] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.06% | Symbol ETA: 3.2s | Global ETA: 1m 56s [2025-11-22T03:20:40.859400] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:40.859461] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:40.860295] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:40.861891] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:40.863534] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:41.434890] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -1.31% | Symbol ETA: 2.6s | Global ETA: 1m 56s [2025-11-22T03:20:41.435824] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:41.435898] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:41.436783] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:41.438482] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:41.440177] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:42.032147] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.49% | Symbol ETA: 2.0s | Global ETA: 1m 56s [2025-11-22T03:20:42.033086] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:42.033147] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:42.033971] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:42.035544] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:42.037407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:42.621564] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 1.29% | Symbol ETA: 1.5s | Global ETA: 1m 56s [2025-11-22T03:20:42.622452] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:42.622513] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:42.623350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:42.624954] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:42.626580] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:43.209231] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: -0.23% | Symbol ETA: 0.9s | Global ETA: 1m 56s [2025-11-22T03:20:43.210135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:43.210205] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:43.211029] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:43.212599] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:20:43.214229] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:43.784413] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: 0.53% | Symbol ETA: 0.3s | Global ETA: 1m 56s [2025-11-22T03:20:43.951722] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 1.62% [2025-11-22T03:20:44.118500] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: -0.98%, Actual: 1.04% [2025-11-22T03:20:44.293273] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 1.86%, Actual: 0.20% [2025-11-22T03:20:44.491731] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: 0.11%, Actual: 2.29% [2025-11-22T03:20:44.655859] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.06%, Actual: 0.32% [2025-11-22T03:20:44.824552] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -1.31%, Actual: 1.55% [2025-11-22T03:20:44.989570] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.49%, Actual: 1.56% [2025-11-22T03:20:45.154860] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 1.29%, Actual: 1.79% [2025-11-22T03:20:45.320172] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: -0.23%, Actual: 0.06% [2025-11-22T03:20:45.489761] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: 0.53%, Actual: 3.13% [2025-11-22T03:20:45.490044] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 36.8168% [2025-11-22T03:20:45.490137] [INFO ] [main ] KREF: DISCARDED add_volume_pressure_into_close (score: 36.82%) [2025-11-22T03:20:45.490180] [INFO ] [main ] KREF: Testing feature 52/53: add_volume_zscore [2025-11-22T03:20:45.490211] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_volume_zscore'] [2025-11-22T03:20:45.490268] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:45.502729] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:45.504035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:45.504097] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:45.504974] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:45.506576] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:45.508245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:46.078679] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.19% | Symbol ETA: 5.3s | Global ETA: 1m 56s [2025-11-22T03:20:46.079609] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:46.079698] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:46.080509] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:46.082140] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:46.083735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:46.660509] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.71% | Symbol ETA: 4.8s | Global ETA: 1m 56s [2025-11-22T03:20:46.661429] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:46.661491] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:46.662366] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:46.664029] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:46.665720] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:47.239471] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.93% | Symbol ETA: 4.2s | Global ETA: 1m 56s [2025-11-22T03:20:47.240346] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:47.240407] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:47.241293] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:47.242941] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:47.244529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:47.820846] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.06% | Symbol ETA: 3.6s | Global ETA: 1m 56s [2025-11-22T03:20:47.821762] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:47.821826] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:47.822676] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:47.824397] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:47.826147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:48.403269] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.29% | Symbol ETA: 3.0s | Global ETA: 1m 56s [2025-11-22T03:20:48.404172] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:48.404233] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:48.405103] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:48.406671] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:48.408345] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:48.978784] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.94% | Symbol ETA: 2.5s | Global ETA: 1m 56s [2025-11-22T03:20:48.979690] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:48.979779] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:48.980595] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:48.982256] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:48.983896] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:49.561411] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: 0.19% | Symbol ETA: 1.9s | Global ETA: 1m 56s [2025-11-22T03:20:49.562307] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:49.562368] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:49.563225] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:49.564817] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:49.566417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:50.144904] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 1.3s | Global ETA: 1m 56s [2025-11-22T03:20:50.145834] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:50.145896] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:50.146752] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:50.148428] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:50.150107] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:50.719889] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.56% | Symbol ETA: 0.7s | Global ETA: 1m 56s [2025-11-22T03:20:50.720826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:50.720890] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:50.721768] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:50.723368] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:20:50.725063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:51.303485] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.40% | Symbol ETA: 0.1s | Global ETA: 1m 56s [2025-11-22T03:20:51.470909] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.19%, Actual: 1.62% [2025-11-22T03:20:51.647321] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 1.04% [2025-11-22T03:20:51.825168] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.93%, Actual: 0.20% [2025-11-22T03:20:51.995857] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.06%, Actual: 2.29% [2025-11-22T03:20:52.169601] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.29%, Actual: 0.32% [2025-11-22T03:20:52.336441] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.94%, Actual: 1.55% [2025-11-22T03:20:52.505320] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: 0.19%, Actual: 1.56% [2025-11-22T03:20:52.671050] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.11%, Actual: 1.79% [2025-11-22T03:20:52.836360] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.56%, Actual: 0.06% [2025-11-22T03:20:53.000965] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.40%, Actual: 3.13% [2025-11-22T03:20:53.001155] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 29.4754% [2025-11-22T03:20:53.001233] [INFO ] [main ] KREF: DISCARDED add_volume_zscore (score: 29.48%) [2025-11-22T03:20:53.001287] [INFO ] [main ] KREF: Testing feature 53/53: add_vwap_deviations [2025-11-22T03:20:53.001322] [DEBUG] [main ] Testing with features: ['add_composite_volatility_context', 'add_prior_mag_lag', 'add_vwap_deviations'] [2025-11-22T03:20:53.001356] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:20:53.012540] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:20:53.013766] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:53.013827] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:53.014698] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:53.016282] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:53.022094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:53.593013] [INFO ] [main ] KREF: Lookback Days: 2, Magnitude: -0.45% | Symbol ETA: 5.2s | Global ETA: 1m 56s [2025-11-22T03:20:53.593896] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:53.593956] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:53.594797] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:53.596365] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:53.602188] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:54.182510] [INFO ] [main ] KREF: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 4.7s | Global ETA: 1m 56s [2025-11-22T03:20:54.183431] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:54.183493] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:54.184361] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:54.185937] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:54.191823] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:54.772171] [INFO ] [main ] KREF: Lookback Days: 4, Magnitude: 0.89% | Symbol ETA: 4.1s | Global ETA: 1m 56s [2025-11-22T03:20:54.773291] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:54.773353] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:54.774583] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:54.776561] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:54.783109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:55.604581] [INFO ] [main ] KREF: Lookback Days: 5, Magnitude: -0.03% | Symbol ETA: 3.9s | Global ETA: 1m 56s [2025-11-22T03:20:55.605684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:55.605750] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:55.606636] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:55.608618] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:55.615147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:56.231385] [INFO ] [main ] KREF: Lookback Days: 6, Magnitude: -0.44% | Symbol ETA: 3.2s | Global ETA: 1m 56s [2025-11-22T03:20:56.232343] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:56.232407] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:56.233270] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:56.235042] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:56.241358] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:56.836787] [INFO ] [main ] KREF: Lookback Days: 7, Magnitude: -0.84% | Symbol ETA: 2.5s | Global ETA: 1m 56s [2025-11-22T03:20:56.837825] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:56.837889] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:56.838762] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:56.840362] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:56.846862] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:57.440123] [INFO ] [main ] KREF: Lookback Days: 8, Magnitude: -1.25% | Symbol ETA: 1.9s | Global ETA: 1m 56s [2025-11-22T03:20:57.441041] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:57.441103] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:57.441934] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:57.443721] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:57.449670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:58.025165] [INFO ] [main ] KREF: Lookback Days: 9, Magnitude: 0.36% | Symbol ETA: 1.3s | Global ETA: 1m 56s [2025-11-22T03:20:58.026211] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:58.026274] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:58.027105] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:58.029225] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:58.034872] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:58.613260] [INFO ] [main ] KREF: Lookback Days: 10, Magnitude: 0.07% | Symbol ETA: 0.6s | Global ETA: 1m 56s [2025-11-22T03:20:58.614155] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:20:58.614216] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:20:58.615039] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:20:58.616598] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:20:58.625415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:20:59.191267] [INFO ] [main ] KREF: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 0.0s | Global ETA: 1m 56s [2025-11-22T03:20:59.357199] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 1.62% [2025-11-22T03:20:59.524006] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 0.13%, Actual: 1.04% [2025-11-22T03:20:59.691214] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.89%, Actual: 0.20% [2025-11-22T03:20:59.856890] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.03%, Actual: 2.29% [2025-11-22T03:21:00.023837] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.44%, Actual: 0.32% [2025-11-22T03:21:00.193117] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: -0.84%, Actual: 1.55% [2025-11-22T03:21:00.359422] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.25%, Actual: 1.56% [2025-11-22T03:21:00.527189] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: 0.36%, Actual: 1.79% [2025-11-22T03:21:00.692350] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.07%, Actual: 0.06% [2025-11-22T03:21:00.859247] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -0.69%, Actual: 3.13% [2025-11-22T03:21:00.859446] [INFO ] [main ] KREF: Magnitude Forecast Confidence: 37.8464% [2025-11-22T03:21:00.859522] [INFO ] [main ] KREF: DISCARDED add_vwap_deviations (score: 37.85%) [2025-11-22T03:21:00.859561] [INFO ] [main ] KREF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T03:21:00.859592] [INFO ] [main ] KREF: Best accuracy: 53.35% [2025-11-22T03:21:00.859621] [INFO ] [main ] KREF: Best feature set (2 features): ['add_composite_volatility_context', 'add_prior_mag_lag'] [2025-11-22T03:21:00.859672] [INFO ] [main ] KREF: Improvement over baseline: 6.94% [2025-11-22T03:21:00.859702] [INFO ] [main ] KREF: Total time: 6.8 minutes [2025-11-22T03:21:00.859730] [INFO ] [main ] KREF: Average time per feature: 7.7 seconds [2025-11-22T03:21:00.859757] [INFO ] [main ] KREF: Average speed: 0.13 features/sec [2025-11-22T03:21:01.026145] [DEBUG] [METRICS ] KREF: 2025-11-20:2025-11-21: Predicted: -1.60%, Actual: 1.62% [2025-11-22T03:21:01.194057] [DEBUG] [METRICS ] KREF: 2025-11-19:2025-11-20: Predicted: 1.00%, Actual: 1.04% [2025-11-22T03:21:01.364344] [DEBUG] [METRICS ] KREF: 2025-11-18:2025-11-19: Predicted: 0.95%, Actual: 0.20% [2025-11-22T03:21:01.531270] [DEBUG] [METRICS ] KREF: 2025-11-17:2025-11-18: Predicted: -0.53%, Actual: 2.29% [2025-11-22T03:21:01.700113] [DEBUG] [METRICS ] KREF: 2025-11-14:2025-11-17: Predicted: -0.66%, Actual: 0.32% [2025-11-22T03:21:01.869165] [DEBUG] [METRICS ] KREF: 2025-11-13:2025-11-14: Predicted: 0.44%, Actual: 1.55% [2025-11-22T03:21:02.037479] [DEBUG] [METRICS ] KREF: 2025-11-12:2025-11-13: Predicted: -1.14%, Actual: 1.56% [2025-11-22T03:21:02.204536] [DEBUG] [METRICS ] KREF: 2025-11-11:2025-11-12: Predicted: -0.55%, Actual: 1.79% [2025-11-22T03:21:02.374121] [DEBUG] [METRICS ] KREF: 2025-11-10:2025-11-11: Predicted: 0.08%, Actual: 0.06% [2025-11-22T03:21:02.555224] [DEBUG] [METRICS ] KREF: 2025-11-07:2025-11-10: Predicted: -2.34%, Actual: 3.13% [2025-11-22T03:21:02.556193] [INFO ] [LOCAL ] Saved configuration for KREF: 2 features, 53.35% accuracy -> ./output/feature-sets/KREF.json [2025-11-22T03:21:02.557914] [INFO ] [main ] Progress: 57/57 symbols completed (100.0%). KREF finished in 6m 56s. ETA: 0.0s. Rate: 0.52 symbols/min [2025-11-22T03:21:02.587752] [INFO ] [main ] Parallel configuration completed in 1h 48m 45s. Processed 57 symbols. [2025-11-22T03:21:02.587914] [INFO ] [main ] Configuration success rate: 100.0% (57/57 symbols) [2025-11-22T03:21:03.396417] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (57/57 @ 100.00%)' [2025-11-22T03:21:03.408609] [INFO ] [MODE ] Using multithreaded [2025-11-22T03:21:03.408748] [INFO ] [main ] Fetching signal forecasts... [2025-11-22T03:21:03.408810] [DEBUG] [REMOTE ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'. [2025-11-22T03:21:03.415665] [DEBUG] [REMOTE ] Found 30 available forecast dates. [2025-11-22T03:21:03.415875] [INFO ] [main ] Found available forecast date (2025-11-24). [2025-11-22T03:21:03.415946] [DEBUG] [REMOTE ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-11-24.txt'. [2025-11-22T03:21:03.421448] [DEBUG] [REMOTE ] Fetched 1897 signal forecasts for 2025-11-24. [2025-11-22T03:21:03.421616] [INFO ] [main ] Fetched 1897 forecasts. [2025-11-22T03:21:03.421853] [INFO ] [main ] Found 527 high-confidence bullish forecasts (>= 80.0%). [2025-11-22T03:21:03.421920] [INFO ] [main ] Starting parallel forecast generation with 4 worker processes for 527 symbols [2025-11-22T03:21:03.451046] [INFO ] [main ] Fetching symbol history for TSQ... [2025-11-22T03:21:03.451050] [INFO ] [main ] Fetching symbol history for PCN... [2025-11-22T03:21:03.451125] [INFO ] [main ] Fetching symbol history for TS... [2025-11-22T03:21:03.451406] [DEBUG] [REMOTE ] PCN: Fetching historical data. [2025-11-22T03:21:03.451406] [DEBUG] [REMOTE ] TSQ: Fetching historical data. [2025-11-22T03:21:03.451472] [DEBUG] [REMOTE ] TS: Fetching historical data. [2025-11-22T03:21:03.453903] [INFO ] [main ] Fetching symbol history for ANF... [2025-11-22T03:21:03.454189] [DEBUG] [REMOTE ] ANF: Fetching historical data. [2025-11-22T03:21:03.477603] [DEBUG] [REMOTE ] TS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:03.481523] [DEBUG] [LOCAL ] Loaded configuration for TS: 1 features, N/A% accuracy [2025-11-22T03:21:03.481596] [INFO ] [LOCAL ] TS: Loaded 1 optimal features with 63.90% confidence from JSON config [2025-11-22T03:21:03.483810] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:03.483902] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:03.484942] [DEBUG] [REMOTE ] ANF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:03.485940] [DEBUG] [LOCAL ] Loaded configuration for ANF: 6 features, N/A% accuracy [2025-11-22T03:21:03.486004] [INFO ] [LOCAL ] ANF: Loaded 6 optimal features with 52.60% confidence from JSON config [2025-11-22T03:21:03.487614] [DEBUG] [REMOTE ] TSQ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:03.487721] [DEBUG] [REMOTE ] PCN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:03.487958] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:03.488039] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:03.488895] [DEBUG] [LOCAL ] Loaded configuration for PCN: 4 features, N/A% accuracy [2025-11-22T03:21:03.488963] [INFO ] [LOCAL ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config [2025-11-22T03:21:03.489240] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 4 features, N/A% accuracy [2025-11-22T03:21:03.489315] [INFO ] [LOCAL ] TSQ: Loaded 4 optimal features with 55.88% confidence from JSON config [2025-11-22T03:21:03.490703] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:03.490951] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:03.491039] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:03.491008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:03.491624] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:03.491767] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:03.491894] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:03.492180] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:03.492706] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:03.497477] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:03.499081] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:03.499791] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:03.500578] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:03.501425] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:03.503310] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:03.505281] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:03.506067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:03.552136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:03.554283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.115101] [INFO ] [LOCAL ] TS: Saved forecast. [2025-11-22T03:21:04.115180] [INFO ] [main ] TS: Signal=1 (Conf=100.0%), Magnitude=-1.97% (Conf=63.9039%) [2025-11-22T03:21:04.115475] [INFO ] [main ] Fetching symbol history for NVO... [2025-11-22T03:21:04.115527] [DEBUG] [REMOTE ] NVO: Fetching historical data. [2025-11-22T03:21:04.117914] [INFO ] [main ] Progress: 1/527 forecasts completed (0.2%). TS finished in 0.7s. ETA: 6m 6s. Rate: 86.22 forecasts/min [2025-11-22T03:21:04.119117] [INFO ] [LOCAL ] PCN: Saved forecast. [2025-11-22T03:21:04.119217] [INFO ] [main ] PCN: Signal=1 (Conf=100.0%), Magnitude=0.62% (Conf=56.2675%) [2025-11-22T03:21:04.119919] [INFO ] [main ] Fetching symbol history for CMSD... [2025-11-22T03:21:04.119939] [INFO ] [main ] Progress: 2/527 forecasts completed (0.4%). PCN finished in 0.7s. ETA: 3m 3s. Rate: 171.93 forecasts/min [2025-11-22T03:21:04.119992] [DEBUG] [REMOTE ] CMSD: Fetching historical data. [2025-11-22T03:21:04.129029] [DEBUG] [REMOTE ] NVO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.130118] [DEBUG] [LOCAL ] Loaded configuration for NVO: 6 features, N/A% accuracy [2025-11-22T03:21:04.130175] [INFO ] [LOCAL ] NVO: Loaded 6 optimal features with 56.02% confidence from JSON config [2025-11-22T03:21:04.131037] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:04.131111] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:04.131821] [DEBUG] [REMOTE ] CMSD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.132222] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 4 features, N/A% accuracy [2025-11-22T03:21:04.132271] [INFO ] [LOCAL ] CMSD: Loaded 4 optimal features with 47.02% confidence from JSON config [2025-11-22T03:21:04.133110] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:04.133175] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:04.133183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:04.133954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:04.134453] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:04.136753] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:04.137411] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:04.138168] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.138271] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:04.139108] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:04.142135] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:04.143985] [INFO ] [LOCAL ] TSQ: Saved forecast. [2025-11-22T03:21:04.144096] [INFO ] [main ] TSQ: Signal=1 (Conf=100.0%), Magnitude=-9.82% (Conf=55.8827%) [2025-11-22T03:21:04.144774] [INFO ] [main ] Fetching symbol history for THR... [2025-11-22T03:21:04.144848] [DEBUG] [REMOTE ] THR: Fetching historical data. [2025-11-22T03:21:04.144838] [INFO ] [main ] Progress: 3/527 forecasts completed (0.6%). TSQ finished in 0.7s. ETA: 2m 6s. Rate: 249.01 forecasts/min [2025-11-22T03:21:04.146750] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.158480] [DEBUG] [REMOTE ] THR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.159932] [DEBUG] [LOCAL ] Loaded configuration for THR: 6 features, N/A% accuracy [2025-11-22T03:21:04.159993] [INFO ] [LOCAL ] THR: Loaded 6 optimal features with 54.84% confidence from JSON config [2025-11-22T03:21:04.161011] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:04.161106] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:04.163079] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:04.163809] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:04.164320] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:04.165023] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:04.168154] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:04.169459] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.233562] [INFO ] [LOCAL ] ANF: Saved forecast. [2025-11-22T03:21:04.233665] [INFO ] [main ] ANF: Signal=1 (Conf=100.0%), Magnitude=-2.27% (Conf=52.596%) [2025-11-22T03:21:04.234055] [INFO ] [main ] Fetching symbol history for TFII... [2025-11-22T03:21:04.234110] [DEBUG] [REMOTE ] TFII: Fetching historical data. [2025-11-22T03:21:04.235076] [INFO ] [main ] Progress: 4/527 forecasts completed (0.8%). ANF finished in 0.8s. ETA: 1m 46s. Rate: 295.16 forecasts/min [2025-11-22T03:21:04.246922] [DEBUG] [REMOTE ] TFII: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.248062] [DEBUG] [LOCAL ] Loaded configuration for TFII: 11 features, N/A% accuracy [2025-11-22T03:21:04.248128] [INFO ] [LOCAL ] TFII: Loaded 11 optimal features with 54.73% confidence from JSON config [2025-11-22T03:21:04.249126] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:21:04.249197] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:04.251109] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:04.251660] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:04.252138] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:04.392034] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:04.393247] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:04.394066] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:04.416755] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:04.418064] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:04.419943] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:04.421132] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:04.421903] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.748182] [INFO ] [LOCAL ] CMSD: Saved forecast. [2025-11-22T03:21:04.748254] [INFO ] [main ] CMSD: Signal=1 (Conf=100.0%), Magnitude=0.24% (Conf=47.0164%) [2025-11-22T03:21:04.748655] [INFO ] [main ] Fetching symbol history for COP... [2025-11-22T03:21:04.748711] [DEBUG] [REMOTE ] COP: Fetching historical data. [2025-11-22T03:21:04.748740] [INFO ] [main ] Progress: 5/527 forecasts completed (0.9%). CMSD finished in 0.6s. ETA: 2m 19s. Rate: 226.11 forecasts/min [2025-11-22T03:21:04.760356] [DEBUG] [REMOTE ] COP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.761388] [DEBUG] [LOCAL ] Loaded configuration for COP: 5 features, N/A% accuracy [2025-11-22T03:21:04.761454] [INFO ] [LOCAL ] COP: Loaded 5 optimal features with 63.30% confidence from JSON config [2025-11-22T03:21:04.762300] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:04.762363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:04.767164] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:04.768999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:04.769557] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:04.770043] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:04.770941] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.816460] [INFO ] [LOCAL ] THR: Saved forecast. [2025-11-22T03:21:04.816571] [INFO ] [main ] THR: Signal=1 (Conf=100.0%), Magnitude=3.11% (Conf=54.8359%) [2025-11-22T03:21:04.817471] [INFO ] [main ] Fetching symbol history for TXT... [2025-11-22T03:21:04.817543] [DEBUG] [REMOTE ] TXT: Fetching historical data. [2025-11-22T03:21:04.817726] [INFO ] [main ] Progress: 6/527 forecasts completed (1.1%). THR finished in 0.7s. ETA: 2m 1s. Rate: 257.93 forecasts/min [2025-11-22T03:21:04.819983] [INFO ] [LOCAL ] NVO: Saved forecast. [2025-11-22T03:21:04.820057] [INFO ] [main ] NVO: Signal=1 (Conf=100.0%), Magnitude=2.34% (Conf=56.0234%) [2025-11-22T03:21:04.820228] [INFO ] [main ] Fetching symbol history for CXH... [2025-11-22T03:21:04.820275] [DEBUG] [REMOTE ] CXH: Fetching historical data. [2025-11-22T03:21:04.821738] [INFO ] [main ] Progress: 7/527 forecasts completed (1.3%). NVO finished in 0.7s. ETA: 1m 44s. Rate: 300.05 forecasts/min [2025-11-22T03:21:04.831750] [DEBUG] [REMOTE ] CXH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.832524] [DEBUG] [REMOTE ] TXT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:04.832955] [DEBUG] [LOCAL ] Loaded configuration for CXH: 11 features, N/A% accuracy [2025-11-22T03:21:04.833016] [INFO ] [LOCAL ] CXH: Loaded 11 optimal features with 19.01% confidence from JSON config [2025-11-22T03:21:04.833896] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:21:04.833898] [DEBUG] [LOCAL ] Loaded configuration for TXT: 3 features, N/A% accuracy [2025-11-22T03:21:04.833963] [INFO ] [LOCAL ] TXT: Loaded 3 optimal features with 62.57% confidence from JSON config [2025-11-22T03:21:04.833965] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:04.835006] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:04.835090] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:04.835975] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:04.836952] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:04.837892] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:04.839735] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:04.841125] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:04.843062] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:04.844546] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:04.845598] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:04.847421] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:04.849196] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:04.850541] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:04.851047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:04.853484] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:04.856560] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:05.084806] [INFO ] [LOCAL ] TFII: Saved forecast. [2025-11-22T03:21:05.084875] [INFO ] [main ] TFII: Signal=1 (Conf=100.0%), Magnitude=3.95% (Conf=54.7349%) [2025-11-22T03:21:05.085232] [INFO ] [main ] Fetching symbol history for MSA... [2025-11-22T03:21:05.085284] [DEBUG] [REMOTE ] MSA: Fetching historical data. [2025-11-22T03:21:05.085720] [INFO ] [main ] Progress: 8/527 forecasts completed (1.5%). TFII finished in 0.9s. ETA: 1m 48s. Rate: 288.51 forecasts/min [2025-11-22T03:21:05.097095] [DEBUG] [REMOTE ] MSA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:05.098424] [DEBUG] [LOCAL ] Loaded configuration for MSA: 8 features, N/A% accuracy [2025-11-22T03:21:05.098511] [INFO ] [LOCAL ] MSA: Loaded 8 optimal features with 44.64% confidence from JSON config [2025-11-22T03:21:05.099362] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:05.099426] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:05.101137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:05.101698] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:05.233806] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:05.236129] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:05.237292] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:05.295176] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:05.300188] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:05.301581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:05.419086] [INFO ] [LOCAL ] COP: Saved forecast. [2025-11-22T03:21:05.419155] [INFO ] [main ] COP: Signal=1 (Conf=100.0%), Magnitude=-2.85% (Conf=63.2958%) [2025-11-22T03:21:05.419535] [INFO ] [main ] Fetching symbol history for SO... [2025-11-22T03:21:05.419592] [DEBUG] [REMOTE ] SO: Fetching historical data. [2025-11-22T03:21:05.420576] [INFO ] [main ] Progress: 9/527 forecasts completed (1.7%). COP finished in 0.7s. ETA: 1m 55s. Rate: 270.19 forecasts/min [2025-11-22T03:21:05.431182] [DEBUG] [REMOTE ] SO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:05.435026] [DEBUG] [LOCAL ] Loaded configuration for SO: 2 features, N/A% accuracy [2025-11-22T03:21:05.435080] [INFO ] [LOCAL ] SO: Loaded 2 optimal features with 46.66% confidence from JSON config [2025-11-22T03:21:05.435906] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:05.435966] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:05.437659] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:05.438470] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:05.492333] [INFO ] [LOCAL ] TXT: Saved forecast. [2025-11-22T03:21:05.492419] [INFO ] [main ] TXT: Signal=1 (Conf=100.0%), Magnitude=2.50% (Conf=62.5653%) [2025-11-22T03:21:05.492928] [INFO ] [main ] Fetching symbol history for NRGV... [2025-11-22T03:21:05.492983] [DEBUG] [REMOTE ] NRGV: Fetching historical data. [2025-11-22T03:21:05.493031] [INFO ] [main ] Progress: 10/527 forecasts completed (1.9%). TXT finished in 0.7s. ETA: 1m 47s. Rate: 289.71 forecasts/min [2025-11-22T03:21:05.505974] [DEBUG] [REMOTE ] NRGV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:05.508453] [INFO ] [LOCAL ] CXH: Saved forecast. [2025-11-22T03:21:05.508530] [INFO ] [main ] CXH: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=19.0132%) [2025-11-22T03:21:05.508731] [INFO ] [main ] Fetching symbol history for CAH... [2025-11-22T03:21:05.508780] [DEBUG] [REMOTE ] CAH: Fetching historical data. [2025-11-22T03:21:05.509566] [INFO ] [main ] Progress: 11/527 forecasts completed (2.1%). CXH finished in 0.7s. ETA: 1m 38s. Rate: 316.15 forecasts/min [2025-11-22T03:21:05.513999] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 8 features, N/A% accuracy [2025-11-22T03:21:05.514069] [INFO ] [LOCAL ] NRGV: Loaded 8 optimal features with 49.60% confidence from JSON config [2025-11-22T03:21:05.515049] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:05.515131] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:05.520180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:05.521333] [DEBUG] [REMOTE ] CAH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:05.522022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:05.522408] [DEBUG] [LOCAL ] Loaded configuration for CAH: 10 features, N/A% accuracy [2025-11-22T03:21:05.522475] [INFO ] [LOCAL ] CAH: Loaded 10 optimal features with 41.88% confidence from JSON config [2025-11-22T03:21:05.522566] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:05.523358] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:05.523427] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:05.525058] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:05.527145] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:05.528606] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:05.530122] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:05.531579] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:05.531880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:05.532350] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:05.532354] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:05.533076] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:05.533424] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:05.535089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:05.536157] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:05.536872] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:05.538095] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:21:05.539957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:05.946716] [INFO ] [LOCAL ] MSA: Saved forecast. [2025-11-22T03:21:05.946787] [INFO ] [main ] MSA: Signal=1 (Conf=100.0%), Magnitude=4.68% (Conf=44.6423%) [2025-11-22T03:21:05.947138] [INFO ] [main ] Fetching symbol history for ONTO... [2025-11-22T03:21:05.947188] [DEBUG] [REMOTE ] ONTO: Fetching historical data. [2025-11-22T03:21:05.947733] [INFO ] [main ] Progress: 12/527 forecasts completed (2.3%). MSA finished in 0.9s. ETA: 1m 48s. Rate: 285.06 forecasts/min [2025-11-22T03:21:05.958745] [DEBUG] [REMOTE ] ONTO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:05.959817] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 1 features, N/A% accuracy [2025-11-22T03:21:05.959873] [INFO ] [LOCAL ] ONTO: Loaded 1 optimal features with 55.07% confidence from JSON config [2025-11-22T03:21:05.960703] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:05.960762] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:05.965636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.051065] [INFO ] [LOCAL ] SO: Saved forecast. [2025-11-22T03:21:06.051133] [INFO ] [main ] SO: Signal=1 (Conf=100.0%), Magnitude=0.68% (Conf=46.663%) [2025-11-22T03:21:06.051501] [INFO ] [main ] Fetching symbol history for HLI... [2025-11-22T03:21:06.051552] [DEBUG] [REMOTE ] HLI: Fetching historical data. [2025-11-22T03:21:06.051738] [INFO ] [main ] Progress: 13/527 forecasts completed (2.5%). SO finished in 0.6s. ETA: 1m 44s. Rate: 296.60 forecasts/min [2025-11-22T03:21:06.063936] [DEBUG] [REMOTE ] HLI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.065115] [DEBUG] [LOCAL ] Loaded configuration for HLI: 1 features, N/A% accuracy [2025-11-22T03:21:06.065169] [INFO ] [LOCAL ] HLI: Loaded 1 optimal features with 40.20% confidence from JSON config [2025-11-22T03:21:06.066023] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:06.066082] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:06.067526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.147409] [INFO ] [LOCAL ] NRGV: Saved forecast. [2025-11-22T03:21:06.147526] [INFO ] [main ] NRGV: Signal=1 (Conf=100.0%), Magnitude=-10.10% (Conf=49.6006%) [2025-11-22T03:21:06.147760] [INFO ] [main ] Fetching symbol history for VTMX... [2025-11-22T03:21:06.147814] [DEBUG] [REMOTE ] VTMX: Fetching historical data. [2025-11-22T03:21:06.149347] [INFO ] [main ] Progress: 14/527 forecasts completed (2.7%). NRGV finished in 0.7s. ETA: 1m 40s. Rate: 307.99 forecasts/min [2025-11-22T03:21:06.161968] [DEBUG] [REMOTE ] VTMX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.163098] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, N/A% accuracy [2025-11-22T03:21:06.163158] [INFO ] [LOCAL ] VTMX: Loaded 2 optimal features with 55.13% confidence from JSON config [2025-11-22T03:21:06.164138] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:06.164203] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:06.169964] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:06.218469] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.427979] [INFO ] [LOCAL ] CAH: Saved forecast. [2025-11-22T03:21:06.428056] [INFO ] [main ] CAH: Signal=1 (Conf=100.0%), Magnitude=-2.39% (Conf=41.8755%) [2025-11-22T03:21:06.428420] [INFO ] [main ] Progress: 15/527 forecasts completed (2.8%). CAH finished in 0.9s. ETA: 1m 43s. Rate: 299.36 forecasts/min [2025-11-22T03:21:06.428579] [INFO ] [main ] Fetching symbol history for DSMC... [2025-11-22T03:21:06.428636] [DEBUG] [REMOTE ] DSMC: Fetching historical data. [2025-11-22T03:21:06.446693] [DEBUG] [REMOTE ] DSMC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.447634] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 5 features, N/A% accuracy [2025-11-22T03:21:06.447722] [INFO ] [LOCAL ] DSMC: Loaded 5 optimal features with 49.76% confidence from JSON config [2025-11-22T03:21:06.448566] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:06.448630] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:06.450470] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:06.450997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:06.451445] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:06.451873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:06.452702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.650507] [INFO ] [LOCAL ] ONTO: Saved forecast. [2025-11-22T03:21:06.650588] [INFO ] [main ] ONTO: Signal=1 (Conf=100.0%), Magnitude=-12.18% (Conf=55.0682%) [2025-11-22T03:21:06.651044] [INFO ] [main ] Fetching symbol history for DSU... [2025-11-22T03:21:06.651104] [DEBUG] [REMOTE ] DSU: Fetching historical data. [2025-11-22T03:21:06.651730] [INFO ] [main ] Progress: 16/527 forecasts completed (3.0%). ONTO finished in 0.7s. ETA: 1m 43s. Rate: 297.24 forecasts/min [2025-11-22T03:21:06.665665] [DEBUG] [REMOTE ] DSU: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.666864] [DEBUG] [LOCAL ] Loaded configuration for DSU: 4 features, N/A% accuracy [2025-11-22T03:21:06.667252] [INFO ] [LOCAL ] DSU: Loaded 4 optimal features with 39.86% confidence from JSON config [2025-11-22T03:21:06.668167] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:06.668230] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:06.669214] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:06.670423] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:06.671139] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:06.671840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.707685] [INFO ] [LOCAL ] HLI: Saved forecast. [2025-11-22T03:21:06.707758] [INFO ] [main ] HLI: Signal=1 (Conf=100.0%), Magnitude=-0.38% (Conf=40.2026%) [2025-11-22T03:21:06.708133] [INFO ] [main ] Fetching symbol history for BOH... [2025-11-22T03:21:06.708185] [DEBUG] [REMOTE ] BOH: Fetching historical data. [2025-11-22T03:21:06.709504] [INFO ] [main ] Progress: 17/527 forecasts completed (3.2%). HLI finished in 0.7s. ETA: 1m 39s. Rate: 310.26 forecasts/min [2025-11-22T03:21:06.723048] [DEBUG] [REMOTE ] BOH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.724773] [DEBUG] [LOCAL ] Loaded configuration for BOH: 5 features, N/A% accuracy [2025-11-22T03:21:06.724841] [INFO ] [LOCAL ] BOH: Loaded 5 optimal features with 56.69% confidence from JSON config [2025-11-22T03:21:06.725844] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:06.725911] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:06.730879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:06.731788] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:06.733073] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:06.737228] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:06.738402] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:06.844846] [INFO ] [LOCAL ] VTMX: Saved forecast. [2025-11-22T03:21:06.844933] [INFO ] [main ] VTMX: Signal=1 (Conf=100.0%), Magnitude=1.08% (Conf=55.1319%) [2025-11-22T03:21:06.845414] [INFO ] [main ] Fetching symbol history for VPV... [2025-11-22T03:21:06.845467] [DEBUG] [REMOTE ] VPV: Fetching historical data. [2025-11-22T03:21:06.845771] [INFO ] [main ] Progress: 18/527 forecasts completed (3.4%). VTMX finished in 0.7s. ETA: 1m 37s. Rate: 315.44 forecasts/min [2025-11-22T03:21:06.859051] [DEBUG] [REMOTE ] VPV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:06.860751] [DEBUG] [LOCAL ] Loaded configuration for VPV: 9 features, N/A% accuracy [2025-11-22T03:21:06.860809] [INFO ] [LOCAL ] VPV: Loaded 9 optimal features with 41.52% confidence from JSON config [2025-11-22T03:21:06.861784] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:06.861851] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:06.867103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:06.869211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:06.869827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:06.870342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:06.870791] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:06.871590] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:06.872434] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:06.874936] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:06.876589] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.058623] [INFO ] [LOCAL ] DSMC: Saved forecast. [2025-11-22T03:21:07.058715] [INFO ] [main ] DSMC: Signal=1 (Conf=100.0%), Magnitude=3.22% (Conf=49.7587%) [2025-11-22T03:21:07.058883] [INFO ] [main ] Fetching symbol history for PFGC... [2025-11-22T03:21:07.058929] [DEBUG] [REMOTE ] PFGC: Fetching historical data. [2025-11-22T03:21:07.059981] [INFO ] [main ] Progress: 19/527 forecasts completed (3.6%). DSMC finished in 0.6s. ETA: 1m 37s. Rate: 313.36 forecasts/min [2025-11-22T03:21:07.070524] [DEBUG] [REMOTE ] PFGC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:07.071036] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 2 features, N/A% accuracy [2025-11-22T03:21:07.071083] [INFO ] [LOCAL ] PFGC: Loaded 2 optimal features with 55.11% confidence from JSON config [2025-11-22T03:21:07.071928] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:07.071990] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:07.073202] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:07.073911] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.255476] [INFO ] [LOCAL ] DSU: Saved forecast. [2025-11-22T03:21:07.255546] [INFO ] [main ] DSU: Signal=1 (Conf=100.0%), Magnitude=0.04% (Conf=39.8626%) [2025-11-22T03:21:07.255914] [INFO ] [main ] Fetching symbol history for HUM... [2025-11-22T03:21:07.255966] [DEBUG] [REMOTE ] HUM: Fetching historical data. [2025-11-22T03:21:07.257186] [INFO ] [main ] Progress: 20/527 forecasts completed (3.8%). DSU finished in 0.6s. ETA: 1m 37s. Rate: 312.89 forecasts/min [2025-11-22T03:21:07.268590] [DEBUG] [REMOTE ] HUM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:07.269832] [DEBUG] [LOCAL ] Loaded configuration for HUM: 1 features, N/A% accuracy [2025-11-22T03:21:07.269886] [INFO ] [LOCAL ] HUM: Loaded 1 optimal features with 52.75% confidence from JSON config [2025-11-22T03:21:07.270753] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:07.270813] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:07.273246] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.407308] [INFO ] [LOCAL ] BOH: Saved forecast. [2025-11-22T03:21:07.407376] [INFO ] [main ] BOH: Signal=1 (Conf=100.0%), Magnitude=0.18% (Conf=56.6925%) [2025-11-22T03:21:07.407561] [INFO ] [main ] Fetching symbol history for NRUC... [2025-11-22T03:21:07.407612] [DEBUG] [REMOTE ] NRUC: Fetching historical data. [2025-11-22T03:21:07.408706] [INFO ] [main ] Progress: 21/527 forecasts completed (4.0%). BOH finished in 0.7s. ETA: 1m 36s. Rate: 316.05 forecasts/min [2025-11-22T03:21:07.420204] [DEBUG] [REMOTE ] NRUC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:07.421100] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 7 features, N/A% accuracy [2025-11-22T03:21:07.421155] [INFO ] [LOCAL ] NRUC: Loaded 7 optimal features with 52.06% confidence from JSON config [2025-11-22T03:21:07.422033] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:07.422097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:07.427117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:07.429112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:07.429599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:07.430050] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:07.430789] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:07.433339] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:07.434417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.501556] [INFO ] [LOCAL ] VPV: Saved forecast. [2025-11-22T03:21:07.501663] [INFO ] [main ] VPV: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=41.5155%) [2025-11-22T03:21:07.502147] [INFO ] [main ] Fetching symbol history for TEL... [2025-11-22T03:21:07.502201] [DEBUG] [REMOTE ] TEL: Fetching historical data. [2025-11-22T03:21:07.502768] [INFO ] [main ] Progress: 22/527 forecasts completed (4.2%). VPV finished in 0.7s. ETA: 1m 34s. Rate: 323.47 forecasts/min [2025-11-22T03:21:07.516479] [DEBUG] [REMOTE ] TEL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:07.518136] [DEBUG] [LOCAL ] Loaded configuration for TEL: 3 features, N/A% accuracy [2025-11-22T03:21:07.518195] [INFO ] [LOCAL ] TEL: Loaded 3 optimal features with 62.06% confidence from JSON config [2025-11-22T03:21:07.519183] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:07.519250] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:07.524713] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:07.525855] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:07.527625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.722185] [INFO ] [LOCAL ] PFGC: Saved forecast. [2025-11-22T03:21:07.722266] [INFO ] [main ] PFGC: Signal=1 (Conf=100.0%), Magnitude=0.72% (Conf=55.1071%) [2025-11-22T03:21:07.722440] [INFO ] [main ] Fetching symbol history for FTHY... [2025-11-22T03:21:07.722499] [DEBUG] [REMOTE ] FTHY: Fetching historical data. [2025-11-22T03:21:07.724424] [INFO ] [main ] Progress: 23/527 forecasts completed (4.4%). PFGC finished in 0.7s. ETA: 1m 34s. Rate: 320.75 forecasts/min [2025-11-22T03:21:07.734993] [DEBUG] [REMOTE ] FTHY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:07.735986] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, N/A% accuracy [2025-11-22T03:21:07.736045] [INFO ] [LOCAL ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config [2025-11-22T03:21:07.736891] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:07.736952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:07.738755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:07.739280] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:07.739717] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:07.993264] [INFO ] [LOCAL ] HUM: Saved forecast. [2025-11-22T03:21:07.993336] [INFO ] [main ] HUM: Signal=1 (Conf=100.0%), Magnitude=6.08% (Conf=52.7504%) [2025-11-22T03:21:07.993712] [INFO ] [main ] Fetching symbol history for BFLY... [2025-11-22T03:21:07.993765] [DEBUG] [REMOTE ] BFLY: Fetching historical data. [2025-11-22T03:21:07.993839] [INFO ] [main ] Progress: 24/527 forecasts completed (4.6%). HUM finished in 0.7s. ETA: 1m 36s. Rate: 314.97 forecasts/min [2025-11-22T03:21:08.006816] [DEBUG] [REMOTE ] BFLY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.007552] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 4 features, N/A% accuracy [2025-11-22T03:21:08.007623] [INFO ] [LOCAL ] BFLY: Loaded 4 optimal features with 51.48% confidence from JSON config [2025-11-22T03:21:08.008501] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:08.008578] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:08.010348] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:08.010901] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:08.011715] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:08.012348] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.017463] [INFO ] [LOCAL ] NRUC: Saved forecast. [2025-11-22T03:21:08.017538] [INFO ] [main ] NRUC: Signal=1 (Conf=100.0%), Magnitude=0.17% (Conf=52.065%) [2025-11-22T03:21:08.017718] [INFO ] [main ] Fetching symbol history for MGR... [2025-11-22T03:21:08.017766] [DEBUG] [REMOTE ] MGR: Fetching historical data. [2025-11-22T03:21:08.018899] [INFO ] [main ] Progress: 25/527 forecasts completed (4.7%). NRUC finished in 0.6s. ETA: 1m 32s. Rate: 326.30 forecasts/min [2025-11-22T03:21:08.030419] [DEBUG] [REMOTE ] MGR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.031452] [DEBUG] [LOCAL ] Loaded configuration for MGR: 11 features, N/A% accuracy [2025-11-22T03:21:08.031506] [INFO ] [LOCAL ] MGR: Loaded 11 optimal features with 49.75% confidence from JSON config [2025-11-22T03:21:08.032351] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:21:08.032420] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:08.034127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:08.034666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:08.035095] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:08.036771] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:08.037564] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:08.057587] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:08.058093] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:08.059161] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:08.060870] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:08.061975] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:08.062680] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.238171] [INFO ] [LOCAL ] TEL: Saved forecast. [2025-11-22T03:21:08.238248] [INFO ] [main ] TEL: Signal=1 (Conf=100.0%), Magnitude=-2.59% (Conf=62.0592%) [2025-11-22T03:21:08.238435] [INFO ] [main ] Fetching symbol history for FG... [2025-11-22T03:21:08.238484] [DEBUG] [REMOTE ] FG: Fetching historical data. [2025-11-22T03:21:08.239729] [INFO ] [main ] Progress: 26/527 forecasts completed (4.9%). TEL finished in 0.7s. ETA: 1m 33s. Rate: 323.80 forecasts/min [2025-11-22T03:21:08.254453] [DEBUG] [REMOTE ] FG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.256081] [DEBUG] [LOCAL ] Loaded configuration for FG: 3 features, N/A% accuracy [2025-11-22T03:21:08.256150] [INFO ] [LOCAL ] FG: Loaded 3 optimal features with 52.95% confidence from JSON config [2025-11-22T03:21:08.257475] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:08.257558] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:08.259711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:08.260337] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:08.262212] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.318463] [INFO ] [LOCAL ] FTHY: Saved forecast. [2025-11-22T03:21:08.318551] [INFO ] [main ] FTHY: Signal=1 (Conf=100.0%), Magnitude=-0.95% (Conf=48.1242%) [2025-11-22T03:21:08.318760] [INFO ] [main ] Fetching symbol history for CRBG... [2025-11-22T03:21:08.318809] [DEBUG] [REMOTE ] CRBG: Fetching historical data. [2025-11-22T03:21:08.319962] [INFO ] [main ] Progress: 27/527 forecasts completed (5.1%). FTHY finished in 0.6s. ETA: 1m 31s. Rate: 330.75 forecasts/min [2025-11-22T03:21:08.331279] [DEBUG] [REMOTE ] CRBG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.332455] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 2 features, N/A% accuracy [2025-11-22T03:21:08.332517] [INFO ] [LOCAL ] CRBG: Loaded 2 optimal features with 60.57% confidence from JSON config [2025-11-22T03:21:08.333419] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:08.333494] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:08.338636] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:21:08.340494] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.576949] [INFO ] [LOCAL ] BFLY: Saved forecast. [2025-11-22T03:21:08.577018] [INFO ] [main ] BFLY: Signal=1 (Conf=100.0%), Magnitude=8.78% (Conf=51.4805%) [2025-11-22T03:21:08.577178] [INFO ] [main ] Fetching symbol history for AMRC... [2025-11-22T03:21:08.577223] [DEBUG] [REMOTE ] AMRC: Fetching historical data. [2025-11-22T03:21:08.578739] [INFO ] [main ] Progress: 28/527 forecasts completed (5.3%). BFLY finished in 0.6s. ETA: 1m 32s. Rate: 325.79 forecasts/min [2025-11-22T03:21:08.589553] [DEBUG] [REMOTE ] AMRC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.590723] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 5 features, N/A% accuracy [2025-11-22T03:21:08.590776] [INFO ] [LOCAL ] AMRC: Loaded 5 optimal features with 55.30% confidence from JSON config [2025-11-22T03:21:08.591596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:08.591693] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:08.635876] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:08.637855] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:08.642095] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:08.644344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:08.645079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.646132] [INFO ] [LOCAL ] MGR: Saved forecast. [2025-11-22T03:21:08.646206] [INFO ] [main ] MGR: Signal=1 (Conf=100.0%), Magnitude=0.78% (Conf=49.7549%) [2025-11-22T03:21:08.646377] [INFO ] [main ] Fetching symbol history for WMS... [2025-11-22T03:21:08.646424] [DEBUG] [REMOTE ] WMS: Fetching historical data. [2025-11-22T03:21:08.647753] [INFO ] [main ] Progress: 29/527 forecasts completed (5.5%). MGR finished in 0.6s. ETA: 1m 30s. Rate: 332.97 forecasts/min [2025-11-22T03:21:08.659986] [DEBUG] [REMOTE ] WMS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.661095] [DEBUG] [LOCAL ] Loaded configuration for WMS: 1 features, N/A% accuracy [2025-11-22T03:21:08.661152] [INFO ] [LOCAL ] WMS: Loaded 1 optimal features with 49.97% confidence from JSON config [2025-11-22T03:21:08.662008] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:08.662069] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:08.665022] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.891759] [INFO ] [LOCAL ] FG: Saved forecast. [2025-11-22T03:21:08.891853] [INFO ] [main ] FG: Signal=1 (Conf=100.0%), Magnitude=2.83% (Conf=52.9485%) [2025-11-22T03:21:08.892404] [INFO ] [main ] Fetching symbol history for CRK... [2025-11-22T03:21:08.892459] [DEBUG] [REMOTE ] CRK: Fetching historical data. [2025-11-22T03:21:08.892426] [INFO ] [main ] Progress: 30/527 forecasts completed (5.7%). FG finished in 0.7s. ETA: 1m 31s. Rate: 329.04 forecasts/min [2025-11-22T03:21:08.911890] [DEBUG] [REMOTE ] CRK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.912994] [DEBUG] [LOCAL ] Loaded configuration for CRK: 6 features, N/A% accuracy [2025-11-22T03:21:08.913053] [INFO ] [LOCAL ] CRK: Loaded 6 optimal features with 62.45% confidence from JSON config [2025-11-22T03:21:08.914097] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:08.914165] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:08.916019] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:08.959434] [INFO ] [LOCAL ] CRBG: Saved forecast. [2025-11-22T03:21:08.959504] [INFO ] [main ] CRBG: Signal=1 (Conf=100.0%), Magnitude=1.91% (Conf=60.5689%) [2025-11-22T03:21:08.959690] [INFO ] [main ] Fetching symbol history for SITE... [2025-11-22T03:21:08.959739] [DEBUG] [REMOTE ] SITE: Fetching historical data. [2025-11-22T03:21:08.960443] [INFO ] [main ] Progress: 31/527 forecasts completed (5.9%). CRBG finished in 0.6s. ETA: 1m 29s. Rate: 335.83 forecasts/min [2025-11-22T03:21:08.965119] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:08.968575] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:08.969820] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:08.970498] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:08.972950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:08.973479] [DEBUG] [REMOTE ] SITE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:08.974468] [DEBUG] [LOCAL ] Loaded configuration for SITE: 3 features, N/A% accuracy [2025-11-22T03:21:08.974525] [INFO ] [LOCAL ] SITE: Loaded 3 optimal features with 42.13% confidence from JSON config [2025-11-22T03:21:08.975382] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:08.975443] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:08.978253] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:09.113796] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:09.116987] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:09.267942] [INFO ] [LOCAL ] AMRC: Saved forecast. [2025-11-22T03:21:09.268017] [INFO ] [main ] AMRC: Signal=1 (Conf=100.0%), Magnitude=-0.15% (Conf=55.3045%) [2025-11-22T03:21:09.268384] [INFO ] [main ] Fetching symbol history for EDF... [2025-11-22T03:21:09.268434] [DEBUG] [REMOTE ] EDF: Fetching historical data. [2025-11-22T03:21:09.268731] [INFO ] [main ] Progress: 32/527 forecasts completed (6.1%). AMRC finished in 0.7s. ETA: 1m 30s. Rate: 328.39 forecasts/min [2025-11-22T03:21:09.280345] [DEBUG] [REMOTE ] EDF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.281469] [DEBUG] [LOCAL ] Loaded configuration for EDF: 7 features, N/A% accuracy [2025-11-22T03:21:09.281523] [INFO ] [LOCAL ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config [2025-11-22T03:21:09.282348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:09.282414] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:09.287245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:09.289943] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:09.291177] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:09.293162] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:09.293708] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:09.294894] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:09.297027] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:09.308957] [INFO ] [LOCAL ] WMS: Saved forecast. [2025-11-22T03:21:09.309029] [INFO ] [main ] WMS: Signal=1 (Conf=100.0%), Magnitude=-1.02% (Conf=49.9748%) [2025-11-22T03:21:09.309194] [INFO ] [main ] Fetching symbol history for CCL... [2025-11-22T03:21:09.309240] [DEBUG] [REMOTE ] CCL: Fetching historical data. [2025-11-22T03:21:09.310734] [INFO ] [main ] Progress: 33/527 forecasts completed (6.3%). WMS finished in 0.7s. ETA: 1m 28s. Rate: 336.23 forecasts/min [2025-11-22T03:21:09.321388] [DEBUG] [REMOTE ] CCL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.322570] [DEBUG] [LOCAL ] Loaded configuration for CCL: 4 features, N/A% accuracy [2025-11-22T03:21:09.322627] [INFO ] [LOCAL ] CCL: Loaded 4 optimal features with 46.09% confidence from JSON config [2025-11-22T03:21:09.323512] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:09.324910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:09.328747] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:09.329376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:09.329809] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:09.331429] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:09.626134] [INFO ] [LOCAL ] CRK: Saved forecast. [2025-11-22T03:21:09.626221] [INFO ] [main ] CRK: Signal=1 (Conf=100.0%), Magnitude=-1.03% (Conf=62.4487%) [2025-11-22T03:21:09.626705] [INFO ] [main ] Fetching symbol history for GEL... [2025-11-22T03:21:09.626760] [DEBUG] [REMOTE ] GEL: Fetching historical data. [2025-11-22T03:21:09.626749] [INFO ] [main ] Progress: 34/527 forecasts completed (6.5%). CRK finished in 0.7s. ETA: 1m 30s. Rate: 328.78 forecasts/min [2025-11-22T03:21:09.642252] [DEBUG] [REMOTE ] GEL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.645715] [DEBUG] [LOCAL ] Loaded configuration for GEL: 12 features, N/A% accuracy [2025-11-22T03:21:09.645777] [INFO ] [LOCAL ] GEL: Loaded 12 optimal features with 36.11% confidence from JSON config [2025-11-22T03:21:09.646734] [DEBUG] [FEATURES ] DataBuilder: Executing 12 feature methods. [2025-11-22T03:21:09.646806] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:09.653548] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:09.655859] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:09.656423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:09.656863] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:09.657720] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:09.717254] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:09.781115] [INFO ] [LOCAL ] SITE: Saved forecast. [2025-11-22T03:21:09.781184] [INFO ] [main ] SITE: Signal=1 (Conf=100.0%), Magnitude=12.42% (Conf=42.1265%) [2025-11-22T03:21:09.781350] [INFO ] [main ] Fetching symbol history for GDIV... [2025-11-22T03:21:09.781395] [DEBUG] [REMOTE ] GDIV: Fetching historical data. [2025-11-22T03:21:09.782106] [INFO ] [main ] Progress: 35/527 forecasts completed (6.6%). SITE finished in 0.8s. ETA: 1m 29s. Rate: 330.18 forecasts/min [2025-11-22T03:21:09.793138] [DEBUG] [REMOTE ] GDIV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.794186] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, N/A% accuracy [2025-11-22T03:21:09.794256] [INFO ] [LOCAL ] GDIV: Loaded 5 optimal features with 52.37% confidence from JSON config [2025-11-22T03:21:09.795443] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:09.795506] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:09.800330] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:09.802167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:09.802667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:09.803059] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:09.804085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:09.809705] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:09.810621] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:09.811840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:09.813769] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:09.814900] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:09.815636] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:09.936126] [INFO ] [LOCAL ] CCL: Saved forecast. [2025-11-22T03:21:09.936202] [INFO ] [main ] CCL: Signal=1 (Conf=100.0%), Magnitude=0.01% (Conf=46.0898%) [2025-11-22T03:21:09.936384] [INFO ] [main ] Fetching symbol history for SCL... [2025-11-22T03:21:09.936431] [DEBUG] [REMOTE ] SCL: Fetching historical data. [2025-11-22T03:21:09.937491] [INFO ] [main ] Progress: 36/527 forecasts completed (6.8%). CCL finished in 0.6s. ETA: 1m 29s. Rate: 331.52 forecasts/min [2025-11-22T03:21:09.942892] [INFO ] [LOCAL ] EDF: Saved forecast. [2025-11-22T03:21:09.942964] [INFO ] [main ] EDF: Signal=1 (Conf=100.0%), Magnitude=-0.64% (Conf=20.0937%) [2025-11-22T03:21:09.943370] [INFO ] [main ] Fetching symbol history for PVH... [2025-11-22T03:21:09.943783] [DEBUG] [REMOTE ] PVH: Fetching historical data. [2025-11-22T03:21:09.945672] [INFO ] [main ] Progress: 37/527 forecasts completed (7.0%). EDF finished in 0.7s. ETA: 1m 26s. Rate: 340.30 forecasts/min [2025-11-22T03:21:09.952063] [DEBUG] [REMOTE ] SCL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.952900] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, N/A% accuracy [2025-11-22T03:21:09.952955] [INFO ] [LOCAL ] SCL: Loaded 3 optimal features with 53.92% confidence from JSON config [2025-11-22T03:21:09.953826] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:09.953888] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:09.954809] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:09.963797] [DEBUG] [REMOTE ] PVH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:09.965385] [DEBUG] [LOCAL ] Loaded configuration for PVH: 2 features, N/A% accuracy [2025-11-22T03:21:09.965465] [INFO ] [LOCAL ] PVH: Loaded 2 optimal features with 47.33% confidence from JSON config [2025-11-22T03:21:09.966984] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:09.967064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:09.974247] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:09.977705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:10.013484] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:10.014535] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:10.385913] [INFO ] [LOCAL ] GDIV: Saved forecast. [2025-11-22T03:21:10.385986] [INFO ] [main ] GDIV: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=52.367%) [2025-11-22T03:21:10.386157] [INFO ] [main ] Fetching symbol history for GL... [2025-11-22T03:21:10.386203] [DEBUG] [REMOTE ] GL: Fetching historical data. [2025-11-22T03:21:10.387020] [INFO ] [main ] Progress: 38/527 forecasts completed (7.2%). GDIV finished in 0.6s. ETA: 1m 30s. Rate: 327.35 forecasts/min [2025-11-22T03:21:10.399146] [DEBUG] [REMOTE ] GL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:10.400422] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, N/A% accuracy [2025-11-22T03:21:10.400477] [INFO ] [LOCAL ] GL: Loaded 2 optimal features with 50.10% confidence from JSON config [2025-11-22T03:21:10.401365] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:10.401426] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:10.406254] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:10.408180] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:10.456379] [INFO ] [LOCAL ] GEL: Saved forecast. [2025-11-22T03:21:10.456476] [INFO ] [main ] GEL: Signal=1 (Conf=100.0%), Magnitude=0.86% (Conf=36.1082%) [2025-11-22T03:21:10.456909] [INFO ] [main ] Fetching symbol history for PHK... [2025-11-22T03:21:10.456963] [DEBUG] [REMOTE ] PHK: Fetching historical data. [2025-11-22T03:21:10.457718] [INFO ] [main ] Progress: 39/527 forecasts completed (7.4%). GEL finished in 0.8s. ETA: 1m 28s. Rate: 332.59 forecasts/min [2025-11-22T03:21:10.471088] [DEBUG] [REMOTE ] PHK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:10.472208] [DEBUG] [LOCAL ] Loaded configuration for PHK: 3 features, N/A% accuracy [2025-11-22T03:21:10.472265] [INFO ] [LOCAL ] PHK: Loaded 3 optimal features with 26.52% confidence from JSON config [2025-11-22T03:21:10.473133] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:10.473196] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:10.478292] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:10.479173] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:10.481557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:10.628102] [INFO ] [LOCAL ] SCL: Saved forecast. [2025-11-22T03:21:10.628174] [INFO ] [main ] SCL: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=53.9248%) [2025-11-22T03:21:10.628339] [INFO ] [main ] Fetching symbol history for WTTR... [2025-11-22T03:21:10.628384] [DEBUG] [REMOTE ] WTTR: Fetching historical data. [2025-11-22T03:21:10.629039] [INFO ] [main ] Progress: 40/527 forecasts completed (7.6%). SCL finished in 0.7s. ETA: 1m 28s. Rate: 333.01 forecasts/min [2025-11-22T03:21:10.640442] [DEBUG] [REMOTE ] WTTR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:10.641451] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 4 features, N/A% accuracy [2025-11-22T03:21:10.641504] [INFO ] [LOCAL ] WTTR: Loaded 4 optimal features with 58.50% confidence from JSON config [2025-11-22T03:21:10.642307] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:10.642369] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:10.647143] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:10.648152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:10.680799] [INFO ] [LOCAL ] PVH: Saved forecast. [2025-11-22T03:21:10.680892] [INFO ] [main ] PVH: Signal=1 (Conf=90.0%), Magnitude=-0.10% (Conf=47.3298%) [2025-11-22T03:21:10.681416] [INFO ] [main ] Fetching symbol history for HYT... [2025-11-22T03:21:10.681479] [DEBUG] [REMOTE ] HYT: Fetching historical data. [2025-11-22T03:21:10.681747] [INFO ] [main ] Progress: 41/527 forecasts completed (7.8%). PVH finished in 0.7s. ETA: 1m 26s. Rate: 338.85 forecasts/min [2025-11-22T03:21:10.692326] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:10.693545] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:10.695759] [DEBUG] [REMOTE ] HYT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:10.697311] [DEBUG] [LOCAL ] Loaded configuration for HYT: 8 features, N/A% accuracy [2025-11-22T03:21:10.697376] [INFO ] [LOCAL ] HYT: Loaded 8 optimal features with 52.78% confidence from JSON config [2025-11-22T03:21:10.698470] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:10.698542] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:10.703788] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:10.704698] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:10.707168] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:10.708496] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:10.801333] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:10.802534] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:10.803769] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:10.808577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.028186] [INFO ] [LOCAL ] GL: Saved forecast. [2025-11-22T03:21:11.028257] [INFO ] [main ] GL: Signal=1 (Conf=90.0%), Magnitude=-1.73% (Conf=50.0981%) [2025-11-22T03:21:11.028422] [INFO ] [main ] Fetching symbol history for BSX... [2025-11-22T03:21:11.028466] [DEBUG] [REMOTE ] BSX: Fetching historical data. [2025-11-22T03:21:11.029785] [INFO ] [main ] Progress: 42/527 forecasts completed (8.0%). GL finished in 0.6s. ETA: 1m 28s. Rate: 331.24 forecasts/min [2025-11-22T03:21:11.040284] [DEBUG] [REMOTE ] BSX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.041369] [DEBUG] [LOCAL ] Loaded configuration for BSX: 8 features, N/A% accuracy [2025-11-22T03:21:11.041421] [INFO ] [LOCAL ] BSX: Loaded 8 optimal features with 48.01% confidence from JSON config [2025-11-22T03:21:11.042248] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:11.042335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:11.047108] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:11.048938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:11.049423] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:11.049846] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:11.050600] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:11.052387] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:11.054369] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:11.055950] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.057788] [INFO ] [LOCAL ] PHK: Saved forecast. [2025-11-22T03:21:11.057863] [INFO ] [main ] PHK: Signal=1 (Conf=90.0%), Magnitude=0.17% (Conf=26.5154%) [2025-11-22T03:21:11.058032] [INFO ] [main ] Fetching symbol history for PBR... [2025-11-22T03:21:11.058078] [DEBUG] [REMOTE ] PBR: Fetching historical data. [2025-11-22T03:21:11.059567] [INFO ] [main ] Progress: 43/527 forecasts completed (8.2%). PHK finished in 0.6s. ETA: 1m 26s. Rate: 337.80 forecasts/min [2025-11-22T03:21:11.071920] [DEBUG] [REMOTE ] PBR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.072905] [DEBUG] [LOCAL ] Loaded configuration for PBR: 4 features, N/A% accuracy [2025-11-22T03:21:11.072960] [INFO ] [LOCAL ] PBR: Loaded 4 optimal features with 58.47% confidence from JSON config [2025-11-22T03:21:11.073788] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:11.073848] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:11.078619] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:11.080381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:11.080894] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:11.081283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.283490] [INFO ] [LOCAL ] WTTR: Saved forecast. [2025-11-22T03:21:11.283567] [INFO ] [main ] WTTR: Signal=1 (Conf=90.0%), Magnitude=-4.53% (Conf=58.5027%) [2025-11-22T03:21:11.283755] [INFO ] [main ] Fetching symbol history for SOR... [2025-11-22T03:21:11.283802] [DEBUG] [REMOTE ] SOR: Fetching historical data. [2025-11-22T03:21:11.285726] [INFO ] [main ] Progress: 44/527 forecasts completed (8.3%). WTTR finished in 0.7s. ETA: 1m 26s. Rate: 335.72 forecasts/min [2025-11-22T03:21:11.296098] [DEBUG] [REMOTE ] SOR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.297005] [DEBUG] [LOCAL ] Loaded configuration for SOR: 8 features, N/A% accuracy [2025-11-22T03:21:11.297063] [INFO ] [LOCAL ] SOR: Loaded 8 optimal features with 62.63% confidence from JSON config [2025-11-22T03:21:11.297957] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:11.298022] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:11.298770] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:11.301240] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:11.303377] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:11.306354] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:11.307455] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:11.308864] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:11.309996] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:11.311669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.425514] [INFO ] [LOCAL ] HYT: Saved forecast. [2025-11-22T03:21:11.425605] [INFO ] [main ] HYT: Signal=1 (Conf=90.0%), Magnitude=-0.17% (Conf=52.7845%) [2025-11-22T03:21:11.425838] [INFO ] [main ] Fetching symbol history for KOS... [2025-11-22T03:21:11.425887] [DEBUG] [REMOTE ] KOS: Fetching historical data. [2025-11-22T03:21:11.428727] [INFO ] [main ] Progress: 45/527 forecasts completed (8.5%). HYT finished in 0.7s. ETA: 1m 26s. Rate: 337.22 forecasts/min [2025-11-22T03:21:11.441080] [DEBUG] [REMOTE ] KOS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.442102] [DEBUG] [LOCAL ] Loaded configuration for KOS: 4 features, N/A% accuracy [2025-11-22T03:21:11.442154] [INFO ] [LOCAL ] KOS: Loaded 4 optimal features with 55.86% confidence from JSON config [2025-11-22T03:21:11.443177] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:11.443247] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:11.444126] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:11.582142] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:11.583719] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:11.585161] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.662126] [INFO ] [LOCAL ] PBR: Saved forecast. [2025-11-22T03:21:11.662197] [INFO ] [main ] PBR: Signal=1 (Conf=90.0%), Magnitude=1.02% (Conf=58.4651%) [2025-11-22T03:21:11.662364] [INFO ] [main ] Fetching symbol history for VTEX... [2025-11-22T03:21:11.662409] [DEBUG] [REMOTE ] VTEX: Fetching historical data. [2025-11-22T03:21:11.663102] [INFO ] [main ] Progress: 46/527 forecasts completed (8.7%). PBR finished in 0.6s. ETA: 1m 26s. Rate: 334.91 forecasts/min [2025-11-22T03:21:11.671743] [INFO ] [LOCAL ] BSX: Saved forecast. [2025-11-22T03:21:11.671813] [INFO ] [main ] BSX: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=48.0086%) [2025-11-22T03:21:11.671995] [INFO ] [main ] Fetching symbol history for HPE... [2025-11-22T03:21:11.672041] [DEBUG] [REMOTE ] HPE: Fetching historical data. [2025-11-22T03:21:11.672885] [INFO ] [main ] Progress: 47/527 forecasts completed (8.9%). BSX finished in 0.6s. ETA: 1m 24s. Rate: 341.78 forecasts/min [2025-11-22T03:21:11.674802] [DEBUG] [REMOTE ] VTEX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.676014] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 4 features, N/A% accuracy [2025-11-22T03:21:11.676071] [INFO ] [LOCAL ] VTEX: Loaded 4 optimal features with 62.99% confidence from JSON config [2025-11-22T03:21:11.676971] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:11.677033] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:11.682051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:11.683887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:11.684061] [DEBUG] [REMOTE ] HPE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.684374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:11.684804] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.684892] [DEBUG] [LOCAL ] Loaded configuration for HPE: 2 features, N/A% accuracy [2025-11-22T03:21:11.684950] [INFO ] [LOCAL ] HPE: Loaded 2 optimal features with 58.69% confidence from JSON config [2025-11-22T03:21:11.685823] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:11.685884] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:11.815503] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:11.816807] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:11.916351] [INFO ] [LOCAL ] SOR: Saved forecast. [2025-11-22T03:21:11.916419] [INFO ] [main ] SOR: Signal=1 (Conf=90.0%), Magnitude=-0.10% (Conf=62.6293%) [2025-11-22T03:21:11.916592] [INFO ] [main ] Fetching symbol history for MSGS... [2025-11-22T03:21:11.916671] [DEBUG] [REMOTE ] MSGS: Fetching historical data. [2025-11-22T03:21:11.917077] [INFO ] [main ] Progress: 48/527 forecasts completed (9.1%). SOR finished in 0.6s. ETA: 1m 25s. Rate: 339.02 forecasts/min [2025-11-22T03:21:11.931128] [DEBUG] [REMOTE ] MSGS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:11.931959] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 7 features, N/A% accuracy [2025-11-22T03:21:11.932018] [INFO ] [LOCAL ] MSGS: Loaded 7 optimal features with 39.29% confidence from JSON config [2025-11-22T03:21:11.933010] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:11.933075] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:11.938286] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:11.940107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:11.940593] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:11.941140] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:11.943486] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:11.945214] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:11.946243] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:12.208988] [INFO ] [LOCAL ] KOS: Saved forecast. [2025-11-22T03:21:12.209081] [INFO ] [main ] KOS: Signal=1 (Conf=90.0%), Magnitude=3.77% (Conf=55.862%) [2025-11-22T03:21:12.209526] [INFO ] [main ] Fetching symbol history for SQNS... [2025-11-22T03:21:12.209580] [DEBUG] [REMOTE ] SQNS: Fetching historical data. [2025-11-22T03:21:12.210781] [INFO ] [main ] Progress: 49/527 forecasts completed (9.3%). KOS finished in 0.8s. ETA: 1m 26s. Rate: 334.52 forecasts/min [2025-11-22T03:21:12.224083] [DEBUG] [REMOTE ] SQNS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:12.225667] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 9 features, N/A% accuracy [2025-11-22T03:21:12.225723] [INFO ] [LOCAL ] SQNS: Loaded 9 optimal features with 41.06% confidence from JSON config [2025-11-22T03:21:12.226686] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:12.226754] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:12.232144] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:12.234183] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:12.234772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:12.235193] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:12.236176] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:12.238671] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:12.268827] [INFO ] [LOCAL ] VTEX: Saved forecast. [2025-11-22T03:21:12.268907] [INFO ] [main ] VTEX: Signal=1 (Conf=90.0%), Magnitude=1.81% (Conf=62.9904%) [2025-11-22T03:21:12.269076] [INFO ] [main ] Fetching symbol history for VOC... [2025-11-22T03:21:12.269121] [DEBUG] [REMOTE ] VOC: Fetching historical data. [2025-11-22T03:21:12.270689] [INFO ] [main ] Progress: 50/527 forecasts completed (9.5%). VTEX finished in 0.6s. ETA: 1m 24s. Rate: 339.03 forecasts/min [2025-11-22T03:21:12.283791] [DEBUG] [REMOTE ] VOC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:12.284912] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, N/A% accuracy [2025-11-22T03:21:12.284966] [INFO ] [LOCAL ] VOC: Loaded 1 optimal features with 43.92% confidence from JSON config [2025-11-22T03:21:12.285829] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:12.285889] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:12.290815] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:12.373587] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:12.375067] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:12.376300] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:12.412946] [INFO ] [LOCAL ] HPE: Saved forecast. [2025-11-22T03:21:12.413021] [INFO ] [main ] HPE: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=58.6856%) [2025-11-22T03:21:12.413382] [INFO ] [main ] Fetching symbol history for BMY... [2025-11-22T03:21:12.413433] [DEBUG] [REMOTE ] BMY: Fetching historical data. [2025-11-22T03:21:12.413774] [INFO ] [main ] Progress: 51/527 forecasts completed (9.7%). HPE finished in 0.7s. ETA: 1m 24s. Rate: 340.31 forecasts/min [2025-11-22T03:21:12.425061] [DEBUG] [REMOTE ] BMY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:12.426206] [DEBUG] [LOCAL ] Loaded configuration for BMY: 5 features, N/A% accuracy [2025-11-22T03:21:12.426262] [INFO ] [LOCAL ] BMY: Loaded 5 optimal features with 52.28% confidence from JSON config [2025-11-22T03:21:12.427101] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:12.427163] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:12.432070] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:12.433760] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:12.491250] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:12.492161] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:12.492902] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:12.600189] [INFO ] [LOCAL ] MSGS: Saved forecast. [2025-11-22T03:21:12.600277] [INFO ] [main ] MSGS: Signal=1 (Conf=90.0%), Magnitude=1.14% (Conf=39.2888%) [2025-11-22T03:21:12.600449] [INFO ] [main ] Fetching symbol history for EDN... [2025-11-22T03:21:12.600494] [DEBUG] [REMOTE ] EDN: Fetching historical data. [2025-11-22T03:21:12.602758] [INFO ] [main ] Progress: 52/527 forecasts completed (9.9%). MSGS finished in 0.7s. ETA: 1m 24s. Rate: 339.84 forecasts/min [2025-11-22T03:21:12.613446] [DEBUG] [REMOTE ] EDN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:12.614517] [DEBUG] [LOCAL ] Loaded configuration for EDN: 5 features, N/A% accuracy [2025-11-22T03:21:12.614572] [INFO ] [LOCAL ] EDN: Loaded 5 optimal features with 62.21% confidence from JSON config [2025-11-22T03:21:12.615435] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:12.615498] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:12.617219] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:12.617802] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:12.619434] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:12.620154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:12.621310] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:12.872155] [INFO ] [LOCAL ] VOC: Saved forecast. [2025-11-22T03:21:12.872227] [INFO ] [main ] VOC: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=43.918%) [2025-11-22T03:21:12.872405] [INFO ] [main ] Fetching symbol history for PHR... [2025-11-22T03:21:12.872465] [DEBUG] [REMOTE ] PHR: Fetching historical data. [2025-11-22T03:21:12.874741] [INFO ] [main ] Progress: 53/527 forecasts completed (10.1%). VOC finished in 0.6s. ETA: 1m 25s. Rate: 336.41 forecasts/min [2025-11-22T03:21:12.886724] [DEBUG] [REMOTE ] PHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:12.887751] [DEBUG] [LOCAL ] Loaded configuration for PHR: 6 features, N/A% accuracy [2025-11-22T03:21:12.887805] [INFO ] [LOCAL ] PHR: Loaded 6 optimal features with 60.79% confidence from JSON config [2025-11-22T03:21:12.888729] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:12.888796] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:12.890559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:12.891120] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:12.894011] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:13.029786] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:13.031362] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:13.034240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.092846] [INFO ] [LOCAL ] SQNS: Saved forecast. [2025-11-22T03:21:13.092943] [INFO ] [main ] SQNS: Signal=1 (Conf=90.0%), Magnitude=23.68% (Conf=41.0619%) [2025-11-22T03:21:13.093444] [INFO ] [main ] Fetching symbol history for ICE... [2025-11-22T03:21:13.093499] [DEBUG] [REMOTE ] ICE: Fetching historical data. [2025-11-22T03:21:13.093753] [INFO ] [main ] Progress: 54/527 forecasts completed (10.2%). SQNS finished in 0.9s. ETA: 1m 25s. Rate: 335.00 forecasts/min [2025-11-22T03:21:13.101476] [INFO ] [LOCAL ] BMY: Saved forecast. [2025-11-22T03:21:13.101547] [INFO ] [main ] BMY: Signal=1 (Conf=90.0%), Magnitude=2.95% (Conf=52.2769%) [2025-11-22T03:21:13.101741] [INFO ] [main ] Fetching symbol history for IHS... [2025-11-22T03:21:13.102363] [DEBUG] [REMOTE ] IHS: Fetching historical data. [2025-11-22T03:21:13.104974] [INFO ] [main ] Progress: 55/527 forecasts completed (10.4%). BMY finished in 0.7s. ETA: 1m 23s. Rate: 340.80 forecasts/min [2025-11-22T03:21:13.109735] [DEBUG] [REMOTE ] ICE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.110943] [DEBUG] [LOCAL ] Loaded configuration for ICE: 8 features, N/A% accuracy [2025-11-22T03:21:13.111003] [INFO ] [LOCAL ] ICE: Loaded 8 optimal features with 68.43% confidence from JSON config [2025-11-22T03:21:13.112030] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:13.112127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:13.114305] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:13.114890] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:13.115337] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:13.115765] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:13.118843] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:13.119505] [DEBUG] [REMOTE ] IHS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.119931] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:13.120526] [DEBUG] [LOCAL ] Loaded configuration for IHS: 5 features, N/A% accuracy [2025-11-22T03:21:13.120591] [INFO ] [LOCAL ] IHS: Loaded 5 optimal features with 39.05% confidence from JSON config [2025-11-22T03:21:13.120601] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:13.121351] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.121566] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:13.121636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:13.123403] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:13.123954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:13.124345] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:13.230033] [INFO ] [LOCAL ] EDN: Saved forecast. [2025-11-22T03:21:13.230113] [INFO ] [main ] EDN: Signal=1 (Conf=90.0%), Magnitude=-5.91% (Conf=62.2149%) [2025-11-22T03:21:13.230291] [INFO ] [main ] Fetching symbol history for WIT... [2025-11-22T03:21:13.230337] [DEBUG] [REMOTE ] WIT: Fetching historical data. [2025-11-22T03:21:13.231749] [INFO ] [main ] Progress: 56/527 forecasts completed (10.6%). EDN finished in 0.6s. ETA: 1m 23s. Rate: 342.52 forecasts/min [2025-11-22T03:21:13.243959] [DEBUG] [REMOTE ] WIT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.244917] [DEBUG] [LOCAL ] Loaded configuration for WIT: 3 features, N/A% accuracy [2025-11-22T03:21:13.244972] [INFO ] [LOCAL ] WIT: Loaded 3 optimal features with 34.13% confidence from JSON config [2025-11-22T03:21:13.245827] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:13.245888] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:13.247589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:13.248135] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:13.248527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.259152] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:13.260920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.640528] [INFO ] [LOCAL ] PHR: Saved forecast. [2025-11-22T03:21:13.640598] [INFO ] [main ] PHR: Signal=1 (Conf=90.0%), Magnitude=7.25% (Conf=60.793%) [2025-11-22T03:21:13.640977] [INFO ] [main ] Fetching symbol history for ETG... [2025-11-22T03:21:13.641030] [DEBUG] [REMOTE ] ETG: Fetching historical data. [2025-11-22T03:21:13.641723] [INFO ] [main ] Progress: 57/527 forecasts completed (10.8%). PHR finished in 0.8s. ETA: 1m 24s. Rate: 334.65 forecasts/min [2025-11-22T03:21:13.654341] [DEBUG] [REMOTE ] ETG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.655372] [DEBUG] [LOCAL ] Loaded configuration for ETG: 4 features, N/A% accuracy [2025-11-22T03:21:13.655426] [INFO ] [LOCAL ] ETG: Loaded 4 optimal features with 54.17% confidence from JSON config [2025-11-22T03:21:13.656280] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:13.656344] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:13.661248] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:13.786865] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:13.788336] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:13.790834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.792757] [INFO ] [LOCAL ] ICE: Saved forecast. [2025-11-22T03:21:13.792865] [INFO ] [main ] ICE: Signal=1 (Conf=90.0%), Magnitude=2.19% (Conf=68.4337%) [2025-11-22T03:21:13.793388] [INFO ] [main ] Fetching symbol history for LII... [2025-11-22T03:21:13.793442] [DEBUG] [REMOTE ] LII: Fetching historical data. [2025-11-22T03:21:13.793735] [INFO ] [main ] Progress: 58/527 forecasts completed (11.0%). ICE finished in 0.7s. ETA: 1m 24s. Rate: 335.53 forecasts/min [2025-11-22T03:21:13.808346] [DEBUG] [REMOTE ] LII: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.809590] [DEBUG] [LOCAL ] Loaded configuration for LII: 1 features, N/A% accuracy [2025-11-22T03:21:13.809677] [INFO ] [LOCAL ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config [2025-11-22T03:21:13.810744] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:13.810808] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:13.816045] [INFO ] [LOCAL ] WIT: Saved forecast. [2025-11-22T03:21:13.816121] [INFO ] [main ] WIT: Signal=1 (Conf=90.0%), Magnitude=-0.42% (Conf=34.1342%) [2025-11-22T03:21:13.816278] [INFO ] [main ] Fetching symbol history for HLT... [2025-11-22T03:21:13.816326] [DEBUG] [REMOTE ] HLT: Fetching historical data. [2025-11-22T03:21:13.817109] [INFO ] [main ] Progress: 59/527 forecasts completed (11.2%). WIT finished in 0.6s. ETA: 1m 22s. Rate: 340.54 forecasts/min [2025-11-22T03:21:13.830008] [DEBUG] [REMOTE ] HLT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.831025] [DEBUG] [LOCAL ] Loaded configuration for HLT: 9 features, N/A% accuracy [2025-11-22T03:21:13.831080] [INFO ] [LOCAL ] HLT: Loaded 9 optimal features with 47.44% confidence from JSON config [2025-11-22T03:21:13.831941] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:13.832020] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:13.833769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:13.834309] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:13.834736] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:13.835606] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:13.836486] [INFO ] [LOCAL ] IHS: Saved forecast. [2025-11-22T03:21:13.836554] [INFO ] [main ] IHS: Signal=1 (Conf=90.0%), Magnitude=-2.10% (Conf=39.0465%) [2025-11-22T03:21:13.836938] [INFO ] [main ] Fetching symbol history for CTRE... [2025-11-22T03:21:13.836993] [DEBUG] [REMOTE ] CTRE: Fetching historical data. [2025-11-22T03:21:13.837276] [INFO ] [main ] Progress: 60/527 forecasts completed (11.4%). IHS finished in 0.7s. ETA: 1m 21s. Rate: 345.65 forecasts/min [2025-11-22T03:21:13.837182] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:13.838396] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:13.838906] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:13.840204] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:13.842256] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.848578] [DEBUG] [REMOTE ] CTRE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:13.849520] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 5 features, N/A% accuracy [2025-11-22T03:21:13.849579] [INFO ] [LOCAL ] CTRE: Loaded 5 optimal features with 54.19% confidence from JSON config [2025-11-22T03:21:13.850440] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:13.850505] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:13.852298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:13.852835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:13.853295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:13.853727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:13.856222] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:13.859821] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:14.364897] [INFO ] [LOCAL ] ETG: Saved forecast. [2025-11-22T03:21:14.364967] [INFO ] [main ] ETG: Signal=1 (Conf=90.0%), Magnitude=-0.78% (Conf=54.1671%) [2025-11-22T03:21:14.365330] [INFO ] [main ] Fetching symbol history for GBAB... [2025-11-22T03:21:14.365391] [DEBUG] [REMOTE ] GBAB: Fetching historical data. [2025-11-22T03:21:14.365715] [INFO ] [main ] Progress: 61/527 forecasts completed (11.6%). ETG finished in 0.7s. ETA: 1m 24s. Rate: 334.44 forecasts/min [2025-11-22T03:21:14.377893] [DEBUG] [REMOTE ] GBAB: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:14.379121] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 5 features, N/A% accuracy [2025-11-22T03:21:14.379175] [INFO ] [LOCAL ] GBAB: Loaded 5 optimal features with 55.86% confidence from JSON config [2025-11-22T03:21:14.380034] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:14.380096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:14.381829] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:14.382351] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:14.382767] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:14.383656] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:14.428044] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:14.445629] [INFO ] [LOCAL ] CTRE: Saved forecast. [2025-11-22T03:21:14.445719] [INFO ] [main ] CTRE: Signal=1 (Conf=90.0%), Magnitude=0.26% (Conf=54.1858%) [2025-11-22T03:21:14.445887] [INFO ] [main ] Fetching symbol history for SUZ... [2025-11-22T03:21:14.445932] [DEBUG] [REMOTE ] SUZ: Fetching historical data. [2025-11-22T03:21:14.447599] [INFO ] [main ] Progress: 62/527 forecasts completed (11.8%). CTRE finished in 0.6s. ETA: 1m 23s. Rate: 337.40 forecasts/min [2025-11-22T03:21:14.458310] [DEBUG] [REMOTE ] SUZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:14.459222] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 2 features, N/A% accuracy [2025-11-22T03:21:14.459276] [INFO ] [LOCAL ] SUZ: Loaded 2 optimal features with 61.98% confidence from JSON config [2025-11-22T03:21:14.460125] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:14.460187] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:14.495590] [INFO ] [LOCAL ] HLT: Saved forecast. [2025-11-22T03:21:14.495681] [INFO ] [main ] HLT: Signal=1 (Conf=90.0%), Magnitude=5.55% (Conf=47.4395%) [2025-11-22T03:21:14.495848] [INFO ] [main ] Fetching symbol history for SJT... [2025-11-22T03:21:14.495892] [DEBUG] [REMOTE ] SJT: Fetching historical data. [2025-11-22T03:21:14.496953] [INFO ] [main ] Progress: 63/527 forecasts completed (12.0%). HLT finished in 0.7s. ETA: 1m 22s. Rate: 341.31 forecasts/min [2025-11-22T03:21:14.507746] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:14.508504] [DEBUG] [REMOTE ] SJT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:14.509593] [DEBUG] [LOCAL ] Loaded configuration for SJT: 7 features, N/A% accuracy [2025-11-22T03:21:14.509608] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:14.509673] [INFO ] [LOCAL ] SJT: Loaded 7 optimal features with 45.53% confidence from JSON config [2025-11-22T03:21:14.510484] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:14.510547] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:14.511309] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:14.512566] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:14.513212] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:14.515031] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:14.517029] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:14.517778] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:14.520147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:14.571527] [INFO ] [LOCAL ] LII: Saved forecast. [2025-11-22T03:21:14.571612] [INFO ] [main ] LII: Signal=1 (Conf=90.0%), Magnitude=2.70% (Conf=52.7203%) [2025-11-22T03:21:14.571844] [INFO ] [main ] Fetching symbol history for LHX... [2025-11-22T03:21:14.571892] [DEBUG] [REMOTE ] LHX: Fetching historical data. [2025-11-22T03:21:14.573863] [INFO ] [main ] Progress: 64/527 forecasts completed (12.1%). LII finished in 0.8s. ETA: 1m 21s. Rate: 344.34 forecasts/min [2025-11-22T03:21:14.586559] [DEBUG] [REMOTE ] LHX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:14.587677] [DEBUG] [LOCAL ] Loaded configuration for LHX: 5 features, N/A% accuracy [2025-11-22T03:21:14.587734] [INFO ] [LOCAL ] LHX: Loaded 5 optimal features with 57.96% confidence from JSON config [2025-11-22T03:21:14.588628] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:14.588713] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:14.589474] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:14.590404] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:14.591124] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:14.591842] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:14.593063] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:14.994620] [INFO ] [LOCAL ] GBAB: Saved forecast. [2025-11-22T03:21:14.994714] [INFO ] [main ] GBAB: Signal=1 (Conf=90.0%), Magnitude=1.30% (Conf=55.8641%) [2025-11-22T03:21:14.995086] [INFO ] [main ] Fetching symbol history for COR... [2025-11-22T03:21:14.995138] [DEBUG] [REMOTE ] COR: Fetching historical data. [2025-11-22T03:21:14.995720] [INFO ] [main ] Progress: 65/527 forecasts completed (12.3%). GBAB finished in 0.6s. ETA: 1m 22s. Rate: 336.97 forecasts/min [2025-11-22T03:21:15.007137] [DEBUG] [REMOTE ] COR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.008347] [DEBUG] [LOCAL ] Loaded configuration for COR: 8 features, N/A% accuracy [2025-11-22T03:21:15.008402] [INFO ] [LOCAL ] COR: Loaded 8 optimal features with 49.22% confidence from JSON config [2025-11-22T03:21:15.009242] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:15.009308] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:15.014130] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:15.014959] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:15.083467] [INFO ] [LOCAL ] SUZ: Saved forecast. [2025-11-22T03:21:15.083546] [INFO ] [main ] SUZ: Signal=1 (Conf=90.0%), Magnitude=-2.59% (Conf=61.9798%) [2025-11-22T03:21:15.083735] [INFO ] [main ] Fetching symbol history for YUMC... [2025-11-22T03:21:15.083783] [DEBUG] [REMOTE ] YUMC: Fetching historical data. [2025-11-22T03:21:15.084970] [INFO ] [main ] Progress: 66/527 forecasts completed (12.5%). SUZ finished in 0.6s. ETA: 1m 21s. Rate: 339.54 forecasts/min [2025-11-22T03:21:15.095294] [DEBUG] [REMOTE ] YUMC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.096143] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, N/A% accuracy [2025-11-22T03:21:15.096196] [INFO ] [LOCAL ] YUMC: Loaded 3 optimal features with 49.37% confidence from JSON config [2025-11-22T03:21:15.097021] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:15.097083] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:15.098031] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:15.100740] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:15.101481] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.142570] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:15.144500] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:15.179277] [INFO ] [LOCAL ] SJT: Saved forecast. [2025-11-22T03:21:15.179350] [INFO ] [main ] SJT: Signal=1 (Conf=90.0%), Magnitude=-2.50% (Conf=45.5326%) [2025-11-22T03:21:15.179521] [INFO ] [main ] Fetching symbol history for TEX... [2025-11-22T03:21:15.179565] [DEBUG] [REMOTE ] TEX: Fetching historical data. [2025-11-22T03:21:15.180011] [INFO ] [main ] Progress: 67/527 forecasts completed (12.7%). SJT finished in 0.7s. ETA: 1m 21s. Rate: 341.89 forecasts/min [2025-11-22T03:21:15.188939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:15.191708] [DEBUG] [REMOTE ] TEX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.192812] [DEBUG] [LOCAL ] Loaded configuration for TEX: 5 features, N/A% accuracy [2025-11-22T03:21:15.192871] [INFO ] [LOCAL ] TEX: Loaded 5 optimal features with 38.05% confidence from JSON config [2025-11-22T03:21:15.194060] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:15.194135] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:15.199031] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:15.200940] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:15.201430] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:15.201938] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:15.203079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.245269] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:15.246965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:15.248261] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.265407] [INFO ] [LOCAL ] LHX: Saved forecast. [2025-11-22T03:21:15.265492] [INFO ] [main ] LHX: Signal=1 (Conf=90.0%), Magnitude=-3.10% (Conf=57.9642%) [2025-11-22T03:21:15.266035] [INFO ] [main ] Fetching symbol history for IGR... [2025-11-22T03:21:15.266093] [DEBUG] [REMOTE ] IGR: Fetching historical data. [2025-11-22T03:21:15.266748] [INFO ] [main ] Progress: 68/527 forecasts completed (12.9%). LHX finished in 0.7s. ETA: 1m 20s. Rate: 344.46 forecasts/min [2025-11-22T03:21:15.281426] [DEBUG] [REMOTE ] IGR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.282546] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, N/A% accuracy [2025-11-22T03:21:15.282608] [INFO ] [LOCAL ] IGR: Loaded 3 optimal features with 49.39% confidence from JSON config [2025-11-22T03:21:15.283614] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:15.283706] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:15.285559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:15.286163] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:15.286581] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.804838] [INFO ] [LOCAL ] YUMC: Saved forecast. [2025-11-22T03:21:15.804907] [INFO ] [main ] YUMC: Signal=1 (Conf=90.0%), Magnitude=4.11% (Conf=49.3652%) [2025-11-22T03:21:15.805301] [INFO ] [main ] Progress: 69/527 forecasts completed (13.1%). YUMC finished in 0.7s. ETA: 1m 22s. Rate: 334.32 forecasts/min [2025-11-22T03:21:15.805502] [INFO ] [main ] Fetching symbol history for EVN... [2025-11-22T03:21:15.805553] [DEBUG] [REMOTE ] EVN: Fetching historical data. [2025-11-22T03:21:15.817888] [DEBUG] [REMOTE ] EVN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.818827] [DEBUG] [LOCAL ] Loaded configuration for EVN: 8 features, N/A% accuracy [2025-11-22T03:21:15.818883] [INFO ] [LOCAL ] EVN: Loaded 8 optimal features with 58.91% confidence from JSON config [2025-11-22T03:21:15.819731] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:15.819798] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:15.822284] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:15.885963] [INFO ] [LOCAL ] TEX: Saved forecast. [2025-11-22T03:21:15.886038] [INFO ] [main ] TEX: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=38.0518%) [2025-11-22T03:21:15.886215] [INFO ] [main ] Fetching symbol history for TSE... [2025-11-22T03:21:15.886279] [DEBUG] [REMOTE ] TSE: Fetching historical data. [2025-11-22T03:21:15.886937] [INFO ] [main ] Progress: 70/527 forecasts completed (13.3%). TEX finished in 0.7s. ETA: 1m 21s. Rate: 336.94 forecasts/min [2025-11-22T03:21:15.888852] [INFO ] [LOCAL ] IGR: Saved forecast. [2025-11-22T03:21:15.889865] [INFO ] [main ] IGR: Signal=1 (Conf=90.0%), Magnitude=0.03% (Conf=49.391%) [2025-11-22T03:21:15.890386] [INFO ] [main ] Fetching symbol history for PARR... [2025-11-22T03:21:15.890446] [DEBUG] [REMOTE ] PARR: Fetching historical data. [2025-11-22T03:21:15.890705] [INFO ] [main ] Progress: 71/527 forecasts completed (13.5%). IGR finished in 0.6s. ETA: 1m 20s. Rate: 341.65 forecasts/min [2025-11-22T03:21:15.902619] [DEBUG] [REMOTE ] TSE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.904273] [DEBUG] [LOCAL ] Loaded configuration for TSE: 2 features, N/A% accuracy [2025-11-22T03:21:15.904332] [INFO ] [LOCAL ] TSE: Loaded 2 optimal features with 58.30% confidence from JSON config [2025-11-22T03:21:15.904473] [DEBUG] [REMOTE ] PARR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:15.905435] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:15.905509] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:15.905660] [DEBUG] [LOCAL ] Loaded configuration for PARR: 4 features, N/A% accuracy [2025-11-22T03:21:15.905721] [INFO ] [LOCAL ] PARR: Loaded 4 optimal features with 64.50% confidence from JSON config [2025-11-22T03:21:15.906605] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:15.906695] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:15.907499] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:15.908159] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.912376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:15.956399] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:15.958412] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:15.960530] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:15.961610] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:15.963553] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:15.996348] [INFO ] [LOCAL ] COR: Saved forecast. [2025-11-22T03:21:15.996420] [INFO ] [main ] COR: Signal=1 (Conf=90.0%), Magnitude=0.95% (Conf=49.2217%) [2025-11-22T03:21:15.996897] [INFO ] [main ] Fetching symbol history for MATX... [2025-11-22T03:21:15.996950] [DEBUG] [REMOTE ] MATX: Fetching historical data. [2025-11-22T03:21:15.998744] [INFO ] [main ] Progress: 72/527 forecasts completed (13.7%). COR finished in 1.0s. ETA: 1m 19s. Rate: 343.49 forecasts/min [2025-11-22T03:21:16.011114] [DEBUG] [REMOTE ] MATX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:16.012541] [DEBUG] [LOCAL ] Loaded configuration for MATX: 2 features, N/A% accuracy [2025-11-22T03:21:16.012613] [INFO ] [LOCAL ] MATX: Loaded 2 optimal features with 57.95% confidence from JSON config [2025-11-22T03:21:16.013468] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:16.013529] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:16.021095] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:16.023057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:16.053311] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:16.055485] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:16.056024] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:16.057242] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:16.059396] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:16.512028] [INFO ] [LOCAL ] TSE: Saved forecast. [2025-11-22T03:21:16.512118] [INFO ] [main ] TSE: Signal=1 (Conf=90.0%), Magnitude=-2.57% (Conf=58.3041%) [2025-11-22T03:21:16.512330] [INFO ] [main ] Fetching symbol history for STRV... [2025-11-22T03:21:16.512376] [DEBUG] [REMOTE ] STRV: Fetching historical data. [2025-11-22T03:21:16.513735] [INFO ] [main ] Progress: 73/527 forecasts completed (13.9%). TSE finished in 0.6s. ETA: 1m 21s. Rate: 334.56 forecasts/min [2025-11-22T03:21:16.526812] [DEBUG] [REMOTE ] STRV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:16.528180] [DEBUG] [LOCAL ] Loaded configuration for STRV: 8 features, N/A% accuracy [2025-11-22T03:21:16.528263] [INFO ] [LOCAL ] STRV: Loaded 8 optimal features with 51.17% confidence from JSON config [2025-11-22T03:21:16.529363] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:16.529432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:16.534895] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:16.536960] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:16.537507] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:16.537981] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:16.538391] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:16.540251] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:16.541875] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:16.546631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:16.600692] [INFO ] [LOCAL ] PARR: Saved forecast. [2025-11-22T03:21:16.600767] [INFO ] [main ] PARR: Signal=1 (Conf=90.0%), Magnitude=-0.62% (Conf=64.5044%) [2025-11-22T03:21:16.601117] [INFO ] [main ] Fetching symbol history for BFK... [2025-11-22T03:21:16.601169] [DEBUG] [REMOTE ] BFK: Fetching historical data. [2025-11-22T03:21:16.601146] [INFO ] [main ] Progress: 74/527 forecasts completed (14.0%). PARR finished in 0.7s. ETA: 1m 21s. Rate: 336.90 forecasts/min [2025-11-22T03:21:16.614566] [DEBUG] [REMOTE ] BFK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:16.615691] [DEBUG] [LOCAL ] Loaded configuration for BFK: 3 features, N/A% accuracy [2025-11-22T03:21:16.615751] [INFO ] [LOCAL ] BFK: Loaded 3 optimal features with 46.11% confidence from JSON config [2025-11-22T03:21:16.616962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:16.617024] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:16.617822] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:16.619483] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:16.620249] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:16.638989] [INFO ] [LOCAL ] EVN: Saved forecast. [2025-11-22T03:21:16.639065] [INFO ] [main ] EVN: Signal=1 (Conf=90.0%), Magnitude=0.18% (Conf=58.914%) [2025-11-22T03:21:16.639436] [INFO ] [main ] Fetching symbol history for GNRC... [2025-11-22T03:21:16.639488] [DEBUG] [REMOTE ] GNRC: Fetching historical data. [2025-11-22T03:21:16.640374] [INFO ] [main ] Progress: 75/527 forecasts completed (14.2%). EVN finished in 0.8s. ETA: 1m 20s. Rate: 340.43 forecasts/min [2025-11-22T03:21:16.651750] [DEBUG] [REMOTE ] GNRC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:16.652254] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, N/A% accuracy [2025-11-22T03:21:16.652303] [INFO ] [LOCAL ] GNRC: Loaded 3 optimal features with 61.92% confidence from JSON config [2025-11-22T03:21:16.653137] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:16.653199] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:16.658029] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:16.658808] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:16.660811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:16.691032] [INFO ] [LOCAL ] MATX: Saved forecast. [2025-11-22T03:21:16.691102] [INFO ] [main ] MATX: Signal=1 (Conf=90.0%), Magnitude=-2.24% (Conf=57.9484%) [2025-11-22T03:21:16.691448] [INFO ] [main ] Fetching symbol history for IIIN... [2025-11-22T03:21:16.691498] [DEBUG] [REMOTE ] IIIN: Fetching historical data. [2025-11-22T03:21:16.691731] [INFO ] [main ] Progress: 76/527 forecasts completed (14.4%). MATX finished in 0.7s. ETA: 1m 19s. Rate: 343.64 forecasts/min [2025-11-22T03:21:16.703362] [DEBUG] [REMOTE ] IIIN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:16.704073] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, N/A% accuracy [2025-11-22T03:21:16.704125] [INFO ] [LOCAL ] IIIN: Loaded 2 optimal features with 56.09% confidence from JSON config [2025-11-22T03:21:16.704996] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:16.705060] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:16.837025] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:16.838512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.182833] [INFO ] [LOCAL ] BFK: Saved forecast. [2025-11-22T03:21:17.182903] [INFO ] [main ] BFK: Signal=1 (Conf=90.0%), Magnitude=0.07% (Conf=46.1078%) [2025-11-22T03:21:17.183322] [INFO ] [main ] Fetching symbol history for OHI... [2025-11-22T03:21:17.183374] [DEBUG] [REMOTE ] OHI: Fetching historical data. [2025-11-22T03:21:17.183751] [INFO ] [main ] Progress: 77/527 forecasts completed (14.6%). BFK finished in 0.6s. ETA: 1m 20s. Rate: 335.71 forecasts/min [2025-11-22T03:21:17.184903] [INFO ] [LOCAL ] STRV: Saved forecast. [2025-11-22T03:21:17.184995] [INFO ] [main ] STRV: Signal=1 (Conf=90.0%), Magnitude=-0.06% (Conf=51.1652%) [2025-11-22T03:21:17.185221] [INFO ] [main ] Fetching symbol history for BNS... [2025-11-22T03:21:17.185269] [DEBUG] [REMOTE ] BNS: Fetching historical data. [2025-11-22T03:21:17.185723] [INFO ] [main ] Progress: 78/527 forecasts completed (14.8%). STRV finished in 0.7s. ETA: 1m 19s. Rate: 340.02 forecasts/min [2025-11-22T03:21:17.197270] [DEBUG] [REMOTE ] OHI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.198357] [DEBUG] [LOCAL ] Loaded configuration for OHI: 6 features, N/A% accuracy [2025-11-22T03:21:17.198417] [INFO ] [LOCAL ] OHI: Loaded 6 optimal features with 57.69% confidence from JSON config [2025-11-22T03:21:17.199294] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:17.199373] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:17.199888] [DEBUG] [REMOTE ] BNS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.200843] [DEBUG] [LOCAL ] Loaded configuration for BNS: 2 features, N/A% accuracy [2025-11-22T03:21:17.201097] [INFO ] [LOCAL ] BNS: Loaded 2 optimal features with 61.96% confidence from JSON config [2025-11-22T03:21:17.202086] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:17.202152] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:17.204848] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:17.206734] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:17.207218] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:17.207567] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:17.207660] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:17.210211] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.252723] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:17.253846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.359337] [INFO ] [LOCAL ] GNRC: Saved forecast. [2025-11-22T03:21:17.359413] [INFO ] [main ] GNRC: Signal=1 (Conf=90.0%), Magnitude=1.13% (Conf=61.9159%) [2025-11-22T03:21:17.359581] [INFO ] [main ] Fetching symbol history for SE... [2025-11-22T03:21:17.359628] [DEBUG] [REMOTE ] SE: Fetching historical data. [2025-11-22T03:21:17.360534] [INFO ] [main ] Progress: 79/527 forecasts completed (15.0%). GNRC finished in 0.7s. ETA: 1m 19s. Rate: 340.06 forecasts/min [2025-11-22T03:21:17.373447] [DEBUG] [REMOTE ] SE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.374707] [DEBUG] [LOCAL ] Loaded configuration for SE: 4 features, N/A% accuracy [2025-11-22T03:21:17.374761] [INFO ] [LOCAL ] SE: Loaded 4 optimal features with 70.88% confidence from JSON config [2025-11-22T03:21:17.375587] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:17.375667] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:17.380552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:17.382353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:17.382844] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:17.384811] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.449868] [INFO ] [LOCAL ] IIIN: Saved forecast. [2025-11-22T03:21:17.449940] [INFO ] [main ] IIIN: Signal=1 (Conf=90.0%), Magnitude=6.22% (Conf=56.0932%) [2025-11-22T03:21:17.450108] [INFO ] [main ] Fetching symbol history for JHX... [2025-11-22T03:21:17.450157] [DEBUG] [REMOTE ] JHX: Fetching historical data. [2025-11-22T03:21:17.451754] [INFO ] [main ] Progress: 80/527 forecasts completed (15.2%). IIIN finished in 0.8s. ETA: 1m 18s. Rate: 342.13 forecasts/min [2025-11-22T03:21:17.463497] [DEBUG] [REMOTE ] JHX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.464508] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, N/A% accuracy [2025-11-22T03:21:17.464566] [INFO ] [LOCAL ] JHX: Loaded 2 optimal features with 49.40% confidence from JSON config [2025-11-22T03:21:17.465394] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:17.465456] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:17.466350] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:17.467359] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.849717] [INFO ] [LOCAL ] BNS: Saved forecast. [2025-11-22T03:21:17.849837] [INFO ] [main ] BNS: Signal=1 (Conf=90.0%), Magnitude=0.44% (Conf=61.9645%) [2025-11-22T03:21:17.850378] [INFO ] [main ] Fetching symbol history for SF... [2025-11-22T03:21:17.850442] [DEBUG] [REMOTE ] SF: Fetching historical data. [2025-11-22T03:21:17.850764] [INFO ] [main ] Progress: 81/527 forecasts completed (15.4%). BNS finished in 0.7s. ETA: 1m 19s. Rate: 336.83 forecasts/min [2025-11-22T03:21:17.866628] [DEBUG] [REMOTE ] SF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.868396] [DEBUG] [LOCAL ] Loaded configuration for SF: 9 features, N/A% accuracy [2025-11-22T03:21:17.868490] [INFO ] [LOCAL ] SF: Loaded 9 optimal features with 56.21% confidence from JSON config [2025-11-22T03:21:17.870071] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:17.870206] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:17.877127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:17.923966] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:17.926336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:17.926969] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:17.928154] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:17.930255] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:17.931517] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:17.932294] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:17.935417] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:17.953120] [INFO ] [LOCAL ] OHI: Saved forecast. [2025-11-22T03:21:17.953192] [INFO ] [main ] OHI: Signal=1 (Conf=90.0%), Magnitude=0.60% (Conf=57.6911%) [2025-11-22T03:21:17.953572] [INFO ] [main ] Fetching symbol history for AMN... [2025-11-22T03:21:17.953624] [DEBUG] [REMOTE ] AMN: Fetching historical data. [2025-11-22T03:21:17.953677] [INFO ] [main ] Progress: 82/527 forecasts completed (15.6%). OHI finished in 0.8s. ETA: 1m 19s. Rate: 338.57 forecasts/min [2025-11-22T03:21:17.967151] [DEBUG] [REMOTE ] AMN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:17.968482] [DEBUG] [LOCAL ] Loaded configuration for AMN: 4 features, N/A% accuracy [2025-11-22T03:21:17.968536] [INFO ] [LOCAL ] AMN: Loaded 4 optimal features with 46.50% confidence from JSON config [2025-11-22T03:21:17.969480] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:17.969545] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:17.970316] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:18.057409] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:18.059607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:18.061051] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.071969] [INFO ] [LOCAL ] SE: Saved forecast. [2025-11-22T03:21:18.072045] [INFO ] [main ] SE: Signal=1 (Conf=90.0%), Magnitude=-2.35% (Conf=70.8826%) [2025-11-22T03:21:18.072376] [INFO ] [main ] Fetching symbol history for RDY... [2025-11-22T03:21:18.072427] [DEBUG] [REMOTE ] RDY: Fetching historical data. [2025-11-22T03:21:18.073425] [INFO ] [main ] Progress: 83/527 forecasts completed (15.7%). SE finished in 0.7s. ETA: 1m 18s. Rate: 339.90 forecasts/min [2025-11-22T03:21:18.079143] [INFO ] [LOCAL ] JHX: Saved forecast. [2025-11-22T03:21:18.079222] [INFO ] [main ] JHX: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=49.3991%) [2025-11-22T03:21:18.079597] [INFO ] [main ] Progress: 84/527 forecasts completed (15.9%). JHX finished in 0.6s. ETA: 1m 17s. Rate: 343.85 forecasts/min [2025-11-22T03:21:18.079760] [INFO ] [main ] Fetching symbol history for INVH... [2025-11-22T03:21:18.079806] [DEBUG] [REMOTE ] INVH: Fetching historical data. [2025-11-22T03:21:18.085404] [DEBUG] [REMOTE ] RDY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.086452] [DEBUG] [LOCAL ] Loaded configuration for RDY: 2 features, N/A% accuracy [2025-11-22T03:21:18.086506] [INFO ] [LOCAL ] RDY: Loaded 2 optimal features with 48.90% confidence from JSON config [2025-11-22T03:21:18.087392] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:18.087482] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:18.089992] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:18.091139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.092178] [DEBUG] [REMOTE ] INVH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.093304] [DEBUG] [LOCAL ] Loaded configuration for INVH: 5 features, N/A% accuracy [2025-11-22T03:21:18.093357] [INFO ] [LOCAL ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config [2025-11-22T03:21:18.094207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:18.094271] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:18.096032] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:18.096542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:18.096973] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:18.099386] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:18.146106] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.622714] [INFO ] [LOCAL ] SF: Saved forecast. [2025-11-22T03:21:18.622831] [INFO ] [main ] SF: Signal=1 (Conf=90.0%), Magnitude=2.05% (Conf=56.2098%) [2025-11-22T03:21:18.623333] [INFO ] [main ] Fetching symbol history for GPI... [2025-11-22T03:21:18.623385] [DEBUG] [REMOTE ] GPI: Fetching historical data. [2025-11-22T03:21:18.623749] [INFO ] [main ] Progress: 85/527 forecasts completed (16.1%). SF finished in 0.8s. ETA: 1m 19s. Rate: 335.49 forecasts/min [2025-11-22T03:21:18.638315] [DEBUG] [REMOTE ] GPI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.639074] [DEBUG] [LOCAL ] Loaded configuration for GPI: 6 features, N/A% accuracy [2025-11-22T03:21:18.639125] [INFO ] [LOCAL ] GPI: Loaded 6 optimal features with 60.62% confidence from JSON config [2025-11-22T03:21:18.640091] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:18.640160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:18.645327] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:18.647336] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:18.647909] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:18.648327] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:18.685504] [INFO ] [LOCAL ] AMN: Saved forecast. [2025-11-22T03:21:18.685581] [INFO ] [main ] AMN: Signal=1 (Conf=90.0%), Magnitude=1.81% (Conf=46.496%) [2025-11-22T03:21:18.685776] [INFO ] [main ] Fetching symbol history for HMC... [2025-11-22T03:21:18.685825] [DEBUG] [REMOTE ] HMC: Fetching historical data. [2025-11-22T03:21:18.686887] [INFO ] [main ] Progress: 86/527 forecasts completed (16.3%). AMN finished in 0.7s. ETA: 1m 18s. Rate: 338.03 forecasts/min [2025-11-22T03:21:18.699288] [DEBUG] [REMOTE ] HMC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.700276] [INFO ] [LOCAL ] RDY: Saved forecast. [2025-11-22T03:21:18.700303] [DEBUG] [LOCAL ] Loaded configuration for HMC: 4 features, N/A% accuracy [2025-11-22T03:21:18.700346] [INFO ] [main ] RDY: Signal=1 (Conf=90.0%), Magnitude=-1.02% (Conf=48.8976%) [2025-11-22T03:21:18.700377] [INFO ] [LOCAL ] HMC: Loaded 4 optimal features with 56.85% confidence from JSON config [2025-11-22T03:21:18.700508] [INFO ] [main ] Fetching symbol history for ET... [2025-11-22T03:21:18.700554] [DEBUG] [REMOTE ] ET: Fetching historical data. [2025-11-22T03:21:18.701276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:18.701344] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:18.701664] [INFO ] [main ] Progress: 87/527 forecasts completed (16.5%). RDY finished in 0.6s. ETA: 1m 17s. Rate: 341.63 forecasts/min [2025-11-22T03:21:18.703983] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:18.706874] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:18.708257] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:18.709389] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.712812] [DEBUG] [REMOTE ] ET: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.713787] [DEBUG] [LOCAL ] Loaded configuration for ET: 7 features, N/A% accuracy [2025-11-22T03:21:18.713842] [INFO ] [LOCAL ] ET: Loaded 7 optimal features with 73.19% confidence from JSON config [2025-11-22T03:21:18.714671] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:18.714736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:18.719719] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:18.721516] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:18.722012] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:18.724414] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:18.725129] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:18.727513] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:18.728673] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.743766] [INFO ] [LOCAL ] INVH: Saved forecast. [2025-11-22T03:21:18.743835] [INFO ] [main ] INVH: Signal=1 (Conf=90.0%), Magnitude=-1.59% (Conf=49.4506%) [2025-11-22T03:21:18.744182] [INFO ] [main ] Progress: 88/527 forecasts completed (16.7%). INVH finished in 0.7s. ETA: 1m 16s. Rate: 344.60 forecasts/min [2025-11-22T03:21:18.744305] [INFO ] [main ] Fetching symbol history for DNOW... [2025-11-22T03:21:18.744348] [DEBUG] [REMOTE ] DNOW: Fetching historical data. [2025-11-22T03:21:18.756542] [DEBUG] [REMOTE ] DNOW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:18.757560] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 3 features, N/A% accuracy [2025-11-22T03:21:18.757619] [INFO ] [LOCAL ] DNOW: Loaded 3 optimal features with 46.54% confidence from JSON config [2025-11-22T03:21:18.758517] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:18.758579] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:18.763498] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:18.784696] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:18.787302] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:18.823245] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:18.826120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:19.315082] [INFO ] [LOCAL ] ET: Saved forecast. [2025-11-22T03:21:19.315154] [INFO ] [main ] ET: Signal=1 (Conf=90.0%), Magnitude=0.83% (Conf=73.1888%) [2025-11-22T03:21:19.315623] [INFO ] [main ] Fetching symbol history for MDT... [2025-11-22T03:21:19.315694] [DEBUG] [REMOTE ] MDT: Fetching historical data. [2025-11-22T03:21:19.315729] [INFO ] [main ] Progress: 89/527 forecasts completed (16.9%). ET finished in 0.6s. ETA: 1m 18s. Rate: 335.98 forecasts/min [2025-11-22T03:21:19.319948] [INFO ] [LOCAL ] HMC: Saved forecast. [2025-11-22T03:21:19.320037] [INFO ] [main ] HMC: Signal=1 (Conf=90.0%), Magnitude=5.65% (Conf=56.8453%) [2025-11-22T03:21:19.320207] [INFO ] [main ] Fetching symbol history for EXP... [2025-11-22T03:21:19.320252] [DEBUG] [REMOTE ] EXP: Fetching historical data. [2025-11-22T03:21:19.322717] [INFO ] [main ] Progress: 90/527 forecasts completed (17.1%). HMC finished in 0.6s. ETA: 1m 17s. Rate: 339.61 forecasts/min [2025-11-22T03:21:19.328467] [DEBUG] [REMOTE ] MDT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:19.329341] [DEBUG] [LOCAL ] Loaded configuration for MDT: 9 features, N/A% accuracy [2025-11-22T03:21:19.329396] [INFO ] [LOCAL ] MDT: Loaded 9 optimal features with 56.64% confidence from JSON config [2025-11-22T03:21:19.330257] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:19.330324] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:19.332714] [DEBUG] [REMOTE ] EXP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:19.333565] [DEBUG] [LOCAL ] Loaded configuration for EXP: 0 features, N/A% accuracy [2025-11-22T03:21:19.333618] [INFO ] [LOCAL ] EXP: Loaded 0 optimal features with 51.99% confidence from JSON config [2025-11-22T03:21:19.334427] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:21:19.335432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:19.337248] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:19.338237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:19.338634] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:19.339552] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:19.341967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:19.385857] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:19.386762] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:19.387473] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:19.419964] [INFO ] [LOCAL ] DNOW: Saved forecast. [2025-11-22T03:21:19.420036] [INFO ] [main ] DNOW: Signal=1 (Conf=90.0%), Magnitude=6.80% (Conf=46.5434%) [2025-11-22T03:21:19.420214] [INFO ] [main ] Fetching symbol history for CIF... [2025-11-22T03:21:19.420261] [DEBUG] [REMOTE ] CIF: Fetching historical data. [2025-11-22T03:21:19.421035] [INFO ] [main ] Progress: 91/527 forecasts completed (17.3%). DNOW finished in 0.7s. ETA: 1m 17s. Rate: 341.27 forecasts/min [2025-11-22T03:21:19.432370] [DEBUG] [REMOTE ] CIF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:19.433672] [DEBUG] [LOCAL ] Loaded configuration for CIF: 0 features, N/A% accuracy [2025-11-22T03:21:19.433727] [INFO ] [LOCAL ] CIF: Loaded 0 optimal features with 16.43% confidence from JSON config [2025-11-22T03:21:19.435683] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:21:19.489252] [INFO ] [LOCAL ] GPI: Saved forecast. [2025-11-22T03:21:19.489344] [INFO ] [main ] GPI: Signal=1 (Conf=90.0%), Magnitude=3.33% (Conf=60.6211%) [2025-11-22T03:21:19.489851] [INFO ] [main ] Fetching symbol history for CLDT... [2025-11-22T03:21:19.489904] [DEBUG] [REMOTE ] CLDT: Fetching historical data. [2025-11-22T03:21:19.490771] [INFO ] [main ] Progress: 92/527 forecasts completed (17.5%). GPI finished in 0.9s. ETA: 1m 16s. Rate: 343.52 forecasts/min [2025-11-22T03:21:19.504550] [DEBUG] [REMOTE ] CLDT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:19.506168] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 11 features, N/A% accuracy [2025-11-22T03:21:19.506228] [INFO ] [LOCAL ] CLDT: Loaded 11 optimal features with 58.27% confidence from JSON config [2025-11-22T03:21:19.507269] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:21:19.507368] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:19.508409] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:19.509565] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:19.511201] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:19.511854] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:19.513602] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:19.514135] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:19.515343] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:19.517089] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:19.518299] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:19.519011] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:19.520452] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:19.983125] [INFO ] [LOCAL ] EXP: Saved forecast. [2025-11-22T03:21:19.983194] [INFO ] [main ] EXP: Signal=1 (Conf=90.0%), Magnitude=-1.65% (Conf=51.9851%) [2025-11-22T03:21:19.983547] [INFO ] [main ] Fetching symbol history for EAF... [2025-11-22T03:21:19.983598] [DEBUG] [REMOTE ] EAF: Fetching historical data. [2025-11-22T03:21:19.983724] [INFO ] [main ] Progress: 93/527 forecasts completed (17.6%). EXP finished in 0.7s. ETA: 1m 17s. Rate: 336.92 forecasts/min [2025-11-22T03:21:19.997075] [DEBUG] [REMOTE ] EAF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:19.998158] [DEBUG] [LOCAL ] Loaded configuration for EAF: 5 features, N/A% accuracy [2025-11-22T03:21:19.998219] [INFO ] [LOCAL ] EAF: Loaded 5 optimal features with 49.83% confidence from JSON config [2025-11-22T03:21:19.999395] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:19.999459] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:20.001198] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:20.001725] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:20.002634] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:20.004617] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:20.006032] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.021471] [INFO ] [LOCAL ] CIF: Saved forecast. [2025-11-22T03:21:20.021541] [INFO ] [main ] CIF: Signal=1 (Conf=90.0%), Magnitude=-0.64% (Conf=16.4296%) [2025-11-22T03:21:20.021729] [INFO ] [main ] Fetching symbol history for FRT... [2025-11-22T03:21:20.021778] [DEBUG] [REMOTE ] FRT: Fetching historical data. [2025-11-22T03:21:20.022822] [INFO ] [main ] Progress: 94/527 forecasts completed (17.8%). CIF finished in 0.6s. ETA: 1m 16s. Rate: 339.74 forecasts/min [2025-11-22T03:21:20.029975] [INFO ] [LOCAL ] MDT: Saved forecast. [2025-11-22T03:21:20.030045] [INFO ] [main ] MDT: Signal=1 (Conf=90.0%), Magnitude=2.87% (Conf=56.6434%) [2025-11-22T03:21:20.030218] [INFO ] [main ] Fetching symbol history for KFY... [2025-11-22T03:21:20.030265] [DEBUG] [REMOTE ] KFY: Fetching historical data. [2025-11-22T03:21:20.031729] [INFO ] [main ] Progress: 95/527 forecasts completed (18.0%). MDT finished in 0.7s. ETA: 1m 16s. Rate: 343.17 forecasts/min [2025-11-22T03:21:20.034389] [DEBUG] [REMOTE ] FRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.035381] [DEBUG] [LOCAL ] Loaded configuration for FRT: 3 features, N/A% accuracy [2025-11-22T03:21:20.035432] [INFO ] [LOCAL ] FRT: Loaded 3 optimal features with 50.65% confidence from JSON config [2025-11-22T03:21:20.036269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:20.036331] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:20.041286] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:20.042495] [DEBUG] [REMOTE ] KFY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.043059] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:20.043389] [DEBUG] [LOCAL ] Loaded configuration for KFY: 5 features, N/A% accuracy [2025-11-22T03:21:20.043444] [INFO ] [LOCAL ] KFY: Loaded 5 optimal features with 55.48% confidence from JSON config [2025-11-22T03:21:20.044307] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:20.044372] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:20.046159] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:20.046690] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:20.047107] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:20.050265] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:20.052505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.060281] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.136389] [INFO ] [LOCAL ] CLDT: Saved forecast. [2025-11-22T03:21:20.136483] [INFO ] [main ] CLDT: Signal=1 (Conf=90.0%), Magnitude=3.91% (Conf=58.2685%) [2025-11-22T03:21:20.136994] [INFO ] [main ] Fetching symbol history for UGI... [2025-11-22T03:21:20.137049] [DEBUG] [REMOTE ] UGI: Fetching historical data. [2025-11-22T03:21:20.137756] [INFO ] [main ] Progress: 96/527 forecasts completed (18.2%). CLDT finished in 0.6s. ETA: 1m 15s. Rate: 344.58 forecasts/min [2025-11-22T03:21:20.151531] [DEBUG] [REMOTE ] UGI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.152773] [DEBUG] [LOCAL ] Loaded configuration for UGI: 10 features, N/A% accuracy [2025-11-22T03:21:20.152839] [INFO ] [LOCAL ] UGI: Loaded 10 optimal features with 63.96% confidence from JSON config [2025-11-22T03:21:20.153890] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:20.153960] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:20.159240] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:20.161199] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:20.161749] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:20.162161] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:20.207976] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:20.210688] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:20.211901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:20.212423] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:20.213512] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:20.215611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.610045] [INFO ] [LOCAL ] EAF: Saved forecast. [2025-11-22T03:21:20.610123] [INFO ] [main ] EAF: Signal=1 (Conf=90.0%), Magnitude=3.50% (Conf=49.8336%) [2025-11-22T03:21:20.610294] [INFO ] [main ] Fetching symbol history for MCK... [2025-11-22T03:21:20.610349] [DEBUG] [REMOTE ] MCK: Fetching historical data. [2025-11-22T03:21:20.611307] [INFO ] [main ] Progress: 97/527 forecasts completed (18.4%). EAF finished in 0.6s. ETA: 1m 16s. Rate: 338.58 forecasts/min [2025-11-22T03:21:20.624120] [DEBUG] [REMOTE ] MCK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.625124] [DEBUG] [LOCAL ] Loaded configuration for MCK: 5 features, N/A% accuracy [2025-11-22T03:21:20.625189] [INFO ] [LOCAL ] MCK: Loaded 5 optimal features with 50.11% confidence from JSON config [2025-11-22T03:21:20.626035] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:20.626097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:20.630967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:20.631792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:20.633559] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:20.634261] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:20.635533] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.684703] [INFO ] [LOCAL ] KFY: Saved forecast. [2025-11-22T03:21:20.684778] [INFO ] [main ] KFY: Signal=1 (Conf=90.0%), Magnitude=0.70% (Conf=55.4778%) [2025-11-22T03:21:20.685119] [INFO ] [main ] Fetching symbol history for AEO... [2025-11-22T03:21:20.685171] [DEBUG] [REMOTE ] AEO: Fetching historical data. [2025-11-22T03:21:20.685742] [INFO ] [main ] Progress: 98/527 forecasts completed (18.6%). KFY finished in 0.7s. ETA: 1m 16s. Rate: 340.60 forecasts/min [2025-11-22T03:21:20.693440] [INFO ] [LOCAL ] FRT: Saved forecast. [2025-11-22T03:21:20.693507] [INFO ] [main ] FRT: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=50.654%) [2025-11-22T03:21:20.693842] [INFO ] [main ] Fetching symbol history for FSLY... [2025-11-22T03:21:20.693894] [DEBUG] [REMOTE ] FSLY: Fetching historical data. [2025-11-22T03:21:20.694770] [INFO ] [main ] Progress: 99/527 forecasts completed (18.8%). FRT finished in 0.7s. ETA: 1m 15s. Rate: 343.89 forecasts/min [2025-11-22T03:21:20.698523] [DEBUG] [REMOTE ] AEO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.699068] [DEBUG] [LOCAL ] Loaded configuration for AEO: 6 features, N/A% accuracy [2025-11-22T03:21:20.699117] [INFO ] [LOCAL ] AEO: Loaded 6 optimal features with 66.60% confidence from JSON config [2025-11-22T03:21:20.699973] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:20.700051] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:20.701775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:20.702291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:20.702705] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:20.703477] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:20.705856] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:20.708147] [DEBUG] [REMOTE ] FSLY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.709163] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 8 features, N/A% accuracy [2025-11-22T03:21:20.709223] [INFO ] [LOCAL ] FSLY: Loaded 8 optimal features with 52.58% confidence from JSON config [2025-11-22T03:21:20.710124] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:20.710191] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:20.715203] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:20.716100] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:20.716959] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:20.719514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:20.720568] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:20.721677] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:20.722406] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:20.724427] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.791550] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:20.873184] [INFO ] [LOCAL ] UGI: Saved forecast. [2025-11-22T03:21:20.873285] [INFO ] [main ] UGI: Signal=1 (Conf=90.0%), Magnitude=-0.47% (Conf=63.9558%) [2025-11-22T03:21:20.873814] [INFO ] [main ] Fetching symbol history for TWN... [2025-11-22T03:21:20.873872] [DEBUG] [REMOTE ] TWN: Fetching historical data. [2025-11-22T03:21:20.874756] [INFO ] [main ] Progress: 100/527 forecasts completed (19.0%). UGI finished in 0.7s. ETA: 1m 15s. Rate: 343.78 forecasts/min [2025-11-22T03:21:20.887674] [DEBUG] [REMOTE ] TWN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:20.888968] [DEBUG] [LOCAL ] Loaded configuration for TWN: 3 features, N/A% accuracy [2025-11-22T03:21:20.889032] [INFO ] [LOCAL ] TWN: Loaded 3 optimal features with 56.48% confidence from JSON config [2025-11-22T03:21:20.890059] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:20.890123] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:20.890963] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:20.891756] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:20.894475] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:21.332943] [INFO ] [LOCAL ] FSLY: Saved forecast. [2025-11-22T03:21:21.333012] [INFO ] [main ] FSLY: Signal=1 (Conf=90.0%), Magnitude=5.70% (Conf=52.5799%) [2025-11-22T03:21:21.333182] [INFO ] [main ] Fetching symbol history for EVTC... [2025-11-22T03:21:21.333230] [DEBUG] [REMOTE ] EVTC: Fetching historical data. [2025-11-22T03:21:21.334729] [INFO ] [main ] Progress: 101/527 forecasts completed (19.2%). FSLY finished in 0.6s. ETA: 1m 16s. Rate: 338.31 forecasts/min [2025-11-22T03:21:21.335767] [INFO ] [LOCAL ] MCK: Saved forecast. [2025-11-22T03:21:21.335835] [INFO ] [main ] MCK: Signal=1 (Conf=90.0%), Magnitude=1.98% (Conf=50.1135%) [2025-11-22T03:21:21.336006] [INFO ] [main ] Fetching symbol history for ALC... [2025-11-22T03:21:21.336050] [DEBUG] [REMOTE ] ALC: Fetching historical data. [2025-11-22T03:21:21.337363] [INFO ] [main ] Progress: 102/527 forecasts completed (19.4%). MCK finished in 0.7s. ETA: 1m 15s. Rate: 341.61 forecasts/min [2025-11-22T03:21:21.346638] [DEBUG] [REMOTE ] EVTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:21.347527] [DEBUG] [REMOTE ] ALC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:21.347742] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 2 features, N/A% accuracy [2025-11-22T03:21:21.347799] [INFO ] [LOCAL ] EVTC: Loaded 2 optimal features with 59.91% confidence from JSON config [2025-11-22T03:21:21.348314] [DEBUG] [LOCAL ] Loaded configuration for ALC: 6 features, N/A% accuracy [2025-11-22T03:21:21.348370] [INFO ] [LOCAL ] ALC: Loaded 6 optimal features with 42.46% confidence from JSON config [2025-11-22T03:21:21.348672] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:21.348736] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:21.349195] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:21.349260] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:21.353813] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:21.354079] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:21.354678] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:21.355860] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:21.356342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:21.356757] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:21.357662] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:21.376906] [INFO ] [LOCAL ] AEO: Saved forecast. [2025-11-22T03:21:21.376984] [INFO ] [main ] AEO: Signal=1 (Conf=90.0%), Magnitude=2.84% (Conf=66.6046%) [2025-11-22T03:21:21.377320] [INFO ] [main ] Fetching symbol history for HEI... [2025-11-22T03:21:21.377372] [DEBUG] [REMOTE ] HEI: Fetching historical data. [2025-11-22T03:21:21.377730] [INFO ] [main ] Progress: 103/527 forecasts completed (19.5%). AEO finished in 0.7s. ETA: 1m 14s. Rate: 344.18 forecasts/min [2025-11-22T03:21:21.388751] [DEBUG] [REMOTE ] HEI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:21.389802] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, N/A% accuracy [2025-11-22T03:21:21.389860] [INFO ] [LOCAL ] HEI: Loaded 2 optimal features with 46.45% confidence from JSON config [2025-11-22T03:21:21.390688] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:21.390748] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:21.393422] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:21.395871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:21.418276] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:21.514661] [INFO ] [LOCAL ] TWN: Saved forecast. [2025-11-22T03:21:21.514756] [INFO ] [main ] TWN: Signal=1 (Conf=90.0%), Magnitude=0.41% (Conf=56.4772%) [2025-11-22T03:21:21.515284] [INFO ] [main ] Fetching symbol history for RMM... [2025-11-22T03:21:21.515342] [DEBUG] [REMOTE ] RMM: Fetching historical data. [2025-11-22T03:21:21.516732] [INFO ] [main ] Progress: 104/527 forecasts completed (19.7%). TWN finished in 0.6s. ETA: 1m 14s. Rate: 344.85 forecasts/min [2025-11-22T03:21:21.531188] [DEBUG] [REMOTE ] RMM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:21.532522] [DEBUG] [LOCAL ] Loaded configuration for RMM: 4 features, N/A% accuracy [2025-11-22T03:21:21.532577] [INFO ] [LOCAL ] RMM: Loaded 4 optimal features with 60.72% confidence from JSON config [2025-11-22T03:21:21.533522] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:21.533587] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:21.536515] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:21.538335] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:21.540743] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:21.541944] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:21.958264] [INFO ] [LOCAL ] EVTC: Saved forecast. [2025-11-22T03:21:21.958337] [INFO ] [main ] EVTC: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=59.9078%) [2025-11-22T03:21:21.958513] [INFO ] [main ] Fetching symbol history for DHF... [2025-11-22T03:21:21.958558] [DEBUG] [REMOTE ] DHF: Fetching historical data. [2025-11-22T03:21:21.959262] [INFO ] [main ] Progress: 105/527 forecasts completed (19.9%). EVTC finished in 0.6s. ETA: 1m 15s. Rate: 339.86 forecasts/min [2025-11-22T03:21:21.971041] [DEBUG] [REMOTE ] DHF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:21.972226] [DEBUG] [LOCAL ] Loaded configuration for DHF: 53 features, N/A% accuracy [2025-11-22T03:21:21.972314] [INFO ] [LOCAL ] DHF: Loaded 53 optimal features with 13.53% confidence from JSON config [2025-11-22T03:21:21.973416] [DEBUG] [FEATURES ] DataBuilder: Executing 53 feature methods. [2025-11-22T03:21:21.973522] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:21.978732] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:21.980755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:21.981266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:21.981755] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:21.982171] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:21.982977] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:21.983823] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:21.986316] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:22.045149] [INFO ] [LOCAL ] ALC: Saved forecast. [2025-11-22T03:21:22.045221] [INFO ] [main ] ALC: Signal=1 (Conf=90.0%), Magnitude=1.14% (Conf=42.4617%) [2025-11-22T03:21:22.045631] [INFO ] [main ] Fetching symbol history for BLE... [2025-11-22T03:21:22.045704] [DEBUG] [REMOTE ] BLE: Fetching historical data. [2025-11-22T03:21:22.045744] [INFO ] [main ] Progress: 106/527 forecasts completed (20.1%). ALC finished in 0.7s. ETA: 1m 14s. Rate: 341.50 forecasts/min [2025-11-22T03:21:22.051008] [INFO ] [LOCAL ] HEI: Saved forecast. [2025-11-22T03:21:22.051075] [INFO ] [main ] HEI: Signal=1 (Conf=90.0%), Magnitude=-2.13% (Conf=46.4542%) [2025-11-22T03:21:22.051432] [INFO ] [main ] Fetching symbol history for TROX... [2025-11-22T03:21:22.051484] [DEBUG] [REMOTE ] TROX: Fetching historical data. [2025-11-22T03:21:22.052696] [INFO ] [main ] Progress: 107/527 forecasts completed (20.3%). HEI finished in 0.7s. ETA: 1m 13s. Rate: 344.59 forecasts/min [2025-11-22T03:21:22.058413] [DEBUG] [REMOTE ] BLE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.059017] [DEBUG] [LOCAL ] Loaded configuration for BLE: 5 features, N/A% accuracy [2025-11-22T03:21:22.059080] [INFO ] [LOCAL ] BLE: Loaded 5 optimal features with 50.70% confidence from JSON config [2025-11-22T03:21:22.060149] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:22.060230] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:22.062169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:22.062706] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:22.063630] [DEBUG] [REMOTE ] TROX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.064702] [DEBUG] [LOCAL ] Loaded configuration for TROX: 3 features, N/A% accuracy [2025-11-22T03:21:22.064756] [INFO ] [LOCAL ] TROX: Loaded 3 optimal features with 52.66% confidence from JSON config [2025-11-22T03:21:22.065548] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:22.065610] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:22.065911] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:22.067233] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:22.068155] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:22.068265] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:22.090136] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.116933] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:22.119059] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:22.124460] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.147696] [INFO ] [LOCAL ] RMM: Saved forecast. [2025-11-22T03:21:22.147786] [INFO ] [main ] RMM: Signal=1 (Conf=90.0%), Magnitude=-1.41% (Conf=60.7163%) [2025-11-22T03:21:22.148248] [INFO ] [main ] Fetching symbol history for SREA... [2025-11-22T03:21:22.148302] [DEBUG] [REMOTE ] SREA: Fetching historical data. [2025-11-22T03:21:22.148752] [INFO ] [main ] Progress: 108/527 forecasts completed (20.5%). RMM finished in 0.6s. ETA: 1m 13s. Rate: 346.03 forecasts/min [2025-11-22T03:21:22.162243] [DEBUG] [REMOTE ] SREA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.163811] [DEBUG] [LOCAL ] Loaded configuration for SREA: 1 features, N/A% accuracy [2025-11-22T03:21:22.163868] [INFO ] [LOCAL ] SREA: Loaded 1 optimal features with 48.66% confidence from JSON config [2025-11-22T03:21:22.164815] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:22.164878] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:22.164864] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:22.166009] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:22.169847] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.229669] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:22.230936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:22.232729] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:22.331899] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:22.332873] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:22.334723] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:22.337508] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:22.338600] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:22.340575] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:22.341358] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:22.345630] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:22.346820] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:22.348188] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:22.349720] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:22.352603] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:22.353277] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:22.353997] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:22.355996] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:22.357081] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:22.357851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:22.358551] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:21:22.359266] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:22.362092] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:22.363726] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:22.366165] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:22.368414] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:22.372272] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:22.392318] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:22.393622] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:22.395390] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:22.396156] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:22.398071] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:22.399811] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:22.400804] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:22.402057] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:22.403322] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:22.405614] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:22.407309] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:22.410242] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:21:22.412108] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:22.418731] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.677391] [INFO ] [LOCAL ] BLE: Saved forecast. [2025-11-22T03:21:22.677484] [INFO ] [main ] BLE: Signal=1 (Conf=90.0%), Magnitude=0.25% (Conf=50.6972%) [2025-11-22T03:21:22.677668] [INFO ] [main ] Fetching symbol history for SDRL... [2025-11-22T03:21:22.677720] [DEBUG] [REMOTE ] SDRL: Fetching historical data. [2025-11-22T03:21:22.678745] [INFO ] [main ] Progress: 109/527 forecasts completed (20.7%). BLE finished in 0.6s. ETA: 1m 14s. Rate: 339.62 forecasts/min [2025-11-22T03:21:22.690466] [DEBUG] [REMOTE ] SDRL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.691168] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 5 features, N/A% accuracy [2025-11-22T03:21:22.691218] [INFO ] [LOCAL ] SDRL: Loaded 5 optimal features with 60.53% confidence from JSON config [2025-11-22T03:21:22.692079] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:22.692145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:22.694079] [INFO ] [LOCAL ] TROX: Saved forecast. [2025-11-22T03:21:22.694149] [INFO ] [main ] TROX: Signal=1 (Conf=90.0%), Magnitude=7.64% (Conf=52.6574%) [2025-11-22T03:21:22.694505] [INFO ] [main ] Fetching symbol history for VET... [2025-11-22T03:21:22.694557] [DEBUG] [REMOTE ] VET: Fetching historical data. [2025-11-22T03:21:22.694715] [INFO ] [main ] Progress: 110/527 forecasts completed (20.9%). TROX finished in 0.6s. ETA: 1m 13s. Rate: 342.45 forecasts/min [2025-11-22T03:21:22.697280] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:22.699184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:22.699744] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:22.700149] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:22.706695] [DEBUG] [REMOTE ] VET: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.708693] [DEBUG] [LOCAL ] Loaded configuration for VET: 3 features, N/A% accuracy [2025-11-22T03:21:22.708750] [INFO ] [LOCAL ] VET: Loaded 3 optimal features with 58.63% confidence from JSON config [2025-11-22T03:21:22.712668] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:22.712730] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:22.717571] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:22.749394] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.762809] [INFO ] [LOCAL ] SREA: Saved forecast. [2025-11-22T03:21:22.762892] [INFO ] [main ] SREA: Signal=1 (Conf=90.0%), Magnitude=0.19% (Conf=48.6559%) [2025-11-22T03:21:22.763143] [INFO ] [main ] Fetching symbol history for PEN... [2025-11-22T03:21:22.763192] [DEBUG] [REMOTE ] PEN: Fetching historical data. [2025-11-22T03:21:22.764748] [INFO ] [main ] Progress: 111/527 forecasts completed (21.1%). SREA finished in 0.6s. ETA: 1m 12s. Rate: 344.31 forecasts/min [2025-11-22T03:21:22.774574] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:22.776748] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:22.778498] [DEBUG] [REMOTE ] PEN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:22.779206] [DEBUG] [LOCAL ] Loaded configuration for PEN: 5 features, N/A% accuracy [2025-11-22T03:21:22.779257] [INFO ] [LOCAL ] PEN: Loaded 5 optimal features with 60.63% confidence from JSON config [2025-11-22T03:21:22.780208] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:22.780274] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:22.785202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:22.787794] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:22.788593] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:22.789640] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:22.792404] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.219503] [INFO ] [LOCAL ] DHF: Saved forecast. [2025-11-22T03:21:23.219573] [INFO ] [main ] DHF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%) [2025-11-22T03:21:23.219760] [INFO ] [main ] Fetching symbol history for TAP... [2025-11-22T03:21:23.219807] [DEBUG] [REMOTE ] TAP: Fetching historical data. [2025-11-22T03:21:23.221133] [INFO ] [main ] Progress: 112/527 forecasts completed (21.3%). DHF finished in 1.3s. ETA: 1m 13s. Rate: 339.41 forecasts/min [2025-11-22T03:21:23.232503] [DEBUG] [REMOTE ] TAP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.233430] [DEBUG] [LOCAL ] Loaded configuration for TAP: 7 features, N/A% accuracy [2025-11-22T03:21:23.233483] [INFO ] [LOCAL ] TAP: Loaded 7 optimal features with 63.72% confidence from JSON config [2025-11-22T03:21:23.234310] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:23.234374] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:23.239281] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:23.240245] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:23.242626] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:23.286956] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:23.288537] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:23.289292] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:21:23.290873] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.342867] [INFO ] [LOCAL ] VET: Saved forecast. [2025-11-22T03:21:23.342942] [INFO ] [main ] VET: Signal=1 (Conf=90.0%), Magnitude=0.70% (Conf=58.6278%) [2025-11-22T03:21:23.343301] [INFO ] [main ] Fetching symbol history for PEB... [2025-11-22T03:21:23.343352] [DEBUG] [REMOTE ] PEB: Fetching historical data. [2025-11-22T03:21:23.343771] [INFO ] [main ] Progress: 113/527 forecasts completed (21.4%). VET finished in 0.6s. ETA: 1m 13s. Rate: 340.33 forecasts/min [2025-11-22T03:21:23.356426] [DEBUG] [REMOTE ] PEB: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.356971] [DEBUG] [LOCAL ] Loaded configuration for PEB: 5 features, N/A% accuracy [2025-11-22T03:21:23.357020] [INFO ] [LOCAL ] PEB: Loaded 5 optimal features with 47.69% confidence from JSON config [2025-11-22T03:21:23.357928] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:23.357991] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:23.358924] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:23.360792] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:23.363435] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:23.365402] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:23.366146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.369729] [INFO ] [LOCAL ] SDRL: Saved forecast. [2025-11-22T03:21:23.369799] [INFO ] [main ] SDRL: Signal=1 (Conf=90.0%), Magnitude=-3.47% (Conf=60.5327%) [2025-11-22T03:21:23.370145] [INFO ] [main ] Fetching symbol history for BLK... [2025-11-22T03:21:23.370196] [DEBUG] [REMOTE ] BLK: Fetching historical data. [2025-11-22T03:21:23.370742] [INFO ] [main ] Progress: 114/527 forecasts completed (21.6%). SDRL finished in 0.7s. ETA: 1m 12s. Rate: 342.88 forecasts/min [2025-11-22T03:21:23.382427] [DEBUG] [REMOTE ] BLK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.383453] [DEBUG] [LOCAL ] Loaded configuration for BLK: 1 features, N/A% accuracy [2025-11-22T03:21:23.383510] [INFO ] [LOCAL ] BLK: Loaded 1 optimal features with 57.98% confidence from JSON config [2025-11-22T03:21:23.384352] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:23.384413] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:23.389240] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.527335] [INFO ] [LOCAL ] PEN: Saved forecast. [2025-11-22T03:21:23.527455] [INFO ] [main ] PEN: Signal=1 (Conf=90.0%), Magnitude=-0.57% (Conf=60.6254%) [2025-11-22T03:21:23.531426] [INFO ] [main ] Progress: 115/527 forecasts completed (21.8%). PEN finished in 0.8s. ETA: 1m 12s. Rate: 343.12 forecasts/min [2025-11-22T03:21:23.531729] [INFO ] [main ] Fetching symbol history for ARCO... [2025-11-22T03:21:23.531783] [DEBUG] [REMOTE ] ARCO: Fetching historical data. [2025-11-22T03:21:23.548247] [DEBUG] [REMOTE ] ARCO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.549493] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 7 features, N/A% accuracy [2025-11-22T03:21:23.549555] [INFO ] [LOCAL ] ARCO: Loaded 7 optimal features with 55.72% confidence from JSON config [2025-11-22T03:21:23.550516] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:23.550583] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:23.556053] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:23.557856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:23.601599] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:23.603020] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:23.605799] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:23.607786] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:23.609226] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.903556] [INFO ] [LOCAL ] TAP: Saved forecast. [2025-11-22T03:21:23.903627] [INFO ] [main ] TAP: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=63.7226%) [2025-11-22T03:21:23.904007] [INFO ] [main ] Fetching symbol history for KEN... [2025-11-22T03:21:23.904059] [DEBUG] [REMOTE ] KEN: Fetching historical data. [2025-11-22T03:21:23.905745] [INFO ] [main ] Progress: 116/527 forecasts completed (22.0%). TAP finished in 0.7s. ETA: 1m 13s. Rate: 339.78 forecasts/min [2025-11-22T03:21:23.916457] [DEBUG] [REMOTE ] KEN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.917306] [DEBUG] [LOCAL ] Loaded configuration for KEN: 7 features, N/A% accuracy [2025-11-22T03:21:23.917358] [INFO ] [LOCAL ] KEN: Loaded 7 optimal features with 64.12% confidence from JSON config [2025-11-22T03:21:23.918219] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:23.918283] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:23.923117] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:23.924924] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:23.925415] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:23.925833] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:23.928206] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:23.929994] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:23.931011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:23.958618] [INFO ] [LOCAL ] PEB: Saved forecast. [2025-11-22T03:21:23.958707] [INFO ] [main ] PEB: Signal=1 (Conf=90.0%), Magnitude=-0.12% (Conf=47.6917%) [2025-11-22T03:21:23.958871] [INFO ] [main ] Fetching symbol history for CANG... [2025-11-22T03:21:23.958920] [DEBUG] [REMOTE ] CANG: Fetching historical data. [2025-11-22T03:21:23.960065] [INFO ] [main ] Progress: 117/527 forecasts completed (22.2%). PEB finished in 0.6s. ETA: 1m 12s. Rate: 341.80 forecasts/min [2025-11-22T03:21:23.970707] [DEBUG] [REMOTE ] CANG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:23.971963] [DEBUG] [LOCAL ] Loaded configuration for CANG: 7 features, N/A% accuracy [2025-11-22T03:21:23.972029] [INFO ] [LOCAL ] CANG: Loaded 7 optimal features with 60.75% confidence from JSON config [2025-11-22T03:21:23.972930] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:23.972996] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:23.974810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:23.975327] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:23.975800] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:23.976226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:23.977117] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:24.035428] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:24.036418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.102839] [INFO ] [LOCAL ] BLK: Saved forecast. [2025-11-22T03:21:24.102918] [INFO ] [main ] BLK: Signal=1 (Conf=90.0%), Magnitude=5.52% (Conf=57.9848%) [2025-11-22T03:21:24.103082] [INFO ] [main ] Fetching symbol history for BW... [2025-11-22T03:21:24.103127] [DEBUG] [REMOTE ] BW: Fetching historical data. [2025-11-22T03:21:24.103996] [INFO ] [main ] Progress: 118/527 forecasts completed (22.4%). BLK finished in 0.7s. ETA: 1m 12s. Rate: 342.33 forecasts/min [2025-11-22T03:21:24.115192] [DEBUG] [REMOTE ] BW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.115722] [DEBUG] [LOCAL ] Loaded configuration for BW: 6 features, N/A% accuracy [2025-11-22T03:21:24.115769] [INFO ] [LOCAL ] BW: Loaded 6 optimal features with 37.25% confidence from JSON config [2025-11-22T03:21:24.116585] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:24.116666] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:24.121910] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:24.123693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:24.124195] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:24.124633] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:24.127016] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:24.131019] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.235218] [INFO ] [LOCAL ] ARCO: Saved forecast. [2025-11-22T03:21:24.235309] [INFO ] [main ] ARCO: Signal=1 (Conf=90.0%), Magnitude=3.48% (Conf=55.7169%) [2025-11-22T03:21:24.235797] [INFO ] [main ] Progress: 119/527 forecasts completed (22.6%). ARCO finished in 0.7s. ETA: 1m 11s. Rate: 343.04 forecasts/min [2025-11-22T03:21:24.235961] [INFO ] [main ] Fetching symbol history for GBX... [2025-11-22T03:21:24.236005] [DEBUG] [REMOTE ] GBX: Fetching historical data. [2025-11-22T03:21:24.250712] [DEBUG] [REMOTE ] GBX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.252353] [DEBUG] [LOCAL ] Loaded configuration for GBX: 6 features, N/A% accuracy [2025-11-22T03:21:24.252411] [INFO ] [LOCAL ] GBX: Loaded 6 optimal features with 41.18% confidence from JSON config [2025-11-22T03:21:24.253474] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:24.253541] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:24.255857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:24.256959] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:24.257392] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:24.258325] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:24.259295] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:24.261758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.564262] [INFO ] [LOCAL ] KEN: Saved forecast. [2025-11-22T03:21:24.564342] [INFO ] [main ] KEN: Signal=1 (Conf=90.0%), Magnitude=2.05% (Conf=64.1153%) [2025-11-22T03:21:24.564759] [INFO ] [main ] Fetching symbol history for AIZN... [2025-11-22T03:21:24.564812] [DEBUG] [REMOTE ] AIZN: Fetching historical data. [2025-11-22T03:21:24.565866] [INFO ] [main ] Progress: 120/527 forecasts completed (22.8%). KEN finished in 0.7s. ETA: 1m 12s. Rate: 340.52 forecasts/min [2025-11-22T03:21:24.576919] [DEBUG] [REMOTE ] AIZN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.577457] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 6 features, N/A% accuracy [2025-11-22T03:21:24.577578] [INFO ] [LOCAL ] AIZN: Loaded 6 optimal features with 54.07% confidence from JSON config [2025-11-22T03:21:24.578430] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:24.578497] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:24.579422] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:24.581999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:24.583200] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:24.585958] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:24.588371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:24.590134] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.635886] [INFO ] [LOCAL ] CANG: Saved forecast. [2025-11-22T03:21:24.635958] [INFO ] [main ] CANG: Signal=1 (Conf=90.0%), Magnitude=-21.38% (Conf=60.7528%) [2025-11-22T03:21:24.636128] [INFO ] [main ] Fetching symbol history for VLRS... [2025-11-22T03:21:24.636173] [DEBUG] [REMOTE ] VLRS: Fetching historical data. [2025-11-22T03:21:24.636931] [INFO ] [main ] Progress: 121/527 forecasts completed (23.0%). CANG finished in 0.7s. ETA: 1m 11s. Rate: 342.21 forecasts/min [2025-11-22T03:21:24.648892] [DEBUG] [REMOTE ] VLRS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.649999] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 9 features, N/A% accuracy [2025-11-22T03:21:24.650084] [INFO ] [LOCAL ] VLRS: Loaded 9 optimal features with 55.02% confidence from JSON config [2025-11-22T03:21:24.650957] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:24.651025] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:24.656152] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:24.658175] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:24.658708] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:24.659146] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:24.660065] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:24.661037] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:24.709883] [INFO ] [LOCAL ] BW: Saved forecast. [2025-11-22T03:21:24.709958] [INFO ] [main ] BW: Signal=1 (Conf=90.0%), Magnitude=-4.51% (Conf=37.246%) [2025-11-22T03:21:24.710342] [INFO ] [main ] Fetching symbol history for MGA... [2025-11-22T03:21:24.710394] [DEBUG] [REMOTE ] MGA: Fetching historical data. [2025-11-22T03:21:24.710710] [INFO ] [main ] Progress: 122/527 forecasts completed (23.1%). BW finished in 0.6s. ETA: 1m 11s. Rate: 343.84 forecasts/min [2025-11-22T03:21:24.722609] [DEBUG] [REMOTE ] MGA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.723584] [DEBUG] [LOCAL ] Loaded configuration for MGA: 4 features, N/A% accuracy [2025-11-22T03:21:24.723665] [INFO ] [LOCAL ] MGA: Loaded 4 optimal features with 64.55% confidence from JSON config [2025-11-22T03:21:24.724471] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:24.724534] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:24.750741] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:24.752350] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:24.755002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.782004] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:24.784994] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:24.786391] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:24.787578] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:24.919165] [INFO ] [LOCAL ] GBX: Saved forecast. [2025-11-22T03:21:24.919268] [INFO ] [main ] GBX: Signal=1 (Conf=90.0%), Magnitude=1.93% (Conf=41.182%) [2025-11-22T03:21:24.919820] [INFO ] [main ] Fetching symbol history for HWM... [2025-11-22T03:21:24.919878] [DEBUG] [REMOTE ] HWM: Fetching historical data. [2025-11-22T03:21:24.921735] [INFO ] [main ] Progress: 123/527 forecasts completed (23.3%). GBX finished in 0.7s. ETA: 1m 11s. Rate: 343.26 forecasts/min [2025-11-22T03:21:24.935575] [DEBUG] [REMOTE ] HWM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:24.937017] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, N/A% accuracy [2025-11-22T03:21:24.937088] [INFO ] [LOCAL ] HWM: Loaded 2 optimal features with 48.20% confidence from JSON config [2025-11-22T03:21:24.938195] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:24.938261] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:24.939298] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:24.942505] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:25.165584] [INFO ] [LOCAL ] AIZN: Saved forecast. [2025-11-22T03:21:25.165676] [INFO ] [main ] AIZN: Signal=1 (Conf=90.0%), Magnitude=-0.86% (Conf=54.0706%) [2025-11-22T03:21:25.165857] [INFO ] [main ] Fetching symbol history for NXC... [2025-11-22T03:21:25.165904] [DEBUG] [REMOTE ] NXC: Fetching historical data. [2025-11-22T03:21:25.167858] [INFO ] [main ] Progress: 124/527 forecasts completed (23.5%). AIZN finished in 0.6s. ETA: 1m 11s. Rate: 342.13 forecasts/min [2025-11-22T03:21:25.179564] [DEBUG] [REMOTE ] NXC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:25.180503] [DEBUG] [LOCAL ] Loaded configuration for NXC: 9 features, N/A% accuracy [2025-11-22T03:21:25.180562] [INFO ] [LOCAL ] NXC: Loaded 9 optimal features with 38.27% confidence from JSON config [2025-11-22T03:21:25.181422] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:25.181490] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:25.186605] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:25.187480] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:25.188131] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:25.189970] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:25.190489] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:25.191569] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:25.193251] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:25.194325] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:25.195047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:25.338249] [INFO ] [LOCAL ] VLRS: Saved forecast. [2025-11-22T03:21:25.338319] [INFO ] [main ] VLRS: Signal=1 (Conf=90.0%), Magnitude=-1.25% (Conf=55.0169%) [2025-11-22T03:21:25.338483] [INFO ] [main ] Fetching symbol history for LCII... [2025-11-22T03:21:25.338528] [DEBUG] [REMOTE ] LCII: Fetching historical data. [2025-11-22T03:21:25.339748] [INFO ] [main ] Progress: 125/527 forecasts completed (23.7%). VLRS finished in 0.7s. ETA: 1m 10s. Rate: 342.19 forecasts/min [2025-11-22T03:21:25.351016] [DEBUG] [REMOTE ] LCII: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:25.352114] [DEBUG] [LOCAL ] Loaded configuration for LCII: 7 features, N/A% accuracy [2025-11-22T03:21:25.352170] [INFO ] [LOCAL ] LCII: Loaded 7 optimal features with 43.66% confidence from JSON config [2025-11-22T03:21:25.353025] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:25.353089] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:25.358273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:25.360094] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:25.360581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:25.360995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:25.363314] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:25.365351] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:25.368241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:25.382289] [INFO ] [LOCAL ] MGA: Saved forecast. [2025-11-22T03:21:25.382364] [INFO ] [main ] MGA: Signal=1 (Conf=90.0%), Magnitude=5.04% (Conf=64.553%) [2025-11-22T03:21:25.382771] [INFO ] [main ] Fetching symbol history for GE... [2025-11-22T03:21:25.382824] [DEBUG] [REMOTE ] GE: Fetching historical data. [2025-11-22T03:21:25.383624] [INFO ] [main ] Progress: 126/527 forecasts completed (23.9%). MGA finished in 0.7s. ETA: 1m 10s. Rate: 344.24 forecasts/min [2025-11-22T03:21:25.395300] [DEBUG] [REMOTE ] GE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:25.396198] [DEBUG] [LOCAL ] Loaded configuration for GE: 9 features, N/A% accuracy [2025-11-22T03:21:25.396251] [INFO ] [LOCAL ] GE: Loaded 9 optimal features with 53.70% confidence from JSON config [2025-11-22T03:21:25.397091] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:25.397156] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:25.402043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:25.403850] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:25.404331] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:25.404794] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:25.405190] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:25.406796] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:25.408807] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:21:25.409540] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:25.410696] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:25.642024] [INFO ] [LOCAL ] HWM: Saved forecast. [2025-11-22T03:21:25.642116] [INFO ] [main ] HWM: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=48.1999%) [2025-11-22T03:21:25.642623] [INFO ] [main ] Fetching symbol history for GPC... [2025-11-22T03:21:25.642703] [DEBUG] [REMOTE ] GPC: Fetching historical data. [2025-11-22T03:21:25.643718] [INFO ] [main ] Progress: 127/527 forecasts completed (24.1%). HWM finished in 0.7s. ETA: 1m 10s. Rate: 342.91 forecasts/min [2025-11-22T03:21:25.658378] [DEBUG] [REMOTE ] GPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:25.659531] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, N/A% accuracy [2025-11-22T03:21:25.659599] [INFO ] [LOCAL ] GPC: Loaded 4 optimal features with 52.92% confidence from JSON config [2025-11-22T03:21:25.660567] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:25.660633] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:25.666279] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:25.668249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:25.668791] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:25.669788] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:25.766631] [INFO ] [LOCAL ] NXC: Saved forecast. [2025-11-22T03:21:25.766723] [INFO ] [main ] NXC: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=38.2694%) [2025-11-22T03:21:25.767200] [INFO ] [main ] Fetching symbol history for NABL... [2025-11-22T03:21:25.767252] [DEBUG] [REMOTE ] NABL: Fetching historical data. [2025-11-22T03:21:25.767696] [INFO ] [main ] Progress: 128/527 forecasts completed (24.3%). NXC finished in 0.6s. ETA: 1m 10s. Rate: 343.69 forecasts/min [2025-11-22T03:21:25.780349] [DEBUG] [REMOTE ] NABL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:25.781511] [DEBUG] [LOCAL ] Loaded configuration for NABL: 6 features, N/A% accuracy [2025-11-22T03:21:25.781565] [INFO ] [LOCAL ] NABL: Loaded 6 optimal features with 50.17% confidence from JSON config [2025-11-22T03:21:25.782439] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:25.782502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:25.784241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:25.784792] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:25.785206] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:25.843248] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:25.844603] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:25.845315] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.006938] [INFO ] [LOCAL ] LCII: Saved forecast. [2025-11-22T03:21:26.007007] [INFO ] [main ] LCII: Signal=1 (Conf=90.0%), Magnitude=5.57% (Conf=43.6611%) [2025-11-22T03:21:26.007607] [INFO ] [main ] Fetching symbol history for AWI... [2025-11-22T03:21:26.007690] [DEBUG] [REMOTE ] AWI: Fetching historical data. [2025-11-22T03:21:26.007628] [INFO ] [main ] Progress: 129/527 forecasts completed (24.5%). LCII finished in 0.7s. ETA: 1m 10s. Rate: 342.70 forecasts/min [2025-11-22T03:21:26.020777] [DEBUG] [REMOTE ] AWI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.021575] [DEBUG] [LOCAL ] Loaded configuration for AWI: 3 features, N/A% accuracy [2025-11-22T03:21:26.021676] [INFO ] [LOCAL ] AWI: Loaded 3 optimal features with 54.22% confidence from JSON config [2025-11-22T03:21:26.022790] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:26.022868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:26.027931] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:26.029786] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:26.030289] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.249835] [INFO ] [LOCAL ] GE: Saved forecast. [2025-11-22T03:21:26.249906] [INFO ] [main ] GE: Signal=1 (Conf=90.0%), Magnitude=0.62% (Conf=53.7006%) [2025-11-22T03:21:26.250282] [INFO ] [main ] Progress: 130/527 forecasts completed (24.7%). GE finished in 0.9s. ETA: 1m 10s. Rate: 341.68 forecasts/min [2025-11-22T03:21:26.250409] [INFO ] [main ] Fetching symbol history for KMX... [2025-11-22T03:21:26.250452] [DEBUG] [REMOTE ] KMX: Fetching historical data. [2025-11-22T03:21:26.261963] [DEBUG] [REMOTE ] KMX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.262819] [DEBUG] [LOCAL ] Loaded configuration for KMX: 6 features, N/A% accuracy [2025-11-22T03:21:26.262874] [INFO ] [LOCAL ] KMX: Loaded 6 optimal features with 43.53% confidence from JSON config [2025-11-22T03:21:26.263706] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:26.263768] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:26.271909] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:26.273685] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:26.274168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:26.274558] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:26.275434] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:26.318922] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.363275] [INFO ] [LOCAL ] GPC: Saved forecast. [2025-11-22T03:21:26.363370] [INFO ] [main ] GPC: Signal=1 (Conf=90.0%), Magnitude=1.44% (Conf=52.9167%) [2025-11-22T03:21:26.363927] [INFO ] [main ] Fetching symbol history for TOST... [2025-11-22T03:21:26.363986] [DEBUG] [REMOTE ] TOST: Fetching historical data. [2025-11-22T03:21:26.364743] [INFO ] [main ] Progress: 131/527 forecasts completed (24.9%). GPC finished in 0.7s. ETA: 1m 9s. Rate: 342.59 forecasts/min [2025-11-22T03:21:26.380240] [DEBUG] [REMOTE ] TOST: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.381739] [DEBUG] [LOCAL ] Loaded configuration for TOST: 3 features, N/A% accuracy [2025-11-22T03:21:26.381799] [INFO ] [LOCAL ] TOST: Loaded 3 optimal features with 51.80% confidence from JSON config [2025-11-22T03:21:26.382949] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:26.383024] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:26.426426] [INFO ] [LOCAL ] NABL: Saved forecast. [2025-11-22T03:21:26.426501] [INFO ] [main ] NABL: Signal=1 (Conf=90.0%), Magnitude=1.49% (Conf=50.1663%) [2025-11-22T03:21:26.426690] [INFO ] [main ] Fetching symbol history for TDOC... [2025-11-22T03:21:26.426737] [DEBUG] [REMOTE ] TDOC: Fetching historical data. [2025-11-22T03:21:26.427921] [INFO ] [main ] Progress: 132/527 forecasts completed (25.0%). NABL finished in 0.7s. ETA: 1m 9s. Rate: 344.26 forecasts/min [2025-11-22T03:21:26.431621] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:26.438964] [DEBUG] [REMOTE ] TDOC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.439791] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 6 features, N/A% accuracy [2025-11-22T03:21:26.439846] [INFO ] [LOCAL ] TDOC: Loaded 6 optimal features with 53.40% confidence from JSON config [2025-11-22T03:21:26.440664] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:26.440729] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:26.445567] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:26.447389] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:26.447932] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:26.448325] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:26.449063] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:26.451626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.492795] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:26.495057] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.662344] [INFO ] [LOCAL ] AWI: Saved forecast. [2025-11-22T03:21:26.662426] [INFO ] [main ] AWI: Signal=1 (Conf=90.0%), Magnitude=1.92% (Conf=54.2185%) [2025-11-22T03:21:26.662599] [INFO ] [main ] Fetching symbol history for MUC... [2025-11-22T03:21:26.662665] [DEBUG] [REMOTE ] MUC: Fetching historical data. [2025-11-22T03:21:26.663959] [INFO ] [main ] Progress: 133/527 forecasts completed (25.2%). AWI finished in 0.7s. ETA: 1m 9s. Rate: 343.34 forecasts/min [2025-11-22T03:21:26.674963] [DEBUG] [REMOTE ] MUC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.675850] [DEBUG] [LOCAL ] Loaded configuration for MUC: 10 features, N/A% accuracy [2025-11-22T03:21:26.675906] [INFO ] [LOCAL ] MUC: Loaded 10 optimal features with 58.51% confidence from JSON config [2025-11-22T03:21:26.676800] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:26.676870] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:26.681910] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:26.682917] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:26.684902] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:26.687125] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:26.688895] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:26.689376] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:26.690395] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:26.692045] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:26.693107] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:26.693828] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:26.948130] [INFO ] [LOCAL ] KMX: Saved forecast. [2025-11-22T03:21:26.948208] [INFO ] [main ] KMX: Signal=1 (Conf=90.0%), Magnitude=-11.41% (Conf=43.5309%) [2025-11-22T03:21:26.948371] [INFO ] [main ] Fetching symbol history for INGR... [2025-11-22T03:21:26.948416] [DEBUG] [REMOTE ] INGR: Fetching historical data. [2025-11-22T03:21:26.950752] [INFO ] [main ] Progress: 134/527 forecasts completed (25.4%). KMX finished in 0.7s. ETA: 1m 9s. Rate: 341.71 forecasts/min [2025-11-22T03:21:26.960291] [DEBUG] [REMOTE ] INGR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:26.961287] [DEBUG] [LOCAL ] Loaded configuration for INGR: 7 features, N/A% accuracy [2025-11-22T03:21:26.961341] [INFO ] [LOCAL ] INGR: Loaded 7 optimal features with 48.07% confidence from JSON config [2025-11-22T03:21:26.962162] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:26.962228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:26.963926] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:26.964414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:26.964850] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:26.965599] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:26.968412] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:26.969470] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:26.970899] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.042723] [INFO ] [LOCAL ] TDOC: Saved forecast. [2025-11-22T03:21:27.042792] [INFO ] [main ] TDOC: Signal=1 (Conf=90.0%), Magnitude=-1.61% (Conf=53.3964%) [2025-11-22T03:21:27.043507] [INFO ] [main ] Fetching symbol history for VAC... [2025-11-22T03:21:27.043559] [DEBUG] [REMOTE ] VAC: Fetching historical data. [2025-11-22T03:21:27.043737] [INFO ] [main ] Progress: 135/527 forecasts completed (25.6%). TDOC finished in 0.6s. ETA: 1m 9s. Rate: 342.90 forecasts/min [2025-11-22T03:21:27.057205] [DEBUG] [REMOTE ] VAC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.058243] [DEBUG] [LOCAL ] Loaded configuration for VAC: 4 features, N/A% accuracy [2025-11-22T03:21:27.058297] [INFO ] [LOCAL ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config [2025-11-22T03:21:27.059162] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:27.059224] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:27.060105] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:27.060861] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:27.061525] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:27.063138] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.147494] [INFO ] [LOCAL ] TOST: Saved forecast. [2025-11-22T03:21:27.147574] [INFO ] [main ] TOST: Signal=1 (Conf=90.0%), Magnitude=8.20% (Conf=51.8015%) [2025-11-22T03:21:27.147771] [INFO ] [main ] Fetching symbol history for GD... [2025-11-22T03:21:27.147821] [DEBUG] [REMOTE ] GD: Fetching historical data. [2025-11-22T03:21:27.149698] [INFO ] [main ] Progress: 136/527 forecasts completed (25.8%). TOST finished in 0.8s. ETA: 1m 8s. Rate: 343.90 forecasts/min [2025-11-22T03:21:27.162702] [DEBUG] [REMOTE ] GD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.164335] [DEBUG] [LOCAL ] Loaded configuration for GD: 1 features, N/A% accuracy [2025-11-22T03:21:27.164399] [INFO ] [LOCAL ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config [2025-11-22T03:21:27.165437] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:27.165518] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:27.166600] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.295579] [INFO ] [LOCAL ] MUC: Saved forecast. [2025-11-22T03:21:27.295672] [INFO ] [main ] MUC: Signal=1 (Conf=90.0%), Magnitude=0.49% (Conf=58.5059%) [2025-11-22T03:21:27.295839] [INFO ] [main ] Fetching symbol history for QD... [2025-11-22T03:21:27.295885] [DEBUG] [REMOTE ] QD: Fetching historical data. [2025-11-22T03:21:27.296972] [INFO ] [main ] Progress: 137/527 forecasts completed (26.0%). MUC finished in 0.6s. ETA: 1m 8s. Rate: 344.29 forecasts/min [2025-11-22T03:21:27.308106] [DEBUG] [REMOTE ] QD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.309162] [DEBUG] [LOCAL ] Loaded configuration for QD: 7 features, N/A% accuracy [2025-11-22T03:21:27.309216] [INFO ] [LOCAL ] QD: Loaded 7 optimal features with 43.57% confidence from JSON config [2025-11-22T03:21:27.310109] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:27.310173] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:27.315016] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:27.316838] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:27.317321] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:27.317771] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:27.318543] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:27.320879] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:27.322894] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.616545] [INFO ] [LOCAL ] INGR: Saved forecast. [2025-11-22T03:21:27.616622] [INFO ] [main ] INGR: Signal=1 (Conf=90.0%), Magnitude=-1.30% (Conf=48.0741%) [2025-11-22T03:21:27.617076] [INFO ] [main ] Fetching symbol history for CLW... [2025-11-22T03:21:27.617132] [DEBUG] [REMOTE ] CLW: Fetching historical data. [2025-11-22T03:21:27.617762] [INFO ] [main ] Progress: 138/527 forecasts completed (26.2%). INGR finished in 0.7s. ETA: 1m 8s. Rate: 342.21 forecasts/min [2025-11-22T03:21:27.630181] [DEBUG] [REMOTE ] CLW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.631242] [DEBUG] [LOCAL ] Loaded configuration for CLW: 4 features, N/A% accuracy [2025-11-22T03:21:27.631303] [INFO ] [LOCAL ] CLW: Loaded 4 optimal features with 60.30% confidence from JSON config [2025-11-22T03:21:27.632195] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:27.632259] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:27.637207] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:27.696074] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:27.697590] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:27.699350] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.703245] [INFO ] [LOCAL ] VAC: Saved forecast. [2025-11-22T03:21:27.703314] [INFO ] [main ] VAC: Signal=1 (Conf=90.0%), Magnitude=-2.54% (Conf=49.6509%) [2025-11-22T03:21:27.703692] [INFO ] [main ] Fetching symbol history for LND... [2025-11-22T03:21:27.703745] [DEBUG] [REMOTE ] LND: Fetching historical data. [2025-11-22T03:21:27.704737] [INFO ] [main ] Progress: 139/527 forecasts completed (26.4%). VAC finished in 0.7s. ETA: 1m 8s. Rate: 343.45 forecasts/min [2025-11-22T03:21:27.715712] [DEBUG] [REMOTE ] LND: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.716220] [DEBUG] [LOCAL ] Loaded configuration for LND: 4 features, N/A% accuracy [2025-11-22T03:21:27.716285] [INFO ] [LOCAL ] LND: Loaded 4 optimal features with 48.59% confidence from JSON config [2025-11-22T03:21:27.717151] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:27.717213] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:27.722211] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:27.723488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:27.726192] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:27.727217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:27.877710] [INFO ] [LOCAL ] GD: Saved forecast. [2025-11-22T03:21:27.877816] [INFO ] [main ] GD: Signal=1 (Conf=90.0%), Magnitude=-1.18% (Conf=61.7785%) [2025-11-22T03:21:27.878322] [INFO ] [main ] Fetching symbol history for GIS... [2025-11-22T03:21:27.878380] [DEBUG] [REMOTE ] GIS: Fetching historical data. [2025-11-22T03:21:27.878381] [INFO ] [main ] Progress: 140/527 forecasts completed (26.6%). GD finished in 0.7s. ETA: 1m 8s. Rate: 343.47 forecasts/min [2025-11-22T03:21:27.894479] [DEBUG] [REMOTE ] GIS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.895791] [DEBUG] [LOCAL ] Loaded configuration for GIS: 0 features, N/A% accuracy [2025-11-22T03:21:27.895856] [INFO ] [LOCAL ] GIS: Loaded 0 optimal features with 54.47% confidence from JSON config [2025-11-22T03:21:27.896886] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:21:27.903853] [INFO ] [LOCAL ] QD: Saved forecast. [2025-11-22T03:21:27.903919] [INFO ] [main ] QD: Signal=1 (Conf=90.0%), Magnitude=-3.26% (Conf=43.5708%) [2025-11-22T03:21:27.904303] [INFO ] [main ] Progress: 141/527 forecasts completed (26.8%). QD finished in 0.6s. ETA: 1m 7s. Rate: 345.56 forecasts/min [2025-11-22T03:21:27.904430] [INFO ] [main ] Fetching symbol history for DBRG... [2025-11-22T03:21:27.904473] [DEBUG] [REMOTE ] DBRG: Fetching historical data. [2025-11-22T03:21:27.916492] [DEBUG] [REMOTE ] DBRG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:27.917738] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 4 features, N/A% accuracy [2025-11-22T03:21:27.917794] [INFO ] [LOCAL ] DBRG: Loaded 4 optimal features with 56.62% confidence from JSON config [2025-11-22T03:21:27.918606] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:27.918691] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:27.962549] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:28.048289] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:28.050565] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:28.056603] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.292943] [INFO ] [LOCAL ] LND: Saved forecast. [2025-11-22T03:21:28.293012] [INFO ] [main ] LND: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=48.5875%) [2025-11-22T03:21:28.293398] [INFO ] [main ] Fetching symbol history for AIO... [2025-11-22T03:21:28.293450] [DEBUG] [REMOTE ] AIO: Fetching historical data. [2025-11-22T03:21:28.294722] [INFO ] [main ] Progress: 142/527 forecasts completed (26.9%). LND finished in 0.6s. ETA: 1m 7s. Rate: 342.54 forecasts/min [2025-11-22T03:21:28.305889] [DEBUG] [REMOTE ] AIO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.306962] [DEBUG] [LOCAL ] Loaded configuration for AIO: 3 features, N/A% accuracy [2025-11-22T03:21:28.307018] [INFO ] [LOCAL ] AIO: Loaded 3 optimal features with 49.78% confidence from JSON config [2025-11-22T03:21:28.307880] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:28.307955] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:28.310704] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:28.314682] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:28.315844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.349212] [INFO ] [LOCAL ] CLW: Saved forecast. [2025-11-22T03:21:28.349281] [INFO ] [main ] CLW: Signal=1 (Conf=90.0%), Magnitude=1.61% (Conf=60.2981%) [2025-11-22T03:21:28.349448] [INFO ] [main ] Fetching symbol history for PSTL... [2025-11-22T03:21:28.349493] [DEBUG] [REMOTE ] PSTL: Fetching historical data. [2025-11-22T03:21:28.349941] [INFO ] [main ] Progress: 143/527 forecasts completed (27.1%). CLW finished in 0.7s. ETA: 1m 7s. Rate: 344.19 forecasts/min [2025-11-22T03:21:28.361920] [DEBUG] [REMOTE ] PSTL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.362924] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 1 features, N/A% accuracy [2025-11-22T03:21:28.363000] [INFO ] [LOCAL ] PSTL: Loaded 1 optimal features with 54.79% confidence from JSON config [2025-11-22T03:21:28.363850] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:28.363909] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:28.368846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.552527] [INFO ] [LOCAL ] GIS: Saved forecast. [2025-11-22T03:21:28.553087] [INFO ] [main ] GIS: Signal=1 (Conf=90.0%), Magnitude=2.27% (Conf=54.4664%) [2025-11-22T03:21:28.553601] [INFO ] [main ] Fetching symbol history for DEI... [2025-11-22T03:21:28.553690] [DEBUG] [REMOTE ] DEI: Fetching historical data. [2025-11-22T03:21:28.555699] [INFO ] [main ] Progress: 144/527 forecasts completed (27.3%). GIS finished in 0.7s. ETA: 1m 7s. Rate: 343.76 forecasts/min [2025-11-22T03:21:28.570181] [DEBUG] [REMOTE ] DEI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.571590] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, N/A% accuracy [2025-11-22T03:21:28.571685] [INFO ] [LOCAL ] DEI: Loaded 4 optimal features with 59.20% confidence from JSON config [2025-11-22T03:21:28.572757] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:28.572824] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:28.573933] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:28.661231] [INFO ] [LOCAL ] DBRG: Saved forecast. [2025-11-22T03:21:28.661308] [INFO ] [main ] DBRG: Signal=1 (Conf=90.0%), Magnitude=-0.90% (Conf=56.6191%) [2025-11-22T03:21:28.661490] [INFO ] [main ] Fetching symbol history for ZBH... [2025-11-22T03:21:28.661536] [DEBUG] [REMOTE ] ZBH: Fetching historical data. [2025-11-22T03:21:28.662710] [INFO ] [main ] Progress: 145/527 forecasts completed (27.5%). DBRG finished in 0.8s. ETA: 1m 6s. Rate: 344.68 forecasts/min [2025-11-22T03:21:28.674299] [DEBUG] [REMOTE ] ZBH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.675370] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 7 features, N/A% accuracy [2025-11-22T03:21:28.675429] [INFO ] [LOCAL ] ZBH: Loaded 7 optimal features with 50.26% confidence from JSON config [2025-11-22T03:21:28.676304] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:28.676371] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:28.678186] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:28.678788] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:28.679263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:28.679698] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:28.708827] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:28.710022] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:28.711223] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.814604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:28.816001] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:28.817719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.943009] [INFO ] [LOCAL ] PSTL: Saved forecast. [2025-11-22T03:21:28.943087] [INFO ] [main ] PSTL: Signal=1 (Conf=90.0%), Magnitude=1.10% (Conf=54.7863%) [2025-11-22T03:21:28.943254] [INFO ] [main ] Fetching symbol history for RKT... [2025-11-22T03:21:28.943298] [DEBUG] [REMOTE ] RKT: Fetching historical data. [2025-11-22T03:21:28.944773] [INFO ] [main ] Progress: 146/527 forecasts completed (27.7%). PSTL finished in 0.6s. ETA: 1m 7s. Rate: 343.22 forecasts/min [2025-11-22T03:21:28.956498] [DEBUG] [REMOTE ] RKT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.957831] [DEBUG] [LOCAL ] Loaded configuration for RKT: 3 features, N/A% accuracy [2025-11-22T03:21:28.957888] [INFO ] [LOCAL ] RKT: Loaded 3 optimal features with 50.48% confidence from JSON config [2025-11-22T03:21:28.958743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:28.958805] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:28.959706] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:28.962186] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:28.963271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:28.978819] [INFO ] [LOCAL ] AIO: Saved forecast. [2025-11-22T03:21:28.978883] [INFO ] [main ] AIO: Signal=1 (Conf=90.0%), Magnitude=0.88% (Conf=49.776%) [2025-11-22T03:21:28.979252] [INFO ] [main ] Progress: 147/527 forecasts completed (27.9%). AIO finished in 0.7s. ETA: 1m 6s. Rate: 345.11 forecasts/min [2025-11-22T03:21:28.979370] [INFO ] [main ] Fetching symbol history for MOD... [2025-11-22T03:21:28.979413] [DEBUG] [REMOTE ] MOD: Fetching historical data. [2025-11-22T03:21:28.992307] [DEBUG] [REMOTE ] MOD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:28.993428] [DEBUG] [LOCAL ] Loaded configuration for MOD: 2 features, N/A% accuracy [2025-11-22T03:21:28.993480] [INFO ] [LOCAL ] MOD: Loaded 2 optimal features with 41.40% confidence from JSON config [2025-11-22T03:21:28.994305] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:28.994366] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:28.999256] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:29.000079] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:29.312467] [INFO ] [LOCAL ] DEI: Saved forecast. [2025-11-22T03:21:29.312559] [INFO ] [main ] DEI: Signal=1 (Conf=90.0%), Magnitude=0.96% (Conf=59.2048%) [2025-11-22T03:21:29.313079] [INFO ] [main ] Fetching symbol history for LVWR... [2025-11-22T03:21:29.313136] [DEBUG] [REMOTE ] LVWR: Fetching historical data. [2025-11-22T03:21:29.314743] [INFO ] [main ] Progress: 148/527 forecasts completed (28.1%). DEI finished in 0.8s. ETA: 1m 6s. Rate: 342.95 forecasts/min [2025-11-22T03:21:29.331193] [DEBUG] [REMOTE ] LVWR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:29.332436] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 7 features, N/A% accuracy [2025-11-22T03:21:29.332488] [INFO ] [LOCAL ] LVWR: Loaded 7 optimal features with 59.16% confidence from JSON config [2025-11-22T03:21:29.333519] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:29.333601] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:29.338969] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:29.340951] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:29.341511] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:29.342033] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:29.342842] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:29.343770] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:29.344577] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:29.465127] [INFO ] [LOCAL ] ZBH: Saved forecast. [2025-11-22T03:21:29.465202] [INFO ] [main ] ZBH: Signal=1 (Conf=90.0%), Magnitude=-0.06% (Conf=50.2566%) [2025-11-22T03:21:29.465377] [INFO ] [main ] Fetching symbol history for ETY... [2025-11-22T03:21:29.465427] [DEBUG] [REMOTE ] ETY: Fetching historical data. [2025-11-22T03:21:29.466712] [INFO ] [main ] Progress: 149/527 forecasts completed (28.3%). ZBH finished in 0.8s. ETA: 1m 6s. Rate: 343.26 forecasts/min [2025-11-22T03:21:29.483954] [DEBUG] [REMOTE ] ETY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:29.485515] [DEBUG] [LOCAL ] Loaded configuration for ETY: 6 features, N/A% accuracy [2025-11-22T03:21:29.485581] [INFO ] [LOCAL ] ETY: Loaded 6 optimal features with 49.79% confidence from JSON config [2025-11-22T03:21:29.486847] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:29.486914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:29.488897] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:29.489535] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:29.489993] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:29.490865] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:29.493367] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:29.494527] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:29.556736] [INFO ] [LOCAL ] RKT: Saved forecast. [2025-11-22T03:21:29.556809] [INFO ] [main ] RKT: Signal=1 (Conf=90.0%), Magnitude=3.52% (Conf=50.4844%) [2025-11-22T03:21:29.556979] [INFO ] [main ] Fetching symbol history for PFN... [2025-11-22T03:21:29.557034] [DEBUG] [REMOTE ] PFN: Fetching historical data. [2025-11-22T03:21:29.558862] [INFO ] [main ] Progress: 150/527 forecasts completed (28.5%). RKT finished in 0.6s. ETA: 1m 6s. Rate: 344.34 forecasts/min [2025-11-22T03:21:29.569012] [DEBUG] [REMOTE ] PFN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:29.569456] [DEBUG] [LOCAL ] Loaded configuration for PFN: 5 features, N/A% accuracy [2025-11-22T03:21:29.569503] [INFO ] [LOCAL ] PFN: Loaded 5 optimal features with 24.05% confidence from JSON config [2025-11-22T03:21:29.570733] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:29.570795] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:29.575654] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:29.576635] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:29.578362] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:29.579141] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:29.581761] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:29.653605] [INFO ] [LOCAL ] MOD: Saved forecast. [2025-11-22T03:21:29.653690] [INFO ] [main ] MOD: Signal=1 (Conf=90.0%), Magnitude=-0.29% (Conf=41.4009%) [2025-11-22T03:21:29.654032] [INFO ] [main ] Progress: 151/527 forecasts completed (28.7%). MOD finished in 0.7s. ETA: 1m 5s. Rate: 345.38 forecasts/min [2025-11-22T03:21:29.654160] [INFO ] [main ] Fetching symbol history for FTI... [2025-11-22T03:21:29.654203] [DEBUG] [REMOTE ] FTI: Fetching historical data. [2025-11-22T03:21:29.666853] [DEBUG] [REMOTE ] FTI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:29.667870] [DEBUG] [LOCAL ] Loaded configuration for FTI: 8 features, N/A% accuracy [2025-11-22T03:21:29.667928] [INFO ] [LOCAL ] FTI: Loaded 8 optimal features with 57.43% confidence from JSON config [2025-11-22T03:21:29.668780] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:29.668844] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:29.673682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:29.675459] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:29.675976] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:29.676396] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:29.677263] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:29.804076] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:29.805403] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:29.808304] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:29.943558] [INFO ] [LOCAL ] LVWR: Saved forecast. [2025-11-22T03:21:29.943631] [INFO ] [main ] LVWR: Signal=1 (Conf=90.0%), Magnitude=1.12% (Conf=59.162%) [2025-11-22T03:21:29.944033] [INFO ] [main ] Fetching symbol history for CNS... [2025-11-22T03:21:29.944095] [DEBUG] [REMOTE ] CNS: Fetching historical data. [2025-11-22T03:21:29.945735] [INFO ] [main ] Progress: 152/527 forecasts completed (28.8%). LVWR finished in 0.6s. ETA: 1m 5s. Rate: 343.84 forecasts/min [2025-11-22T03:21:29.956902] [DEBUG] [REMOTE ] CNS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:29.957929] [DEBUG] [LOCAL ] Loaded configuration for CNS: 6 features, N/A% accuracy [2025-11-22T03:21:29.957990] [INFO ] [LOCAL ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config [2025-11-22T03:21:29.958861] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:29.958924] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:29.963795] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:29.965572] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:29.966107] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:29.966507] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:29.967136] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:29.967863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.155562] [INFO ] [LOCAL ] PFN: Saved forecast. [2025-11-22T03:21:30.155659] [INFO ] [main ] PFN: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=24.0497%) [2025-11-22T03:21:30.155834] [INFO ] [main ] Fetching symbol history for GAB... [2025-11-22T03:21:30.155880] [DEBUG] [REMOTE ] GAB: Fetching historical data. [2025-11-22T03:21:30.157018] [INFO ] [main ] Progress: 153/527 forecasts completed (29.0%). PFN finished in 0.6s. ETA: 1m 5s. Rate: 343.37 forecasts/min [2025-11-22T03:21:30.161861] [INFO ] [LOCAL ] ETY: Saved forecast. [2025-11-22T03:21:30.161959] [INFO ] [main ] ETY: Signal=1 (Conf=90.0%), Magnitude=-0.93% (Conf=49.7934%) [2025-11-22T03:21:30.162518] [INFO ] [main ] Fetching symbol history for MEI... [2025-11-22T03:21:30.162584] [DEBUG] [REMOTE ] MEI: Fetching historical data. [2025-11-22T03:21:30.162696] [INFO ] [main ] Progress: 154/527 forecasts completed (29.2%). ETY finished in 0.7s. ETA: 1m 5s. Rate: 345.54 forecasts/min [2025-11-22T03:21:30.167456] [DEBUG] [REMOTE ] GAB: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.168632] [DEBUG] [LOCAL ] Loaded configuration for GAB: 4 features, N/A% accuracy [2025-11-22T03:21:30.168705] [INFO ] [LOCAL ] GAB: Loaded 4 optimal features with 35.76% confidence from JSON config [2025-11-22T03:21:30.169504] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:30.169566] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:30.170471] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:30.177706] [DEBUG] [REMOTE ] MEI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.178834] [DEBUG] [LOCAL ] Loaded configuration for MEI: 5 features, N/A% accuracy [2025-11-22T03:21:30.178897] [INFO ] [LOCAL ] MEI: Loaded 5 optimal features with 64.79% confidence from JSON config [2025-11-22T03:21:30.180040] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:30.180108] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:30.182602] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:30.184835] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:30.185376] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:30.186740] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:30.188986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.300530] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:30.302907] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:30.304151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.417039] [INFO ] [LOCAL ] FTI: Saved forecast. [2025-11-22T03:21:30.417112] [INFO ] [main ] FTI: Signal=1 (Conf=90.0%), Magnitude=0.54% (Conf=57.4262%) [2025-11-22T03:21:30.417593] [INFO ] [main ] Fetching symbol history for TDF... [2025-11-22T03:21:30.417663] [DEBUG] [REMOTE ] TDF: Fetching historical data. [2025-11-22T03:21:30.417737] [INFO ] [main ] Progress: 155/527 forecasts completed (29.4%). FTI finished in 0.8s. ETA: 1m 5s. Rate: 344.50 forecasts/min [2025-11-22T03:21:30.430001] [DEBUG] [REMOTE ] TDF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.431045] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, N/A% accuracy [2025-11-22T03:21:30.431102] [INFO ] [LOCAL ] TDF: Loaded 6 optimal features with 67.98% confidence from JSON config [2025-11-22T03:21:30.431941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:30.432005] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:30.436830] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:30.438615] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:30.439121] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:30.439517] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:30.443665] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:30.445982] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.593715] [INFO ] [LOCAL ] CNS: Saved forecast. [2025-11-22T03:21:30.593794] [INFO ] [main ] CNS: Signal=1 (Conf=90.0%), Magnitude=-1.79% (Conf=55.4765%) [2025-11-22T03:21:30.593954] [INFO ] [main ] Fetching symbol history for WY... [2025-11-22T03:21:30.593999] [DEBUG] [REMOTE ] WY: Fetching historical data. [2025-11-22T03:21:30.595732] [INFO ] [main ] Progress: 156/527 forecasts completed (29.6%). CNS finished in 0.6s. ETA: 1m 5s. Rate: 344.45 forecasts/min [2025-11-22T03:21:30.606198] [DEBUG] [REMOTE ] WY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.607177] [DEBUG] [LOCAL ] Loaded configuration for WY: 2 features, N/A% accuracy [2025-11-22T03:21:30.607229] [INFO ] [LOCAL ] WY: Loaded 2 optimal features with 59.73% confidence from JSON config [2025-11-22T03:21:30.608094] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:30.608153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:30.613050] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:30.614053] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.819616] [INFO ] [LOCAL ] MEI: Saved forecast. [2025-11-22T03:21:30.819737] [INFO ] [main ] MEI: Signal=1 (Conf=90.0%), Magnitude=9.41% (Conf=64.7936%) [2025-11-22T03:21:30.819955] [INFO ] [main ] Fetching symbol history for PPL... [2025-11-22T03:21:30.820006] [DEBUG] [REMOTE ] PPL: Fetching historical data. [2025-11-22T03:21:30.821093] [INFO ] [main ] Progress: 157/527 forecasts completed (29.8%). MEI finished in 0.7s. ETA: 1m 5s. Rate: 343.81 forecasts/min [2025-11-22T03:21:30.835431] [DEBUG] [REMOTE ] PPL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.836866] [DEBUG] [LOCAL ] Loaded configuration for PPL: 8 features, N/A% accuracy [2025-11-22T03:21:30.836932] [INFO ] [LOCAL ] PPL: Loaded 8 optimal features with 51.15% confidence from JSON config [2025-11-22T03:21:30.838019] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:30.838091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:30.843540] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:30.845828] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:30.846436] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:30.846922] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:30.848074] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:30.850822] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:30.940851] [INFO ] [LOCAL ] GAB: Saved forecast. [2025-11-22T03:21:30.940928] [INFO ] [main ] GAB: Signal=1 (Conf=90.0%), Magnitude=0.39% (Conf=35.7574%) [2025-11-22T03:21:30.941100] [INFO ] [main ] Fetching symbol history for FBIN... [2025-11-22T03:21:30.941149] [DEBUG] [REMOTE ] FBIN: Fetching historical data. [2025-11-22T03:21:30.942796] [INFO ] [main ] Progress: 158/527 forecasts completed (30.0%). GAB finished in 0.8s. ETA: 1m 4s. Rate: 344.47 forecasts/min [2025-11-22T03:21:30.954964] [DEBUG] [REMOTE ] FBIN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:30.956522] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 4 features, N/A% accuracy [2025-11-22T03:21:30.956580] [INFO ] [LOCAL ] FBIN: Loaded 4 optimal features with 58.57% confidence from JSON config [2025-11-22T03:21:30.957417] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:30.957508] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:30.959251] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:30.959804] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:30.960223] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:30.961012] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:30.994087] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:30.995693] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.017133] [INFO ] [LOCAL ] TDF: Saved forecast. [2025-11-22T03:21:31.017205] [INFO ] [main ] TDF: Signal=1 (Conf=90.0%), Magnitude=-0.72% (Conf=67.98%) [2025-11-22T03:21:31.017580] [INFO ] [main ] Fetching symbol history for AMG... [2025-11-22T03:21:31.017632] [DEBUG] [REMOTE ] AMG: Fetching historical data. [2025-11-22T03:21:31.017726] [INFO ] [main ] Progress: 159/527 forecasts completed (30.2%). TDF finished in 0.6s. ETA: 1m 4s. Rate: 345.71 forecasts/min [2025-11-22T03:21:31.030329] [DEBUG] [REMOTE ] AMG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.031321] [DEBUG] [LOCAL ] Loaded configuration for AMG: 5 features, N/A% accuracy [2025-11-22T03:21:31.031375] [INFO ] [LOCAL ] AMG: Loaded 5 optimal features with 52.99% confidence from JSON config [2025-11-22T03:21:31.032196] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:31.032259] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:31.033155] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:31.034174] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:31.035393] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:31.036117] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:31.036866] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.224039] [INFO ] [LOCAL ] WY: Saved forecast. [2025-11-22T03:21:31.224114] [INFO ] [main ] WY: Signal=1 (Conf=90.0%), Magnitude=0.30% (Conf=59.7288%) [2025-11-22T03:21:31.224496] [INFO ] [main ] Fetching symbol history for STT... [2025-11-22T03:21:31.224546] [DEBUG] [REMOTE ] STT: Fetching historical data. [2025-11-22T03:21:31.225723] [INFO ] [main ] Progress: 160/527 forecasts completed (30.4%). WY finished in 0.6s. ETA: 1m 4s. Rate: 345.28 forecasts/min [2025-11-22T03:21:31.237226] [DEBUG] [REMOTE ] STT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.238496] [DEBUG] [LOCAL ] Loaded configuration for STT: 8 features, N/A% accuracy [2025-11-22T03:21:31.238554] [INFO ] [LOCAL ] STT: Loaded 8 optimal features with 62.75% confidence from JSON config [2025-11-22T03:21:31.239454] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:31.239522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:31.241302] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:31.241901] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:31.242419] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:31.245933] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:31.249002] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:31.307137] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:31.308175] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:31.309901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.586187] [INFO ] [LOCAL ] FBIN: Saved forecast. [2025-11-22T03:21:31.586267] [INFO ] [main ] FBIN: Signal=1 (Conf=90.0%), Magnitude=-0.35% (Conf=58.5696%) [2025-11-22T03:21:31.586675] [INFO ] [main ] Fetching symbol history for GOLF... [2025-11-22T03:21:31.586853] [INFO ] [main ] Progress: 161/527 forecasts completed (30.6%). FBIN finished in 0.6s. ETA: 1m 4s. Rate: 342.98 forecasts/min [2025-11-22T03:21:31.586730] [DEBUG] [REMOTE ] GOLF: Fetching historical data. [2025-11-22T03:21:31.598673] [DEBUG] [REMOTE ] GOLF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.599891] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 1 features, N/A% accuracy [2025-11-22T03:21:31.599955] [INFO ] [LOCAL ] GOLF: Loaded 1 optimal features with 46.78% confidence from JSON config [2025-11-22T03:21:31.600855] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:31.600930] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:31.601617] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.639766] [INFO ] [LOCAL ] PPL: Saved forecast. [2025-11-22T03:21:31.639861] [INFO ] [main ] PPL: Signal=1 (Conf=90.0%), Magnitude=1.14% (Conf=51.1453%) [2025-11-22T03:21:31.640490] [INFO ] [main ] Fetching symbol history for NET... [2025-11-22T03:21:31.640542] [DEBUG] [REMOTE ] NET: Fetching historical data. [2025-11-22T03:21:31.641047] [INFO ] [main ] Progress: 162/527 forecasts completed (30.7%). PPL finished in 0.8s. ETA: 1m 4s. Rate: 344.45 forecasts/min [2025-11-22T03:21:31.656605] [DEBUG] [REMOTE ] NET: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.657671] [DEBUG] [LOCAL ] Loaded configuration for NET: 5 features, N/A% accuracy [2025-11-22T03:21:31.657729] [INFO ] [LOCAL ] NET: Loaded 5 optimal features with 44.18% confidence from JSON config [2025-11-22T03:21:31.658703] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:31.658769] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:31.659579] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:31.682599] [INFO ] [LOCAL ] AMG: Saved forecast. [2025-11-22T03:21:31.682688] [INFO ] [main ] AMG: Signal=1 (Conf=90.0%), Magnitude=0.17% (Conf=52.9908%) [2025-11-22T03:21:31.683026] [INFO ] [main ] Progress: 163/527 forecasts completed (30.9%). AMG finished in 0.7s. ETA: 1m 3s. Rate: 346.06 forecasts/min [2025-11-22T03:21:31.683153] [INFO ] [main ] Fetching symbol history for SR... [2025-11-22T03:21:31.683197] [DEBUG] [REMOTE ] SR: Fetching historical data. [2025-11-22T03:21:31.696167] [DEBUG] [REMOTE ] SR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.697068] [DEBUG] [LOCAL ] Loaded configuration for SR: 9 features, N/A% accuracy [2025-11-22T03:21:31.697122] [INFO ] [LOCAL ] SR: Loaded 9 optimal features with 70.46% confidence from JSON config [2025-11-22T03:21:31.698002] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:31.698082] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:31.702939] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:31.704711] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:31.705191] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:31.705630] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:31.706045] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:31.706915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:31.750627] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:31.754902] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:31.755953] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.795243] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:31.796613] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:31.799378] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:31.801556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:31.955155] [INFO ] [LOCAL ] STT: Saved forecast. [2025-11-22T03:21:31.955253] [INFO ] [main ] STT: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=62.7461%) [2025-11-22T03:21:31.955776] [INFO ] [main ] Fetching symbol history for SEMR... [2025-11-22T03:21:31.955833] [DEBUG] [REMOTE ] SEMR: Fetching historical data. [2025-11-22T03:21:31.956741] [INFO ] [main ] Progress: 164/527 forecasts completed (31.1%). STT finished in 0.7s. ETA: 1m 3s. Rate: 344.84 forecasts/min [2025-11-22T03:21:31.971144] [DEBUG] [REMOTE ] SEMR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:31.972197] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 10 features, N/A% accuracy [2025-11-22T03:21:31.972252] [INFO ] [LOCAL ] SEMR: Loaded 10 optimal features with 42.49% confidence from JSON config [2025-11-22T03:21:31.973277] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:31.973348] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:31.975295] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:31.975948] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:31.976417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:31.976879] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:31.977751] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:32.111335] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:32.113559] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:32.114391] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:32.115637] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:32.117857] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:32.214907] [INFO ] [LOCAL ] GOLF: Saved forecast. [2025-11-22T03:21:32.214981] [INFO ] [main ] GOLF: Signal=1 (Conf=90.0%), Magnitude=6.18% (Conf=46.779%) [2025-11-22T03:21:32.215151] [INFO ] [main ] Fetching symbol history for UNP... [2025-11-22T03:21:32.215195] [DEBUG] [REMOTE ] UNP: Fetching historical data. [2025-11-22T03:21:32.217817] [INFO ] [main ] Progress: 165/527 forecasts completed (31.3%). GOLF finished in 0.6s. ETA: 1m 3s. Rate: 343.80 forecasts/min [2025-11-22T03:21:32.227796] [DEBUG] [REMOTE ] UNP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.228861] [DEBUG] [LOCAL ] Loaded configuration for UNP: 9 features, N/A% accuracy [2025-11-22T03:21:32.228920] [INFO ] [LOCAL ] UNP: Loaded 9 optimal features with 69.86% confidence from JSON config [2025-11-22T03:21:32.229758] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:32.229824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:32.234584] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:32.236378] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:32.236881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:32.237329] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:32.237765] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:32.240121] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:32.241324] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:32.244011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:32.245386] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:32.368993] [INFO ] [LOCAL ] SR: Saved forecast. [2025-11-22T03:21:32.369069] [INFO ] [main ] SR: Signal=1 (Conf=90.0%), Magnitude=2.15% (Conf=70.4581%) [2025-11-22T03:21:32.369440] [INFO ] [main ] Progress: 166/527 forecasts completed (31.5%). SR finished in 0.7s. ETA: 1m 3s. Rate: 344.07 forecasts/min [2025-11-22T03:21:32.369570] [INFO ] [main ] Fetching symbol history for TRC... [2025-11-22T03:21:32.369613] [DEBUG] [REMOTE ] TRC: Fetching historical data. [2025-11-22T03:21:32.381952] [DEBUG] [REMOTE ] TRC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.383000] [DEBUG] [LOCAL ] Loaded configuration for TRC: 7 features, N/A% accuracy [2025-11-22T03:21:32.383071] [INFO ] [LOCAL ] TRC: Loaded 7 optimal features with 64.29% confidence from JSON config [2025-11-22T03:21:32.383918] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:32.383981] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:32.385732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:32.386250] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:32.386661] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:32.387674] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:32.388324] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:32.390330] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:32.393141] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:32.455471] [INFO ] [LOCAL ] NET: Saved forecast. [2025-11-22T03:21:32.455542] [INFO ] [main ] NET: Signal=1 (Conf=90.0%), Magnitude=-1.16% (Conf=44.178%) [2025-11-22T03:21:32.455927] [INFO ] [main ] Fetching symbol history for FCN... [2025-11-22T03:21:32.455981] [DEBUG] [REMOTE ] FCN: Fetching historical data. [2025-11-22T03:21:32.456734] [INFO ] [main ] Progress: 167/527 forecasts completed (31.7%). NET finished in 0.8s. ETA: 1m 3s. Rate: 345.10 forecasts/min [2025-11-22T03:21:32.467719] [DEBUG] [REMOTE ] FCN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.468235] [DEBUG] [LOCAL ] Loaded configuration for FCN: 5 features, N/A% accuracy [2025-11-22T03:21:32.468286] [INFO ] [LOCAL ] FCN: Loaded 5 optimal features with 58.86% confidence from JSON config [2025-11-22T03:21:32.469156] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:32.469222] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:32.471093] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:32.471681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:32.472158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:32.473104] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:32.475557] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:32.768670] [INFO ] [LOCAL ] SEMR: Saved forecast. [2025-11-22T03:21:32.768764] [INFO ] [main ] SEMR: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=42.4912%) [2025-11-22T03:21:32.769013] [INFO ] [main ] Fetching symbol history for SMFG... [2025-11-22T03:21:32.769063] [DEBUG] [REMOTE ] SMFG: Fetching historical data. [2025-11-22T03:21:32.770581] [INFO ] [main ] Progress: 168/527 forecasts completed (31.9%). SEMR finished in 0.8s. ETA: 1m 3s. Rate: 343.46 forecasts/min [2025-11-22T03:21:32.788099] [DEBUG] [REMOTE ] SMFG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.789186] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 10 features, N/A% accuracy [2025-11-22T03:21:32.789258] [INFO ] [LOCAL ] SMFG: Loaded 10 optimal features with 48.64% confidence from JSON config [2025-11-22T03:21:32.790393] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:32.790466] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:32.796730] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:32.799167] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:32.799762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:32.800193] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:32.801197] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:32.802188] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:32.850163] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:32.855338] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:32.856219] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:32.856976] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:32.898466] [INFO ] [LOCAL ] UNP: Saved forecast. [2025-11-22T03:21:32.898536] [INFO ] [main ] UNP: Signal=1 (Conf=90.0%), Magnitude=-0.42% (Conf=69.8631%) [2025-11-22T03:21:32.899102] [INFO ] [main ] Fetching symbol history for VBF... [2025-11-22T03:21:32.899159] [DEBUG] [REMOTE ] VBF: Fetching historical data. [2025-11-22T03:21:32.900177] [INFO ] [main ] Progress: 169/527 forecasts completed (32.1%). UNP finished in 0.7s. ETA: 1m 2s. Rate: 343.98 forecasts/min [2025-11-22T03:21:32.912777] [DEBUG] [REMOTE ] VBF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.913779] [DEBUG] [LOCAL ] Loaded configuration for VBF: 6 features, N/A% accuracy [2025-11-22T03:21:32.913852] [INFO ] [LOCAL ] VBF: Loaded 6 optimal features with 50.94% confidence from JSON config [2025-11-22T03:21:32.914720] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:32.914782] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:32.919726] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:32.967441] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:32.982270] [INFO ] [LOCAL ] TRC: Saved forecast. [2025-11-22T03:21:32.982342] [INFO ] [main ] TRC: Signal=1 (Conf=90.0%), Magnitude=0.94% (Conf=64.291%) [2025-11-22T03:21:32.983095] [INFO ] [main ] Fetching symbol history for HPQ... [2025-11-22T03:21:32.983146] [DEBUG] [REMOTE ] HPQ: Fetching historical data. [2025-11-22T03:21:32.983777] [INFO ] [main ] Progress: 170/527 forecasts completed (32.3%). TRC finished in 0.6s. ETA: 1m 2s. Rate: 345.04 forecasts/min [2025-11-22T03:21:32.996019] [DEBUG] [REMOTE ] HPQ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:32.996875] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 1 features, N/A% accuracy [2025-11-22T03:21:32.996933] [INFO ] [LOCAL ] HPQ: Loaded 1 optimal features with 48.77% confidence from JSON config [2025-11-22T03:21:32.997812] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:32.997871] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:33.024553] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:33.042409] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.117033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:33.119224] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:33.119970] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.141312] [INFO ] [LOCAL ] FCN: Saved forecast. [2025-11-22T03:21:33.141382] [INFO ] [main ] FCN: Signal=1 (Conf=90.0%), Magnitude=0.70% (Conf=58.8601%) [2025-11-22T03:21:33.141548] [INFO ] [main ] Fetching symbol history for NCLH... [2025-11-22T03:21:33.141594] [DEBUG] [REMOTE ] NCLH: Fetching historical data. [2025-11-22T03:21:33.142779] [INFO ] [main ] Progress: 171/527 forecasts completed (32.4%). FCN finished in 0.7s. ETA: 1m 2s. Rate: 345.21 forecasts/min [2025-11-22T03:21:33.153967] [DEBUG] [REMOTE ] NCLH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:33.154857] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 10 features, N/A% accuracy [2025-11-22T03:21:33.154916] [INFO ] [LOCAL ] NCLH: Loaded 10 optimal features with 46.17% confidence from JSON config [2025-11-22T03:21:33.155768] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:33.155849] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:33.157561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:33.158103] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:33.158505] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:33.159294] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:33.160004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:33.160449] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:33.161478] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:33.163129] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:33.164137] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:33.164832] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.470226] [INFO ] [LOCAL ] SMFG: Saved forecast. [2025-11-22T03:21:33.470311] [INFO ] [main ] SMFG: Signal=1 (Conf=90.0%), Magnitude=-1.94% (Conf=48.6359%) [2025-11-22T03:21:33.470764] [INFO ] [main ] Fetching symbol history for FCF... [2025-11-22T03:21:33.470818] [DEBUG] [REMOTE ] FCF: Fetching historical data. [2025-11-22T03:21:33.471911] [INFO ] [main ] Progress: 172/527 forecasts completed (32.6%). SMFG finished in 0.7s. ETA: 1m 2s. Rate: 343.43 forecasts/min [2025-11-22T03:21:33.486333] [DEBUG] [REMOTE ] FCF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:33.487377] [DEBUG] [LOCAL ] Loaded configuration for FCF: 5 features, N/A% accuracy [2025-11-22T03:21:33.487458] [INFO ] [LOCAL ] FCF: Loaded 5 optimal features with 57.25% confidence from JSON config [2025-11-22T03:21:33.488507] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:33.488574] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:33.494148] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:33.496694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:33.497259] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:33.545940] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:33.547064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.638171] [INFO ] [LOCAL ] HPQ: Saved forecast. [2025-11-22T03:21:33.638243] [INFO ] [main ] HPQ: Signal=1 (Conf=90.0%), Magnitude=2.53% (Conf=48.7735%) [2025-11-22T03:21:33.638595] [INFO ] [main ] Fetching symbol history for AVNS... [2025-11-22T03:21:33.638663] [DEBUG] [REMOTE ] AVNS: Fetching historical data. [2025-11-22T03:21:33.638789] [INFO ] [main ] Progress: 173/527 forecasts completed (32.8%). HPQ finished in 0.7s. ETA: 1m 2s. Rate: 343.52 forecasts/min [2025-11-22T03:21:33.650854] [DEBUG] [REMOTE ] AVNS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:33.651997] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 5 features, N/A% accuracy [2025-11-22T03:21:33.652053] [INFO ] [LOCAL ] AVNS: Loaded 5 optimal features with 45.79% confidence from JSON config [2025-11-22T03:21:33.652900] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:33.652962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:33.657882] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:33.659745] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:33.660231] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:33.660627] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:33.663436] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.696597] [INFO ] [LOCAL ] VBF: Saved forecast. [2025-11-22T03:21:33.696727] [INFO ] [main ] VBF: Signal=1 (Conf=90.0%), Magnitude=0.97% (Conf=50.9413%) [2025-11-22T03:21:33.696920] [INFO ] [main ] Fetching symbol history for FLR... [2025-11-22T03:21:33.696968] [DEBUG] [REMOTE ] FLR: Fetching historical data. [2025-11-22T03:21:33.699760] [INFO ] [main ] Progress: 174/527 forecasts completed (33.0%). VBF finished in 0.8s. ETA: 1m 1s. Rate: 344.81 forecasts/min [2025-11-22T03:21:33.710125] [DEBUG] [REMOTE ] FLR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:33.711013] [DEBUG] [LOCAL ] Loaded configuration for FLR: 4 features, N/A% accuracy [2025-11-22T03:21:33.711066] [INFO ] [LOCAL ] FLR: Loaded 4 optimal features with 52.95% confidence from JSON config [2025-11-22T03:21:33.711904] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:33.711966] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:33.716889] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:33.718929] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:33.719445] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:33.720773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:33.773077] [INFO ] [LOCAL ] NCLH: Saved forecast. [2025-11-22T03:21:33.773157] [INFO ] [main ] NCLH: Signal=1 (Conf=90.0%), Magnitude=-0.67% (Conf=46.1699%) [2025-11-22T03:21:33.773329] [INFO ] [main ] Fetching symbol history for SU... [2025-11-22T03:21:33.773374] [DEBUG] [REMOTE ] SU: Fetching historical data. [2025-11-22T03:21:33.774777] [INFO ] [main ] Progress: 175/527 forecasts completed (33.2%). NCLH finished in 0.6s. ETA: 1m 1s. Rate: 345.93 forecasts/min [2025-11-22T03:21:33.785340] [DEBUG] [REMOTE ] SU: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:33.786611] [DEBUG] [LOCAL ] Loaded configuration for SU: 6 features, N/A% accuracy [2025-11-22T03:21:33.786688] [INFO ] [LOCAL ] SU: Loaded 6 optimal features with 45.92% confidence from JSON config [2025-11-22T03:21:33.787537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:33.787600] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:33.792906] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:33.794732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:33.795220] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:33.795615] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:33.796388] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:33.797092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.180697] [INFO ] [LOCAL ] FCF: Saved forecast. [2025-11-22T03:21:34.180788] [INFO ] [main ] FCF: Signal=1 (Conf=90.0%), Magnitude=7.41% (Conf=57.251%) [2025-11-22T03:21:34.181020] [INFO ] [main ] Fetching symbol history for DEA... [2025-11-22T03:21:34.181077] [DEBUG] [REMOTE ] DEA: Fetching historical data. [2025-11-22T03:21:34.182018] [INFO ] [main ] Progress: 176/527 forecasts completed (33.4%). FCF finished in 0.7s. ETA: 1m 1s. Rate: 343.30 forecasts/min [2025-11-22T03:21:34.198395] [DEBUG] [REMOTE ] DEA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.199997] [DEBUG] [LOCAL ] Loaded configuration for DEA: 3 features, N/A% accuracy [2025-11-22T03:21:34.200064] [INFO ] [LOCAL ] DEA: Loaded 3 optimal features with 47.78% confidence from JSON config [2025-11-22T03:21:34.201157] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:34.201262] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:34.208034] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:34.208772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:34.209316] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.269475] [INFO ] [LOCAL ] AVNS: Saved forecast. [2025-11-22T03:21:34.269545] [INFO ] [main ] AVNS: Signal=1 (Conf=90.0%), Magnitude=2.19% (Conf=45.7916%) [2025-11-22T03:21:34.269944] [INFO ] [main ] Fetching symbol history for YSG... [2025-11-22T03:21:34.269996] [DEBUG] [REMOTE ] YSG: Fetching historical data. [2025-11-22T03:21:34.270790] [INFO ] [main ] Progress: 177/527 forecasts completed (33.6%). AVNS finished in 0.6s. ETA: 1m 1s. Rate: 344.26 forecasts/min [2025-11-22T03:21:34.282267] [DEBUG] [REMOTE ] YSG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.283492] [DEBUG] [LOCAL ] Loaded configuration for YSG: 10 features, N/A% accuracy [2025-11-22T03:21:34.283545] [INFO ] [LOCAL ] YSG: Loaded 10 optimal features with 53.64% confidence from JSON config [2025-11-22T03:21:34.284378] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:34.284444] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:34.289303] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:34.291089] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:34.291570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:34.291986] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:34.294036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:34.294484] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:34.295506] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:34.297112] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:34.298163] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:34.298843] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.385157] [INFO ] [LOCAL ] FLR: Saved forecast. [2025-11-22T03:21:34.385233] [INFO ] [main ] FLR: Signal=1 (Conf=90.0%), Magnitude=-0.21% (Conf=52.9533%) [2025-11-22T03:21:34.385396] [INFO ] [main ] Fetching symbol history for MNSO... [2025-11-22T03:21:34.385440] [DEBUG] [REMOTE ] MNSO: Fetching historical data. [2025-11-22T03:21:34.386250] [INFO ] [main ] Progress: 178/527 forecasts completed (33.8%). FLR finished in 0.7s. ETA: 1m 1s. Rate: 344.91 forecasts/min [2025-11-22T03:21:34.397515] [DEBUG] [REMOTE ] MNSO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.398443] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 4 features, N/A% accuracy [2025-11-22T03:21:34.398503] [INFO ] [LOCAL ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config [2025-11-22T03:21:34.399368] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:34.399432] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:34.404563] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:34.406070] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:34.409143] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:34.415094] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.415819] [INFO ] [LOCAL ] SU: Saved forecast. [2025-11-22T03:21:34.415887] [INFO ] [main ] SU: Signal=1 (Conf=90.0%), Magnitude=0.31% (Conf=45.9188%) [2025-11-22T03:21:34.416048] [INFO ] [main ] Fetching symbol history for CMG... [2025-11-22T03:21:34.416093] [DEBUG] [REMOTE ] CMG: Fetching historical data. [2025-11-22T03:21:34.417014] [INFO ] [main ] Progress: 179/527 forecasts completed (34.0%). SU finished in 0.6s. ETA: 1m 0s. Rate: 346.51 forecasts/min [2025-11-22T03:21:34.427887] [DEBUG] [REMOTE ] CMG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.428993] [DEBUG] [LOCAL ] Loaded configuration for CMG: 2 features, N/A% accuracy [2025-11-22T03:21:34.429051] [INFO ] [LOCAL ] CMG: Loaded 2 optimal features with 51.98% confidence from JSON config [2025-11-22T03:21:34.430243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:34.430305] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:34.435094] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:34.436287] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.853272] [INFO ] [LOCAL ] DEA: Saved forecast. [2025-11-22T03:21:34.853363] [INFO ] [main ] DEA: Signal=1 (Conf=90.0%), Magnitude=0.60% (Conf=47.7839%) [2025-11-22T03:21:34.853863] [INFO ] [main ] Fetching symbol history for ALIT... [2025-11-22T03:21:34.853918] [DEBUG] [REMOTE ] ALIT: Fetching historical data. [2025-11-22T03:21:34.854740] [INFO ] [main ] Progress: 180/527 forecasts completed (34.2%). DEA finished in 0.7s. ETA: 1m 1s. Rate: 343.59 forecasts/min [2025-11-22T03:21:34.868711] [DEBUG] [REMOTE ] ALIT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.869874] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 7 features, N/A% accuracy [2025-11-22T03:21:34.869933] [INFO ] [LOCAL ] ALIT: Loaded 7 optimal features with 54.85% confidence from JSON config [2025-11-22T03:21:34.871083] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:34.871151] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:34.873056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:34.873688] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:34.874122] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:34.874948] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:34.876604] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:34.881542] [INFO ] [LOCAL ] YSG: Saved forecast. [2025-11-22T03:21:34.881613] [INFO ] [main ] YSG: Signal=1 (Conf=90.0%), Magnitude=10.38% (Conf=53.6419%) [2025-11-22T03:21:34.881802] [INFO ] [main ] Fetching symbol history for KOP... [2025-11-22T03:21:34.881849] [DEBUG] [REMOTE ] KOP: Fetching historical data. [2025-11-22T03:21:34.883898] [INFO ] [main ] Progress: 181/527 forecasts completed (34.3%). YSG finished in 0.6s. ETA: 1m 0s. Rate: 345.18 forecasts/min [2025-11-22T03:21:34.893627] [DEBUG] [REMOTE ] KOP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:34.894312] [DEBUG] [LOCAL ] Loaded configuration for KOP: 3 features, N/A% accuracy [2025-11-22T03:21:34.894361] [INFO ] [LOCAL ] KOP: Loaded 3 optimal features with 63.51% confidence from JSON config [2025-11-22T03:21:34.895223] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:34.895286] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:34.900113] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:34.901082] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:34.901787] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:34.923763] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:34.925529] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.043903] [INFO ] [LOCAL ] MNSO: Saved forecast. [2025-11-22T03:21:35.043976] [INFO ] [main ] MNSO: Signal=1 (Conf=90.0%), Magnitude=-1.60% (Conf=48.4808%) [2025-11-22T03:21:35.044151] [INFO ] [main ] Fetching symbol history for TPL... [2025-11-22T03:21:35.044196] [DEBUG] [REMOTE ] TPL: Fetching historical data. [2025-11-22T03:21:35.045712] [INFO ] [main ] Progress: 182/527 forecasts completed (34.5%). MNSO finished in 0.7s. ETA: 59.9s. Rate: 345.31 forecasts/min [2025-11-22T03:21:35.055237] [INFO ] [LOCAL ] CMG: Saved forecast. [2025-11-22T03:21:35.055319] [INFO ] [main ] CMG: Signal=1 (Conf=90.0%), Magnitude=10.59% (Conf=51.9837%) [2025-11-22T03:21:35.055496] [INFO ] [main ] Fetching symbol history for APH... [2025-11-22T03:21:35.055542] [DEBUG] [REMOTE ] APH: Fetching historical data. [2025-11-22T03:21:35.056232] [INFO ] [main ] Progress: 183/527 forecasts completed (34.7%). CMG finished in 0.6s. ETA: 59.5s. Rate: 347.09 forecasts/min [2025-11-22T03:21:35.056468] [DEBUG] [REMOTE ] TPL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.057374] [DEBUG] [LOCAL ] Loaded configuration for TPL: 4 features, N/A% accuracy [2025-11-22T03:21:35.057459] [INFO ] [LOCAL ] TPL: Loaded 4 optimal features with 56.96% confidence from JSON config [2025-11-22T03:21:35.058327] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:35.058390] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:35.060138] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:35.060673] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:35.061121] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:35.061919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.067902] [DEBUG] [REMOTE ] APH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.068464] [DEBUG] [LOCAL ] Loaded configuration for APH: 1 features, N/A% accuracy [2025-11-22T03:21:35.068510] [INFO ] [LOCAL ] APH: Loaded 1 optimal features with 52.39% confidence from JSON config [2025-11-22T03:21:35.069338] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:35.069399] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:35.071035] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.501975] [INFO ] [LOCAL ] KOP: Saved forecast. [2025-11-22T03:21:35.502048] [INFO ] [main ] KOP: Signal=1 (Conf=90.0%), Magnitude=2.69% (Conf=63.5111%) [2025-11-22T03:21:35.502411] [INFO ] [main ] Fetching symbol history for RBLX... [2025-11-22T03:21:35.502461] [DEBUG] [REMOTE ] RBLX: Fetching historical data. [2025-11-22T03:21:35.502734] [INFO ] [main ] Progress: 184/527 forecasts completed (34.9%). KOP finished in 0.6s. ETA: 59.8s. Rate: 344.13 forecasts/min [2025-11-22T03:21:35.515350] [DEBUG] [REMOTE ] RBLX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.516409] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, N/A% accuracy [2025-11-22T03:21:35.516463] [INFO ] [LOCAL ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config [2025-11-22T03:21:35.517313] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:35.517375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:35.520410] [INFO ] [LOCAL ] ALIT: Saved forecast. [2025-11-22T03:21:35.520508] [INFO ] [main ] ALIT: Signal=1 (Conf=90.0%), Magnitude=0.24% (Conf=54.8535%) [2025-11-22T03:21:35.521188] [INFO ] [main ] Fetching symbol history for CNI... [2025-11-22T03:21:35.521250] [DEBUG] [REMOTE ] CNI: Fetching historical data. [2025-11-22T03:21:35.521691] [INFO ] [main ] Progress: 185/527 forecasts completed (35.1%). ALIT finished in 0.7s. ETA: 59.3s. Rate: 345.80 forecasts/min [2025-11-22T03:21:35.522268] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:35.537369] [DEBUG] [REMOTE ] CNI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.539000] [DEBUG] [LOCAL ] Loaded configuration for CNI: 6 features, N/A% accuracy [2025-11-22T03:21:35.539108] [INFO ] [LOCAL ] CNI: Loaded 6 optimal features with 71.92% confidence from JSON config [2025-11-22T03:21:35.539335] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.543934] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:35.544146] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:35.551192] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:35.553752] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:35.554300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:35.554784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:35.555264] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:35.556034] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.686658] [INFO ] [LOCAL ] APH: Saved forecast. [2025-11-22T03:21:35.686733] [INFO ] [main ] APH: Signal=1 (Conf=90.0%), Magnitude=1.07% (Conf=52.3937%) [2025-11-22T03:21:35.686902] [INFO ] [main ] Fetching symbol history for ST... [2025-11-22T03:21:35.686946] [DEBUG] [REMOTE ] ST: Fetching historical data. [2025-11-22T03:21:35.688287] [INFO ] [main ] Progress: 186/527 forecasts completed (35.3%). APH finished in 0.6s. ETA: 59.2s. Rate: 345.87 forecasts/min [2025-11-22T03:21:35.699324] [DEBUG] [REMOTE ] ST: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.700375] [DEBUG] [LOCAL ] Loaded configuration for ST: 8 features, N/A% accuracy [2025-11-22T03:21:35.700436] [INFO ] [LOCAL ] ST: Loaded 8 optimal features with 53.12% confidence from JSON config [2025-11-22T03:21:35.701260] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:35.701324] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:35.703019] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:35.703559] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:35.704020] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:35.704415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:35.705202] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:35.707581] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:35.708817] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:35.711172] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:35.815563] [INFO ] [LOCAL ] TPL: Saved forecast. [2025-11-22T03:21:35.815658] [INFO ] [main ] TPL: Signal=1 (Conf=90.0%), Magnitude=2.23% (Conf=56.96%) [2025-11-22T03:21:35.815823] [INFO ] [main ] Fetching symbol history for ETV... [2025-11-22T03:21:35.815868] [DEBUG] [REMOTE ] ETV: Fetching historical data. [2025-11-22T03:21:35.817006] [INFO ] [main ] Progress: 187/527 forecasts completed (35.5%). TPL finished in 0.8s. ETA: 58.9s. Rate: 346.35 forecasts/min [2025-11-22T03:21:35.827933] [DEBUG] [REMOTE ] ETV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:35.828857] [DEBUG] [LOCAL ] Loaded configuration for ETV: 7 features, N/A% accuracy [2025-11-22T03:21:35.828915] [INFO ] [LOCAL ] ETV: Loaded 7 optimal features with 48.76% confidence from JSON config [2025-11-22T03:21:35.829745] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:35.829808] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:35.831532] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:35.832065] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:35.832458] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:35.835116] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:35.838951] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:35.840443] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:35.841635] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.194156] [INFO ] [LOCAL ] RBLX: Saved forecast. [2025-11-22T03:21:36.194227] [INFO ] [main ] RBLX: Signal=1 (Conf=90.0%), Magnitude=-3.19% (Conf=63.9205%) [2025-11-22T03:21:36.194394] [INFO ] [main ] Fetching symbol history for JPM... [2025-11-22T03:21:36.194440] [DEBUG] [REMOTE ] JPM: Fetching historical data. [2025-11-22T03:21:36.195731] [INFO ] [main ] Progress: 188/527 forecasts completed (35.7%). RBLX finished in 0.7s. ETA: 59.1s. Rate: 344.18 forecasts/min [2025-11-22T03:21:36.206983] [DEBUG] [REMOTE ] JPM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.207785] [DEBUG] [LOCAL ] Loaded configuration for JPM: 5 features, N/A% accuracy [2025-11-22T03:21:36.207836] [INFO ] [LOCAL ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config [2025-11-22T03:21:36.208801] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:36.208864] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:36.210584] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:36.211152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:36.211550] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:36.212338] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:36.213323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.218622] [INFO ] [LOCAL ] CNI: Saved forecast. [2025-11-22T03:21:36.218737] [INFO ] [main ] CNI: Signal=1 (Conf=90.0%), Magnitude=-0.56% (Conf=71.9214%) [2025-11-22T03:21:36.219294] [INFO ] [main ] Fetching symbol history for FC... [2025-11-22T03:21:36.219368] [DEBUG] [REMOTE ] FC: Fetching historical data. [2025-11-22T03:21:36.219747] [INFO ] [main ] Progress: 189/527 forecasts completed (35.9%). CNI finished in 0.7s. ETA: 58.7s. Rate: 345.76 forecasts/min [2025-11-22T03:21:36.235775] [DEBUG] [REMOTE ] FC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.236547] [DEBUG] [LOCAL ] Loaded configuration for FC: 3 features, N/A% accuracy [2025-11-22T03:21:36.236602] [INFO ] [LOCAL ] FC: Loaded 3 optimal features with 61.96% confidence from JSON config [2025-11-22T03:21:36.237684] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:36.237750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:36.239612] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:36.240279] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:36.241839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.315466] [INFO ] [LOCAL ] ST: Saved forecast. [2025-11-22T03:21:36.315537] [INFO ] [main ] ST: Signal=1 (Conf=90.0%), Magnitude=7.87% (Conf=53.1156%) [2025-11-22T03:21:36.315720] [INFO ] [main ] Fetching symbol history for EAT... [2025-11-22T03:21:36.315767] [DEBUG] [REMOTE ] EAT: Fetching historical data. [2025-11-22T03:21:36.317735] [INFO ] [main ] Progress: 190/527 forecasts completed (36.1%). ST finished in 0.6s. ETA: 58.3s. Rate: 346.55 forecasts/min [2025-11-22T03:21:36.327755] [DEBUG] [REMOTE ] EAT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.328932] [DEBUG] [LOCAL ] Loaded configuration for EAT: 2 features, N/A% accuracy [2025-11-22T03:21:36.328993] [INFO ] [LOCAL ] EAT: Loaded 2 optimal features with 57.87% confidence from JSON config [2025-11-22T03:21:36.329819] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:36.329881] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:36.330550] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:21:36.331291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.496026] [INFO ] [LOCAL ] ETV: Saved forecast. [2025-11-22T03:21:36.496095] [INFO ] [main ] ETV: Signal=1 (Conf=90.0%), Magnitude=0.21% (Conf=48.7635%) [2025-11-22T03:21:36.496270] [INFO ] [main ] Fetching symbol history for V... [2025-11-22T03:21:36.496315] [DEBUG] [REMOTE ] V: Fetching historical data. [2025-11-22T03:21:36.497112] [INFO ] [main ] Progress: 191/527 forecasts completed (36.2%). ETV finished in 0.7s. ETA: 58.2s. Rate: 346.48 forecasts/min [2025-11-22T03:21:36.508915] [DEBUG] [REMOTE ] V: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.509879] [DEBUG] [LOCAL ] Loaded configuration for V: 6 features, N/A% accuracy [2025-11-22T03:21:36.509937] [INFO ] [LOCAL ] V: Loaded 6 optimal features with 54.18% confidence from JSON config [2025-11-22T03:21:36.510803] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:36.510880] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:36.515941] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:36.517826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:36.518334] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:36.518820] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:36.519251] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:36.520167] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.867998] [INFO ] [LOCAL ] FC: Saved forecast. [2025-11-22T03:21:36.868153] [INFO ] [main ] FC: Signal=1 (Conf=90.0%), Magnitude=-0.85% (Conf=61.961%) [2025-11-22T03:21:36.868724] [INFO ] [main ] Fetching symbol history for TFIN... [2025-11-22T03:21:36.868782] [DEBUG] [REMOTE ] TFIN: Fetching historical data. [2025-11-22T03:21:36.868751] [INFO ] [main ] Progress: 192/527 forecasts completed (36.4%). FC finished in 0.6s. ETA: 58.4s. Rate: 344.43 forecasts/min [2025-11-22T03:21:36.883946] [DEBUG] [REMOTE ] TFIN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.885207] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 5 features, N/A% accuracy [2025-11-22T03:21:36.885268] [INFO ] [LOCAL ] TFIN: Loaded 5 optimal features with 48.68% confidence from JSON config [2025-11-22T03:21:36.886298] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:36.886366] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:36.888289] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:36.888917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:36.889012] [INFO ] [LOCAL ] JPM: Saved forecast. [2025-11-22T03:21:36.889086] [INFO ] [main ] JPM: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=53.9853%) [2025-11-22T03:21:36.889367] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:36.889502] [INFO ] [main ] Progress: 193/527 forecasts completed (36.6%). JPM finished in 0.7s. ETA: 57.9s. Rate: 346.01 forecasts/min [2025-11-22T03:21:36.889728] [INFO ] [main ] Fetching symbol history for MKL... [2025-11-22T03:21:36.889777] [DEBUG] [REMOTE ] MKL: Fetching historical data. [2025-11-22T03:21:36.902181] [DEBUG] [REMOTE ] MKL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:36.903209] [DEBUG] [LOCAL ] Loaded configuration for MKL: 2 features, N/A% accuracy [2025-11-22T03:21:36.903265] [INFO ] [LOCAL ] MKL: Loaded 2 optimal features with 56.08% confidence from JSON config [2025-11-22T03:21:36.904164] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:36.904232] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:36.906289] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:36.910770] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:36.936400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:36.995407] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.001466] [INFO ] [LOCAL ] EAT: Saved forecast. [2025-11-22T03:21:37.001541] [INFO ] [main ] EAT: Signal=1 (Conf=90.0%), Magnitude=6.43% (Conf=57.8657%) [2025-11-22T03:21:37.001724] [INFO ] [main ] Fetching symbol history for BBY... [2025-11-22T03:21:37.001779] [DEBUG] [REMOTE ] BBY: Fetching historical data. [2025-11-22T03:21:37.002964] [INFO ] [main ] Progress: 194/527 forecasts completed (36.8%). EAT finished in 0.7s. ETA: 57.6s. Rate: 346.62 forecasts/min [2025-11-22T03:21:37.013597] [DEBUG] [REMOTE ] BBY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.014733] [DEBUG] [LOCAL ] Loaded configuration for BBY: 5 features, N/A% accuracy [2025-11-22T03:21:37.014786] [INFO ] [LOCAL ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config [2025-11-22T03:21:37.015596] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:37.015681] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:37.020544] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:37.022342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:37.022846] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:37.023242] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:37.151697] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.221042] [INFO ] [LOCAL ] V: Saved forecast. [2025-11-22T03:21:37.221124] [INFO ] [main ] V: Signal=1 (Conf=90.0%), Magnitude=-2.35% (Conf=54.1838%) [2025-11-22T03:21:37.221288] [INFO ] [main ] Fetching symbol history for IRT... [2025-11-22T03:21:37.221333] [DEBUG] [REMOTE ] IRT: Fetching historical data. [2025-11-22T03:21:37.221941] [INFO ] [main ] Progress: 195/527 forecasts completed (37.0%). V finished in 0.7s. ETA: 57.5s. Rate: 346.15 forecasts/min [2025-11-22T03:21:37.234157] [DEBUG] [REMOTE ] IRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.234627] [DEBUG] [LOCAL ] Loaded configuration for IRT: 3 features, N/A% accuracy [2025-11-22T03:21:37.234709] [INFO ] [LOCAL ] IRT: Loaded 3 optimal features with 47.57% confidence from JSON config [2025-11-22T03:21:37.235498] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:37.235559] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:37.240625] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:37.243236] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:37.243985] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.665717] [INFO ] [LOCAL ] MKL: Saved forecast. [2025-11-22T03:21:37.665790] [INFO ] [main ] MKL: Signal=1 (Conf=90.0%), Magnitude=-0.57% (Conf=56.081%) [2025-11-22T03:21:37.666144] [INFO ] [main ] Fetching symbol history for AMWL... [2025-11-22T03:21:37.666194] [DEBUG] [REMOTE ] AMWL: Fetching historical data. [2025-11-22T03:21:37.666720] [INFO ] [main ] Progress: 196/527 forecasts completed (37.2%). MKL finished in 0.8s. ETA: 57.8s. Rate: 343.41 forecasts/min [2025-11-22T03:21:37.679771] [DEBUG] [REMOTE ] AMWL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.679878] [INFO ] [LOCAL ] TFIN: Saved forecast. [2025-11-22T03:21:37.679977] [INFO ] [main ] TFIN: Signal=1 (Conf=90.0%), Magnitude=16.26% (Conf=48.6796%) [2025-11-22T03:21:37.680626] [INFO ] [main ] Fetching symbol history for BIPC... [2025-11-22T03:21:37.680722] [DEBUG] [REMOTE ] BIPC: Fetching historical data. [2025-11-22T03:21:37.680744] [INFO ] [main ] Progress: 197/527 forecasts completed (37.4%). TFIN finished in 0.8s. ETA: 57.4s. Rate: 345.02 forecasts/min [2025-11-22T03:21:37.680998] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 5 features, N/A% accuracy [2025-11-22T03:21:37.681048] [INFO ] [LOCAL ] AMWL: Loaded 5 optimal features with 55.29% confidence from JSON config [2025-11-22T03:21:37.681915] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:37.682608] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:37.688286] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:37.689135] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:37.691668] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:37.696871] [DEBUG] [REMOTE ] BIPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.701695] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 8 features, N/A% accuracy [2025-11-22T03:21:37.701756] [INFO ] [LOCAL ] BIPC: Loaded 8 optimal features with 67.49% confidence from JSON config [2025-11-22T03:21:37.704345] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:37.704416] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:37.705275] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:37.706545] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:37.708762] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:37.709318] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:37.710613] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:37.712384] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:37.713454] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:37.714176] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.786117] [INFO ] [LOCAL ] BBY: Saved forecast. [2025-11-22T03:21:37.786192] [INFO ] [main ] BBY: Signal=1 (Conf=90.0%), Magnitude=3.24% (Conf=52.7236%) [2025-11-22T03:21:37.786356] [INFO ] [main ] Fetching symbol history for SAFE... [2025-11-22T03:21:37.786401] [DEBUG] [REMOTE ] SAFE: Fetching historical data. [2025-11-22T03:21:37.786959] [INFO ] [main ] Progress: 198/527 forecasts completed (37.6%). BBY finished in 0.8s. ETA: 57.1s. Rate: 345.70 forecasts/min [2025-11-22T03:21:37.800723] [DEBUG] [REMOTE ] SAFE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.801524] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 3 features, N/A% accuracy [2025-11-22T03:21:37.801576] [INFO ] [LOCAL ] SAFE: Loaded 3 optimal features with 54.64% confidence from JSON config [2025-11-22T03:21:37.802770] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:37.802832] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:37.810383] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:37.811853] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:37.814380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.825324] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:37.826341] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:37.839744] [INFO ] [LOCAL ] IRT: Saved forecast. [2025-11-22T03:21:37.839812] [INFO ] [main ] IRT: Signal=1 (Conf=90.0%), Magnitude=2.55% (Conf=47.5703%) [2025-11-22T03:21:37.839975] [INFO ] [main ] Fetching symbol history for EG... [2025-11-22T03:21:37.840029] [DEBUG] [REMOTE ] EG: Fetching historical data. [2025-11-22T03:21:37.840965] [INFO ] [main ] Progress: 199/527 forecasts completed (37.8%). IRT finished in 0.6s. ETA: 56.7s. Rate: 346.90 forecasts/min [2025-11-22T03:21:37.852741] [DEBUG] [REMOTE ] EG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:37.853739] [DEBUG] [LOCAL ] Loaded configuration for EG: 3 features, N/A% accuracy [2025-11-22T03:21:37.853802] [INFO ] [LOCAL ] EG: Loaded 3 optimal features with 56.48% confidence from JSON config [2025-11-22T03:21:37.854732] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:37.854798] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:37.860019] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:37.860967] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:37.862688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:38.334250] [INFO ] [LOCAL ] BIPC: Saved forecast. [2025-11-22T03:21:38.334337] [INFO ] [main ] BIPC: Signal=1 (Conf=90.0%), Magnitude=-2.19% (Conf=67.4946%) [2025-11-22T03:21:38.334832] [INFO ] [main ] Fetching symbol history for PFD... [2025-11-22T03:21:38.334887] [DEBUG] [REMOTE ] PFD: Fetching historical data. [2025-11-22T03:21:38.335761] [INFO ] [main ] Progress: 200/527 forecasts completed (38.0%). BIPC finished in 0.7s. ETA: 57.1s. Rate: 343.70 forecasts/min [2025-11-22T03:21:38.349195] [DEBUG] [REMOTE ] PFD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:38.350514] [DEBUG] [LOCAL ] Loaded configuration for PFD: 3 features, N/A% accuracy [2025-11-22T03:21:38.350578] [INFO ] [LOCAL ] PFD: Loaded 3 optimal features with 37.59% confidence from JSON config [2025-11-22T03:21:38.351586] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:38.351676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:38.353622] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:38.354252] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:38.356790] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:38.406211] [INFO ] [LOCAL ] SAFE: Saved forecast. [2025-11-22T03:21:38.406297] [INFO ] [main ] SAFE: Signal=1 (Conf=90.0%), Magnitude=2.85% (Conf=54.6429%) [2025-11-22T03:21:38.406486] [INFO ] [main ] Fetching symbol history for SKLZ... [2025-11-22T03:21:38.406532] [DEBUG] [REMOTE ] SKLZ: Fetching historical data. [2025-11-22T03:21:38.407901] [INFO ] [main ] Progress: 201/527 forecasts completed (38.1%). SAFE finished in 0.6s. ETA: 56.7s. Rate: 344.71 forecasts/min [2025-11-22T03:21:38.420521] [DEBUG] [REMOTE ] SKLZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:38.421339] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 2 features, N/A% accuracy [2025-11-22T03:21:38.421390] [INFO ] [LOCAL ] SKLZ: Loaded 2 optimal features with 44.88% confidence from JSON config [2025-11-22T03:21:38.422246] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:38.422306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:38.427148] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:38.428195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:38.440796] [INFO ] [LOCAL ] AMWL: Saved forecast. [2025-11-22T03:21:38.440868] [INFO ] [main ] AMWL: Signal=1 (Conf=90.0%), Magnitude=-2.88% (Conf=55.2857%) [2025-11-22T03:21:38.441044] [INFO ] [main ] Fetching symbol history for TRV... [2025-11-22T03:21:38.441089] [DEBUG] [REMOTE ] TRV: Fetching historical data. [2025-11-22T03:21:38.442209] [INFO ] [main ] Progress: 202/527 forecasts completed (38.3%). AMWL finished in 0.8s. ETA: 56.3s. Rate: 346.09 forecasts/min [2025-11-22T03:21:38.453817] [DEBUG] [REMOTE ] TRV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:38.455088] [DEBUG] [LOCAL ] Loaded configuration for TRV: 6 features, N/A% accuracy [2025-11-22T03:21:38.455145] [INFO ] [LOCAL ] TRV: Loaded 6 optimal features with 60.01% confidence from JSON config [2025-11-22T03:21:38.456001] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:38.456064] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:38.461096] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:38.463030] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:38.463683] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:38.464089] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:38.464853] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:38.465457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:38.541113] [INFO ] [LOCAL ] EG: Saved forecast. [2025-11-22T03:21:38.541195] [INFO ] [main ] EG: Signal=1 (Conf=90.0%), Magnitude=-1.36% (Conf=56.4812%) [2025-11-22T03:21:38.541369] [INFO ] [main ] Fetching symbol history for PX... [2025-11-22T03:21:38.541415] [DEBUG] [REMOTE ] PX: Fetching historical data. [2025-11-22T03:21:38.541920] [INFO ] [main ] Progress: 203/527 forecasts completed (38.5%). EG finished in 0.7s. ETA: 56.1s. Rate: 346.81 forecasts/min [2025-11-22T03:21:38.553495] [DEBUG] [REMOTE ] PX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:38.554437] [DEBUG] [LOCAL ] Loaded configuration for PX: 5 features, N/A% accuracy [2025-11-22T03:21:38.554499] [INFO ] [LOCAL ] PX: Loaded 5 optimal features with 54.06% confidence from JSON config [2025-11-22T03:21:38.555413] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:38.555480] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:38.560605] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:38.561519] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:38.564482] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:38.568635] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:38.571592] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.024186] [INFO ] [LOCAL ] SKLZ: Saved forecast. [2025-11-22T03:21:39.024266] [INFO ] [main ] SKLZ: Signal=1 (Conf=90.0%), Magnitude=-7.05% (Conf=44.8838%) [2025-11-22T03:21:39.024443] [INFO ] [main ] Fetching symbol history for SCM... [2025-11-22T03:21:39.024492] [DEBUG] [REMOTE ] SCM: Fetching historical data. [2025-11-22T03:21:39.024849] [INFO ] [main ] Progress: 204/527 forecasts completed (38.7%). SKLZ finished in 0.6s. ETA: 56.4s. Rate: 343.79 forecasts/min [2025-11-22T03:21:39.038314] [DEBUG] [REMOTE ] SCM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.039160] [DEBUG] [LOCAL ] Loaded configuration for SCM: 7 features, N/A% accuracy [2025-11-22T03:21:39.039214] [INFO ] [LOCAL ] SCM: Loaded 7 optimal features with 59.74% confidence from JSON config [2025-11-22T03:21:39.040019] [INFO ] [LOCAL ] PFD: Saved forecast. [2025-11-22T03:21:39.040112] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:39.040126] [INFO ] [main ] PFD: Signal=1 (Conf=90.0%), Magnitude=-0.47% (Conf=37.5869%) [2025-11-22T03:21:39.040184] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.040789] [INFO ] [main ] Fetching symbol history for GME... [2025-11-22T03:21:39.040869] [DEBUG] [REMOTE ] GME: Fetching historical data. [2025-11-22T03:21:39.041737] [INFO ] [main ] Progress: 205/527 forecasts completed (38.9%). PFD finished in 0.7s. ETA: 55.9s. Rate: 345.31 forecasts/min [2025-11-22T03:21:39.041982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:39.042586] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:39.043528] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:39.060993] [DEBUG] [REMOTE ] GME: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.062785] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, N/A% accuracy [2025-11-22T03:21:39.062870] [INFO ] [LOCAL ] GME: Loaded 4 optimal features with 51.00% confidence from JSON config [2025-11-22T03:21:39.064306] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:39.064391] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:39.071759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.074542] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:39.075290] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:39.075879] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.135187] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:39.140632] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:39.143013] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:39.144291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.146563] [INFO ] [LOCAL ] TRV: Saved forecast. [2025-11-22T03:21:39.146632] [INFO ] [main ] TRV: Signal=1 (Conf=90.0%), Magnitude=-0.93% (Conf=60.0113%) [2025-11-22T03:21:39.147068] [INFO ] [main ] Progress: 206/527 forecasts completed (39.1%). TRV finished in 0.7s. ETA: 55.7s. Rate: 345.98 forecasts/min [2025-11-22T03:21:39.147185] [INFO ] [main ] Fetching symbol history for BMI... [2025-11-22T03:21:39.147229] [DEBUG] [REMOTE ] BMI: Fetching historical data. [2025-11-22T03:21:39.159245] [DEBUG] [REMOTE ] BMI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.160361] [DEBUG] [LOCAL ] Loaded configuration for BMI: 9 features, N/A% accuracy [2025-11-22T03:21:39.160416] [INFO ] [LOCAL ] BMI: Loaded 9 optimal features with 52.82% confidence from JSON config [2025-11-22T03:21:39.161266] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:39.161333] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:39.166552] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:39.168474] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:39.169196] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.170996] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:39.171482] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:39.172626] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:39.174306] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:39.174312] [INFO ] [LOCAL ] PX: Saved forecast. [2025-11-22T03:21:39.174378] [INFO ] [main ] PX: Signal=1 (Conf=90.0%), Magnitude=-1.64% (Conf=54.0617%) [2025-11-22T03:21:39.174541] [INFO ] [main ] Fetching symbol history for DHR... [2025-11-22T03:21:39.174585] [DEBUG] [REMOTE ] DHR: Fetching historical data. [2025-11-22T03:21:39.174989] [INFO ] [main ] Progress: 207/527 forecasts completed (39.3%). PX finished in 0.6s. ETA: 55.3s. Rate: 347.38 forecasts/min [2025-11-22T03:21:39.176288] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:39.177092] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.186968] [DEBUG] [REMOTE ] DHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.188059] [DEBUG] [LOCAL ] Loaded configuration for DHR: 2 features, N/A% accuracy [2025-11-22T03:21:39.188113] [INFO ] [LOCAL ] DHR: Loaded 2 optimal features with 43.77% confidence from JSON config [2025-11-22T03:21:39.189300] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:39.189362] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:39.190240] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:39.193204] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.723532] [INFO ] [LOCAL ] GME: Saved forecast. [2025-11-22T03:21:39.723622] [INFO ] [main ] GME: Signal=1 (Conf=90.0%), Magnitude=2.52% (Conf=51.0035%) [2025-11-22T03:21:39.724131] [INFO ] [main ] Fetching symbol history for CIVI... [2025-11-22T03:21:39.724186] [DEBUG] [REMOTE ] CIVI: Fetching historical data. [2025-11-22T03:21:39.724168] [INFO ] [main ] Progress: 208/527 forecasts completed (39.5%). GME finished in 0.7s. ETA: 55.7s. Rate: 343.78 forecasts/min [2025-11-22T03:21:39.738797] [DEBUG] [REMOTE ] CIVI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.739924] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 4 features, N/A% accuracy [2025-11-22T03:21:39.739980] [INFO ] [LOCAL ] CIVI: Loaded 4 optimal features with 59.25% confidence from JSON config [2025-11-22T03:21:39.740970] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:39.741034] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.742873] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:39.743449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:39.743884] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:39.745068] [INFO ] [LOCAL ] SCM: Saved forecast. [2025-11-22T03:21:39.745151] [INFO ] [main ] SCM: Signal=1 (Conf=90.0%), Magnitude=1.00% (Conf=59.7414%) [2025-11-22T03:21:39.745326] [INFO ] [main ] Fetching symbol history for ENB... [2025-11-22T03:21:39.745374] [DEBUG] [REMOTE ] ENB: Fetching historical data. [2025-11-22T03:21:39.745530] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.746155] [INFO ] [main ] Progress: 209/527 forecasts completed (39.7%). SCM finished in 0.7s. ETA: 55.3s. Rate: 345.22 forecasts/min [2025-11-22T03:21:39.757931] [DEBUG] [REMOTE ] ENB: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.758901] [DEBUG] [LOCAL ] Loaded configuration for ENB: 4 features, N/A% accuracy [2025-11-22T03:21:39.758957] [INFO ] [LOCAL ] ENB: Loaded 4 optimal features with 50.89% confidence from JSON config [2025-11-22T03:21:39.759857] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:39.759919] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.761769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:39.762336] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:39.819121] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:39.821753] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.874189] [INFO ] [LOCAL ] DHR: Saved forecast. [2025-11-22T03:21:39.874260] [INFO ] [main ] DHR: Signal=1 (Conf=90.0%), Magnitude=1.93% (Conf=43.7699%) [2025-11-22T03:21:39.874621] [INFO ] [main ] Fetching symbol history for MTDR... [2025-11-22T03:21:39.874920] [DEBUG] [REMOTE ] MTDR: Fetching historical data. [2025-11-22T03:21:39.875837] [INFO ] [main ] Progress: 210/527 forecasts completed (39.8%). DHR finished in 0.7s. ETA: 55.0s. Rate: 345.64 forecasts/min [2025-11-22T03:21:39.880728] [INFO ] [LOCAL ] BMI: Saved forecast. [2025-11-22T03:21:39.880798] [INFO ] [main ] BMI: Signal=1 (Conf=90.0%), Magnitude=2.84% (Conf=52.8178%) [2025-11-22T03:21:39.881091] [INFO ] [main ] Fetching symbol history for RCS... [2025-11-22T03:21:39.881149] [DEBUG] [REMOTE ] RCS: Fetching historical data. [2025-11-22T03:21:39.881991] [INFO ] [main ] Progress: 211/527 forecasts completed (40.0%). BMI finished in 0.7s. ETA: 54.6s. Rate: 347.23 forecasts/min [2025-11-22T03:21:39.887086] [DEBUG] [REMOTE ] MTDR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.888095] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 2 features, N/A% accuracy [2025-11-22T03:21:39.888150] [INFO ] [LOCAL ] MTDR: Loaded 2 optimal features with 66.14% confidence from JSON config [2025-11-22T03:21:39.889030] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:39.889092] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:39.889851] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:39.892670] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:39.893903] [DEBUG] [REMOTE ] RCS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:39.894785] [DEBUG] [LOCAL ] Loaded configuration for RCS: 8 features, N/A% accuracy [2025-11-22T03:21:39.894844] [INFO ] [LOCAL ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config [2025-11-22T03:21:39.895667] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:39.895733] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:39.900743] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:39.902618] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:39.903136] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:39.903546] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:39.948740] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:39.949856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:40.005559] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:40.009060] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:40.376098] [INFO ] [LOCAL ] CIVI: Saved forecast. [2025-11-22T03:21:40.376187] [INFO ] [main ] CIVI: Signal=1 (Conf=90.0%), Magnitude=-0.45% (Conf=59.2549%) [2025-11-22T03:21:40.376678] [INFO ] [main ] Fetching symbol history for KNX... [2025-11-22T03:21:40.376731] [DEBUG] [REMOTE ] KNX: Fetching historical data. [2025-11-22T03:21:40.376744] [INFO ] [main ] Progress: 212/527 forecasts completed (40.2%). CIVI finished in 0.7s. ETA: 54.9s. Rate: 344.20 forecasts/min [2025-11-22T03:21:40.390980] [DEBUG] [REMOTE ] KNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:40.391777] [DEBUG] [LOCAL ] Loaded configuration for KNX: 11 features, N/A% accuracy [2025-11-22T03:21:40.391830] [INFO ] [LOCAL ] KNX: Loaded 11 optimal features with 52.95% confidence from JSON config [2025-11-22T03:21:40.392832] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:21:40.392900] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:40.398170] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:40.400063] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:40.400585] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:40.401006] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:40.401898] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:40.404303] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:40.429487] [INFO ] [LOCAL ] ENB: Saved forecast. [2025-11-22T03:21:40.429568] [INFO ] [main ] ENB: Signal=1 (Conf=90.0%), Magnitude=-1.48% (Conf=50.8925%) [2025-11-22T03:21:40.429759] [INFO ] [main ] Fetching symbol history for FCX... [2025-11-22T03:21:40.429806] [DEBUG] [REMOTE ] FCX: Fetching historical data. [2025-11-22T03:21:40.430992] [INFO ] [main ] Progress: 213/527 forecasts completed (40.4%). ENB finished in 0.7s. ETA: 54.6s. Rate: 345.32 forecasts/min [2025-11-22T03:21:40.442423] [DEBUG] [REMOTE ] FCX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:40.443438] [DEBUG] [LOCAL ] Loaded configuration for FCX: 8 features, N/A% accuracy [2025-11-22T03:21:40.443490] [INFO ] [LOCAL ] FCX: Loaded 8 optimal features with 66.14% confidence from JSON config [2025-11-22T03:21:40.444339] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:40.444403] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:40.446112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:40.446662] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:40.447059] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:40.524372] [INFO ] [LOCAL ] MTDR: Saved forecast. [2025-11-22T03:21:40.524444] [INFO ] [main ] MTDR: Signal=1 (Conf=90.0%), Magnitude=-4.62% (Conf=66.1387%) [2025-11-22T03:21:40.524842] [INFO ] [main ] Fetching symbol history for MLI... [2025-11-22T03:21:40.524895] [DEBUG] [REMOTE ] MLI: Fetching historical data. [2025-11-22T03:21:40.525728] [INFO ] [main ] Progress: 214/527 forecasts completed (40.6%). MTDR finished in 0.6s. ETA: 54.3s. Rate: 346.06 forecasts/min [2025-11-22T03:21:40.536555] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:40.536897] [DEBUG] [REMOTE ] MLI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:40.537555] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:40.537953] [DEBUG] [LOCAL ] Loaded configuration for MLI: 4 features, N/A% accuracy [2025-11-22T03:21:40.538018] [INFO ] [LOCAL ] MLI: Loaded 4 optimal features with 56.10% confidence from JSON config [2025-11-22T03:21:40.538592] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:40.538900] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:40.538981] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:40.539321] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:40.540512] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:40.541540] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:40.543405] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:40.544463] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:40.545715] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:40.581915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:40.583176] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:21:40.583901] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:40.586828] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:40.587242] [INFO ] [LOCAL ] RCS: Saved forecast. [2025-11-22T03:21:40.587316] [INFO ] [main ] RCS: Signal=1 (Conf=90.0%), Magnitude=-2.79% (Conf=42.3952%) [2025-11-22T03:21:40.587743] [INFO ] [main ] Fetching symbol history for ZEPP... [2025-11-22T03:21:40.587798] [DEBUG] [REMOTE ] ZEPP: Fetching historical data. [2025-11-22T03:21:40.588715] [INFO ] [main ] Progress: 215/527 forecasts completed (40.8%). RCS finished in 0.7s. ETA: 53.9s. Rate: 347.08 forecasts/min [2025-11-22T03:21:40.588609] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:40.600797] [DEBUG] [REMOTE ] ZEPP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:40.601793] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 6 features, N/A% accuracy [2025-11-22T03:21:40.601850] [INFO ] [LOCAL ] ZEPP: Loaded 6 optimal features with 52.48% confidence from JSON config [2025-11-22T03:21:40.602717] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:40.602784] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:40.604527] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:40.605080] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:40.605488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:40.606562] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:40.611089] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:40.611880] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.168686] [INFO ] [LOCAL ] KNX: Saved forecast. [2025-11-22T03:21:41.168769] [INFO ] [main ] KNX: Signal=1 (Conf=90.0%), Magnitude=4.16% (Conf=52.9472%) [2025-11-22T03:21:41.168968] [INFO ] [main ] Fetching symbol history for KREF... [2025-11-22T03:21:41.169014] [DEBUG] [REMOTE ] KREF: Fetching historical data. [2025-11-22T03:21:41.170153] [INFO ] [main ] Progress: 216/527 forecasts completed (41.0%). KNX finished in 0.8s. ETA: 54.4s. Rate: 343.33 forecasts/min [2025-11-22T03:21:41.177905] [INFO ] [LOCAL ] MLI: Saved forecast. [2025-11-22T03:21:41.177980] [INFO ] [main ] MLI: Signal=1 (Conf=90.0%), Magnitude=1.47% (Conf=56.1028%) [2025-11-22T03:21:41.178153] [INFO ] [main ] Fetching symbol history for WH... [2025-11-22T03:21:41.178201] [DEBUG] [REMOTE ] WH: Fetching historical data. [2025-11-22T03:21:41.178504] [INFO ] [main ] Progress: 217/527 forecasts completed (41.2%). MLI finished in 0.7s. ETA: 53.9s. Rate: 344.84 forecasts/min [2025-11-22T03:21:41.184754] [DEBUG] [REMOTE ] KREF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.185364] [DEBUG] [LOCAL ] Loaded configuration for KREF: 2 features, N/A% accuracy [2025-11-22T03:21:41.185415] [INFO ] [LOCAL ] KREF: Loaded 2 optimal features with 53.35% confidence from JSON config [2025-11-22T03:21:41.186368] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:41.186438] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:41.187476] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:41.189199] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.189830] [DEBUG] [REMOTE ] WH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.190731] [DEBUG] [LOCAL ] Loaded configuration for WH: 2 features, N/A% accuracy [2025-11-22T03:21:41.190784] [INFO ] [LOCAL ] WH: Loaded 2 optimal features with 66.55% confidence from JSON config [2025-11-22T03:21:41.191575] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:41.191636] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:41.192250] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:41.194273] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.222502] [INFO ] [LOCAL ] ZEPP: Saved forecast. [2025-11-22T03:21:41.222571] [INFO ] [main ] ZEPP: Signal=1 (Conf=90.0%), Magnitude=-7.49% (Conf=52.4798%) [2025-11-22T03:21:41.222969] [INFO ] [main ] Fetching symbol history for FPH... [2025-11-22T03:21:41.223021] [DEBUG] [REMOTE ] FPH: Fetching historical data. [2025-11-22T03:21:41.222998] [INFO ] [main ] Progress: 218/527 forecasts completed (41.4%). ZEPP finished in 0.6s. ETA: 53.6s. Rate: 346.02 forecasts/min [2025-11-22T03:21:41.236862] [DEBUG] [REMOTE ] FPH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.237932] [DEBUG] [LOCAL ] Loaded configuration for FPH: 13 features, N/A% accuracy [2025-11-22T03:21:41.237987] [INFO ] [LOCAL ] FPH: Loaded 13 optimal features with 54.91% confidence from JSON config [2025-11-22T03:21:41.238806] [DEBUG] [FEATURES ] DataBuilder: Executing 13 feature methods. [2025-11-22T03:21:41.238875] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:41.237203] [INFO ] [LOCAL ] FCX: Saved forecast. [2025-11-22T03:21:41.240519] [INFO ] [main ] FCX: Signal=1 (Conf=90.0%), Magnitude=0.66% (Conf=66.1376%) [2025-11-22T03:21:41.240708] [INFO ] [main ] Fetching symbol history for CHWY... [2025-11-22T03:21:41.240757] [DEBUG] [REMOTE ] CHWY: Fetching historical data. [2025-11-22T03:21:41.241872] [INFO ] [main ] Progress: 219/527 forecasts completed (41.6%). FCX finished in 0.8s. ETA: 53.2s. Rate: 347.44 forecasts/min [2025-11-22T03:21:41.243913] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:41.244747] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:41.246302] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:41.251929] [DEBUG] [REMOTE ] CHWY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.252759] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 6 features, N/A% accuracy [2025-11-22T03:21:41.252814] [INFO ] [LOCAL ] CHWY: Loaded 6 optimal features with 55.19% confidence from JSON config [2025-11-22T03:21:41.253605] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:41.253690] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:41.254404] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:41.255260] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:41.257760] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:41.259398] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:41.261193] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:41.265156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.302192] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:41.303047] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:41.388322] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:41.389414] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:41.391143] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:41.391616] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:41.392676] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:41.394292] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:41.395019] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:41.396387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.791169] [INFO ] [LOCAL ] KREF: Saved forecast. [2025-11-22T03:21:41.791257] [INFO ] [main ] KREF: Signal=1 (Conf=90.0%), Magnitude=0.81% (Conf=53.3516%) [2025-11-22T03:21:41.791775] [INFO ] [main ] Fetching symbol history for W... [2025-11-22T03:21:41.791830] [DEBUG] [REMOTE ] W: Fetching historical data. [2025-11-22T03:21:41.792872] [INFO ] [main ] Progress: 220/527 forecasts completed (41.7%). KREF finished in 0.6s. ETA: 53.5s. Rate: 344.01 forecasts/min [2025-11-22T03:21:41.808266] [DEBUG] [REMOTE ] W: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.810042] [DEBUG] [LOCAL ] Loaded configuration for W: 6 features, N/A% accuracy [2025-11-22T03:21:41.810142] [INFO ] [LOCAL ] W: Loaded 6 optimal features with 67.89% confidence from JSON config [2025-11-22T03:21:41.811862] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:41.811985] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:41.818676] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:41.821435] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:41.822200] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:41.822742] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:41.823280] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:41.824573] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.829724] [INFO ] [LOCAL ] WH: Saved forecast. [2025-11-22T03:21:41.829799] [INFO ] [main ] WH: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=66.5492%) [2025-11-22T03:21:41.829969] [INFO ] [main ] Fetching symbol history for ETSY... [2025-11-22T03:21:41.830015] [DEBUG] [REMOTE ] ETSY: Fetching historical data. [2025-11-22T03:21:41.832798] [INFO ] [main ] Progress: 221/527 forecasts completed (41.9%). WH finished in 0.7s. ETA: 53.2s. Rate: 345.22 forecasts/min [2025-11-22T03:21:41.842217] [DEBUG] [REMOTE ] ETSY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.843416] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, N/A% accuracy [2025-11-22T03:21:41.843472] [INFO ] [LOCAL ] ETSY: Loaded 2 optimal features with 56.70% confidence from JSON config [2025-11-22T03:21:41.844347] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:41.844411] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:41.845094] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:41.847189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.889204] [INFO ] [LOCAL ] CHWY: Saved forecast. [2025-11-22T03:21:41.889282] [INFO ] [main ] CHWY: Signal=1 (Conf=90.0%), Magnitude=4.82% (Conf=55.1885%) [2025-11-22T03:21:41.889456] [INFO ] [main ] Fetching symbol history for MAA... [2025-11-22T03:21:41.889502] [DEBUG] [REMOTE ] MAA: Fetching historical data. [2025-11-22T03:21:41.890325] [INFO ] [main ] Progress: 222/527 forecasts completed (42.1%). CHWY finished in 0.6s. ETA: 52.9s. Rate: 346.26 forecasts/min [2025-11-22T03:21:41.904139] [DEBUG] [REMOTE ] MAA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:41.905252] [DEBUG] [LOCAL ] Loaded configuration for MAA: 9 features, N/A% accuracy [2025-11-22T03:21:41.905307] [INFO ] [LOCAL ] MAA: Loaded 9 optimal features with 50.39% confidence from JSON config [2025-11-22T03:21:41.906404] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:41.906684] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:41.912300] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:41.914262] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:41.914825] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:41.915298] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:41.915731] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:41.916501] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:41.917444] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:41.918721] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:41.920139] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:41.986695] [INFO ] [LOCAL ] FPH: Saved forecast. [2025-11-22T03:21:41.986775] [INFO ] [main ] FPH: Signal=1 (Conf=90.0%), Magnitude=1.60% (Conf=54.909%) [2025-11-22T03:21:41.987326] [INFO ] [main ] Fetching symbol history for FIX... [2025-11-22T03:21:41.987750] [INFO ] [main ] Progress: 223/527 forecasts completed (42.3%). FPH finished in 0.8s. ETA: 52.6s. Rate: 346.94 forecasts/min [2025-11-22T03:21:41.987380] [DEBUG] [REMOTE ] FIX: Fetching historical data. [2025-11-22T03:21:42.004394] [DEBUG] [REMOTE ] FIX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:42.005409] [DEBUG] [LOCAL ] Loaded configuration for FIX: 6 features, N/A% accuracy [2025-11-22T03:21:42.005471] [INFO ] [LOCAL ] FIX: Loaded 6 optimal features with 54.14% confidence from JSON config [2025-11-22T03:21:42.006395] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:42.006463] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:42.012305] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:42.014390] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:42.014968] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:42.015380] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:42.151196] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:42.228337] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:42.724517] [INFO ] [LOCAL ] ETSY: Saved forecast. [2025-11-22T03:21:42.724597] [INFO ] [main ] ETSY: Signal=1 (Conf=90.0%), Magnitude=-0.78% (Conf=56.7039%) [2025-11-22T03:21:42.724788] [INFO ] [main ] Fetching symbol history for NMCO... [2025-11-22T03:21:42.724837] [DEBUG] [REMOTE ] NMCO: Fetching historical data. [2025-11-22T03:21:42.725942] [INFO ] [main ] Progress: 224/527 forecasts completed (42.5%). ETSY finished in 0.9s. ETA: 53.2s. Rate: 341.95 forecasts/min [2025-11-22T03:21:42.737350] [DEBUG] [REMOTE ] NMCO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:42.738400] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 6 features, N/A% accuracy [2025-11-22T03:21:42.738456] [INFO ] [LOCAL ] NMCO: Loaded 6 optimal features with 52.20% confidence from JSON config [2025-11-22T03:21:42.739411] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:42.739479] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:42.744582] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:42.745531] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:42.747249] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:42.748874] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:42.753355] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:42.755118] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:42.764634] [INFO ] [LOCAL ] W: Saved forecast. [2025-11-22T03:21:42.764749] [INFO ] [main ] W: Signal=1 (Conf=90.0%), Magnitude=1.54% (Conf=67.8925%) [2025-11-22T03:21:42.765263] [INFO ] [main ] Fetching symbol history for RGT... [2025-11-22T03:21:42.765322] [DEBUG] [REMOTE ] RGT: Fetching historical data. [2025-11-22T03:21:42.765300] [INFO ] [main ] Progress: 225/527 forecasts completed (42.7%). W finished in 1.0s. ETA: 52.8s. Rate: 343.13 forecasts/min [2025-11-22T03:21:42.783852] [DEBUG] [REMOTE ] RGT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:42.785393] [DEBUG] [LOCAL ] Loaded configuration for RGT: 3 features, N/A% accuracy [2025-11-22T03:21:42.785475] [INFO ] [LOCAL ] RGT: Loaded 3 optimal features with 55.24% confidence from JSON config [2025-11-22T03:21:42.787007] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:42.787094] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:42.796122] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:42.797939] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:42.802430] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:42.811402] [INFO ] [LOCAL ] MAA: Saved forecast. [2025-11-22T03:21:42.811485] [INFO ] [main ] MAA: Signal=1 (Conf=90.0%), Magnitude=-0.18% (Conf=50.3857%) [2025-11-22T03:21:42.811680] [INFO ] [main ] Fetching symbol history for MIR... [2025-11-22T03:21:42.811731] [DEBUG] [REMOTE ] MIR: Fetching historical data. [2025-11-22T03:21:42.812613] [INFO ] [main ] Progress: 226/527 forecasts completed (42.9%). MAA finished in 0.9s. ETA: 52.5s. Rate: 344.24 forecasts/min [2025-11-22T03:21:42.825275] [DEBUG] [REMOTE ] MIR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:42.826252] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, N/A% accuracy [2025-11-22T03:21:42.826309] [INFO ] [LOCAL ] MIR: Loaded 3 optimal features with 66.05% confidence from JSON config [2025-11-22T03:21:42.827269] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:42.827338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:42.832659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:42.834608] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:42.835142] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:43.210030] [INFO ] [LOCAL ] FIX: Saved forecast. [2025-11-22T03:21:43.210098] [INFO ] [main ] FIX: Signal=1 (Conf=80.0%), Magnitude=-2.58% (Conf=54.1391%) [2025-11-22T03:21:43.210262] [INFO ] [main ] Fetching symbol history for AVAL... [2025-11-22T03:21:43.210312] [DEBUG] [REMOTE ] AVAL: Fetching historical data. [2025-11-22T03:21:43.211727] [INFO ] [main ] Progress: 227/527 forecasts completed (43.1%). FIX finished in 1.2s. ETA: 52.6s. Rate: 342.30 forecasts/min [2025-11-22T03:21:43.224513] [DEBUG] [REMOTE ] AVAL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:43.226136] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 4 features, N/A% accuracy [2025-11-22T03:21:43.226210] [INFO ] [LOCAL ] AVAL: Loaded 4 optimal features with 32.50% confidence from JSON config [2025-11-22T03:21:43.227052] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:43.227116] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:43.227881] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:43.228444] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:43.229945] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:43.231415] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:43.396218] [INFO ] [LOCAL ] NMCO: Saved forecast. [2025-11-22T03:21:43.396292] [INFO ] [main ] NMCO: Signal=1 (Conf=80.0%), Magnitude=-1.54% (Conf=52.2036%) [2025-11-22T03:21:43.396683] [INFO ] [main ] Fetching symbol history for CMRE... [2025-11-22T03:21:43.396738] [DEBUG] [REMOTE ] CMRE: Fetching historical data. [2025-11-22T03:21:43.396703] [INFO ] [main ] Progress: 228/527 forecasts completed (43.3%). NMCO finished in 0.7s. ETA: 52.4s. Rate: 342.22 forecasts/min [2025-11-22T03:21:43.409495] [DEBUG] [REMOTE ] CMRE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:43.410396] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 7 features, N/A% accuracy [2025-11-22T03:21:43.410464] [INFO ] [LOCAL ] CMRE: Loaded 7 optimal features with 49.75% confidence from JSON config [2025-11-22T03:21:43.411311] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:43.411375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:43.416503] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:43.419309] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:43.449227] [INFO ] [LOCAL ] RGT: Saved forecast. [2025-11-22T03:21:43.449302] [INFO ] [main ] RGT: Signal=1 (Conf=80.0%), Magnitude=1.28% (Conf=55.2414%) [2025-11-22T03:21:43.449503] [INFO ] [main ] Fetching symbol history for PFLT... [2025-11-22T03:21:43.449550] [DEBUG] [REMOTE ] PFLT: Fetching historical data. [2025-11-22T03:21:43.450911] [INFO ] [main ] Progress: 229/527 forecasts completed (43.5%). RGT finished in 0.7s. ETA: 52.1s. Rate: 343.25 forecasts/min [2025-11-22T03:21:43.454360] [INFO ] [LOCAL ] MIR: Saved forecast. [2025-11-22T03:21:43.454419] [INFO ] [main ] MIR: Signal=1 (Conf=80.0%), Magnitude=-4.04% (Conf=66.0523%) [2025-11-22T03:21:43.454697] [INFO ] [main ] Fetching symbol history for BGY... [2025-11-22T03:21:43.454750] [DEBUG] [REMOTE ] BGY: Fetching historical data. [2025-11-22T03:21:43.455596] [INFO ] [main ] Progress: 230/527 forecasts completed (43.6%). MIR finished in 0.6s. ETA: 51.7s. Rate: 344.71 forecasts/min [2025-11-22T03:21:43.462419] [DEBUG] [REMOTE ] PFLT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:43.462917] [DEBUG] [LOCAL ] Loaded configuration for PFLT: 7 features, N/A% accuracy [2025-11-22T03:21:43.462965] [INFO ] [LOCAL ] PFLT: Loaded 7 optimal features with 54.95% confidence from JSON config [2025-11-22T03:21:43.463854] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:43.463920] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:43.466388] [DEBUG] [REMOTE ] BGY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:43.466815] [DEBUG] [LOCAL ] Loaded configuration for BGY: 5 features, N/A% accuracy [2025-11-22T03:21:43.466862] [INFO ] [LOCAL ] BGY: Loaded 5 optimal features with 36.50% confidence from JSON config [2025-11-22T03:21:43.467729] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:43.467792] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:43.469077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:43.470987] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:43.471483] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:43.471914] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:43.472773] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:43.472943] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:43.473742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:43.474610] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:43.475117] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:43.475515] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:43.476410] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:43.476571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:43.557586] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:43.559839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:43.620051] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:43.623120] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:43.624271] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:43.878949] [INFO ] [LOCAL ] AVAL: Saved forecast. [2025-11-22T03:21:43.879017] [INFO ] [main ] AVAL: Signal=1 (Conf=80.0%), Magnitude=-0.71% (Conf=32.5049%) [2025-11-22T03:21:43.879350] [INFO ] [main ] Fetching symbol history for NPFD... [2025-11-22T03:21:43.879401] [DEBUG] [REMOTE ] NPFD: Fetching historical data. [2025-11-22T03:21:43.879727] [INFO ] [main ] Progress: 231/527 forecasts completed (43.8%). AVAL finished in 0.7s. ETA: 51.8s. Rate: 342.58 forecasts/min [2025-11-22T03:21:43.893564] [DEBUG] [REMOTE ] NPFD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:43.894794] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 3 features, N/A% accuracy [2025-11-22T03:21:43.894851] [INFO ] [LOCAL ] NPFD: Loaded 3 optimal features with 56.88% confidence from JSON config [2025-11-22T03:21:43.895701] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:43.895765] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:43.953152] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:43.956185] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:43.957371] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.055009] [INFO ] [LOCAL ] BGY: Saved forecast. [2025-11-22T03:21:44.055079] [INFO ] [main ] BGY: Signal=1 (Conf=80.0%), Magnitude=-0.54% (Conf=36.4979%) [2025-11-22T03:21:44.055247] [INFO ] [main ] Fetching symbol history for KIM... [2025-11-22T03:21:44.055295] [DEBUG] [REMOTE ] KIM: Fetching historical data. [2025-11-22T03:21:44.055773] [INFO ] [LOCAL ] PFLT: Saved forecast. [2025-11-22T03:21:44.055843] [INFO ] [main ] PFLT: Signal=1 (Conf=80.0%), Magnitude=-2.74% (Conf=54.9478%) [2025-11-22T03:21:44.055996] [INFO ] [main ] Fetching symbol history for BLW... [2025-11-22T03:21:44.056039] [DEBUG] [REMOTE ] BLW: Fetching historical data. [2025-11-22T03:21:44.056044] [INFO ] [main ] Progress: 232/527 forecasts completed (44.0%). BGY finished in 0.6s. ETA: 51.7s. Rate: 342.57 forecasts/min [2025-11-22T03:21:44.056972] [INFO ] [main ] Progress: 233/527 forecasts completed (44.2%). PFLT finished in 0.6s. ETA: 51.3s. Rate: 344.04 forecasts/min [2025-11-22T03:21:44.067680] [DEBUG] [REMOTE ] KIM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.067931] [DEBUG] [REMOTE ] BLW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.068940] [DEBUG] [LOCAL ] Loaded configuration for KIM: 5 features, N/A% accuracy [2025-11-22T03:21:44.068995] [DEBUG] [LOCAL ] Loaded configuration for BLW: 6 features, N/A% accuracy [2025-11-22T03:21:44.069000] [INFO ] [LOCAL ] KIM: Loaded 5 optimal features with 41.42% confidence from JSON config [2025-11-22T03:21:44.069052] [INFO ] [LOCAL ] BLW: Loaded 6 optimal features with 50.45% confidence from JSON config [2025-11-22T03:21:44.069877] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:44.069911] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:44.069942] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:44.069976] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:44.070748] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:44.071598] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:44.074179] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:44.076214] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:44.077728] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:44.079323] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.081962] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:44.082893] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:44.083773] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:44.085912] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:44.087179] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.263712] [INFO ] [LOCAL ] CMRE: Saved forecast. [2025-11-22T03:21:44.263783] [INFO ] [main ] CMRE: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=49.7533%) [2025-11-22T03:21:44.263960] [INFO ] [main ] Fetching symbol history for DX... [2025-11-22T03:21:44.264007] [DEBUG] [REMOTE ] DX: Fetching historical data. [2025-11-22T03:21:44.265767] [INFO ] [main ] Progress: 234/527 forecasts completed (44.4%). CMRE finished in 0.9s. ETA: 51.1s. Rate: 343.75 forecasts/min [2025-11-22T03:21:44.277662] [DEBUG] [REMOTE ] DX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.278951] [DEBUG] [LOCAL ] Loaded configuration for DX: 4 features, N/A% accuracy [2025-11-22T03:21:44.279009] [INFO ] [LOCAL ] DX: Loaded 4 optimal features with 57.97% confidence from JSON config [2025-11-22T03:21:44.279949] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:44.280015] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:44.281799] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:44.282338] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:44.284033] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:44.285082] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.544552] [INFO ] [LOCAL ] NPFD: Saved forecast. [2025-11-22T03:21:44.544623] [INFO ] [main ] NPFD: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=56.8819%) [2025-11-22T03:21:44.544993] [INFO ] [main ] Fetching symbol history for KTF... [2025-11-22T03:21:44.545048] [DEBUG] [REMOTE ] KTF: Fetching historical data. [2025-11-22T03:21:44.545734] [INFO ] [main ] Progress: 235/527 forecasts completed (44.6%). NPFD finished in 0.7s. ETA: 51.1s. Rate: 342.87 forecasts/min [2025-11-22T03:21:44.557785] [DEBUG] [REMOTE ] KTF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.558778] [DEBUG] [LOCAL ] Loaded configuration for KTF: 13 features, N/A% accuracy [2025-11-22T03:21:44.558838] [INFO ] [LOCAL ] KTF: Loaded 13 optimal features with 47.34% confidence from JSON config [2025-11-22T03:21:44.559665] [DEBUG] [FEATURES ] DataBuilder: Executing 13 feature methods. [2025-11-22T03:21:44.559735] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:44.564591] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:44.565449] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:44.567824] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:44.569914] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:44.570635] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:44.574884] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:44.576724] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:44.577201] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:44.578255] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:44.579919] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:44.580977] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:44.581751] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:44.584524] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.655051] [INFO ] [LOCAL ] BLW: Saved forecast. [2025-11-22T03:21:44.655123] [INFO ] [main ] BLW: Signal=1 (Conf=80.0%), Magnitude=0.13% (Conf=50.4512%) [2025-11-22T03:21:44.655515] [INFO ] [main ] Fetching symbol history for LZM... [2025-11-22T03:21:44.655569] [DEBUG] [REMOTE ] LZM: Fetching historical data. [2025-11-22T03:21:44.656718] [INFO ] [main ] Progress: 236/527 forecasts completed (44.8%). BLW finished in 0.6s. ETA: 50.8s. Rate: 343.40 forecasts/min [2025-11-22T03:21:44.667512] [DEBUG] [REMOTE ] LZM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.668685] [DEBUG] [LOCAL ] Loaded configuration for LZM: 6 features, N/A% accuracy [2025-11-22T03:21:44.668740] [INFO ] [LOCAL ] LZM: Loaded 6 optimal features with 45.65% confidence from JSON config [2025-11-22T03:21:44.669554] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:44.669617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:44.674533] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:44.676325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:44.676831] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:44.677592] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:44.680145] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:44.684310] [INFO ] [LOCAL ] KIM: Saved forecast. [2025-11-22T03:21:44.684380] [INFO ] [main ] KIM: Signal=1 (Conf=80.0%), Magnitude=4.20% (Conf=41.4241%) [2025-11-22T03:21:44.684547] [INFO ] [main ] Fetching symbol history for GHM... [2025-11-22T03:21:44.684592] [DEBUG] [REMOTE ] GHM: Fetching historical data. [2025-11-22T03:21:44.685426] [INFO ] [main ] Progress: 237/527 forecasts completed (45.0%). KIM finished in 0.6s. ETA: 50.5s. Rate: 344.61 forecasts/min [2025-11-22T03:21:44.686195] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.696356] [DEBUG] [REMOTE ] GHM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.697229] [DEBUG] [LOCAL ] Loaded configuration for GHM: 2 features, N/A% accuracy [2025-11-22T03:21:44.697289] [INFO ] [LOCAL ] GHM: Loaded 2 optimal features with 47.03% confidence from JSON config [2025-11-22T03:21:44.698204] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:44.698265] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:44.700066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:44.700610] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:44.879280] [INFO ] [LOCAL ] DX: Saved forecast. [2025-11-22T03:21:44.879357] [INFO ] [main ] DX: Signal=1 (Conf=80.0%), Magnitude=0.13% (Conf=57.9653%) [2025-11-22T03:21:44.879523] [INFO ] [main ] Fetching symbol history for BDN... [2025-11-22T03:21:44.879566] [DEBUG] [REMOTE ] BDN: Fetching historical data. [2025-11-22T03:21:44.880759] [INFO ] [main ] Progress: 238/527 forecasts completed (45.2%). DX finished in 0.6s. ETA: 50.3s. Rate: 344.44 forecasts/min [2025-11-22T03:21:44.891552] [DEBUG] [REMOTE ] BDN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:44.892746] [DEBUG] [LOCAL ] Loaded configuration for BDN: 4 features, N/A% accuracy [2025-11-22T03:21:44.892808] [INFO ] [LOCAL ] BDN: Loaded 4 optimal features with 54.69% confidence from JSON config [2025-11-22T03:21:44.893693] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:44.893757] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:44.939275] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:44.998290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:44.999860] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:45.000671] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.169028] [INFO ] [LOCAL ] KTF: Saved forecast. [2025-11-22T03:21:45.169097] [INFO ] [main ] KTF: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=47.3365%) [2025-11-22T03:21:45.169431] [INFO ] [main ] Fetching symbol history for UAA... [2025-11-22T03:21:45.169481] [DEBUG] [REMOTE ] UAA: Fetching historical data. [2025-11-22T03:21:45.169738] [INFO ] [main ] Progress: 239/527 forecasts completed (45.4%). KTF finished in 0.6s. ETA: 50.3s. Rate: 343.49 forecasts/min [2025-11-22T03:21:45.182066] [DEBUG] [REMOTE ] UAA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.182695] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, N/A% accuracy [2025-11-22T03:21:45.182744] [INFO ] [LOCAL ] UAA: Loaded 4 optimal features with 47.13% confidence from JSON config [2025-11-22T03:21:45.183915] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:45.183976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:45.188862] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:45.190677] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:45.191151] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:45.192783] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.268665] [INFO ] [LOCAL ] LZM: Saved forecast. [2025-11-22T03:21:45.268736] [INFO ] [main ] LZM: Signal=1 (Conf=80.0%), Magnitude=5.44% (Conf=45.6456%) [2025-11-22T03:21:45.268901] [INFO ] [main ] Fetching symbol history for BGS... [2025-11-22T03:21:45.268946] [DEBUG] [REMOTE ] BGS: Fetching historical data. [2025-11-22T03:21:45.270732] [INFO ] [main ] Progress: 240/527 forecasts completed (45.5%). LZM finished in 0.6s. ETA: 50.0s. Rate: 344.10 forecasts/min [2025-11-22T03:21:45.281301] [DEBUG] [REMOTE ] BGS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.282297] [DEBUG] [LOCAL ] Loaded configuration for BGS: 6 features, N/A% accuracy [2025-11-22T03:21:45.282350] [INFO ] [LOCAL ] BGS: Loaded 6 optimal features with 41.65% confidence from JSON config [2025-11-22T03:21:45.283180] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:45.283241] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:45.288090] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:45.289880] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:45.290367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:45.290783] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:45.337112] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:45.339100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.346056] [INFO ] [LOCAL ] GHM: Saved forecast. [2025-11-22T03:21:45.346127] [INFO ] [main ] GHM: Signal=1 (Conf=80.0%), Magnitude=-5.22% (Conf=47.0283%) [2025-11-22T03:21:45.346296] [INFO ] [main ] Fetching symbol history for NVT... [2025-11-22T03:21:45.346342] [DEBUG] [REMOTE ] NVT: Fetching historical data. [2025-11-22T03:21:45.347719] [INFO ] [main ] Progress: 241/527 forecasts completed (45.7%). GHM finished in 0.7s. ETA: 49.8s. Rate: 344.90 forecasts/min [2025-11-22T03:21:45.358888] [DEBUG] [REMOTE ] NVT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.359978] [DEBUG] [LOCAL ] Loaded configuration for NVT: 8 features, N/A% accuracy [2025-11-22T03:21:45.360052] [INFO ] [LOCAL ] NVT: Loaded 8 optimal features with 59.96% confidence from JSON config [2025-11-22T03:21:45.360903] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:45.360968] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:45.365859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:45.367758] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:45.368255] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:45.369185] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:45.415568] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:45.416544] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:45.420840] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:45.423674] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.576530] [INFO ] [LOCAL ] BDN: Saved forecast. [2025-11-22T03:21:45.576604] [INFO ] [main ] BDN: Signal=1 (Conf=80.0%), Magnitude=2.30% (Conf=54.6938%) [2025-11-22T03:21:45.576777] [INFO ] [main ] Fetching symbol history for SPCE... [2025-11-22T03:21:45.576823] [DEBUG] [REMOTE ] SPCE: Fetching historical data. [2025-11-22T03:21:45.577958] [INFO ] [main ] Progress: 242/527 forecasts completed (45.9%). BDN finished in 0.7s. ETA: 49.6s. Rate: 344.44 forecasts/min [2025-11-22T03:21:45.588323] [DEBUG] [REMOTE ] SPCE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.589326] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 5 features, N/A% accuracy [2025-11-22T03:21:45.589384] [INFO ] [LOCAL ] SPCE: Loaded 5 optimal features with 52.22% confidence from JSON config [2025-11-22T03:21:45.590207] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:45.590270] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:45.591988] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:45.592525] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:45.592997] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:45.593779] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:45.594517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.775783] [INFO ] [LOCAL ] UAA: Saved forecast. [2025-11-22T03:21:45.775850] [INFO ] [main ] UAA: Signal=1 (Conf=80.0%), Magnitude=3.68% (Conf=47.1268%) [2025-11-22T03:21:45.776011] [INFO ] [main ] Fetching symbol history for ENR... [2025-11-22T03:21:45.776056] [DEBUG] [REMOTE ] ENR: Fetching historical data. [2025-11-22T03:21:45.777032] [INFO ] [main ] Progress: 243/527 forecasts completed (46.1%). UAA finished in 0.6s. ETA: 49.5s. Rate: 344.23 forecasts/min [2025-11-22T03:21:45.788323] [DEBUG] [REMOTE ] ENR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.789537] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, N/A% accuracy [2025-11-22T03:21:45.789591] [INFO ] [LOCAL ] ENR: Loaded 2 optimal features with 40.39% confidence from JSON config [2025-11-22T03:21:45.790421] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:45.790482] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:45.848417] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:45.849251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:45.922462] [INFO ] [LOCAL ] BGS: Saved forecast. [2025-11-22T03:21:45.922536] [INFO ] [main ] BGS: Signal=1 (Conf=80.0%), Magnitude=2.22% (Conf=41.653%) [2025-11-22T03:21:45.922899] [INFO ] [main ] Fetching symbol history for HIG... [2025-11-22T03:21:45.922960] [DEBUG] [REMOTE ] HIG: Fetching historical data. [2025-11-22T03:21:45.923733] [INFO ] [main ] Progress: 244/527 forecasts completed (46.3%). BGS finished in 0.7s. ETA: 49.3s. Rate: 344.46 forecasts/min [2025-11-22T03:21:45.935075] [DEBUG] [REMOTE ] HIG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:45.936307] [DEBUG] [LOCAL ] Loaded configuration for HIG: 8 features, N/A% accuracy [2025-11-22T03:21:45.936361] [INFO ] [LOCAL ] HIG: Loaded 8 optimal features with 49.37% confidence from JSON config [2025-11-22T03:21:45.937268] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:45.937335] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:45.942554] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:45.943417] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:45.944310] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:45.946908] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:46.070163] [INFO ] [LOCAL ] NVT: Saved forecast. [2025-11-22T03:21:46.070231] [INFO ] [main ] NVT: Signal=1 (Conf=80.0%), Magnitude=-7.78% (Conf=59.9642%) [2025-11-22T03:21:46.070409] [INFO ] [main ] Fetching symbol history for NOTE... [2025-11-22T03:21:46.070463] [DEBUG] [REMOTE ] NOTE: Fetching historical data. [2025-11-22T03:21:46.071735] [INFO ] [main ] Progress: 245/527 forecasts completed (46.5%). NVT finished in 0.7s. ETA: 49.1s. Rate: 344.67 forecasts/min [2025-11-22T03:21:46.082128] [DEBUG] [REMOTE ] NOTE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.082330] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:46.083256] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 7 features, N/A% accuracy [2025-11-22T03:21:46.083310] [INFO ] [LOCAL ] NOTE: Loaded 7 optimal features with 50.65% confidence from JSON config [2025-11-22T03:21:46.083511] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:46.084146] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:46.084212] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:46.089102] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:46.090856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:46.151742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.154095] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:46.154591] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:46.155752] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:21:46.157814] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.178921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.181040] [INFO ] [LOCAL ] SPCE: Saved forecast. [2025-11-22T03:21:46.181064] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.181112] [INFO ] [main ] SPCE: Signal=1 (Conf=80.0%), Magnitude=-5.77% (Conf=52.2216%) [2025-11-22T03:21:46.181306] [INFO ] [main ] Fetching symbol history for TPZ... [2025-11-22T03:21:46.181355] [DEBUG] [REMOTE ] TPZ: Fetching historical data. [2025-11-22T03:21:46.182737] [INFO ] [main ] Progress: 246/527 forecasts completed (46.7%). SPCE finished in 0.6s. ETA: 48.8s. Rate: 345.18 forecasts/min [2025-11-22T03:21:46.194853] [DEBUG] [REMOTE ] TPZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.196516] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 6 features, N/A% accuracy [2025-11-22T03:21:46.196578] [INFO ] [LOCAL ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config [2025-11-22T03:21:46.197903] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:46.198145] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:46.203618] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.205566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:46.206071] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:46.206619] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:46.207264] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:46.208312] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.457949] [INFO ] [LOCAL ] ENR: Saved forecast. [2025-11-22T03:21:46.458018] [INFO ] [main ] ENR: Signal=1 (Conf=80.0%), Magnitude=9.21% (Conf=40.3915%) [2025-11-22T03:21:46.458371] [INFO ] [main ] Progress: 247/527 forecasts completed (46.9%). ENR finished in 0.7s. ETA: 48.8s. Rate: 344.36 forecasts/min [2025-11-22T03:21:46.458520] [INFO ] [main ] Fetching symbol history for TVC... [2025-11-22T03:21:46.458563] [DEBUG] [REMOTE ] TVC: Fetching historical data. [2025-11-22T03:21:46.470372] [DEBUG] [REMOTE ] TVC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.471622] [DEBUG] [LOCAL ] Loaded configuration for TVC: 6 features, N/A% accuracy [2025-11-22T03:21:46.471705] [INFO ] [LOCAL ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config [2025-11-22T03:21:46.472537] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:46.472602] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:46.477446] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:46.478430] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:46.480252] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:46.482241] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:46.483571] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:46.485144] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.777593] [INFO ] [LOCAL ] NOTE: Saved forecast. [2025-11-22T03:21:46.777688] [INFO ] [main ] NOTE: Signal=1 (Conf=80.0%), Magnitude=50.88% (Conf=50.6472%) [2025-11-22T03:21:46.777881] [INFO ] [main ] Fetching symbol history for ASBA... [2025-11-22T03:21:46.777931] [DEBUG] [REMOTE ] ASBA: Fetching historical data. [2025-11-22T03:21:46.778925] [INFO ] [main ] Progress: 248/527 forecasts completed (47.1%). NOTE finished in 0.7s. ETA: 48.8s. Rate: 343.20 forecasts/min [2025-11-22T03:21:46.789575] [DEBUG] [REMOTE ] ASBA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.790125] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 6 features, N/A% accuracy [2025-11-22T03:21:46.790177] [INFO ] [LOCAL ] ASBA: Loaded 6 optimal features with 48.39% confidence from JSON config [2025-11-22T03:21:46.791050] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:46.791117] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:46.796180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.798050] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:46.798560] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:46.798995] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:46.801335] [INFO ] [LOCAL ] TPZ: Saved forecast. [2025-11-22T03:21:46.801405] [INFO ] [main ] TPZ: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=48.6874%) [2025-11-22T03:21:46.801569] [INFO ] [main ] Fetching symbol history for ORC... [2025-11-22T03:21:46.801625] [DEBUG] [REMOTE ] ORC: Fetching historical data. [2025-11-22T03:21:46.801916] [INFO ] [main ] Progress: 249/527 forecasts completed (47.2%). TPZ finished in 0.6s. ETA: 48.4s. Rate: 344.40 forecasts/min [2025-11-22T03:21:46.801465] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:46.803625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.816436] [DEBUG] [REMOTE ] ORC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.817506] [DEBUG] [LOCAL ] Loaded configuration for ORC: 8 features, N/A% accuracy [2025-11-22T03:21:46.817568] [INFO ] [LOCAL ] ORC: Loaded 8 optimal features with 56.83% confidence from JSON config [2025-11-22T03:21:46.818463] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:46.818530] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:46.822922] [INFO ] [LOCAL ] HIG: Saved forecast. [2025-11-22T03:21:46.822994] [INFO ] [main ] HIG: Signal=1 (Conf=80.0%), Magnitude=-1.77% (Conf=49.3721%) [2025-11-22T03:21:46.823331] [INFO ] [main ] Progress: 250/527 forecasts completed (47.4%). HIG finished in 0.9s. ETA: 48.1s. Rate: 345.61 forecasts/min [2025-11-22T03:21:46.823450] [INFO ] [main ] Fetching symbol history for BBVA... [2025-11-22T03:21:46.823496] [DEBUG] [REMOTE ] BBVA: Fetching historical data. [2025-11-22T03:21:46.823552] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.825456] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:46.826004] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:46.826466] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:46.826903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:46.827725] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:46.830096] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:46.835682] [DEBUG] [REMOTE ] BBVA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:46.836566] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 9 features, N/A% accuracy [2025-11-22T03:21:46.836622] [INFO ] [LOCAL ] BBVA: Loaded 9 optimal features with 61.67% confidence from JSON config [2025-11-22T03:21:46.837504] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:46.837569] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:46.839277] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:46.840168] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:46.841845] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:46.886096] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:46.886952] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:46.887717] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:46.889320] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:46.891730] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:46.892773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:46.967606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:47.056321] [INFO ] [LOCAL ] TVC: Saved forecast. [2025-11-22T03:21:47.056388] [INFO ] [main ] TVC: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=46.5567%) [2025-11-22T03:21:47.056755] [INFO ] [main ] Fetching symbol history for BRSP... [2025-11-22T03:21:47.056807] [DEBUG] [REMOTE ] BRSP: Fetching historical data. [2025-11-22T03:21:47.058189] [INFO ] [main ] Progress: 251/527 forecasts completed (47.6%). TVC finished in 0.6s. ETA: 48.0s. Rate: 345.13 forecasts/min [2025-11-22T03:21:47.069241] [DEBUG] [REMOTE ] BRSP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:47.070053] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 6 features, N/A% accuracy [2025-11-22T03:21:47.070107] [INFO ] [LOCAL ] BRSP: Loaded 6 optimal features with 56.51% confidence from JSON config [2025-11-22T03:21:47.070947] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:47.071010] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:47.072765] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:47.073266] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:47.073772] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:47.074167] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:47.075081] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:47.202827] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:47.385655] [INFO ] [LOCAL ] ASBA: Saved forecast. [2025-11-22T03:21:47.385728] [INFO ] [main ] ASBA: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=48.3851%) [2025-11-22T03:21:47.385891] [INFO ] [main ] Fetching symbol history for SEM... [2025-11-22T03:21:47.385936] [DEBUG] [REMOTE ] SEM: Fetching historical data. [2025-11-22T03:21:47.387763] [INFO ] [main ] Progress: 252/527 forecasts completed (47.8%). ASBA finished in 0.6s. ETA: 48.0s. Rate: 343.90 forecasts/min [2025-11-22T03:21:47.398757] [DEBUG] [REMOTE ] SEM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:47.399697] [DEBUG] [LOCAL ] Loaded configuration for SEM: 5 features, N/A% accuracy [2025-11-22T03:21:47.399752] [INFO ] [LOCAL ] SEM: Loaded 5 optimal features with 67.64% confidence from JSON config [2025-11-22T03:21:47.400605] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:47.400688] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:47.405605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:47.407508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:47.408040] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:47.408443] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:47.410024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:47.481206] [INFO ] [LOCAL ] BBVA: Saved forecast. [2025-11-22T03:21:47.481273] [INFO ] [main ] BBVA: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=61.6729%) [2025-11-22T03:21:47.481628] [INFO ] [main ] Fetching symbol history for STEW... [2025-11-22T03:21:47.481697] [DEBUG] [REMOTE ] STEW: Fetching historical data. [2025-11-22T03:21:47.481719] [INFO ] [main ] Progress: 253/527 forecasts completed (48.0%). BBVA finished in 0.7s. ETA: 47.7s. Rate: 344.53 forecasts/min [2025-11-22T03:21:47.493696] [DEBUG] [REMOTE ] STEW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:47.494898] [DEBUG] [LOCAL ] Loaded configuration for STEW: 7 features, N/A% accuracy [2025-11-22T03:21:47.494953] [INFO ] [LOCAL ] STEW: Loaded 7 optimal features with 65.45% confidence from JSON config [2025-11-22T03:21:47.495807] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:47.495871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:47.497616] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:47.498157] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:47.498553] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:47.499201] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:47.501203] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:47.504097] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:47.505156] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:47.557508] [INFO ] [LOCAL ] ORC: Saved forecast. [2025-11-22T03:21:47.557577] [INFO ] [main ] ORC: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=56.8255%) [2025-11-22T03:21:47.557764] [INFO ] [main ] Fetching symbol history for AES... [2025-11-22T03:21:47.557811] [DEBUG] [REMOTE ] AES: Fetching historical data. [2025-11-22T03:21:47.559030] [INFO ] [main ] Progress: 254/527 forecasts completed (48.2%). ORC finished in 0.8s. ETA: 47.4s. Rate: 345.29 forecasts/min [2025-11-22T03:21:47.571256] [DEBUG] [REMOTE ] AES: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:47.571748] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, N/A% accuracy [2025-11-22T03:21:47.571797] [INFO ] [LOCAL ] AES: Loaded 1 optimal features with 55.64% confidence from JSON config [2025-11-22T03:21:47.572620] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:47.572701] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:47.574882] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:47.772973] [INFO ] [LOCAL ] BRSP: Saved forecast. [2025-11-22T03:21:47.773048] [INFO ] [main ] BRSP: Signal=1 (Conf=80.0%), Magnitude=2.33% (Conf=56.5107%) [2025-11-22T03:21:47.773402] [INFO ] [main ] Fetching symbol history for BEPH... [2025-11-22T03:21:47.773463] [DEBUG] [REMOTE ] BEPH: Fetching historical data. [2025-11-22T03:21:47.773734] [INFO ] [main ] Progress: 255/527 forecasts completed (48.4%). BRSP finished in 0.7s. ETA: 47.3s. Rate: 344.97 forecasts/min [2025-11-22T03:21:47.786073] [DEBUG] [REMOTE ] BEPH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:47.787251] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 6 features, N/A% accuracy [2025-11-22T03:21:47.787306] [INFO ] [LOCAL ] BEPH: Loaded 6 optimal features with 50.11% confidence from JSON config [2025-11-22T03:21:47.788217] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:47.788281] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:47.793243] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:47.795055] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:47.795566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:47.796042] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:47.796436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:47.852916] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.001930] [INFO ] [LOCAL ] SEM: Saved forecast. [2025-11-22T03:21:48.002014] [INFO ] [main ] SEM: Signal=1 (Conf=80.0%), Magnitude=4.67% (Conf=67.642%) [2025-11-22T03:21:48.002213] [INFO ] [main ] Fetching symbol history for VPG... [2025-11-22T03:21:48.002267] [DEBUG] [REMOTE ] VPG: Fetching historical data. [2025-11-22T03:21:48.003913] [INFO ] [main ] Progress: 256/527 forecasts completed (48.6%). SEM finished in 0.6s. ETA: 47.2s. Rate: 344.53 forecasts/min [2025-11-22T03:21:48.014860] [DEBUG] [REMOTE ] VPG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.015775] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, N/A% accuracy [2025-11-22T03:21:48.015833] [INFO ] [LOCAL ] VPG: Loaded 2 optimal features with 47.19% confidence from JSON config [2025-11-22T03:21:48.016687] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:48.016751] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:48.021758] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:48.022956] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.080563] [INFO ] [LOCAL ] STEW: Saved forecast. [2025-11-22T03:21:48.080632] [INFO ] [main ] STEW: Signal=1 (Conf=80.0%), Magnitude=1.28% (Conf=65.4454%) [2025-11-22T03:21:48.081010] [INFO ] [main ] Fetching symbol history for QS... [2025-11-22T03:21:48.081061] [DEBUG] [REMOTE ] QS: Fetching historical data. [2025-11-22T03:21:48.081723] [INFO ] [main ] Progress: 257/527 forecasts completed (48.8%). STEW finished in 0.6s. ETA: 46.9s. Rate: 345.28 forecasts/min [2025-11-22T03:21:48.093747] [DEBUG] [REMOTE ] QS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.095024] [DEBUG] [LOCAL ] Loaded configuration for QS: 4 features, N/A% accuracy [2025-11-22T03:21:48.095079] [INFO ] [LOCAL ] QS: Loaded 4 optimal features with 51.33% confidence from JSON config [2025-11-22T03:21:48.095911] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:48.095971] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:48.100911] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:48.102694] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:48.103172] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:48.105555] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.173588] [INFO ] [LOCAL ] AES: Saved forecast. [2025-11-22T03:21:48.173676] [INFO ] [main ] AES: Signal=1 (Conf=80.0%), Magnitude=-2.65% (Conf=55.6418%) [2025-11-22T03:21:48.173836] [INFO ] [main ] Fetching symbol history for KR... [2025-11-22T03:21:48.173880] [DEBUG] [REMOTE ] KR: Fetching historical data. [2025-11-22T03:21:48.176727] [INFO ] [main ] Progress: 258/527 forecasts completed (49.0%). AES finished in 0.6s. ETA: 46.7s. Rate: 345.89 forecasts/min [2025-11-22T03:21:48.186357] [DEBUG] [REMOTE ] KR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.187009] [DEBUG] [LOCAL ] Loaded configuration for KR: 9 features, N/A% accuracy [2025-11-22T03:21:48.187058] [INFO ] [LOCAL ] KR: Loaded 9 optimal features with 55.39% confidence from JSON config [2025-11-22T03:21:48.187896] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:48.187962] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:48.192792] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:48.194556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:48.195061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:48.195457] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:48.282844] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:48.283988] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:48.285971] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:48.287584] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:21:48.289200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.424911] [INFO ] [LOCAL ] BEPH: Saved forecast. [2025-11-22T03:21:48.425374] [INFO ] [main ] BEPH: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=50.1125%) [2025-11-22T03:21:48.425745] [INFO ] [main ] Fetching symbol history for MPC... [2025-11-22T03:21:48.425798] [DEBUG] [REMOTE ] MPC: Fetching historical data. [2025-11-22T03:21:48.426723] [INFO ] [main ] Progress: 259/527 forecasts completed (49.1%). BEPH finished in 0.7s. ETA: 46.6s. Rate: 345.30 forecasts/min [2025-11-22T03:21:48.438289] [DEBUG] [REMOTE ] MPC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.439495] [DEBUG] [LOCAL ] Loaded configuration for MPC: 3 features, N/A% accuracy [2025-11-22T03:21:48.439563] [INFO ] [LOCAL ] MPC: Loaded 3 optimal features with 49.25% confidence from JSON config [2025-11-22T03:21:48.440409] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:48.440471] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:48.442873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:48.444046] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:48.445400] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.621970] [INFO ] [LOCAL ] VPG: Saved forecast. [2025-11-22T03:21:48.622036] [INFO ] [main ] VPG: Signal=1 (Conf=80.0%), Magnitude=5.25% (Conf=47.1856%) [2025-11-22T03:21:48.622215] [INFO ] [main ] Fetching symbol history for PINE... [2025-11-22T03:21:48.622277] [DEBUG] [REMOTE ] PINE: Fetching historical data. [2025-11-22T03:21:48.622962] [INFO ] [main ] Progress: 260/527 forecasts completed (49.3%). VPG finished in 0.6s. ETA: 46.4s. Rate: 345.13 forecasts/min [2025-11-22T03:21:48.634472] [DEBUG] [REMOTE ] PINE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.635379] [DEBUG] [LOCAL ] Loaded configuration for PINE: 6 features, N/A% accuracy [2025-11-22T03:21:48.635433] [INFO ] [LOCAL ] PINE: Loaded 6 optimal features with 60.75% confidence from JSON config [2025-11-22T03:21:48.636293] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:48.636357] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:48.641415] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:48.642243] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:48.643862] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:48.700517] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:48.702195] [INFO ] [LOCAL ] QS: Saved forecast. [2025-11-22T03:21:48.702263] [INFO ] [main ] QS: Signal=1 (Conf=80.0%), Magnitude=-11.83% (Conf=51.3335%) [2025-11-22T03:21:48.702621] [INFO ] [main ] Fetching symbol history for FDS... [2025-11-22T03:21:48.702691] [DEBUG] [REMOTE ] FDS: Fetching historical data. [2025-11-22T03:21:48.702724] [INFO ] [main ] Progress: 261/527 forecasts completed (49.5%). QS finished in 0.6s. ETA: 46.1s. Rate: 345.84 forecasts/min [2025-11-22T03:21:48.702874] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:48.705741] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.714806] [DEBUG] [REMOTE ] FDS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.715786] [DEBUG] [LOCAL ] Loaded configuration for FDS: 8 features, N/A% accuracy [2025-11-22T03:21:48.715841] [INFO ] [LOCAL ] FDS: Loaded 8 optimal features with 55.97% confidence from JSON config [2025-11-22T03:21:48.716677] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:48.716742] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:48.718452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:48.718997] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:48.719437] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:48.719873] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:48.720627] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:48.778664] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:48.783478] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:48.784900] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:48.931620] [INFO ] [LOCAL ] KR: Saved forecast. [2025-11-22T03:21:48.931717] [INFO ] [main ] KR: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=55.3924%) [2025-11-22T03:21:48.931882] [INFO ] [main ] Fetching symbol history for WST... [2025-11-22T03:21:48.931928] [DEBUG] [REMOTE ] WST: Fetching historical data. [2025-11-22T03:21:48.932921] [INFO ] [main ] Progress: 262/527 forecasts completed (49.7%). KR finished in 0.8s. ETA: 46.0s. Rate: 345.41 forecasts/min [2025-11-22T03:21:48.943673] [DEBUG] [REMOTE ] WST: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:48.944669] [DEBUG] [LOCAL ] Loaded configuration for WST: 1 features, N/A% accuracy [2025-11-22T03:21:48.944731] [INFO ] [LOCAL ] WST: Loaded 1 optimal features with 59.24% confidence from JSON config [2025-11-22T03:21:48.945562] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:48.945623] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:48.946322] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.102367] [INFO ] [LOCAL ] MPC: Saved forecast. [2025-11-22T03:21:49.102437] [INFO ] [main ] MPC: Signal=1 (Conf=80.0%), Magnitude=-1.06% (Conf=49.2479%) [2025-11-22T03:21:49.102601] [INFO ] [main ] Fetching symbol history for MNR... [2025-11-22T03:21:49.102859] [DEBUG] [REMOTE ] MNR: Fetching historical data. [2025-11-22T03:21:49.103853] [INFO ] [main ] Progress: 263/527 forecasts completed (49.9%). MPC finished in 0.7s. ETA: 45.9s. Rate: 345.43 forecasts/min [2025-11-22T03:21:49.115008] [DEBUG] [REMOTE ] MNR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.116043] [DEBUG] [LOCAL ] Loaded configuration for MNR: 3 features, N/A% accuracy [2025-11-22T03:21:49.116097] [INFO ] [LOCAL ] MNR: Loaded 3 optimal features with 52.30% confidence from JSON config [2025-11-22T03:21:49.116940] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:49.117000] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:49.118757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:49.119265] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:49.119993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.291807] [INFO ] [LOCAL ] PINE: Saved forecast. [2025-11-22T03:21:49.291878] [INFO ] [main ] PINE: Signal=1 (Conf=80.0%), Magnitude=3.58% (Conf=60.749%) [2025-11-22T03:21:49.292044] [INFO ] [main ] Fetching symbol history for CBZ... [2025-11-22T03:21:49.292092] [DEBUG] [REMOTE ] CBZ: Fetching historical data. [2025-11-22T03:21:49.293775] [INFO ] [main ] Progress: 264/527 forecasts completed (50.1%). PINE finished in 0.7s. ETA: 45.7s. Rate: 345.31 forecasts/min [2025-11-22T03:21:49.304670] [DEBUG] [REMOTE ] CBZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.305150] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 6 features, N/A% accuracy [2025-11-22T03:21:49.305201] [INFO ] [LOCAL ] CBZ: Loaded 6 optimal features with 60.22% confidence from JSON config [2025-11-22T03:21:49.306079] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:49.306144] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:49.311195] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:49.313036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:49.313531] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:49.314432] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:49.316986] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:49.319085] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.453101] [INFO ] [LOCAL ] FDS: Saved forecast. [2025-11-22T03:21:49.453178] [INFO ] [main ] FDS: Signal=1 (Conf=80.0%), Magnitude=2.93% (Conf=55.9709%) [2025-11-22T03:21:49.453540] [INFO ] [main ] Fetching symbol history for SPXX... [2025-11-22T03:21:49.453591] [DEBUG] [REMOTE ] SPXX: Fetching historical data. [2025-11-22T03:21:49.453729] [INFO ] [main ] Progress: 265/527 forecasts completed (50.3%). FDS finished in 0.8s. ETA: 45.5s. Rate: 345.41 forecasts/min [2025-11-22T03:21:49.465766] [DEBUG] [REMOTE ] SPXX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.466932] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 3 features, N/A% accuracy [2025-11-22T03:21:49.466988] [INFO ] [LOCAL ] SPXX: Loaded 3 optimal features with 53.30% confidence from JSON config [2025-11-22T03:21:49.467832] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:49.467893] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:49.472763] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:49.475519] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:49.477146] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.655269] [INFO ] [LOCAL ] WST: Saved forecast. [2025-11-22T03:21:49.655338] [INFO ] [main ] WST: Signal=1 (Conf=80.0%), Magnitude=2.13% (Conf=59.2439%) [2025-11-22T03:21:49.655514] [INFO ] [main ] Fetching symbol history for PACK... [2025-11-22T03:21:49.655568] [DEBUG] [REMOTE ] PACK: Fetching historical data. [2025-11-22T03:21:49.656231] [INFO ] [main ] Progress: 266/527 forecasts completed (50.5%). WST finished in 0.7s. ETA: 45.4s. Rate: 345.20 forecasts/min [2025-11-22T03:21:49.667580] [DEBUG] [REMOTE ] PACK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.668699] [DEBUG] [LOCAL ] Loaded configuration for PACK: 4 features, N/A% accuracy [2025-11-22T03:21:49.668760] [INFO ] [LOCAL ] PACK: Loaded 4 optimal features with 51.73% confidence from JSON config [2025-11-22T03:21:49.669592] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:49.669674] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:49.671440] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:49.672008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:49.672435] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:49.673957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.693860] [INFO ] [LOCAL ] MNR: Saved forecast. [2025-11-22T03:21:49.693930] [INFO ] [main ] MNR: Signal=1 (Conf=80.0%), Magnitude=-0.92% (Conf=52.3015%) [2025-11-22T03:21:49.694289] [INFO ] [main ] Fetching symbol history for EIG... [2025-11-22T03:21:49.694340] [DEBUG] [REMOTE ] EIG: Fetching historical data. [2025-11-22T03:21:49.694718] [INFO ] [main ] Progress: 267/527 forecasts completed (50.7%). MNR finished in 0.6s. ETA: 45.1s. Rate: 346.21 forecasts/min [2025-11-22T03:21:49.706196] [DEBUG] [REMOTE ] EIG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.707179] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, N/A% accuracy [2025-11-22T03:21:49.707231] [INFO ] [LOCAL ] EIG: Loaded 2 optimal features with 50.70% confidence from JSON config [2025-11-22T03:21:49.708116] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:49.708177] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:49.713003] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:49.714009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:49.982763] [INFO ] [LOCAL ] CBZ: Saved forecast. [2025-11-22T03:21:49.982845] [INFO ] [main ] CBZ: Signal=1 (Conf=80.0%), Magnitude=2.89% (Conf=60.2163%) [2025-11-22T03:21:49.983041] [INFO ] [main ] Fetching symbol history for CI... [2025-11-22T03:21:49.983103] [DEBUG] [REMOTE ] CI: Fetching historical data. [2025-11-22T03:21:49.985749] [INFO ] [main ] Progress: 268/527 forecasts completed (50.9%). CBZ finished in 0.7s. ETA: 45.0s. Rate: 345.33 forecasts/min [2025-11-22T03:21:49.995823] [DEBUG] [REMOTE ] CI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:49.996819] [DEBUG] [LOCAL ] Loaded configuration for CI: 9 features, N/A% accuracy [2025-11-22T03:21:49.996891] [INFO ] [LOCAL ] CI: Loaded 9 optimal features with 48.96% confidence from JSON config [2025-11-22T03:21:49.998303] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:49.998375] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:50.003577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:50.005679] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:50.006215] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:50.006702] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:50.007113] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:50.008166] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:50.008951] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:50.010516] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:50.012972] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.044838] [INFO ] [LOCAL ] SPXX: Saved forecast. [2025-11-22T03:21:50.044908] [INFO ] [main ] SPXX: Signal=1 (Conf=80.0%), Magnitude=1.10% (Conf=53.3007%) [2025-11-22T03:21:50.045265] [INFO ] [main ] Fetching symbol history for FMX... [2025-11-22T03:21:50.045318] [DEBUG] [REMOTE ] FMX: Fetching historical data. [2025-11-22T03:21:50.045733] [INFO ] [main ] Progress: 269/527 forecasts completed (51.0%). SPXX finished in 0.6s. ETA: 44.7s. Rate: 346.18 forecasts/min [2025-11-22T03:21:50.057899] [DEBUG] [REMOTE ] FMX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.058959] [DEBUG] [LOCAL ] Loaded configuration for FMX: 8 features, N/A% accuracy [2025-11-22T03:21:50.059014] [INFO ] [LOCAL ] FMX: Loaded 8 optimal features with 56.68% confidence from JSON config [2025-11-22T03:21:50.059843] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:50.059907] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:50.064734] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:50.066538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:50.067041] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:50.067448] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:50.069860] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:50.071352] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:50.072553] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:50.074062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.266924] [INFO ] [LOCAL ] PACK: Saved forecast. [2025-11-22T03:21:50.266993] [INFO ] [main ] PACK: Signal=1 (Conf=80.0%), Magnitude=8.85% (Conf=51.7257%) [2025-11-22T03:21:50.267155] [INFO ] [main ] Fetching symbol history for MKC... [2025-11-22T03:21:50.267201] [DEBUG] [REMOTE ] MKC: Fetching historical data. [2025-11-22T03:21:50.268727] [INFO ] [main ] Progress: 270/527 forecasts completed (51.2%). PACK finished in 0.6s. ETA: 44.6s. Rate: 345.81 forecasts/min [2025-11-22T03:21:50.279022] [DEBUG] [REMOTE ] MKC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.280049] [DEBUG] [LOCAL ] Loaded configuration for MKC: 3 features, N/A% accuracy [2025-11-22T03:21:50.280167] [INFO ] [LOCAL ] MKC: Loaded 3 optimal features with 61.79% confidence from JSON config [2025-11-22T03:21:50.281190] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:50.281252] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:50.282962] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:50.283470] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:50.327373] [INFO ] [LOCAL ] EIG: Saved forecast. [2025-11-22T03:21:50.327459] [INFO ] [main ] EIG: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=50.6952%) [2025-11-22T03:21:50.327826] [INFO ] [main ] Fetching symbol history for AN... [2025-11-22T03:21:50.327878] [DEBUG] [REMOTE ] AN: Fetching historical data. [2025-11-22T03:21:50.328154] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.328701] [INFO ] [main ] Progress: 271/527 forecasts completed (51.4%). EIG finished in 0.6s. ETA: 44.3s. Rate: 346.65 forecasts/min [2025-11-22T03:21:50.339996] [DEBUG] [REMOTE ] AN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.341091] [DEBUG] [LOCAL ] Loaded configuration for AN: 5 features, N/A% accuracy [2025-11-22T03:21:50.341145] [INFO ] [LOCAL ] AN: Loaded 5 optimal features with 60.13% confidence from JSON config [2025-11-22T03:21:50.341988] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:50.342051] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:50.342939] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:50.343789] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:50.345015] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:50.346386] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:50.348086] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.740021] [INFO ] [LOCAL ] CI: Saved forecast. [2025-11-22T03:21:50.740090] [INFO ] [main ] CI: Signal=1 (Conf=80.0%), Magnitude=3.34% (Conf=48.9604%) [2025-11-22T03:21:50.740250] [INFO ] [main ] Fetching symbol history for FT... [2025-11-22T03:21:50.740297] [DEBUG] [REMOTE ] FT: Fetching historical data. [2025-11-22T03:21:50.740961] [INFO ] [main ] Progress: 272/527 forecasts completed (51.6%). CI finished in 0.8s. ETA: 44.4s. Rate: 344.89 forecasts/min [2025-11-22T03:21:50.751486] [DEBUG] [REMOTE ] FT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.752525] [DEBUG] [LOCAL ] Loaded configuration for FT: 4 features, N/A% accuracy [2025-11-22T03:21:50.752578] [INFO ] [LOCAL ] FT: Loaded 4 optimal features with 28.89% confidence from JSON config [2025-11-22T03:21:50.753398] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:50.753463] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:50.756101] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:50.758163] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:50.760214] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:50.761264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.822358] [INFO ] [LOCAL ] FMX: Saved forecast. [2025-11-22T03:21:50.822426] [INFO ] [main ] FMX: Signal=1 (Conf=80.0%), Magnitude=1.27% (Conf=56.6797%) [2025-11-22T03:21:50.822787] [INFO ] [main ] Fetching symbol history for AM... [2025-11-22T03:21:50.822841] [DEBUG] [REMOTE ] AM: Fetching historical data. [2025-11-22T03:21:50.823720] [INFO ] [main ] Progress: 273/527 forecasts completed (51.8%). FMX finished in 0.8s. ETA: 44.1s. Rate: 345.56 forecasts/min [2025-11-22T03:21:50.836599] [DEBUG] [REMOTE ] AM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.837823] [DEBUG] [LOCAL ] Loaded configuration for AM: 5 features, N/A% accuracy [2025-11-22T03:21:50.837878] [INFO ] [LOCAL ] AM: Loaded 5 optimal features with 44.92% confidence from JSON config [2025-11-22T03:21:50.838694] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:50.838756] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:50.843588] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:50.845312] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:50.847290] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:50.848659] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:50.850444] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:50.971836] [INFO ] [LOCAL ] MKC: Saved forecast. [2025-11-22T03:21:50.971920] [INFO ] [main ] MKC: Signal=1 (Conf=80.0%), Magnitude=5.44% (Conf=61.792%) [2025-11-22T03:21:50.972091] [INFO ] [main ] Fetching symbol history for SBSI... [2025-11-22T03:21:50.972137] [DEBUG] [REMOTE ] SBSI: Fetching historical data. [2025-11-22T03:21:50.973710] [INFO ] [main ] Progress: 274/527 forecasts completed (52.0%). MKC finished in 0.7s. ETA: 43.9s. Rate: 345.73 forecasts/min [2025-11-22T03:21:50.985114] [DEBUG] [REMOTE ] SBSI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:50.986384] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 1 features, N/A% accuracy [2025-11-22T03:21:50.986455] [INFO ] [LOCAL ] SBSI: Loaded 1 optimal features with 38.01% confidence from JSON config [2025-11-22T03:21:50.987633] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:50.987723] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:50.990047] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.006951] [INFO ] [LOCAL ] AN: Saved forecast. [2025-11-22T03:21:51.007018] [INFO ] [main ] AN: Signal=1 (Conf=80.0%), Magnitude=6.56% (Conf=60.1305%) [2025-11-22T03:21:51.007364] [INFO ] [main ] Fetching symbol history for ASG... [2025-11-22T03:21:51.007415] [DEBUG] [REMOTE ] ASG: Fetching historical data. [2025-11-22T03:21:51.007686] [INFO ] [main ] Progress: 275/527 forecasts completed (52.2%). AN finished in 0.7s. ETA: 43.6s. Rate: 346.74 forecasts/min [2025-11-22T03:21:51.019437] [DEBUG] [REMOTE ] ASG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.020605] [DEBUG] [LOCAL ] Loaded configuration for ASG: 6 features, N/A% accuracy [2025-11-22T03:21:51.020681] [INFO ] [LOCAL ] ASG: Loaded 6 optimal features with 53.63% confidence from JSON config [2025-11-22T03:21:51.021506] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:51.021575] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:51.023200] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:51.024456] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:51.027161] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:51.028217] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:51.028947] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:51.045290] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.331724] [INFO ] [LOCAL ] FT: Saved forecast. [2025-11-22T03:21:51.331792] [INFO ] [main ] FT: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=28.8873%) [2025-11-22T03:21:51.331952] [INFO ] [main ] Fetching symbol history for DSX... [2025-11-22T03:21:51.332006] [DEBUG] [REMOTE ] DSX: Fetching historical data. [2025-11-22T03:21:51.333444] [INFO ] [main ] Progress: 276/527 forecasts completed (52.4%). FT finished in 0.6s. ETA: 43.6s. Rate: 345.64 forecasts/min [2025-11-22T03:21:51.344631] [DEBUG] [REMOTE ] DSX: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.345715] [DEBUG] [LOCAL ] Loaded configuration for DSX: 4 features, N/A% accuracy [2025-11-22T03:21:51.345769] [INFO ] [LOCAL ] DSX: Loaded 4 optimal features with 25.65% confidence from JSON config [2025-11-22T03:21:51.346563] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:51.346624] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:51.348383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:51.348925] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:51.349316] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:51.350201] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.526788] [INFO ] [LOCAL ] AM: Saved forecast. [2025-11-22T03:21:51.526860] [INFO ] [main ] AM: Signal=1 (Conf=80.0%), Magnitude=2.36% (Conf=44.9206%) [2025-11-22T03:21:51.527029] [INFO ] [main ] Fetching symbol history for BCS... [2025-11-22T03:21:51.527075] [DEBUG] [REMOTE ] BCS: Fetching historical data. [2025-11-22T03:21:51.528724] [INFO ] [main ] Progress: 277/527 forecasts completed (52.6%). AM finished in 0.7s. ETA: 43.4s. Rate: 345.48 forecasts/min [2025-11-22T03:21:51.541037] [DEBUG] [REMOTE ] BCS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.542240] [DEBUG] [LOCAL ] Loaded configuration for BCS: 3 features, N/A% accuracy [2025-11-22T03:21:51.542294] [INFO ] [LOCAL ] BCS: Loaded 3 optimal features with 61.09% confidence from JSON config [2025-11-22T03:21:51.543135] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:51.543198] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:51.548433] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:51.549475] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:51.551217] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.613346] [INFO ] [LOCAL ] SBSI: Saved forecast. [2025-11-22T03:21:51.613441] [INFO ] [main ] SBSI: Signal=1 (Conf=80.0%), Magnitude=3.24% (Conf=38.0085%) [2025-11-22T03:21:51.613683] [INFO ] [main ] Fetching symbol history for PNI... [2025-11-22T03:21:51.613741] [DEBUG] [REMOTE ] PNI: Fetching historical data. [2025-11-22T03:21:51.614708] [INFO ] [main ] Progress: 278/527 forecasts completed (52.8%). SBSI finished in 0.6s. ETA: 43.2s. Rate: 346.11 forecasts/min [2025-11-22T03:21:51.621096] [INFO ] [LOCAL ] ASG: Saved forecast. [2025-11-22T03:21:51.621164] [INFO ] [main ] ASG: Signal=1 (Conf=80.0%), Magnitude=1.14% (Conf=53.6349%) [2025-11-22T03:21:51.621474] [INFO ] [main ] Fetching symbol history for FBK... [2025-11-22T03:21:51.621529] [DEBUG] [REMOTE ] FBK: Fetching historical data. [2025-11-22T03:21:51.621686] [INFO ] [main ] Progress: 279/527 forecasts completed (52.9%). ASG finished in 0.6s. ETA: 42.8s. Rate: 347.30 forecasts/min [2025-11-22T03:21:51.626916] [DEBUG] [REMOTE ] PNI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.628221] [DEBUG] [LOCAL ] Loaded configuration for PNI: 1 features, N/A% accuracy [2025-11-22T03:21:51.628300] [INFO ] [LOCAL ] PNI: Loaded 1 optimal features with 43.41% confidence from JSON config [2025-11-22T03:21:51.629415] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:51.629511] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:51.633895] [DEBUG] [REMOTE ] FBK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.634906] [DEBUG] [LOCAL ] Loaded configuration for FBK: 6 features, N/A% accuracy [2025-11-22T03:21:51.634964] [INFO ] [LOCAL ] FBK: Loaded 6 optimal features with 51.49% confidence from JSON config [2025-11-22T03:21:51.635446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.635806] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:51.635869] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:51.640765] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:51.642538] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:51.643027] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:51.643412] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:51.645787] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:21:51.646963] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:51.910415] [INFO ] [LOCAL ] DSX: Saved forecast. [2025-11-22T03:21:51.910480] [INFO ] [main ] DSX: Signal=1 (Conf=80.0%), Magnitude=-4.05% (Conf=25.6488%) [2025-11-22T03:21:51.910660] [INFO ] [main ] Fetching symbol history for RH... [2025-11-22T03:21:51.910709] [DEBUG] [REMOTE ] RH: Fetching historical data. [2025-11-22T03:21:51.911344] [INFO ] [main ] Progress: 280/527 forecasts completed (53.1%). DSX finished in 0.6s. ETA: 42.8s. Rate: 346.47 forecasts/min [2025-11-22T03:21:51.923289] [DEBUG] [REMOTE ] RH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:51.924031] [DEBUG] [LOCAL ] Loaded configuration for RH: 8 features, N/A% accuracy [2025-11-22T03:21:51.924084] [INFO ] [LOCAL ] RH: Loaded 8 optimal features with 57.78% confidence from JSON config [2025-11-22T03:21:51.924904] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:51.924967] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:51.929859] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:51.931614] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:51.932118] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:51.932576] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:51.933012] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:51.933957] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:51.935983] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:51.938786] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.167979] [INFO ] [LOCAL ] BCS: Saved forecast. [2025-11-22T03:21:52.168050] [INFO ] [main ] BCS: Signal=1 (Conf=80.0%), Magnitude=-0.97% (Conf=61.0931%) [2025-11-22T03:21:52.168398] [INFO ] [main ] Fetching symbol history for WLK... [2025-11-22T03:21:52.168451] [DEBUG] [REMOTE ] WLK: Fetching historical data. [2025-11-22T03:21:52.168719] [INFO ] [main ] Progress: 281/527 forecasts completed (53.3%). BCS finished in 0.6s. ETA: 42.7s. Rate: 345.87 forecasts/min [2025-11-22T03:21:52.180946] [DEBUG] [REMOTE ] WLK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.182085] [DEBUG] [LOCAL ] Loaded configuration for WLK: 6 features, N/A% accuracy [2025-11-22T03:21:52.182140] [INFO ] [LOCAL ] WLK: Loaded 6 optimal features with 50.47% confidence from JSON config [2025-11-22T03:21:52.182963] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:52.183026] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.187893] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.189704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:52.190205] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:52.190667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:52.191065] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:52.193702] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.231809] [INFO ] [LOCAL ] PNI: Saved forecast. [2025-11-22T03:21:52.231878] [INFO ] [main ] PNI: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=43.4107%) [2025-11-22T03:21:52.232035] [INFO ] [main ] Fetching symbol history for AIV... [2025-11-22T03:21:52.232087] [DEBUG] [REMOTE ] AIV: Fetching historical data. [2025-11-22T03:21:52.233687] [INFO ] [main ] Progress: 282/527 forecasts completed (53.5%). PNI finished in 0.6s. ETA: 42.4s. Rate: 346.64 forecasts/min [2025-11-22T03:21:52.243534] [DEBUG] [REMOTE ] AIV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.244045] [DEBUG] [LOCAL ] Loaded configuration for AIV: 4 features, N/A% accuracy [2025-11-22T03:21:52.244094] [INFO ] [LOCAL ] AIV: Loaded 4 optimal features with 47.73% confidence from JSON config [2025-11-22T03:21:52.244912] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:52.244974] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.249957] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.251790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:52.252281] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:52.254993] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.301209] [INFO ] [LOCAL ] FBK: Saved forecast. [2025-11-22T03:21:52.301279] [INFO ] [main ] FBK: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=51.4948%) [2025-11-22T03:21:52.301702] [INFO ] [main ] Fetching symbol history for CDE... [2025-11-22T03:21:52.301702] [INFO ] [main ] Progress: 283/527 forecasts completed (53.7%). FBK finished in 0.7s. ETA: 42.1s. Rate: 347.38 forecasts/min [2025-11-22T03:21:52.301759] [DEBUG] [REMOTE ] CDE: Fetching historical data. [2025-11-22T03:21:52.314157] [DEBUG] [REMOTE ] CDE: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.315507] [DEBUG] [LOCAL ] Loaded configuration for CDE: 6 features, N/A% accuracy [2025-11-22T03:21:52.315581] [INFO ] [LOCAL ] CDE: Loaded 6 optimal features with 48.50% confidence from JSON config [2025-11-22T03:21:52.316525] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:52.316594] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.321866] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.323839] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:52.324374] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:52.324907] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:52.325729] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:52.327210] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.690182] [INFO ] [LOCAL ] RH: Saved forecast. [2025-11-22T03:21:52.690250] [INFO ] [main ] RH: Signal=1 (Conf=80.0%), Magnitude=3.24% (Conf=57.7813%) [2025-11-22T03:21:52.690414] [INFO ] [main ] Fetching symbol history for MFA... [2025-11-22T03:21:52.690459] [DEBUG] [REMOTE ] MFA: Fetching historical data. [2025-11-22T03:21:52.691143] [INFO ] [main ] Progress: 284/527 forecasts completed (53.9%). RH finished in 0.8s. ETA: 42.2s. Rate: 345.86 forecasts/min [2025-11-22T03:21:52.702835] [DEBUG] [REMOTE ] MFA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.703898] [DEBUG] [LOCAL ] Loaded configuration for MFA: 3 features, N/A% accuracy [2025-11-22T03:21:52.703966] [INFO ] [LOCAL ] MFA: Loaded 3 optimal features with 51.62% confidence from JSON config [2025-11-22T03:21:52.704793] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:52.704853] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.709727] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:52.712175] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:52.713009] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.832976] [INFO ] [LOCAL ] AIV: Saved forecast. [2025-11-22T03:21:52.833049] [INFO ] [main ] AIV: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=47.7269%) [2025-11-22T03:21:52.834718] [INFO ] [main ] Progress: 285/527 forecasts completed (54.1%). AIV finished in 0.6s. ETA: 42.0s. Rate: 346.06 forecasts/min [2025-11-22T03:21:52.833213] [INFO ] [main ] Fetching symbol history for ATI... [2025-11-22T03:21:52.836154] [DEBUG] [REMOTE ] ATI: Fetching historical data. [2025-11-22T03:21:52.838232] [INFO ] [LOCAL ] WLK: Saved forecast. [2025-11-22T03:21:52.838301] [INFO ] [main ] WLK: Signal=1 (Conf=80.0%), Magnitude=6.78% (Conf=50.4667%) [2025-11-22T03:21:52.838453] [INFO ] [main ] Fetching symbol history for CMP... [2025-11-22T03:21:52.838503] [DEBUG] [REMOTE ] CMP: Fetching historical data. [2025-11-22T03:21:52.839309] [INFO ] [main ] Progress: 286/527 forecasts completed (54.3%). WLK finished in 0.7s. ETA: 41.6s. Rate: 347.25 forecasts/min [2025-11-22T03:21:52.850039] [DEBUG] [REMOTE ] ATI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.850930] [DEBUG] [LOCAL ] Loaded configuration for ATI: 8 features, N/A% accuracy [2025-11-22T03:21:52.850989] [INFO ] [LOCAL ] ATI: Loaded 8 optimal features with 51.82% confidence from JSON config [2025-11-22T03:21:52.851547] [DEBUG] [REMOTE ] CMP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.851830] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:52.851898] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.852531] [DEBUG] [LOCAL ] Loaded configuration for CMP: 6 features, N/A% accuracy [2025-11-22T03:21:52.852587] [INFO ] [LOCAL ] CMP: Loaded 6 optimal features with 58.09% confidence from JSON config [2025-11-22T03:21:52.853404] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:52.853469] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.856877] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.858393] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.858769] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:52.859263] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:52.859743] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:52.860149] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:52.860237] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:52.860752] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:52.860928] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:52.861489] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:52.863796] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:52.864798] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.919570] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:52.921251] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:52.929881] [INFO ] [LOCAL ] CDE: Saved forecast. [2025-11-22T03:21:52.929960] [INFO ] [main ] CDE: Signal=1 (Conf=80.0%), Magnitude=-9.12% (Conf=48.4988%) [2025-11-22T03:21:52.930311] [INFO ] [main ] Fetching symbol history for BV... [2025-11-22T03:21:52.930362] [DEBUG] [REMOTE ] BV: Fetching historical data. [2025-11-22T03:21:52.930703] [INFO ] [main ] Progress: 287/527 forecasts completed (54.5%). CDE finished in 0.6s. ETA: 41.4s. Rate: 347.82 forecasts/min [2025-11-22T03:21:52.942354] [DEBUG] [REMOTE ] BV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:52.943044] [DEBUG] [LOCAL ] Loaded configuration for BV: 5 features, N/A% accuracy [2025-11-22T03:21:52.943092] [INFO ] [LOCAL ] BV: Loaded 5 optimal features with 55.76% confidence from JSON config [2025-11-22T03:21:52.943969] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:52.944032] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:52.948903] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:52.950693] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:52.951165] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:52.951560] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:52.996493] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:53.283671] [INFO ] [LOCAL ] MFA: Saved forecast. [2025-11-22T03:21:53.283748] [INFO ] [main ] MFA: Signal=1 (Conf=80.0%), Magnitude=-2.16% (Conf=51.6246%) [2025-11-22T03:21:53.283931] [INFO ] [main ] Fetching symbol history for SLG... [2025-11-22T03:21:53.283978] [DEBUG] [REMOTE ] SLG: Fetching historical data. [2025-11-22T03:21:53.285609] [INFO ] [main ] Progress: 288/527 forecasts completed (54.6%). MFA finished in 0.6s. ETA: 41.4s. Rate: 346.55 forecasts/min [2025-11-22T03:21:53.297454] [DEBUG] [REMOTE ] SLG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:53.298316] [DEBUG] [LOCAL ] Loaded configuration for SLG: 2 features, N/A% accuracy [2025-11-22T03:21:53.298371] [INFO ] [LOCAL ] SLG: Loaded 2 optimal features with 39.56% confidence from JSON config [2025-11-22T03:21:53.299199] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:53.299262] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:53.304041] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:21:53.320480] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:53.464738] [INFO ] [LOCAL ] CMP: Saved forecast. [2025-11-22T03:21:53.464820] [INFO ] [main ] CMP: Signal=1 (Conf=80.0%), Magnitude=5.20% (Conf=58.0919%) [2025-11-22T03:21:53.465178] [INFO ] [main ] Fetching symbol history for EQBK... [2025-11-22T03:21:53.465231] [DEBUG] [REMOTE ] EQBK: Fetching historical data. [2025-11-22T03:21:53.465726] [INFO ] [main ] Progress: 289/527 forecasts completed (54.8%). CMP finished in 0.6s. ETA: 41.2s. Rate: 346.50 forecasts/min [2025-11-22T03:21:53.478196] [DEBUG] [REMOTE ] EQBK: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:53.479049] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 1 features, N/A% accuracy [2025-11-22T03:21:53.479107] [INFO ] [LOCAL ] EQBK: Loaded 1 optimal features with 44.65% confidence from JSON config [2025-11-22T03:21:53.479940] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:53.480001] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:53.484282] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:53.581163] [INFO ] [LOCAL ] ATI: Saved forecast. [2025-11-22T03:21:53.581231] [INFO ] [main ] ATI: Signal=1 (Conf=80.0%), Magnitude=-5.83% (Conf=51.8239%) [2025-11-22T03:21:53.581694] [INFO ] [main ] Fetching symbol history for USA... [2025-11-22T03:21:53.581747] [DEBUG] [REMOTE ] USA: Fetching historical data. [2025-11-22T03:21:53.581706] [INFO ] [main ] Progress: 290/527 forecasts completed (55.0%). ATI finished in 0.7s. ETA: 41.0s. Rate: 346.89 forecasts/min [2025-11-22T03:21:53.592026] [INFO ] [LOCAL ] BV: Saved forecast. [2025-11-22T03:21:53.592097] [INFO ] [main ] BV: Signal=1 (Conf=80.0%), Magnitude=1.23% (Conf=55.7602%) [2025-11-22T03:21:53.592476] [INFO ] [main ] Fetching symbol history for IIF... [2025-11-22T03:21:53.592529] [DEBUG] [REMOTE ] IIF: Fetching historical data. [2025-11-22T03:21:53.592693] [INFO ] [main ] Progress: 291/527 forecasts completed (55.2%). BV finished in 0.7s. ETA: 40.7s. Rate: 348.01 forecasts/min [2025-11-22T03:21:53.594335] [DEBUG] [REMOTE ] USA: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:53.595206] [DEBUG] [LOCAL ] Loaded configuration for USA: 10 features, N/A% accuracy [2025-11-22T03:21:53.595259] [INFO ] [LOCAL ] USA: Loaded 10 optimal features with 61.08% confidence from JSON config [2025-11-22T03:21:53.596285] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:53.596354] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:53.601359] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:53.603325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:53.603836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:53.604230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:53.604418] [DEBUG] [REMOTE ] IIF: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:53.605092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:53.605336] [DEBUG] [LOCAL ] Loaded configuration for IIF: 3 features, N/A% accuracy [2025-11-22T03:21:53.605390] [INFO ] [LOCAL ] IIF: Loaded 3 optimal features with 44.57% confidence from JSON config [2025-11-22T03:21:53.606230] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:53.606291] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:53.607024] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:53.607468] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:53.609127] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:21:53.609172] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:53.612011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:53.665468] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:53.666536] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:53.667601] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:53.936838] [INFO ] [LOCAL ] SLG: Saved forecast. [2025-11-22T03:21:53.936905] [INFO ] [main ] SLG: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=39.5624%) [2025-11-22T03:21:53.937060] [INFO ] [main ] Fetching symbol history for BME... [2025-11-22T03:21:53.937105] [DEBUG] [REMOTE ] BME: Fetching historical data. [2025-11-22T03:21:53.938527] [INFO ] [main ] Progress: 292/527 forecasts completed (55.4%). SLG finished in 0.7s. ETA: 40.7s. Rate: 346.82 forecasts/min [2025-11-22T03:21:53.949515] [DEBUG] [REMOTE ] BME: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:53.950392] [DEBUG] [LOCAL ] Loaded configuration for BME: 3 features, N/A% accuracy [2025-11-22T03:21:53.950445] [INFO ] [LOCAL ] BME: Loaded 3 optimal features with 59.45% confidence from JSON config [2025-11-22T03:21:53.951322] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:53.951384] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:53.953126] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:53.953681] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:53.954074] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.097083] [INFO ] [LOCAL ] EQBK: Saved forecast. [2025-11-22T03:21:54.097155] [INFO ] [main ] EQBK: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=44.6534%) [2025-11-22T03:21:54.097320] [INFO ] [main ] Fetching symbol history for TPB... [2025-11-22T03:21:54.097364] [DEBUG] [REMOTE ] TPB: Fetching historical data. [2025-11-22T03:21:54.098268] [INFO ] [main ] Progress: 293/527 forecasts completed (55.6%). EQBK finished in 0.6s. ETA: 40.5s. Rate: 346.91 forecasts/min [2025-11-22T03:21:54.109862] [DEBUG] [REMOTE ] TPB: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.110893] [DEBUG] [LOCAL ] Loaded configuration for TPB: 4 features, N/A% accuracy [2025-11-22T03:21:54.110953] [INFO ] [LOCAL ] TPB: Loaded 4 optimal features with 59.57% confidence from JSON config [2025-11-22T03:21:54.111807] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:54.111871] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:54.113581] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:54.114129] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:54.114524] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:54.158895] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.198504] [INFO ] [LOCAL ] IIF: Saved forecast. [2025-11-22T03:21:54.198586] [INFO ] [main ] IIF: Signal=1 (Conf=80.0%), Magnitude=-1.59% (Conf=44.5664%) [2025-11-22T03:21:54.198968] [INFO ] [main ] Fetching symbol history for ADT... [2025-11-22T03:21:54.199019] [DEBUG] [REMOTE ] ADT: Fetching historical data. [2025-11-22T03:21:54.199732] [INFO ] [main ] Progress: 294/527 forecasts completed (55.8%). IIF finished in 0.6s. ETA: 40.2s. Rate: 347.40 forecasts/min [2025-11-22T03:21:54.211606] [DEBUG] [REMOTE ] ADT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.212163] [DEBUG] [LOCAL ] Loaded configuration for ADT: 3 features, N/A% accuracy [2025-11-22T03:21:54.212211] [INFO ] [LOCAL ] ADT: Loaded 3 optimal features with 54.89% confidence from JSON config [2025-11-22T03:21:54.213071] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:54.213465] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:54.218400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:54.268892] [INFO ] [LOCAL ] USA: Saved forecast. [2025-11-22T03:21:54.268963] [INFO ] [main ] USA: Signal=1 (Conf=80.0%), Magnitude=1.86% (Conf=61.0776%) [2025-11-22T03:21:54.269127] [INFO ] [main ] Fetching symbol history for HFRO... [2025-11-22T03:21:54.269175] [DEBUG] [REMOTE ] HFRO: Fetching historical data. [2025-11-22T03:21:54.269785] [INFO ] [main ] Progress: 295/527 forecasts completed (56.0%). USA finished in 0.7s. ETA: 40.0s. Rate: 348.10 forecasts/min [2025-11-22T03:21:54.282270] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:21:54.282470] [DEBUG] [REMOTE ] HFRO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.283467] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 9 features, N/A% accuracy [2025-11-22T03:21:54.283523] [INFO ] [LOCAL ] HFRO: Loaded 9 optimal features with 53.71% confidence from JSON config [2025-11-22T03:21:54.284436] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:54.284502] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:54.286291] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:54.286886] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:54.287302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:54.288440] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:54.291249] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:54.292442] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:54.293832] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:54.296024] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:54.297200] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.373662] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.546038] [INFO ] [LOCAL ] BME: Saved forecast. [2025-11-22T03:21:54.546108] [INFO ] [main ] BME: Signal=1 (Conf=80.0%), Magnitude=1.11% (Conf=59.4481%) [2025-11-22T03:21:54.546272] [INFO ] [main ] Fetching symbol history for VGI... [2025-11-22T03:21:54.546317] [DEBUG] [REMOTE ] VGI: Fetching historical data. [2025-11-22T03:21:54.546992] [INFO ] [main ] Progress: 296/527 forecasts completed (56.2%). BME finished in 0.6s. ETA: 39.9s. Rate: 347.38 forecasts/min [2025-11-22T03:21:54.558170] [DEBUG] [REMOTE ] VGI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.559058] [DEBUG] [LOCAL ] Loaded configuration for VGI: 6 features, N/A% accuracy [2025-11-22T03:21:54.559111] [INFO ] [LOCAL ] VGI: Loaded 6 optimal features with 31.33% confidence from JSON config [2025-11-22T03:21:54.559936] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:54.559998] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:54.561967] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:54.564800] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:54.567195] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:54.568248] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:21:54.569768] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:54.571283] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.805318] [INFO ] [LOCAL ] TPB: Saved forecast. [2025-11-22T03:21:54.805387] [INFO ] [main ] TPB: Signal=1 (Conf=80.0%), Magnitude=2.12% (Conf=59.5698%) [2025-11-22T03:21:54.805769] [INFO ] [main ] Fetching symbol history for CVS... [2025-11-22T03:21:54.805821] [DEBUG] [REMOTE ] CVS: Fetching historical data. [2025-11-22T03:21:54.806751] [INFO ] [main ] Progress: 297/527 forecasts completed (56.4%). TPB finished in 0.7s. ETA: 39.8s. Rate: 346.80 forecasts/min [2025-11-22T03:21:54.819460] [DEBUG] [REMOTE ] CVS: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.820411] [DEBUG] [LOCAL ] Loaded configuration for CVS: 7 features, N/A% accuracy [2025-11-22T03:21:54.820470] [INFO ] [LOCAL ] CVS: Loaded 7 optimal features with 59.19% confidence from JSON config [2025-11-22T03:21:54.821301] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:54.821364] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:54.826214] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:54.827209] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:54.827903] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:54.830543] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:54.832103] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:21:54.832818] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:54.834859] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.902490] [INFO ] [LOCAL ] HFRO: Saved forecast. [2025-11-22T03:21:54.902570] [INFO ] [main ] HFRO: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=53.7088%) [2025-11-22T03:21:54.902770] [INFO ] [main ] Fetching symbol history for MCY... [2025-11-22T03:21:54.902816] [DEBUG] [REMOTE ] MCY: Fetching historical data. [2025-11-22T03:21:54.903917] [INFO ] [main ] Progress: 298/527 forecasts completed (56.5%). HFRO finished in 0.6s. ETA: 39.6s. Rate: 347.31 forecasts/min [2025-11-22T03:21:54.915883] [DEBUG] [REMOTE ] MCY: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.916973] [DEBUG] [LOCAL ] Loaded configuration for MCY: 7 features, N/A% accuracy [2025-11-22T03:21:54.917033] [INFO ] [LOCAL ] MCY: Loaded 7 optimal features with 59.69% confidence from JSON config [2025-11-22T03:21:54.917932] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:54.917997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:54.919774] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:54.920310] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:54.920913] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:54.921314] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:54.923834] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:54.925511] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:54.928197] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:54.959505] [INFO ] [LOCAL ] ADT: Saved forecast. [2025-11-22T03:21:54.959580] [INFO ] [main ] ADT: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=54.8904%) [2025-11-22T03:21:54.960000] [INFO ] [main ] Fetching symbol history for JBI... [2025-11-22T03:21:54.960052] [DEBUG] [REMOTE ] JBI: Fetching historical data. [2025-11-22T03:21:54.960692] [INFO ] [main ] Progress: 299/527 forecasts completed (56.7%). ADT finished in 0.8s. ETA: 39.3s. Rate: 348.09 forecasts/min [2025-11-22T03:21:54.972711] [DEBUG] [REMOTE ] JBI: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:54.973571] [DEBUG] [LOCAL ] Loaded configuration for JBI: 4 features, N/A% accuracy [2025-11-22T03:21:54.973638] [INFO ] [LOCAL ] JBI: Loaded 4 optimal features with 45.26% confidence from JSON config [2025-11-22T03:21:54.974541] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:54.974607] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:54.979508] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:54.981733] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:54.984706] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:54.986975] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:55.213318] [INFO ] [LOCAL ] VGI: Saved forecast. [2025-11-22T03:21:55.213385] [INFO ] [main ] VGI: Signal=1 (Conf=80.0%), Magnitude=-0.42% (Conf=31.3279%) [2025-11-22T03:21:55.213549] [INFO ] [main ] Fetching symbol history for NAD... [2025-11-22T03:21:55.213594] [DEBUG] [REMOTE ] NAD: Fetching historical data. [2025-11-22T03:21:55.214729] [INFO ] [main ] Progress: 300/527 forecasts completed (56.9%). VGI finished in 0.7s. ETA: 39.2s. Rate: 347.54 forecasts/min [2025-11-22T03:21:55.225862] [DEBUG] [REMOTE ] NAD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:55.226898] [DEBUG] [LOCAL ] Loaded configuration for NAD: 10 features, N/A% accuracy [2025-11-22T03:21:55.226954] [INFO ] [LOCAL ] NAD: Loaded 10 optimal features with 48.89% confidence from JSON config [2025-11-22T03:21:55.227822] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:21:55.227887] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:55.232703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:55.234463] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:55.234954] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:55.235388] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:55.235812] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:55.236702] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:55.239052] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:55.364358] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:55.409086] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:21:55.410980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:55.465771] [INFO ] [LOCAL ] CVS: Saved forecast. [2025-11-22T03:21:55.465839] [INFO ] [main ] CVS: Signal=1 (Conf=80.0%), Magnitude=1.71% (Conf=59.1862%) [2025-11-22T03:21:55.466185] [INFO ] [main ] Progress: 301/527 forecasts completed (57.1%). CVS finished in 0.7s. ETA: 39.1s. Rate: 347.01 forecasts/min [2025-11-22T03:21:55.466310] [INFO ] [main ] Fetching symbol history for IBN... [2025-11-22T03:21:55.466353] [DEBUG] [REMOTE ] IBN: Fetching historical data. [2025-11-22T03:21:55.478833] [DEBUG] [REMOTE ] IBN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:55.479747] [DEBUG] [LOCAL ] Loaded configuration for IBN: 3 features, N/A% accuracy [2025-11-22T03:21:55.479800] [INFO ] [LOCAL ] IBN: Loaded 3 optimal features with 42.46% confidence from JSON config [2025-11-22T03:21:55.480602] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:55.480693] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:55.485513] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:55.589068] [INFO ] [LOCAL ] MCY: Saved forecast. [2025-11-22T03:21:55.589136] [INFO ] [main ] MCY: Signal=1 (Conf=80.0%), Magnitude=-0.90% (Conf=59.692%) [2025-11-22T03:21:55.589296] [INFO ] [main ] Fetching symbol history for THC... [2025-11-22T03:21:55.589341] [DEBUG] [REMOTE ] THC: Fetching historical data. [2025-11-22T03:21:55.589924] [INFO ] [main ] Progress: 302/527 forecasts completed (57.3%). MCY finished in 0.7s. ETA: 38.9s. Rate: 347.34 forecasts/min [2025-11-22T03:21:55.591581] [INFO ] [LOCAL ] JBI: Saved forecast. [2025-11-22T03:21:55.591697] [INFO ] [main ] JBI: Signal=1 (Conf=80.0%), Magnitude=2.79% (Conf=45.2565%) [2025-11-22T03:21:55.592077] [INFO ] [main ] Fetching symbol history for MDV... [2025-11-22T03:21:55.592129] [DEBUG] [REMOTE ] MDV: Fetching historical data. [2025-11-22T03:21:55.592695] [INFO ] [main ] Progress: 303/527 forecasts completed (57.5%). JBI finished in 0.6s. ETA: 38.6s. Rate: 348.47 forecasts/min [2025-11-22T03:21:55.601795] [DEBUG] [REMOTE ] THC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:55.603019] [DEBUG] [LOCAL ] Loaded configuration for THC: 6 features, N/A% accuracy [2025-11-22T03:21:55.603076] [INFO ] [LOCAL ] THC: Loaded 6 optimal features with 48.58% confidence from JSON config [2025-11-22T03:21:55.603957] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:55.604020] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:55.605287] [DEBUG] [REMOTE ] MDV: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:55.606118] [DEBUG] [LOCAL ] Loaded configuration for MDV: 1 features, N/A% accuracy [2025-11-22T03:21:55.606171] [INFO ] [LOCAL ] MDV: Loaded 1 optimal features with 49.64% confidence from JSON config [2025-11-22T03:21:55.607043] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:55.607116] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:55.608936] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:55.610286] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:21:55.611011] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:55.612152] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:55.612344] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:21:55.613098] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:55.618074] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:55.618992] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:55.619250] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:55.996195] [INFO ] [LOCAL ] NAD: Saved forecast. [2025-11-22T03:21:55.996267] [INFO ] [main ] NAD: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=48.8907%) [2025-11-22T03:21:55.996681] [INFO ] [main ] Fetching symbol history for WD... [2025-11-22T03:21:55.996748] [DEBUG] [REMOTE ] WD: Fetching historical data. [2025-11-22T03:21:55.996733] [INFO ] [main ] Progress: 304/527 forecasts completed (57.7%). NAD finished in 0.8s. ETA: 38.6s. Rate: 346.93 forecasts/min [2025-11-22T03:21:56.008710] [DEBUG] [REMOTE ] WD: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.009670] [DEBUG] [LOCAL ] Loaded configuration for WD: 7 features, N/A% accuracy [2025-11-22T03:21:56.009745] [INFO ] [LOCAL ] WD: Loaded 7 optimal features with 54.84% confidence from JSON config [2025-11-22T03:21:56.011000] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:56.011065] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:56.016410] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:56.146085] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:56.148108] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:56.149119] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:56.199750] [INFO ] [LOCAL ] MDV: Saved forecast. [2025-11-22T03:21:56.199820] [INFO ] [main ] MDV: Signal=1 (Conf=80.0%), Magnitude=4.16% (Conf=49.6417%) [2025-11-22T03:21:56.199989] [INFO ] [main ] Fetching symbol history for FSCO... [2025-11-22T03:21:56.200034] [DEBUG] [REMOTE ] FSCO: Fetching historical data. [2025-11-22T03:21:56.201737] [INFO ] [main ] Progress: 305/527 forecasts completed (57.9%). MDV finished in 0.6s. ETA: 38.4s. Rate: 346.72 forecasts/min [2025-11-22T03:21:56.204721] [INFO ] [LOCAL ] IBN: Saved forecast. [2025-11-22T03:21:56.204789] [INFO ] [main ] IBN: Signal=1 (Conf=80.0%), Magnitude=0.21% (Conf=42.4568%) [2025-11-22T03:21:56.204951] [INFO ] [main ] Fetching symbol history for KRP... [2025-11-22T03:21:56.204995] [DEBUG] [REMOTE ] KRP: Fetching historical data. [2025-11-22T03:21:56.205829] [INFO ] [main ] Progress: 306/527 forecasts completed (58.1%). IBN finished in 0.7s. ETA: 38.1s. Rate: 347.83 forecasts/min [2025-11-22T03:21:56.207222] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:56.208537] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:21:56.209264] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.211943] [DEBUG] [REMOTE ] FSCO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.212901] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 6 features, N/A% accuracy [2025-11-22T03:21:56.212956] [INFO ] [LOCAL ] FSCO: Loaded 6 optimal features with 63.19% confidence from JSON config [2025-11-22T03:21:56.213817] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:56.213881] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:56.217273] [DEBUG] [REMOTE ] KRP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.217887] [DEBUG] [LOCAL ] Loaded configuration for KRP: 4 features, N/A% accuracy [2025-11-22T03:21:56.217935] [INFO ] [LOCAL ] KRP: Loaded 4 optimal features with 50.35% confidence from JSON config [2025-11-22T03:21:56.218763] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:56.218824] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:56.218863] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:56.219884] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:56.222391] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:21:56.223759] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:56.225531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:56.226056] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:56.227700] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.278231] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:21:56.280721] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:56.281451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.288494] [INFO ] [LOCAL ] THC: Saved forecast. [2025-11-22T03:21:56.288564] [INFO ] [main ] THC: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=48.5777%) [2025-11-22T03:21:56.288797] [INFO ] [main ] Fetching symbol history for WHG... [2025-11-22T03:21:56.288844] [DEBUG] [REMOTE ] WHG: Fetching historical data. [2025-11-22T03:21:56.291837] [INFO ] [main ] Progress: 307/527 forecasts completed (58.3%). THC finished in 0.7s. ETA: 37.9s. Rate: 348.40 forecasts/min [2025-11-22T03:21:56.301970] [DEBUG] [REMOTE ] WHG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.303221] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, N/A% accuracy [2025-11-22T03:21:56.303277] [INFO ] [LOCAL ] WHG: Loaded 1 optimal features with 54.38% confidence from JSON config [2025-11-22T03:21:56.304202] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:21:56.304264] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:56.306871] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.805971] [INFO ] [LOCAL ] KRP: Saved forecast. [2025-11-22T03:21:56.806041] [INFO ] [main ] KRP: Signal=1 (Conf=80.0%), Magnitude=1.71% (Conf=50.3522%) [2025-11-22T03:21:56.806375] [INFO ] [main ] Progress: 308/527 forecasts completed (58.4%). KRP finished in 0.6s. ETA: 38.0s. Rate: 346.17 forecasts/min [2025-11-22T03:21:56.806497] [INFO ] [main ] Fetching symbol history for ONL... [2025-11-22T03:21:56.806540] [DEBUG] [REMOTE ] ONL: Fetching historical data. [2025-11-22T03:21:56.818739] [DEBUG] [REMOTE ] ONL: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.819895] [DEBUG] [LOCAL ] Loaded configuration for ONL: 8 features, N/A% accuracy [2025-11-22T03:21:56.819950] [INFO ] [LOCAL ] ONL: Loaded 8 optimal features with 56.95% confidence from JSON config [2025-11-22T03:21:56.820784] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:56.820850] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:56.825705] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:56.827492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:56.828018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:56.828409] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:56.829290] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:21:56.830512] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:56.832458] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:56.836544] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.838636] [INFO ] [LOCAL ] WD: Saved forecast. [2025-11-22T03:21:56.838726] [INFO ] [main ] WD: Signal=1 (Conf=80.0%), Magnitude=2.11% (Conf=54.8388%) [2025-11-22T03:21:56.839159] [INFO ] [main ] Fetching symbol history for BKT... [2025-11-22T03:21:56.839212] [DEBUG] [REMOTE ] BKT: Fetching historical data. [2025-11-22T03:21:56.839718] [INFO ] [main ] Progress: 309/527 forecasts completed (58.6%). WD finished in 0.8s. ETA: 37.7s. Rate: 347.08 forecasts/min [2025-11-22T03:21:56.853882] [DEBUG] [REMOTE ] BKT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.855263] [DEBUG] [LOCAL ] Loaded configuration for BKT: 5 features, N/A% accuracy [2025-11-22T03:21:56.855320] [INFO ] [LOCAL ] BKT: Loaded 5 optimal features with 40.72% confidence from JSON config [2025-11-22T03:21:56.856184] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:56.856248] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:56.858006] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:56.858517] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:56.858978] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:56.859370] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:56.860164] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.862016] [INFO ] [LOCAL ] FSCO: Saved forecast. [2025-11-22T03:21:56.862088] [INFO ] [main ] FSCO: Signal=1 (Conf=80.0%), Magnitude=-0.73% (Conf=63.1907%) [2025-11-22T03:21:56.862527] [INFO ] [main ] Fetching symbol history for CM... [2025-11-22T03:21:56.862580] [DEBUG] [REMOTE ] CM: Fetching historical data. [2025-11-22T03:21:56.862690] [INFO ] [main ] Progress: 310/527 forecasts completed (58.8%). FSCO finished in 0.7s. ETA: 37.4s. Rate: 348.05 forecasts/min [2025-11-22T03:21:56.876376] [DEBUG] [REMOTE ] CM: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.877789] [DEBUG] [LOCAL ] Loaded configuration for CM: 5 features, N/A% accuracy [2025-11-22T03:21:56.877864] [INFO ] [LOCAL ] CM: Loaded 5 optimal features with 64.93% confidence from JSON config [2025-11-22T03:21:56.879159] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:56.879239] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:56.881682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:56.882526] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:56.883152] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:56.883706] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:56.884727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:56.917515] [INFO ] [LOCAL ] WHG: Saved forecast. [2025-11-22T03:21:56.917586] [INFO ] [main ] WHG: Signal=1 (Conf=80.0%), Magnitude=-2.12% (Conf=54.3793%) [2025-11-22T03:21:56.917767] [INFO ] [main ] Fetching symbol history for NSP... [2025-11-22T03:21:56.917814] [DEBUG] [REMOTE ] NSP: Fetching historical data. [2025-11-22T03:21:56.920704] [INFO ] [main ] Progress: 311/527 forecasts completed (59.0%). WHG finished in 0.6s. ETA: 37.2s. Rate: 348.79 forecasts/min [2025-11-22T03:21:56.932066] [DEBUG] [REMOTE ] NSP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:56.932992] [DEBUG] [LOCAL ] Loaded configuration for NSP: 9 features, N/A% accuracy [2025-11-22T03:21:56.933054] [INFO ] [LOCAL ] NSP: Loaded 9 optimal features with 52.85% confidence from JSON config [2025-11-22T03:21:56.933888] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:56.933954] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:56.939030] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:56.941009] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:56.941521] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:56.941965] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:56.942785] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:56.991068] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:21:56.992189] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:21:56.993420] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:57.000370] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:57.420529] [INFO ] [LOCAL ] ONL: Saved forecast. [2025-11-22T03:21:57.420600] [INFO ] [main ] ONL: Signal=1 (Conf=80.0%), Magnitude=-1.18% (Conf=56.9528%) [2025-11-22T03:21:57.420972] [INFO ] [main ] Progress: 312/527 forecasts completed (59.2%). ONL finished in 0.6s. ETA: 37.2s. Rate: 346.67 forecasts/min [2025-11-22T03:21:57.421100] [INFO ] [main ] Fetching symbol history for BBW... [2025-11-22T03:21:57.421144] [DEBUG] [REMOTE ] BBW: Fetching historical data. [2025-11-22T03:21:57.433872] [DEBUG] [REMOTE ] BBW: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:57.434835] [DEBUG] [LOCAL ] Loaded configuration for BBW: 9 features, N/A% accuracy [2025-11-22T03:21:57.434894] [INFO ] [LOCAL ] BBW: Loaded 9 optimal features with 56.21% confidence from JSON config [2025-11-22T03:21:57.435709] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:57.435776] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:57.436486] [INFO ] [LOCAL ] BKT: Saved forecast. [2025-11-22T03:21:57.436554] [INFO ] [main ] BKT: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=40.7228%) [2025-11-22T03:21:57.436745] [INFO ] [main ] Fetching symbol history for BTT... [2025-11-22T03:21:57.436794] [DEBUG] [REMOTE ] BTT: Fetching historical data. [2025-11-22T03:21:57.437845] [INFO ] [main ] Progress: 313/527 forecasts completed (59.4%). BKT finished in 0.6s. ETA: 36.9s. Rate: 347.68 forecasts/min [2025-11-22T03:21:57.437491] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:57.438429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:57.438901] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:57.439879] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:57.440321] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:21:57.441402] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:57.443116] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:21:57.444137] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:21:57.444837] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:57.448712] [DEBUG] [REMOTE ] BTT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:57.449710] [DEBUG] [LOCAL ] Loaded configuration for BTT: 7 features, N/A% accuracy [2025-11-22T03:21:57.449762] [INFO ] [LOCAL ] BTT: Loaded 7 optimal features with 40.17% confidence from JSON config [2025-11-22T03:21:57.450576] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:21:57.450678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:57.455560] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:57.456432] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:57.457282] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:57.459283] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:21:57.460035] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:21:57.461737] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:21:57.467571] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:57.518298] [INFO ] [LOCAL ] CM: Saved forecast. [2025-11-22T03:21:57.518367] [INFO ] [main ] CM: Signal=1 (Conf=80.0%), Magnitude=-1.13% (Conf=64.9339%) [2025-11-22T03:21:57.518759] [INFO ] [main ] Fetching symbol history for CMPO... [2025-11-22T03:21:57.518813] [DEBUG] [REMOTE ] CMPO: Fetching historical data. [2025-11-22T03:21:57.519584] [INFO ] [main ] Progress: 314/527 forecasts completed (59.6%). CM finished in 0.7s. ETA: 36.7s. Rate: 348.26 forecasts/min [2025-11-22T03:21:57.531301] [DEBUG] [REMOTE ] CMPO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:57.532386] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 3 features, N/A% accuracy [2025-11-22T03:21:57.532438] [INFO ] [LOCAL ] CMPO: Loaded 3 optimal features with 40.22% confidence from JSON config [2025-11-22T03:21:57.533330] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:57.533395] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:57.539978] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:57.541158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:57.542254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:57.682303] [INFO ] [LOCAL ] NSP: Saved forecast. [2025-11-22T03:21:57.682383] [INFO ] [main ] NSP: Signal=1 (Conf=80.0%), Magnitude=4.39% (Conf=52.8518%) [2025-11-22T03:21:57.682552] [INFO ] [main ] Fetching symbol history for M... [2025-11-22T03:21:57.682600] [DEBUG] [REMOTE ] M: Fetching historical data. [2025-11-22T03:21:57.682968] [INFO ] [main ] Progress: 315/527 forecasts completed (59.8%). NSP finished in 0.8s. ETA: 36.5s. Rate: 348.32 forecasts/min [2025-11-22T03:21:57.695129] [DEBUG] [REMOTE ] M: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:57.696209] [DEBUG] [LOCAL ] Loaded configuration for M: 2 features, N/A% accuracy [2025-11-22T03:21:57.696266] [INFO ] [LOCAL ] M: Loaded 2 optimal features with 57.10% confidence from JSON config [2025-11-22T03:21:57.697234] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:21:57.697297] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:57.699866] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:21:57.702986] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.050924] [INFO ] [LOCAL ] BTT: Saved forecast. [2025-11-22T03:21:58.050991] [INFO ] [main ] BTT: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=40.1692%) [2025-11-22T03:21:58.051150] [INFO ] [main ] Fetching symbol history for JNJ... [2025-11-22T03:21:58.051194] [DEBUG] [REMOTE ] JNJ: Fetching historical data. [2025-11-22T03:21:58.051942] [INFO ] [main ] Progress: 316/527 forecasts completed (60.0%). BTT finished in 0.6s. ETA: 36.5s. Rate: 347.06 forecasts/min [2025-11-22T03:21:58.063812] [DEBUG] [REMOTE ] JNJ: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.064860] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, N/A% accuracy [2025-11-22T03:21:58.064929] [INFO ] [LOCAL ] JNJ: Loaded 5 optimal features with 56.05% confidence from JSON config [2025-11-22T03:21:58.065739] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:58.065802] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:58.070627] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:58.071453] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:58.073796] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:58.087773] [INFO ] [LOCAL ] BBW: Saved forecast. [2025-11-22T03:21:58.087843] [INFO ] [main ] BBW: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=56.2142%) [2025-11-22T03:21:58.088193] [INFO ] [main ] Fetching symbol history for ADNT... [2025-11-22T03:21:58.088245] [DEBUG] [REMOTE ] ADNT: Fetching historical data. [2025-11-22T03:21:58.088721] [INFO ] [main ] Progress: 317/527 forecasts completed (60.2%). BBW finished in 0.7s. ETA: 36.2s. Rate: 347.93 forecasts/min [2025-11-22T03:21:58.101268] [DEBUG] [REMOTE ] ADNT: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.102554] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 3 features, N/A% accuracy [2025-11-22T03:21:58.102608] [INFO ] [LOCAL ] ADNT: Loaded 3 optimal features with 44.93% confidence from JSON config [2025-11-22T03:21:58.103435] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:58.103498] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:58.104581] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:58.106166] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:21:58.108932] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.155064] [INFO ] [LOCAL ] CMPO: Saved forecast. [2025-11-22T03:21:58.155133] [INFO ] [main ] CMPO: Signal=1 (Conf=80.0%), Magnitude=-3.27% (Conf=40.2219%) [2025-11-22T03:21:58.155495] [INFO ] [main ] Progress: 318/527 forecasts completed (60.3%). CMPO finished in 0.6s. ETA: 36.0s. Rate: 348.60 forecasts/min [2025-11-22T03:21:58.155621] [INFO ] [main ] Fetching symbol history for FET... [2025-11-22T03:21:58.155686] [DEBUG] [REMOTE ] FET: Fetching historical data. [2025-11-22T03:21:58.167621] [DEBUG] [REMOTE ] FET: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.168760] [DEBUG] [LOCAL ] Loaded configuration for FET: 9 features, N/A% accuracy [2025-11-22T03:21:58.168819] [INFO ] [LOCAL ] FET: Loaded 9 optimal features with 49.23% confidence from JSON config [2025-11-22T03:21:58.169624] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:21:58.169716] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:58.174614] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:58.201726] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:21:58.202708] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.302334] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:58.319322] [INFO ] [LOCAL ] M: Saved forecast. [2025-11-22T03:21:58.319390] [INFO ] [main ] M: Signal=1 (Conf=80.0%), Magnitude=1.32% (Conf=57.1024%) [2025-11-22T03:21:58.319549] [INFO ] [main ] Fetching symbol history for NRP... [2025-11-22T03:21:58.319593] [DEBUG] [REMOTE ] NRP: Fetching historical data. [2025-11-22T03:21:58.319988] [INFO ] [main ] Progress: 319/527 forecasts completed (60.5%). M finished in 0.6s. ETA: 35.8s. Rate: 348.65 forecasts/min [2025-11-22T03:21:58.331702] [DEBUG] [REMOTE ] NRP: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.332906] [DEBUG] [LOCAL ] Loaded configuration for NRP: 6 features, N/A% accuracy [2025-11-22T03:21:58.332988] [INFO ] [LOCAL ] NRP: Loaded 6 optimal features with 60.67% confidence from JSON config [2025-11-22T03:21:58.333906] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:58.333973] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:58.339187] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:58.341203] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:21:58.345155] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:58.345677] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:58.347539] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:21:58.349041] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.349436] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:21:58.350743] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:21:58.351822] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:58.356433] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:58.357885] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:21:58.359947] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:21:58.362503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.716946] [INFO ] [LOCAL ] ADNT: Saved forecast. [2025-11-22T03:21:58.717012] [INFO ] [main ] ADNT: Signal=1 (Conf=80.0%), Magnitude=7.46% (Conf=44.9255%) [2025-11-22T03:21:58.717371] [INFO ] [main ] Fetching symbol history for PRO... [2025-11-22T03:21:58.717421] [DEBUG] [REMOTE ] PRO: Fetching historical data. [2025-11-22T03:21:58.717746] [INFO ] [main ] Progress: 320/527 forecasts completed (60.7%). ADNT finished in 0.6s. ETA: 35.8s. Rate: 347.22 forecasts/min [2025-11-22T03:21:58.729639] [DEBUG] [REMOTE ] PRO: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.730546] [DEBUG] [LOCAL ] Loaded configuration for PRO: 6 features, N/A% accuracy [2025-11-22T03:21:58.730974] [INFO ] [LOCAL ] PRO: Loaded 6 optimal features with 22.13% confidence from JSON config [2025-11-22T03:21:58.731802] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:58.731867] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:58.733536] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:58.734072] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:58.734472] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:58.735245] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:58.843431] [INFO ] [LOCAL ] JNJ: Saved forecast. [2025-11-22T03:21:58.843503] [INFO ] [main ] JNJ: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=56.0529%) [2025-11-22T03:21:58.843683] [INFO ] [main ] Fetching symbol history for RYN... [2025-11-22T03:21:58.843731] [DEBUG] [REMOTE ] RYN: Fetching historical data. [2025-11-22T03:21:58.845800] [INFO ] [main ] Progress: 321/527 forecasts completed (60.9%). JNJ finished in 0.8s. ETA: 35.6s. Rate: 347.50 forecasts/min [2025-11-22T03:21:58.856399] [DEBUG] [REMOTE ] RYN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:58.857233] [DEBUG] [LOCAL ] Loaded configuration for RYN: 3 features, N/A% accuracy [2025-11-22T03:21:58.857286] [INFO ] [LOCAL ] RYN: Loaded 3 optimal features with 52.33% confidence from JSON config [2025-11-22T03:21:58.858142] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:58.858204] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:58.861985] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:21:58.863058] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:58.863597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.864787] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:21:58.869008] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:58.994409] [INFO ] [LOCAL ] FET: Saved forecast. [2025-11-22T03:21:58.994479] [INFO ] [main ] FET: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=49.2267%) [2025-11-22T03:21:58.994819] [INFO ] [main ] Fetching symbol history for BHVN... [2025-11-22T03:21:58.994873] [DEBUG] [REMOTE ] BHVN: Fetching historical data. [2025-11-22T03:21:58.995712] [INFO ] [main ] Progress: 322/527 forecasts completed (61.1%). FET finished in 0.8s. ETA: 35.4s. Rate: 347.65 forecasts/min [2025-11-22T03:21:59.007515] [DEBUG] [REMOTE ] BHVN: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.008630] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 5 features, N/A% accuracy [2025-11-22T03:21:59.008714] [INFO ] [LOCAL ] BHVN: Loaded 5 optimal features with 56.14% confidence from JSON config [2025-11-22T03:21:59.009571] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:21:59.009657] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:59.012721] [INFO ] [LOCAL ] NRP: Saved forecast. [2025-11-22T03:21:59.012794] [INFO ] [main ] NRP: Signal=1 (Conf=80.0%), Magnitude=-0.81% (Conf=60.6707%) [2025-11-22T03:21:59.012968] [INFO ] [main ] Fetching symbol history for EPR... [2025-11-22T03:21:59.013019] [DEBUG] [REMOTE ] EPR: Fetching historical data. [2025-11-22T03:21:59.014505] [INFO ] [main ] Progress: 323/527 forecasts completed (61.3%). NRP finished in 0.7s. ETA: 35.1s. Rate: 348.61 forecasts/min [2025-11-22T03:21:59.015529] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:59.016474] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:21:59.017358] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:21:59.020049] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:21:59.021666] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:59.025262] [DEBUG] [REMOTE ] EPR: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.026464] [DEBUG] [LOCAL ] Loaded configuration for EPR: 3 features, N/A% accuracy [2025-11-22T03:21:59.026535] [INFO ] [LOCAL ] EPR: Loaded 3 optimal features with 40.37% confidence from JSON config [2025-11-22T03:21:59.027525] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:21:59.027592] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:59.028369] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:21:59.163113] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:21:59.164029] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:59.452511] [INFO ] [LOCAL ] RYN: Saved forecast. [2025-11-22T03:21:59.452580] [INFO ] [main ] RYN: Signal=1 (Conf=80.0%), Magnitude=2.84% (Conf=52.3309%) [2025-11-22T03:21:59.452935] [INFO ] [main ] Fetching symbol history for BZH... [2025-11-22T03:21:59.452988] [DEBUG] [REMOTE ] BZH: Fetching historical data. [2025-11-22T03:21:59.453727] [INFO ] [main ] Progress: 324/527 forecasts completed (61.5%). RYN finished in 0.6s. ETA: 35.1s. Rate: 346.95 forecasts/min [2025-11-22T03:21:59.464500] [INFO ] [LOCAL ] PRO: Saved forecast. [2025-11-22T03:21:59.464568] [INFO ] [main ] PRO: Signal=1 (Conf=80.0%), Magnitude=1.95% (Conf=22.1277%) [2025-11-22T03:21:59.465029] [INFO ] [main ] Fetching symbol history for NBHC... [2025-11-22T03:21:59.465084] [DEBUG] [REMOTE ] NBHC: Fetching historical data. [2025-11-22T03:21:59.465355] [DEBUG] [REMOTE ] BZH: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.465685] [INFO ] [main ] Progress: 325/527 forecasts completed (61.7%). PRO finished in 0.7s. ETA: 34.8s. Rate: 347.94 forecasts/min [2025-11-22T03:21:59.466374] [DEBUG] [LOCAL ] Loaded configuration for BZH: 6 features, N/A% accuracy [2025-11-22T03:21:59.466481] [INFO ] [LOCAL ] BZH: Loaded 6 optimal features with 64.77% confidence from JSON config [2025-11-22T03:21:59.467309] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:21:59.467406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:59.469150] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:59.469680] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:59.470080] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:21:59.472744] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:21:59.473904] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:21:59.475208] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:59.476847] [DEBUG] [REMOTE ] NBHC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.477911] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 0 features, N/A% accuracy [2025-11-22T03:21:59.477966] [INFO ] [LOCAL ] NBHC: Loaded 0 optimal features with 54.14% confidence from JSON config [2025-11-22T03:21:59.478774] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:21:59.642462] [INFO ] [LOCAL ] BHVN: Saved forecast. [2025-11-22T03:21:59.642531] [INFO ] [main ] BHVN: Signal=1 (Conf=80.0%), Magnitude=49.36% (Conf=56.1358%) [2025-11-22T03:21:59.642923] [INFO ] [main ] Fetching symbol history for AJG... [2025-11-22T03:21:59.642975] [DEBUG] [REMOTE ] AJG: Fetching historical data. [2025-11-22T03:21:59.643729] [INFO ] [main ] Progress: 326/527 forecasts completed (61.9%). BHVN finished in 0.6s. ETA: 34.7s. Rate: 347.91 forecasts/min [2025-11-22T03:21:59.655666] [DEBUG] [REMOTE ] AJG: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.656568] [DEBUG] [LOCAL ] Loaded configuration for AJG: 4 features, N/A% accuracy [2025-11-22T03:21:59.656626] [INFO ] [LOCAL ] AJG: Loaded 4 optimal features with 52.10% confidence from JSON config [2025-11-22T03:21:59.657469] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:21:59.657532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:59.659234] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:59.659763] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:59.660152] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:21:59.704387] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:21:59.780606] [INFO ] [LOCAL ] EPR: Saved forecast. [2025-11-22T03:21:59.780698] [INFO ] [main ] EPR: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=40.366%) [2025-11-22T03:21:59.780865] [INFO ] [main ] Fetching symbol history for NC... [2025-11-22T03:21:59.780912] [DEBUG] [REMOTE ] NC: Fetching historical data. [2025-11-22T03:21:59.782001] [INFO ] [main ] Progress: 327/527 forecasts completed (62.0%). EPR finished in 0.8s. ETA: 34.5s. Rate: 348.12 forecasts/min [2025-11-22T03:21:59.792400] [DEBUG] [REMOTE ] NC: Successfully parsed 347 rows of historical data. [2025-11-22T03:21:59.793441] [DEBUG] [LOCAL ] Loaded configuration for NC: 8 features, N/A% accuracy [2025-11-22T03:21:59.793496] [INFO ] [LOCAL ] NC: Loaded 8 optimal features with 57.52% confidence from JSON config [2025-11-22T03:21:59.794453] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:21:59.794528] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:21:59.799695] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:21:59.801629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:21:59.802192] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:21:59.802604] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:21:59.803404] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:21:59.805118] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:21:59.807254] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:21:59.812688] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:00.084767] [INFO ] [LOCAL ] BZH: Saved forecast. [2025-11-22T03:22:00.084846] [INFO ] [main ] BZH: Signal=1 (Conf=80.0%), Magnitude=6.94% (Conf=64.7703%) [2025-11-22T03:22:00.085200] [INFO ] [main ] Fetching symbol history for ACR... [2025-11-22T03:22:00.085245] [DEBUG] [REMOTE ] ACR: Fetching historical data. [2025-11-22T03:22:00.085507] [INFO ] [LOCAL ] NBHC: Saved forecast. [2025-11-22T03:22:00.085575] [INFO ] [main ] NBHC: Signal=1 (Conf=80.0%), Magnitude=1.96% (Conf=54.1425%) [2025-11-22T03:22:00.085744] [INFO ] [main ] Fetching symbol history for CYD... [2025-11-22T03:22:00.085796] [DEBUG] [REMOTE ] CYD: Fetching historical data. [2025-11-22T03:22:00.086751] [INFO ] [main ] Progress: 328/527 forecasts completed (62.2%). BZH finished in 0.6s. ETA: 34.4s. Rate: 347.31 forecasts/min [2025-11-22T03:22:00.086928] [INFO ] [main ] Progress: 329/527 forecasts completed (62.4%). NBHC finished in 0.6s. ETA: 34.1s. Rate: 348.36 forecasts/min [2025-11-22T03:22:00.098059] [DEBUG] [REMOTE ] ACR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.098536] [DEBUG] [LOCAL ] Loaded configuration for ACR: 11 features, N/A% accuracy [2025-11-22T03:22:00.098584] [INFO ] [LOCAL ] ACR: Loaded 11 optimal features with 59.03% confidence from JSON config [2025-11-22T03:22:00.099401] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:22:00.099468] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.099513] [DEBUG] [REMOTE ] CYD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.100763] [DEBUG] [LOCAL ] Loaded configuration for CYD: 5 features, N/A% accuracy [2025-11-22T03:22:00.100822] [INFO ] [LOCAL ] CYD: Loaded 5 optimal features with 75.17% confidence from JSON config [2025-11-22T03:22:00.101166] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:00.101611] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:00.101703] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.101695] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:00.102089] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:00.103063] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:00.103393] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:00.103922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:00.104311] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:00.106106] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:00.107281] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:00.107794] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:00.108866] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:00.108919] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:00.110510] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:00.111551] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:00.112244] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:22:00.113876] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:00.538557] [INFO ] [LOCAL ] NC: Saved forecast. [2025-11-22T03:22:00.538627] [INFO ] [main ] NC: Signal=1 (Conf=80.0%), Magnitude=-5.53% (Conf=57.5236%) [2025-11-22T03:22:00.538817] [INFO ] [main ] Fetching symbol history for ACCO... [2025-11-22T03:22:00.538864] [DEBUG] [REMOTE ] ACCO: Fetching historical data. [2025-11-22T03:22:00.540986] [INFO ] [main ] Progress: 330/527 forecasts completed (62.6%). NC finished in 0.8s. ETA: 34.1s. Rate: 346.64 forecasts/min [2025-11-22T03:22:00.552116] [DEBUG] [REMOTE ] ACCO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.553020] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 9 features, N/A% accuracy [2025-11-22T03:22:00.553076] [INFO ] [LOCAL ] ACCO: Loaded 9 optimal features with 55.69% confidence from JSON config [2025-11-22T03:22:00.553995] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:00.554062] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:00.559167] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.561168] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:00.561729] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:00.562195] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:00.562988] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:00.565339] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:00.566505] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:00.567220] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:22:00.567958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:00.607584] [INFO ] [LOCAL ] AJG: Saved forecast. [2025-11-22T03:22:00.607672] [INFO ] [main ] AJG: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=52.103%) [2025-11-22T03:22:00.607834] [INFO ] [main ] Fetching symbol history for MTH... [2025-11-22T03:22:00.607880] [DEBUG] [REMOTE ] MTH: Fetching historical data. [2025-11-22T03:22:00.612265] [INFO ] [main ] Progress: 331/527 forecasts completed (62.8%). AJG finished in 1.0s. ETA: 33.9s. Rate: 347.26 forecasts/min [2025-11-22T03:22:00.630833] [DEBUG] [REMOTE ] MTH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.634220] [DEBUG] [LOCAL ] Loaded configuration for MTH: 6 features, N/A% accuracy [2025-11-22T03:22:00.634279] [INFO ] [LOCAL ] MTH: Loaded 6 optimal features with 40.32% confidence from JSON config [2025-11-22T03:22:00.635096] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:00.635160] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:00.646089] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.647920] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:00.648396] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:00.653817] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:00.658490] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:00.660254] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:00.924348] [INFO ] [LOCAL ] CYD: Saved forecast. [2025-11-22T03:22:00.924418] [INFO ] [main ] CYD: Signal=1 (Conf=80.0%), Magnitude=-4.36% (Conf=75.1676%) [2025-11-22T03:22:00.924792] [INFO ] [main ] Fetching symbol history for HBM... [2025-11-22T03:22:00.924844] [DEBUG] [REMOTE ] HBM: Fetching historical data. [2025-11-22T03:22:00.925730] [INFO ] [main ] Progress: 332/527 forecasts completed (63.0%). CYD finished in 0.8s. ETA: 33.8s. Rate: 346.41 forecasts/min [2025-11-22T03:22:00.937480] [DEBUG] [REMOTE ] HBM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.938466] [DEBUG] [LOCAL ] Loaded configuration for HBM: 7 features, N/A% accuracy [2025-11-22T03:22:00.938526] [INFO ] [LOCAL ] HBM: Loaded 7 optimal features with 55.82% confidence from JSON config [2025-11-22T03:22:00.939371] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:00.939435] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.941184] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:00.941732] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:00.942132] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:00.943042] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:00.944038] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:00.955633] [INFO ] [LOCAL ] ACR: Saved forecast. [2025-11-22T03:22:00.955724] [INFO ] [main ] ACR: Signal=1 (Conf=80.0%), Magnitude=-0.83% (Conf=59.0334%) [2025-11-22T03:22:00.955889] [INFO ] [main ] Fetching symbol history for YELP... [2025-11-22T03:22:00.955935] [DEBUG] [REMOTE ] YELP: Fetching historical data. [2025-11-22T03:22:00.957740] [INFO ] [main ] Progress: 333/527 forecasts completed (63.2%). ACR finished in 0.9s. ETA: 33.5s. Rate: 347.26 forecasts/min [2025-11-22T03:22:00.967327] [DEBUG] [REMOTE ] YELP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:00.968375] [DEBUG] [LOCAL ] Loaded configuration for YELP: 4 features, N/A% accuracy [2025-11-22T03:22:00.968429] [INFO ] [LOCAL ] YELP: Loaded 4 optimal features with 66.79% confidence from JSON config [2025-11-22T03:22:00.969276] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:00.969339] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:00.971061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:00.971565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:00.971982] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:00.973973] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.006745] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:01.007598] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.177837] [INFO ] [LOCAL ] ACCO: Saved forecast. [2025-11-22T03:22:01.177904] [INFO ] [main ] ACCO: Signal=1 (Conf=80.0%), Magnitude=-2.34% (Conf=55.6902%) [2025-11-22T03:22:01.178060] [INFO ] [main ] Fetching symbol history for SD... [2025-11-22T03:22:01.178105] [DEBUG] [REMOTE ] SD: Fetching historical data. [2025-11-22T03:22:01.180732] [INFO ] [main ] Progress: 334/527 forecasts completed (63.4%). ACCO finished in 0.6s. ETA: 33.4s. Rate: 346.96 forecasts/min [2025-11-22T03:22:01.191831] [DEBUG] [REMOTE ] SD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:01.192554] [DEBUG] [LOCAL ] Loaded configuration for SD: 7 features, N/A% accuracy [2025-11-22T03:22:01.192605] [INFO ] [LOCAL ] SD: Loaded 7 optimal features with 56.80% confidence from JSON config [2025-11-22T03:22:01.193461] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:01.193525] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:01.198403] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:01.199230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:01.200090] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:01.202501] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:01.291664] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:01.293735] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:22:01.297622] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.345306] [INFO ] [LOCAL ] MTH: Saved forecast. [2025-11-22T03:22:01.345379] [INFO ] [main ] MTH: Signal=1 (Conf=80.0%), Magnitude=10.26% (Conf=40.316%) [2025-11-22T03:22:01.345790] [INFO ] [main ] Progress: 335/527 forecasts completed (63.6%). MTH finished in 0.7s. ETA: 33.2s. Rate: 347.01 forecasts/min [2025-11-22T03:22:01.345925] [INFO ] [main ] Fetching symbol history for MVO... [2025-11-22T03:22:01.345971] [DEBUG] [REMOTE ] MVO: Fetching historical data. [2025-11-22T03:22:01.358923] [DEBUG] [REMOTE ] MVO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:01.359823] [DEBUG] [LOCAL ] Loaded configuration for MVO: 4 features, N/A% accuracy [2025-11-22T03:22:01.359880] [INFO ] [LOCAL ] MVO: Loaded 4 optimal features with 59.95% confidence from JSON config [2025-11-22T03:22:01.360724] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:01.360812] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:01.361808] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:01.362917] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:01.365999] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:22:01.370067] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.580332] [INFO ] [LOCAL ] YELP: Saved forecast. [2025-11-22T03:22:01.580398] [INFO ] [main ] YELP: Signal=1 (Conf=80.0%), Magnitude=1.49% (Conf=66.7862%) [2025-11-22T03:22:01.580761] [INFO ] [main ] Fetching symbol history for KGS... [2025-11-22T03:22:01.580814] [DEBUG] [REMOTE ] KGS: Fetching historical data. [2025-11-22T03:22:01.582740] [INFO ] [main ] Progress: 336/527 forecasts completed (63.8%). YELP finished in 0.6s. ETA: 33.1s. Rate: 346.63 forecasts/min [2025-11-22T03:22:01.592909] [DEBUG] [REMOTE ] KGS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:01.594042] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, N/A% accuracy [2025-11-22T03:22:01.594097] [INFO ] [LOCAL ] KGS: Loaded 4 optimal features with 50.81% confidence from JSON config [2025-11-22T03:22:01.594913] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:01.594976] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:01.599831] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:01.600824] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:01.602659] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:01.603691] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.698745] [INFO ] [LOCAL ] HBM: Saved forecast. [2025-11-22T03:22:01.698818] [INFO ] [main ] HBM: Signal=1 (Conf=80.0%), Magnitude=-2.09% (Conf=55.8211%) [2025-11-22T03:22:01.699206] [INFO ] [main ] Fetching symbol history for BEP... [2025-11-22T03:22:01.699262] [DEBUG] [REMOTE ] BEP: Fetching historical data. [2025-11-22T03:22:01.699747] [INFO ] [main ] Progress: 337/527 forecasts completed (63.9%). HBM finished in 0.8s. ETA: 32.9s. Rate: 346.96 forecasts/min [2025-11-22T03:22:01.711889] [DEBUG] [REMOTE ] BEP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:01.712478] [DEBUG] [LOCAL ] Loaded configuration for BEP: 5 features, N/A% accuracy [2025-11-22T03:22:01.712527] [INFO ] [LOCAL ] BEP: Loaded 5 optimal features with 43.13% confidence from JSON config [2025-11-22T03:22:01.713401] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:01.713466] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:01.715579] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:01.716325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:01.716787] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:01.717580] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:01.719406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:01.978440] [INFO ] [LOCAL ] SD: Saved forecast. [2025-11-22T03:22:01.978509] [INFO ] [main ] SD: Signal=1 (Conf=80.0%), Magnitude=2.87% (Conf=56.8015%) [2025-11-22T03:22:01.978700] [INFO ] [main ] Fetching symbol history for LEVI... [2025-11-22T03:22:01.978748] [DEBUG] [REMOTE ] LEVI: Fetching historical data. [2025-11-22T03:22:01.978965] [INFO ] [main ] Progress: 338/527 forecasts completed (64.1%). SD finished in 0.8s. ETA: 32.7s. Rate: 346.33 forecasts/min [2025-11-22T03:22:01.991280] [DEBUG] [REMOTE ] LEVI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:01.992232] [INFO ] [LOCAL ] MVO: Saved forecast. [2025-11-22T03:22:01.992300] [INFO ] [main ] MVO: Signal=1 (Conf=80.0%), Magnitude=14.35% (Conf=59.952%) [2025-11-22T03:22:01.992391] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 14 features, N/A% accuracy [2025-11-22T03:22:01.992454] [INFO ] [LOCAL ] LEVI: Loaded 14 optimal features with 60.36% confidence from JSON config [2025-11-22T03:22:01.992467] [INFO ] [main ] Fetching symbol history for ALX... [2025-11-22T03:22:01.992514] [DEBUG] [REMOTE ] ALX: Fetching historical data. [2025-11-22T03:22:01.993185] [INFO ] [main ] Progress: 339/527 forecasts completed (64.3%). MVO finished in 0.6s. ETA: 32.5s. Rate: 347.27 forecasts/min [2025-11-22T03:22:01.993445] [DEBUG] [FEATURES ] DataBuilder: Executing 14 feature methods. [2025-11-22T03:22:01.993524] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:01.999710] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:02.002506] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:02.003130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:02.003538] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:02.004352] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:02.005034] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:02.006101] [DEBUG] [REMOTE ] ALX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:02.006246] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:02.006754] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:02.006839] [DEBUG] [LOCAL ] Loaded configuration for ALX: 6 features, N/A% accuracy [2025-11-22T03:22:02.006893] [INFO ] [LOCAL ] ALX: Loaded 6 optimal features with 59.93% confidence from JSON config [2025-11-22T03:22:02.008047] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:02.008205] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:02.008276] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:02.009836] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:02.010347] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:02.010906] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:02.011097] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:02.011387] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:02.011839] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:02.011860] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:02.012922] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:02.013024] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:02.015155] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:02.015947] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:02.242909] [INFO ] [LOCAL ] KGS: Saved forecast. [2025-11-22T03:22:02.242979] [INFO ] [main ] KGS: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=50.8118%) [2025-11-22T03:22:02.243497] [INFO ] [main ] Fetching symbol history for NAN... [2025-11-22T03:22:02.243544] [DEBUG] [REMOTE ] NAN: Fetching historical data. [2025-11-22T03:22:02.244742] [INFO ] [main ] Progress: 340/527 forecasts completed (64.5%). KGS finished in 0.7s. ETA: 32.4s. Rate: 346.80 forecasts/min [2025-11-22T03:22:02.255827] [DEBUG] [REMOTE ] NAN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:02.256953] [DEBUG] [LOCAL ] Loaded configuration for NAN: 13 features, N/A% accuracy [2025-11-22T03:22:02.257009] [INFO ] [LOCAL ] NAN: Loaded 13 optimal features with 49.10% confidence from JSON config [2025-11-22T03:22:02.257863] [DEBUG] [FEATURES ] DataBuilder: Executing 13 feature methods. [2025-11-22T03:22:02.257933] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:02.259666] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:02.260196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:02.260594] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:02.305900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:02.307175] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:02.308425] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:02.340323] [INFO ] [LOCAL ] BEP: Saved forecast. [2025-11-22T03:22:02.340396] [INFO ] [main ] BEP: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=43.1255%) [2025-11-22T03:22:02.341113] [INFO ] [main ] Fetching symbol history for CAVA... [2025-11-22T03:22:02.341165] [DEBUG] [REMOTE ] CAVA: Fetching historical data. [2025-11-22T03:22:02.341740] [INFO ] [main ] Progress: 341/527 forecasts completed (64.7%). BEP finished in 0.6s. ETA: 32.1s. Rate: 347.25 forecasts/min [2025-11-22T03:22:02.353407] [DEBUG] [REMOTE ] CAVA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:02.354535] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 0 features, N/A% accuracy [2025-11-22T03:22:02.354593] [INFO ] [LOCAL ] CAVA: Loaded 0 optimal features with 59.21% confidence from JSON config [2025-11-22T03:22:02.355501] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:22:02.398732] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:02.399688] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:02.400779] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:02.401509] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:02.404425] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:02.425550] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:02.427620] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:02.672410] [INFO ] [LOCAL ] LEVI: Saved forecast. [2025-11-22T03:22:02.672492] [INFO ] [main ] LEVI: Signal=1 (Conf=80.0%), Magnitude=1.92% (Conf=60.3632%) [2025-11-22T03:22:02.672714] [INFO ] [main ] Fetching symbol history for MITT... [2025-11-22T03:22:02.672764] [DEBUG] [REMOTE ] MITT: Fetching historical data. [2025-11-22T03:22:02.673059] [INFO ] [main ] Progress: 342/527 forecasts completed (64.9%). LEVI finished in 0.7s. ETA: 32.1s. Rate: 346.32 forecasts/min [2025-11-22T03:22:02.685168] [DEBUG] [REMOTE ] MITT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:02.686113] [DEBUG] [LOCAL ] Loaded configuration for MITT: 4 features, N/A% accuracy [2025-11-22T03:22:02.686179] [INFO ] [LOCAL ] MITT: Loaded 4 optimal features with 56.35% confidence from JSON config [2025-11-22T03:22:02.687233] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:02.687306] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:02.692499] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:02.693677] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:02.763483] [INFO ] [LOCAL ] ALX: Saved forecast. [2025-11-22T03:22:02.763554] [INFO ] [main ] ALX: Signal=1 (Conf=80.0%), Magnitude=2.97% (Conf=59.9288%) [2025-11-22T03:22:02.763744] [INFO ] [main ] Fetching symbol history for BKKT... [2025-11-22T03:22:02.763801] [DEBUG] [REMOTE ] BKKT: Fetching historical data. [2025-11-22T03:22:02.764974] [INFO ] [main ] Progress: 343/527 forecasts completed (65.1%). ALX finished in 0.8s. ETA: 31.8s. Rate: 346.80 forecasts/min [2025-11-22T03:22:02.776333] [DEBUG] [REMOTE ] BKKT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:02.777291] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 5 features, N/A% accuracy [2025-11-22T03:22:02.777345] [INFO ] [LOCAL ] BKKT: Loaded 5 optimal features with 41.72% confidence from JSON config [2025-11-22T03:22:02.778272] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:02.778338] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:02.784698] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:02.785776] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:02.786853] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:02.790770] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:02.792869] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:02.823884] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:02.827216] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.025867] [INFO ] [LOCAL ] NAN: Saved forecast. [2025-11-22T03:22:03.025935] [INFO ] [main ] NAN: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=49.1017%) [2025-11-22T03:22:03.026276] [INFO ] [main ] Fetching symbol history for ELC... [2025-11-22T03:22:03.026329] [DEBUG] [REMOTE ] ELC: Fetching historical data. [2025-11-22T03:22:03.026737] [INFO ] [main ] Progress: 344/527 forecasts completed (65.3%). NAN finished in 0.8s. ETA: 31.7s. Rate: 346.28 forecasts/min [2025-11-22T03:22:03.037555] [DEBUG] [REMOTE ] ELC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.038571] [DEBUG] [LOCAL ] Loaded configuration for ELC: 7 features, N/A% accuracy [2025-11-22T03:22:03.038626] [INFO ] [LOCAL ] ELC: Loaded 7 optimal features with 48.27% confidence from JSON config [2025-11-22T03:22:03.039674] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:03.039758] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:03.045903] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:03.046789] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:03.049329] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:03.051063] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:03.061986] [INFO ] [LOCAL ] CAVA: Saved forecast. [2025-11-22T03:22:03.062054] [INFO ] [main ] CAVA: Signal=1 (Conf=80.0%), Magnitude=9.30% (Conf=59.2089%) [2025-11-22T03:22:03.062215] [INFO ] [main ] Fetching symbol history for BVN... [2025-11-22T03:22:03.062261] [DEBUG] [REMOTE ] BVN: Fetching historical data. [2025-11-22T03:22:03.063736] [INFO ] [main ] Progress: 345/527 forecasts completed (65.5%). CAVA finished in 0.7s. ETA: 31.5s. Rate: 347.07 forecasts/min [2025-11-22T03:22:03.074591] [DEBUG] [REMOTE ] BVN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.075832] [DEBUG] [LOCAL ] Loaded configuration for BVN: 5 features, N/A% accuracy [2025-11-22T03:22:03.075898] [INFO ] [LOCAL ] BVN: Loaded 5 optimal features with 54.17% confidence from JSON config [2025-11-22T03:22:03.076787] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:03.076854] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:03.082155] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:03.084179] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:03.084727] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:03.087748] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:03.088980] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.108268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:03.110441] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:03.111507] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.417272] [INFO ] [LOCAL ] MITT: Saved forecast. [2025-11-22T03:22:03.417342] [INFO ] [main ] MITT: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=56.3531%) [2025-11-22T03:22:03.417528] [INFO ] [main ] Fetching symbol history for RGR... [2025-11-22T03:22:03.417574] [DEBUG] [REMOTE ] RGR: Fetching historical data. [2025-11-22T03:22:03.418026] [INFO ] [main ] Progress: 346/527 forecasts completed (65.7%). MITT finished in 0.7s. ETA: 31.4s. Rate: 346.02 forecasts/min [2025-11-22T03:22:03.430272] [DEBUG] [REMOTE ] RGR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.430928] [DEBUG] [LOCAL ] Loaded configuration for RGR: 5 features, N/A% accuracy [2025-11-22T03:22:03.430983] [INFO ] [LOCAL ] RGR: Loaded 5 optimal features with 58.70% confidence from JSON config [2025-11-22T03:22:03.431792] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:03.431857] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:03.433566] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:03.434130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:03.434526] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:03.436131] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:03.436829] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.487020] [INFO ] [LOCAL ] BKKT: Saved forecast. [2025-11-22T03:22:03.487086] [INFO ] [main ] BKKT: Signal=1 (Conf=80.0%), Magnitude=-20.15% (Conf=41.7201%) [2025-11-22T03:22:03.487250] [INFO ] [main ] Fetching symbol history for HTD... [2025-11-22T03:22:03.487295] [DEBUG] [REMOTE ] HTD: Fetching historical data. [2025-11-22T03:22:03.488063] [INFO ] [main ] Progress: 347/527 forecasts completed (65.8%). BKKT finished in 0.7s. ETA: 31.2s. Rate: 346.62 forecasts/min [2025-11-22T03:22:03.501339] [DEBUG] [REMOTE ] HTD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.502201] [DEBUG] [LOCAL ] Loaded configuration for HTD: 3 features, N/A% accuracy [2025-11-22T03:22:03.502258] [INFO ] [LOCAL ] HTD: Loaded 3 optimal features with 46.35% confidence from JSON config [2025-11-22T03:22:03.503118] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:03.503180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:03.505022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:03.505542] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:03.506502] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.695505] [INFO ] [LOCAL ] BVN: Saved forecast. [2025-11-22T03:22:03.695577] [INFO ] [main ] BVN: Signal=1 (Conf=80.0%), Magnitude=-1.60% (Conf=54.1743%) [2025-11-22T03:22:03.695974] [INFO ] [main ] Fetching symbol history for ALV... [2025-11-22T03:22:03.696030] [DEBUG] [REMOTE ] ALV: Fetching historical data. [2025-11-22T03:22:03.696732] [INFO ] [main ] Progress: 348/527 forecasts completed (66.0%). BVN finished in 0.6s. ETA: 31.0s. Rate: 346.41 forecasts/min [2025-11-22T03:22:03.709274] [DEBUG] [REMOTE ] ALV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.710634] [DEBUG] [LOCAL ] Loaded configuration for ALV: 3 features, N/A% accuracy [2025-11-22T03:22:03.710737] [INFO ] [LOCAL ] ALV: Loaded 3 optimal features with 58.69% confidence from JSON config [2025-11-22T03:22:03.711670] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:03.711740] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:03.712479] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:03.781376] [INFO ] [LOCAL ] ELC: Saved forecast. [2025-11-22T03:22:03.781444] [INFO ] [main ] ELC: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=48.2696%) [2025-11-22T03:22:03.781831] [INFO ] [main ] Fetching symbol history for JHG... [2025-11-22T03:22:03.781884] [DEBUG] [REMOTE ] JHG: Fetching historical data. [2025-11-22T03:22:03.782728] [INFO ] [main ] Progress: 349/527 forecasts completed (66.2%). ELC finished in 0.8s. ETA: 30.8s. Rate: 346.91 forecasts/min [2025-11-22T03:22:03.793446] [DEBUG] [REMOTE ] JHG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:03.794309] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, N/A% accuracy [2025-11-22T03:22:03.794363] [INFO ] [LOCAL ] JHG: Loaded 3 optimal features with 56.68% confidence from JSON config [2025-11-22T03:22:03.795209] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:03.795273] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:03.797024] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:03.797572] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:03.800002] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:03.844897] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:03.846173] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.039366] [INFO ] [LOCAL ] RGR: Saved forecast. [2025-11-22T03:22:04.039433] [INFO ] [main ] RGR: Signal=1 (Conf=80.0%), Magnitude=6.46% (Conf=58.6954%) [2025-11-22T03:22:04.039592] [INFO ] [main ] Fetching symbol history for PGRE... [2025-11-22T03:22:04.039653] [DEBUG] [REMOTE ] PGRE: Fetching historical data. [2025-11-22T03:22:04.040736] [INFO ] [main ] Progress: 350/527 forecasts completed (66.4%). RGR finished in 0.6s. ETA: 30.7s. Rate: 346.43 forecasts/min [2025-11-22T03:22:04.051438] [DEBUG] [REMOTE ] PGRE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.052375] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 9 features, N/A% accuracy [2025-11-22T03:22:04.052443] [INFO ] [LOCAL ] PGRE: Loaded 9 optimal features with 40.73% confidence from JSON config [2025-11-22T03:22:04.053302] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:04.053368] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:04.058228] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:04.060036] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:04.060519] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:04.060984] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:04.061385] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:04.089943] [INFO ] [LOCAL ] HTD: Saved forecast. [2025-11-22T03:22:04.090013] [INFO ] [main ] HTD: Signal=1 (Conf=80.0%), Magnitude=-0.77% (Conf=46.355%) [2025-11-22T03:22:04.090172] [INFO ] [main ] Fetching symbol history for MPX... [2025-11-22T03:22:04.090218] [DEBUG] [REMOTE ] MPX: Fetching historical data. [2025-11-22T03:22:04.090902] [INFO ] [main ] Progress: 351/527 forecasts completed (66.6%). HTD finished in 0.6s. ETA: 30.4s. Rate: 347.13 forecasts/min [2025-11-22T03:22:04.102582] [DEBUG] [REMOTE ] MPX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.103472] [DEBUG] [LOCAL ] Loaded configuration for MPX: 7 features, N/A% accuracy [2025-11-22T03:22:04.103530] [INFO ] [LOCAL ] MPX: Loaded 7 optimal features with 46.85% confidence from JSON config [2025-11-22T03:22:04.104348] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:04.106638] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:04.111514] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:04.165304] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:04.168423] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:04.169548] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:04.171563] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:22:04.172261] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:04.173424] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.188636] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:04.190383] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:04.192220] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:04.193813] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.409393] [INFO ] [LOCAL ] JHG: Saved forecast. [2025-11-22T03:22:04.409462] [INFO ] [main ] JHG: Signal=1 (Conf=80.0%), Magnitude=0.29% (Conf=56.6802%) [2025-11-22T03:22:04.409821] [INFO ] [main ] Fetching symbol history for HD... [2025-11-22T03:22:04.409874] [DEBUG] [REMOTE ] HD: Fetching historical data. [2025-11-22T03:22:04.410732] [INFO ] [main ] Progress: 352/527 forecasts completed (66.8%). JHG finished in 0.6s. ETA: 30.3s. Rate: 346.29 forecasts/min [2025-11-22T03:22:04.421589] [DEBUG] [REMOTE ] HD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.422567] [DEBUG] [LOCAL ] Loaded configuration for HD: 6 features, N/A% accuracy [2025-11-22T03:22:04.422621] [INFO ] [LOCAL ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config [2025-11-22T03:22:04.423442] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:04.423507] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:04.428302] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:04.429310] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:04.431763] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:04.432978] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:04.433603] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:04.435113] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.481913] [INFO ] [LOCAL ] ALV: Saved forecast. [2025-11-22T03:22:04.481982] [INFO ] [main ] ALV: Signal=1 (Conf=80.0%), Magnitude=2.53% (Conf=58.6883%) [2025-11-22T03:22:04.482344] [INFO ] [main ] Fetching symbol history for FE... [2025-11-22T03:22:04.482396] [DEBUG] [REMOTE ] FE: Fetching historical data. [2025-11-22T03:22:04.483715] [INFO ] [main ] Progress: 353/527 forecasts completed (67.0%). ALV finished in 0.8s. ETA: 30.1s. Rate: 346.86 forecasts/min [2025-11-22T03:22:04.494590] [DEBUG] [REMOTE ] FE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.495811] [DEBUG] [LOCAL ] Loaded configuration for FE: 6 features, N/A% accuracy [2025-11-22T03:22:04.495871] [INFO ] [LOCAL ] FE: Loaded 6 optimal features with 73.37% confidence from JSON config [2025-11-22T03:22:04.496745] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:04.496810] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:04.498580] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:04.499129] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:04.629502] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:04.631881] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:04.692197] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:22:04.693189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.766495] [INFO ] [LOCAL ] PGRE: Saved forecast. [2025-11-22T03:22:04.766562] [INFO ] [main ] PGRE: Signal=1 (Conf=80.0%), Magnitude=-0.70% (Conf=40.726%) [2025-11-22T03:22:04.766741] [INFO ] [main ] Fetching symbol history for HMY... [2025-11-22T03:22:04.766790] [DEBUG] [REMOTE ] HMY: Fetching historical data. [2025-11-22T03:22:04.767968] [INFO ] [main ] Progress: 354/527 forecasts completed (67.2%). PGRE finished in 0.7s. ETA: 30.0s. Rate: 346.23 forecasts/min [2025-11-22T03:22:04.768509] [INFO ] [LOCAL ] MPX: Saved forecast. [2025-11-22T03:22:04.768578] [INFO ] [main ] MPX: Signal=1 (Conf=80.0%), Magnitude=2.50% (Conf=46.8459%) [2025-11-22T03:22:04.768792] [INFO ] [main ] Fetching symbol history for ZIP... [2025-11-22T03:22:04.768847] [DEBUG] [REMOTE ] ZIP: Fetching historical data. [2025-11-22T03:22:04.768844] [INFO ] [main ] Progress: 355/527 forecasts completed (67.4%). MPX finished in 0.7s. ETA: 29.7s. Rate: 347.21 forecasts/min [2025-11-22T03:22:04.778794] [DEBUG] [REMOTE ] HMY: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.779687] [DEBUG] [LOCAL ] Loaded configuration for HMY: 4 features, N/A% accuracy [2025-11-22T03:22:04.779742] [INFO ] [LOCAL ] HMY: Loaded 4 optimal features with 57.42% confidence from JSON config [2025-11-22T03:22:04.780566] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:04.780627] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:04.780905] [DEBUG] [REMOTE ] ZIP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:04.781745] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 10 features, N/A% accuracy [2025-11-22T03:22:04.781810] [INFO ] [LOCAL ] ZIP: Loaded 10 optimal features with 53.26% confidence from JSON config [2025-11-22T03:22:04.782353] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:04.782690] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:04.782760] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:04.782889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:04.783280] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:04.784531] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:04.785104] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:04.785109] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:04.785963] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:04.786720] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:04.788366] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:04.789532] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:04.791343] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:04.792529] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:04.793308] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:22:04.795196] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.107012] [INFO ] [LOCAL ] HD: Saved forecast. [2025-11-22T03:22:05.107080] [INFO ] [main ] HD: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=62.3761%) [2025-11-22T03:22:05.107620] [INFO ] [main ] Fetching symbol history for HPP... [2025-11-22T03:22:05.107688] [DEBUG] [REMOTE ] HPP: Fetching historical data. [2025-11-22T03:22:05.108854] [INFO ] [main ] Progress: 356/527 forecasts completed (67.6%). HD finished in 0.7s. ETA: 29.6s. Rate: 346.26 forecasts/min [2025-11-22T03:22:05.120532] [DEBUG] [REMOTE ] HPP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:05.121606] [DEBUG] [LOCAL ] Loaded configuration for HPP: 4 features, N/A% accuracy [2025-11-22T03:22:05.121687] [INFO ] [LOCAL ] HPP: Loaded 4 optimal features with 59.25% confidence from JSON config [2025-11-22T03:22:05.122508] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:05.122572] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:05.124258] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:05.125543] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:05.126667] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:05.132003] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.366658] [INFO ] [LOCAL ] FE: Saved forecast. [2025-11-22T03:22:05.366731] [INFO ] [main ] FE: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=73.3665%) [2025-11-22T03:22:05.367076] [INFO ] [main ] Fetching symbol history for RRX... [2025-11-22T03:22:05.367127] [DEBUG] [REMOTE ] RRX: Fetching historical data. [2025-11-22T03:22:05.367729] [INFO ] [main ] Progress: 357/527 forecasts completed (67.7%). FE finished in 0.9s. ETA: 29.5s. Rate: 345.79 forecasts/min [2025-11-22T03:22:05.372561] [INFO ] [LOCAL ] HMY: Saved forecast. [2025-11-22T03:22:05.372622] [INFO ] [main ] HMY: Signal=1 (Conf=80.0%), Magnitude=4.40% (Conf=57.4183%) [2025-11-22T03:22:05.372801] [INFO ] [main ] Fetching symbol history for CDRE... [2025-11-22T03:22:05.372847] [DEBUG] [REMOTE ] CDRE: Fetching historical data. [2025-11-22T03:22:05.373127] [INFO ] [main ] Progress: 358/527 forecasts completed (67.9%). HMY finished in 0.6s. ETA: 29.2s. Rate: 346.72 forecasts/min [2025-11-22T03:22:05.380692] [DEBUG] [REMOTE ] RRX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:05.381782] [DEBUG] [LOCAL ] Loaded configuration for RRX: 6 features, N/A% accuracy [2025-11-22T03:22:05.381900] [INFO ] [LOCAL ] RRX: Loaded 6 optimal features with 49.98% confidence from JSON config [2025-11-22T03:22:05.383201] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:05.383264] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:05.384208] [DEBUG] [REMOTE ] CDRE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:05.384969] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:05.385156] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 4 features, N/A% accuracy [2025-11-22T03:22:05.385211] [INFO ] [LOCAL ] CDRE: Loaded 4 optimal features with 55.03% confidence from JSON config [2025-11-22T03:22:05.385481] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:05.385938] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:05.386072] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:05.386148] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:05.386709] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:05.391047] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:05.392826] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:05.393307] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:05.395718] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.396755] [INFO ] [LOCAL ] ZIP: Saved forecast. [2025-11-22T03:22:05.396827] [INFO ] [main ] ZIP: Signal=1 (Conf=80.0%), Magnitude=1.47% (Conf=53.2644%) [2025-11-22T03:22:05.396986] [INFO ] [main ] Fetching symbol history for ODV... [2025-11-22T03:22:05.397031] [DEBUG] [REMOTE ] ODV: Fetching historical data. [2025-11-22T03:22:05.397258] [INFO ] [main ] Progress: 359/527 forecasts completed (68.1%). ZIP finished in 0.6s. ETA: 29.0s. Rate: 347.56 forecasts/min [2025-11-22T03:22:05.410358] [DEBUG] [REMOTE ] ODV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:05.411221] [DEBUG] [LOCAL ] Loaded configuration for ODV: 1 features, N/A% accuracy [2025-11-22T03:22:05.411275] [INFO ] [LOCAL ] ODV: Loaded 1 optimal features with 42.27% confidence from JSON config [2025-11-22T03:22:05.412129] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:05.412194] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:05.414567] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.432429] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:05.433721] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.697096] [INFO ] [LOCAL ] HPP: Saved forecast. [2025-11-22T03:22:05.697164] [INFO ] [main ] HPP: Signal=1 (Conf=80.0%), Magnitude=1.16% (Conf=59.2459%) [2025-11-22T03:22:05.697562] [INFO ] [main ] Fetching symbol history for AHH... [2025-11-22T03:22:05.697615] [DEBUG] [REMOTE ] AHH: Fetching historical data. [2025-11-22T03:22:05.697734] [INFO ] [main ] Progress: 360/527 forecasts completed (68.3%). HPP finished in 0.6s. ETA: 28.9s. Rate: 346.84 forecasts/min [2025-11-22T03:22:05.708987] [DEBUG] [REMOTE ] AHH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:05.709440] [DEBUG] [LOCAL ] Loaded configuration for AHH: 8 features, N/A% accuracy [2025-11-22T03:22:05.709487] [INFO ] [LOCAL ] AHH: Loaded 8 optimal features with 57.11% confidence from JSON config [2025-11-22T03:22:05.710303] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:05.710367] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:05.712100] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:05.712596] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:05.713016] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:05.713972] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:05.715607] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:05.718508] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:22:05.719231] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:22:05.724834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:05.985994] [INFO ] [LOCAL ] ODV: Saved forecast. [2025-11-22T03:22:05.986066] [INFO ] [main ] ODV: Signal=1 (Conf=80.0%), Magnitude=-6.24% (Conf=42.2678%) [2025-11-22T03:22:05.986232] [INFO ] [main ] Fetching symbol history for RYAN... [2025-11-22T03:22:05.986277] [DEBUG] [REMOTE ] RYAN: Fetching historical data. [2025-11-22T03:22:05.987681] [INFO ] [main ] Progress: 361/527 forecasts completed (68.5%). ODV finished in 0.6s. ETA: 28.8s. Rate: 346.20 forecasts/min [2025-11-22T03:22:05.999477] [DEBUG] [REMOTE ] RYAN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.000348] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 8 features, N/A% accuracy [2025-11-22T03:22:06.000401] [INFO ] [LOCAL ] RYAN: Loaded 8 optimal features with 61.29% confidence from JSON config [2025-11-22T03:22:06.001222] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:06.001289] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:06.002596] [INFO ] [LOCAL ] CDRE: Saved forecast. [2025-11-22T03:22:06.002683] [INFO ] [main ] CDRE: Signal=1 (Conf=80.0%), Magnitude=1.64% (Conf=55.0302%) [2025-11-22T03:22:06.002841] [INFO ] [main ] Fetching symbol history for GTY... [2025-11-22T03:22:06.002886] [DEBUG] [REMOTE ] GTY: Fetching historical data. [2025-11-22T03:22:06.003043] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:06.003556] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:06.004066] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:06.004205] [INFO ] [main ] Progress: 362/527 forecasts completed (68.7%). CDRE finished in 0.6s. ETA: 28.5s. Rate: 347.06 forecasts/min [2025-11-22T03:22:06.004467] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:06.014135] [DEBUG] [REMOTE ] GTY: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.014582] [DEBUG] [LOCAL ] Loaded configuration for GTY: 4 features, N/A% accuracy [2025-11-22T03:22:06.014629] [INFO ] [LOCAL ] GTY: Loaded 4 optimal features with 59.69% confidence from JSON config [2025-11-22T03:22:06.015456] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:06.015518] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:06.020395] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:06.022181] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:06.022668] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:06.023056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.059541] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:06.063933] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:06.065942] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:06.068129] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.091281] [INFO ] [LOCAL ] RRX: Saved forecast. [2025-11-22T03:22:06.091723] [INFO ] [main ] RRX: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=49.9822%) [2025-11-22T03:22:06.092079] [INFO ] [main ] Progress: 363/527 forecasts completed (68.9%). RRX finished in 0.7s. ETA: 28.3s. Rate: 347.53 forecasts/min [2025-11-22T03:22:06.092208] [INFO ] [main ] Fetching symbol history for ETW... [2025-11-22T03:22:06.092263] [DEBUG] [REMOTE ] ETW: Fetching historical data. [2025-11-22T03:22:06.107236] [DEBUG] [REMOTE ] ETW: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.108364] [DEBUG] [LOCAL ] Loaded configuration for ETW: 7 features, N/A% accuracy [2025-11-22T03:22:06.108423] [INFO ] [LOCAL ] ETW: Loaded 7 optimal features with 30.24% confidence from JSON config [2025-11-22T03:22:06.109280] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:06.109345] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:06.111069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:06.111592] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:06.115903] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:06.118826] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:06.121492] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:22:06.123882] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:06.126607] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.299619] [INFO ] [LOCAL ] AHH: Saved forecast. [2025-11-22T03:22:06.299708] [INFO ] [main ] AHH: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=57.1068%) [2025-11-22T03:22:06.300153] [INFO ] [main ] Fetching symbol history for PEG... [2025-11-22T03:22:06.300206] [DEBUG] [REMOTE ] PEG: Fetching historical data. [2025-11-22T03:22:06.300737] [INFO ] [main ] Progress: 364/527 forecasts completed (69.1%). AHH finished in 0.6s. ETA: 28.2s. Rate: 347.34 forecasts/min [2025-11-22T03:22:06.311360] [DEBUG] [REMOTE ] PEG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.311975] [DEBUG] [LOCAL ] Loaded configuration for PEG: 4 features, N/A% accuracy [2025-11-22T03:22:06.312023] [INFO ] [LOCAL ] PEG: Loaded 4 optimal features with 58.50% confidence from JSON config [2025-11-22T03:22:06.312838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:06.312904] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:06.317739] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:06.320146] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:06.320949] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:06.323599] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.603143] [INFO ] [LOCAL ] GTY: Saved forecast. [2025-11-22T03:22:06.603212] [INFO ] [main ] GTY: Signal=1 (Conf=80.0%), Magnitude=1.32% (Conf=59.6899%) [2025-11-22T03:22:06.603376] [INFO ] [main ] Fetching symbol history for MOV... [2025-11-22T03:22:06.603433] [DEBUG] [REMOTE ] MOV: Fetching historical data. [2025-11-22T03:22:06.604598] [INFO ] [main ] Progress: 365/527 forecasts completed (69.3%). GTY finished in 0.6s. ETA: 28.0s. Rate: 346.61 forecasts/min [2025-11-22T03:22:06.615401] [DEBUG] [REMOTE ] MOV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.616635] [DEBUG] [LOCAL ] Loaded configuration for MOV: 8 features, N/A% accuracy [2025-11-22T03:22:06.616722] [INFO ] [LOCAL ] MOV: Loaded 8 optimal features with 49.69% confidence from JSON config [2025-11-22T03:22:06.617554] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:06.617631] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:06.619325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:06.619851] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:06.620634] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:06.624849] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:06.626866] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:06.628494] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:06.630568] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:06.631732] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.686003] [INFO ] [LOCAL ] RYAN: Saved forecast. [2025-11-22T03:22:06.686071] [INFO ] [main ] RYAN: Signal=1 (Conf=80.0%), Magnitude=2.69% (Conf=61.2946%) [2025-11-22T03:22:06.686232] [INFO ] [main ] Fetching symbol history for DCI... [2025-11-22T03:22:06.686277] [DEBUG] [REMOTE ] DCI: Fetching historical data. [2025-11-22T03:22:06.686972] [INFO ] [main ] Progress: 366/527 forecasts completed (69.4%). RYAN finished in 0.7s. ETA: 27.8s. Rate: 347.11 forecasts/min [2025-11-22T03:22:06.698598] [DEBUG] [REMOTE ] DCI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.699768] [DEBUG] [LOCAL ] Loaded configuration for DCI: 1 features, N/A% accuracy [2025-11-22T03:22:06.699823] [INFO ] [LOCAL ] DCI: Loaded 1 optimal features with 62.73% confidence from JSON config [2025-11-22T03:22:06.700664] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:06.700728] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:06.701997] [INFO ] [LOCAL ] ETW: Saved forecast. [2025-11-22T03:22:06.702064] [INFO ] [main ] ETW: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=30.2404%) [2025-11-22T03:22:06.702224] [INFO ] [main ] Fetching symbol history for OIA... [2025-11-22T03:22:06.702268] [DEBUG] [REMOTE ] OIA: Fetching historical data. [2025-11-22T03:22:06.702324] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.703091] [INFO ] [main ] Progress: 367/527 forecasts completed (69.6%). ETW finished in 0.6s. ETA: 27.6s. Rate: 347.97 forecasts/min [2025-11-22T03:22:06.713965] [DEBUG] [REMOTE ] OIA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.714840] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, N/A% accuracy [2025-11-22T03:22:06.714898] [INFO ] [LOCAL ] OIA: Loaded 2 optimal features with 46.25% confidence from JSON config [2025-11-22T03:22:06.715726] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:06.715786] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:06.724314] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:06.741738] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:06.939830] [INFO ] [LOCAL ] PEG: Saved forecast. [2025-11-22T03:22:06.939903] [INFO ] [main ] PEG: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=58.5019%) [2025-11-22T03:22:06.940249] [INFO ] [main ] Fetching symbol history for EHC... [2025-11-22T03:22:06.940299] [DEBUG] [REMOTE ] EHC: Fetching historical data. [2025-11-22T03:22:06.941731] [INFO ] [main ] Progress: 368/527 forecasts completed (69.8%). PEG finished in 0.6s. ETA: 27.4s. Rate: 347.61 forecasts/min [2025-11-22T03:22:06.951719] [DEBUG] [REMOTE ] EHC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:06.952738] [DEBUG] [LOCAL ] Loaded configuration for EHC: 6 features, N/A% accuracy [2025-11-22T03:22:06.952793] [INFO ] [LOCAL ] EHC: Loaded 6 optimal features with 46.79% confidence from JSON config [2025-11-22T03:22:06.953567] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:06.953630] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:07.079822] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:07.134768] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:07.136565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:07.137103] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:07.138214] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:07.140269] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:07.308292] [INFO ] [LOCAL ] DCI: Saved forecast. [2025-11-22T03:22:07.308360] [INFO ] [main ] DCI: Signal=1 (Conf=80.0%), Magnitude=1.75% (Conf=62.726%) [2025-11-22T03:22:07.308730] [INFO ] [main ] Fetching symbol history for BDX... [2025-11-22T03:22:07.308783] [DEBUG] [REMOTE ] BDX: Fetching historical data. [2025-11-22T03:22:07.308775] [INFO ] [main ] Progress: 369/527 forecasts completed (70.0%). DCI finished in 0.6s. ETA: 27.4s. Rate: 346.55 forecasts/min [2025-11-22T03:22:07.317287] [INFO ] [LOCAL ] MOV: Saved forecast. [2025-11-22T03:22:07.317356] [INFO ] [main ] MOV: Signal=1 (Conf=80.0%), Magnitude=6.73% (Conf=49.6863%) [2025-11-22T03:22:07.317533] [INFO ] [main ] Fetching symbol history for HBB... [2025-11-22T03:22:07.317580] [DEBUG] [REMOTE ] HBB: Fetching historical data. [2025-11-22T03:22:07.317915] [INFO ] [main ] Progress: 370/527 forecasts completed (70.2%). MOV finished in 0.7s. ETA: 27.1s. Rate: 347.44 forecasts/min [2025-11-22T03:22:07.321750] [DEBUG] [REMOTE ] BDX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:07.322719] [DEBUG] [LOCAL ] Loaded configuration for BDX: 2 features, N/A% accuracy [2025-11-22T03:22:07.322774] [INFO ] [LOCAL ] BDX: Loaded 2 optimal features with 60.60% confidence from JSON config [2025-11-22T03:22:07.323608] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:07.323699] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:07.324555] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:07.327033] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:07.329153] [DEBUG] [REMOTE ] HBB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:07.329979] [DEBUG] [LOCAL ] Loaded configuration for HBB: 4 features, N/A% accuracy [2025-11-22T03:22:07.330065] [INFO ] [LOCAL ] HBB: Loaded 4 optimal features with 46.67% confidence from JSON config [2025-11-22T03:22:07.330889] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:07.330952] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:07.333035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:07.333545] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:07.333968] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:07.334734] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:07.335382] [INFO ] [LOCAL ] OIA: Saved forecast. [2025-11-22T03:22:07.335442] [INFO ] [main ] OIA: Signal=1 (Conf=80.0%), Magnitude=-0.54% (Conf=46.2485%) [2025-11-22T03:22:07.335597] [INFO ] [main ] Fetching symbol history for GNE... [2025-11-22T03:22:07.335660] [DEBUG] [REMOTE ] GNE: Fetching historical data. [2025-11-22T03:22:07.336701] [INFO ] [main ] Progress: 371/527 forecasts completed (70.4%). OIA finished in 0.6s. ETA: 26.9s. Rate: 348.28 forecasts/min [2025-11-22T03:22:07.347891] [DEBUG] [REMOTE ] GNE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:07.348855] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, N/A% accuracy [2025-11-22T03:22:07.348916] [INFO ] [LOCAL ] GNE: Loaded 4 optimal features with 49.13% confidence from JSON config [2025-11-22T03:22:07.349723] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:07.349785] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:07.354571] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:07.356289] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:07.401425] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:07.403143] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:07.768103] [INFO ] [LOCAL ] EHC: Saved forecast. [2025-11-22T03:22:07.768170] [INFO ] [main ] EHC: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=46.791%) [2025-11-22T03:22:07.768507] [INFO ] [main ] Fetching symbol history for MTN... [2025-11-22T03:22:07.768559] [DEBUG] [REMOTE ] MTN: Fetching historical data. [2025-11-22T03:22:07.768717] [INFO ] [main ] Progress: 372/527 forecasts completed (70.6%). EHC finished in 0.8s. ETA: 26.8s. Rate: 346.87 forecasts/min [2025-11-22T03:22:07.780745] [DEBUG] [REMOTE ] MTN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:07.781744] [DEBUG] [LOCAL ] Loaded configuration for MTN: 4 features, N/A% accuracy [2025-11-22T03:22:07.781799] [INFO ] [LOCAL ] MTN: Loaded 4 optimal features with 57.26% confidence from JSON config [2025-11-22T03:22:07.782594] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:07.782677] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:07.787891] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:07.788745] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:07.791086] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:07.807779] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:07.947233] [INFO ] [LOCAL ] HBB: Saved forecast. [2025-11-22T03:22:07.947311] [INFO ] [main ] HBB: Signal=1 (Conf=80.0%), Magnitude=10.61% (Conf=46.6703%) [2025-11-22T03:22:07.947505] [INFO ] [main ] Fetching symbol history for SFB... [2025-11-22T03:22:07.947564] [DEBUG] [REMOTE ] SFB: Fetching historical data. [2025-11-22T03:22:07.947953] [INFO ] [main ] Progress: 373/527 forecasts completed (70.8%). HBB finished in 0.6s. ETA: 26.6s. Rate: 346.84 forecasts/min [2025-11-22T03:22:07.959402] [DEBUG] [REMOTE ] SFB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:07.959894] [DEBUG] [LOCAL ] Loaded configuration for SFB: 5 features, N/A% accuracy [2025-11-22T03:22:07.959942] [INFO ] [LOCAL ] SFB: Loaded 5 optimal features with 60.73% confidence from JSON config [2025-11-22T03:22:07.960760] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:07.960823] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:07.965679] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:07.967523] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:07.968036] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:07.986821] [INFO ] [LOCAL ] BDX: Saved forecast. [2025-11-22T03:22:07.986886] [INFO ] [main ] BDX: Signal=1 (Conf=80.0%), Magnitude=3.20% (Conf=60.5975%) [2025-11-22T03:22:07.987383] [INFO ] [main ] Fetching symbol history for DEO... [2025-11-22T03:22:07.987449] [DEBUG] [REMOTE ] DEO: Fetching historical data. [2025-11-22T03:22:07.988295] [INFO ] [main ] Progress: 374/527 forecasts completed (71.0%). BDX finished in 0.7s. ETA: 26.4s. Rate: 347.55 forecasts/min [2025-11-22T03:22:08.000153] [DEBUG] [REMOTE ] DEO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.001171] [DEBUG] [LOCAL ] Loaded configuration for DEO: 4 features, N/A% accuracy [2025-11-22T03:22:08.001232] [INFO ] [LOCAL ] DEO: Loaded 4 optimal features with 51.82% confidence from JSON config [2025-11-22T03:22:08.002056] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:08.002119] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:08.007114] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:08.007301] [INFO ] [LOCAL ] GNE: Saved forecast. [2025-11-22T03:22:08.007368] [INFO ] [main ] GNE: Signal=1 (Conf=80.0%), Magnitude=-0.61% (Conf=49.1263%) [2025-11-22T03:22:08.007760] [INFO ] [main ] Fetching symbol history for IFS... [2025-11-22T03:22:08.007812] [DEBUG] [REMOTE ] IFS: Fetching historical data. [2025-11-22T03:22:08.008594] [INFO ] [main ] Progress: 375/527 forecasts completed (71.2%). GNE finished in 0.7s. ETA: 26.2s. Rate: 348.37 forecasts/min [2025-11-22T03:22:08.008938] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:08.009418] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:08.010446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.014251] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:08.015724] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.019671] [DEBUG] [REMOTE ] IFS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.020726] [DEBUG] [LOCAL ] Loaded configuration for IFS: 2 features, N/A% accuracy [2025-11-22T03:22:08.020782] [INFO ] [LOCAL ] IFS: Loaded 2 optimal features with 62.40% confidence from JSON config [2025-11-22T03:22:08.021575] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:08.021637] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:08.026469] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:08.028329] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.447966] [INFO ] [LOCAL ] MTN: Saved forecast. [2025-11-22T03:22:08.448042] [INFO ] [main ] MTN: Signal=1 (Conf=80.0%), Magnitude=0.95% (Conf=57.2605%) [2025-11-22T03:22:08.448212] [INFO ] [main ] Fetching symbol history for TWI... [2025-11-22T03:22:08.448259] [DEBUG] [REMOTE ] TWI: Fetching historical data. [2025-11-22T03:22:08.449731] [INFO ] [main ] Progress: 376/527 forecasts completed (71.3%). MTN finished in 0.7s. ETA: 26.1s. Rate: 346.93 forecasts/min [2025-11-22T03:22:08.460487] [DEBUG] [REMOTE ] TWI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.461474] [DEBUG] [LOCAL ] Loaded configuration for TWI: 5 features, N/A% accuracy [2025-11-22T03:22:08.461527] [INFO ] [LOCAL ] TWI: Loaded 5 optimal features with 50.26% confidence from JSON config [2025-11-22T03:22:08.462342] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:08.462406] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:08.464105] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:08.464599] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:08.465018] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:08.465711] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:08.470056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.620581] [INFO ] [LOCAL ] SFB: Saved forecast. [2025-11-22T03:22:08.620669] [INFO ] [main ] SFB: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=60.7329%) [2025-11-22T03:22:08.620840] [INFO ] [main ] Fetching symbol history for FIS... [2025-11-22T03:22:08.620885] [DEBUG] [REMOTE ] FIS: Fetching historical data. [2025-11-22T03:22:08.621943] [INFO ] [main ] Progress: 377/527 forecasts completed (71.5%). SFB finished in 0.7s. ETA: 25.9s. Rate: 346.93 forecasts/min [2025-11-22T03:22:08.627996] [INFO ] [LOCAL ] DEO: Saved forecast. [2025-11-22T03:22:08.628069] [INFO ] [main ] DEO: Signal=1 (Conf=80.0%), Magnitude=1.63% (Conf=51.8245%) [2025-11-22T03:22:08.628426] [INFO ] [main ] Fetching symbol history for SFBS... [2025-11-22T03:22:08.628477] [DEBUG] [REMOTE ] SFBS: Fetching historical data. [2025-11-22T03:22:08.628730] [INFO ] [main ] Progress: 378/527 forecasts completed (71.7%). DEO finished in 0.6s. ETA: 25.7s. Rate: 347.82 forecasts/min [2025-11-22T03:22:08.630339] [INFO ] [LOCAL ] IFS: Saved forecast. [2025-11-22T03:22:08.630473] [INFO ] [main ] IFS: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=62.4004%) [2025-11-22T03:22:08.630658] [INFO ] [main ] Fetching symbol history for NMM... [2025-11-22T03:22:08.630709] [DEBUG] [REMOTE ] NMM: Fetching historical data. [2025-11-22T03:22:08.630830] [INFO ] [main ] Progress: 379/527 forecasts completed (71.9%). IFS finished in 0.6s. ETA: 25.5s. Rate: 348.73 forecasts/min [2025-11-22T03:22:08.632823] [DEBUG] [REMOTE ] FIS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.633971] [DEBUG] [LOCAL ] Loaded configuration for FIS: 4 features, N/A% accuracy [2025-11-22T03:22:08.634041] [INFO ] [LOCAL ] FIS: Loaded 4 optimal features with 50.30% confidence from JSON config [2025-11-22T03:22:08.634874] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:08.634938] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:08.639923] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:08.640906] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:08.642177] [DEBUG] [REMOTE ] SFBS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.643016] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 6 features, N/A% accuracy [2025-11-22T03:22:08.643070] [INFO ] [LOCAL ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config [2025-11-22T03:22:08.643556] [DEBUG] [REMOTE ] NMM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:08.643896] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:08.643964] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:08.644318] [DEBUG] [LOCAL ] Loaded configuration for NMM: 6 features, N/A% accuracy [2025-11-22T03:22:08.644376] [INFO ] [LOCAL ] NMM: Loaded 6 optimal features with 62.65% confidence from JSON config [2025-11-22T03:22:08.645247] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:08.645313] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:08.648908] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:08.650442] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:08.650682] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:08.651174] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:08.652376] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:08.652953] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:08.653556] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:08.653771] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:08.655407] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:08.661597] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.698662] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:08.700062] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:08.780668] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:08.781719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.051528] [INFO ] [LOCAL ] TWI: Saved forecast. [2025-11-22T03:22:09.051596] [INFO ] [main ] TWI: Signal=1 (Conf=80.0%), Magnitude=2.65% (Conf=50.2561%) [2025-11-22T03:22:09.051771] [INFO ] [main ] Fetching symbol history for BGH... [2025-11-22T03:22:09.051826] [DEBUG] [REMOTE ] BGH: Fetching historical data. [2025-11-22T03:22:09.053727] [INFO ] [main ] Progress: 380/527 forecasts completed (72.1%). TWI finished in 0.6s. ETA: 25.4s. Rate: 347.39 forecasts/min [2025-11-22T03:22:09.063997] [DEBUG] [REMOTE ] BGH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.064941] [DEBUG] [LOCAL ] Loaded configuration for BGH: 2 features, N/A% accuracy [2025-11-22T03:22:09.064997] [INFO ] [LOCAL ] BGH: Loaded 2 optimal features with 51.18% confidence from JSON config [2025-11-22T03:22:09.065854] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:09.065919] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:09.113127] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:09.114189] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.300438] [INFO ] [LOCAL ] NMM: Saved forecast. [2025-11-22T03:22:09.300508] [INFO ] [main ] NMM: Signal=1 (Conf=80.0%), Magnitude=3.75% (Conf=62.6457%) [2025-11-22T03:22:09.300693] [INFO ] [main ] Fetching symbol history for OMC... [2025-11-22T03:22:09.300741] [DEBUG] [REMOTE ] OMC: Fetching historical data. [2025-11-22T03:22:09.301734] [INFO ] [main ] Progress: 381/527 forecasts completed (72.3%). NMM finished in 0.7s. ETA: 25.2s. Rate: 347.00 forecasts/min [2025-11-22T03:22:09.312949] [DEBUG] [REMOTE ] OMC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.313896] [DEBUG] [LOCAL ] Loaded configuration for OMC: 6 features, N/A% accuracy [2025-11-22T03:22:09.313951] [INFO ] [LOCAL ] OMC: Loaded 6 optimal features with 53.21% confidence from JSON config [2025-11-22T03:22:09.314795] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:09.314859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:09.319758] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:09.320573] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:09.322938] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:09.336162] [INFO ] [LOCAL ] FIS: Saved forecast. [2025-11-22T03:22:09.336233] [INFO ] [main ] FIS: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=50.2973%) [2025-11-22T03:22:09.336400] [INFO ] [main ] Fetching symbol history for NMR... [2025-11-22T03:22:09.336447] [DEBUG] [REMOTE ] NMR: Fetching historical data. [2025-11-22T03:22:09.336983] [INFO ] [main ] Progress: 382/527 forecasts completed (72.5%). FIS finished in 0.7s. ETA: 25.0s. Rate: 347.72 forecasts/min [2025-11-22T03:22:09.348278] [DEBUG] [REMOTE ] NMR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.349195] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, N/A% accuracy [2025-11-22T03:22:09.349250] [INFO ] [LOCAL ] NMR: Loaded 2 optimal features with 48.29% confidence from JSON config [2025-11-22T03:22:09.350119] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:09.350181] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:09.351889] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:09.352418] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.383146] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:09.384172] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:09.388780] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.406309] [INFO ] [LOCAL ] SFBS: Saved forecast. [2025-11-22T03:22:09.406376] [INFO ] [main ] SFBS: Signal=1 (Conf=80.0%), Magnitude=2.93% (Conf=40.0065%) [2025-11-22T03:22:09.406752] [INFO ] [main ] Progress: 383/527 forecasts completed (72.7%). SFBS finished in 0.8s. ETA: 24.8s. Rate: 348.26 forecasts/min [2025-11-22T03:22:09.406888] [INFO ] [main ] Fetching symbol history for IVT... [2025-11-22T03:22:09.406932] [DEBUG] [REMOTE ] IVT: Fetching historical data. [2025-11-22T03:22:09.419468] [DEBUG] [REMOTE ] IVT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.420406] [DEBUG] [LOCAL ] Loaded configuration for IVT: 8 features, N/A% accuracy [2025-11-22T03:22:09.420461] [INFO ] [LOCAL ] IVT: Loaded 8 optimal features with 54.92% confidence from JSON config [2025-11-22T03:22:09.421290] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:09.421568] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:09.423426] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:09.424002] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:09.424476] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:09.424921] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:09.425725] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:09.557053] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:09.557995] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:09.558723] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.685773] [INFO ] [LOCAL ] BGH: Saved forecast. [2025-11-22T03:22:09.685841] [INFO ] [main ] BGH: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=51.1837%) [2025-11-22T03:22:09.686283] [INFO ] [main ] Fetching symbol history for RHP... [2025-11-22T03:22:09.686335] [DEBUG] [REMOTE ] RHP: Fetching historical data. [2025-11-22T03:22:09.686754] [INFO ] [main ] Progress: 384/527 forecasts completed (72.9%). BGH finished in 0.6s. ETA: 24.7s. Rate: 347.70 forecasts/min [2025-11-22T03:22:09.698422] [DEBUG] [REMOTE ] RHP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.699539] [DEBUG] [LOCAL ] Loaded configuration for RHP: 1 features, N/A% accuracy [2025-11-22T03:22:09.699592] [INFO ] [LOCAL ] RHP: Loaded 1 optimal features with 62.02% confidence from JSON config [2025-11-22T03:22:09.700422] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:09.700483] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:09.701966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:09.930722] [INFO ] [LOCAL ] NMR: Saved forecast. [2025-11-22T03:22:09.930791] [INFO ] [main ] NMR: Signal=1 (Conf=80.0%), Magnitude=0.93% (Conf=48.2856%) [2025-11-22T03:22:09.931031] [INFO ] [main ] Fetching symbol history for CLF... [2025-11-22T03:22:09.931081] [DEBUG] [REMOTE ] CLF: Fetching historical data. [2025-11-22T03:22:09.932728] [INFO ] [main ] Progress: 385/527 forecasts completed (73.1%). NMR finished in 0.6s. ETA: 24.5s. Rate: 347.31 forecasts/min [2025-11-22T03:22:09.942603] [DEBUG] [REMOTE ] CLF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:09.943631] [DEBUG] [LOCAL ] Loaded configuration for CLF: 6 features, N/A% accuracy [2025-11-22T03:22:09.943718] [INFO ] [LOCAL ] CLF: Loaded 6 optimal features with 58.99% confidence from JSON config [2025-11-22T03:22:09.944695] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:09.944781] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:09.950043] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:09.951941] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:09.952429] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:09.952856] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:09.998873] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:10.000676] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.038771] [INFO ] [LOCAL ] OMC: Saved forecast. [2025-11-22T03:22:10.038840] [INFO ] [main ] OMC: Signal=1 (Conf=80.0%), Magnitude=3.69% (Conf=53.2058%) [2025-11-22T03:22:10.039011] [INFO ] [main ] Fetching symbol history for ELV... [2025-11-22T03:22:10.039058] [DEBUG] [REMOTE ] ELV: Fetching historical data. [2025-11-22T03:22:10.040793] [INFO ] [main ] Progress: 386/527 forecasts completed (73.2%). OMC finished in 0.7s. ETA: 24.3s. Rate: 347.65 forecasts/min [2025-11-22T03:22:10.051460] [DEBUG] [REMOTE ] ELV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.052389] [DEBUG] [LOCAL ] Loaded configuration for ELV: 4 features, N/A% accuracy [2025-11-22T03:22:10.052445] [INFO ] [LOCAL ] ELV: Loaded 4 optimal features with 58.83% confidence from JSON config [2025-11-22T03:22:10.053278] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:10.053341] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:10.055096] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:10.055621] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:10.056108] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:10.157959] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.158730] [INFO ] [LOCAL ] IVT: Saved forecast. [2025-11-22T03:22:10.158809] [INFO ] [main ] IVT: Signal=1 (Conf=80.0%), Magnitude=1.10% (Conf=54.9186%) [2025-11-22T03:22:10.159223] [INFO ] [main ] Progress: 387/527 forecasts completed (73.4%). IVT finished in 0.8s. ETA: 24.1s. Rate: 347.93 forecasts/min [2025-11-22T03:22:10.159368] [INFO ] [main ] Fetching symbol history for JMIA... [2025-11-22T03:22:10.159414] [DEBUG] [REMOTE ] JMIA: Fetching historical data. [2025-11-22T03:22:10.171907] [DEBUG] [REMOTE ] JMIA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.172852] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 4 features, N/A% accuracy [2025-11-22T03:22:10.172906] [INFO ] [LOCAL ] JMIA: Loaded 4 optimal features with 53.07% confidence from JSON config [2025-11-22T03:22:10.173719] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:10.173780] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:10.179107] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:10.179932] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:10.269621] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:10.271561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.328152] [INFO ] [LOCAL ] RHP: Saved forecast. [2025-11-22T03:22:10.328221] [INFO ] [main ] RHP: Signal=1 (Conf=80.0%), Magnitude=4.50% (Conf=62.0223%) [2025-11-22T03:22:10.328681] [INFO ] [main ] Fetching symbol history for OGN... [2025-11-22T03:22:10.328736] [DEBUG] [REMOTE ] OGN: Fetching historical data. [2025-11-22T03:22:10.328726] [INFO ] [main ] Progress: 388/527 forecasts completed (73.6%). RHP finished in 0.6s. ETA: 24.0s. Rate: 347.95 forecasts/min [2025-11-22T03:22:10.340201] [DEBUG] [REMOTE ] OGN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.340677] [DEBUG] [LOCAL ] Loaded configuration for OGN: 7 features, N/A% accuracy [2025-11-22T03:22:10.340727] [INFO ] [LOCAL ] OGN: Loaded 7 optimal features with 52.43% confidence from JSON config [2025-11-22T03:22:10.341508] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:10.341572] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:10.342442] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:10.344213] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:10.345742] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:10.348466] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:10.364504] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:10.365605] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:10.367288] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.600875] [INFO ] [LOCAL ] CLF: Saved forecast. [2025-11-22T03:22:10.600953] [INFO ] [main ] CLF: Signal=1 (Conf=80.0%), Magnitude=1.02% (Conf=58.9928%) [2025-11-22T03:22:10.602715] [INFO ] [main ] Progress: 389/527 forecasts completed (73.8%). CLF finished in 0.7s. ETA: 23.8s. Rate: 347.42 forecasts/min [2025-11-22T03:22:10.601309] [INFO ] [main ] Fetching symbol history for GFI... [2025-11-22T03:22:10.604976] [DEBUG] [REMOTE ] GFI: Fetching historical data. [2025-11-22T03:22:10.616385] [DEBUG] [REMOTE ] GFI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.617406] [DEBUG] [LOCAL ] Loaded configuration for GFI: 1 features, N/A% accuracy [2025-11-22T03:22:10.617483] [INFO ] [LOCAL ] GFI: Loaded 1 optimal features with 44.61% confidence from JSON config [2025-11-22T03:22:10.618309] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:10.618369] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:10.619286] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.862248] [INFO ] [LOCAL ] JMIA: Saved forecast. [2025-11-22T03:22:10.862316] [INFO ] [main ] JMIA: Signal=1 (Conf=80.0%), Magnitude=-23.50% (Conf=53.0717%) [2025-11-22T03:22:10.862479] [INFO ] [main ] Fetching symbol history for MMD... [2025-11-22T03:22:10.862524] [DEBUG] [REMOTE ] MMD: Fetching historical data. [2025-11-22T03:22:10.862902] [INFO ] [main ] Progress: 390/527 forecasts completed (74.0%). JMIA finished in 0.7s. ETA: 23.7s. Rate: 346.97 forecasts/min [2025-11-22T03:22:10.865478] [INFO ] [LOCAL ] ELV: Saved forecast. [2025-11-22T03:22:10.865555] [INFO ] [main ] ELV: Signal=1 (Conf=80.0%), Magnitude=4.44% (Conf=58.8301%) [2025-11-22T03:22:10.865737] [INFO ] [main ] Fetching symbol history for FPI... [2025-11-22T03:22:10.865786] [DEBUG] [REMOTE ] FPI: Fetching historical data. [2025-11-22T03:22:10.867560] [INFO ] [main ] Progress: 391/527 forecasts completed (74.2%). ELV finished in 0.8s. ETA: 23.5s. Rate: 347.84 forecasts/min [2025-11-22T03:22:10.875973] [DEBUG] [REMOTE ] MMD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.876865] [DEBUG] [LOCAL ] Loaded configuration for MMD: 1 features, N/A% accuracy [2025-11-22T03:22:10.876920] [INFO ] [LOCAL ] MMD: Loaded 1 optimal features with 60.94% confidence from JSON config [2025-11-22T03:22:10.877760] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:10.877819] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:10.880095] [DEBUG] [REMOTE ] FPI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.880219] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.880851] [DEBUG] [LOCAL ] Loaded configuration for FPI: 3 features, N/A% accuracy [2025-11-22T03:22:10.880909] [INFO ] [LOCAL ] FPI: Loaded 3 optimal features with 56.29% confidence from JSON config [2025-11-22T03:22:10.881737] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:10.881800] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:10.886687] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:10.888009] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:10.889839] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:10.981476] [INFO ] [LOCAL ] OGN: Saved forecast. [2025-11-22T03:22:10.981555] [INFO ] [main ] OGN: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=52.4297%) [2025-11-22T03:22:10.981919] [INFO ] [main ] Fetching symbol history for CCIF... [2025-11-22T03:22:10.981974] [DEBUG] [REMOTE ] CCIF: Fetching historical data. [2025-11-22T03:22:10.982725] [INFO ] [main ] Progress: 392/527 forecasts completed (74.4%). OGN finished in 0.7s. ETA: 23.3s. Rate: 348.13 forecasts/min [2025-11-22T03:22:10.993197] [DEBUG] [REMOTE ] CCIF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:10.993677] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 2 features, N/A% accuracy [2025-11-22T03:22:10.993726] [INFO ] [LOCAL ] CCIF: Loaded 2 optimal features with 49.10% confidence from JSON config [2025-11-22T03:22:10.994501] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:10.994919] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:10.999793] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:11.002570] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:11.237406] [INFO ] [LOCAL ] GFI: Saved forecast. [2025-11-22T03:22:11.237497] [INFO ] [main ] GFI: Signal=1 (Conf=80.0%), Magnitude=-4.98% (Conf=44.6077%) [2025-11-22T03:22:11.237674] [INFO ] [main ] Fetching symbol history for RFI... [2025-11-22T03:22:11.237721] [DEBUG] [REMOTE ] RFI: Fetching historical data. [2025-11-22T03:22:11.238626] [INFO ] [main ] Progress: 393/527 forecasts completed (74.6%). GFI finished in 0.6s. ETA: 23.1s. Rate: 347.70 forecasts/min [2025-11-22T03:22:11.249804] [DEBUG] [REMOTE ] RFI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:11.250888] [DEBUG] [LOCAL ] Loaded configuration for RFI: 6 features, N/A% accuracy [2025-11-22T03:22:11.250945] [INFO ] [LOCAL ] RFI: Loaded 6 optimal features with 44.29% confidence from JSON config [2025-11-22T03:22:11.251758] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:11.251821] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:11.256669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:11.258492] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:11.258982] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:11.259414] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:11.259820] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:22:11.260496] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:11.439994] [INFO ] [LOCAL ] MMD: Saved forecast. [2025-11-22T03:22:11.440060] [INFO ] [main ] MMD: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=60.9428%) [2025-11-22T03:22:11.440397] [INFO ] [main ] Fetching symbol history for FMC... [2025-11-22T03:22:11.440447] [DEBUG] [REMOTE ] FMC: Fetching historical data. [2025-11-22T03:22:11.440721] [INFO ] [main ] Progress: 394/527 forecasts completed (74.8%). MMD finished in 0.6s. ETA: 23.0s. Rate: 347.55 forecasts/min [2025-11-22T03:22:11.452148] [DEBUG] [REMOTE ] FMC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:11.453296] [DEBUG] [LOCAL ] Loaded configuration for FMC: 1 features, N/A% accuracy [2025-11-22T03:22:11.453349] [INFO ] [LOCAL ] FMC: Loaded 1 optimal features with 39.48% confidence from JSON config [2025-11-22T03:22:11.454178] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:11.454239] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:11.457652] [INFO ] [LOCAL ] FPI: Saved forecast. [2025-11-22T03:22:11.457754] [INFO ] [main ] FPI: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=56.2921%) [2025-11-22T03:22:11.457915] [INFO ] [main ] Fetching symbol history for AXS... [2025-11-22T03:22:11.457960] [DEBUG] [REMOTE ] AXS: Fetching historical data. [2025-11-22T03:22:11.458950] [INFO ] [main ] Progress: 395/527 forecasts completed (75.0%). FPI finished in 0.6s. ETA: 22.7s. Rate: 348.34 forecasts/min [2025-11-22T03:22:11.460306] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:11.469847] [DEBUG] [REMOTE ] AXS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:11.470726] [DEBUG] [LOCAL ] Loaded configuration for AXS: 1 features, N/A% accuracy [2025-11-22T03:22:11.470786] [INFO ] [LOCAL ] AXS: Loaded 1 optimal features with 58.03% confidence from JSON config [2025-11-22T03:22:11.471802] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:11.471868] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:11.477081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:11.595301] [INFO ] [LOCAL ] CCIF: Saved forecast. [2025-11-22T03:22:11.595367] [INFO ] [main ] CCIF: Signal=1 (Conf=80.0%), Magnitude=-0.22% (Conf=49.0959%) [2025-11-22T03:22:11.595529] [INFO ] [main ] Fetching symbol history for VKQ... [2025-11-22T03:22:11.595576] [DEBUG] [REMOTE ] VKQ: Fetching historical data. [2025-11-22T03:22:11.596841] [INFO ] [main ] Progress: 396/527 forecasts completed (75.1%). CCIF finished in 0.6s. ETA: 22.6s. Rate: 348.52 forecasts/min [2025-11-22T03:22:11.607144] [DEBUG] [REMOTE ] VKQ: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:11.608287] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 4 features, N/A% accuracy [2025-11-22T03:22:11.608340] [INFO ] [LOCAL ] VKQ: Loaded 4 optimal features with 56.71% confidence from JSON config [2025-11-22T03:22:11.609185] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:11.609247] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:11.610112] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:11.612582] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:11.744361] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:11.804401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:11.829277] [INFO ] [LOCAL ] RFI: Saved forecast. [2025-11-22T03:22:11.829341] [INFO ] [main ] RFI: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=44.2902%) [2025-11-22T03:22:11.829696] [INFO ] [main ] Fetching symbol history for AMP... [2025-11-22T03:22:11.829748] [DEBUG] [REMOTE ] AMP: Fetching historical data. [2025-11-22T03:22:11.829718] [INFO ] [main ] Progress: 397/527 forecasts completed (75.3%). RFI finished in 0.6s. ETA: 22.4s. Rate: 348.21 forecasts/min [2025-11-22T03:22:11.842693] [DEBUG] [REMOTE ] AMP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:11.843670] [DEBUG] [LOCAL ] Loaded configuration for AMP: 4 features, N/A% accuracy [2025-11-22T03:22:11.843730] [INFO ] [LOCAL ] AMP: Loaded 4 optimal features with 49.34% confidence from JSON config [2025-11-22T03:22:11.844527] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:11.844589] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:11.846377] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:11.846963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:11.849598] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:11.850769] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.090403] [INFO ] [LOCAL ] FMC: Saved forecast. [2025-11-22T03:22:12.090486] [INFO ] [main ] FMC: Signal=1 (Conf=80.0%), Magnitude=17.24% (Conf=39.4849%) [2025-11-22T03:22:12.090858] [INFO ] [main ] Fetching symbol history for CRM... [2025-11-22T03:22:12.090911] [DEBUG] [REMOTE ] CRM: Fetching historical data. [2025-11-22T03:22:12.091807] [INFO ] [main ] Progress: 398/527 forecasts completed (75.5%). FMC finished in 0.6s. ETA: 22.3s. Rate: 347.75 forecasts/min [2025-11-22T03:22:12.101793] [INFO ] [LOCAL ] AXS: Saved forecast. [2025-11-22T03:22:12.101854] [INFO ] [main ] AXS: Signal=1 (Conf=80.0%), Magnitude=4.79% (Conf=58.033%) [2025-11-22T03:22:12.102012] [INFO ] [main ] Fetching symbol history for DTG... [2025-11-22T03:22:12.102061] [DEBUG] [REMOTE ] DTG: Fetching historical data. [2025-11-22T03:22:12.103567] [DEBUG] [REMOTE ] CRM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.103501] [INFO ] [main ] Progress: 399/527 forecasts completed (75.7%). AXS finished in 0.6s. ETA: 22.0s. Rate: 348.57 forecasts/min [2025-11-22T03:22:12.104579] [DEBUG] [LOCAL ] Loaded configuration for CRM: 5 features, N/A% accuracy [2025-11-22T03:22:12.104636] [INFO ] [LOCAL ] CRM: Loaded 5 optimal features with 46.99% confidence from JSON config [2025-11-22T03:22:12.105461] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:12.105522] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:12.107236] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:12.107797] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:12.110463] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:12.111598] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:12.112631] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.114266] [DEBUG] [REMOTE ] DTG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.115381] [DEBUG] [LOCAL ] Loaded configuration for DTG: 2 features, N/A% accuracy [2025-11-22T03:22:12.115434] [INFO ] [LOCAL ] DTG: Loaded 2 optimal features with 44.60% confidence from JSON config [2025-11-22T03:22:12.116255] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:12.116316] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:12.121232] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:12.123203] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.373388] [INFO ] [LOCAL ] VKQ: Saved forecast. [2025-11-22T03:22:12.373459] [INFO ] [main ] VKQ: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=56.7137%) [2025-11-22T03:22:12.373831] [INFO ] [main ] Fetching symbol history for AORT... [2025-11-22T03:22:12.373883] [DEBUG] [REMOTE ] AORT: Fetching historical data. [2025-11-22T03:22:12.374731] [INFO ] [main ] Progress: 400/527 forecasts completed (75.9%). VKQ finished in 0.8s. ETA: 21.9s. Rate: 348.06 forecasts/min [2025-11-22T03:22:12.385127] [DEBUG] [REMOTE ] AORT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.386171] [DEBUG] [LOCAL ] Loaded configuration for AORT: 4 features, N/A% accuracy [2025-11-22T03:22:12.386225] [INFO ] [LOCAL ] AORT: Loaded 4 optimal features with 56.23% confidence from JSON config [2025-11-22T03:22:12.387064] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:12.387128] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:12.388836] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:12.389352] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:12.390410] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:12.391549] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.561721] [INFO ] [LOCAL ] AMP: Saved forecast. [2025-11-22T03:22:12.561798] [INFO ] [main ] AMP: Signal=1 (Conf=80.0%), Magnitude=2.30% (Conf=49.343%) [2025-11-22T03:22:12.561957] [INFO ] [main ] Fetching symbol history for DOW... [2025-11-22T03:22:12.562001] [DEBUG] [REMOTE ] DOW: Fetching historical data. [2025-11-22T03:22:12.563870] [INFO ] [main ] Progress: 401/527 forecasts completed (76.1%). AMP finished in 0.7s. ETA: 21.7s. Rate: 347.98 forecasts/min [2025-11-22T03:22:12.574864] [DEBUG] [REMOTE ] DOW: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.575983] [DEBUG] [LOCAL ] Loaded configuration for DOW: 5 features, N/A% accuracy [2025-11-22T03:22:12.576057] [INFO ] [LOCAL ] DOW: Loaded 5 optimal features with 51.95% confidence from JSON config [2025-11-22T03:22:12.576999] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:12.577065] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:12.578947] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:12.579508] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:12.579957] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:12.581785] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:12.582546] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.694906] [INFO ] [LOCAL ] DTG: Saved forecast. [2025-11-22T03:22:12.694973] [INFO ] [main ] DTG: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=44.5993%) [2025-11-22T03:22:12.695133] [INFO ] [main ] Fetching symbol history for SSTK... [2025-11-22T03:22:12.695178] [DEBUG] [REMOTE ] SSTK: Fetching historical data. [2025-11-22T03:22:12.696035] [INFO ] [main ] Progress: 402/527 forecasts completed (76.3%). DTG finished in 0.6s. ETA: 21.5s. Rate: 348.18 forecasts/min [2025-11-22T03:22:12.708679] [DEBUG] [REMOTE ] SSTK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.709734] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 4 features, N/A% accuracy [2025-11-22T03:22:12.709789] [INFO ] [LOCAL ] SSTK: Loaded 4 optimal features with 54.66% confidence from JSON config [2025-11-22T03:22:12.710838] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:12.710901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:12.712619] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:12.713175] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:12.713842] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:12.718120] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:12.772897] [INFO ] [LOCAL ] CRM: Saved forecast. [2025-11-22T03:22:12.772963] [INFO ] [main ] CRM: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=46.9857%) [2025-11-22T03:22:12.773296] [INFO ] [main ] Fetching symbol history for BA... [2025-11-22T03:22:12.773347] [DEBUG] [REMOTE ] BA: Fetching historical data. [2025-11-22T03:22:12.773722] [INFO ] [main ] Progress: 403/527 forecasts completed (76.5%). CRM finished in 0.7s. ETA: 21.3s. Rate: 348.66 forecasts/min [2025-11-22T03:22:12.786278] [DEBUG] [REMOTE ] BA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:12.787497] [DEBUG] [LOCAL ] Loaded configuration for BA: 1 features, N/A% accuracy [2025-11-22T03:22:12.787552] [INFO ] [LOCAL ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config [2025-11-22T03:22:12.788426] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:12.788488] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:12.789517] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.013564] [INFO ] [LOCAL ] AORT: Saved forecast. [2025-11-22T03:22:13.013658] [INFO ] [main ] AORT: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=56.231%) [2025-11-22T03:22:13.014081] [INFO ] [main ] Fetching symbol history for KNSL... [2025-11-22T03:22:13.014134] [DEBUG] [REMOTE ] KNSL: Fetching historical data. [2025-11-22T03:22:13.014720] [INFO ] [main ] Progress: 404/527 forecasts completed (76.7%). AORT finished in 0.6s. ETA: 21.2s. Rate: 348.31 forecasts/min [2025-11-22T03:22:13.025446] [DEBUG] [REMOTE ] KNSL: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.026086] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, N/A% accuracy [2025-11-22T03:22:13.026136] [INFO ] [LOCAL ] KNSL: Loaded 3 optimal features with 51.82% confidence from JSON config [2025-11-22T03:22:13.026962] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:13.027024] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:13.031843] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:13.075874] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:13.076703] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.211691] [INFO ] [LOCAL ] DOW: Saved forecast. [2025-11-22T03:22:13.211783] [INFO ] [main ] DOW: Signal=1 (Conf=80.0%), Magnitude=-1.09% (Conf=51.9547%) [2025-11-22T03:22:13.211977] [INFO ] [main ] Fetching symbol history for RITM... [2025-11-22T03:22:13.212028] [DEBUG] [REMOTE ] RITM: Fetching historical data. [2025-11-22T03:22:13.213740] [INFO ] [main ] Progress: 405/527 forecasts completed (76.9%). DOW finished in 0.6s. ETA: 21.0s. Rate: 348.18 forecasts/min [2025-11-22T03:22:13.225403] [DEBUG] [REMOTE ] RITM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.226399] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, N/A% accuracy [2025-11-22T03:22:13.226455] [INFO ] [LOCAL ] RITM: Loaded 2 optimal features with 44.71% confidence from JSON config [2025-11-22T03:22:13.227336] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:13.227400] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:13.288445] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:13.291699] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.326777] [INFO ] [LOCAL ] SSTK: Saved forecast. [2025-11-22T03:22:13.326846] [INFO ] [main ] SSTK: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=54.6645%) [2025-11-22T03:22:13.327006] [INFO ] [main ] Fetching symbol history for STLA... [2025-11-22T03:22:13.327051] [DEBUG] [REMOTE ] STLA: Fetching historical data. [2025-11-22T03:22:13.328360] [INFO ] [main ] Progress: 406/527 forecasts completed (77.0%). SSTK finished in 0.6s. ETA: 20.8s. Rate: 348.47 forecasts/min [2025-11-22T03:22:13.339029] [DEBUG] [REMOTE ] STLA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.339932] [DEBUG] [LOCAL ] Loaded configuration for STLA: 5 features, N/A% accuracy [2025-11-22T03:22:13.339987] [INFO ] [LOCAL ] STLA: Loaded 5 optimal features with 50.34% confidence from JSON config [2025-11-22T03:22:13.340798] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:13.340859] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:13.345750] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:13.347664] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:13.348198] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:13.349347] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:13.369719] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.441744] [INFO ] [LOCAL ] BA: Saved forecast. [2025-11-22T03:22:13.441812] [INFO ] [main ] BA: Signal=1 (Conf=80.0%), Magnitude=2.89% (Conf=47.4883%) [2025-11-22T03:22:13.442163] [INFO ] [main ] Fetching symbol history for SCHW... [2025-11-22T03:22:13.442214] [DEBUG] [REMOTE ] SCHW: Fetching historical data. [2025-11-22T03:22:13.442718] [INFO ] [main ] Progress: 407/527 forecasts completed (77.2%). BA finished in 0.7s. ETA: 20.6s. Rate: 348.75 forecasts/min [2025-11-22T03:22:13.455819] [DEBUG] [REMOTE ] SCHW: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.456630] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 6 features, N/A% accuracy [2025-11-22T03:22:13.456704] [INFO ] [LOCAL ] SCHW: Loaded 6 optimal features with 62.07% confidence from JSON config [2025-11-22T03:22:13.457522] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:13.457586] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:13.459357] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:13.459887] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:13.460363] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:13.460790] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:22:13.461523] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:13.462705] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.769259] [INFO ] [LOCAL ] KNSL: Saved forecast. [2025-11-22T03:22:13.769329] [INFO ] [main ] KNSL: Signal=1 (Conf=80.0%), Magnitude=-2.05% (Conf=51.8231%) [2025-11-22T03:22:13.769803] [INFO ] [main ] Fetching symbol history for ITW... [2025-11-22T03:22:13.769860] [DEBUG] [REMOTE ] ITW: Fetching historical data. [2025-11-22T03:22:13.770716] [INFO ] [main ] Progress: 408/527 forecasts completed (77.4%). KNSL finished in 0.8s. ETA: 20.5s. Rate: 347.98 forecasts/min [2025-11-22T03:22:13.781501] [DEBUG] [REMOTE ] ITW: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.782365] [DEBUG] [LOCAL ] Loaded configuration for ITW: 2 features, N/A% accuracy [2025-11-22T03:22:13.782418] [INFO ] [LOCAL ] ITW: Loaded 2 optimal features with 54.35% confidence from JSON config [2025-11-22T03:22:13.783243] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:13.783304] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:13.788199] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:13.893878] [INFO ] [LOCAL ] RITM: Saved forecast. [2025-11-22T03:22:13.893960] [INFO ] [main ] RITM: Signal=1 (Conf=80.0%), Magnitude=4.02% (Conf=44.7061%) [2025-11-22T03:22:13.894133] [INFO ] [main ] Fetching symbol history for U... [2025-11-22T03:22:13.894527] [DEBUG] [REMOTE ] U: Fetching historical data. [2025-11-22T03:22:13.895721] [INFO ] [main ] Progress: 409/527 forecasts completed (77.6%). RITM finished in 0.7s. ETA: 20.3s. Rate: 348.21 forecasts/min [2025-11-22T03:22:13.908798] [DEBUG] [REMOTE ] U: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:13.909723] [DEBUG] [LOCAL ] Loaded configuration for U: 0 features, N/A% accuracy [2025-11-22T03:22:13.909782] [INFO ] [LOCAL ] U: Loaded 0 optimal features with 40.08% confidence from JSON config [2025-11-22T03:22:13.910619] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:22:13.918353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:13.992152] [INFO ] [LOCAL ] STLA: Saved forecast. [2025-11-22T03:22:13.992220] [INFO ] [main ] STLA: Signal=1 (Conf=80.0%), Magnitude=5.02% (Conf=50.3377%) [2025-11-22T03:22:13.992560] [INFO ] [main ] Progress: 410/527 forecasts completed (77.8%). STLA finished in 0.7s. ETA: 20.1s. Rate: 348.59 forecasts/min [2025-11-22T03:22:13.992705] [INFO ] [main ] Fetching symbol history for SNX... [2025-11-22T03:22:13.992760] [DEBUG] [REMOTE ] SNX: Fetching historical data. [2025-11-22T03:22:14.005878] [DEBUG] [REMOTE ] SNX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.006795] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, N/A% accuracy [2025-11-22T03:22:14.006852] [INFO ] [LOCAL ] SNX: Loaded 3 optimal features with 50.74% confidence from JSON config [2025-11-22T03:22:14.007728] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:14.007791] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:14.013131] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:14.071474] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:22:14.072291] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:14.099802] [INFO ] [LOCAL ] SCHW: Saved forecast. [2025-11-22T03:22:14.099875] [INFO ] [main ] SCHW: Signal=1 (Conf=80.0%), Magnitude=-1.18% (Conf=62.0723%) [2025-11-22T03:22:14.100247] [INFO ] [main ] Fetching symbol history for AIG... [2025-11-22T03:22:14.100301] [DEBUG] [REMOTE ] AIG: Fetching historical data. [2025-11-22T03:22:14.100726] [INFO ] [main ] Progress: 411/527 forecasts completed (78.0%). SCHW finished in 0.7s. ETA: 19.9s. Rate: 348.90 forecasts/min [2025-11-22T03:22:14.113376] [DEBUG] [REMOTE ] AIG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.114467] [DEBUG] [LOCAL ] Loaded configuration for AIG: 10 features, N/A% accuracy [2025-11-22T03:22:14.114522] [INFO ] [LOCAL ] AIG: Loaded 10 optimal features with 58.64% confidence from JSON config [2025-11-22T03:22:14.115416] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:14.115733] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:14.118303] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:14.119348] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:14.209037] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:14.213618] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:14.214795] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:14.216880] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:14.218877] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:14.219358] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:14.220442] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:14.222781] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:14.520746] [INFO ] [LOCAL ] U: Saved forecast. [2025-11-22T03:22:14.520821] [INFO ] [main ] U: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=40.0781%) [2025-11-22T03:22:14.521205] [INFO ] [main ] Fetching symbol history for DINO... [2025-11-22T03:22:14.521270] [DEBUG] [REMOTE ] DINO: Fetching historical data. [2025-11-22T03:22:14.521723] [INFO ] [main ] Progress: 412/527 forecasts completed (78.2%). U finished in 0.6s. ETA: 19.8s. Rate: 347.68 forecasts/min [2025-11-22T03:22:14.532987] [DEBUG] [REMOTE ] DINO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.534135] [DEBUG] [LOCAL ] Loaded configuration for DINO: 7 features, N/A% accuracy [2025-11-22T03:22:14.534190] [INFO ] [LOCAL ] DINO: Loaded 7 optimal features with 58.97% confidence from JSON config [2025-11-22T03:22:14.535015] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:14.535078] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:14.539954] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:14.541757] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:14.542249] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:14.542731] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:14.543126] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:14.544754] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:14.547443] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:14.604811] [INFO ] [LOCAL ] ITW: Saved forecast. [2025-11-22T03:22:14.604884] [INFO ] [main ] ITW: Signal=1 (Conf=80.0%), Magnitude=2.40% (Conf=54.351%) [2025-11-22T03:22:14.605051] [INFO ] [main ] Fetching symbol history for UVE... [2025-11-22T03:22:14.605096] [DEBUG] [REMOTE ] UVE: Fetching historical data. [2025-11-22T03:22:14.606718] [INFO ] [main ] Progress: 413/527 forecasts completed (78.4%). ITW finished in 0.8s. ETA: 19.6s. Rate: 348.11 forecasts/min [2025-11-22T03:22:14.618077] [DEBUG] [REMOTE ] UVE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.619146] [DEBUG] [LOCAL ] Loaded configuration for UVE: 5 features, N/A% accuracy [2025-11-22T03:22:14.619205] [INFO ] [LOCAL ] UVE: Loaded 5 optimal features with 60.41% confidence from JSON config [2025-11-22T03:22:14.620058] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:14.620123] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:14.625061] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:14.626254] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:14.673190] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:14.674779] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:14.678013] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:14.725168] [INFO ] [LOCAL ] SNX: Saved forecast. [2025-11-22T03:22:14.725239] [INFO ] [main ] SNX: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=50.7378%) [2025-11-22T03:22:14.725405] [INFO ] [main ] Fetching symbol history for MPA... [2025-11-22T03:22:14.725452] [DEBUG] [REMOTE ] MPA: Fetching historical data. [2025-11-22T03:22:14.726130] [INFO ] [main ] Progress: 414/527 forecasts completed (78.6%). SNX finished in 0.7s. ETA: 19.5s. Rate: 348.37 forecasts/min [2025-11-22T03:22:14.738139] [DEBUG] [REMOTE ] MPA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.738911] [DEBUG] [LOCAL ] Loaded configuration for MPA: 0 features, N/A% accuracy [2025-11-22T03:22:14.738965] [INFO ] [LOCAL ] MPA: Loaded 0 optimal features with 51.43% confidence from JSON config [2025-11-22T03:22:14.739798] [DEBUG] [FEATURES ] DataBuilder: Empty feature list provided, returning after step 3 (no features). [2025-11-22T03:22:14.857143] [INFO ] [LOCAL ] AIG: Saved forecast. [2025-11-22T03:22:14.857212] [INFO ] [main ] AIG: Signal=1 (Conf=80.0%), Magnitude=0.86% (Conf=58.6358%) [2025-11-22T03:22:14.857757] [INFO ] [main ] Fetching symbol history for IHD... [2025-11-22T03:22:14.857817] [DEBUG] [REMOTE ] IHD: Fetching historical data. [2025-11-22T03:22:14.858721] [INFO ] [main ] Progress: 415/527 forecasts completed (78.7%). AIG finished in 0.8s. ETA: 19.3s. Rate: 348.56 forecasts/min [2025-11-22T03:22:14.869807] [DEBUG] [REMOTE ] IHD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:14.871025] [DEBUG] [LOCAL ] Loaded configuration for IHD: 3 features, N/A% accuracy [2025-11-22T03:22:14.871081] [INFO ] [LOCAL ] IHD: Loaded 3 optimal features with 25.63% confidence from JSON config [2025-11-22T03:22:14.871941] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:14.872005] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:14.888796] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:14.890100] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:14.891590] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.163199] [INFO ] [LOCAL ] DINO: Saved forecast. [2025-11-22T03:22:15.163270] [INFO ] [main ] DINO: Signal=1 (Conf=80.0%), Magnitude=0.98% (Conf=58.9684%) [2025-11-22T03:22:15.163441] [INFO ] [main ] Fetching symbol history for SPH... [2025-11-22T03:22:15.163487] [DEBUG] [REMOTE ] SPH: Fetching historical data. [2025-11-22T03:22:15.164725] [INFO ] [main ] Progress: 416/527 forecasts completed (78.9%). DINO finished in 0.6s. ETA: 19.1s. Rate: 347.91 forecasts/min [2025-11-22T03:22:15.175940] [DEBUG] [REMOTE ] SPH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.176990] [DEBUG] [LOCAL ] Loaded configuration for SPH: 5 features, N/A% accuracy [2025-11-22T03:22:15.177046] [INFO ] [LOCAL ] SPH: Loaded 5 optimal features with 54.23% confidence from JSON config [2025-11-22T03:22:15.177920] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:15.177987] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:15.183138] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.185044] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:15.185529] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:15.240659] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:15.243938] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.298939] [INFO ] [LOCAL ] UVE: Saved forecast. [2025-11-22T03:22:15.299012] [INFO ] [main ] UVE: Signal=1 (Conf=80.0%), Magnitude=0.37% (Conf=60.4054%) [2025-11-22T03:22:15.299375] [INFO ] [main ] Fetching symbol history for ALK... [2025-11-22T03:22:15.299427] [DEBUG] [REMOTE ] ALK: Fetching historical data. [2025-11-22T03:22:15.299409] [INFO ] [main ] Progress: 417/527 forecasts completed (79.1%). UVE finished in 0.7s. ETA: 19.0s. Rate: 348.09 forecasts/min [2025-11-22T03:22:15.311478] [DEBUG] [REMOTE ] ALK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.312483] [DEBUG] [LOCAL ] Loaded configuration for ALK: 4 features, N/A% accuracy [2025-11-22T03:22:15.312544] [INFO ] [LOCAL ] ALK: Loaded 4 optimal features with 52.02% confidence from JSON config [2025-11-22T03:22:15.313370] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:15.313432] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.313670] [INFO ] [LOCAL ] MPA: Saved forecast. [2025-11-22T03:22:15.313757] [INFO ] [main ] MPA: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=51.4319%) [2025-11-22T03:22:15.313931] [INFO ] [main ] Fetching symbol history for MMU... [2025-11-22T03:22:15.313978] [DEBUG] [REMOTE ] MMU: Fetching historical data. [2025-11-22T03:22:15.315413] [INFO ] [main ] Progress: 418/527 forecasts completed (79.3%). MPA finished in 0.6s. ETA: 18.7s. Rate: 348.85 forecasts/min [2025-11-22T03:22:15.315904] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:15.316425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:15.316911] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:15.318083] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.326890] [DEBUG] [REMOTE ] MMU: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.327948] [DEBUG] [LOCAL ] Loaded configuration for MMU: 5 features, N/A% accuracy [2025-11-22T03:22:15.328009] [INFO ] [LOCAL ] MMU: Loaded 5 optimal features with 43.74% confidence from JSON config [2025-11-22T03:22:15.328904] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:15.328984] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.330784] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:15.331318] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:15.331783] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:15.332710] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:15.470503] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.540948] [INFO ] [LOCAL ] IHD: Saved forecast. [2025-11-22T03:22:15.541017] [INFO ] [main ] IHD: Signal=1 (Conf=80.0%), Magnitude=-1.33% (Conf=25.6287%) [2025-11-22T03:22:15.541358] [INFO ] [main ] Fetching symbol history for GDDY... [2025-11-22T03:22:15.541410] [DEBUG] [REMOTE ] GDDY: Fetching historical data. [2025-11-22T03:22:15.541725] [INFO ] [main ] Progress: 419/527 forecasts completed (79.5%). IHD finished in 0.7s. ETA: 18.6s. Rate: 348.59 forecasts/min [2025-11-22T03:22:15.554761] [DEBUG] [REMOTE ] GDDY: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.555919] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 5 features, N/A% accuracy [2025-11-22T03:22:15.555978] [INFO ] [LOCAL ] GDDY: Loaded 5 optimal features with 58.09% confidence from JSON config [2025-11-22T03:22:15.556850] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:15.556914] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.558704] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:15.559233] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:15.646816] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:15.647869] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:15.650844] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.840450] [INFO ] [LOCAL ] SPH: Saved forecast. [2025-11-22T03:22:15.840517] [INFO ] [main ] SPH: Signal=1 (Conf=80.0%), Magnitude=1.91% (Conf=54.2349%) [2025-11-22T03:22:15.841010] [INFO ] [main ] Fetching symbol history for NEE... [2025-11-22T03:22:15.841066] [DEBUG] [REMOTE ] NEE: Fetching historical data. [2025-11-22T03:22:15.841728] [INFO ] [main ] Progress: 420/527 forecasts completed (79.7%). SPH finished in 0.7s. ETA: 18.4s. Rate: 347.97 forecasts/min [2025-11-22T03:22:15.853067] [DEBUG] [REMOTE ] NEE: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.854264] [DEBUG] [LOCAL ] Loaded configuration for NEE: 6 features, N/A% accuracy [2025-11-22T03:22:15.854319] [INFO ] [LOCAL ] NEE: Loaded 6 optimal features with 52.20% confidence from JSON config [2025-11-22T03:22:15.855129] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:15.855192] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:15.860036] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.861816] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:15.862291] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:15.863242] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:22:15.863933] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:15.864934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:15.956536] [INFO ] [LOCAL ] ALK: Saved forecast. [2025-11-22T03:22:15.956611] [INFO ] [main ] ALK: Signal=1 (Conf=80.0%), Magnitude=3.52% (Conf=52.0213%) [2025-11-22T03:22:15.956992] [INFO ] [main ] Fetching symbol history for MUSA... [2025-11-22T03:22:15.957044] [DEBUG] [REMOTE ] MUSA: Fetching historical data. [2025-11-22T03:22:15.957727] [INFO ] [main ] Progress: 421/527 forecasts completed (79.9%). ALK finished in 0.7s. ETA: 18.3s. Rate: 348.24 forecasts/min [2025-11-22T03:22:15.969373] [DEBUG] [REMOTE ] MUSA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:15.970595] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 5 features, N/A% accuracy [2025-11-22T03:22:15.970674] [INFO ] [LOCAL ] MUSA: Loaded 5 optimal features with 53.53% confidence from JSON config [2025-11-22T03:22:15.971469] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:15.971531] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:15.976342] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:15.978173] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:15.978674] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:15.979081] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:22:15.979694] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.034496] [INFO ] [LOCAL ] MMU: Saved forecast. [2025-11-22T03:22:16.034568] [INFO ] [main ] MMU: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=43.7364%) [2025-11-22T03:22:16.034747] [INFO ] [main ] Fetching symbol history for DELL... [2025-11-22T03:22:16.034793] [DEBUG] [REMOTE ] DELL: Fetching historical data. [2025-11-22T03:22:16.035948] [INFO ] [main ] Progress: 422/527 forecasts completed (80.1%). MMU finished in 0.7s. ETA: 18.1s. Rate: 348.69 forecasts/min [2025-11-22T03:22:16.047037] [DEBUG] [REMOTE ] DELL: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.048117] [DEBUG] [LOCAL ] Loaded configuration for DELL: 3 features, N/A% accuracy [2025-11-22T03:22:16.048171] [INFO ] [LOCAL ] DELL: Loaded 3 optimal features with 63.60% confidence from JSON config [2025-11-22T03:22:16.049013] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:16.049086] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:16.054532] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:16.055542] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:16.194213] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.330677] [INFO ] [LOCAL ] GDDY: Saved forecast. [2025-11-22T03:22:16.330748] [INFO ] [main ] GDDY: Signal=1 (Conf=80.0%), Magnitude=2.44% (Conf=58.0854%) [2025-11-22T03:22:16.330907] [INFO ] [main ] Fetching symbol history for IAG... [2025-11-22T03:22:16.330951] [DEBUG] [REMOTE ] IAG: Fetching historical data. [2025-11-22T03:22:16.332094] [INFO ] [main ] Progress: 423/527 forecasts completed (80.3%). GDDY finished in 0.8s. ETA: 17.9s. Rate: 348.10 forecasts/min [2025-11-22T03:22:16.343064] [DEBUG] [REMOTE ] IAG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.344142] [DEBUG] [LOCAL ] Loaded configuration for IAG: 5 features, N/A% accuracy [2025-11-22T03:22:16.344197] [INFO ] [LOCAL ] IAG: Loaded 5 optimal features with 46.94% confidence from JSON config [2025-11-22T03:22:16.345041] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:16.345104] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:16.350052] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:16.350891] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:16.352386] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:16.353889] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:16.355075] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.486706] [INFO ] [LOCAL ] NEE: Saved forecast. [2025-11-22T03:22:16.486783] [INFO ] [main ] NEE: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=52.197%) [2025-11-22T03:22:16.487122] [INFO ] [main ] Fetching symbol history for MEG... [2025-11-22T03:22:16.487173] [DEBUG] [REMOTE ] MEG: Fetching historical data. [2025-11-22T03:22:16.487728] [INFO ] [main ] Progress: 424/527 forecasts completed (80.5%). NEE finished in 0.6s. ETA: 17.7s. Rate: 348.18 forecasts/min [2025-11-22T03:22:16.498583] [DEBUG] [REMOTE ] MEG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.499727] [DEBUG] [LOCAL ] Loaded configuration for MEG: 7 features, N/A% accuracy [2025-11-22T03:22:16.499785] [INFO ] [LOCAL ] MEG: Loaded 7 optimal features with 52.25% confidence from JSON config [2025-11-22T03:22:16.500582] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:16.500664] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:16.505486] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:16.507282] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:16.507810] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:16.508205] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:16.508953] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:16.510491] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:22:16.515190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.669736] [INFO ] [LOCAL ] MUSA: Saved forecast. [2025-11-22T03:22:16.669804] [INFO ] [main ] MUSA: Signal=1 (Conf=80.0%), Magnitude=4.40% (Conf=53.5256%) [2025-11-22T03:22:16.670237] [INFO ] [main ] Fetching symbol history for AI... [2025-11-22T03:22:16.670291] [DEBUG] [REMOTE ] AI: Fetching historical data. [2025-11-22T03:22:16.670730] [INFO ] [main ] Progress: 425/527 forecasts completed (80.6%). MUSA finished in 0.7s. ETA: 17.6s. Rate: 348.13 forecasts/min [2025-11-22T03:22:16.682820] [DEBUG] [REMOTE ] AI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.683364] [DEBUG] [LOCAL ] Loaded configuration for AI: 2 features, N/A% accuracy [2025-11-22T03:22:16.683413] [INFO ] [LOCAL ] AI: Loaded 2 optimal features with 46.26% confidence from JSON config [2025-11-22T03:22:16.684266] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:16.684328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:16.689232] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:16.690153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.883595] [INFO ] [LOCAL ] DELL: Saved forecast. [2025-11-22T03:22:16.883682] [INFO ] [main ] DELL: Signal=1 (Conf=80.0%), Magnitude=9.54% (Conf=63.5955%) [2025-11-22T03:22:16.883844] [INFO ] [main ] Fetching symbol history for OUT... [2025-11-22T03:22:16.883889] [DEBUG] [REMOTE ] OUT: Fetching historical data. [2025-11-22T03:22:16.884984] [INFO ] [main ] Progress: 426/527 forecasts completed (80.8%). DELL finished in 0.8s. ETA: 17.4s. Rate: 347.93 forecasts/min [2025-11-22T03:22:16.896270] [DEBUG] [REMOTE ] OUT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.897329] [DEBUG] [LOCAL ] Loaded configuration for OUT: 10 features, N/A% accuracy [2025-11-22T03:22:16.897382] [INFO ] [LOCAL ] OUT: Loaded 10 optimal features with 45.58% confidence from JSON config [2025-11-22T03:22:16.898287] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:16.898379] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:16.903199] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_1100 [2025-11-22T03:22:16.903968] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:22:16.904682] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:16.906397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:16.906890] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:16.907951] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:16.909547] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:16.910573] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:16.911247] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:22:16.911958] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:16.943516] [INFO ] [LOCAL ] IAG: Saved forecast. [2025-11-22T03:22:16.943588] [INFO ] [main ] IAG: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=46.944%) [2025-11-22T03:22:16.943788] [INFO ] [main ] Fetching symbol history for GSK... [2025-11-22T03:22:16.943846] [DEBUG] [REMOTE ] GSK: Fetching historical data. [2025-11-22T03:22:16.945842] [INFO ] [main ] Progress: 427/527 forecasts completed (81.0%). IAG finished in 0.6s. ETA: 17.2s. Rate: 348.46 forecasts/min [2025-11-22T03:22:16.956497] [DEBUG] [REMOTE ] GSK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:16.957362] [DEBUG] [LOCAL ] Loaded configuration for GSK: 4 features, N/A% accuracy [2025-11-22T03:22:16.957412] [INFO ] [LOCAL ] GSK: Loaded 4 optimal features with 61.58% confidence from JSON config [2025-11-22T03:22:16.958423] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:16.958492] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:16.960344] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:16.960989] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:16.961536] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:17.014100] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.129150] [INFO ] [LOCAL ] MEG: Saved forecast. [2025-11-22T03:22:17.129217] [INFO ] [main ] MEG: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=52.2547%) [2025-11-22T03:22:17.129558] [INFO ] [main ] Fetching symbol history for VICI... [2025-11-22T03:22:17.129608] [DEBUG] [REMOTE ] VICI: Fetching historical data. [2025-11-22T03:22:17.129719] [INFO ] [main ] Progress: 428/527 forecasts completed (81.2%). MEG finished in 0.6s. ETA: 17.0s. Rate: 348.40 forecasts/min [2025-11-22T03:22:17.140886] [DEBUG] [REMOTE ] VICI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.142100] [DEBUG] [LOCAL ] Loaded configuration for VICI: 6 features, N/A% accuracy [2025-11-22T03:22:17.142155] [INFO ] [LOCAL ] VICI: Loaded 6 optimal features with 47.95% confidence from JSON config [2025-11-22T03:22:17.142984] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:17.143047] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:17.147985] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:17.149798] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:17.150276] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:17.207268] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:17.208451] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:22:17.210296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.316263] [INFO ] [LOCAL ] AI: Saved forecast. [2025-11-22T03:22:17.316340] [INFO ] [main ] AI: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=46.2614%) [2025-11-22T03:22:17.316805] [INFO ] [main ] Fetching symbol history for PBH... [2025-11-22T03:22:17.316860] [DEBUG] [REMOTE ] PBH: Fetching historical data. [2025-11-22T03:22:17.317720] [INFO ] [main ] Progress: 429/527 forecasts completed (81.4%). AI finished in 0.6s. ETA: 16.9s. Rate: 348.33 forecasts/min [2025-11-22T03:22:17.329816] [DEBUG] [REMOTE ] PBH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.330764] [DEBUG] [LOCAL ] Loaded configuration for PBH: 7 features, N/A% accuracy [2025-11-22T03:22:17.330823] [INFO ] [LOCAL ] PBH: Loaded 7 optimal features with 58.56% confidence from JSON config [2025-11-22T03:22:17.331679] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:17.331744] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:17.333450] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:17.334010] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:17.334408] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:17.335300] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:17.337777] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:17.339516] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_dispersion [2025-11-22T03:22:17.341024] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.503709] [INFO ] [LOCAL ] OUT: Saved forecast. [2025-11-22T03:22:17.503777] [INFO ] [main ] OUT: Signal=1 (Conf=80.0%), Magnitude=1.73% (Conf=45.5806%) [2025-11-22T03:22:17.503935] [INFO ] [main ] Fetching symbol history for PRI... [2025-11-22T03:22:17.503980] [DEBUG] [REMOTE ] PRI: Fetching historical data. [2025-11-22T03:22:17.505577] [INFO ] [main ] Progress: 430/527 forecasts completed (81.6%). OUT finished in 0.6s. ETA: 16.7s. Rate: 348.26 forecasts/min [2025-11-22T03:22:17.518179] [DEBUG] [REMOTE ] PRI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.519246] [DEBUG] [LOCAL ] Loaded configuration for PRI: 5 features, N/A% accuracy [2025-11-22T03:22:17.519302] [INFO ] [LOCAL ] PRI: Loaded 5 optimal features with 64.26% confidence from JSON config [2025-11-22T03:22:17.520158] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:17.520227] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:17.522723] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:17.524048] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:17.528460] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:22:17.529283] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:17.531011] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.635537] [INFO ] [LOCAL ] GSK: Saved forecast. [2025-11-22T03:22:17.635606] [INFO ] [main ] GSK: Signal=1 (Conf=80.0%), Magnitude=0.75% (Conf=61.5832%) [2025-11-22T03:22:17.635786] [INFO ] [main ] Fetching symbol history for AWP... [2025-11-22T03:22:17.635832] [DEBUG] [REMOTE ] AWP: Fetching historical data. [2025-11-22T03:22:17.636945] [INFO ] [main ] Progress: 431/527 forecasts completed (81.8%). GSK finished in 0.7s. ETA: 16.5s. Rate: 348.45 forecasts/min [2025-11-22T03:22:17.649067] [DEBUG] [REMOTE ] AWP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.650106] [DEBUG] [LOCAL ] Loaded configuration for AWP: 2 features, N/A% accuracy [2025-11-22T03:22:17.650164] [INFO ] [LOCAL ] AWP: Loaded 2 optimal features with 39.34% confidence from JSON config [2025-11-22T03:22:17.651005] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:17.651070] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:17.651820] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:17.653451] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.803313] [INFO ] [LOCAL ] VICI: Saved forecast. [2025-11-22T03:22:17.803379] [INFO ] [main ] VICI: Signal=1 (Conf=80.0%), Magnitude=1.15% (Conf=47.9537%) [2025-11-22T03:22:17.803539] [INFO ] [main ] Fetching symbol history for GAM... [2025-11-22T03:22:17.803584] [DEBUG] [REMOTE ] GAM: Fetching historical data. [2025-11-22T03:22:17.804731] [INFO ] [main ] Progress: 432/527 forecasts completed (82.0%). VICI finished in 0.7s. ETA: 16.4s. Rate: 348.47 forecasts/min [2025-11-22T03:22:17.815103] [DEBUG] [REMOTE ] GAM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.816571] [DEBUG] [LOCAL ] Loaded configuration for GAM: 5 features, N/A% accuracy [2025-11-22T03:22:17.816624] [INFO ] [LOCAL ] GAM: Loaded 5 optimal features with 55.66% confidence from JSON config [2025-11-22T03:22:17.817468] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:17.817532] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:17.822441] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:17.823413] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:17.825922] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:17.827172] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:17.828967] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:17.978596] [INFO ] [LOCAL ] PBH: Saved forecast. [2025-11-22T03:22:17.978690] [INFO ] [main ] PBH: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=58.5627%) [2025-11-22T03:22:17.979047] [INFO ] [main ] Fetching symbol history for ATHM... [2025-11-22T03:22:17.979109] [DEBUG] [REMOTE ] ATHM: Fetching historical data. [2025-11-22T03:22:17.979718] [INFO ] [main ] Progress: 433/527 forecasts completed (82.2%). PBH finished in 0.7s. ETA: 16.2s. Rate: 348.45 forecasts/min [2025-11-22T03:22:17.992071] [DEBUG] [REMOTE ] ATHM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:17.993547] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 4 features, N/A% accuracy [2025-11-22T03:22:17.993633] [INFO ] [LOCAL ] ATHM: Loaded 4 optimal features with 60.41% confidence from JSON config [2025-11-22T03:22:17.994715] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:17.994793] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:17.996629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:17.997196] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:17.997678] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:17.998785] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:18.214450] [INFO ] [LOCAL ] PRI: Saved forecast. [2025-11-22T03:22:18.214516] [INFO ] [main ] PRI: Signal=1 (Conf=80.0%), Magnitude=2.06% (Conf=64.2561%) [2025-11-22T03:22:18.214690] [INFO ] [main ] Fetching symbol history for BLDR... [2025-11-22T03:22:18.214736] [DEBUG] [REMOTE ] BLDR: Fetching historical data. [2025-11-22T03:22:18.215028] [INFO ] [main ] Progress: 434/527 forecasts completed (82.4%). PRI finished in 0.7s. ETA: 16.0s. Rate: 348.16 forecasts/min [2025-11-22T03:22:18.219736] [INFO ] [LOCAL ] AWP: Saved forecast. [2025-11-22T03:22:18.219795] [INFO ] [main ] AWP: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=39.3361%) [2025-11-22T03:22:18.219954] [INFO ] [main ] Fetching symbol history for DECK... [2025-11-22T03:22:18.219998] [DEBUG] [REMOTE ] DECK: Fetching historical data. [2025-11-22T03:22:18.221176] [INFO ] [main ] Progress: 435/527 forecasts completed (82.5%). AWP finished in 0.6s. ETA: 15.8s. Rate: 348.93 forecasts/min [2025-11-22T03:22:18.227306] [DEBUG] [REMOTE ] BLDR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:18.228551] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 7 features, N/A% accuracy [2025-11-22T03:22:18.228629] [INFO ] [LOCAL ] BLDR: Loaded 7 optimal features with 47.59% confidence from JSON config [2025-11-22T03:22:18.229510] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:18.229577] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:18.231395] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:18.231957] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:18.232245] [DEBUG] [REMOTE ] DECK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:18.232425] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:18.232915] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:18.233177] [DEBUG] [LOCAL ] Loaded configuration for DECK: 3 features, N/A% accuracy [2025-11-22T03:22:18.233236] [INFO ] [LOCAL ] DECK: Loaded 3 optimal features with 42.34% confidence from JSON config [2025-11-22T03:22:18.233758] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:18.234048] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:18.234109] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:18.235028] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:18.236237] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:18.278527] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:18.279565] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:18.280584] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:18.426569] [INFO ] [LOCAL ] GAM: Saved forecast. [2025-11-22T03:22:18.426667] [INFO ] [main ] GAM: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=55.6636%) [2025-11-22T03:22:18.427015] [INFO ] [main ] Fetching symbol history for KMPB... [2025-11-22T03:22:18.427065] [DEBUG] [REMOTE ] KMPB: Fetching historical data. [2025-11-22T03:22:18.427741] [INFO ] [main ] Progress: 436/527 forecasts completed (82.7%). GAM finished in 0.6s. ETA: 15.7s. Rate: 348.77 forecasts/min [2025-11-22T03:22:18.438246] [DEBUG] [REMOTE ] KMPB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:18.439175] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 1 features, N/A% accuracy [2025-11-22T03:22:18.439240] [INFO ] [LOCAL ] KMPB: Loaded 1 optimal features with 43.34% confidence from JSON config [2025-11-22T03:22:18.440103] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:18.440164] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:18.440840] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:18.627482] [INFO ] [LOCAL ] ATHM: Saved forecast. [2025-11-22T03:22:18.627555] [INFO ] [main ] ATHM: Signal=1 (Conf=80.0%), Magnitude=-1.49% (Conf=60.4144%) [2025-11-22T03:22:18.627936] [INFO ] [main ] Fetching symbol history for OEC... [2025-11-22T03:22:18.627989] [DEBUG] [REMOTE ] OEC: Fetching historical data. [2025-11-22T03:22:18.629718] [INFO ] [main ] Progress: 437/527 forecasts completed (82.9%). ATHM finished in 0.6s. ETA: 15.5s. Rate: 348.63 forecasts/min [2025-11-22T03:22:18.641976] [DEBUG] [REMOTE ] OEC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:18.642929] [DEBUG] [LOCAL ] Loaded configuration for OEC: 6 features, N/A% accuracy [2025-11-22T03:22:18.642988] [INFO ] [LOCAL ] OEC: Loaded 6 optimal features with 52.41% confidence from JSON config [2025-11-22T03:22:18.643834] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:18.643898] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:18.645589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:18.646148] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:18.646599] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:18.773509] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:18.818130] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:18.820561] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:18.937037] [INFO ] [LOCAL ] DECK: Saved forecast. [2025-11-22T03:22:18.937119] [INFO ] [main ] DECK: Signal=1 (Conf=80.0%), Magnitude=-3.10% (Conf=42.3391%) [2025-11-22T03:22:18.937521] [INFO ] [main ] Progress: 438/527 forecasts completed (83.1%). DECK finished in 0.7s. ETA: 15.3s. Rate: 348.01 forecasts/min [2025-11-22T03:22:18.937662] [INFO ] [main ] Fetching symbol history for SPGI... [2025-11-22T03:22:18.937757] [DEBUG] [REMOTE ] SPGI: Fetching historical data. [2025-11-22T03:22:18.950998] [DEBUG] [REMOTE ] SPGI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:18.951961] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 5 features, N/A% accuracy [2025-11-22T03:22:18.952020] [INFO ] [LOCAL ] SPGI: Loaded 5 optimal features with 39.92% confidence from JSON config [2025-11-22T03:22:18.952839] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:18.952901] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:18.954570] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:18.955111] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:18.955561] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:18.955983] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:18.956841] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.001765] [INFO ] [LOCAL ] KMPB: Saved forecast. [2025-11-22T03:22:19.001833] [INFO ] [main ] KMPB: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=43.3449%) [2025-11-22T03:22:19.002260] [INFO ] [main ] Fetching symbol history for EOI... [2025-11-22T03:22:19.002314] [DEBUG] [REMOTE ] EOI: Fetching historical data. [2025-11-22T03:22:19.002726] [INFO ] [main ] Progress: 439/527 forecasts completed (83.3%). KMPB finished in 0.6s. ETA: 15.2s. Rate: 348.50 forecasts/min [2025-11-22T03:22:19.006623] [INFO ] [LOCAL ] BLDR: Saved forecast. [2025-11-22T03:22:19.006715] [INFO ] [main ] BLDR: Signal=1 (Conf=80.0%), Magnitude=4.97% (Conf=47.5865%) [2025-11-22T03:22:19.006875] [INFO ] [main ] Fetching symbol history for NCZ... [2025-11-22T03:22:19.006919] [DEBUG] [REMOTE ] NCZ: Fetching historical data. [2025-11-22T03:22:19.008422] [INFO ] [main ] Progress: 440/527 forecasts completed (83.5%). BLDR finished in 0.8s. ETA: 14.9s. Rate: 349.27 forecasts/min [2025-11-22T03:22:19.015550] [DEBUG] [REMOTE ] EOI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.016685] [DEBUG] [LOCAL ] Loaded configuration for EOI: 7 features, N/A% accuracy [2025-11-22T03:22:19.016740] [INFO ] [LOCAL ] EOI: Loaded 7 optimal features with 50.65% confidence from JSON config [2025-11-22T03:22:19.017553] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:19.017617] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:19.019470] [DEBUG] [REMOTE ] NCZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.022758] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:19.023157] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 8 features, N/A% accuracy [2025-11-22T03:22:19.023214] [INFO ] [LOCAL ] NCZ: Loaded 8 optimal features with 40.71% confidence from JSON config [2025-11-22T03:22:19.024040] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:19.024105] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:19.024565] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:19.025061] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:19.025465] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:19.026212] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:19.028539] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:19.028961] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:19.030790] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:19.031289] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:19.031457] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.032800] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:19.034330] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:19.035450] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:19.036608] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:19.038745] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.417326] [INFO ] [LOCAL ] OEC: Saved forecast. [2025-11-22T03:22:19.417394] [INFO ] [main ] OEC: Signal=1 (Conf=80.0%), Magnitude=4.16% (Conf=52.4104%) [2025-11-22T03:22:19.417784] [INFO ] [main ] Fetching symbol history for UL... [2025-11-22T03:22:19.417837] [DEBUG] [REMOTE ] UL: Fetching historical data. [2025-11-22T03:22:19.418725] [INFO ] [main ] Progress: 441/527 forecasts completed (83.7%). OEC finished in 0.8s. ETA: 14.8s. Rate: 348.17 forecasts/min [2025-11-22T03:22:19.429078] [DEBUG] [REMOTE ] UL: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.430130] [DEBUG] [LOCAL ] Loaded configuration for UL: 1 features, N/A% accuracy [2025-11-22T03:22:19.430189] [INFO ] [LOCAL ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config [2025-11-22T03:22:19.431009] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:19.431069] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime [2025-11-22T03:22:19.447446] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.606247] [INFO ] [LOCAL ] EOI: Saved forecast. [2025-11-22T03:22:19.606319] [INFO ] [main ] EOI: Signal=1 (Conf=80.0%), Magnitude=-0.39% (Conf=50.6491%) [2025-11-22T03:22:19.606709] [INFO ] [main ] Progress: 442/527 forecasts completed (83.9%). EOI finished in 0.6s. ETA: 14.7s. Rate: 348.10 forecasts/min [2025-11-22T03:22:19.606902] [INFO ] [main ] Fetching symbol history for CQP... [2025-11-22T03:22:19.606947] [DEBUG] [REMOTE ] CQP: Fetching historical data. [2025-11-22T03:22:19.618314] [DEBUG] [REMOTE ] CQP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.619385] [DEBUG] [LOCAL ] Loaded configuration for CQP: 5 features, N/A% accuracy [2025-11-22T03:22:19.619440] [INFO ] [LOCAL ] CQP: Loaded 5 optimal features with 55.44% confidence from JSON config [2025-11-22T03:22:19.620609] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:19.620691] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:19.622381] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:19.622919] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:19.623317] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:19.663773] [INFO ] [LOCAL ] SPGI: Saved forecast. [2025-11-22T03:22:19.663843] [INFO ] [main ] SPGI: Signal=1 (Conf=80.0%), Magnitude=0.27% (Conf=39.9188%) [2025-11-22T03:22:19.664005] [INFO ] [main ] Fetching symbol history for VVR... [2025-11-22T03:22:19.664050] [DEBUG] [REMOTE ] VVR: Fetching historical data. [2025-11-22T03:22:19.665476] [INFO ] [main ] Progress: 443/527 forecasts completed (84.1%). SPGI finished in 0.7s. ETA: 14.5s. Rate: 348.62 forecasts/min [2025-11-22T03:22:19.677262] [DEBUG] [REMOTE ] VVR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.678563] [DEBUG] [LOCAL ] Loaded configuration for VVR: 6 features, N/A% accuracy [2025-11-22T03:22:19.678621] [INFO ] [LOCAL ] VVR: Loaded 6 optimal features with 39.24% confidence from JSON config [2025-11-22T03:22:19.679502] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:19.679568] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:19.684745] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:19.686927] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:19.687743] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:19.688798] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:19.689987] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:19.691538] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.697677] [INFO ] [LOCAL ] NCZ: Saved forecast. [2025-11-22T03:22:19.697764] [INFO ] [main ] NCZ: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=40.7088%) [2025-11-22T03:22:19.697950] [INFO ] [main ] Fetching symbol history for CHCT... [2025-11-22T03:22:19.698001] [DEBUG] [REMOTE ] CHCT: Fetching historical data. [2025-11-22T03:22:19.699878] [INFO ] [main ] Progress: 444/527 forecasts completed (84.3%). NCZ finished in 0.7s. ETA: 14.3s. Rate: 349.25 forecasts/min [2025-11-22T03:22:19.711597] [DEBUG] [REMOTE ] CHCT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:19.712452] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 2 features, N/A% accuracy [2025-11-22T03:22:19.712506] [INFO ] [LOCAL ] CHCT: Loaded 2 optimal features with 50.19% confidence from JSON config [2025-11-22T03:22:19.713324] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:19.713385] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:19.718192] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:19.719684] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:19.753031] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:22:19.753966] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:20.042101] [INFO ] [LOCAL ] UL: Saved forecast. [2025-11-22T03:22:20.042179] [INFO ] [main ] UL: Signal=1 (Conf=80.0%), Magnitude=2.95% (Conf=54.9547%) [2025-11-22T03:22:20.042521] [INFO ] [main ] Fetching symbol history for DOCS... [2025-11-22T03:22:20.042572] [DEBUG] [REMOTE ] DOCS: Fetching historical data. [2025-11-22T03:22:20.042733] [INFO ] [main ] Progress: 445/527 forecasts completed (84.4%). UL finished in 0.6s. ETA: 14.1s. Rate: 348.47 forecasts/min [2025-11-22T03:22:20.053888] [DEBUG] [REMOTE ] DOCS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:20.055135] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 3 features, N/A% accuracy [2025-11-22T03:22:20.055195] [INFO ] [LOCAL ] DOCS: Loaded 3 optimal features with 41.83% confidence from JSON config [2025-11-22T03:22:20.056030] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:20.056091] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:20.060908] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:20.061728] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:20.063749] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:20.311882] [INFO ] [LOCAL ] CHCT: Saved forecast. [2025-11-22T03:22:20.311949] [INFO ] [main ] CHCT: Signal=1 (Conf=80.0%), Magnitude=2.43% (Conf=50.1873%) [2025-11-22T03:22:20.312106] [INFO ] [main ] Fetching symbol history for NVGS... [2025-11-22T03:22:20.312151] [DEBUG] [REMOTE ] NVGS: Fetching historical data. [2025-11-22T03:22:20.313483] [INFO ] [main ] Progress: 446/527 forecasts completed (84.6%). CHCT finished in 0.6s. ETA: 14.0s. Rate: 348.02 forecasts/min [2025-11-22T03:22:20.326477] [DEBUG] [REMOTE ] NVGS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:20.327721] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 5 features, N/A% accuracy [2025-11-22T03:22:20.327776] [INFO ] [LOCAL ] NVGS: Loaded 5 optimal features with 58.74% confidence from JSON config [2025-11-22T03:22:20.328590] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:20.328688] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:20.330427] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:20.330953] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:20.331348] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:20.332243] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:20.340609] [INFO ] [LOCAL ] VVR: Saved forecast. [2025-11-22T03:22:20.340710] [INFO ] [main ] VVR: Signal=1 (Conf=80.0%), Magnitude=-0.11% (Conf=39.2357%) [2025-11-22T03:22:20.340878] [INFO ] [main ] Fetching symbol history for WFG... [2025-11-22T03:22:20.341268] [DEBUG] [REMOTE ] WFG: Fetching historical data. [2025-11-22T03:22:20.341993] [INFO ] [main ] Progress: 447/527 forecasts completed (84.8%). VVR finished in 0.7s. ETA: 13.8s. Rate: 348.67 forecasts/min [2025-11-22T03:22:20.352866] [INFO ] [LOCAL ] CQP: Saved forecast. [2025-11-22T03:22:20.352928] [INFO ] [main ] CQP: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=55.4402%) [2025-11-22T03:22:20.353240] [INFO ] [main ] Progress: 448/527 forecasts completed (85.0%). CQP finished in 0.7s. ETA: 13.6s. Rate: 349.40 forecasts/min [2025-11-22T03:22:20.353359] [INFO ] [main ] Fetching symbol history for LDP... [2025-11-22T03:22:20.353403] [DEBUG] [REMOTE ] LDP: Fetching historical data. [2025-11-22T03:22:20.355060] [DEBUG] [REMOTE ] WFG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:20.356769] [DEBUG] [LOCAL ] Loaded configuration for WFG: 6 features, N/A% accuracy [2025-11-22T03:22:20.356826] [INFO ] [LOCAL ] WFG: Loaded 6 optimal features with 51.25% confidence from JSON config [2025-11-22T03:22:20.358568] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:20.358636] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:20.360358] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:20.360902] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:20.361299] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:20.364634] [DEBUG] [REMOTE ] LDP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:20.365361] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, N/A% accuracy [2025-11-22T03:22:20.365413] [INFO ] [LOCAL ] LDP: Loaded 4 optimal features with 52.53% confidence from JSON config [2025-11-22T03:22:20.366227] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:20.366290] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:20.368035] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:20.368577] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:20.408310] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:20.410426] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:20.412081] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:20.412781] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:20.461765] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:20.467515] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:20.708939] [INFO ] [LOCAL ] DOCS: Saved forecast. [2025-11-22T03:22:20.709007] [INFO ] [main ] DOCS: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=41.8275%) [2025-11-22T03:22:20.709445] [INFO ] [main ] Fetching symbol history for NMT... [2025-11-22T03:22:20.709499] [DEBUG] [REMOTE ] NMT: Fetching historical data. [2025-11-22T03:22:20.709732] [INFO ] [main ] Progress: 449/527 forecasts completed (85.2%). DOCS finished in 0.7s. ETA: 13.4s. Rate: 348.57 forecasts/min [2025-11-22T03:22:20.721092] [DEBUG] [REMOTE ] NMT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:20.722070] [DEBUG] [LOCAL ] Loaded configuration for NMT: 6 features, N/A% accuracy [2025-11-22T03:22:20.722130] [INFO ] [LOCAL ] NMT: Loaded 6 optimal features with 41.08% confidence from JSON config [2025-11-22T03:22:20.722948] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:20.723012] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:20.724766] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:20.725279] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:20.725691] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:20.726791] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:20.729669] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:20.731406] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.031587] [INFO ] [LOCAL ] WFG: Saved forecast. [2025-11-22T03:22:21.031677] [INFO ] [main ] WFG: Signal=1 (Conf=80.0%), Magnitude=0.99% (Conf=51.2502%) [2025-11-22T03:22:21.031839] [INFO ] [main ] Fetching symbol history for VGM... [2025-11-22T03:22:21.031883] [DEBUG] [REMOTE ] VGM: Fetching historical data. [2025-11-22T03:22:21.033115] [INFO ] [main ] Progress: 450/527 forecasts completed (85.4%). WFG finished in 0.7s. ETA: 13.3s. Rate: 347.89 forecasts/min [2025-11-22T03:22:21.040117] [INFO ] [LOCAL ] LDP: Saved forecast. [2025-11-22T03:22:21.040178] [INFO ] [main ] LDP: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=52.5301%) [2025-11-22T03:22:21.040496] [INFO ] [main ] Progress: 451/527 forecasts completed (85.6%). LDP finished in 0.7s. ETA: 13.1s. Rate: 348.63 forecasts/min [2025-11-22T03:22:21.040604] [INFO ] [main ] Fetching symbol history for SHG... [2025-11-22T03:22:21.040665] [DEBUG] [REMOTE ] SHG: Fetching historical data. [2025-11-22T03:22:21.044264] [DEBUG] [REMOTE ] VGM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.045210] [DEBUG] [LOCAL ] Loaded configuration for VGM: 10 features, N/A% accuracy [2025-11-22T03:22:21.045269] [INFO ] [LOCAL ] VGM: Loaded 10 optimal features with 38.74% confidence from JSON config [2025-11-22T03:22:21.046129] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:21.046197] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:21.048487] [INFO ] [LOCAL ] NVGS: Saved forecast. [2025-11-22T03:22:21.048556] [INFO ] [main ] NVGS: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=58.7359%) [2025-11-22T03:22:21.049009] [INFO ] [main ] Fetching symbol history for SITC... [2025-11-22T03:22:21.049067] [DEBUG] [REMOTE ] SITC: Fetching historical data. [2025-11-22T03:22:21.049717] [INFO ] [main ] Progress: 452/527 forecasts completed (85.8%). NVGS finished in 0.7s. ETA: 12.9s. Rate: 349.36 forecasts/min [2025-11-22T03:22:21.051070] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:21.051937] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:21.053312] [DEBUG] [REMOTE ] SHG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.054157] [DEBUG] [LOCAL ] Loaded configuration for SHG: 3 features, N/A% accuracy [2025-11-22T03:22:21.054208] [INFO ] [LOCAL ] SHG: Loaded 3 optimal features with 51.08% confidence from JSON config [2025-11-22T03:22:21.054271] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:21.055035] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:21.055097] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:21.055944] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:21.057291] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:21.059240] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:21.059988] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:21.060823] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:21.061704] [DEBUG] [REMOTE ] SITC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.062122] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:21.062523] [DEBUG] [LOCAL ] Loaded configuration for SITC: 6 features, N/A% accuracy [2025-11-22T03:22:21.062578] [INFO ] [LOCAL ] SITC: Loaded 6 optimal features with 49.03% confidence from JSON config [2025-11-22T03:22:21.063252] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:21.063418] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:21.063484] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:21.065300] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:21.065330] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:22:21.065858] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:21.066264] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:21.067185] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:21.069718] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:21.071401] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.105245] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.116756] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.367815] [INFO ] [LOCAL ] NMT: Saved forecast. [2025-11-22T03:22:21.367887] [INFO ] [main ] NMT: Signal=1 (Conf=80.0%), Magnitude=-0.19% (Conf=41.0831%) [2025-11-22T03:22:21.368343] [INFO ] [main ] Fetching symbol history for WLKP... [2025-11-22T03:22:21.368399] [DEBUG] [REMOTE ] WLKP: Fetching historical data. [2025-11-22T03:22:21.368736] [INFO ] [main ] Progress: 453/527 forecasts completed (86.0%). NMT finished in 0.7s. ETA: 12.7s. Rate: 348.70 forecasts/min [2025-11-22T03:22:21.381043] [DEBUG] [REMOTE ] WLKP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.383698] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 2 features, N/A% accuracy [2025-11-22T03:22:21.383760] [INFO ] [LOCAL ] WLKP: Loaded 2 optimal features with 60.75% confidence from JSON config [2025-11-22T03:22:21.384606] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:21.384701] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:21.387028] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:21.390236] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.656541] [INFO ] [LOCAL ] VGM: Saved forecast. [2025-11-22T03:22:21.656608] [INFO ] [main ] VGM: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=38.7352%) [2025-11-22T03:22:21.656794] [INFO ] [main ] Fetching symbol history for IBP... [2025-11-22T03:22:21.656840] [DEBUG] [REMOTE ] IBP: Fetching historical data. [2025-11-22T03:22:21.658615] [INFO ] [main ] Progress: 454/527 forecasts completed (86.1%). VGM finished in 0.6s. ETA: 12.6s. Rate: 348.17 forecasts/min [2025-11-22T03:22:21.670092] [DEBUG] [REMOTE ] IBP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.671150] [DEBUG] [LOCAL ] Loaded configuration for IBP: 8 features, N/A% accuracy [2025-11-22T03:22:21.671204] [INFO ] [LOCAL ] IBP: Loaded 8 optimal features with 59.15% confidence from JSON config [2025-11-22T03:22:21.672022] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:21.672087] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:21.673732] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:21.674745] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:21.676449] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:21.676948] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:21.678026] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:21.679700] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:21.680731] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:21.681397] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.709595] [INFO ] [LOCAL ] SITC: Saved forecast. [2025-11-22T03:22:21.709684] [INFO ] [main ] SITC: Signal=1 (Conf=80.0%), Magnitude=2.69% (Conf=49.0317%) [2025-11-22T03:22:21.709851] [INFO ] [main ] Fetching symbol history for MPV... [2025-11-22T03:22:21.709898] [DEBUG] [REMOTE ] MPV: Fetching historical data. [2025-11-22T03:22:21.710996] [INFO ] [main ] Progress: 455/527 forecasts completed (86.3%). SITC finished in 0.7s. ETA: 12.4s. Rate: 348.71 forecasts/min [2025-11-22T03:22:21.712033] [INFO ] [LOCAL ] SHG: Saved forecast. [2025-11-22T03:22:21.712100] [INFO ] [main ] SHG: Signal=1 (Conf=80.0%), Magnitude=-4.59% (Conf=51.0819%) [2025-11-22T03:22:21.712263] [INFO ] [main ] Fetching symbol history for PAM... [2025-11-22T03:22:21.712312] [DEBUG] [REMOTE ] PAM: Fetching historical data. [2025-11-22T03:22:21.715861] [INFO ] [main ] Progress: 456/527 forecasts completed (86.5%). SHG finished in 0.7s. ETA: 12.2s. Rate: 349.45 forecasts/min [2025-11-22T03:22:21.722531] [DEBUG] [REMOTE ] MPV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.723523] [DEBUG] [LOCAL ] Loaded configuration for MPV: 5 features, N/A% accuracy [2025-11-22T03:22:21.723581] [INFO ] [LOCAL ] MPV: Loaded 5 optimal features with 55.47% confidence from JSON config [2025-11-22T03:22:21.724463] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:21.724528] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:21.726301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:21.726869] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:21.726838] [DEBUG] [REMOTE ] PAM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.727273] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:21.727625] [DEBUG] [LOCAL ] Loaded configuration for PAM: 10 features, N/A% accuracy [2025-11-22T03:22:21.727705] [INFO ] [LOCAL ] PAM: Loaded 10 optimal features with 54.39% confidence from JSON config [2025-11-22T03:22:21.728513] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:21.728582] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:21.728355] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:21.730325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:21.730857] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:21.731301] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:21.731606] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.731726] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:21.864096] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:21.866063] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:21.867187] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:21.869012] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:21.870107] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:21.870834] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:21.970559] [INFO ] [LOCAL ] WLKP: Saved forecast. [2025-11-22T03:22:21.970637] [INFO ] [main ] WLKP: Signal=1 (Conf=80.0%), Magnitude=-0.99% (Conf=60.7508%) [2025-11-22T03:22:21.970825] [INFO ] [main ] Fetching symbol history for PDX... [2025-11-22T03:22:21.970874] [DEBUG] [REMOTE ] PDX: Fetching historical data. [2025-11-22T03:22:21.972728] [INFO ] [main ] Progress: 457/527 forecasts completed (86.7%). WLKP finished in 0.6s. ETA: 12.0s. Rate: 349.07 forecasts/min [2025-11-22T03:22:21.983182] [DEBUG] [REMOTE ] PDX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:21.983969] [DEBUG] [LOCAL ] Loaded configuration for PDX: 4 features, N/A% accuracy [2025-11-22T03:22:21.984024] [INFO ] [LOCAL ] PDX: Loaded 4 optimal features with 51.27% confidence from JSON config [2025-11-22T03:22:21.985004] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:21.985077] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:21.987104] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:21.987726] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:22:21.988383] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:22:21.994422] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:22.307223] [INFO ] [LOCAL ] MPV: Saved forecast. [2025-11-22T03:22:22.307292] [INFO ] [main ] MPV: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=55.4725%) [2025-11-22T03:22:22.307671] [INFO ] [main ] Fetching symbol history for RFM... [2025-11-22T03:22:22.307723] [DEBUG] [REMOTE ] RFM: Fetching historical data. [2025-11-22T03:22:22.307729] [INFO ] [main ] Progress: 458/527 forecasts completed (86.9%). MPV finished in 0.6s. ETA: 11.9s. Rate: 348.35 forecasts/min [2025-11-22T03:22:22.319714] [DEBUG] [REMOTE ] RFM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:22.320496] [DEBUG] [LOCAL ] Loaded configuration for RFM: 7 features, N/A% accuracy [2025-11-22T03:22:22.320549] [INFO ] [LOCAL ] RFM: Loaded 7 optimal features with 50.50% confidence from JSON config [2025-11-22T03:22:22.321397] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:22.321461] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:22.326284] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:22.328131] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:22.328629] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:22.329044] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:22.354330] [INFO ] [LOCAL ] IBP: Saved forecast. [2025-11-22T03:22:22.354398] [INFO ] [main ] IBP: Signal=1 (Conf=80.0%), Magnitude=6.36% (Conf=59.1494%) [2025-11-22T03:22:22.354570] [INFO ] [main ] Fetching symbol history for GBCI... [2025-11-22T03:22:22.354615] [DEBUG] [REMOTE ] GBCI: Fetching historical data. [2025-11-22T03:22:22.355735] [INFO ] [main ] Progress: 459/527 forecasts completed (87.1%). IBP finished in 0.7s. ETA: 11.7s. Rate: 348.90 forecasts/min [2025-11-22T03:22:22.367076] [DEBUG] [REMOTE ] GBCI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:22.368193] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 10 features, N/A% accuracy [2025-11-22T03:22:22.368249] [INFO ] [LOCAL ] GBCI: Loaded 10 optimal features with 57.21% confidence from JSON config [2025-11-22T03:22:22.369073] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:22.369140] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:22.374003] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:22.375849] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:22.376330] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:22.376795] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:22.377191] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:22.378100] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:22.380491] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:22.454309] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:22.456602] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:22.457758] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:22.506628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:22.525998] [INFO ] [LOCAL ] PAM: Saved forecast. [2025-11-22T03:22:22.526065] [INFO ] [main ] PAM: Signal=1 (Conf=80.0%), Magnitude=-5.78% (Conf=54.3903%) [2025-11-22T03:22:22.526403] [INFO ] [main ] Fetching symbol history for EB... [2025-11-22T03:22:22.526454] [DEBUG] [REMOTE ] EB: Fetching historical data. [2025-11-22T03:22:22.526725] [INFO ] [main ] Progress: 460/527 forecasts completed (87.3%). PAM finished in 0.8s. ETA: 11.5s. Rate: 348.90 forecasts/min [2025-11-22T03:22:22.538529] [DEBUG] [REMOTE ] EB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:22.539506] [DEBUG] [LOCAL ] Loaded configuration for EB: 2 features, N/A% accuracy [2025-11-22T03:22:22.539564] [INFO ] [LOCAL ] EB: Loaded 2 optimal features with 56.41% confidence from JSON config [2025-11-22T03:22:22.540391] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:22.540453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:22.553765] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:22.555909] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:22.585304] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:22.605624] [INFO ] [LOCAL ] PDX: Saved forecast. [2025-11-22T03:22:22.605716] [INFO ] [main ] PDX: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=51.2715%) [2025-11-22T03:22:22.606079] [INFO ] [main ] Fetching symbol history for FSM... [2025-11-22T03:22:22.606131] [DEBUG] [REMOTE ] FSM: Fetching historical data. [2025-11-22T03:22:22.606711] [INFO ] [main ] Progress: 461/527 forecasts completed (87.5%). PDX finished in 0.6s. ETA: 11.3s. Rate: 349.31 forecasts/min [2025-11-22T03:22:22.617622] [DEBUG] [REMOTE ] FSM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:22.618735] [DEBUG] [LOCAL ] Loaded configuration for FSM: 5 features, N/A% accuracy [2025-11-22T03:22:22.618805] [INFO ] [LOCAL ] FSM: Loaded 5 optimal features with 60.57% confidence from JSON config [2025-11-22T03:22:22.619658] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:22.619723] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:22.624572] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:22.626501] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:22.627015] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:22.627414] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:22.628773] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:22.672566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.051208] [INFO ] [LOCAL ] RFM: Saved forecast. [2025-11-22T03:22:23.051283] [INFO ] [main ] RFM: Signal=1 (Conf=80.0%), Magnitude=-0.35% (Conf=50.4953%) [2025-11-22T03:22:23.051451] [INFO ] [main ] Fetching symbol history for UNM... [2025-11-22T03:22:23.051496] [DEBUG] [REMOTE ] UNM: Fetching historical data. [2025-11-22T03:22:23.052741] [INFO ] [main ] Progress: 462/527 forecasts completed (87.7%). RFM finished in 0.7s. ETA: 11.2s. Rate: 348.11 forecasts/min [2025-11-22T03:22:23.064810] [DEBUG] [REMOTE ] UNM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.066067] [DEBUG] [LOCAL ] Loaded configuration for UNM: 3 features, N/A% accuracy [2025-11-22T03:22:23.066121] [INFO ] [LOCAL ] UNM: Loaded 3 optimal features with 39.23% confidence from JSON config [2025-11-22T03:22:23.066936] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:23.066997] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:23.068754] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:23.069279] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:23.070736] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.184178] [INFO ] [LOCAL ] GBCI: Saved forecast. [2025-11-22T03:22:23.184245] [INFO ] [main ] GBCI: Signal=1 (Conf=80.0%), Magnitude=3.24% (Conf=57.2065%) [2025-11-22T03:22:23.184402] [INFO ] [main ] Fetching symbol history for BK... [2025-11-22T03:22:23.184448] [DEBUG] [REMOTE ] BK: Fetching historical data. [2025-11-22T03:22:23.184941] [INFO ] [main ] Progress: 463/527 forecasts completed (87.9%). GBCI finished in 0.8s. ETA: 11.0s. Rate: 348.28 forecasts/min [2025-11-22T03:22:23.197532] [DEBUG] [REMOTE ] BK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.198487] [DEBUG] [LOCAL ] Loaded configuration for BK: 5 features, N/A% accuracy [2025-11-22T03:22:23.198540] [INFO ] [LOCAL ] BK: Loaded 5 optimal features with 54.82% confidence from JSON config [2025-11-22T03:22:23.199355] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:23.199417] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:23.201130] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:23.201663] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:23.202109] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:23.203764] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:23.204856] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.212486] [INFO ] [LOCAL ] FSM: Saved forecast. [2025-11-22T03:22:23.212552] [INFO ] [main ] FSM: Signal=1 (Conf=80.0%), Magnitude=0.29% (Conf=60.5689%) [2025-11-22T03:22:23.212919] [INFO ] [main ] Fetching symbol history for LTC... [2025-11-22T03:22:23.212981] [DEBUG] [REMOTE ] LTC: Fetching historical data. [2025-11-22T03:22:23.213693] [INFO ] [main ] Progress: 464/527 forecasts completed (88.0%). FSM finished in 0.6s. ETA: 10.8s. Rate: 348.91 forecasts/min [2025-11-22T03:22:23.224154] [DEBUG] [REMOTE ] LTC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.224762] [DEBUG] [LOCAL ] Loaded configuration for LTC: 6 features, N/A% accuracy [2025-11-22T03:22:23.224811] [INFO ] [LOCAL ] LTC: Loaded 6 optimal features with 50.72% confidence from JSON config [2025-11-22T03:22:23.225596] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:23.225686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.230532] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:23.232325] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:23.232874] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:23.235231] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:23.244565] [INFO ] [LOCAL ] EB: Saved forecast. [2025-11-22T03:22:23.244634] [INFO ] [main ] EB: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=56.4107%) [2025-11-22T03:22:23.245193] [INFO ] [main ] Fetching symbol history for PGZ... [2025-11-22T03:22:23.245252] [DEBUG] [REMOTE ] PGZ: Fetching historical data. [2025-11-22T03:22:23.246707] [INFO ] [main ] Progress: 465/527 forecasts completed (88.2%). EB finished in 0.7s. ETA: 10.6s. Rate: 349.52 forecasts/min [2025-11-22T03:22:23.260307] [DEBUG] [REMOTE ] PGZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.261108] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 11 features, N/A% accuracy [2025-11-22T03:22:23.261163] [INFO ] [LOCAL ] PGZ: Loaded 11 optimal features with 32.49% confidence from JSON config [2025-11-22T03:22:23.262009] [DEBUG] [FEATURES ] DataBuilder: Executing 11 feature methods. [2025-11-22T03:22:23.262142] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.267358] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:23.269493] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:23.270008] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:23.270465] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:23.270891] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:23.273335] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:23.276058] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:23.277166] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:23.277933] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:22:23.279577] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:22:23.285490] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.362593] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:23.364964] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.694937] [INFO ] [LOCAL ] UNM: Saved forecast. [2025-11-22T03:22:23.695015] [INFO ] [main ] UNM: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=39.2329%) [2025-11-22T03:22:23.695389] [INFO ] [main ] Progress: 466/527 forecasts completed (88.4%). UNM finished in 0.6s. ETA: 10.5s. Rate: 348.31 forecasts/min [2025-11-22T03:22:23.695525] [INFO ] [main ] Fetching symbol history for ARW... [2025-11-22T03:22:23.695571] [DEBUG] [REMOTE ] ARW: Fetching historical data. [2025-11-22T03:22:23.708902] [DEBUG] [REMOTE ] ARW: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.710104] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, N/A% accuracy [2025-11-22T03:22:23.710161] [INFO ] [LOCAL ] ARW: Loaded 4 optimal features with 56.90% confidence from JSON config [2025-11-22T03:22:23.711102] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:23.711181] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.716092] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:23.716871] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:23.721177] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:23.722303] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.814308] [INFO ] [LOCAL ] BK: Saved forecast. [2025-11-22T03:22:23.814375] [INFO ] [main ] BK: Signal=1 (Conf=80.0%), Magnitude=-1.60% (Conf=54.8158%) [2025-11-22T03:22:23.814538] [INFO ] [main ] Fetching symbol history for VNO... [2025-11-22T03:22:23.814586] [DEBUG] [REMOTE ] VNO: Fetching historical data. [2025-11-22T03:22:23.814941] [INFO ] [main ] Progress: 467/527 forecasts completed (88.6%). BK finished in 0.6s. ETA: 10.3s. Rate: 348.54 forecasts/min [2025-11-22T03:22:23.826273] [DEBUG] [REMOTE ] VNO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.827370] [DEBUG] [LOCAL ] Loaded configuration for VNO: 7 features, N/A% accuracy [2025-11-22T03:22:23.827451] [INFO ] [LOCAL ] VNO: Loaded 7 optimal features with 47.12% confidence from JSON config [2025-11-22T03:22:23.828294] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:23.828359] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.833186] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:23.834010] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:23.834963] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:23.836001] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:23.838773] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:23.840208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:23.841411] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:23.880242] [INFO ] [LOCAL ] PGZ: Saved forecast. [2025-11-22T03:22:23.880308] [INFO ] [main ] PGZ: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=32.4938%) [2025-11-22T03:22:23.880469] [INFO ] [main ] Fetching symbol history for GIB... [2025-11-22T03:22:23.880513] [DEBUG] [REMOTE ] GIB: Fetching historical data. [2025-11-22T03:22:23.880927] [INFO ] [main ] Progress: 468/527 forecasts completed (88.8%). PGZ finished in 0.6s. ETA: 10.1s. Rate: 349.00 forecasts/min [2025-11-22T03:22:23.891999] [DEBUG] [REMOTE ] GIB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.893002] [DEBUG] [LOCAL ] Loaded configuration for GIB: 6 features, N/A% accuracy [2025-11-22T03:22:23.893061] [INFO ] [LOCAL ] GIB: Loaded 6 optimal features with 57.79% confidence from JSON config [2025-11-22T03:22:23.893882] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:23.893947] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.898909] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:23.899795] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:23.946775] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:23.960373] [INFO ] [LOCAL ] LTC: Saved forecast. [2025-11-22T03:22:23.960440] [INFO ] [main ] LTC: Signal=1 (Conf=80.0%), Magnitude=0.26% (Conf=50.7224%) [2025-11-22T03:22:23.960821] [INFO ] [main ] Fetching symbol history for DUK... [2025-11-22T03:22:23.960873] [DEBUG] [REMOTE ] DUK: Fetching historical data. [2025-11-22T03:22:23.961723] [INFO ] [main ] Progress: 469/527 forecasts completed (89.0%). LTC finished in 0.7s. ETA: 10.0s. Rate: 349.39 forecasts/min [2025-11-22T03:22:23.972570] [DEBUG] [REMOTE ] DUK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:23.973552] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, N/A% accuracy [2025-11-22T03:22:23.973605] [INFO ] [LOCAL ] DUK: Loaded 3 optimal features with 63.52% confidence from JSON config [2025-11-22T03:22:23.974426] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:23.974489] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:23.979474] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:23.980191] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:23.980890] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:24.035936] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:24.039068] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_mag [2025-11-22T03:22:24.039905] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:24.403710] [INFO ] [LOCAL ] ARW: Saved forecast. [2025-11-22T03:22:24.403779] [INFO ] [main ] ARW: Signal=1 (Conf=80.0%), Magnitude=4.71% (Conf=56.8953%) [2025-11-22T03:22:24.403944] [INFO ] [main ] Fetching symbol history for EXR... [2025-11-22T03:22:24.403992] [DEBUG] [REMOTE ] EXR: Fetching historical data. [2025-11-22T03:22:24.404932] [INFO ] [main ] Progress: 470/527 forecasts completed (89.2%). ARW finished in 0.7s. ETA: 9.8s. Rate: 348.22 forecasts/min [2025-11-22T03:22:24.416591] [DEBUG] [REMOTE ] EXR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:24.417899] [DEBUG] [LOCAL ] Loaded configuration for EXR: 4 features, N/A% accuracy [2025-11-22T03:22:24.417957] [INFO ] [LOCAL ] EXR: Loaded 4 optimal features with 51.59% confidence from JSON config [2025-11-22T03:22:24.418811] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:24.418873] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:24.420625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:24.421169] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:24.421570] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:24.422382] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:24.565059] [INFO ] [LOCAL ] VNO: Saved forecast. [2025-11-22T03:22:24.565127] [INFO ] [main ] VNO: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=47.1196%) [2025-11-22T03:22:24.565285] [INFO ] [main ] Fetching symbol history for ADX... [2025-11-22T03:22:24.565329] [DEBUG] [REMOTE ] ADX: Fetching historical data. [2025-11-22T03:22:24.565971] [INFO ] [main ] Progress: 471/527 forecasts completed (89.4%). VNO finished in 0.8s. ETA: 9.6s. Rate: 348.27 forecasts/min [2025-11-22T03:22:24.578844] [DEBUG] [REMOTE ] ADX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:24.579318] [DEBUG] [LOCAL ] Loaded configuration for ADX: 2 features, N/A% accuracy [2025-11-22T03:22:24.579375] [INFO ] [LOCAL ] ADX: Loaded 2 optimal features with 41.78% confidence from JSON config [2025-11-22T03:22:24.580237] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:24.580300] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:24.581048] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:24.607363] [INFO ] [LOCAL ] DUK: Saved forecast. [2025-11-22T03:22:24.607448] [INFO ] [main ] DUK: Signal=1 (Conf=80.0%), Magnitude=1.00% (Conf=63.5238%) [2025-11-22T03:22:24.608148] [INFO ] [main ] Progress: 472/527 forecasts completed (89.6%). DUK finished in 0.6s. ETA: 9.5s. Rate: 348.83 forecasts/min [2025-11-22T03:22:24.608282] [INFO ] [main ] Fetching symbol history for EOT... [2025-11-22T03:22:24.608346] [DEBUG] [REMOTE ] EOT: Fetching historical data. [2025-11-22T03:22:24.621374] [DEBUG] [REMOTE ] EOT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:24.622442] [DEBUG] [LOCAL ] Loaded configuration for EOT: 6 features, N/A% accuracy [2025-11-22T03:22:24.622496] [INFO ] [LOCAL ] EOT: Loaded 6 optimal features with 52.61% confidence from JSON config [2025-11-22T03:22:24.623380] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:24.623455] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:24.625149] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:24.625705] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:24.626585] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:24.674583] [INFO ] [LOCAL ] GIB: Saved forecast. [2025-11-22T03:22:24.674685] [INFO ] [main ] GIB: Signal=1 (Conf=80.0%), Magnitude=0.27% (Conf=57.7936%) [2025-11-22T03:22:24.675053] [INFO ] [main ] Fetching symbol history for G... [2025-11-22T03:22:24.675105] [DEBUG] [REMOTE ] G: Fetching historical data. [2025-11-22T03:22:24.676730] [INFO ] [main ] Progress: 473/527 forecasts completed (89.8%). GIB finished in 0.8s. ETA: 9.3s. Rate: 349.27 forecasts/min [2025-11-22T03:22:24.687994] [DEBUG] [REMOTE ] G: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:24.688826] [DEBUG] [LOCAL ] Loaded configuration for G: 9 features, N/A% accuracy [2025-11-22T03:22:24.688884] [INFO ] [LOCAL ] G: Loaded 9 optimal features with 49.51% confidence from JSON config [2025-11-22T03:22:24.689764] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:24.689829] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:24.694669] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:24.696453] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:24.696948] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:24.699361] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:24.700990] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:24.712802] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:24.746003] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:24.747294] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:24.748503] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:24.750602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:24.755925] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:24.757311] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:24.759380] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.061558] [INFO ] [LOCAL ] EXR: Saved forecast. [2025-11-22T03:22:25.061625] [INFO ] [main ] EXR: Signal=1 (Conf=80.0%), Magnitude=2.60% (Conf=51.5858%) [2025-11-22T03:22:25.061986] [INFO ] [main ] Fetching symbol history for BWA... [2025-11-22T03:22:25.062037] [DEBUG] [REMOTE ] BWA: Fetching historical data. [2025-11-22T03:22:25.062731] [INFO ] [main ] Progress: 474/527 forecasts completed (89.9%). EXR finished in 0.7s. ETA: 9.1s. Rate: 348.36 forecasts/min [2025-11-22T03:22:25.073842] [DEBUG] [REMOTE ] BWA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.074539] [DEBUG] [LOCAL ] Loaded configuration for BWA: 5 features, N/A% accuracy [2025-11-22T03:22:25.074588] [INFO ] [LOCAL ] BWA: Loaded 5 optimal features with 57.86% confidence from JSON config [2025-11-22T03:22:25.075433] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:25.075866] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:25.080767] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:25.081562] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:25.139932] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:25.141843] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:25.143901] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.295921] [INFO ] [LOCAL ] ADX: Saved forecast. [2025-11-22T03:22:25.295990] [INFO ] [main ] ADX: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=41.7757%) [2025-11-22T03:22:25.296153] [INFO ] [main ] Fetching symbol history for CNF... [2025-11-22T03:22:25.296198] [DEBUG] [REMOTE ] CNF: Fetching historical data. [2025-11-22T03:22:25.296952] [INFO ] [main ] Progress: 475/527 forecasts completed (90.1%). ADX finished in 0.7s. ETA: 9.0s. Rate: 348.09 forecasts/min [2025-11-22T03:22:25.307963] [DEBUG] [REMOTE ] CNF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.309201] [DEBUG] [LOCAL ] Loaded configuration for CNF: 6 features, N/A% accuracy [2025-11-22T03:22:25.309258] [INFO ] [LOCAL ] CNF: Loaded 6 optimal features with 50.06% confidence from JSON config [2025-11-22T03:22:25.310158] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:25.310221] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:25.311922] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:25.312452] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:25.312931] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:25.313347] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:25.315862] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:25.317556] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.330018] [INFO ] [LOCAL ] EOT: Saved forecast. [2025-11-22T03:22:25.330084] [INFO ] [main ] EOT: Signal=1 (Conf=80.0%), Magnitude=-0.06% (Conf=52.6056%) [2025-11-22T03:22:25.330446] [INFO ] [main ] Fetching symbol history for ESRT... [2025-11-22T03:22:25.330497] [DEBUG] [REMOTE ] ESRT: Fetching historical data. [2025-11-22T03:22:25.330720] [INFO ] [main ] Progress: 476/527 forecasts completed (90.3%). EOT finished in 0.7s. ETA: 8.8s. Rate: 348.68 forecasts/min [2025-11-22T03:22:25.342992] [DEBUG] [REMOTE ] ESRT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.344158] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 8 features, N/A% accuracy [2025-11-22T03:22:25.344273] [INFO ] [LOCAL ] ESRT: Loaded 8 optimal features with 52.50% confidence from JSON config [2025-11-22T03:22:25.345593] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:25.345678] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:25.350677] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:25.353138] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:25.368289] [INFO ] [LOCAL ] G: Saved forecast. [2025-11-22T03:22:25.368363] [INFO ] [main ] G: Signal=1 (Conf=80.0%), Magnitude=2.41% (Conf=49.5133%) [2025-11-22T03:22:25.368760] [INFO ] [main ] Fetching symbol history for PFO... [2025-11-22T03:22:25.368812] [DEBUG] [REMOTE ] PFO: Fetching historical data. [2025-11-22T03:22:25.369704] [INFO ] [main ] Progress: 477/527 forecasts completed (90.5%). G finished in 0.7s. ETA: 8.6s. Rate: 349.25 forecasts/min [2025-11-22T03:22:25.379677] [DEBUG] [REMOTE ] PFO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.380491] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, N/A% accuracy [2025-11-22T03:22:25.380562] [INFO ] [LOCAL ] PFO: Loaded 4 optimal features with 23.24% confidence from JSON config [2025-11-22T03:22:25.381391] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:25.381455] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:25.410100] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:25.410988] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:25.412775] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:25.413286] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:25.414438] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:25.416518] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.427370] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:25.429601] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:25.430351] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:25.431510] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.749556] [INFO ] [LOCAL ] BWA: Saved forecast. [2025-11-22T03:22:25.749625] [INFO ] [main ] BWA: Signal=1 (Conf=80.0%), Magnitude=5.73% (Conf=57.8566%) [2025-11-22T03:22:25.750088] [INFO ] [main ] Fetching symbol history for REXR... [2025-11-22T03:22:25.750141] [DEBUG] [REMOTE ] REXR: Fetching historical data. [2025-11-22T03:22:25.750732] [INFO ] [main ] Progress: 478/527 forecasts completed (90.7%). BWA finished in 0.7s. ETA: 8.4s. Rate: 348.36 forecasts/min [2025-11-22T03:22:25.761926] [DEBUG] [REMOTE ] REXR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.763013] [DEBUG] [LOCAL ] Loaded configuration for REXR: 1 features, N/A% accuracy [2025-11-22T03:22:25.763067] [INFO ] [LOCAL ] REXR: Loaded 1 optimal features with 51.62% confidence from JSON config [2025-11-22T03:22:25.763914] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:25.763999] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_prev_range_position [2025-11-22T03:22:25.766934] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:25.949961] [INFO ] [LOCAL ] CNF: Saved forecast. [2025-11-22T03:22:25.950032] [INFO ] [main ] CNF: Signal=1 (Conf=80.0%), Magnitude=6.67% (Conf=50.0559%) [2025-11-22T03:22:25.950406] [INFO ] [main ] Fetching symbol history for BNY... [2025-11-22T03:22:25.950460] [DEBUG] [REMOTE ] BNY: Fetching historical data. [2025-11-22T03:22:25.951229] [INFO ] [main ] Progress: 479/527 forecasts completed (90.9%). CNF finished in 0.7s. ETA: 8.3s. Rate: 348.24 forecasts/min [2025-11-22T03:22:25.963024] [DEBUG] [REMOTE ] BNY: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:25.964070] [DEBUG] [LOCAL ] Loaded configuration for BNY: 6 features, N/A% accuracy [2025-11-22T03:22:25.964125] [INFO ] [LOCAL ] BNY: Loaded 6 optimal features with 43.47% confidence from JSON config [2025-11-22T03:22:25.964964] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:25.965053] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:25.970383] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:25.971230] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:25.972072] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:25.973514] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:25.974674] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:25.976294] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.002815] [INFO ] [LOCAL ] ESRT: Saved forecast. [2025-11-22T03:22:26.002886] [INFO ] [main ] ESRT: Signal=1 (Conf=80.0%), Magnitude=-0.63% (Conf=52.4998%) [2025-11-22T03:22:26.003313] [INFO ] [main ] Fetching symbol history for MFC... [2025-11-22T03:22:26.003378] [DEBUG] [REMOTE ] MFC: Fetching historical data. [2025-11-22T03:22:26.003728] [INFO ] [main ] Progress: 480/527 forecasts completed (91.1%). ESRT finished in 0.7s. ETA: 8.1s. Rate: 348.75 forecasts/min [2025-11-22T03:22:26.015462] [DEBUG] [REMOTE ] MFC: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.016568] [DEBUG] [LOCAL ] Loaded configuration for MFC: 1 features, N/A% accuracy [2025-11-22T03:22:26.016628] [INFO ] [LOCAL ] MFC: Loaded 1 optimal features with 66.66% confidence from JSON config [2025-11-22T03:22:26.017502] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:26.017572] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:26.022602] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.076631] [INFO ] [LOCAL ] PFO: Saved forecast. [2025-11-22T03:22:26.076718] [INFO ] [main ] PFO: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=23.2381%) [2025-11-22T03:22:26.080192] [INFO ] [main ] Fetching symbol history for VST... [2025-11-22T03:22:26.080241] [DEBUG] [REMOTE ] VST: Fetching historical data. [2025-11-22T03:22:26.082007] [INFO ] [main ] Progress: 481/527 forecasts completed (91.3%). PFO finished in 0.7s. ETA: 7.9s. Rate: 349.14 forecasts/min [2025-11-22T03:22:26.092765] [DEBUG] [REMOTE ] VST: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.093783] [DEBUG] [LOCAL ] Loaded configuration for VST: 6 features, N/A% accuracy [2025-11-22T03:22:26.093842] [INFO ] [LOCAL ] VST: Loaded 6 optimal features with 73.85% confidence from JSON config [2025-11-22T03:22:26.094662] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:26.094726] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:26.096741] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:26.098611] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:26.099110] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:26.100208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:26.102271] [DEBUG] [FEATURES ] DataBuilder: Executing add_vwap_deviations [2025-11-22T03:22:26.108165] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.375868] [INFO ] [LOCAL ] REXR: Saved forecast. [2025-11-22T03:22:26.375935] [INFO ] [main ] REXR: Signal=1 (Conf=80.0%), Magnitude=-1.04% (Conf=51.6153%) [2025-11-22T03:22:26.376299] [INFO ] [main ] Fetching symbol history for NRDY... [2025-11-22T03:22:26.376350] [DEBUG] [REMOTE ] NRDY: Fetching historical data. [2025-11-22T03:22:26.376728] [INFO ] [main ] Progress: 482/527 forecasts completed (91.5%). REXR finished in 0.6s. ETA: 7.7s. Rate: 348.62 forecasts/min [2025-11-22T03:22:26.388403] [DEBUG] [REMOTE ] NRDY: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.389625] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 8 features, N/A% accuracy [2025-11-22T03:22:26.389702] [INFO ] [LOCAL ] NRDY: Loaded 8 optimal features with 44.84% confidence from JSON config [2025-11-22T03:22:26.390504] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:26.390569] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:26.395445] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:26.397271] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:26.397817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:26.398226] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:26.399004] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:26.526895] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:26.529950] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:26.532809] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.562838] [INFO ] [LOCAL ] BNY: Saved forecast. [2025-11-22T03:22:26.562906] [INFO ] [main ] BNY: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=43.4699%) [2025-11-22T03:22:26.563260] [INFO ] [main ] Fetching symbol history for L... [2025-11-22T03:22:26.563314] [DEBUG] [REMOTE ] L: Fetching historical data. [2025-11-22T03:22:26.563752] [INFO ] [main ] Progress: 483/527 forecasts completed (91.7%). BNY finished in 0.6s. ETA: 7.6s. Rate: 348.56 forecasts/min [2025-11-22T03:22:26.575976] [DEBUG] [REMOTE ] L: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.577102] [DEBUG] [LOCAL ] Loaded configuration for L: 5 features, N/A% accuracy [2025-11-22T03:22:26.577162] [INFO ] [LOCAL ] L: Loaded 5 optimal features with 67.19% confidence from JSON config [2025-11-22T03:22:26.578039] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:26.578103] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:26.579875] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:26.580421] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:26.580860] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:26.582510] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:26.615160] [INFO ] [LOCAL ] MFC: Saved forecast. [2025-11-22T03:22:26.615229] [INFO ] [main ] MFC: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=66.6621%) [2025-11-22T03:22:26.615391] [INFO ] [main ] Fetching symbol history for RCUS... [2025-11-22T03:22:26.615446] [DEBUG] [REMOTE ] RCUS: Fetching historical data. [2025-11-22T03:22:26.616397] [INFO ] [main ] Progress: 484/527 forecasts completed (91.8%). MFC finished in 0.6s. ETA: 7.4s. Rate: 349.06 forecasts/min [2025-11-22T03:22:26.627786] [DEBUG] [REMOTE ] RCUS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.628856] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 8 features, N/A% accuracy [2025-11-22T03:22:26.628926] [INFO ] [LOCAL ] RCUS: Loaded 8 optimal features with 50.29% confidence from JSON config [2025-11-22T03:22:26.629795] [DEBUG] [FEATURES ] DataBuilder: Executing 8 feature methods. [2025-11-22T03:22:26.629864] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:26.634840] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:26.635860] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:26.638586] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:26.639407] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_day_tail_pressure [2025-11-22T03:22:26.641484] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.642312] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:26.643960] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:26.646146] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:22:26.650526] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:26.798335] [INFO ] [LOCAL ] VST: Saved forecast. [2025-11-22T03:22:26.798403] [INFO ] [main ] VST: Signal=1 (Conf=80.0%), Magnitude=-8.06% (Conf=73.8481%) [2025-11-22T03:22:26.798566] [INFO ] [main ] Fetching symbol history for MSD... [2025-11-22T03:22:26.798612] [DEBUG] [REMOTE ] MSD: Fetching historical data. [2025-11-22T03:22:26.799766] [INFO ] [main ] Progress: 485/527 forecasts completed (92.0%). VST finished in 0.7s. ETA: 7.2s. Rate: 349.01 forecasts/min [2025-11-22T03:22:26.810154] [DEBUG] [REMOTE ] MSD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:26.811184] [DEBUG] [LOCAL ] Loaded configuration for MSD: 6 features, N/A% accuracy [2025-11-22T03:22:26.811237] [INFO ] [LOCAL ] MSD: Loaded 6 optimal features with 46.31% confidence from JSON config [2025-11-22T03:22:26.812058] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:26.812123] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:26.813134] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:26.817456] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:26.819244] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:26.819768] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:26.820896] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:26.822971] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.113602] [INFO ] [LOCAL ] NRDY: Saved forecast. [2025-11-22T03:22:27.113694] [INFO ] [main ] NRDY: Signal=1 (Conf=80.0%), Magnitude=3.76% (Conf=44.8398%) [2025-11-22T03:22:27.114047] [INFO ] [main ] Fetching symbol history for UNH... [2025-11-22T03:22:27.114099] [DEBUG] [REMOTE ] UNH: Fetching historical data. [2025-11-22T03:22:27.114728] [INFO ] [main ] Progress: 486/527 forecasts completed (92.2%). NRDY finished in 0.7s. ETA: 7.1s. Rate: 348.42 forecasts/min [2025-11-22T03:22:27.127264] [DEBUG] [REMOTE ] UNH: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.128492] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, N/A% accuracy [2025-11-22T03:22:27.128555] [INFO ] [LOCAL ] UNH: Loaded 1 optimal features with 53.45% confidence from JSON config [2025-11-22T03:22:27.129479] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:27.129543] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:27.174611] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.257404] [INFO ] [LOCAL ] L: Saved forecast. [2025-11-22T03:22:27.257513] [INFO ] [main ] L: Signal=1 (Conf=80.0%), Magnitude=-0.06% (Conf=67.1894%) [2025-11-22T03:22:27.257903] [INFO ] [main ] Fetching symbol history for TGT... [2025-11-22T03:22:27.257957] [DEBUG] [REMOTE ] TGT: Fetching historical data. [2025-11-22T03:22:27.259720] [INFO ] [main ] Progress: 487/527 forecasts completed (92.4%). L finished in 0.7s. ETA: 6.9s. Rate: 348.53 forecasts/min [2025-11-22T03:22:27.259892] [INFO ] [LOCAL ] RCUS: Saved forecast. [2025-11-22T03:22:27.259969] [INFO ] [main ] RCUS: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=50.2936%) [2025-11-22T03:22:27.260129] [INFO ] [main ] Fetching symbol history for EMR... [2025-11-22T03:22:27.260174] [DEBUG] [REMOTE ] EMR: Fetching historical data. [2025-11-22T03:22:27.260689] [INFO ] [main ] Progress: 488/527 forecasts completed (92.6%). RCUS finished in 0.6s. ETA: 6.7s. Rate: 349.24 forecasts/min [2025-11-22T03:22:27.271094] [DEBUG] [REMOTE ] TGT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.272239] [DEBUG] [LOCAL ] Loaded configuration for TGT: 3 features, N/A% accuracy [2025-11-22T03:22:27.272294] [INFO ] [LOCAL ] TGT: Loaded 3 optimal features with 48.97% confidence from JSON config [2025-11-22T03:22:27.273063] [DEBUG] [REMOTE ] EMR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.273187] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:27.273253] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:27.273912] [DEBUG] [LOCAL ] Loaded configuration for EMR: 5 features, N/A% accuracy [2025-11-22T03:22:27.273981] [INFO ] [LOCAL ] EMR: Loaded 5 optimal features with 63.97% confidence from JSON config [2025-11-22T03:22:27.275122] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:27.275199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:27.275967] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:27.276843] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:27.276893] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:27.277420] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency [2025-11-22T03:22:27.278996] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.279596] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:27.280672] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:27.283455] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.401863] [INFO ] [LOCAL ] MSD: Saved forecast. [2025-11-22T03:22:27.401936] [INFO ] [main ] MSD: Signal=1 (Conf=80.0%), Magnitude=0.13% (Conf=46.3095%) [2025-11-22T03:22:27.402099] [INFO ] [main ] Fetching symbol history for TYL... [2025-11-22T03:22:27.402143] [DEBUG] [REMOTE ] TYL: Fetching historical data. [2025-11-22T03:22:27.403619] [INFO ] [main ] Progress: 489/527 forecasts completed (92.8%). MSD finished in 0.6s. ETA: 6.5s. Rate: 349.36 forecasts/min [2025-11-22T03:22:27.414465] [DEBUG] [REMOTE ] TYL: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.415410] [DEBUG] [LOCAL ] Loaded configuration for TYL: 2 features, N/A% accuracy [2025-11-22T03:22:27.415464] [INFO ] [LOCAL ] TYL: Loaded 2 optimal features with 49.76% confidence from JSON config [2025-11-22T03:22:27.416311] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:27.416376] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:27.461453] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:27.462566] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.897003] [INFO ] [LOCAL ] UNH: Saved forecast. [2025-11-22T03:22:27.897078] [INFO ] [main ] UNH: Signal=1 (Conf=80.0%), Magnitude=3.24% (Conf=53.4519%) [2025-11-22T03:22:27.897451] [INFO ] [main ] Fetching symbol history for ACHR... [2025-11-22T03:22:27.897511] [DEBUG] [REMOTE ] ACHR: Fetching historical data. [2025-11-22T03:22:27.897732] [INFO ] [main ] Progress: 490/527 forecasts completed (93.0%). UNH finished in 0.8s. ETA: 6.4s. Rate: 348.03 forecasts/min [2025-11-22T03:22:27.909478] [DEBUG] [REMOTE ] ACHR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.910126] [DEBUG] [LOCAL ] Loaded configuration for ACHR: 7 features, N/A% accuracy [2025-11-22T03:22:27.910174] [INFO ] [LOCAL ] ACHR: Loaded 7 optimal features with 54.92% confidence from JSON config [2025-11-22T03:22:27.910996] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:27.911059] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:27.912817] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:27.913322] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:27.913736] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:27.916141] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:27.928719] [INFO ] [LOCAL ] EMR: Saved forecast. [2025-11-22T03:22:27.928789] [INFO ] [main ] EMR: Signal=1 (Conf=80.0%), Magnitude=5.82% (Conf=63.9663%) [2025-11-22T03:22:27.929198] [INFO ] [main ] Fetching symbol history for RM... [2025-11-22T03:22:27.929251] [DEBUG] [REMOTE ] RM: Fetching historical data. [2025-11-22T03:22:27.929732] [INFO ] [main ] Progress: 491/527 forecasts completed (93.2%). EMR finished in 0.7s. ETA: 6.2s. Rate: 348.61 forecasts/min [2025-11-22T03:22:27.942214] [DEBUG] [REMOTE ] RM: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.942984] [DEBUG] [LOCAL ] Loaded configuration for RM: 7 features, N/A% accuracy [2025-11-22T03:22:27.943038] [INFO ] [LOCAL ] RM: Loaded 7 optimal features with 51.80% confidence from JSON config [2025-11-22T03:22:27.943876] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:27.943940] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:27.948869] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:27.950625] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:27.951127] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:27.951574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:27.951990] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:27.961704] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:27.962944] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:27.963574] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:27.972126] [INFO ] [LOCAL ] TGT: Saved forecast. [2025-11-22T03:22:27.972194] [INFO ] [main ] TGT: Signal=1 (Conf=80.0%), Magnitude=-2.19% (Conf=48.9683%) [2025-11-22T03:22:27.972362] [INFO ] [main ] Fetching symbol history for FPF... [2025-11-22T03:22:27.972409] [DEBUG] [REMOTE ] FPF: Fetching historical data. [2025-11-22T03:22:27.973719] [INFO ] [main ] Progress: 492/527 forecasts completed (93.4%). TGT finished in 0.7s. ETA: 6.0s. Rate: 349.14 forecasts/min [2025-11-22T03:22:27.985225] [DEBUG] [REMOTE ] FPF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:27.986424] [DEBUG] [LOCAL ] Loaded configuration for FPF: 13 features, N/A% accuracy [2025-11-22T03:22:27.986492] [INFO ] [LOCAL ] FPF: Loaded 13 optimal features with 40.59% confidence from JSON config [2025-11-22T03:22:27.987346] [DEBUG] [FEATURES ] DataBuilder: Executing 13 feature methods. [2025-11-22T03:22:27.987422] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:27.989241] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:27.989827] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:27.990234] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:27.991150] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:27.991976] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:27.996444] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:27.997682] [DEBUG] [FEATURES ] DataBuilder: Executing add_overnight_gap_amplitude [2025-11-22T03:22:27.998317] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:27.999429] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:28.000144] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:28.000625] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:28.001770] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:28.004151] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.039577] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:28.040353] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.184961] [INFO ] [LOCAL ] TYL: Saved forecast. [2025-11-22T03:22:28.185041] [INFO ] [main ] TYL: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=49.7618%) [2025-11-22T03:22:28.185216] [INFO ] [main ] Fetching symbol history for USB... [2025-11-22T03:22:28.185266] [DEBUG] [REMOTE ] USB: Fetching historical data. [2025-11-22T03:22:28.185948] [INFO ] [main ] Progress: 493/527 forecasts completed (93.5%). TYL finished in 0.8s. ETA: 5.8s. Rate: 348.97 forecasts/min [2025-11-22T03:22:28.198041] [DEBUG] [REMOTE ] USB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:28.199366] [DEBUG] [LOCAL ] Loaded configuration for USB: 2 features, N/A% accuracy [2025-11-22T03:22:28.199429] [INFO ] [LOCAL ] USB: Loaded 2 optimal features with 52.17% confidence from JSON config [2025-11-22T03:22:28.200302] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:28.200366] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:28.201210] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_volume_efficiency_refinements [2025-11-22T03:22:28.205301] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.563299] [INFO ] [LOCAL ] ACHR: Saved forecast. [2025-11-22T03:22:28.563385] [INFO ] [main ] ACHR: Signal=1 (Conf=80.0%), Magnitude=-2.98% (Conf=54.922%) [2025-11-22T03:22:28.563776] [INFO ] [main ] Fetching symbol history for MTG... [2025-11-22T03:22:28.563829] [DEBUG] [REMOTE ] MTG: Fetching historical data. [2025-11-22T03:22:28.564728] [INFO ] [main ] Progress: 494/527 forecasts completed (93.7%). ACHR finished in 0.7s. ETA: 5.7s. Rate: 348.12 forecasts/min [2025-11-22T03:22:28.576234] [DEBUG] [REMOTE ] MTG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:28.579699] [DEBUG] [LOCAL ] Loaded configuration for MTG: 7 features, N/A% accuracy [2025-11-22T03:22:28.579759] [INFO ] [LOCAL ] MTG: Loaded 7 optimal features with 50.83% confidence from JSON config [2025-11-22T03:22:28.580559] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:28.580623] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:28.588588] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:28.590368] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:28.590889] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:28.592871] [INFO ] [LOCAL ] FPF: Saved forecast. [2025-11-22T03:22:28.592938] [INFO ] [main ] FPF: Signal=1 (Conf=80.0%), Magnitude=-1.39% (Conf=40.5882%) [2025-11-22T03:22:28.593254] [INFO ] [main ] Fetching symbol history for CVNA... [2025-11-22T03:22:28.593252] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:28.593304] [DEBUG] [REMOTE ] CVNA: Fetching historical data. [2025-11-22T03:22:28.594235] [INFO ] [main ] Progress: 495/527 forecasts completed (93.9%). FPF finished in 0.6s. ETA: 5.5s. Rate: 348.71 forecasts/min [2025-11-22T03:22:28.594499] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:28.596576] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:28.597669] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.606157] [DEBUG] [REMOTE ] CVNA: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:28.607456] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 3 features, N/A% accuracy [2025-11-22T03:22:28.607514] [INFO ] [LOCAL ] CVNA: Loaded 3 optimal features with 54.80% confidence from JSON config [2025-11-22T03:22:28.608349] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:28.608425] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:28.613452] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:28.614450] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:22:28.616093] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.641522] [INFO ] [LOCAL ] RM: Saved forecast. [2025-11-22T03:22:28.641588] [INFO ] [main ] RM: Signal=1 (Conf=80.0%), Magnitude=3.32% (Conf=51.7986%) [2025-11-22T03:22:28.641766] [INFO ] [main ] Fetching symbol history for ETN... [2025-11-22T03:22:28.641813] [DEBUG] [REMOTE ] ETN: Fetching historical data. [2025-11-22T03:22:28.643394] [INFO ] [main ] Progress: 496/527 forecasts completed (94.1%). RM finished in 0.7s. ETA: 5.3s. Rate: 349.21 forecasts/min [2025-11-22T03:22:28.656342] [DEBUG] [REMOTE ] ETN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:28.657447] [DEBUG] [LOCAL ] Loaded configuration for ETN: 2 features, N/A% accuracy [2025-11-22T03:22:28.657526] [INFO ] [LOCAL ] ETN: Loaded 2 optimal features with 65.66% confidence from JSON config [2025-11-22T03:22:28.658448] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:28.658544] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:28.663782] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:28.666915] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:28.847972] [INFO ] [LOCAL ] USB: Saved forecast. [2025-11-22T03:22:28.848053] [INFO ] [main ] USB: Signal=1 (Conf=80.0%), Magnitude=2.28% (Conf=52.1738%) [2025-11-22T03:22:28.848391] [INFO ] [main ] Progress: 497/527 forecasts completed (94.3%). USB finished in 0.7s. ETA: 5.2s. Rate: 349.07 forecasts/min [2025-11-22T03:22:28.848515] [INFO ] [main ] Fetching symbol history for QGEN... [2025-11-22T03:22:28.848558] [DEBUG] [REMOTE ] QGEN: Fetching historical data. [2025-11-22T03:22:28.860163] [DEBUG] [REMOTE ] QGEN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:28.861229] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 7 features, N/A% accuracy [2025-11-22T03:22:28.861283] [INFO ] [LOCAL ] QGEN: Loaded 7 optimal features with 53.32% confidence from JSON config [2025-11-22T03:22:28.862114] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:28.862180] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:28.863881] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:28.864417] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:28.864856] [DEBUG] [FEATURES ] DataBuilder: Executing add_micro_gap_fill_velocity [2025-11-22T03:22:28.866824] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:28.867305] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:28.868419] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:28.870853] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.197231] [INFO ] [LOCAL ] MTG: Saved forecast. [2025-11-22T03:22:29.197298] [INFO ] [main ] MTG: Signal=1 (Conf=80.0%), Magnitude=0.40% (Conf=50.8259%) [2025-11-22T03:22:29.197778] [INFO ] [main ] Fetching symbol history for PWR... [2025-11-22T03:22:29.197831] [DEBUG] [REMOTE ] PWR: Fetching historical data. [2025-11-22T03:22:29.198604] [INFO ] [main ] Progress: 498/527 forecasts completed (94.5%). MTG finished in 0.6s. ETA: 5.0s. Rate: 348.35 forecasts/min [2025-11-22T03:22:29.209930] [DEBUG] [REMOTE ] PWR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.210934] [DEBUG] [LOCAL ] Loaded configuration for PWR: 1 features, N/A% accuracy [2025-11-22T03:22:29.210992] [INFO ] [LOCAL ] PWR: Loaded 1 optimal features with 62.34% confidence from JSON config [2025-11-22T03:22:29.211807] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:29.211867] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:29.216735] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.289981] [INFO ] [LOCAL ] CVNA: Saved forecast. [2025-11-22T03:22:29.290049] [INFO ] [main ] CVNA: Signal=1 (Conf=80.0%), Magnitude=-3.65% (Conf=54.7966%) [2025-11-22T03:22:29.290207] [INFO ] [main ] Fetching symbol history for ELP... [2025-11-22T03:22:29.290252] [DEBUG] [REMOTE ] ELP: Fetching historical data. [2025-11-22T03:22:29.290998] [INFO ] [main ] Progress: 499/527 forecasts completed (94.7%). CVNA finished in 0.7s. ETA: 4.8s. Rate: 348.67 forecasts/min [2025-11-22T03:22:29.302983] [DEBUG] [REMOTE ] ELP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.304056] [DEBUG] [LOCAL ] Loaded configuration for ELP: 6 features, N/A% accuracy [2025-11-22T03:22:29.304114] [INFO ] [LOCAL ] ELP: Loaded 6 optimal features with 59.78% confidence from JSON config [2025-11-22T03:22:29.304941] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:29.305006] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:29.309999] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:29.311776] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:29.312258] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:29.312724] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:29.313463] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:29.380135] [INFO ] [LOCAL ] ETN: Saved forecast. [2025-11-22T03:22:29.380199] [INFO ] [main ] ETN: Signal=1 (Conf=80.0%), Magnitude=-5.11% (Conf=65.6567%) [2025-11-22T03:22:29.380362] [INFO ] [main ] Fetching symbol history for NUV... [2025-11-22T03:22:29.380408] [DEBUG] [REMOTE ] NUV: Fetching historical data. [2025-11-22T03:22:29.380945] [INFO ] [main ] Progress: 500/527 forecasts completed (94.9%). ETN finished in 0.7s. ETA: 4.6s. Rate: 349.00 forecasts/min [2025-11-22T03:22:29.391755] [DEBUG] [REMOTE ] NUV: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.392726] [DEBUG] [LOCAL ] Loaded configuration for NUV: 22 features, N/A% accuracy [2025-11-22T03:22:29.392788] [INFO ] [LOCAL ] NUV: Loaded 22 optimal features with 21.07% confidence from JSON config [2025-11-22T03:22:29.393580] [DEBUG] [FEATURES ] DataBuilder: Executing 22 feature methods. [2025-11-22T03:22:29.393686] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:29.398746] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:29.399153] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.400589] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:29.401113] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:29.401578] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:29.402039] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:29.402864] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:29.403743] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:29.406237] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:29.475737] [INFO ] [LOCAL ] QGEN: Saved forecast. [2025-11-22T03:22:29.475812] [INFO ] [main ] QGEN: Signal=1 (Conf=80.0%), Magnitude=2.43% (Conf=53.3178%) [2025-11-22T03:22:29.475971] [INFO ] [main ] Fetching symbol history for RS... [2025-11-22T03:22:29.476017] [DEBUG] [REMOTE ] RS: Fetching historical data. [2025-11-22T03:22:29.476920] [INFO ] [main ] Progress: 501/527 forecasts completed (95.1%). QGEN finished in 0.6s. ETA: 4.5s. Rate: 349.31 forecasts/min [2025-11-22T03:22:29.489445] [DEBUG] [REMOTE ] RS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.490368] [DEBUG] [LOCAL ] Loaded configuration for RS: 6 features, N/A% accuracy [2025-11-22T03:22:29.490441] [INFO ] [LOCAL ] RS: Loaded 6 optimal features with 57.95% confidence from JSON config [2025-11-22T03:22:29.491264] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:29.491328] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:29.496431] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:29.498308] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:29.498808] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:29.499201] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:29.540498] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:29.542463] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:29.543776] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:29.589472] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_morning_composite [2025-11-22T03:22:29.590716] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_resolution_state [2025-11-22T03:22:29.600558] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.661628] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:29.662817] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:29.664156] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:29.752172] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:29.753185] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:29.755072] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_hour_microstructure [2025-11-22T03:22:29.757890] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:29.759016] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:29.759776] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_11_elasticity [2025-11-22T03:22:29.760957] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.889864] [INFO ] [LOCAL ] PWR: Saved forecast. [2025-11-22T03:22:29.889938] [INFO ] [main ] PWR: Signal=1 (Conf=80.0%), Magnitude=-1.25% (Conf=62.3431%) [2025-11-22T03:22:29.890279] [INFO ] [main ] Progress: 502/527 forecasts completed (95.3%). PWR finished in 0.7s. ETA: 4.3s. Rate: 348.34 forecasts/min [2025-11-22T03:22:29.890410] [INFO ] [main ] Fetching symbol history for KAR... [2025-11-22T03:22:29.890452] [DEBUG] [REMOTE ] KAR: Fetching historical data. [2025-11-22T03:22:29.902111] [DEBUG] [REMOTE ] KAR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.903354] [DEBUG] [LOCAL ] Loaded configuration for KAR: 9 features, N/A% accuracy [2025-11-22T03:22:29.903408] [INFO ] [LOCAL ] KAR: Loaded 9 optimal features with 56.44% confidence from JSON config [2025-11-22T03:22:29.904222] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:29.904288] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:29.909202] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:29.911018] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:29.911520] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:29.911999] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:29.912393] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:29.913158] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:29.913963] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:29.916350] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_vs_close_liquidity_ratio [2025-11-22T03:22:29.917936] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:29.965633] [INFO ] [LOCAL ] ELP: Saved forecast. [2025-11-22T03:22:29.965724] [INFO ] [main ] ELP: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=59.7808%) [2025-11-22T03:22:29.966069] [INFO ] [main ] Fetching symbol history for CAF... [2025-11-22T03:22:29.966120] [DEBUG] [REMOTE ] CAF: Fetching historical data. [2025-11-22T03:22:29.967751] [INFO ] [main ] Progress: 503/527 forecasts completed (95.4%). ELP finished in 0.7s. ETA: 4.1s. Rate: 348.72 forecasts/min [2025-11-22T03:22:29.980254] [DEBUG] [REMOTE ] CAF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:29.981393] [DEBUG] [LOCAL ] Loaded configuration for CAF: 5 features, N/A% accuracy [2025-11-22T03:22:29.981452] [INFO ] [LOCAL ] CAF: Loaded 5 optimal features with 51.72% confidence from JSON config [2025-11-22T03:22:29.982299] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:29.982363] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:29.984112] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:29.984663] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:29.986510] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:29.987226] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:29.988848] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:30.273227] [INFO ] [LOCAL ] RS: Saved forecast. [2025-11-22T03:22:30.273305] [INFO ] [main ] RS: Signal=1 (Conf=80.0%), Magnitude=0.40% (Conf=57.9522%) [2025-11-22T03:22:30.273661] [INFO ] [main ] Fetching symbol history for TEO... [2025-11-22T03:22:30.273738] [DEBUG] [REMOTE ] TEO: Fetching historical data. [2025-11-22T03:22:30.273729] [INFO ] [main ] Progress: 504/527 forecasts completed (95.6%). RS finished in 0.8s. ETA: 4.0s. Rate: 348.18 forecasts/min [2025-11-22T03:22:30.285165] [DEBUG] [REMOTE ] TEO: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:30.286287] [DEBUG] [LOCAL ] Loaded configuration for TEO: 6 features, N/A% accuracy [2025-11-22T03:22:30.286341] [INFO ] [LOCAL ] TEO: Loaded 6 optimal features with 48.28% confidence from JSON config [2025-11-22T03:22:30.287167] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:30.287231] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:30.292127] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:30.293917] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:30.294397] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:30.294809] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:30.295684] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:30.296367] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:30.348523] [INFO ] [LOCAL ] NUV: Saved forecast. [2025-11-22T03:22:30.348592] [INFO ] [main ] NUV: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=21.0697%) [2025-11-22T03:22:30.349206] [INFO ] [main ] Fetching symbol history for ACI... [2025-11-22T03:22:30.349259] [DEBUG] [REMOTE ] ACI: Fetching historical data. [2025-11-22T03:22:30.350710] [INFO ] [main ] Progress: 505/527 forecasts completed (95.8%). NUV finished in 1.0s. ETA: 3.8s. Rate: 348.56 forecasts/min [2025-11-22T03:22:30.363922] [DEBUG] [REMOTE ] ACI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:30.364950] [DEBUG] [LOCAL ] Loaded configuration for ACI: 10 features, N/A% accuracy [2025-11-22T03:22:30.365010] [INFO ] [LOCAL ] ACI: Loaded 10 optimal features with 61.77% confidence from JSON config [2025-11-22T03:22:30.365847] [DEBUG] [FEATURES ] DataBuilder: Executing 10 feature methods. [2025-11-22T03:22:30.365928] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_volatility_percentile [2025-11-22T03:22:30.453909] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:30.455018] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:30.457113] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_1100_to_open [2025-11-22T03:22:30.457917] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:30.459692] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:30.460172] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:30.461208] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:30.462899] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:30.463941] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:30.464626] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:30.508406] [INFO ] [LOCAL ] KAR: Saved forecast. [2025-11-22T03:22:30.508471] [INFO ] [main ] KAR: Signal=1 (Conf=80.0%), Magnitude=-2.89% (Conf=56.4432%) [2025-11-22T03:22:30.508632] [INFO ] [main ] Fetching symbol history for STXG... [2025-11-22T03:22:30.508696] [DEBUG] [REMOTE ] STXG: Fetching historical data. [2025-11-22T03:22:30.509724] [INFO ] [main ] Progress: 506/527 forecasts completed (96.0%). KAR finished in 0.6s. ETA: 3.6s. Rate: 348.61 forecasts/min [2025-11-22T03:22:30.520142] [DEBUG] [REMOTE ] STXG: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:30.521422] [DEBUG] [LOCAL ] Loaded configuration for STXG: 9 features, N/A% accuracy [2025-11-22T03:22:30.521478] [INFO ] [LOCAL ] STXG: Loaded 9 optimal features with 42.66% confidence from JSON config [2025-11-22T03:22:30.522298] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:30.522363] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:30.527199] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:30.529082] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:30.529573] [DEBUG] [FEATURES ] DataBuilder: Executing add_directional_consistency [2025-11-22T03:22:30.559545] [INFO ] [LOCAL ] CAF: Saved forecast. [2025-11-22T03:22:30.559613] [INFO ] [main ] CAF: Signal=1 (Conf=80.0%), Magnitude=-1.46% (Conf=51.724%) [2025-11-22T03:22:30.559793] [INFO ] [main ] Fetching symbol history for NKX... [2025-11-22T03:22:30.559840] [DEBUG] [REMOTE ] NKX: Fetching historical data. [2025-11-22T03:22:30.562003] [INFO ] [main ] Progress: 507/527 forecasts completed (96.2%). CAF finished in 0.6s. ETA: 3.4s. Rate: 349.09 forecasts/min [2025-11-22T03:22:30.573063] [DEBUG] [REMOTE ] NKX: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:30.574307] [DEBUG] [LOCAL ] Loaded configuration for NKX: 6 features, N/A% accuracy [2025-11-22T03:22:30.574360] [INFO ] [LOCAL ] NKX: Loaded 6 optimal features with 50.36% confidence from JSON config [2025-11-22T03:22:30.575181] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:30.575245] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:30.577069] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:30.577667] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:30.578760] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:30.580419] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:30.581523] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:30.582241] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:30.657888] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:30.659792] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:30.660854] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_pressure_into_close [2025-11-22T03:22:30.662534] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:30.663609] [DEBUG] [FEATURES ] DataBuilder: Executing add_return_volume_nonlinearity_proxies [2025-11-22T03:22:30.664296] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:30.884765] [INFO ] [LOCAL ] TEO: Saved forecast. [2025-11-22T03:22:30.884833] [INFO ] [main ] TEO: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=48.2847%) [2025-11-22T03:22:30.885159] [INFO ] [main ] Progress: 508/527 forecasts completed (96.4%). TEO finished in 0.6s. ETA: 3.3s. Rate: 348.49 forecasts/min [2025-11-22T03:22:30.885279] [INFO ] [main ] Fetching symbol history for HDB... [2025-11-22T03:22:30.885321] [DEBUG] [REMOTE ] HDB: Fetching historical data. [2025-11-22T03:22:30.896670] [DEBUG] [REMOTE ] HDB: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:30.897631] [DEBUG] [LOCAL ] Loaded configuration for HDB: 2 features, N/A% accuracy [2025-11-22T03:22:30.897710] [INFO ] [LOCAL ] HDB: Loaded 2 optimal features with 54.55% confidence from JSON config [2025-11-22T03:22:30.898517] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:30.898577] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:30.903397] [DEBUG] [FEATURES ] DataBuilder: Executing add_range_overlap_v_prior_day [2025-11-22T03:22:30.905855] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.071097] [INFO ] [LOCAL ] ACI: Saved forecast. [2025-11-22T03:22:31.071168] [INFO ] [main ] ACI: Signal=1 (Conf=80.0%), Magnitude=0.27% (Conf=61.7741%) [2025-11-22T03:22:31.071611] [INFO ] [main ] Fetching symbol history for ELAN... [2025-11-22T03:22:31.071686] [DEBUG] [REMOTE ] ELAN: Fetching historical data. [2025-11-22T03:22:31.071729] [INFO ] [main ] Progress: 509/527 forecasts completed (96.6%). ACI finished in 0.7s. ETA: 3.1s. Rate: 348.43 forecasts/min [2025-11-22T03:22:31.083699] [DEBUG] [REMOTE ] ELAN: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.084823] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 6 features, N/A% accuracy [2025-11-22T03:22:31.084880] [INFO ] [LOCAL ] ELAN: Loaded 6 optimal features with 48.38% confidence from JSON config [2025-11-22T03:22:31.085751] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:31.085816] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:31.090921] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:31.092834] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:31.093342] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:31.093776] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:31.094676] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:31.096727] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.165997] [INFO ] [LOCAL ] NKX: Saved forecast. [2025-11-22T03:22:31.166065] [INFO ] [main ] NKX: Signal=1 (Conf=80.0%), Magnitude=-0.38% (Conf=50.3635%) [2025-11-22T03:22:31.166227] [INFO ] [main ] Fetching symbol history for TDS... [2025-11-22T03:22:31.166272] [DEBUG] [REMOTE ] TDS: Fetching historical data. [2025-11-22T03:22:31.167723] [INFO ] [main ] Progress: 510/527 forecasts completed (96.8%). NKX finished in 0.6s. ETA: 2.9s. Rate: 348.73 forecasts/min [2025-11-22T03:22:31.178120] [DEBUG] [REMOTE ] TDS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.179011] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, N/A% accuracy [2025-11-22T03:22:31.179077] [INFO ] [LOCAL ] TDS: Loaded 2 optimal features with 61.27% confidence from JSON config [2025-11-22T03:22:31.179893] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:31.179965] [DEBUG] [FEATURES ] DataBuilder: Executing add_preclose_acceleration_mag [2025-11-22T03:22:31.180971] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_flow_differentials [2025-11-22T03:22:31.183763] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.259981] [INFO ] [LOCAL ] STXG: Saved forecast. [2025-11-22T03:22:31.260047] [INFO ] [main ] STXG: Signal=1 (Conf=80.0%), Magnitude=-1.19% (Conf=42.6567%) [2025-11-22T03:22:31.260392] [INFO ] [main ] Fetching symbol history for RSF... [2025-11-22T03:22:31.260446] [DEBUG] [REMOTE ] RSF: Fetching historical data. [2025-11-22T03:22:31.260718] [INFO ] [main ] Progress: 511/527 forecasts completed (97.0%). STXG finished in 0.8s. ETA: 2.8s. Rate: 349.05 forecasts/min [2025-11-22T03:22:31.273495] [DEBUG] [REMOTE ] RSF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.274365] [DEBUG] [LOCAL ] Loaded configuration for RSF: 1 features, N/A% accuracy [2025-11-22T03:22:31.274417] [INFO ] [LOCAL ] RSF: Loaded 1 optimal features with 20.23% confidence from JSON config [2025-11-22T03:22:31.275585] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:31.275663] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:31.277625] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.491244] [INFO ] [LOCAL ] HDB: Saved forecast. [2025-11-22T03:22:31.491310] [INFO ] [main ] HDB: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=54.5492%) [2025-11-22T03:22:31.491702] [INFO ] [main ] Fetching symbol history for HPS... [2025-11-22T03:22:31.491755] [DEBUG] [REMOTE ] HPS: Fetching historical data. [2025-11-22T03:22:31.492502] [INFO ] [main ] Progress: 512/527 forecasts completed (97.2%). HDB finished in 0.6s. ETA: 2.6s. Rate: 348.81 forecasts/min [2025-11-22T03:22:31.503443] [DEBUG] [REMOTE ] HPS: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.504626] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, N/A% accuracy [2025-11-22T03:22:31.504703] [INFO ] [LOCAL ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config [2025-11-22T03:22:31.505507] [DEBUG] [FEATURES ] DataBuilder: Executing 2 feature methods. [2025-11-22T03:22:31.505567] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:31.510425] [DEBUG] [FEATURES ] DataBuilder: Executing add_fullday_parkinson_range [2025-11-22T03:22:31.512147] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.695354] [INFO ] [LOCAL ] ELAN: Saved forecast. [2025-11-22T03:22:31.695423] [INFO ] [main ] ELAN: Signal=1 (Conf=80.0%), Magnitude=2.46% (Conf=48.3815%) [2025-11-22T03:22:31.695587] [INFO ] [main ] Fetching symbol history for ARMK... [2025-11-22T03:22:31.695633] [DEBUG] [REMOTE ] ARMK: Fetching historical data. [2025-11-22T03:22:31.695953] [INFO ] [main ] Progress: 513/527 forecasts completed (97.3%). ELAN finished in 0.6s. ETA: 2.4s. Rate: 348.69 forecasts/min [2025-11-22T03:22:31.707363] [DEBUG] [REMOTE ] ARMK: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.708416] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 5 features, N/A% accuracy [2025-11-22T03:22:31.708480] [INFO ] [LOCAL ] ARMK: Loaded 5 optimal features with 51.73% confidence from JSON config [2025-11-22T03:22:31.709322] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:31.709386] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:31.711137] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:31.711676] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:31.712092] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:31.714515] [DEBUG] [FEATURES ] DataBuilder: Executing add_volume_zscore [2025-11-22T03:22:31.716190] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.777597] [INFO ] [LOCAL ] TDS: Saved forecast. [2025-11-22T03:22:31.777692] [INFO ] [main ] TDS: Signal=1 (Conf=80.0%), Magnitude=1.51% (Conf=61.2686%) [2025-11-22T03:22:31.777857] [INFO ] [main ] Fetching symbol history for UZD... [2025-11-22T03:22:31.777902] [DEBUG] [REMOTE ] UZD: Fetching historical data. [2025-11-22T03:22:31.778916] [INFO ] [main ] Progress: 514/527 forecasts completed (97.5%). TDS finished in 0.6s. ETA: 2.2s. Rate: 349.04 forecasts/min [2025-11-22T03:22:31.789259] [DEBUG] [REMOTE ] UZD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.790338] [DEBUG] [LOCAL ] Loaded configuration for UZD: 5 features, N/A% accuracy [2025-11-22T03:22:31.790391] [INFO ] [LOCAL ] UZD: Loaded 5 optimal features with 54.32% confidence from JSON config [2025-11-22T03:22:31.791232] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:31.791296] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_day_volatility [2025-11-22T03:22:31.793416] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:31.795211] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:31.795711] [DEBUG] [FEATURES ] DataBuilder: Executing add_vol_of_vol [2025-11-22T03:22:31.796812] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_state_percentiles [2025-11-22T03:22:31.798920] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:31.840589] [INFO ] [LOCAL ] RSF: Saved forecast. [2025-11-22T03:22:31.840677] [INFO ] [main ] RSF: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=20.2301%) [2025-11-22T03:22:31.841042] [INFO ] [main ] Progress: 515/527 forecasts completed (97.7%). RSF finished in 0.6s. ETA: 2.1s. Rate: 349.47 forecasts/min [2025-11-22T03:22:31.841178] [INFO ] [main ] Fetching symbol history for RNGR... [2025-11-22T03:22:31.841221] [DEBUG] [REMOTE ] RNGR: Fetching historical data. [2025-11-22T03:22:31.854251] [DEBUG] [REMOTE ] RNGR: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:31.855208] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 7 features, N/A% accuracy [2025-11-22T03:22:31.855261] [INFO ] [LOCAL ] RNGR: Loaded 7 optimal features with 60.89% confidence from JSON config [2025-11-22T03:22:31.856090] [DEBUG] [FEATURES ] DataBuilder: Executing 7 feature methods. [2025-11-22T03:22:31.856153] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:31.861057] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:31.862888] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:31.863383] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:31.863801] [DEBUG] [FEATURES ] DataBuilder: Executing add_last_hour_momentum_mag [2025-11-22T03:22:31.864401] [DEBUG] [FEATURES ] DataBuilder: Executing add_regime_flags [2025-11-22T03:22:31.865426] [DEBUG] [FEATURES ] DataBuilder: Executing add_volatility_decay_ratio [2025-11-22T03:22:31.866562] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:32.081107] [INFO ] [LOCAL ] HPS: Saved forecast. [2025-11-22T03:22:32.081174] [INFO ] [main ] HPS: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=52.3953%) [2025-11-22T03:22:32.081518] [INFO ] [main ] Fetching symbol history for CTDD... [2025-11-22T03:22:32.081569] [DEBUG] [REMOTE ] CTDD: Fetching historical data. [2025-11-22T03:22:32.082717] [INFO ] [main ] Progress: 516/527 forecasts completed (97.9%). HPS finished in 0.6s. ETA: 1.9s. Rate: 349.20 forecasts/min [2025-11-22T03:22:32.092913] [DEBUG] [REMOTE ] CTDD: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:32.093826] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 9 features, N/A% accuracy [2025-11-22T03:22:32.093885] [INFO ] [LOCAL ] CTDD: Loaded 9 optimal features with 52.87% confidence from JSON config [2025-11-22T03:22:32.094727] [DEBUG] [FEATURES ] DataBuilder: Executing 9 feature methods. [2025-11-22T03:22:32.094793] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:32.099697] [DEBUG] [FEATURES ] DataBuilder: Executing add_intraday_skewness_proxies [2025-11-22T03:22:32.101305] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:32.102328] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_followthrough_mag_T0 [2025-11-22T03:22:32.103041] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:32.107260] [DEBUG] [FEATURES ] DataBuilder: Executing add_open_reversal_intensity [2025-11-22T03:22:32.108601] [DEBUG] [FEATURES ] DataBuilder: Executing add_pct_change [2025-11-22T03:22:32.110567] [DEBUG] [FEATURES ] DataBuilder: Executing add_prev_close_to_open [2025-11-22T03:22:32.111299] [DEBUG] [FEATURES ] DataBuilder: Executing add_prior_mag_lag [2025-11-22T03:22:32.112863] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:32.372224] [INFO ] [LOCAL ] UZD: Saved forecast. [2025-11-22T03:22:32.372291] [INFO ] [main ] UZD: Signal=1 (Conf=80.0%), Magnitude=-1.54% (Conf=54.3159%) [2025-11-22T03:22:32.372455] [INFO ] [main ] Fetching symbol history for GGZ... [2025-11-22T03:22:32.372502] [DEBUG] [REMOTE ] GGZ: Fetching historical data. [2025-11-22T03:22:32.373721] [INFO ] [main ] Progress: 517/527 forecasts completed (98.1%). UZD finished in 0.6s. ETA: 1.7s. Rate: 348.73 forecasts/min [2025-11-22T03:22:32.379269] [INFO ] [LOCAL ] ARMK: Saved forecast. [2025-11-22T03:22:32.379339] [INFO ] [main ] ARMK: Signal=1 (Conf=80.0%), Magnitude=2.90% (Conf=51.7312%) [2025-11-22T03:22:32.379506] [INFO ] [main ] Fetching symbol history for SYF... [2025-11-22T03:22:32.379554] [DEBUG] [REMOTE ] SYF: Fetching historical data. [2025-11-22T03:22:32.380406] [INFO ] [main ] Progress: 518/527 forecasts completed (98.3%). ARMK finished in 0.7s. ETA: 1.5s. Rate: 349.38 forecasts/min [2025-11-22T03:22:32.384200] [DEBUG] [REMOTE ] GGZ: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:32.385278] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 6 features, N/A% accuracy [2025-11-22T03:22:32.385331] [INFO ] [LOCAL ] GGZ: Loaded 6 optimal features with 51.86% confidence from JSON config [2025-11-22T03:22:32.386177] [DEBUG] [FEATURES ] DataBuilder: Executing 6 feature methods. [2025-11-22T03:22:32.386253] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:32.388022] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:32.388574] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:32.389056] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:32.389454] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:32.391371] [DEBUG] [REMOTE ] SYF: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:32.392331] [DEBUG] [LOCAL ] Loaded configuration for SYF: 3 features, N/A% accuracy [2025-11-22T03:22:32.392390] [INFO ] [LOCAL ] SYF: Loaded 3 optimal features with 65.27% confidence from JSON config [2025-11-22T03:22:32.393286] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:32.393350] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:32.394244] [DEBUG] [FEATURES ] DataBuilder: Executing add_day_shape_ratios [2025-11-22T03:22:32.396882] [DEBUG] [FEATURES ] DataBuilder: Executing add_shelf_lag [2025-11-22T03:22:32.398091] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:32.434637] [DEBUG] [FEATURES ] DataBuilder: Executing add_late_session_pressure [2025-11-22T03:22:32.435846] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:32.449989] [INFO ] [LOCAL ] RNGR: Saved forecast. [2025-11-22T03:22:32.450059] [INFO ] [main ] RNGR: Signal=1 (Conf=80.0%), Magnitude=2.84% (Conf=60.8918%) [2025-11-22T03:22:32.450426] [INFO ] [main ] Fetching symbol history for OWL... [2025-11-22T03:22:32.450480] [DEBUG] [REMOTE ] OWL: Fetching historical data. [2025-11-22T03:22:32.450742] [INFO ] [main ] Progress: 519/527 forecasts completed (98.5%). RNGR finished in 0.6s. ETA: 1.4s. Rate: 349.77 forecasts/min [2025-11-22T03:22:32.462867] [DEBUG] [REMOTE ] OWL: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:32.464000] [DEBUG] [LOCAL ] Loaded configuration for OWL: 1 features, N/A% accuracy [2025-11-22T03:22:32.464055] [INFO ] [LOCAL ] OWL: Loaded 1 optimal features with 57.99% confidence from JSON config [2025-11-22T03:22:32.464879] [DEBUG] [FEATURES ] DataBuilder: Executing 1 feature methods. [2025-11-22T03:22:32.464939] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:32.465686] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:32.705736] [INFO ] [LOCAL ] CTDD: Saved forecast. [2025-11-22T03:22:32.705802] [INFO ] [main ] CTDD: Signal=1 (Conf=80.0%), Magnitude=-0.94% (Conf=52.8689%) [2025-11-22T03:22:32.706161] [INFO ] [main ] Fetching symbol history for CULP... [2025-11-22T03:22:32.706212] [DEBUG] [REMOTE ] CULP: Fetching historical data. [2025-11-22T03:22:32.706735] [INFO ] [main ] Progress: 520/527 forecasts completed (98.7%). CTDD finished in 0.6s. ETA: 1.2s. Rate: 349.44 forecasts/min [2025-11-22T03:22:32.716703] [DEBUG] [REMOTE ] CULP: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:32.717689] [DEBUG] [LOCAL ] Loaded configuration for CULP: 4 features, N/A% accuracy [2025-11-22T03:22:32.717744] [INFO ] [LOCAL ] CULP: Loaded 4 optimal features with 64.36% confidence from JSON config [2025-11-22T03:22:32.718567] [DEBUG] [FEATURES ] DataBuilder: Executing 4 feature methods. [2025-11-22T03:22:32.718664] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:32.720367] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:32.720900] [DEBUG] [FEATURES ] DataBuilder: Executing add_gaps [2025-11-22T03:22:32.721702] [DEBUG] [FEATURES ] DataBuilder: Executing add_signed_carry_history_11 [2025-11-22T03:22:32.723099] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:33.013121] [INFO ] [LOCAL ] GGZ: Saved forecast. [2025-11-22T03:22:33.013196] [INFO ] [main ] GGZ: Signal=1 (Conf=80.0%), Magnitude=2.34% (Conf=51.8627%) [2025-11-22T03:22:33.013371] [INFO ] [main ] Fetching symbol history for TT... [2025-11-22T03:22:33.013418] [DEBUG] [REMOTE ] TT: Fetching historical data. [2025-11-22T03:22:33.013973] [INFO ] [main ] Progress: 521/527 forecasts completed (98.9%). GGZ finished in 0.6s. ETA: 1.0s. Rate: 348.92 forecasts/min [2025-11-22T03:22:33.027663] [DEBUG] [REMOTE ] TT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:33.028719] [DEBUG] [LOCAL ] Loaded configuration for TT: 3 features, N/A% accuracy [2025-11-22T03:22:33.028794] [INFO ] [LOCAL ] TT: Loaded 3 optimal features with 49.40% confidence from JSON config [2025-11-22T03:22:33.029754] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:33.029827] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:33.031667] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_10 [2025-11-22T03:22:33.032244] [DEBUG] [FEATURES ] DataBuilder: Executing add_composite_volatility_context [2025-11-22T03:22:33.033331] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:33.053463] [INFO ] [LOCAL ] OWL: Saved forecast. [2025-11-22T03:22:33.053536] [INFO ] [main ] OWL: Signal=1 (Conf=80.0%), Magnitude=1.16% (Conf=57.9891%) [2025-11-22T03:22:33.053916] [INFO ] [main ] Fetching symbol history for NMI... [2025-11-22T03:22:33.053968] [DEBUG] [REMOTE ] NMI: Fetching historical data. [2025-11-22T03:22:33.054139] [INFO ] [main ] Progress: 522/527 forecasts completed (99.1%). OWL finished in 0.6s. ETA: 0.9s. Rate: 349.43 forecasts/min [2025-11-22T03:22:33.065084] [DEBUG] [REMOTE ] NMI: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:33.065867] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, N/A% accuracy [2025-11-22T03:22:33.065922] [INFO ] [LOCAL ] NMI: Loaded 3 optimal features with 42.44% confidence from JSON config [2025-11-22T03:22:33.066743] [DEBUG] [FEATURES ] DataBuilder: Executing 3 feature methods. [2025-11-22T03:22:33.066804] [DEBUG] [FEATURES ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix [2025-11-22T03:22:33.071705] [DEBUG] [FEATURES ] DataBuilder: Executing add_gap_fill_state [2025-11-22T03:22:33.116725] [DEBUG] [FEATURES ] DataBuilder: Executing add_morning_range_expansion [2025-11-22T03:22:33.121056] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:33.136867] [INFO ] [LOCAL ] SYF: Saved forecast. [2025-11-22T03:22:33.136935] [INFO ] [main ] SYF: Signal=1 (Conf=80.0%), Magnitude=-0.36% (Conf=65.269%) [2025-11-22T03:22:33.137096] [INFO ] [main ] Fetching symbol history for UHT... [2025-11-22T03:22:33.137141] [DEBUG] [REMOTE ] UHT: Fetching historical data. [2025-11-22T03:22:33.137936] [INFO ] [main ] Progress: 523/527 forecasts completed (99.2%). SYF finished in 0.8s. ETA: 0.7s. Rate: 349.77 forecasts/min [2025-11-22T03:22:33.149092] [DEBUG] [REMOTE ] UHT: Successfully parsed 347 rows of historical data. [2025-11-22T03:22:33.149942] [DEBUG] [LOCAL ] Loaded configuration for UHT: 5 features, N/A% accuracy [2025-11-22T03:22:33.150000] [INFO ] [LOCAL ] UHT: Loaded 5 optimal features with 59.90% confidence from JSON config [2025-11-22T03:22:33.152457] [DEBUG] [FEATURES ] DataBuilder: Executing 5 feature methods. [2025-11-22T03:22:33.152519] [DEBUG] [FEATURES ] DataBuilder: Executing add_true_range [2025-11-22T03:22:33.155346] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr [2025-11-22T03:22:33.155935] [DEBUG] [FEATURES ] DataBuilder: Executing add_atr_5 [2025-11-22T03:22:33.156355] [DEBUG] [FEATURES ] DataBuilder: Executing add_close_to_open_alignment [2025-11-22T03:22:33.157159] [DEBUG] [FEATURES ] DataBuilder: Executing add_sma_ratio [2025-11-22T03:22:33.157898] [DEBUG] [FEATURES ] DataBuilder: Data build complete with specified features. [2025-11-22T03:22:33.306034] [INFO ] [LOCAL ] CULP: Saved forecast. [2025-11-22T03:22:33.306102] [INFO ] [main ] CULP: Signal=1 (Conf=80.0%), Magnitude=-2.01% (Conf=64.3582%) [2025-11-22T03:22:33.307733] [INFO ] [main ] Progress: 524/527 forecasts completed (99.4%). CULP finished in 0.6s. ETA: 0.5s. Rate: 349.78 forecasts/min [2025-11-22T03:22:33.687237] [INFO ] [LOCAL ] NMI: Saved forecast. [2025-11-22T03:22:33.687305] [INFO ] [main ] NMI: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=42.435%) [2025-11-22T03:22:33.687720] [INFO ] [main ] Progress: 525/527 forecasts completed (99.6%). NMI finished in 0.6s. ETA: 0.3s. Rate: 348.97 forecasts/min [2025-11-22T03:22:33.745547] [INFO ] [LOCAL ] UHT: Saved forecast. [2025-11-22T03:22:33.745615] [INFO ] [main ] UHT: Signal=1 (Conf=80.0%), Magnitude=2.50% (Conf=59.9036%) [2025-11-22T03:22:33.745946] [INFO ] [main ] Progress: 526/527 forecasts completed (99.8%). UHT finished in 0.6s. ETA: 0.2s. Rate: 349.41 forecasts/min [2025-11-22T03:22:33.754366] [INFO ] [LOCAL ] TT: Saved forecast. [2025-11-22T03:22:33.754434] [INFO ] [main ] TT: Signal=1 (Conf=80.0%), Magnitude=3.68% (Conf=49.395%) [2025-11-22T03:22:33.754722] [INFO ] [main ] Progress: 527/527 forecasts completed (100.0%). TT finished in 0.7s. ETA: 0.0s. Rate: 350.04 forecasts/min [2025-11-22T03:22:33.781501] [INFO ] [main ] Parallel forecast generation completed in 1m 30s. Processed 527 forecasts. [2025-11-22T03:22:33.781700] [INFO ] [main ] Generated and saved 527 forecast pairs. [2025-11-22T03:22:34.600714] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (527/527 @ 100.00%)' [2025-11-22T03:22:34.602088] [INFO ] [MODE ] Ignoring multithreaded flag for report generation [2025-11-22T03:22:34.602148] [INFO ] [main ] Fetching available MAG forecast dates... [2025-11-22T03:22:34.602309] [INFO ] [main ] Found 6 forecast dates [2025-11-22T03:22:34.602347] [INFO ] [main ] Processing forecast date: 2025-11-17 [2025-11-22T03:22:34.705513] [INFO ] [main ] Overwriting existing report for 2025-11-17 [2025-11-22T03:22:34.707340] [INFO ] [main ] Generated forecast report for 2025-11-17: 472 forecasts [2025-11-22T03:22:34.707492] [INFO ] [main ] Processing forecast date: 2025-11-18 [2025-11-22T03:22:34.795320] [INFO ] [main ] Overwriting existing report for 2025-11-18 [2025-11-22T03:22:34.798336] [INFO ] [main ] Generated forecast report for 2025-11-18: 421 forecasts [2025-11-22T03:22:34.798440] [INFO ] [main ] Processing forecast date: 2025-11-19 [2025-11-22T03:22:34.899348] [INFO ] [main ] Overwriting existing report for 2025-11-19 [2025-11-22T03:22:34.901093] [INFO ] [main ] Generated forecast report for 2025-11-19: 480 forecasts [2025-11-22T03:22:34.901193] [INFO ] [main ] Processing forecast date: 2025-11-20 [2025-11-22T03:22:34.994078] [INFO ] [main ] Overwriting existing report for 2025-11-20 [2025-11-22T03:22:34.995719] [INFO ] [main ] Generated forecast report for 2025-11-20: 423 forecasts [2025-11-22T03:22:34.995829] [INFO ] [main ] Processing forecast date: 2025-11-21 [2025-11-22T03:22:35.073771] [INFO ] [main ] Generated forecast report for 2025-11-21: 368 forecasts [2025-11-22T03:22:35.073877] [INFO ] [main ] Processing forecast date: 2025-11-24 [2025-11-22T03:22:35.085894] [INFO ] [main ] Generated forecast report for 2025-11-24: 527 forecasts [2025-11-22T03:22:35.085998] [INFO ] [main ] Generated 6/6 forecast reports [2025-11-22T03:22:35.086045] [INFO ] [main ] Reading forecast report for email: ./output/forecasts/full/2025-11-24.txt [2025-11-22T03:22:35.658297] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-11-24' [2025-11-22T03:22:35.658550] [INFO ] [main ] Forecast report email sent for 2025-11-24 [2025-11-22T03:22:35.658679] [INFO ] [MAG ] MAG operation completed successfully [2025-11-22T03:22:35.658905] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-11-22T03:22:35.659065] [INFO ] [STATE ] Last completion updated: 2025-11-22T03:22:35.658963